FileBase PeterP-2013-09-03_dataset1 ElecNo 14 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 0.21 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22606 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 22606 points ------ Starting initial clusters from distinct float masks Not enough masks (215) to generate starting clusters (300), so starting with (216) clusters instead. Assigned 216 initial classes from 215 unique masks. Deleting Class 169 (8 points): Lose 90.316409 but Gain 1591.776580 Iteration 0F (2.927704 sec): 215 clusters Score: Raw -1743569.145681 + Penalty 178474.332161 = -1565094.813519 nChanged 10294 Deleting Class 181 (2 points): Lose 8.461844 but Gain 1479.100467 Iteration 1F (4.937735 sec): 181 clusters Score: Raw -1776450.196855 + Penalty 161717.985408 = -1614732.211447 nChanged 3836 Deleting Class 86 (1 points): Lose 9.462742 but Gain 1554.953246 Iteration 2F (6.648616 sec): 167 clusters Score: Raw -1785120.925834 + Penalty 152403.777060 = -1632717.148774 nChanged 1934 Deleting Class 123 (2 points): Lose 12.130075 but Gain 1438.490399 Iteration 3F (8.267814 sec): 158 clusters Score: Raw -1789186.799741 + Penalty 147731.470616 = -1641455.329125 nChanged 1399 Deleting Class 100 (13 points): Lose 81.217502 but Gain 1486.461831 Iteration 4F (9.843158 sec): 154 clusters Score: Raw -1792123.695882 + Penalty 144730.605415 = -1647393.090467 nChanged 1182 Deleting Class 145 (12 points): Lose 62.412830 but Gain 1438.353573 Iteration 5F (11.393847 sec): 152 clusters Score: Raw -1794044.066973 + Penalty 142290.227307 = -1651753.839667 nChanged 1009 Deleting Class 61 (17 points): Lose 108.529382 but Gain 1471.117486 Iteration 6Q (11.583649 sec): 150 clusters Score: Raw -1795411.309422 + Penalty 140862.283082 = -1654549.026340 nChanged 850 Deleting Class 121 (9 points): Lose 164.856098 but Gain 1527.476793 Iteration 7Q (11.758284 sec): 149 clusters Score: Raw -1796445.711539 + Penalty 139358.400885 = -1657087.310654 nChanged 728 Deleting Class 103 (4 points): Lose 46.862722 but Gain 1398.991985 Iteration 8Q (11.925784 sec): 148 clusters Score: Raw -1797502.561353 + Penalty 137981.242261 = -1659521.319092 nChanged 634 Deleting Class 115 (1 points): Lose 2.798371 but Gain 1352.411609 Iteration 9Q (12.081126 sec): 147 clusters Score: Raw -1798492.406179 + Penalty 135460.517467 = -1663031.888711 nChanged 520 Deleting Class 111 (6 points): Lose 60.431093 but Gain 1404.123467 Iteration 10F (13.575298 sec): 145 clusters Score: Raw -1799547.400090 + Penalty 134360.881211 = -1665186.518878 nChanged 364 Deleting Class 127 (3 points): Lose 25.860626 but Gain 1365.048331 Iteration 11Q (13.720304 sec): 144 clusters Score: Raw -1800273.418167 + Penalty 132972.745055 = -1667300.673112 nChanged 298 Deleting Class 139 (5 points): Lose 30.694293 but Gain 1363.130476 Iteration 12Q (13.861113 sec): 143 clusters Score: Raw -1800552.870306 + Penalty 131780.997385 = -1668771.872921 nChanged 217 Deleting Class 48 (3 points): Lose 27.810313 but Gain 1359.727951 Iteration 13Q (13.991479 sec): 142 clusters Score: Raw -1800792.897378 + Penalty 130508.493507 = -1670284.403871 nChanged 185 Deleting Class 144 (9 points): Lose 68.425784 but Gain 1388.289345 Iteration 14Q (14.124570 sec): 141 clusters Score: Raw -1801050.217980 + Penalty 129226.744063 = -1671823.473917 nChanged 186 Deleting Class 64 (9 points): Lose 90.196681 but Gain 1408.663253 Iteration 15Q (14.248139 sec): 140 clusters Score: Raw -1801225.559515 + Penalty 127908.767659 = -1673316.791856 nChanged 140 Deleting Class 175 (1 points): Lose 7.776737 but Gain 1311.263724 Iteration 16Q (14.368599 sec): 139 clusters Score: Raw -1801396.230555 + Penalty 126642.185198 = -1674754.045357 nChanged 102 Deleting Class 66 (15 points): Lose 160.436052 but Gain 1455.939277 Iteration 17Q (14.489442 sec): 138 clusters Score: Raw -1801322.419866 + Penalty 125240.954372 = -1676081.465493 nChanged 79 Deleting Class 53 (66 points): Lose 235.981705 but Gain 1530.171427 Iteration 18Q (14.606230 sec): 137 clusters Score: Raw -1801188.468238 + Penalty 123853.763824 = -1677334.704414 nChanged 118 Deleting Class 63 (31 points): Lose 196.826784 but Gain 1469.875217 Iteration 19Q (14.727472 sec): 136 clusters Score: Raw -1801185.828605 + Penalty 122486.511540 = -1678699.317065 nChanged 82 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1801185.828605 + Penalty 122486.511540 = -1678699.317065Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.813299 sec): 2 clusters Score: Raw -38177.004911 + Penalty 974.784937 = -37202.219974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.814379 sec): 3 clusters Score: Raw -38138.096371 + Penalty 1949.698936 = -36188.397435 nChanged 92 SP:Iteration 1F (14.815447 sec): 3 clusters Score: Raw -38298.808046 + Penalty 1949.601465 = -36349.206581 nChanged 26 SP:Iteration 2F (14.816525 sec): 3 clusters Score: Raw -38353.878024 + Penalty 1949.459535 = -36404.418488 nChanged 10 SP:Iteration 3Q (14.817575 sec): 3 clusters Score: Raw -38370.433790 + Penalty 1949.367597 = -36421.066193 nChanged 6 SP:Iteration 4Q (14.818605 sec): 3 clusters Score: Raw -38377.240105 + Penalty 1949.300169 = -36427.939936 nChanged 3 SP:Iteration 5Q (14.819617 sec): 3 clusters Score: Raw -38379.997250 + Penalty 1949.273327 = -36430.723923 nChanged 1 SP:Iteration 6Q (14.820629 sec): 3 clusters Score: Raw -38381.406702 + Penalty 1949.245923 = -36432.160779 nChanged 1 SP:Iteration 7Q (14.821628 sec): 3 clusters Score: Raw -38383.596752 + Penalty 1949.197535 = -36434.399217 nChanged 2 SP:Iteration 8Q (14.822620 sec): 3 clusters Score: Raw -38385.953717 + Penalty 1949.197535 = -36436.756182 nChanged 2 SP:Iteration 9Q (14.823670 sec): 3 clusters Score: Raw -38389.260834 + Penalty 1949.139780 = -36440.121054 nChanged 2 SP:Iteration 10F (14.824775 sec): 3 clusters Score: Raw -38392.630977 + Penalty 1949.048741 = -36443.582236 nChanged 3 SP:Iteration 11Q (14.825835 sec): 3 clusters Score: Raw -38395.075058 + Penalty 1949.048741 = -36446.026317 nChanged 0 SP:Iteration 12F (14.826912 sec): 3 clusters Score: Raw -38395.075058 + Penalty 1949.048741 = -36446.026317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.827549 sec): 2 clusters Score: Raw -1364.258077 + Penalty 18.584592 = -1345.673486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.827770 sec): 3 clusters Score: Raw -1370.947692 + Penalty 38.289843 = -1332.657849 nChanged 6 SP:Iteration 1F (14.827980 sec): 3 clusters Score: Raw -1377.034545 + Penalty 40.531163 = -1336.503383 nChanged 2 SP:Iteration 2F (14.828189 sec): 3 clusters Score: Raw -1378.776932 + Penalty 40.531163 = -1338.245770 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.834419 sec): 2 clusters Score: Raw -97627.203736 + Penalty 699.652634 = -96927.551102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.836858 sec): 3 clusters Score: Raw -97066.231930 + Penalty 1400.608160 = -95665.623770 nChanged 436 SP:Iteration 1F (14.839252 sec): 3 clusters Score: Raw -97348.418750 + Penalty 1399.659605 = -95948.759145 nChanged 112 SP:Iteration 2F (14.841680 sec): 3 clusters Score: Raw -97425.381482 + Penalty 1398.508295 = -96026.873187 nChanged 65 SP:Iteration 3F (14.844081 sec): 3 clusters Score: Raw -97485.147372 + Penalty 1397.037723 = -96088.109649 nChanged 56 SP:Iteration 4F (14.846505 sec): 3 clusters Score: Raw -97553.645232 + Penalty 1396.888258 = -96156.756975 nChanged 68 SP:Iteration 5F (14.848917 sec): 3 clusters Score: Raw -97638.527340 + Penalty 1400.339807 = -96238.187532 nChanged 77 SP:Iteration 6F (14.851324 sec): 3 clusters Score: Raw -97751.575643 + Penalty 1406.780097 = -96344.795546 nChanged 75 SP:Iteration 7F (14.853723 sec): 3 clusters Score: Raw -97902.480832 + Penalty 1416.464996 = -96486.015836 nChanged 72 SP:Iteration 8F (14.856163 sec): 3 clusters Score: Raw -98042.432000 + Penalty 1428.186085 = -96614.245914 nChanged 64 SP:Iteration 9F (14.858598 sec): 3 clusters Score: Raw -98114.218997 + Penalty 1436.357614 = -96677.861383 nChanged 39 SP:Iteration 10F (14.861087 sec): 3 clusters Score: Raw -98152.914476 + Penalty 1442.929542 = -96709.984934 nChanged 27 SP:Iteration 11Q (14.863471 sec): 3 clusters Score: Raw -98172.885048 + Penalty 1446.843181 = -96726.041867 nChanged 20 SP:Iteration 12Q (14.865828 sec): 3 clusters Score: Raw -98182.629422 + Penalty 1448.384002 = -96734.245420 nChanged 5 SP:Iteration 13Q (14.868164 sec): 3 clusters Score: Raw -98186.749813 + Penalty 1449.834047 = -96736.915766 nChanged 7 SP:Iteration 14Q (14.870488 sec): 3 clusters Score: Raw -98190.982930 + Penalty 1450.559674 = -96740.423255 nChanged 2 SP:Iteration 15Q (14.872802 sec): 3 clusters Score: Raw -98192.647264 + Penalty 1451.657852 = -96740.989412 nChanged 4 SP:Iteration 16Q (14.875105 sec): 3 clusters Score: Raw -98195.059932 + Penalty 1452.470998 = -96742.588934 nChanged 3 SP:Iteration 17Q (14.877408 sec): 3 clusters Score: Raw -98196.402898 + Penalty 1453.349635 = -96743.053262 nChanged 3 SP:Iteration 18Q (14.879671 sec): 3 clusters Score: Raw -98197.201660 + Penalty 1453.564217 = -96743.637443 nChanged 2 SP:Iteration 19Q (14.881835 sec): 3 clusters Score: Raw -98197.759442 + Penalty 1453.564217 = -96744.195226 nChanged 0 SP:Iteration 20F (14.884166 sec): 3 clusters Score: Raw -98197.759442 + Penalty 1453.564217 = -96744.195226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.885615 sec): 2 clusters Score: Raw -23950.972300 + Penalty 791.060241 = -23159.912059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.886350 sec): 3 clusters Score: Raw -23933.284975 + Penalty 1583.392551 = -22349.892424 nChanged 56 SP:Iteration 1F (14.887076 sec): 3 clusters Score: Raw -24036.373053 + Penalty 1584.688442 = -22451.684611 nChanged 18 SP:Iteration 2F (14.887791 sec): 3 clusters Score: Raw -24088.851645 + Penalty 1589.116679 = -22499.734967 nChanged 9 SP:Iteration 3Q (14.888468 sec): 3 clusters Score: Raw -24106.663506 + Penalty 1594.676057 = -22511.987449 nChanged 9 SP:Iteration 4Q (14.889143 sec): 3 clusters Score: Raw -24132.192142 + Penalty 1596.557026 = -22535.635116 nChanged 6 SP:Iteration 5Q (14.889817 sec): 3 clusters Score: Raw -24146.381978 + Penalty 1596.729113 = -22549.652866 nChanged 4 SP:Iteration 6Q (14.890483 sec): 3 clusters Score: Raw -24156.356402 + Penalty 1597.094006 = -22559.262396 nChanged 2 SP:Iteration 7Q (14.891143 sec): 3 clusters Score: Raw -24158.157583 + Penalty 1597.094006 = -22561.063576 nChanged 0 SP:Iteration 8F (14.891894 sec): 3 clusters Score: Raw -24158.157583 + Penalty 1597.094006 = -22561.063576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.894411 sec): 2 clusters Score: Raw -34302.354362 + Penalty 973.537901 = -33328.816462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.895449 sec): 3 clusters Score: Raw -34252.407076 + Penalty 1949.074983 = -32303.332092 nChanged 98 SP:Iteration 1F (14.896466 sec): 3 clusters Score: Raw -34418.811378 + Penalty 1949.874028 = -32468.937350 nChanged 38 SP:Iteration 2F (14.897484 sec): 3 clusters Score: Raw -34489.489678 + Penalty 1950.309162 = -32539.180517 nChanged 8 SP:Iteration 3Q (14.898451 sec): 3 clusters Score: Raw -34512.962261 + Penalty 1950.207382 = -32562.754879 nChanged 9 SP:Iteration 4Q (14.899403 sec): 3 clusters Score: Raw -34541.104231 + Penalty 1949.800184 = -32591.304047 nChanged 9 SP:Iteration 5Q (14.900359 sec): 3 clusters Score: Raw -34565.505984 + Penalty 1949.401524 = -32616.104460 nChanged 15 SP:Iteration 6Q (14.901303 sec): 3 clusters Score: Raw -34593.484223 + Penalty 1949.504043 = -32643.980180 nChanged 15 SP:Iteration 7Q (14.902245 sec): 3 clusters Score: Raw -34647.998423 + Penalty 1948.943457 = -32699.054966 nChanged 14 SP:Iteration 8Q (14.903237 sec): 3 clusters Score: Raw -34684.773069 + Penalty 1949.008008 = -32735.765062 nChanged 13 SP:Iteration 9Q (14.904244 sec): 3 clusters Score: Raw -34718.583114 + Penalty 1948.882129 = -32769.700985 nChanged 7 SP:Iteration 10F (14.905323 sec): 3 clusters Score: Raw -34742.390037 + Penalty 1948.730067 = -32793.659970 nChanged 8 SP:Iteration 11Q (14.906315 sec): 3 clusters Score: Raw -34766.899213 + Penalty 1948.688236 = -32818.210977 nChanged 8 SP:Iteration 12Q (14.907245 sec): 3 clusters Score: Raw -34789.685802 + Penalty 1948.283490 = -32841.402312 nChanged 7 SP:Iteration 13Q (14.908139 sec): 3 clusters Score: Raw -34803.324491 + Penalty 1948.089711 = -32855.234781 nChanged 5 SP:Iteration 14Q (14.909017 sec): 3 clusters Score: Raw -34816.082926 + Penalty 1947.849661 = -32868.233265 nChanged 5 SP:Iteration 15Q (14.909908 sec): 3 clusters Score: Raw -34823.684943 + Penalty 1947.825614 = -32875.859329 nChanged 7 SP:Iteration 16Q (14.910795 sec): 3 clusters Score: Raw -34837.172717 + Penalty 1948.046322 = -32889.126394 nChanged 4 SP:Iteration 17Q (14.911674 sec): 3 clusters Score: Raw -34853.482665 + Penalty 1948.154273 = -32905.328392 nChanged 1 SP:Iteration 18Q (14.912553 sec): 3 clusters Score: Raw -34855.088238 + Penalty 1948.308486 = -32906.779752 nChanged 2 SP:Iteration 19Q (14.913430 sec): 3 clusters Score: Raw -34858.889770 + Penalty 1948.308486 = -32910.581285 nChanged 0 SP:Iteration 20F (14.914441 sec): 3 clusters Score: Raw -34858.889770 + Penalty 1948.308486 = -32910.581285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.916037 sec): 2 clusters Score: Raw -37372.221215 + Penalty 965.419570 = -36406.801646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.917043 sec): 3 clusters Score: Raw -37320.706857 + Penalty 1930.798377 = -35389.908480 nChanged 75 SP:Iteration 1F (14.917991 sec): 3 clusters Score: Raw -37416.533150 + Penalty 1930.809710 = -35485.723441 nChanged 21 SP:Iteration 2F (14.918927 sec): 3 clusters Score: Raw -37463.093488 + Penalty 1930.831013 = -35532.262475 nChanged 13 SP:Iteration 3Q (14.919830 sec): 3 clusters Score: Raw -37498.535052 + Penalty 1930.787823 = -35567.747229 nChanged 10 SP:Iteration 4Q (14.920717 sec): 3 clusters Score: Raw -37523.375842 + Penalty 1930.668659 = -35592.707183 nChanged 10 SP:Iteration 5Q (14.921599 sec): 3 clusters Score: Raw -37542.677713 + Penalty 1930.717857 = -35611.959856 nChanged 6 SP:Iteration 6Q (14.922477 sec): 3 clusters Score: Raw -37549.539167 + Penalty 1930.704390 = -35618.834777 nChanged 6 SP:Iteration 7Q (14.923387 sec): 3 clusters Score: Raw -37563.866583 + Penalty 1930.720351 = -35633.146232 nChanged 5 SP:Iteration 8Q (14.924264 sec): 3 clusters Score: Raw -37570.612178 + Penalty 1930.734730 = -35639.877448 nChanged 4 SP:Iteration 9Q (14.925142 sec): 3 clusters Score: Raw -37576.593820 + Penalty 1930.706752 = -35645.887068 nChanged 2 SP:Iteration 10F (14.926089 sec): 3 clusters Score: Raw -37579.073146 + Penalty 1930.676687 = -35648.396459 nChanged 2 SP:Iteration 11Q (14.926985 sec): 3 clusters Score: Raw -37580.411943 + Penalty 1930.677483 = -35649.734460 nChanged 1 SP:Iteration 12Q (14.927853 sec): 3 clusters Score: Raw -37585.495358 + Penalty 1930.689984 = -35654.805373 nChanged 3 SP:Iteration 13Q (14.928731 sec): 3 clusters Score: Raw -37589.814310 + Penalty 1930.712519 = -35659.101791 nChanged 5 SP:Iteration 14Q (14.929636 sec): 3 clusters Score: Raw -37599.359057 + Penalty 1930.823268 = -35668.535790 nChanged 8 SP:Iteration 15Q (14.930519 sec): 3 clusters Score: Raw -37613.345231 + Penalty 1930.791239 = -35682.553992 nChanged 6 SP:Iteration 16Q (14.931397 sec): 3 clusters Score: Raw -37628.125047 + Penalty 1930.888104 = -35697.236943 nChanged 7 SP:Iteration 17Q (14.932283 sec): 3 clusters Score: Raw -37648.431908 + Penalty 1930.857462 = -35717.574445 nChanged 4 SP:Iteration 18Q (14.933150 sec): 3 clusters Score: Raw -37661.071282 + Penalty 1930.872263 = -35730.199019 nChanged 1 SP:Iteration 19Q (14.934017 sec): 3 clusters Score: Raw -37669.131657 + Penalty 1930.857462 = -35738.274195 nChanged 1 SP:Iteration 20F (14.934947 sec): 3 clusters Score: Raw -37671.390575 + Penalty 1930.920668 = -35740.469907 nChanged 2 SP:Iteration 21Q (14.935817 sec): 3 clusters Score: Raw -37677.547815 + Penalty 1930.978808 = -35746.569008 nChanged 2 SP:Iteration 22Q (14.936677 sec): 3 clusters Score: Raw -37683.262122 + Penalty 1931.172241 = -35752.089881 nChanged 3 SP:Iteration 23Q (14.937533 sec): 3 clusters Score: Raw -37685.464925 + Penalty 1931.172241 = -35754.292684 nChanged 0 SP:Iteration 24F (14.938460 sec): 3 clusters Score: Raw -37685.464925 + Penalty 1931.172241 = -35754.292684 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 7 (6233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.966681 sec): 2 clusters Score: Raw -477354.041735 + Penalty 223.336243 = -477130.705492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.978978 sec): 3 clusters Score: Raw -473151.799752 + Penalty 449.006716 = -472702.793035 nChanged 2970 SP:Iteration 1F (14.991032 sec): 3 clusters Score: Raw -476698.466860 + Penalty 445.499083 = -476252.967777 nChanged 869 SP:Iteration 2F (15.003469 sec): 3 clusters Score: Raw -477701.799842 + Penalty 437.239694 = -477264.560148 nChanged 235 SP:Iteration 3Q (15.014940 sec): 3 clusters Score: Raw -477885.889860 + Penalty 428.725217 = -477457.164643 nChanged 155 SP:Iteration 4Q (15.026191 sec): 3 clusters Score: Raw -477969.644358 + Penalty 420.111794 = -477549.532564 nChanged 140 SP:Iteration 5Q (15.037501 sec): 3 clusters Score: Raw -478041.477697 + Penalty 411.033781 = -477630.443916 nChanged 136 SP:Iteration 6Q (15.049063 sec): 3 clusters Score: Raw -478116.514122 + Penalty 403.094563 = -477713.419559 nChanged 122 SP:Iteration 7Q (15.060274 sec): 3 clusters Score: Raw -478189.149322 + Penalty 395.902132 = -477793.247190 nChanged 97 SP:Iteration 8Q (15.071004 sec): 3 clusters Score: Raw -478240.408655 + Penalty 390.571682 = -477849.836973 nChanged 73 SP:Iteration 9Q (15.082351 sec): 3 clusters Score: Raw -478265.433083 + Penalty 386.327036 = -477879.106047 nChanged 53 SP:Iteration 10F (15.094710 sec): 3 clusters Score: Raw -478279.341071 + Penalty 381.802949 = -477897.538123 nChanged 62 SP:Iteration 11Q (15.105679 sec): 3 clusters Score: Raw -478295.613319 + Penalty 378.673681 = -477916.939638 nChanged 48 SP:Iteration 12Q (15.116612 sec): 3 clusters Score: Raw -478304.954633 + Penalty 375.813815 = -477929.140818 nChanged 32 SP:Iteration 13Q (15.127701 sec): 3 clusters Score: Raw -478308.234960 + Penalty 374.568791 = -477933.666169 nChanged 20 SP:Iteration 14Q (15.138590 sec): 3 clusters Score: Raw -478310.251373 + Penalty 373.161951 = -477937.089421 nChanged 21 SP:Iteration 15Q (15.149684 sec): 3 clusters Score: Raw -478312.177608 + Penalty 372.172982 = -477940.004626 nChanged 13 SP:Iteration 16Q (15.161008 sec): 3 clusters Score: Raw -478312.971038 + Penalty 371.470779 = -477941.500259 nChanged 12 SP:Iteration 17Q (15.171878 sec): 3 clusters Score: Raw -478313.692628 + Penalty 371.021250 = -477942.671378 nChanged 6 SP:Iteration 18Q (15.182769 sec): 3 clusters Score: Raw -478314.013552 + Penalty 370.875317 = -477943.138235 nChanged 4 SP:Iteration 19Q (15.193848 sec): 3 clusters Score: Raw -478314.199132 + Penalty 370.700053 = -477943.499080 nChanged 4 SP:Iteration 20F (15.206090 sec): 3 clusters Score: Raw -478314.370780 + Penalty 370.602035 = -477943.768745 nChanged 1 SP:Iteration 21Q (15.217392 sec): 3 clusters Score: Raw -478314.408617 + Penalty 370.496332 = -477943.912285 nChanged 3 SP:Iteration 22Q (15.228436 sec): 3 clusters Score: Raw -478314.537654 + Penalty 370.457088 = -477944.080566 nChanged 1 SP:Iteration 23Q (15.239326 sec): 3 clusters Score: Raw -478314.583255 + Penalty 370.421993 = -477944.161262 nChanged 1 SP:Iteration 24Q (15.250182 sec): 3 clusters Score: Raw -478314.624003 + Penalty 370.370633 = -477944.253370 nChanged 1 SP:Iteration 25Q (15.261450 sec): 3 clusters Score: Raw -478314.664200 + Penalty 370.370633 = -477944.293567 nChanged 0 SP:Iteration 26F (15.273679 sec): 3 clusters Score: Raw -478314.664200 + Penalty 370.370633 = -477944.293567 nChanged 0 Score: Raw -1811565.503329 + Penalty 122655.226092 = -1688910.277236 Splitting cluster 7 changes total score from -1678699.317065 to -1688910.277236 So it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.691778 sec): 2 clusters Score: Raw -1740.928002 + Penalty 67.275619 = -1673.652383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.692043 sec): 3 clusters Score: Raw -1752.824598 + Penalty 135.164536 = -1617.660062 nChanged 4 SP:Iteration 1F (16.692300 sec): 3 clusters Score: Raw -1759.075210 + Penalty 138.906409 = -1620.168801 nChanged 1 SP:Iteration 2Q (16.692550 sec): 3 clusters Score: Raw -1759.657994 + Penalty 138.906409 = -1620.751585 nChanged 0 SP:Iteration 3F (16.692802 sec): 3 clusters Score: Raw -1759.657994 + Penalty 138.906409 = -1620.751585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.693290 sec): 2 clusters Score: Raw -900.101620 + Penalty 251.340462 = -648.761158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.693513 sec): 3 clusters Score: Raw -891.663717 + Penalty 251.340462 = -640.323255 nChanged 1 SP:Iteration 1F (16.693713 sec): 2 clusters Score: Raw -900.101620 + Penalty 251.340462 = -648.761158 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.707463 sec): 2 clusters Score: Raw -240648.865664 + Penalty 265.993287 = -240382.872377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.712970 sec): 3 clusters Score: Raw -238692.786436 + Penalty 521.031927 = -238171.754509 nChanged 1393 SP:Iteration 1F (16.718350 sec): 3 clusters Score: Raw -239566.167460 + Penalty 507.099991 = -239059.067469 nChanged 356 SP:Iteration 2F (16.724016 sec): 3 clusters Score: Raw -239778.327359 + Penalty 502.110166 = -239276.217193 nChanged 270 SP:Iteration 3F (16.729823 sec): 3 clusters Score: Raw -239983.263406 + Penalty 502.892479 = -239480.370927 nChanged 217 SP:Iteration 4F (16.735539 sec): 3 clusters Score: Raw -240126.941598 + Penalty 506.682185 = -239620.259413 nChanged 164 SP:Iteration 5F (16.741216 sec): 3 clusters Score: Raw -240222.257779 + Penalty 513.927053 = -239708.330726 nChanged 138 SP:Iteration 6Q (16.746794 sec): 3 clusters Score: Raw -240294.209876 + Penalty 520.515902 = -239773.693974 nChanged 114 SP:Iteration 7Q (16.752504 sec): 3 clusters Score: Raw -240348.939227 + Penalty 526.305772 = -239822.633455 nChanged 89 SP:Iteration 8Q (16.757968 sec): 3 clusters Score: Raw -240378.065415 + Penalty 532.598212 = -239845.467204 nChanged 69 SP:Iteration 9Q (16.763799 sec): 3 clusters Score: Raw -240391.535911 + Penalty 537.750355 = -239853.785557 nChanged 45 SP:Iteration 10F (16.769218 sec): 3 clusters Score: Raw -240398.351142 + Penalty 542.045766 = -239856.305376 nChanged 38 SP:Iteration 11Q (16.774735 sec): 3 clusters Score: Raw -240408.225285 + Penalty 546.737628 = -239861.487657 nChanged 42 SP:Iteration 12Q (16.780218 sec): 3 clusters Score: Raw -240416.796022 + Penalty 551.025792 = -239865.770231 nChanged 38 SP:Iteration 13Q (16.785502 sec): 3 clusters Score: Raw -240422.846784 + Penalty 554.665016 = -239868.181768 nChanged 32 SP:Iteration 14Q (16.790954 sec): 3 clusters Score: Raw -240428.851144 + Penalty 558.402127 = -239870.449018 nChanged 34 SP:Iteration 15Q (16.796685 sec): 3 clusters Score: Raw -240435.494558 + Penalty 561.724571 = -239873.769986 nChanged 32 SP:Iteration 16Q (16.801977 sec): 3 clusters Score: Raw -240442.598074 + Penalty 565.115170 = -239877.482905 nChanged 32 SP:Iteration 17Q (16.807228 sec): 3 clusters Score: Raw -240451.943785 + Penalty 569.188582 = -239882.755203 nChanged 39 SP:Iteration 18Q (16.812589 sec): 3 clusters Score: Raw -240463.818104 + Penalty 572.484022 = -239891.334082 nChanged 29 SP:Iteration 19Q (16.817909 sec): 3 clusters Score: Raw -240472.692709 + Penalty 577.018188 = -239895.674521 nChanged 40 SP:Iteration 20F (16.823279 sec): 3 clusters Score: Raw -240483.670874 + Penalty 580.980984 = -239902.689890 nChanged 35 SP:Iteration 21Q (16.828859 sec): 3 clusters Score: Raw -240492.777457 + Penalty 585.186525 = -239907.590932 nChanged 34 SP:Iteration 22Q (16.834467 sec): 3 clusters Score: Raw -240500.374302 + Penalty 588.783937 = -239911.590365 nChanged 32 SP:Iteration 23Q (16.839626 sec): 3 clusters Score: Raw -240506.709941 + Penalty 591.234783 = -239915.475158 nChanged 27 SP:Iteration 24Q (16.844936 sec): 3 clusters Score: Raw -240513.176666 + Penalty 594.522763 = -239918.653904 nChanged 33 SP:Iteration 25Q (16.850037 sec): 3 clusters Score: Raw -240519.695533 + Penalty 598.005364 = -239921.690169 nChanged 38 SP:Iteration 26Q (16.855100 sec): 3 clusters Score: Raw -240526.930638 + Penalty 599.148926 = -239927.781712 nChanged 27 SP:Iteration 27Q (16.860249 sec): 3 clusters Score: Raw -240532.399759 + Penalty 600.968533 = -239931.431226 nChanged 24 SP:Iteration 28Q (16.865622 sec): 3 clusters Score: Raw -240536.218886 + Penalty 602.771586 = -239933.447300 nChanged 19 SP:Iteration 29Q (16.870731 sec): 3 clusters Score: Raw -240538.855134 + Penalty 605.313152 = -239933.541982 nChanged 21 SP:Iteration 30F (16.876035 sec): 3 clusters Score: Raw -240541.606318 + Penalty 607.580095 = -239934.026223 nChanged 17 SP:Iteration 31Q (16.881194 sec): 3 clusters Score: Raw -240544.600158 + Penalty 610.437623 = -239934.162536 nChanged 21 SP:Iteration 32Q (16.886177 sec): 3 clusters Score: Raw -240547.850997 + Penalty 610.792945 = -239937.058052 nChanged 11 SP:Iteration 33Q (16.891266 sec): 3 clusters Score: Raw -240549.322988 + Penalty 611.284217 = -239938.038771 nChanged 7 SP:Iteration 34Q (16.896633 sec): 3 clusters Score: Raw -240550.179335 + Penalty 612.059012 = -239938.120323 nChanged 6 SP:Iteration 35Q (16.901684 sec): 3 clusters Score: Raw -240550.729206 + Penalty 612.716912 = -239938.012294 nChanged 6 SP:Iteration 36F (16.906989 sec): 3 clusters Score: Raw -240551.985760 + Penalty 613.205276 = -239938.780484 nChanged 9 SP:Iteration 37Q (16.911938 sec): 3 clusters Score: Raw -240553.518998 + Penalty 613.657673 = -239939.861325 nChanged 5 SP:Iteration 38Q (16.917265 sec): 3 clusters Score: Raw -240553.891697 + Penalty 614.198075 = -239939.693622 nChanged 7 SP:Iteration 39F (16.922748 sec): 3 clusters Score: Raw -240554.574068 + Penalty 614.354365 = -239940.219703 nChanged 5 SP:Iteration 40F (16.928459 sec): 3 clusters Score: Raw -240555.580880 + Penalty 614.299498 = -239941.281382 nChanged 7 SP:Iteration 41Q (16.933766 sec): 3 clusters Score: Raw -240557.518536 + Penalty 615.002853 = -239942.515683 nChanged 11 SP:Iteration 42Q (16.938810 sec): 3 clusters Score: Raw -240559.766476 + Penalty 616.779697 = -239942.986780 nChanged 11 SP:Iteration 43Q (16.943783 sec): 3 clusters Score: Raw -240562.018048 + Penalty 617.219265 = -239944.798783 nChanged 10 SP:Iteration 44Q (16.948870 sec): 3 clusters Score: Raw -240563.649403 + Penalty 618.092353 = -239945.557050 nChanged 12 SP:Iteration 45Q (16.953771 sec): 3 clusters Score: Raw -240566.193805 + Penalty 619.121439 = -239947.072366 nChanged 9 SP:Iteration 46Q (16.958664 sec): 3 clusters Score: Raw -240567.741397 + Penalty 620.206954 = -239947.534443 nChanged 14 SP:Iteration 47Q (16.964073 sec): 3 clusters Score: Raw -240571.734892 + Penalty 619.928012 = -239951.806880 nChanged 14 SP:Iteration 48Q (16.969211 sec): 3 clusters Score: Raw -240575.493499 + Penalty 619.610652 = -239955.882847 nChanged 14 SP:Iteration 49Q (16.974296 sec): 3 clusters Score: Raw -240578.840139 + Penalty 620.858413 = -239957.981727 nChanged 15 SP:Iteration 50F (16.979796 sec): 3 clusters Score: Raw -240583.828018 + Penalty 621.016433 = -239962.811585 nChanged 22 SP:Iteration 51Q (16.984865 sec): 3 clusters Score: Raw -240590.937987 + Penalty 622.948854 = -239967.989133 nChanged 20 SP:Iteration 52Q (16.989803 sec): 3 clusters Score: Raw -240600.173616 + Penalty 623.646154 = -239976.527462 nChanged 20 SP:Iteration 53Q (16.995072 sec): 3 clusters Score: Raw -240606.431792 + Penalty 623.972753 = -239982.459040 nChanged 23 SP:Iteration 54Q (17.000236 sec): 3 clusters Score: Raw -240614.569362 + Penalty 624.078725 = -239990.490636 nChanged 20 SP:Iteration 55Q (17.005065 sec): 3 clusters Score: Raw -240622.521052 + Penalty 624.201071 = -239998.319981 nChanged 16 SP:Iteration 56Q (17.009819 sec): 3 clusters Score: Raw -240627.216946 + Penalty 624.417776 = -240002.799170 nChanged 10 SP:Iteration 57Q (17.014549 sec): 3 clusters Score: Raw -240629.150314 + Penalty 624.669512 = -240004.480803 nChanged 12 SP:Iteration 58Q (17.019266 sec): 3 clusters Score: Raw -240631.327635 + Penalty 624.169163 = -240007.158472 nChanged 10 SP:Iteration 59Q (17.023981 sec): 3 clusters Score: Raw -240633.671917 + Penalty 625.067992 = -240008.603925 nChanged 3 SP:Iteration 60F (17.029599 sec): 3 clusters Score: Raw -240634.428127 + Penalty 626.159658 = -240008.268469 nChanged 4 SP:Iteration 61F (17.035118 sec): 3 clusters Score: Raw -240635.177368 + Penalty 626.447977 = -240008.729391 nChanged 1 SP:Iteration 62Q (17.039984 sec): 3 clusters Score: Raw -240635.286025 + Penalty 626.672772 = -240008.613253 nChanged 1 SP:Iteration 63F (17.045460 sec): 3 clusters Score: Raw -240635.340432 + Penalty 627.058024 = -240008.282408 nChanged 1 SP:Iteration 64F (17.051154 sec): 3 clusters Score: Raw -240635.384777 + Penalty 627.058024 = -240008.326753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.056388 sec): 2 clusters Score: Raw -47781.721274 + Penalty 777.330377 = -47004.390897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.057602 sec): 3 clusters Score: Raw -47573.578733 + Penalty 1550.582966 = -46022.995767 nChanged 174 SP:Iteration 1F (17.058741 sec): 3 clusters Score: Raw -47755.524925 + Penalty 1546.647413 = -46208.877512 nChanged 41 SP:Iteration 2F (17.059892 sec): 3 clusters Score: Raw -47820.689911 + Penalty 1544.925072 = -46275.764839 nChanged 38 SP:Iteration 3F (17.061150 sec): 3 clusters Score: Raw -47876.273666 + Penalty 1541.927159 = -46334.346507 nChanged 31 SP:Iteration 4F (17.062380 sec): 3 clusters Score: Raw -47913.132745 + Penalty 1541.170590 = -46371.962155 nChanged 23 SP:Iteration 5Q (17.063532 sec): 3 clusters Score: Raw -47936.048855 + Penalty 1542.880716 = -46393.168139 nChanged 13 SP:Iteration 6Q (17.064645 sec): 3 clusters Score: Raw -47947.944946 + Penalty 1542.237853 = -46405.707093 nChanged 9 SP:Iteration 7Q (17.065736 sec): 3 clusters Score: Raw -47953.997224 + Penalty 1542.423717 = -46411.573507 nChanged 9 SP:Iteration 8Q (17.066827 sec): 3 clusters Score: Raw -47961.306212 + Penalty 1544.050906 = -46417.255306 nChanged 6 SP:Iteration 9Q (17.067916 sec): 3 clusters Score: Raw -47965.167674 + Penalty 1547.050053 = -46418.117622 nChanged 5 SP:Iteration 10F (17.069051 sec): 3 clusters Score: Raw -47969.203304 + Penalty 1548.718063 = -46420.485241 nChanged 3 SP:Iteration 11Q (17.070149 sec): 3 clusters Score: Raw -47970.920889 + Penalty 1552.299032 = -46418.621858 nChanged 4 SP:Iteration 12F (17.071287 sec): 3 clusters Score: Raw -47976.030781 + Penalty 1556.488648 = -46419.542133 nChanged 6 SP:Iteration 13Q (17.072374 sec): 3 clusters Score: Raw -47979.366548 + Penalty 1559.184621 = -46420.181927 nChanged 4 SP:Iteration 14Q (17.073460 sec): 3 clusters Score: Raw -47982.562487 + Penalty 1563.328244 = -46419.234243 nChanged 4 SP:Iteration 15F (17.074601 sec): 3 clusters Score: Raw -47988.589467 + Penalty 1564.270466 = -46424.319001 nChanged 3 SP:Iteration 16Q (17.075688 sec): 3 clusters Score: Raw -47989.614885 + Penalty 1567.581723 = -46422.033161 nChanged 4 SP:Iteration 17F (17.076831 sec): 3 clusters Score: Raw -47992.781689 + Penalty 1570.056415 = -46422.725273 nChanged 4 SP:Iteration 18Q (17.077917 sec): 3 clusters Score: Raw -47998.391414 + Penalty 1574.098852 = -46424.292562 nChanged 4 SP:Iteration 19Q (17.079000 sec): 3 clusters Score: Raw -48003.599493 + Penalty 1574.944393 = -46428.655100 nChanged 3 SP:Iteration 20F (17.080138 sec): 3 clusters Score: Raw -48005.536010 + Penalty 1576.572080 = -46428.963930 nChanged 1 SP:Iteration 21Q (17.081218 sec): 3 clusters Score: Raw -48006.369179 + Penalty 1576.977651 = -46429.391528 nChanged 1 SP:Iteration 22Q (17.082298 sec): 3 clusters Score: Raw -48007.157729 + Penalty 1577.278473 = -46429.879255 nChanged 1 SP:Iteration 23Q (17.083378 sec): 3 clusters Score: Raw -48008.438121 + Penalty 1579.582157 = -46428.855964 nChanged 1 SP:Iteration 24F (17.084514 sec): 3 clusters Score: Raw -48011.310454 + Penalty 1584.085362 = -46427.225092 nChanged 5 SP:Iteration 25F (17.085650 sec): 3 clusters Score: Raw -48015.294357 + Penalty 1584.085362 = -46431.208995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.087573 sec): 2 clusters Score: Raw -44220.264236 + Penalty 455.966199 = -43764.298037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.088718 sec): 3 clusters Score: Raw -43966.723441 + Penalty 913.209980 = -43053.513461 nChanged 198 SP:Iteration 1F (17.089844 sec): 3 clusters Score: Raw -44119.890436 + Penalty 916.063907 = -43203.826529 nChanged 45 SP:Iteration 2F (17.090978 sec): 3 clusters Score: Raw -44169.581423 + Penalty 919.953513 = -43249.627910 nChanged 35 SP:Iteration 3F (17.092140 sec): 3 clusters Score: Raw -44198.483110 + Penalty 926.457263 = -43272.025847 nChanged 25 SP:Iteration 4Q (17.093537 sec): 3 clusters Score: Raw -44216.277321 + Penalty 934.841352 = -43281.435969 nChanged 26 SP:Iteration 5Q (17.094864 sec): 3 clusters Score: Raw -44243.520300 + Penalty 936.568233 = -43306.952067 nChanged 21 SP:Iteration 6Q (17.096102 sec): 3 clusters Score: Raw -44265.493625 + Penalty 940.234163 = -43325.259463 nChanged 18 SP:Iteration 7Q (17.097319 sec): 3 clusters Score: Raw -44284.654502 + Penalty 947.636499 = -43337.018004 nChanged 14 SP:Iteration 8Q (17.098475 sec): 3 clusters Score: Raw -44294.150765 + Penalty 950.031931 = -43344.118834 nChanged 7 SP:Iteration 9Q (17.099616 sec): 3 clusters Score: Raw -44307.584778 + Penalty 951.759941 = -43355.824837 nChanged 7 SP:Iteration 10F (17.100831 sec): 3 clusters Score: Raw -44315.774568 + Penalty 958.483412 = -43357.291156 nChanged 6 SP:Iteration 11Q (17.101976 sec): 3 clusters Score: Raw -44320.516735 + Penalty 959.313441 = -43361.203293 nChanged 1 SP:Iteration 12Q (17.103121 sec): 3 clusters Score: Raw -44321.035279 + Penalty 959.313441 = -43361.721837 nChanged 0 SP:Iteration 13F (17.104295 sec): 3 clusters Score: Raw -44321.035279 + Penalty 959.313441 = -43361.721837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.106048 sec): 2 clusters Score: Raw -32663.784918 + Penalty 403.266848 = -32260.518070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.106976 sec): 3 clusters Score: Raw -32496.213273 + Penalty 814.342743 = -31681.870531 nChanged 133 SP:Iteration 1F (17.107881 sec): 3 clusters Score: Raw -32635.893430 + Penalty 815.539605 = -31820.353825 nChanged 29 SP:Iteration 2F (17.108785 sec): 3 clusters Score: Raw -32667.746458 + Penalty 821.825259 = -31845.921199 nChanged 23 SP:Iteration 3F (17.109688 sec): 3 clusters Score: Raw -32692.677244 + Penalty 821.218477 = -31871.458767 nChanged 12 SP:Iteration 4Q (17.110566 sec): 3 clusters Score: Raw -32702.020653 + Penalty 822.899761 = -31879.120892 nChanged 12 SP:Iteration 5Q (17.111444 sec): 3 clusters Score: Raw -32711.651350 + Penalty 824.898250 = -31886.753099 nChanged 7 SP:Iteration 6Q (17.112320 sec): 3 clusters Score: Raw -32715.390619 + Penalty 825.536395 = -31889.854223 nChanged 4 SP:Iteration 7Q (17.113193 sec): 3 clusters Score: Raw -32717.375472 + Penalty 827.060830 = -31890.314643 nChanged 3 SP:Iteration 8Q (17.114064 sec): 3 clusters Score: Raw -32722.202092 + Penalty 827.504618 = -31894.697474 nChanged 1 SP:Iteration 9Q (17.114933 sec): 3 clusters Score: Raw -32722.850851 + Penalty 828.248638 = -31894.602213 nChanged 1 SP:Iteration 10F (17.115834 sec): 3 clusters Score: Raw -32723.460242 + Penalty 828.908582 = -31894.551660 nChanged 1 SP:Iteration 11F (17.116735 sec): 3 clusters Score: Raw -32723.813097 + Penalty 829.435123 = -31894.377974 nChanged 1 SP:Iteration 12F (17.117637 sec): 3 clusters Score: Raw -32724.200021 + Penalty 830.032965 = -31894.167056 nChanged 1 SP:Iteration 13F (17.118543 sec): 3 clusters Score: Raw -32725.225726 + Penalty 831.116324 = -31894.109402 nChanged 2 SP:Iteration 14F (17.119445 sec): 3 clusters Score: Raw -32726.894093 + Penalty 831.116324 = -31895.777769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.120918 sec): 2 clusters Score: Raw -33194.494357 + Penalty 652.240547 = -32542.253810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.121790 sec): 3 clusters Score: Raw -33081.301203 + Penalty 1304.076262 = -31777.224941 nChanged 100 SP:Iteration 1F (17.122649 sec): 3 clusters Score: Raw -33198.697500 + Penalty 1303.452984 = -31895.244516 nChanged 24 SP:Iteration 2F (17.123504 sec): 3 clusters Score: Raw -33221.933321 + Penalty 1302.886052 = -31919.047268 nChanged 4 SP:Iteration 3Q (17.124344 sec): 3 clusters Score: Raw -33225.247505 + Penalty 1301.027178 = -31924.220326 nChanged 6 SP:Iteration 4Q (17.125182 sec): 3 clusters Score: Raw -33227.818270 + Penalty 1301.021075 = -31926.797195 nChanged 2 SP:Iteration 5Q (17.126095 sec): 3 clusters Score: Raw -33230.294008 + Penalty 1299.944296 = -31930.349712 nChanged 6 SP:Iteration 6Q (17.126969 sec): 3 clusters Score: Raw -33235.918804 + Penalty 1299.891076 = -31936.027727 nChanged 3 SP:Iteration 7Q (17.127840 sec): 3 clusters Score: Raw -33240.503936 + Penalty 1299.626757 = -31940.877180 nChanged 2 SP:Iteration 8Q (17.128711 sec): 3 clusters Score: Raw -33241.894691 + Penalty 1299.385875 = -31942.508816 nChanged 2 SP:Iteration 9Q (17.129580 sec): 3 clusters Score: Raw -33242.816813 + Penalty 1298.866074 = -31943.950739 nChanged 1 SP:Iteration 10F (17.130465 sec): 3 clusters Score: Raw -33243.001584 + Penalty 1298.866074 = -31944.135511 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.135631 sec): 2 clusters Score: Raw -131716.533773 + Penalty 624.691169 = -131091.842604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.138482 sec): 3 clusters Score: Raw -130909.943786 + Penalty 1254.170177 = -129655.773608 nChanged 628 SP:Iteration 1F (17.141471 sec): 3 clusters Score: Raw -131307.758891 + Penalty 1261.109357 = -130046.649533 nChanged 146 SP:Iteration 2F (17.144332 sec): 3 clusters Score: Raw -131401.394716 + Penalty 1269.378996 = -130132.015721 nChanged 97 SP:Iteration 3F (17.147123 sec): 3 clusters Score: Raw -131465.672312 + Penalty 1278.675935 = -130186.996377 nChanged 96 SP:Iteration 4F (17.149958 sec): 3 clusters Score: Raw -131543.159628 + Penalty 1289.988110 = -130253.171518 nChanged 91 SP:Iteration 5F (17.152764 sec): 3 clusters Score: Raw -131623.119742 + Penalty 1304.557363 = -130318.562378 nChanged 71 SP:Iteration 6Q (17.155506 sec): 3 clusters Score: Raw -131696.309358 + Penalty 1313.168053 = -130383.141305 nChanged 54 SP:Iteration 7Q (17.158282 sec): 3 clusters Score: Raw -131752.036833 + Penalty 1318.135149 = -130433.901684 nChanged 48 SP:Iteration 8Q (17.161145 sec): 3 clusters Score: Raw -131814.364909 + Penalty 1319.198369 = -130495.166540 nChanged 43 SP:Iteration 9Q (17.163971 sec): 3 clusters Score: Raw -131890.936663 + Penalty 1313.486901 = -130577.449762 nChanged 50 SP:Iteration 10F (17.166883 sec): 3 clusters Score: Raw -132018.745905 + Penalty 1308.952491 = -130709.793415 nChanged 35 SP:Iteration 11Q (17.169540 sec): 3 clusters Score: Raw -132060.340621 + Penalty 1304.856103 = -130755.484517 nChanged 29 SP:Iteration 12Q (17.171983 sec): 3 clusters Score: Raw -132078.859990 + Penalty 1301.279320 = -130777.580670 nChanged 17 SP:Iteration 13Q (17.174427 sec): 3 clusters Score: Raw -132087.989326 + Penalty 1299.578695 = -130788.410632 nChanged 10 SP:Iteration 14Q (17.176882 sec): 3 clusters Score: Raw -132091.704137 + Penalty 1296.492879 = -130795.211258 nChanged 8 SP:Iteration 15Q (17.179346 sec): 3 clusters Score: Raw -132094.256264 + Penalty 1295.929022 = -130798.327241 nChanged 2 SP:Iteration 16Q (17.181843 sec): 3 clusters Score: Raw -132094.874068 + Penalty 1295.688880 = -130799.185188 nChanged 2 SP:Iteration 17Q (17.184509 sec): 3 clusters Score: Raw -132095.639472 + Penalty 1295.437749 = -130800.201723 nChanged 1 SP:Iteration 18Q (17.186962 sec): 3 clusters Score: Raw -132095.799784 + Penalty 1295.437749 = -130800.362035 nChanged 0 SP:Iteration 19F (17.189758 sec): 3 clusters Score: Raw -132095.799784 + Penalty 1295.437749 = -130800.362035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.193249 sec): 2 clusters Score: Raw -41384.969440 + Penalty 451.997109 = -40932.972331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.194371 sec): 3 clusters Score: Raw -41125.913557 + Penalty 910.618018 = -40215.295540 nChanged 156 SP:Iteration 1F (17.195412 sec): 3 clusters Score: Raw -41228.304156 + Penalty 919.059360 = -40309.244796 nChanged 50 SP:Iteration 2F (17.196449 sec): 3 clusters Score: Raw -41258.231444 + Penalty 932.173798 = -40326.057646 nChanged 36 SP:Iteration 3F (17.197486 sec): 3 clusters Score: Raw -41282.410989 + Penalty 946.160740 = -40336.250250 nChanged 26 SP:Iteration 4F (17.198522 sec): 3 clusters Score: Raw -41296.837207 + Penalty 963.647036 = -40333.190171 nChanged 24 SP:Iteration 5F (17.199575 sec): 3 clusters Score: Raw -41312.766977 + Penalty 978.720921 = -40334.046056 nChanged 21 SP:Iteration 6Q (17.200613 sec): 3 clusters Score: Raw -41327.077751 + Penalty 996.058451 = -40331.019300 nChanged 19 SP:Iteration 7F (17.201745 sec): 3 clusters Score: Raw -41342.564135 + Penalty 1021.201589 = -40321.362545 nChanged 16 SP:Iteration 8F (17.202833 sec): 3 clusters Score: Raw -41361.465417 + Penalty 1041.184673 = -40320.280744 nChanged 12 SP:Iteration 9F (17.203917 sec): 3 clusters Score: Raw -41375.666823 + Penalty 1055.874696 = -40319.792127 nChanged 8 SP:Iteration 10F (17.204996 sec): 3 clusters Score: Raw -41384.839945 + Penalty 1059.836759 = -40325.003186 nChanged 4 SP:Iteration 11Q (17.205993 sec): 3 clusters Score: Raw -41388.799220 + Penalty 1066.826649 = -40321.972571 nChanged 3 SP:Iteration 12F (17.207026 sec): 3 clusters Score: Raw -41389.989868 + Penalty 1070.763632 = -40319.226237 nChanged 2 SP:Iteration 13F (17.208060 sec): 3 clusters Score: Raw -41391.026064 + Penalty 1079.626056 = -40311.400008 nChanged 2 SP:Iteration 14F (17.209091 sec): 3 clusters Score: Raw -41392.429074 + Penalty 1089.367967 = -40303.061108 nChanged 2 SP:Iteration 15F (17.210127 sec): 3 clusters Score: Raw -41394.497852 + Penalty 1090.507379 = -40303.990473 nChanged 1 SP:Iteration 16Q (17.211067 sec): 3 clusters Score: Raw -41396.258064 + Penalty 1084.360216 = -40311.897848 nChanged 2 SP:Iteration 17Q (17.212000 sec): 3 clusters Score: Raw -41396.800132 + Penalty 1084.360216 = -40312.439916 nChanged 0 SP:Iteration 18F (17.213036 sec): 3 clusters Score: Raw -41396.800132 + Penalty 1084.360216 = -40312.439916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.213571 sec): 2 clusters Score: Raw -1665.180091 + Penalty 121.900538 = -1543.279553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.213819 sec): 3 clusters Score: Raw -1666.368121 + Penalty 247.659847 = -1418.708274 nChanged 1 SP:Iteration 1Q (17.214064 sec): 3 clusters Score: Raw -1669.592117 + Penalty 247.659847 = -1421.932270 nChanged 0 SP:Iteration 2F (17.214304 sec): 3 clusters Score: Raw -1669.592117 + Penalty 247.659847 = -1421.932270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.214753 sec): 2 clusters Score: Raw -154.264228 + Penalty 22.438998 = -131.825231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.214947 sec): 3 clusters Score: Raw -151.498494 + Penalty 44.877995 = -106.620498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.215587 sec): 2 clusters Score: Raw -5223.023230 + Penalty 308.301849 = -4914.721381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.215904 sec): 3 clusters Score: Raw -5197.460604 + Penalty 620.770456 = -4576.690148 nChanged 5 SP:Iteration 1F (17.216223 sec): 3 clusters Score: Raw -5207.555224 + Penalty 620.742987 = -4586.812237 nChanged 5 SP:Iteration 2F (17.216538 sec): 3 clusters Score: Raw -5215.665825 + Penalty 620.623336 = -4595.042489 nChanged 3 SP:Iteration 3Q (17.216851 sec): 3 clusters Score: Raw -5219.278243 + Penalty 609.791407 = -4609.486837 nChanged 4 SP:Iteration 4F (17.217164 sec): 3 clusters Score: Raw -5228.666255 + Penalty 609.390081 = -4619.276174 nChanged 3 SP:Iteration 5Q (17.217472 sec): 3 clusters Score: Raw -5236.299704 + Penalty 609.390081 = -4626.909623 nChanged 0 SP:Iteration 6F (17.217785 sec): 3 clusters Score: Raw -5236.299704 + Penalty 609.390081 = -4626.909623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.218290 sec): 2 clusters Score: Raw -1574.215498 + Penalty 223.843339 = -1350.372159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.218535 sec): 3 clusters Score: Raw -1581.443679 + Penalty 448.078660 = -1133.365019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.219263 sec): 2 clusters Score: Raw -7810.236733 + Penalty 338.674201 = -7471.562532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.219651 sec): 3 clusters Score: Raw -7799.372242 + Penalty 684.935926 = -7114.436316 nChanged 17 SP:Iteration 1F (17.220031 sec): 3 clusters Score: Raw -7825.155768 + Penalty 686.921847 = -7138.233921 nChanged 5 SP:Iteration 2F (17.220411 sec): 3 clusters Score: Raw -7835.879654 + Penalty 689.444999 = -7146.434654 nChanged 1 SP:Iteration 3Q (17.220784 sec): 3 clusters Score: Raw -7839.815006 + Penalty 689.444999 = -7150.370007 nChanged 0 SP:Iteration 4F (17.221163 sec): 3 clusters Score: Raw -7839.815006 + Penalty 689.444999 = -7150.370007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.222254 sec): 2 clusters Score: Raw -21644.235238 + Penalty 878.662546 = -20765.572692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.222886 sec): 3 clusters Score: Raw -21669.207560 + Penalty 1757.325092 = -19911.882467 nChanged 41 SP:Iteration 1F (17.223496 sec): 3 clusters Score: Raw -21777.162575 + Penalty 1757.256538 = -20019.906037 nChanged 10 SP:Iteration 2Q (17.224086 sec): 3 clusters Score: Raw -21803.777019 + Penalty 1757.174586 = -20046.602432 nChanged 2 SP:Iteration 3Q (17.224697 sec): 3 clusters Score: Raw -21807.201102 + Penalty 1757.174586 = -20050.026515 nChanged 0 SP:Iteration 4F (17.225334 sec): 3 clusters Score: Raw -21807.201102 + Penalty 1757.174586 = -20050.026515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.226313 sec): 2 clusters Score: Raw -19274.730876 + Penalty 624.905717 = -18649.825159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.226899 sec): 3 clusters Score: Raw -19209.464614 + Penalty 1246.166867 = -17963.297747 nChanged 46 SP:Iteration 1F (17.227474 sec): 3 clusters Score: Raw -19283.416713 + Penalty 1240.835286 = -18042.581427 nChanged 15 SP:Iteration 2F (17.228049 sec): 3 clusters Score: Raw -19302.047612 + Penalty 1237.088582 = -18064.959030 nChanged 9 SP:Iteration 3Q (17.228616 sec): 3 clusters Score: Raw -19313.184452 + Penalty 1232.132635 = -18081.051817 nChanged 6 SP:Iteration 4Q (17.229177 sec): 3 clusters Score: Raw -19318.532348 + Penalty 1232.132635 = -18086.399712 nChanged 0 SP:Iteration 5F (17.229749 sec): 3 clusters Score: Raw -19318.532348 + Penalty 1232.132635 = -18086.399712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.230238 sec): 2 clusters Score: Raw -1014.154069 + Penalty 224.817818 = -789.336251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.230467 sec): 3 clusters Score: Raw -1012.159227 + Penalty 426.105780 = -586.053447 nChanged 1 SP:Iteration 1F (17.230694 sec): 3 clusters Score: Raw -1013.426375 + Penalty 426.105780 = -587.320594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.231903 sec): 2 clusters Score: Raw -20912.745680 + Penalty 273.589331 = -20639.156349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.232624 sec): 3 clusters Score: Raw -20784.756503 + Penalty 538.379157 = -20246.377346 nChanged 99 SP:Iteration 1F (17.233332 sec): 3 clusters Score: Raw -20882.191958 + Penalty 538.008729 = -20344.183230 nChanged 31 SP:Iteration 2F (17.234031 sec): 3 clusters Score: Raw -20927.927663 + Penalty 534.904534 = -20393.023129 nChanged 16 SP:Iteration 3F (17.234755 sec): 3 clusters Score: Raw -20945.072044 + Penalty 535.546809 = -20409.525235 nChanged 9 SP:Iteration 4Q (17.235472 sec): 3 clusters Score: Raw -20959.285708 + Penalty 537.380955 = -20421.904753 nChanged 7 SP:Iteration 5Q (17.236155 sec): 3 clusters Score: Raw -20974.766660 + Penalty 540.806449 = -20433.960211 nChanged 8 SP:Iteration 6Q (17.236832 sec): 3 clusters Score: Raw -20996.026740 + Penalty 543.873401 = -20452.153339 nChanged 9 SP:Iteration 7Q (17.237506 sec): 3 clusters Score: Raw -21009.150176 + Penalty 545.866625 = -20463.283551 nChanged 9 SP:Iteration 8Q (17.238178 sec): 3 clusters Score: Raw -21024.341051 + Penalty 547.429683 = -20476.911368 nChanged 7 SP:Iteration 9Q (17.238845 sec): 3 clusters Score: Raw -21041.676381 + Penalty 546.034595 = -20495.641786 nChanged 9 SP:Iteration 10F (17.239557 sec): 3 clusters Score: Raw -21054.477417 + Penalty 545.796477 = -20508.680941 nChanged 7 SP:Iteration 11Q (17.240213 sec): 3 clusters Score: Raw -21060.152689 + Penalty 544.416067 = -20515.736623 nChanged 4 SP:Iteration 12Q (17.240863 sec): 3 clusters Score: Raw -21062.632563 + Penalty 543.620856 = -20519.011707 nChanged 4 SP:Iteration 13Q (17.241511 sec): 3 clusters Score: Raw -21068.272107 + Penalty 543.108375 = -20525.163732 nChanged 4 SP:Iteration 14Q (17.242143 sec): 3 clusters Score: Raw -21072.398230 + Penalty 542.864560 = -20529.533670 nChanged 4 SP:Iteration 15Q (17.242784 sec): 3 clusters Score: Raw -21081.070568 + Penalty 543.310269 = -20537.760299 nChanged 2 SP:Iteration 16Q (17.243426 sec): 3 clusters Score: Raw -21084.671391 + Penalty 543.532672 = -20541.138719 nChanged 1 SP:Iteration 17Q (17.244049 sec): 3 clusters Score: Raw -21085.959648 + Penalty 543.867702 = -20542.091946 nChanged 1 SP:Iteration 18Q (17.244708 sec): 3 clusters Score: Raw -21086.993950 + Penalty 544.536023 = -20542.457927 nChanged 1 SP:Iteration 19Q (17.245349 sec): 3 clusters Score: Raw -21088.661914 + Penalty 544.536023 = -20544.125891 nChanged 0 SP:Iteration 20F (17.246054 sec): 3 clusters Score: Raw -21088.661914 + Penalty 544.536023 = -20544.125891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.246521 sec): 2 clusters Score: Raw -231.030082 + Penalty 74.056731 = -156.973351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.246732 sec): 3 clusters Score: Raw -232.197647 + Penalty 180.214147 = -51.983501 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.251490 sec): 2 clusters Score: Raw -80245.316329 + Penalty 909.097704 = -79336.218625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.253288 sec): 3 clusters Score: Raw -79895.951473 + Penalty 1818.881752 = -78077.069722 nChanged 275 SP:Iteration 1F (17.254992 sec): 3 clusters Score: Raw -80095.626465 + Penalty 1820.984561 = -78274.641904 nChanged 64 SP:Iteration 2F (17.256674 sec): 3 clusters Score: Raw -80158.368463 + Penalty 1824.319241 = -78334.049222 nChanged 47 SP:Iteration 3F (17.258482 sec): 3 clusters Score: Raw -80214.248813 + Penalty 1830.698031 = -78383.550782 nChanged 51 SP:Iteration 4F (17.260277 sec): 3 clusters Score: Raw -80267.415548 + Penalty 1836.671319 = -78430.744228 nChanged 41 SP:Iteration 5Q (17.262043 sec): 3 clusters Score: Raw -80311.902356 + Penalty 1844.352964 = -78467.549391 nChanged 35 SP:Iteration 6Q (17.263732 sec): 3 clusters Score: Raw -80355.554891 + Penalty 1848.471103 = -78507.083788 nChanged 34 SP:Iteration 7Q (17.265401 sec): 3 clusters Score: Raw -80394.610781 + Penalty 1850.606623 = -78544.004158 nChanged 26 SP:Iteration 8Q (17.267020 sec): 3 clusters Score: Raw -80416.372437 + Penalty 1850.403029 = -78565.969409 nChanged 15 SP:Iteration 9Q (17.268632 sec): 3 clusters Score: Raw -80429.013879 + Penalty 1849.802729 = -78579.211149 nChanged 7 SP:Iteration 10F (17.270303 sec): 3 clusters Score: Raw -80437.774168 + Penalty 1850.884928 = -78586.889240 nChanged 5 SP:Iteration 11Q (17.271914 sec): 3 clusters Score: Raw -80444.778806 + Penalty 1852.427889 = -78592.350916 nChanged 11 SP:Iteration 12Q (17.273598 sec): 3 clusters Score: Raw -80458.454025 + Penalty 1852.227508 = -78606.226517 nChanged 14 SP:Iteration 13Q (17.275244 sec): 3 clusters Score: Raw -80473.709107 + Penalty 1851.178548 = -78622.530559 nChanged 18 SP:Iteration 14Q (17.276857 sec): 3 clusters Score: Raw -80492.207286 + Penalty 1849.488791 = -78642.718495 nChanged 16 SP:Iteration 15Q (17.278442 sec): 3 clusters Score: Raw -80509.475539 + Penalty 1848.267527 = -78661.208013 nChanged 10 SP:Iteration 16Q (17.280018 sec): 3 clusters Score: Raw -80516.241636 + Penalty 1847.801813 = -78668.439823 nChanged 6 SP:Iteration 17Q (17.281625 sec): 3 clusters Score: Raw -80520.658441 + Penalty 1847.526905 = -78673.131536 nChanged 1 SP:Iteration 18Q (17.283227 sec): 3 clusters Score: Raw -80521.200755 + Penalty 1847.225287 = -78673.975468 nChanged 1 SP:Iteration 19Q (17.284803 sec): 3 clusters Score: Raw -80521.523627 + Penalty 1846.873431 = -78674.650196 nChanged 1 SP:Iteration 20F (17.286473 sec): 3 clusters Score: Raw -80522.050436 + Penalty 1845.939271 = -78676.111165 nChanged 3 SP:Iteration 21Q (17.288072 sec): 3 clusters Score: Raw -80525.230231 + Penalty 1845.226450 = -78680.003781 nChanged 4 SP:Iteration 22Q (17.289682 sec): 3 clusters Score: Raw -80528.608909 + Penalty 1845.080801 = -78683.528107 nChanged 3 SP:Iteration 23Q (17.291407 sec): 3 clusters Score: Raw -80531.645918 + Penalty 1844.827139 = -78686.818779 nChanged 2 SP:Iteration 24Q (17.293090 sec): 3 clusters Score: Raw -80532.842689 + Penalty 1845.032038 = -78687.810651 nChanged 2 SP:Iteration 25Q (17.294787 sec): 3 clusters Score: Raw -80534.065476 + Penalty 1845.032038 = -78689.033439 nChanged 0 SP:Iteration 26F (17.296608 sec): 3 clusters Score: Raw -80534.065476 + Penalty 1845.032038 = -78689.033439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.300103 sec): 2 clusters Score: Raw -325.868320 + Penalty 116.502029 = -209.366291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.300338 sec): 3 clusters Score: Raw -320.433828 + Penalty 215.179492 = -105.254336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.300849 sec): 2 clusters Score: Raw -990.696112 + Penalty 362.681803 = -628.014310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.301081 sec): 3 clusters Score: Raw -1111.092250 + Penalty 724.229015 = -386.863236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.301861 sec): 2 clusters Score: Raw -10193.482410 + Penalty 476.556511 = -9716.925899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.302297 sec): 3 clusters Score: Raw -10178.826987 + Penalty 951.773171 = -9227.053816 nChanged 17 SP:Iteration 1F (17.302722 sec): 3 clusters Score: Raw -10214.308359 + Penalty 950.607383 = -9263.700977 nChanged 10 SP:Iteration 2F (17.303133 sec): 3 clusters Score: Raw -10260.326523 + Penalty 949.986864 = -9310.339659 nChanged 7 SP:Iteration 3F (17.303543 sec): 3 clusters Score: Raw -10267.862823 + Penalty 949.527183 = -9318.335640 nChanged 3 SP:Iteration 4Q (17.303944 sec): 3 clusters Score: Raw -10270.592765 + Penalty 949.577762 = -9321.015003 nChanged 4 SP:Iteration 5Q (17.304346 sec): 3 clusters Score: Raw -10276.431301 + Penalty 952.433276 = -9323.998026 nChanged 3 SP:Iteration 6Q (17.304745 sec): 3 clusters Score: Raw -10282.390241 + Penalty 955.152017 = -9327.238224 nChanged 3 SP:Iteration 7Q (17.305144 sec): 3 clusters Score: Raw -10285.422946 + Penalty 955.521271 = -9329.901675 nChanged 2 SP:Iteration 8Q (17.305541 sec): 3 clusters Score: Raw -10286.023962 + Penalty 953.697463 = -9332.326499 nChanged 1 SP:Iteration 9Q (17.305966 sec): 3 clusters Score: Raw -10288.222262 + Penalty 953.697463 = -9334.524799 nChanged 0 SP:Iteration 10F (17.306375 sec): 3 clusters Score: Raw -10288.222262 + Penalty 953.697463 = -9334.524799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.307744 sec): 2 clusters Score: Raw -31366.315009 + Penalty 463.176000 = -30903.139009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.308581 sec): 3 clusters Score: Raw -31187.599335 + Penalty 927.627802 = -30259.971532 nChanged 119 SP:Iteration 1F (17.309392 sec): 3 clusters Score: Raw -31250.428322 + Penalty 927.009476 = -30323.418846 nChanged 27 SP:Iteration 2F (17.310203 sec): 3 clusters Score: Raw -31267.639867 + Penalty 925.899953 = -30341.739914 nChanged 21 SP:Iteration 3F (17.311013 sec): 3 clusters Score: Raw -31285.908439 + Penalty 925.832198 = -30360.076241 nChanged 14 SP:Iteration 4Q (17.311822 sec): 3 clusters Score: Raw -31293.696680 + Penalty 924.652907 = -30369.043772 nChanged 10 SP:Iteration 5Q (17.312632 sec): 3 clusters Score: Raw -31299.690974 + Penalty 923.362638 = -30376.328336 nChanged 10 SP:Iteration 6Q (17.313440 sec): 3 clusters Score: Raw -31305.942854 + Penalty 919.701047 = -30386.241807 nChanged 8 SP:Iteration 7Q (17.314247 sec): 3 clusters Score: Raw -31313.120984 + Penalty 917.787015 = -30395.333969 nChanged 7 SP:Iteration 8Q (17.315053 sec): 3 clusters Score: Raw -31318.995946 + Penalty 915.968927 = -30403.027019 nChanged 10 SP:Iteration 9Q (17.315858 sec): 3 clusters Score: Raw -31325.484516 + Penalty 915.895481 = -30409.589035 nChanged 6 SP:Iteration 10F (17.316667 sec): 3 clusters Score: Raw -31329.472975 + Penalty 919.110286 = -30410.362689 nChanged 7 SP:Iteration 11Q (17.317470 sec): 3 clusters Score: Raw -31336.477891 + Penalty 920.960951 = -30415.516940 nChanged 5 SP:Iteration 12Q (17.318274 sec): 3 clusters Score: Raw -31341.730650 + Penalty 924.336603 = -30417.394047 nChanged 5 SP:Iteration 13Q (17.319078 sec): 3 clusters Score: Raw -31346.947647 + Penalty 929.075385 = -30417.872262 nChanged 7 SP:Iteration 14Q (17.319880 sec): 3 clusters Score: Raw -31353.663924 + Penalty 931.712290 = -30421.951634 nChanged 4 SP:Iteration 15Q (17.320681 sec): 3 clusters Score: Raw -31356.504258 + Penalty 934.900373 = -30421.603885 nChanged 5 SP:Iteration 16F (17.321489 sec): 3 clusters Score: Raw -31359.083767 + Penalty 934.900373 = -30424.183394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.322013 sec): 2 clusters Score: Raw -1738.949487 + Penalty 218.042238 = -1520.907248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.322267 sec): 3 clusters Score: Raw -1781.026997 + Penalty 403.643303 = -1377.383694 nChanged 3 SP:Iteration 1F (17.322517 sec): 3 clusters Score: Raw -1785.292718 + Penalty 369.213213 = -1416.079506 nChanged 1 SP:Iteration 2Q (17.322749 sec): 3 clusters Score: Raw -1792.367373 + Penalty 369.213213 = -1423.154160 nChanged 0 SP:Iteration 3F (17.322980 sec): 3 clusters Score: Raw -1792.367373 + Penalty 369.213213 = -1423.154160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.323799 sec): 2 clusters Score: Raw -10557.318420 + Penalty 513.470082 = -10043.848338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.324242 sec): 3 clusters Score: Raw -10565.557156 + Penalty 1027.062071 = -9538.495085 nChanged 20 SP:Iteration 1F (17.324679 sec): 3 clusters Score: Raw -10607.977614 + Penalty 1026.940165 = -9581.037449 nChanged 5 SP:Iteration 2Q (17.325101 sec): 3 clusters Score: Raw -10626.780483 + Penalty 1026.657950 = -9600.122533 nChanged 3 SP:Iteration 3Q (17.325522 sec): 3 clusters Score: Raw -10632.384924 + Penalty 1026.741920 = -9605.643004 nChanged 3 SP:Iteration 4Q (17.325971 sec): 3 clusters Score: Raw -10635.781753 + Penalty 1026.741920 = -9609.039832 nChanged 0 SP:Iteration 5F (17.326405 sec): 3 clusters Score: Raw -10635.781753 + Penalty 1026.741920 = -9609.039832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.326887 sec): 2 clusters Score: Raw -795.771915 + Penalty 124.145258 = -671.626656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.327114 sec): 3 clusters Score: Raw -790.501369 + Penalty 248.290517 = -542.210852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.327557 sec): 2 clusters Score: Raw -74.117146 + Penalty 0.000000 = -74.117146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.327739 sec): 2 clusters Score: Raw -74.117146 + Penalty 0.000000 = -74.117146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.328302 sec): 2 clusters Score: Raw -3443.399673 + Penalty 411.920770 = -3031.478903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.328591 sec): 3 clusters Score: Raw -3510.992260 + Penalty 816.188486 = -2694.803774 nChanged 4 SP:Iteration 1F (17.328876 sec): 3 clusters Score: Raw -3529.953358 + Penalty 821.253235 = -2708.700123 nChanged 1 SP:Iteration 2Q (17.329151 sec): 3 clusters Score: Raw -3531.452179 + Penalty 821.253235 = -2710.198944 nChanged 0 SP:Iteration 3F (17.329435 sec): 3 clusters Score: Raw -3531.452179 + Penalty 821.253235 = -2710.198944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.329893 sec): 2 clusters Score: Raw -158.455589 + Penalty 41.989455 = -116.466134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.330094 sec): 3 clusters Score: Raw -153.346955 + Penalty 83.978911 = -69.368044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.330605 sec): 2 clusters Score: Raw -1878.373352 + Penalty 287.939143 = -1590.434210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.330854 sec): 3 clusters Score: Raw -1879.015415 + Penalty 575.878285 = -1303.137130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.331313 sec): 2 clusters Score: Raw -252.976657 + Penalty 115.041339 = -137.935318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.331524 sec): 3 clusters Score: Raw -246.644730 + Penalty 223.336676 = -23.308054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.332759 sec): 2 clusters Score: Raw -29384.048164 + Penalty 860.932607 = -28523.115557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.333503 sec): 3 clusters Score: Raw -29302.863586 + Penalty 1720.345438 = -27582.518147 nChanged 56 SP:Iteration 1F (17.334246 sec): 3 clusters Score: Raw -29381.826646 + Penalty 1717.227716 = -27664.598930 nChanged 21 SP:Iteration 2F (17.335055 sec): 3 clusters Score: Raw -29425.693822 + Penalty 1715.648185 = -27710.045637 nChanged 14 SP:Iteration 3Q (17.335877 sec): 3 clusters Score: Raw -29449.585060 + Penalty 1714.516117 = -27735.068943 nChanged 7 SP:Iteration 4Q (17.336597 sec): 3 clusters Score: Raw -29460.040910 + Penalty 1711.012567 = -27749.028342 nChanged 9 SP:Iteration 5Q (17.337315 sec): 3 clusters Score: Raw -29473.429001 + Penalty 1709.232340 = -27764.196661 nChanged 3 SP:Iteration 6Q (17.338062 sec): 3 clusters Score: Raw -29477.937187 + Penalty 1709.232340 = -27768.704847 nChanged 0 SP:Iteration 7F (17.338799 sec): 3 clusters Score: Raw -29477.937187 + Penalty 1709.232340 = -27768.704847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.339272 sec): 2 clusters Score: Raw -161.309780 + Penalty 56.319782 = -104.989998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.339472 sec): 2 clusters Score: Raw -161.309780 + Penalty 56.319782 = -104.989998 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 43 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.341894 sec): 2 clusters Score: Raw -59361.877368 + Penalty 410.425997 = -58951.451371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.343468 sec): 3 clusters Score: Raw -58987.831413 + Penalty 822.653355 = -58165.178058 nChanged 255 SP:Iteration 1F (17.344945 sec): 3 clusters Score: Raw -59134.842579 + Penalty 822.072168 = -58312.770411 nChanged 59 SP:Iteration 2F (17.346405 sec): 3 clusters Score: Raw -59182.178878 + Penalty 821.620413 = -58360.558464 nChanged 43 SP:Iteration 3F (17.347860 sec): 3 clusters Score: Raw -59210.341733 + Penalty 821.498220 = -58388.843512 nChanged 32 SP:Iteration 4Q (17.349256 sec): 3 clusters Score: Raw -59230.482602 + Penalty 821.537389 = -58408.945213 nChanged 25 SP:Iteration 5Q (17.350638 sec): 3 clusters Score: Raw -59248.473946 + Penalty 821.618611 = -58426.855334 nChanged 19 SP:Iteration 6Q (17.352013 sec): 3 clusters Score: Raw -59257.099437 + Penalty 821.785291 = -58435.314146 nChanged 14 SP:Iteration 7Q (17.353395 sec): 3 clusters Score: Raw -59264.917029 + Penalty 822.327404 = -58442.589625 nChanged 14 SP:Iteration 8Q (17.354773 sec): 3 clusters Score: Raw -59271.430706 + Penalty 822.579422 = -58448.851285 nChanged 16 SP:Iteration 9Q (17.356212 sec): 3 clusters Score: Raw -59280.476256 + Penalty 822.145511 = -58458.330745 nChanged 18 SP:Iteration 10F (17.357688 sec): 3 clusters Score: Raw -59287.286813 + Penalty 821.383649 = -58465.903164 nChanged 16 SP:Iteration 11Q (17.359132 sec): 3 clusters Score: Raw -59294.729748 + Penalty 820.631616 = -58474.098133 nChanged 22 SP:Iteration 12Q (17.360532 sec): 3 clusters Score: Raw -59306.109275 + Penalty 819.262731 = -58486.846543 nChanged 22 SP:Iteration 13Q (17.361910 sec): 3 clusters Score: Raw -59313.271848 + Penalty 817.732074 = -58495.539773 nChanged 16 SP:Iteration 14Q (17.363287 sec): 3 clusters Score: Raw -59316.628590 + Penalty 817.459076 = -58499.169515 nChanged 7 SP:Iteration 15Q (17.364658 sec): 3 clusters Score: Raw -59320.119415 + Penalty 816.925545 = -58503.193869 nChanged 4 SP:Iteration 16Q (17.366027 sec): 3 clusters Score: Raw -59321.616336 + Penalty 816.385619 = -58505.230717 nChanged 7 SP:Iteration 17Q (17.367403 sec): 3 clusters Score: Raw -59323.440042 + Penalty 815.737283 = -58507.702759 nChanged 6 SP:Iteration 18Q (17.368773 sec): 3 clusters Score: Raw -59324.090270 + Penalty 815.610904 = -58508.479367 nChanged 1 SP:Iteration 19Q (17.370137 sec): 3 clusters Score: Raw -59324.078393 + Penalty 815.610904 = -58508.467489 nChanged 0 SP:Iteration 20F (17.371508 sec): 3 clusters Score: Raw -59324.078393 + Penalty 815.610904 = -58508.467489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.372555 sec): 2 clusters Score: Raw -16529.602783 + Penalty 663.746279 = -15865.856504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.373100 sec): 3 clusters Score: Raw -16506.725238 + Penalty 1316.512572 = -15190.212666 nChanged 30 SP:Iteration 1F (17.373635 sec): 3 clusters Score: Raw -16559.137619 + Penalty 1316.023375 = -15243.114244 nChanged 8 SP:Iteration 2Q (17.374191 sec): 3 clusters Score: Raw -16573.577967 + Penalty 1316.611600 = -15256.966367 nChanged 4 SP:Iteration 3Q (17.374714 sec): 3 clusters Score: Raw -16584.362849 + Penalty 1316.557102 = -15267.805747 nChanged 2 SP:Iteration 4Q (17.375232 sec): 3 clusters Score: Raw -16590.588762 + Penalty 1313.872605 = -15276.716157 nChanged 2 SP:Iteration 5Q (17.375748 sec): 3 clusters Score: Raw -16597.395412 + Penalty 1313.872605 = -15283.522807 nChanged 0 SP:Iteration 6F (17.376279 sec): 3 clusters Score: Raw -16597.395412 + Penalty 1313.872605 = -15283.522807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.376959 sec): 2 clusters Score: Raw -7246.885635 + Penalty 471.065130 = -6775.820505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.377321 sec): 3 clusters Score: Raw -7252.748319 + Penalty 943.137255 = -6309.611065 nChanged 11 SP:Iteration 1F (17.377680 sec): 3 clusters Score: Raw -7280.313884 + Penalty 945.207602 = -6335.106282 nChanged 2 SP:Iteration 2Q (17.378030 sec): 3 clusters Score: Raw -7289.654941 + Penalty 945.207602 = -6344.447339 nChanged 0 SP:Iteration 3F (17.378407 sec): 3 clusters Score: Raw -7289.654941 + Penalty 945.207602 = -6344.447339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.378931 sec): 2 clusters Score: Raw -2328.436019 + Penalty 368.833745 = -1959.602274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.379194 sec): 3 clusters Score: Raw -2352.954789 + Penalty 739.454760 = -1613.500029 nChanged 1 SP:Iteration 1Q (17.379446 sec): 3 clusters Score: Raw -2358.514465 + Penalty 739.454760 = -1619.059705 nChanged 0 SP:Iteration 2F (17.379701 sec): 3 clusters Score: Raw -2358.514465 + Penalty 739.454760 = -1619.059705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.380419 sec): 2 clusters Score: Raw -9825.473234 + Penalty 664.258155 = -9161.215079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.380816 sec): 3 clusters Score: Raw -9814.577505 + Penalty 1325.398258 = -8489.179247 nChanged 9 SP:Iteration 1F (17.381207 sec): 3 clusters Score: Raw -9844.238351 + Penalty 1326.385686 = -8517.852665 nChanged 4 SP:Iteration 2Q (17.381586 sec): 3 clusters Score: Raw -9857.538439 + Penalty 1326.573136 = -8530.965303 nChanged 1 SP:Iteration 3Q (17.381966 sec): 3 clusters Score: Raw -9858.676973 + Penalty 1326.573136 = -8532.103837 nChanged 0 SP:Iteration 4F (17.382357 sec): 3 clusters Score: Raw -9858.676973 + Penalty 1326.573136 = -8532.103837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.382815 sec): 2 clusters Score: Raw -156.723975 + Penalty 38.949282 = -117.774693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.383023 sec): 3 clusters Score: Raw -155.006134 + Penalty 77.898564 = -77.107570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.383901 sec): 2 clusters Score: Raw -14539.222738 + Penalty 331.707621 = -14207.515116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.384416 sec): 3 clusters Score: Raw -14454.332175 + Penalty 670.925882 = -13783.406293 nChanged 52 SP:Iteration 1F (17.384922 sec): 3 clusters Score: Raw -14498.997350 + Penalty 675.742814 = -13823.254536 nChanged 9 SP:Iteration 2F (17.385427 sec): 3 clusters Score: Raw -14507.060111 + Penalty 681.897836 = -13825.162276 nChanged 4 SP:Iteration 3Q (17.385930 sec): 3 clusters Score: Raw -14508.772859 + Penalty 691.180266 = -13817.592594 nChanged 4 SP:Iteration 4F (17.386441 sec): 3 clusters Score: Raw -14511.611674 + Penalty 696.586127 = -13815.025547 nChanged 4 SP:Iteration 5F (17.386935 sec): 3 clusters Score: Raw -14517.060179 + Penalty 708.754280 = -13808.305899 nChanged 8 SP:Iteration 6F (17.387427 sec): 3 clusters Score: Raw -14523.451357 + Penalty 710.466494 = -13812.984863 nChanged 5 SP:Iteration 7Q (17.387947 sec): 3 clusters Score: Raw -14527.806903 + Penalty 704.800373 = -13823.006531 nChanged 6 SP:Iteration 8Q (17.388446 sec): 3 clusters Score: Raw -14531.297674 + Penalty 711.148696 = -13820.148979 nChanged 6 SP:Iteration 9F (17.388950 sec): 3 clusters Score: Raw -14535.523918 + Penalty 707.930281 = -13827.593637 nChanged 4 SP:Iteration 10F (17.389455 sec): 3 clusters Score: Raw -14537.876325 + Penalty 717.474946 = -13820.401378 nChanged 2 SP:Iteration 11F (17.389960 sec): 3 clusters Score: Raw -14538.084835 + Penalty 724.683288 = -13813.401547 nChanged 1 SP:Iteration 12F (17.390465 sec): 3 clusters Score: Raw -14539.683876 + Penalty 731.621583 = -13808.062293 nChanged 2 SP:Iteration 13F (17.390970 sec): 3 clusters Score: Raw -14543.284799 + Penalty 731.621583 = -13811.663215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.391864 sec): 2 clusters Score: Raw -15263.898355 + Penalty 612.068472 = -14651.829883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.392385 sec): 3 clusters Score: Raw -15229.891569 + Penalty 1224.249490 = -14005.642078 nChanged 31 SP:Iteration 1F (17.392894 sec): 3 clusters Score: Raw -15275.086296 + Penalty 1222.847752 = -14052.238544 nChanged 9 SP:Iteration 2F (17.393404 sec): 3 clusters Score: Raw -15287.664439 + Penalty 1222.329973 = -14065.334467 nChanged 4 SP:Iteration 3Q (17.393904 sec): 3 clusters Score: Raw -15293.437975 + Penalty 1221.133354 = -14072.304622 nChanged 4 SP:Iteration 4Q (17.394405 sec): 3 clusters Score: Raw -15298.047688 + Penalty 1220.689050 = -14077.358638 nChanged 2 SP:Iteration 5Q (17.394908 sec): 3 clusters Score: Raw -15299.328054 + Penalty 1220.147525 = -14079.180529 nChanged 1 SP:Iteration 6Q (17.395396 sec): 3 clusters Score: Raw -15299.742226 + Penalty 1218.806516 = -14080.935711 nChanged 2 SP:Iteration 7Q (17.395884 sec): 3 clusters Score: Raw -15302.471367 + Penalty 1217.647465 = -14084.823903 nChanged 2 SP:Iteration 8Q (17.396390 sec): 3 clusters Score: Raw -15304.795823 + Penalty 1217.002578 = -14087.793245 nChanged 1 SP:Iteration 9Q (17.396889 sec): 3 clusters Score: Raw -15305.234910 + Penalty 1217.002578 = -14088.232332 nChanged 0 SP:Iteration 10F (17.397398 sec): 3 clusters Score: Raw -15305.234910 + Penalty 1217.002578 = -14088.232332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.398475 sec): 2 clusters Score: Raw -20896.126412 + Penalty 507.393833 = -20388.732580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.399117 sec): 3 clusters Score: Raw -20776.707063 + Penalty 1055.141478 = -19721.565585 nChanged 64 SP:Iteration 1F (17.399751 sec): 3 clusters Score: Raw -20854.018680 + Penalty 1096.198863 = -19757.819817 nChanged 25 SP:Iteration 2F (17.400384 sec): 3 clusters Score: Raw -20880.979123 + Penalty 1136.658093 = -19744.321029 nChanged 15 SP:Iteration 3F (17.401018 sec): 3 clusters Score: Raw -20906.214921 + Penalty 1150.764810 = -19755.450111 nChanged 5 SP:Iteration 4Q (17.401630 sec): 3 clusters Score: Raw -20911.431641 + Penalty 1157.046091 = -19754.385550 nChanged 2 SP:Iteration 5F (17.402266 sec): 3 clusters Score: Raw -20915.039876 + Penalty 1157.046091 = -19757.993785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.402832 sec): 2 clusters Score: Raw -3911.823686 + Penalty 501.247517 = -3410.576169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.403148 sec): 3 clusters Score: Raw -3968.623177 + Penalty 998.586054 = -2970.037123 nChanged 7 SP:Iteration 1F (17.403433 sec): 3 clusters Score: Raw -3997.463301 + Penalty 996.078384 = -3001.384917 nChanged 1 SP:Iteration 2Q (17.403700 sec): 3 clusters Score: Raw -4002.186375 + Penalty 993.538594 = -3008.647782 nChanged 1 SP:Iteration 3Q (17.403967 sec): 3 clusters Score: Raw -4006.551270 + Penalty 993.538594 = -3013.012676 nChanged 0 SP:Iteration 4F (17.404251 sec): 3 clusters Score: Raw -4006.551270 + Penalty 993.538594 = -3013.012676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.404720 sec): 2 clusters Score: Raw -431.726705 + Penalty 160.286461 = -271.440244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.404933 sec): 3 clusters Score: Raw -422.090347 + Penalty 327.120823 = -94.969523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.405641 sec): 2 clusters Score: Raw -8930.013088 + Penalty 634.308712 = -8295.704376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.406029 sec): 3 clusters Score: Raw -8928.675409 + Penalty 1268.617424 = -7660.057985 nChanged 8 SP:Iteration 1F (17.406411 sec): 3 clusters Score: Raw -8946.165449 + Penalty 1269.692626 = -7676.472823 nChanged 2 SP:Iteration 2Q (17.406788 sec): 3 clusters Score: Raw -8950.063127 + Penalty 1269.692626 = -7680.370501 nChanged 0 SP:Iteration 3F (17.407169 sec): 3 clusters Score: Raw -8950.063127 + Penalty 1269.692626 = -7680.370501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.407862 sec): 2 clusters Score: Raw -8896.231063 + Penalty 632.041434 = -8264.189629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.408260 sec): 3 clusters Score: Raw -8891.437020 + Penalty 1267.248094 = -7624.188926 nChanged 5 SP:Iteration 1F (17.408651 sec): 3 clusters Score: Raw -8899.071882 + Penalty 1267.223374 = -7631.848509 nChanged 1 SP:Iteration 2Q (17.409036 sec): 3 clusters Score: Raw -8900.482171 + Penalty 1267.223374 = -7633.258798 nChanged 0 SP:Iteration 3F (17.409426 sec): 3 clusters Score: Raw -8900.482171 + Penalty 1267.223374 = -7633.258798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.409896 sec): 2 clusters Score: Raw -523.232786 + Penalty 210.115330 = -313.117456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.410113 sec): 3 clusters Score: Raw -521.055267 + Penalty 411.329506 = -109.725761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.410563 sec): 2 clusters Score: Raw -83.208066 + Penalty 0.000000 = -83.208066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.410750 sec): 2 clusters Score: Raw -83.208066 + Penalty 0.000000 = -83.208066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.411231 sec): 2 clusters Score: Raw -998.554267 + Penalty 197.090964 = -801.463303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.411458 sec): 3 clusters Score: Raw -996.448935 + Penalty 367.792135 = -628.656799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.411980 sec): 2 clusters Score: Raw -2465.819254 + Penalty 498.596002 = -1967.223252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.412266 sec): 3 clusters Score: Raw -2507.483880 + Penalty 997.158243 = -1510.325637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.412717 sec): 2 clusters Score: Raw -80.061547 + Penalty 0.000000 = -80.061547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.412908 sec): 2 clusters Score: Raw -80.061547 + Penalty 0.000000 = -80.061547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 70 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.413414 sec): 2 clusters Score: Raw -1570.904411 + Penalty 154.482994 = -1416.421417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.413660 sec): 3 clusters Score: Raw -1579.684239 + Penalty 309.090403 = -1270.593837 nChanged 1 SP:Iteration 1Q (17.413901 sec): 3 clusters Score: Raw -1582.362475 + Penalty 309.090403 = -1273.272072 nChanged 0 SP:Iteration 2F (17.414146 sec): 3 clusters Score: Raw -1582.362475 + Penalty 309.090403 = -1273.272072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.414904 sec): 2 clusters Score: Raw -10095.553482 + Penalty 328.225386 = -9767.328096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.415340 sec): 3 clusters Score: Raw -10051.234395 + Penalty 658.101372 = -9393.133023 nChanged 33 SP:Iteration 1F (17.415770 sec): 3 clusters Score: Raw -10095.821205 + Penalty 659.608847 = -9436.212359 nChanged 11 SP:Iteration 2F (17.416203 sec): 3 clusters Score: Raw -10107.650665 + Penalty 659.745568 = -9447.905096 nChanged 1 SP:Iteration 3Q (17.416628 sec): 3 clusters Score: Raw -10108.723869 + Penalty 660.947923 = -9447.775947 nChanged 1 SP:Iteration 4F (17.417055 sec): 3 clusters Score: Raw -10108.536780 + Penalty 660.947923 = -9447.588858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.417537 sec): 2 clusters Score: Raw -795.714956 + Penalty 261.425584 = -534.289371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.417761 sec): 3 clusters Score: Raw -789.675705 + Penalty 524.038922 = -265.636783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.418331 sec): 2 clusters Score: Raw -4101.914350 + Penalty 606.517290 = -3495.397060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.418622 sec): 3 clusters Score: Raw -4162.140823 + Penalty 1209.983056 = -2952.157767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.419092 sec): 2 clusters Score: Raw -639.689100 + Penalty 263.378320 = -376.310779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.419313 sec): 3 clusters Score: Raw -631.902770 + Penalty 517.577669 = -114.325101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.419757 sec): 2 clusters Score: Raw -77.279496 + Penalty 0.000000 = -77.279496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.419942 sec): 2 clusters Score: Raw -77.279496 + Penalty 0.000000 = -77.279496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.420431 sec): 2 clusters Score: Raw -1188.851718 + Penalty 264.077230 = -924.774488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.420666 sec): 3 clusters Score: Raw -1192.767367 + Penalty 527.878494 = -664.888873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.421209 sec): 2 clusters Score: Raw -2464.400432 + Penalty 412.169406 = -2052.231026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.421465 sec): 3 clusters Score: Raw -2468.915134 + Penalty 823.058300 = -1645.856834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.421933 sec): 2 clusters Score: Raw -631.928472 + Penalty 235.716749 = -396.211724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.422153 sec): 3 clusters Score: Raw -618.645133 + Penalty 473.386084 = -145.259049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.422624 sec): 2 clusters Score: Raw -553.256042 + Penalty 95.750077 = -457.505965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.422836 sec): 3 clusters Score: Raw -555.594105 + Penalty 185.539316 = -370.054790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 80 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.423317 sec): 2 clusters Score: Raw -1049.686833 + Penalty 282.532379 = -767.154453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.423546 sec): 3 clusters Score: Raw -1050.684339 + Penalty 565.064759 = -485.619580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.424009 sec): 2 clusters Score: Raw -441.237400 + Penalty 221.588302 = -219.649098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.424207 sec): 2 clusters Score: Raw -441.237400 + Penalty 221.588302 = -219.649098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.424667 sec): 2 clusters Score: Raw -339.570407 + Penalty 137.661369 = -201.909038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.424880 sec): 3 clusters Score: Raw -332.122948 + Penalty 253.423580 = -78.699368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.425376 sec): 2 clusters Score: Raw -1274.187742 + Penalty 88.099115 = -1186.088628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.425612 sec): 3 clusters Score: Raw -1282.150531 + Penalty 165.514599 = -1116.635933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.426434 sec): 2 clusters Score: Raw -5153.255366 + Penalty 287.635657 = -4865.619709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.426771 sec): 3 clusters Score: Raw -5179.637257 + Penalty 590.297552 = -4589.339705 nChanged 11 SP:Iteration 1F (17.427103 sec): 3 clusters Score: Raw -5203.694301 + Penalty 594.148750 = -4609.545551 nChanged 1 SP:Iteration 2Q (17.427423 sec): 3 clusters Score: Raw -5204.912803 + Penalty 594.148750 = -4610.764053 nChanged 0 SP:Iteration 3F (17.427753 sec): 3 clusters Score: Raw -5204.912803 + Penalty 594.148750 = -4610.764053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.428288 sec): 2 clusters Score: Raw -337.178478 + Penalty 127.750842 = -209.427636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.428502 sec): 3 clusters Score: Raw -328.083976 + Penalty 313.390103 = -14.693873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.428976 sec): 2 clusters Score: Raw -158.595328 + Penalty 52.178714 = -106.416614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.429176 sec): 3 clusters Score: Raw -154.584485 + Penalty 104.357428 = -50.227057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.430263 sec): 2 clusters Score: Raw -22402.550615 + Penalty 828.848302 = -21573.702313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.430884 sec): 3 clusters Score: Raw -22363.549933 + Penalty 1651.918469 = -20711.631464 nChanged 34 SP:Iteration 1F (17.431494 sec): 3 clusters Score: Raw -22436.443429 + Penalty 1651.343591 = -20785.099838 nChanged 13 SP:Iteration 2F (17.432102 sec): 3 clusters Score: Raw -22469.586416 + Penalty 1650.090416 = -20819.496001 nChanged 6 SP:Iteration 3Q (17.432706 sec): 3 clusters Score: Raw -22481.355654 + Penalty 1650.090416 = -20831.265239 nChanged 0 SP:Iteration 4F (17.433311 sec): 3 clusters Score: Raw -22481.355654 + Penalty 1650.090416 = -20831.265239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.433776 sec): 2 clusters Score: Raw -151.015923 + Penalty 15.097708 = -135.918215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.433969 sec): 2 clusters Score: Raw -151.015923 + Penalty 15.097708 = -135.918215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.434459 sec): 2 clusters Score: Raw -1098.848644 + Penalty 310.060128 = -788.788515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.434688 sec): 3 clusters Score: Raw -1088.668713 + Penalty 609.983032 = -478.685681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.435444 sec): 2 clusters Score: Raw -10448.241952 + Penalty 755.258181 = -9692.983771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.435863 sec): 3 clusters Score: Raw -10498.419001 + Penalty 1510.462495 = -8987.956506 nChanged 5 SP:Iteration 1Q (17.436267 sec): 3 clusters Score: Raw -10519.494413 + Penalty 1510.565453 = -9008.928960 nChanged 1 SP:Iteration 2Q (17.436667 sec): 3 clusters Score: Raw -10522.278959 + Penalty 1510.565453 = -9011.713506 nChanged 0 SP:Iteration 3F (17.437080 sec): 3 clusters Score: Raw -10522.278959 + Penalty 1510.565453 = -9011.713506 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 93 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.439584 sec): 2 clusters Score: Raw -64271.780686 + Penalty 582.277017 = -63689.503669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.441121 sec): 3 clusters Score: Raw -63883.986038 + Penalty 1152.990960 = -62730.995077 nChanged 280 SP:Iteration 1F (17.442613 sec): 3 clusters Score: Raw -64107.862287 + Penalty 1145.963014 = -62961.899273 nChanged 68 SP:Iteration 2F (17.444202 sec): 3 clusters Score: Raw -64147.022190 + Penalty 1135.321313 = -63011.700877 nChanged 36 SP:Iteration 3Q (17.445732 sec): 3 clusters Score: Raw -64171.338391 + Penalty 1126.081728 = -63045.256663 nChanged 25 SP:Iteration 4Q (17.447218 sec): 3 clusters Score: Raw -64184.894952 + Penalty 1121.846049 = -63063.048903 nChanged 13 SP:Iteration 5Q (17.448774 sec): 3 clusters Score: Raw -64191.190256 + Penalty 1120.674880 = -63070.515376 nChanged 14 SP:Iteration 6Q (17.450334 sec): 3 clusters Score: Raw -64197.307258 + Penalty 1116.436697 = -63080.870561 nChanged 14 SP:Iteration 7Q (17.451931 sec): 3 clusters Score: Raw -64202.027498 + Penalty 1109.482352 = -63092.545146 nChanged 11 SP:Iteration 8Q (17.453496 sec): 3 clusters Score: Raw -64206.834804 + Penalty 1109.988666 = -63096.846138 nChanged 9 SP:Iteration 9Q (17.455049 sec): 3 clusters Score: Raw -64209.778182 + Penalty 1106.835851 = -63102.942332 nChanged 11 SP:Iteration 10F (17.456590 sec): 3 clusters Score: Raw -64216.533891 + Penalty 1105.256743 = -63111.277148 nChanged 6 SP:Iteration 11Q (17.458146 sec): 3 clusters Score: Raw -64220.638654 + Penalty 1106.228065 = -63114.410589 nChanged 5 SP:Iteration 12Q (17.459697 sec): 3 clusters Score: Raw -64225.439415 + Penalty 1106.946997 = -63118.492418 nChanged 4 SP:Iteration 13Q (17.461259 sec): 3 clusters Score: Raw -64227.906233 + Penalty 1108.000970 = -63119.905264 nChanged 4 SP:Iteration 14Q (17.462819 sec): 3 clusters Score: Raw -64229.860717 + Penalty 1106.853130 = -63123.007588 nChanged 2 SP:Iteration 15Q (17.464370 sec): 3 clusters Score: Raw -64231.015485 + Penalty 1106.853130 = -63124.162355 nChanged 0 SP:Iteration 16F (17.465856 sec): 3 clusters Score: Raw -64231.015485 + Penalty 1106.853130 = -63124.162355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.466360 sec): 2 clusters Score: Raw -528.046747 + Penalty 205.148707 = -322.898039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.466584 sec): 3 clusters Score: Raw -521.449514 + Penalty 205.148707 = -316.300807 nChanged 1 SP:Iteration 1F (17.466787 sec): 2 clusters Score: Raw -528.046747 + Penalty 205.148707 = -322.898039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.467383 sec): 2 clusters Score: Raw -4705.439392 + Penalty 545.368909 = -4160.070483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.467695 sec): 3 clusters Score: Raw -4735.776034 + Penalty 1089.935079 = -3645.840955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.468164 sec): 2 clusters Score: Raw -607.640783 + Penalty 214.010118 = -393.630665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.468384 sec): 3 clusters Score: Raw -602.169851 + Penalty 426.068400 = -176.101450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.468845 sec): 2 clusters Score: Raw -327.535197 + Penalty 90.795387 = -236.739810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.469058 sec): 3 clusters Score: Raw -323.834645 + Penalty 181.590773 = -142.243872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.469508 sec): 2 clusters Score: Raw -76.641227 + Penalty 0.000000 = -76.641227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.469697 sec): 2 clusters Score: Raw -76.641227 + Penalty 0.000000 = -76.641227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 101 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.470184 sec): 2 clusters Score: Raw -1225.055894 + Penalty 219.960427 = -1005.095467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.470420 sec): 3 clusters Score: Raw -1216.204899 + Penalty 436.352005 = -779.852894 nChanged 1 SP:Iteration 1F (17.470650 sec): 3 clusters Score: Raw -1218.594702 + Penalty 432.573267 = -786.021435 nChanged 1 SP:Iteration 2F (17.470880 sec): 3 clusters Score: Raw -1220.036048 + Penalty 432.573267 = -787.462780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.471370 sec): 2 clusters Score: Raw -519.387516 + Penalty 199.137114 = -320.250401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.471589 sec): 3 clusters Score: Raw -519.314869 + Penalty 398.274229 = -121.040640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 104 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.472067 sec): 2 clusters Score: Raw -759.320480 + Penalty 90.549031 = -668.771449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.472292 sec): 3 clusters Score: Raw -766.626737 + Penalty 181.098062 = -585.528676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.472964 sec): 2 clusters Score: Raw -7797.325270 + Penalty 426.930984 = -7370.394286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.473331 sec): 3 clusters Score: Raw -7776.957101 + Penalty 846.792144 = -6930.164957 nChanged 8 SP:Iteration 1F (17.473690 sec): 3 clusters Score: Raw -7791.525992 + Penalty 843.659149 = -6947.866843 nChanged 1 SP:Iteration 2Q (17.474045 sec): 3 clusters Score: Raw -7794.168705 + Penalty 843.659149 = -6950.509556 nChanged 0 SP:Iteration 3F (17.474403 sec): 3 clusters Score: Raw -7794.168705 + Penalty 843.659149 = -6950.509556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.474853 sec): 2 clusters Score: Raw -79.008341 + Penalty 0.000000 = -79.008341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.475040 sec): 2 clusters Score: Raw -79.008341 + Penalty 0.000000 = -79.008341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.475506 sec): 2 clusters Score: Raw -435.460800 + Penalty 184.935971 = -250.524829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.475721 sec): 3 clusters Score: Raw -429.955420 + Penalty 351.591630 = -78.363790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.476176 sec): 2 clusters Score: Raw -159.232957 + Penalty 49.667058 = -109.565899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.476369 sec): 2 clusters Score: Raw -159.232957 + Penalty 49.667058 = -109.565899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.476822 sec): 2 clusters Score: Raw -170.039859 + Penalty 73.957414 = -96.082445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.477016 sec): 2 clusters Score: Raw -170.039859 + Penalty 73.957414 = -96.082445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.477475 sec): 2 clusters Score: Raw -341.900083 + Penalty 133.274037 = -208.626045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.477688 sec): 3 clusters Score: Raw -332.157770 + Penalty 274.346675 = -57.811095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.478155 sec): 2 clusters Score: Raw -512.383524 + Penalty 187.009707 = -325.373816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.478373 sec): 3 clusters Score: Raw -507.925615 + Penalty 374.019415 = -133.906201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.478848 sec): 2 clusters Score: Raw -252.359375 + Penalty 105.280446 = -147.078928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.479058 sec): 3 clusters Score: Raw -243.956785 + Penalty 224.600658 = -19.356128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.479512 sec): 2 clusters Score: Raw -162.041704 + Penalty 40.197404 = -121.844299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.479705 sec): 2 clusters Score: Raw -162.041704 + Penalty 40.197404 = -121.844299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.480156 sec): 2 clusters Score: Raw -82.195147 + Penalty 0.000000 = -82.195147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.480345 sec): 2 clusters Score: Raw -82.195147 + Penalty 0.000000 = -82.195147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.480809 sec): 2 clusters Score: Raw -445.712829 + Penalty 215.616782 = -230.096047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.481018 sec): 3 clusters Score: Raw -444.742152 + Penalty 384.193428 = -60.548724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.481473 sec): 2 clusters Score: Raw -172.174755 + Penalty 81.344041 = -90.830714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.481666 sec): 2 clusters Score: Raw -172.174755 + Penalty 81.344041 = -90.830714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.482123 sec): 2 clusters Score: Raw -264.258068 + Penalty 134.920500 = -129.337568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.482322 sec): 2 clusters Score: Raw -264.258068 + Penalty 134.920500 = -129.337568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.482765 sec): 2 clusters Score: Raw -76.328454 + Penalty 0.000000 = -76.328454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.482950 sec): 2 clusters Score: Raw -76.328454 + Penalty 0.000000 = -76.328454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.483403 sec): 2 clusters Score: Raw -222.883720 + Penalty 29.966396 = -192.917324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.483595 sec): 2 clusters Score: Raw -222.883720 + Penalty 29.966396 = -192.917324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.484043 sec): 2 clusters Score: Raw -80.162336 + Penalty 0.000000 = -80.162336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.484229 sec): 2 clusters Score: Raw -80.162336 + Penalty 0.000000 = -80.162336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.484839 sec): 2 clusters Score: Raw -4314.942904 + Penalty 43.557787 = -4271.385117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.485166 sec): 3 clusters Score: Raw -4306.423975 + Penalty 117.061260 = -4189.362716 nChanged 22 SP:Iteration 1F (17.485506 sec): 3 clusters Score: Raw -4337.998265 + Penalty 138.828455 = -4199.169810 nChanged 4 SP:Iteration 2F (17.485836 sec): 3 clusters Score: Raw -4343.194298 + Penalty 146.828107 = -4196.366191 nChanged 1 SP:Iteration 3F (17.486159 sec): 3 clusters Score: Raw -4344.222979 + Penalty 146.828107 = -4197.394873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 149 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.486634 sec): 2 clusters Score: Raw -709.137334 + Penalty 79.879921 = -629.257413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.486859 sec): 3 clusters Score: Raw -706.801117 + Penalty 160.962955 = -545.838162 nChanged 1 SP:Iteration 1F (17.487081 sec): 3 clusters Score: Raw -708.529635 + Penalty 160.962955 = -547.566681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.487525 sec): 2 clusters Score: Raw -74.968933 + Penalty 0.000000 = -74.968933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.487710 sec): 2 clusters Score: Raw -74.968933 + Penalty 0.000000 = -74.968933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.488159 sec): 2 clusters Score: Raw -79.305590 + Penalty 0.000000 = -79.305590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.488348 sec): 2 clusters Score: Raw -79.305590 + Penalty 0.000000 = -79.305590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.488810 sec): 2 clusters Score: Raw -346.261754 + Penalty 166.042146 = -180.219607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.489024 sec): 3 clusters Score: Raw -341.407088 + Penalty 332.084293 = -9.322796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.489483 sec): 2 clusters Score: Raw -258.164102 + Penalty 113.100965 = -145.063137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.489692 sec): 3 clusters Score: Raw -249.621091 + Penalty 207.310909 = -42.310182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.490157 sec): 2 clusters Score: Raw -452.903414 + Penalty 208.158738 = -244.744676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.490370 sec): 3 clusters Score: Raw -441.432756 + Penalty 208.158738 = -233.274018 nChanged 1 SP:Iteration 1F (17.490565 sec): 2 clusters Score: Raw -452.903414 + Penalty 208.158738 = -244.744676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.491018 sec): 2 clusters Score: Raw -162.934836 + Penalty 48.422987 = -114.511849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.491210 sec): 2 clusters Score: Raw -162.934836 + Penalty 48.422987 = -114.511849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.491660 sec): 2 clusters Score: Raw -77.830662 + Penalty 0.000000 = -77.830662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.491849 sec): 2 clusters Score: Raw -77.830662 + Penalty 0.000000 = -77.830662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.492310 sec): 2 clusters Score: Raw -266.267303 + Penalty 141.758099 = -124.509204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.492532 sec): 3 clusters Score: Raw -254.998427 + Penalty 280.205493 = 25.207067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.492983 sec): 2 clusters Score: Raw -81.795071 + Penalty 0.000000 = -81.795071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.493172 sec): 2 clusters Score: Raw -81.795071 + Penalty 0.000000 = -81.795071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.493627 sec): 2 clusters Score: Raw -170.259655 + Penalty 69.211635 = -101.048020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.493820 sec): 2 clusters Score: Raw -170.259655 + Penalty 69.211635 = -101.048020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.494262 sec): 2 clusters Score: Raw -78.670793 + Penalty 0.000000 = -78.670793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.494447 sec): 2 clusters Score: Raw -78.670793 + Penalty 0.000000 = -78.670793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.494914 sec): 2 clusters Score: Raw -466.222283 + Penalty 99.556023 = -366.666261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.495132 sec): 3 clusters Score: Raw -471.389589 + Penalty 199.112045 = -272.277544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 177 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.495622 sec): 2 clusters Score: Raw -998.919471 + Penalty 244.985550 = -753.933921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.495853 sec): 3 clusters Score: Raw -1008.814660 + Penalty 488.253453 = -520.561207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.496304 sec): 2 clusters Score: Raw -76.365962 + Penalty 0.000000 = -76.365962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.496493 sec): 2 clusters Score: Raw -76.365962 + Penalty 0.000000 = -76.365962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.497025 sec): 2 clusters Score: Raw -2332.829128 + Penalty 107.337938 = -2225.491190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.497290 sec): 3 clusters Score: Raw -2337.560893 + Penalty 231.083541 = -2106.477352 nChanged 1 SP:Iteration 1Q (17.497552 sec): 3 clusters Score: Raw -2343.840935 + Penalty 231.083541 = -2112.757394 nChanged 0 SP:Iteration 2F (17.497813 sec): 3 clusters Score: Raw -2343.840935 + Penalty 231.083541 = -2112.757394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.498262 sec): 2 clusters Score: Raw -80.092316 + Penalty 0.000000 = -80.092316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.498450 sec): 2 clusters Score: Raw -80.092316 + Penalty 0.000000 = -80.092316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.498893 sec): 2 clusters Score: Raw -144.389155 + Penalty 6.375183 = -138.013972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.499075 sec): 2 clusters Score: Raw -144.389155 + Penalty 6.375183 = -138.013972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.499538 sec): 2 clusters Score: Raw -77.838904 + Penalty 0.000000 = -77.838904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.499720 sec): 2 clusters Score: Raw -77.838904 + Penalty 0.000000 = -77.838904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 193 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.500185 sec): 2 clusters Score: Raw -452.905536 + Penalty 198.237874 = -254.667662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.500397 sec): 3 clusters Score: Raw -439.088826 + Penalty 386.766704 = -52.322122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.500847 sec): 2 clusters Score: Raw -82.009498 + Penalty 0.000000 = -82.009498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.501037 sec): 2 clusters Score: Raw -82.009498 + Penalty 0.000000 = -82.009498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.501475 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.501655 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 204 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.502150 sec): 2 clusters Score: Raw -1302.797304 + Penalty 124.059963 = -1178.737341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.502393 sec): 3 clusters Score: Raw -1306.487826 + Penalty 299.846792 = -1006.641034 nChanged 1 SP:Iteration 1F (17.502628 sec): 3 clusters Score: Raw -1309.181955 + Penalty 299.846792 = -1009.335163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.503072 sec): 2 clusters Score: Raw -152.307672 + Penalty 13.004191 = -139.303481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.503255 sec): 2 clusters Score: Raw -152.307672 + Penalty 13.004191 = -139.303481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 208 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.503757 sec): 2 clusters Score: Raw -1603.991650 + Penalty 273.653279 = -1330.338371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.503999 sec): 3 clusters Score: Raw -1613.067509 + Penalty 557.706465 = -1055.361043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.504451 sec): 2 clusters Score: Raw -81.537790 + Penalty 0.000000 = -81.537790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.504640 sec): 2 clusters Score: Raw -81.537790 + Penalty 0.000000 = -81.537790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 211 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.505167 sec): 2 clusters Score: Raw -2169.549479 + Penalty 202.803440 = -1966.746040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.505429 sec): 3 clusters Score: Raw -2189.648067 + Penalty 408.786964 = -1780.861103 nChanged 2 SP:Iteration 1F (17.505692 sec): 3 clusters Score: Raw -2195.855648 + Penalty 420.896690 = -1774.958958 nChanged 2 SP:Iteration 2F (17.505954 sec): 3 clusters Score: Raw -2200.650390 + Penalty 420.896690 = -1779.753700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 214 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.506425 sec): 2 clusters Score: Raw -775.336747 + Penalty 11.989476 = -763.347271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.506620 sec): 3 clusters Score: Raw -779.231566 + Penalty 23.978953 = -755.252613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 215 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.507202 sec): 2 clusters Score: Raw -4335.331208 + Penalty 367.065412 = -3968.265796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.507506 sec): 3 clusters Score: Raw -4358.006896 + Penalty 735.424540 = -3622.582355 nChanged 2 SP:Iteration 1Q (17.507798 sec): 3 clusters Score: Raw -4363.805789 + Penalty 735.424540 = -3628.381249 nChanged 0 SP:Iteration 2F (17.508097 sec): 3 clusters Score: Raw -4363.805789 + Penalty 735.424540 = -3628.381249 nChanged 0 Deleting Class 81 (5 points): Lose 108.691744 but Gain 1380.381183 Iteration 20F (18.909007 sec): 136 clusters Score: Raw -1802257.250520 + Penalty 121373.156375 = -1680884.094146 nChanged 165 Deleting Class 73 (46 points): Lose 335.282356 but Gain 1598.133346 Iteration 21Q (19.028055 sec): 135 clusters Score: Raw -1802065.725236 + Penalty 119806.193835 = -1682259.531401 nChanged 129 Deleting Class 62 (1 points): Lose 6.033201 but Gain 1268.285286 Iteration 22Q (19.146712 sec): 134 clusters Score: Raw -1802213.415263 + Penalty 118566.657252 = -1683646.758011 nChanged 77 Deleting Class 162 (3 points): Lose 37.185316 but Gain 1293.688916 Iteration 23Q (19.262925 sec): 133 clusters Score: Raw -1802233.126609 + Penalty 117318.976214 = -1684914.150395 nChanged 65 Deleting Class 74 (7 points): Lose 102.386782 but Gain 1357.011941 Iteration 24Q (19.377142 sec): 132 clusters Score: Raw -1802184.899485 + Penalty 116165.084120 = -1686019.815365 nChanged 68 Deleting Class 68 (29 points): Lose 247.658098 but Gain 1500.507381 Iteration 25Q (19.490467 sec): 131 clusters Score: Raw -1802011.189403 + Penalty 114681.469473 = -1687329.719929 nChanged 67 Deleting Class 157 (5 points): Lose 49.684923 but Gain 1296.721902 Iteration 26Q (19.604179 sec): 130 clusters Score: Raw -1802065.116246 + Penalty 113448.243029 = -1688616.873217 nChanged 34 Deleting Class 163 (1 points): Lose 2.995525 but Gain 1245.397115 Iteration 27Q (19.714987 sec): 129 clusters Score: Raw -1802115.493687 + Penalty 112205.899641 = -1689909.594046 nChanged 21 Deleting Class 126 (1 points): Lose 1.209707 but Gain 1228.719910 Iteration 28Q (19.824930 sec): 128 clusters Score: Raw -1802125.699860 + Penalty 110973.596053 = -1691152.103807 nChanged 18 Deleting Class 134 (3 points): Lose 12.589848 but Gain 1231.288766 Iteration 29Q (19.933654 sec): 127 clusters Score: Raw -1802124.653295 + Penalty 109751.622263 = -1692373.031031 nChanged 12 Deleting Class 91 (12 points): Lose 56.383206 but Gain 1251.014295 Iteration 30F (21.242703 sec): 126 clusters Score: Raw -1802080.905516 + Penalty 108508.916853 = -1693571.988663 nChanged 24 Deleting Class 195 (1 points): Lose 2.520084 but Gain 1187.300492 Iteration 31Q (21.349694 sec): 125 clusters Score: Raw -1802102.455989 + Penalty 107326.468853 = -1694775.987136 nChanged 19 Deleting Class 78 (9 points): Lose 52.893545 but Gain 1232.850211 Iteration 32Q (21.454726 sec): 124 clusters Score: Raw -1802063.285589 + Penalty 106099.989296 = -1695963.296293 nChanged 21 Deleting Class 132 (5 points): Lose 163.826987 but Gain 1343.181682 Iteration 33Q (21.560619 sec): 123 clusters Score: Raw -1801928.905088 + Penalty 104784.533197 = -1697144.371891 nChanged 22 Deleting Class 133 (2 points): Lose 10.472000 but Gain 1176.594220 Iteration 34Q (21.665436 sec): 122 clusters Score: Raw -1801960.515725 + Penalty 103605.643482 = -1698354.872243 nChanged 25 Deleting Class 193 (5 points): Lose 96.021745 but Gain 1234.920023 Iteration 35Q (21.771969 sec): 121 clusters Score: Raw -1801876.339037 + Penalty 102396.183772 = -1699480.155264 nChanged 29 Deleting Class 72 (9 points): Lose 57.233422 but Gain 1192.889091 Iteration 36Q (21.876661 sec): 120 clusters Score: Raw -1801851.957214 + Penalty 101289.592500 = -1700562.364714 nChanged 30 Deleting Class 94 (8 points): Lose 33.658971 but Gain 1176.340410 Iteration 37Q (21.981735 sec): 119 clusters Score: Raw -1801847.913692 + Penalty 100138.244916 = -1701709.668776 nChanged 27 Deleting Class 60 (6 points): Lose 46.995264 but Gain 1175.721501 Iteration 38Q (22.084890 sec): 118 clusters Score: Raw -1801815.238668 + Penalty 99008.758031 = -1702806.480637 nChanged 26 Deleting Class 107 (5 points): Lose 32.351191 but Gain 1152.056004 Iteration 39Q (22.189009 sec): 117 clusters Score: Raw -1801806.503628 + Penalty 97896.124976 = -1703910.378652 nChanged 24 Deleting Class 59 (98 points): Lose 291.956205 but Gain 1396.623484 Iteration 40F (23.385326 sec): 116 clusters Score: Raw -1801529.700375 + Penalty 96541.311927 = -1704988.388447 nChanged 107 Deleting Class 80 (14 points): Lose 79.238299 but Gain 1169.705676 Iteration 41Q (23.495635 sec): 115 clusters Score: Raw -1801599.052407 + Penalty 95086.768739 = -1706512.283668 nChanged 36 Deleting Class 77 (33 points): Lose 160.764175 but Gain 1234.458116 Iteration 42Q (23.601040 sec): 114 clusters Score: Raw -1801473.653638 + Penalty 93910.993596 = -1707562.660042 nChanged 44 Deleting Class 69 (1 points): Lose 4.239244 but Gain 1072.759768 Iteration 43Q (23.707123 sec): 113 clusters Score: Raw -1801536.791804 + Penalty 92892.475869 = -1708644.315935 nChanged 20 Deleting Class 112 (2 points): Lose 1.895945 but Gain 1069.750965 Iteration 44Q (23.811810 sec): 112 clusters Score: Raw -1801571.581963 + Penalty 91856.567622 = -1709715.014340 nChanged 9 Deleting Class 154 (4 points): Lose 149.976547 but Gain 1200.851514 Iteration 45Q (23.915529 sec): 111 clusters Score: Raw -1801439.246061 + Penalty 90724.566971 = -1710714.679090 nChanged 14 Deleting Class 102 (6 points): Lose 65.822037 but Gain 1114.291788 Iteration 46Q (24.019254 sec): 110 clusters Score: Raw -1801426.768407 + Penalty 89670.725754 = -1711756.042653 nChanged 18 Deleting Class 92 (116 points): Lose 554.322803 but Gain 1595.497287 Iteration 47Q (24.122506 sec): 109 clusters Score: Raw -1800892.779182 + Penalty 88213.139457 = -1712679.639725 nChanged 133 Deleting Class 96 (6 points): Lose 38.133067 but Gain 1078.927902 Iteration 48Q (24.231486 sec): 108 clusters Score: Raw -1801099.567966 + Penalty 87137.783540 = -1713961.784426 nChanged 42 Deleting Class 39 (3 points): Lose 12.758890 but Gain 1049.870911 Iteration 49Q (24.335888 sec): 107 clusters Score: Raw -1801125.855347 + Penalty 86102.313037 = -1715023.542310 nChanged 31 Deleting Class 76 (22 points): Lose 119.490966 but Gain 1161.485271 Iteration 50F (25.414613 sec): 106 clusters Score: Raw -1801042.164435 + Penalty 84961.108513 = -1716081.055922 nChanged 50 Deleting Class 155 (3 points): Lose 8.413928 but Gain 1032.163002 Iteration 51Q (25.518769 sec): 105 clusters Score: Raw -1801092.142481 + Penalty 83962.272100 = -1717129.870381 nChanged 32 Deleting Class 210 (1 points): Lose 25.375793 but Gain 1039.095702 Iteration 52Q (25.621219 sec): 104 clusters Score: Raw -1801093.484145 + Penalty 82934.627220 = -1718158.856924 nChanged 26 Deleting Class 9 (10 points): Lose 85.646876 but Gain 1094.392602 Iteration 53Q (25.723048 sec): 103 clusters Score: Raw -1801021.151581 + Penalty 81860.471740 = -1719160.679841 nChanged 24 Deleting Class 46 (26 points): Lose 152.580970 but Gain 1150.845666 Iteration 54Q (25.825976 sec): 102 clusters Score: Raw -1800895.559599 + Penalty 80722.086879 = -1720173.472721 nChanged 37 Deleting Class 82 (4 points): Lose 12.483127 but Gain 995.595799 Iteration 55Q (25.929277 sec): 101 clusters Score: Raw -1800940.837287 + Penalty 79721.159613 = -1721219.677674 nChanged 14 Deleting Class 165 (2 points): Lose 18.257447 but Gain 1001.106022 Iteration 56Q (26.027681 sec): 100 clusters Score: Raw -1800930.530385 + Penalty 78724.487758 = -1722206.042626 nChanged 8 Deleting Class 54 (44 points): Lose 356.757956 but Gain 1334.243202 Iteration 57Q (26.124287 sec): 99 clusters Score: Raw -1800579.091696 + Penalty 77537.815837 = -1723041.275859 nChanged 55 Deleting Class 146 (1 points): Lose 8.773396 but Gain 976.559867 Iteration 58Q (26.224874 sec): 98 clusters Score: Raw -1800810.146798 + Penalty 76646.474346 = -1724163.672452 nChanged 26 Deleting Class 56 (6 points): Lose 42.702799 but Gain 1010.878492 Iteration 59Q (26.322836 sec): 97 clusters Score: Raw -1800828.981651 + Penalty 75664.118889 = -1725164.862762 nChanged 23 Deleting Class 116 (3 points): Lose 4.380242 but Gain 960.792696 Iteration 60F (27.311921 sec): 96 clusters Score: Raw -1800844.704331 + Penalty 74730.079482 = -1726114.624849 nChanged 19 Deleting Class 113 (4 points): Lose 25.719932 but Gain 963.865701 Iteration 61Q (27.408902 sec): 95 clusters Score: Raw -1800834.048768 + Penalty 73033.737505 = -1727800.311263 nChanged 22 Deleting Class 177 (15 points): Lose 116.616921 but Gain 1051.442896 Iteration 62Q (27.504975 sec): 93 clusters Score: Raw -1800739.637847 + Penalty 72021.936510 = -1728717.701337 nChanged 32 Deleting Class 114 (7 points): Lose 125.807984 but Gain 1050.855665 Iteration 63Q (27.601227 sec): 92 clusters Score: Raw -1800666.726399 + Penalty 70978.581418 = -1729688.144980 nChanged 25 Deleting Class 95 (68 points): Lose 484.731144 but Gain 1402.937548 Iteration 64Q (27.696418 sec): 91 clusters Score: Raw -1800238.126739 + Penalty 69806.396906 = -1730431.729833 nChanged 86 Deleting Class 87 (5 points): Lose 36.320378 but Gain 984.725308 Iteration 65Q (27.794435 sec): 90 clusters Score: Raw -1800397.033389 + Penalty 68806.112454 = -1731590.920934 nChanged 27 Deleting Class 24 (13 points): Lose 50.177472 but Gain 966.708323 Iteration 66Q (27.888972 sec): 89 clusters Score: Raw -1800383.904934 + Penalty 67850.435608 = -1732533.469326 nChanged 34 Deleting Class 65 (18 points): Lose 94.112385 but Gain 953.639928 Iteration 67Q (27.983843 sec): 88 clusters Score: Raw -1800326.271678 + Penalty 66971.355446 = -1733354.916231 nChanged 41 Deleting Class 152 (1 points): Lose 1.769213 but Gain 860.929915 Iteration 68Q (28.078818 sec): 87 clusters Score: Raw -1800379.700944 + Penalty 66164.427702 = -1734215.273242 nChanged 29 Deleting Class 29 (13 points): Lose 570.373677 but Gain 1417.664287 Iteration 69Q (28.172360 sec): 86 clusters Score: Raw -1799835.453764 + Penalty 64129.378612 = -1735706.075152 nChanged 45 Deleting Class 185 (1 points): Lose 10.427535 but Gain 849.685453 Iteration 70F (29.022667 sec): 84 clusters Score: Raw -1799908.738491 + Penalty 63298.711252 = -1736610.027239 nChanged 34 Deleting Class 28 (4 points): Lose 11.415881 but Gain 842.567031 Iteration 71Q (29.116390 sec): 83 clusters Score: Raw -1800002.357211 + Penalty 62438.485152 = -1737563.872059 nChanged 38 Deleting Class 38 (51 points): Lose 292.409520 but Gain 1121.124690 Iteration 72Q (29.209633 sec): 82 clusters Score: Raw -1799784.046732 + Penalty 61657.069600 = -1738126.977132 nChanged 105 Deleting Class 42 (6 points): Lose 26.251499 but Gain 922.350534 Iteration 73Q (29.304908 sec): 81 clusters Score: Raw -1799981.936927 + Penalty 60964.616185 = -1739017.320742 nChanged 78 Deleting Class 97 (8 points): Lose 60.936408 but Gain 922.464763 Iteration 74Q (29.398634 sec): 80 clusters Score: Raw -1800067.552124 + Penalty 60057.864399 = -1740009.687725 nChanged 78 Deleting Class 36 (42 points): Lose 316.723303 but Gain 1115.428868 Iteration 75Q (29.491958 sec): 79 clusters Score: Raw -1799822.935970 + Penalty 59049.499066 = -1740773.436904 nChanged 99 Deleting Class 159 (1 points): Lose 4.788625 but Gain 799.512288 Iteration 76Q (29.584790 sec): 78 clusters Score: Raw -1799998.962077 + Penalty 58284.686926 = -1741714.275151 nChanged 90 Deleting Class 208 (19 points): Lose 236.393948 but Gain 1037.620523 Iteration 77Q (29.676522 sec): 77 clusters Score: Raw -1799863.376162 + Penalty 57281.600363 = -1742581.775799 nChanged 91 Deleting Class 57 (136 points): Lose 634.031329 but Gain 1414.503184 Iteration 78Q (29.768277 sec): 76 clusters Score: Raw -1799360.922605 + Penalty 56004.898238 = -1743356.024367 nChanged 200 Deleting Class 101 (17 points): Lose 132.112484 but Gain 872.679733 Iteration 79Q (29.863528 sec): 75 clusters Score: Raw -1799513.507438 + Penalty 55160.997536 = -1744352.509902 nChanged 105 Deleting Class 20 (22 points): Lose 66.233926 but Gain 810.897117 Iteration 80F (30.612019 sec): 74 clusters Score: Raw -1799553.138764 + Penalty 54346.389178 = -1745206.749586 nChanged 117 Deleting Class 47 (187 points): Lose 721.894931 but Gain 1432.487556 Iteration 81Q (30.704043 sec): 73 clusters Score: Raw -1798942.472774 + Penalty 53007.870698 = -1745934.602076 nChanged 283 Deleting Class 88 (2 points): Lose 45.920145 but Gain 754.734733 Iteration 82Q (30.801465 sec): 72 clusters Score: Raw -1799297.646136 + Penalty 52244.791832 = -1747052.854303 nChanged 126 Deleting Class 110 (2 points): Lose 15.754323 but Gain 718.405097 Iteration 83Q (30.893121 sec): 71 clusters Score: Raw -1799370.377816 + Penalty 51423.678732 = -1747946.699084 nChanged 94 Deleting Class 22 (196 points): Lose 902.381042 but Gain 1602.890164 Iteration 84Q (30.983877 sec): 70 clusters Score: Raw -1798524.791788 + Penalty 49876.781009 = -1748648.010779 nChanged 275 Deleting Class 158 (2 points): Lose 6.460156 but Gain 700.410335 Iteration 85Q (31.079197 sec): 69 clusters Score: Raw -1799062.639559 + Penalty 49191.981830 = -1749870.657729 nChanged 92 Deleting Class 215 (57 points): Lose 301.000050 but Gain 994.635367 Iteration 86Q (31.167534 sec): 68 clusters Score: Raw -1798832.719314 + Penalty 48210.699539 = -1750622.019775 nChanged 110 Deleting Class 34 (19 points): Lose 63.755631 but Gain 740.676832 Iteration 87Q (31.255613 sec): 67 clusters Score: Raw -1798914.662685 + Penalty 47491.923308 = -1751422.739378 nChanged 80 Deleting Class 105 (94 points): Lose 340.048512 but Gain 975.319799 Iteration 88Q (31.343706 sec): 66 clusters Score: Raw -1798641.740252 + Penalty 46552.893425 = -1752088.846827 nChanged 143 Deleting Class 106 (1 points): Lose 7.032711 but Gain 627.628649 Iteration 89Q (31.431920 sec): 65 clusters Score: Raw -1798809.701826 + Penalty 45965.584525 = -1752844.117301 nChanged 51 Deleting Class 37 (2 points): Lose 12.391090 but Gain 607.353039 Iteration 90F (32.080703 sec): 64 clusters Score: Raw -1798831.630763 + Penalty 45231.498075 = -1753600.132688 nChanged 38 Deleting Class 32 (22 points): Lose 154.577303 but Gain 735.569870 Iteration 91Q (32.167266 sec): 63 clusters Score: Raw -1798715.591946 + Penalty 44560.050871 = -1754155.541075 nChanged 46 Deleting Class 51 (215 points): Lose 724.711063 but Gain 1286.658114 Iteration 92Q (32.254715 sec): 62 clusters Score: Raw -1798066.248814 + Penalty 43456.363738 = -1754609.885076 nChanged 238 Deleting Class 166 (1 points): Lose 75.861270 but Gain 636.810555 Iteration 93Q (32.345674 sec): 61 clusters Score: Raw -1798384.354438 + Penalty 42820.809070 = -1755563.545368 nChanged 69 Deleting Class 49 (2 points): Lose 25.602714 but Gain 563.378704 Iteration 94Q (32.430608 sec): 60 clusters Score: Raw -1798398.549781 + Penalty 42271.565602 = -1756126.984179 nChanged 42 Deleting Class 79 (10 points): Lose 91.891368 but Gain 603.425466 Iteration 95Q (32.514649 sec): 59 clusters Score: Raw -1798336.823621 + Penalty 41585.443591 = -1756751.380030 nChanged 34 Deleting Class 75 (1 points): Lose 8.267652 but Gain 463.989214 Iteration 96Q (32.597991 sec): 58 clusters Score: Raw -1798400.035189 + Penalty 41138.960193 = -1757261.074997 nChanged 28 Deleting Class 19 (89 points): Lose 372.415371 but Gain 808.958225 Iteration 97Q (32.681449 sec): 57 clusters Score: Raw -1798044.840697 + Penalty 40334.067948 = -1757710.772749 nChanged 119 Deleting Class 98 (2 points): Lose 14.356949 but Gain 413.035942 Iteration 98Q (32.766536 sec): 56 clusters Score: Raw -1798207.789339 + Penalty 39916.485537 = -1758291.303802 nChanged 48 Deleting Class 204 (18 points): Lose 46.531467 but Gain 438.052364 Iteration 99Q (32.851027 sec): 55 clusters Score: Raw -1798185.189790 + Penalty 39405.229164 = -1758779.960626 nChanged 56 Deleting Class 188 (1 points): Lose 75.176316 but Gain 456.181664 Iteration 100F (33.405546 sec): 54 clusters Score: Raw -1798166.636909 + Penalty 38923.037354 = -1759243.599555 nChanged 48 Deleting Class 151 (1 points): Lose 72.110978 but Gain 440.780606 Iteration 101Q (33.488845 sec): 53 clusters Score: Raw -1798124.055973 + Penalty 38485.284960 = -1759638.771013 nChanged 36 Deleting Class 26 (2 points): Lose 23.891078 but Gain 382.892198 Iteration 102Q (33.571121 sec): 52 clusters Score: Raw -1798119.878764 + Penalty 38025.855042 = -1760094.023721 nChanged 24 Deleting Class 45 (109 points): Lose 702.940508 but Gain 1038.958311 Iteration 103Q (33.651933 sec): 51 clusters Score: Raw -1797435.667046 + Penalty 37024.634953 = -1760411.032093 nChanged 124 Deleting Class 149 (9 points): Lose 34.598291 but Gain 364.493348 Iteration 104Q (33.734658 sec): 50 clusters Score: Raw -1797698.634325 + Penalty 36671.968591 = -1761026.665734 nChanged 55 Deleting Class 104 (9 points): Lose 49.678642 but Gain 366.161980 Iteration 105Q (33.816148 sec): 49 clusters Score: Raw -1797695.727206 + Penalty 36297.041912 = -1761398.685293 nChanged 44 Deleting Class 17 (23 points): Lose 100.640326 but Gain 404.985501 Iteration 106Q (33.897662 sec): 48 clusters Score: Raw -1797636.740323 + Penalty 35900.751448 = -1761735.988875 nChanged 47 Deleting Class 33 (165 points): Lose 903.690319 but Gain 1196.394111 Iteration 107Q (33.978482 sec): 47 clusters Score: Raw -1796786.420674 + Penalty 34753.715517 = -1762032.705157 nChanged 183 Deleting Class 30 (130 points): Lose 801.746374 but Gain 1096.941443 Iteration 108Q (34.061186 sec): 46 clusters Score: Raw -1796493.549080 + Penalty 33735.880165 = -1762757.668915 nChanged 171 Deleting Class 44 (250 points): Lose 993.469760 but Gain 1288.670217 Iteration 109Q (34.143640 sec): 45 clusters Score: Raw -1796025.892530 + Penalty 32559.905010 = -1763465.987520 nChanged 319 Deleting Class 21 (154 points): Lose 695.993150 but Gain 968.141185 Iteration 110F (34.594953 sec): 44 clusters Score: Raw -1795933.781580 + Penalty 31768.179866 = -1764165.601715 nChanged 240 Deleting Class 176 (10 points): Lose 249.482042 but Gain 561.719694 Iteration 111Q (34.677017 sec): 43 clusters Score: Raw -1796081.336651 + Penalty 31196.648702 = -1764884.687949 nChanged 101 Deleting Class 141 (3 points): Lose 18.299709 but Gain 273.474282 Iteration 112Q (34.755556 sec): 42 clusters Score: Raw -1796189.570542 + Penalty 30989.880501 = -1765199.690041 nChanged 66 Deleting Class 18 (2 points): Lose 105.447732 but Gain 324.567045 Iteration 113Q (34.833589 sec): 41 clusters Score: Raw -1796206.152193 + Penalty 30680.289402 = -1765525.862791 nChanged 42 Deleting Class 83 (35 points): Lose 149.002729 but Gain 368.136726 Iteration 114Q (34.912471 sec): 40 clusters Score: Raw -1796127.073337 + Penalty 30321.131796 = -1765805.941541 nChanged 68 Deleting Class 90 (2 points): Lose 38.019634 but Gain 218.379561 Iteration 115Q (34.988293 sec): 39 clusters Score: Raw -1796220.339962 + Penalty 30125.265244 = -1766095.074719 nChanged 33 Deleting Class 70 (36 points): Lose 411.271845 but Gain 585.911060 Iteration 116Q (35.063285 sec): 38 clusters Score: Raw -1795856.019997 + Penalty 29531.853961 = -1766324.166036 nChanged 59 Deleting Class 137 (2 points): Lose 13.360486 but Gain 183.567087 Iteration 117Q (35.139152 sec): 37 clusters Score: Raw -1796013.011354 + Penalty 29340.179445 = -1766672.831908 nChanged 30 Deleting Class 207 (2 points): Lose 32.229961 but Gain 188.098061 Iteration 118Q (35.213768 sec): 36 clusters Score: Raw -1796044.777687 + Penalty 29138.722820 = -1766906.054867 nChanged 18 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1796044.777687 + Penalty 29138.722820 = -1766906.054867Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.259832 sec): 2 clusters Score: Raw -52630.975808 + Penalty 1015.208383 = -51615.767425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.261154 sec): 3 clusters Score: Raw -52473.079307 + Penalty 2031.096363 = -50441.982944 nChanged 154 SP:Iteration 1F (35.262416 sec): 3 clusters Score: Raw -52645.638706 + Penalty 2031.892174 = -50613.746531 nChanged 47 SP:Iteration 2F (35.263680 sec): 3 clusters Score: Raw -52714.068296 + Penalty 2032.889337 = -50681.178959 nChanged 25 SP:Iteration 3Q (35.264909 sec): 3 clusters Score: Raw -52741.682662 + Penalty 2033.817998 = -50707.864663 nChanged 17 SP:Iteration 4Q (35.266087 sec): 3 clusters Score: Raw -52762.893743 + Penalty 2034.394377 = -50728.499366 nChanged 13 SP:Iteration 5Q (35.267256 sec): 3 clusters Score: Raw -52786.395722 + Penalty 2034.517209 = -50751.878513 nChanged 12 SP:Iteration 6Q (35.268429 sec): 3 clusters Score: Raw -52805.218712 + Penalty 2034.667057 = -50770.551655 nChanged 10 SP:Iteration 7Q (35.269583 sec): 3 clusters Score: Raw -52820.986538 + Penalty 2034.776232 = -50786.210306 nChanged 9 SP:Iteration 8Q (35.270727 sec): 3 clusters Score: Raw -52828.787934 + Penalty 2034.790925 = -50793.997009 nChanged 5 SP:Iteration 9Q (35.271856 sec): 3 clusters Score: Raw -52830.948943 + Penalty 2034.797424 = -50796.151518 nChanged 3 SP:Iteration 10F (35.273087 sec): 3 clusters Score: Raw -52833.250357 + Penalty 2034.797109 = -50798.453248 nChanged 2 SP:Iteration 11Q (35.274308 sec): 3 clusters Score: Raw -52833.649866 + Penalty 2034.812782 = -50798.837085 nChanged 2 SP:Iteration 12Q (35.275512 sec): 3 clusters Score: Raw -52834.848168 + Penalty 2034.817629 = -50800.030539 nChanged 5 SP:Iteration 13Q (35.276709 sec): 3 clusters Score: Raw -52842.443418 + Penalty 2034.796689 = -50807.646729 nChanged 3 SP:Iteration 14Q (35.277903 sec): 3 clusters Score: Raw -52843.539937 + Penalty 2034.796689 = -50808.743248 nChanged 0 SP:Iteration 15F (35.279160 sec): 3 clusters Score: Raw -52843.539937 + Penalty 2034.796689 = -50808.743248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.279709 sec): 2 clusters Score: Raw -1299.169643 + Penalty 17.674820 = -1281.494823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.279914 sec): 3 clusters Score: Raw -1306.933605 + Penalty 35.349641 = -1271.583964 nChanged 3 SP:Iteration 1F (35.280111 sec): 3 clusters Score: Raw -1311.973977 + Penalty 35.404109 = -1276.569869 nChanged 1 SP:Iteration 2Q (35.280306 sec): 3 clusters Score: Raw -1314.131455 + Penalty 35.404109 = -1278.727347 nChanged 0 SP:Iteration 3F (35.280505 sec): 3 clusters Score: Raw -1314.131455 + Penalty 35.404109 = -1278.727347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.286213 sec): 2 clusters Score: Raw -95741.317757 + Penalty 692.299808 = -95049.017949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.288284 sec): 3 clusters Score: Raw -95188.655492 + Penalty 1384.431880 = -93804.223612 nChanged 397 SP:Iteration 1F (35.290323 sec): 3 clusters Score: Raw -95466.185483 + Penalty 1387.602997 = -94078.582486 nChanged 115 SP:Iteration 2F (35.292339 sec): 3 clusters Score: Raw -95582.674262 + Penalty 1394.348544 = -94188.325718 nChanged 90 SP:Iteration 3F (35.294355 sec): 3 clusters Score: Raw -95722.205560 + Penalty 1405.126854 = -94317.078706 nChanged 98 SP:Iteration 4F (35.296531 sec): 3 clusters Score: Raw -95885.219707 + Penalty 1418.320068 = -94466.899639 nChanged 84 SP:Iteration 5F (35.298772 sec): 3 clusters Score: Raw -96038.079202 + Penalty 1428.348448 = -94609.730754 nChanged 61 SP:Iteration 6F (35.301019 sec): 3 clusters Score: Raw -96131.276676 + Penalty 1437.752871 = -94693.523805 nChanged 43 SP:Iteration 7Q (35.302872 sec): 3 clusters Score: Raw -96178.385949 + Penalty 1445.385928 = -94733.000022 nChanged 24 SP:Iteration 8Q (35.304710 sec): 3 clusters Score: Raw -96197.744457 + Penalty 1447.301367 = -94750.443089 nChanged 5 SP:Iteration 9Q (35.306626 sec): 3 clusters Score: Raw -96199.741301 + Penalty 1447.659318 = -94752.081983 nChanged 1 SP:Iteration 10F (35.308824 sec): 3 clusters Score: Raw -96200.064023 + Penalty 1448.567910 = -94751.496113 nChanged 2 SP:Iteration 11F (35.310992 sec): 3 clusters Score: Raw -96201.446408 + Penalty 1449.259966 = -94752.186443 nChanged 2 SP:Iteration 12Q (35.312800 sec): 3 clusters Score: Raw -96202.568420 + Penalty 1449.259966 = -94753.308454 nChanged 0 SP:Iteration 13F (35.314813 sec): 3 clusters Score: Raw -96202.568420 + Penalty 1449.259966 = -94753.308454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.316165 sec): 2 clusters Score: Raw -24896.488888 + Penalty 792.611543 = -24103.877344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.316881 sec): 3 clusters Score: Raw -24824.913479 + Penalty 1589.888603 = -23235.024877 nChanged 60 SP:Iteration 1F (35.317586 sec): 3 clusters Score: Raw -24931.641297 + Penalty 1594.710398 = -23336.930899 nChanged 24 SP:Iteration 2F (35.318289 sec): 3 clusters Score: Raw -24981.023185 + Penalty 1599.846270 = -23381.176915 nChanged 15 SP:Iteration 3F (35.318993 sec): 3 clusters Score: Raw -25019.717359 + Penalty 1601.589153 = -23418.128207 nChanged 12 SP:Iteration 4Q (35.319666 sec): 3 clusters Score: Raw -25044.308134 + Penalty 1603.089625 = -23441.218509 nChanged 7 SP:Iteration 5Q (35.320333 sec): 3 clusters Score: Raw -25059.875237 + Penalty 1602.758309 = -23457.116928 nChanged 2 SP:Iteration 6Q (35.320994 sec): 3 clusters Score: Raw -25062.739667 + Penalty 1602.753067 = -23459.986600 nChanged 1 SP:Iteration 7Q (35.321659 sec): 3 clusters Score: Raw -25063.692954 + Penalty 1602.753067 = -23460.939886 nChanged 0 SP:Iteration 8F (35.322358 sec): 3 clusters Score: Raw -25063.692954 + Penalty 1602.753067 = -23460.939886 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 5 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.324362 sec): 2 clusters Score: Raw -44132.730543 + Penalty 1008.520096 = -43124.210447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.325617 sec): 3 clusters Score: Raw -44029.430875 + Penalty 2017.030525 = -42012.400350 nChanged 144 SP:Iteration 1F (35.326851 sec): 3 clusters Score: Raw -44306.574449 + Penalty 2017.068432 = -42289.506016 nChanged 60 SP:Iteration 2F (35.328009 sec): 3 clusters Score: Raw -44490.157301 + Penalty 2017.083331 = -42473.073970 nChanged 23 SP:Iteration 3Q (35.329096 sec): 3 clusters Score: Raw -44560.354604 + Penalty 2016.976252 = -42543.378352 nChanged 27 SP:Iteration 4Q (35.330180 sec): 3 clusters Score: Raw -44623.523500 + Penalty 2017.005527 = -42606.517974 nChanged 11 SP:Iteration 5Q (35.331242 sec): 3 clusters Score: Raw -44640.294169 + Penalty 2017.005527 = -42623.288642 nChanged 4 SP:Iteration 6Q (35.332301 sec): 3 clusters Score: Raw -44650.500116 + Penalty 2017.005527 = -42633.494589 nChanged 2 SP:Iteration 7Q (35.333359 sec): 3 clusters Score: Raw -44655.126760 + Penalty 2017.005527 = -42638.121234 nChanged 2 SP:Iteration 8Q (35.334413 sec): 3 clusters Score: Raw -44658.480595 + Penalty 2017.040192 = -42641.440403 nChanged 1 SP:Iteration 9Q (35.335468 sec): 3 clusters Score: Raw -44659.457174 + Penalty 2017.076650 = -42642.380524 nChanged 1 SP:Iteration 10F (35.336643 sec): 3 clusters Score: Raw -44659.890747 + Penalty 2017.114874 = -42642.775872 nChanged 1 SP:Iteration 11Q (35.337708 sec): 3 clusters Score: Raw -44660.367927 + Penalty 2017.168143 = -42643.199783 nChanged 1 SP:Iteration 12Q (35.338771 sec): 3 clusters Score: Raw -44664.948186 + Penalty 2017.126582 = -42647.821604 nChanged 1 SP:Iteration 13Q (35.339887 sec): 3 clusters Score: Raw -44665.942680 + Penalty 2017.126582 = -42648.816097 nChanged 0 SP:Iteration 14F (35.341141 sec): 3 clusters Score: Raw -44665.942680 + Penalty 2017.126582 = -42648.816097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.342846 sec): 2 clusters Score: Raw -41168.299424 + Penalty 980.149013 = -40188.150411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.343815 sec): 3 clusters Score: Raw -41086.559653 + Penalty 1960.337251 = -39126.222402 nChanged 92 SP:Iteration 1F (35.344757 sec): 3 clusters Score: Raw -41230.190813 + Penalty 1960.381105 = -39269.809709 nChanged 33 SP:Iteration 2F (35.345716 sec): 3 clusters Score: Raw -41298.412349 + Penalty 1960.589832 = -39337.822516 nChanged 24 SP:Iteration 3F (35.346659 sec): 3 clusters Score: Raw -41355.550249 + Penalty 1960.722072 = -39394.828177 nChanged 14 SP:Iteration 4Q (35.347586 sec): 3 clusters Score: Raw -41383.193956 + Penalty 1960.877646 = -39422.316310 nChanged 12 SP:Iteration 5Q (35.348533 sec): 3 clusters Score: Raw -41408.012954 + Penalty 1960.998256 = -39447.014698 nChanged 10 SP:Iteration 6Q (35.349470 sec): 3 clusters Score: Raw -41440.439807 + Penalty 1961.263312 = -39479.176496 nChanged 12 SP:Iteration 7Q (35.350395 sec): 3 clusters Score: Raw -41469.122094 + Penalty 1961.500173 = -39507.621921 nChanged 7 SP:Iteration 8Q (35.351311 sec): 3 clusters Score: Raw -41494.439059 + Penalty 1961.476430 = -39532.962629 nChanged 7 SP:Iteration 9Q (35.352184 sec): 3 clusters Score: Raw -41503.325686 + Penalty 1961.509366 = -39541.816321 nChanged 4 SP:Iteration 10F (35.353122 sec): 3 clusters Score: Raw -41508.586759 + Penalty 1961.509366 = -39547.077393 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 7 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.362131 sec): 2 clusters Score: Raw -155259.883981 + Penalty 75.573781 = -155184.310200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.366062 sec): 3 clusters Score: Raw -153983.543318 + Penalty 150.454607 = -153833.088711 nChanged 955 SP:Iteration 1F (35.369640 sec): 3 clusters Score: Raw -154791.643951 + Penalty 153.098378 = -154638.545573 nChanged 160 SP:Iteration 2F (35.373213 sec): 3 clusters Score: Raw -154921.258654 + Penalty 152.278926 = -154768.979728 nChanged 104 SP:Iteration 3F (35.377105 sec): 3 clusters Score: Raw -154975.109789 + Penalty 151.634625 = -154823.475164 nChanged 49 SP:Iteration 4Q (35.380629 sec): 3 clusters Score: Raw -154985.228839 + Penalty 151.437518 = -154833.791320 nChanged 18 SP:Iteration 5Q (35.384046 sec): 3 clusters Score: Raw -154987.333951 + Penalty 151.315674 = -154836.018277 nChanged 10 SP:Iteration 6Q (35.387642 sec): 3 clusters Score: Raw -154988.227457 + Penalty 151.374117 = -154836.853340 nChanged 8 SP:Iteration 7Q (35.391132 sec): 3 clusters Score: Raw -154989.152745 + Penalty 151.092231 = -154838.060514 nChanged 11 SP:Iteration 8Q (35.394661 sec): 3 clusters Score: Raw -154990.710209 + Penalty 150.737046 = -154839.973163 nChanged 10 SP:Iteration 9Q (35.398070 sec): 3 clusters Score: Raw -154991.662505 + Penalty 150.464721 = -154841.197784 nChanged 10 SP:Iteration 10F (35.401921 sec): 3 clusters Score: Raw -154992.704599 + Penalty 149.899567 = -154842.805032 nChanged 14 SP:Iteration 11Q (35.405454 sec): 3 clusters Score: Raw -154994.697543 + Penalty 149.672583 = -154845.024960 nChanged 10 SP:Iteration 12Q (35.409046 sec): 3 clusters Score: Raw -154995.506423 + Penalty 149.540048 = -154845.966375 nChanged 9 SP:Iteration 13Q (35.412505 sec): 3 clusters Score: Raw -154996.631285 + Penalty 149.422618 = -154847.208667 nChanged 7 SP:Iteration 14Q (35.415901 sec): 3 clusters Score: Raw -154997.168523 + Penalty 149.401765 = -154847.766758 nChanged 7 SP:Iteration 15Q (35.419313 sec): 3 clusters Score: Raw -154998.198843 + Penalty 149.162666 = -154849.036177 nChanged 10 SP:Iteration 16Q (35.422702 sec): 3 clusters Score: Raw -154999.450069 + Penalty 149.023859 = -154850.426210 nChanged 10 SP:Iteration 17Q (35.426230 sec): 3 clusters Score: Raw -155001.071696 + Penalty 148.973284 = -154852.098412 nChanged 13 SP:Iteration 18Q (35.429667 sec): 3 clusters Score: Raw -155003.669664 + Penalty 148.514801 = -154855.154863 nChanged 13 SP:Iteration 19Q (35.433064 sec): 3 clusters Score: Raw -155005.557895 + Penalty 148.264278 = -154857.293617 nChanged 12 SP:Iteration 20F (35.436601 sec): 3 clusters Score: Raw -155006.992108 + Penalty 148.104732 = -154858.887376 nChanged 9 SP:Iteration 21Q (35.440037 sec): 3 clusters Score: Raw -155007.480838 + Penalty 148.056733 = -154859.424105 nChanged 9 SP:Iteration 22Q (35.443681 sec): 3 clusters Score: Raw -155008.592742 + Penalty 147.498660 = -154861.094082 nChanged 14 SP:Iteration 23Q (35.447187 sec): 3 clusters Score: Raw -155009.976179 + Penalty 147.080414 = -154862.895765 nChanged 8 SP:Iteration 24Q (35.450915 sec): 3 clusters Score: Raw -155010.826723 + Penalty 146.971284 = -154863.855439 nChanged 7 SP:Iteration 25Q (35.454418 sec): 3 clusters Score: Raw -155011.981499 + Penalty 146.676397 = -154865.305102 nChanged 7 SP:Iteration 26Q (35.457811 sec): 3 clusters Score: Raw -155013.437033 + Penalty 145.608129 = -154867.828903 nChanged 13 SP:Iteration 27Q (35.461288 sec): 3 clusters Score: Raw -155016.783954 + Penalty 144.281374 = -154872.502580 nChanged 13 SP:Iteration 28Q (35.464743 sec): 3 clusters Score: Raw -155021.787252 + Penalty 143.890643 = -154877.896609 nChanged 17 SP:Iteration 29Q (35.468230 sec): 3 clusters Score: Raw -155028.673508 + Penalty 141.857116 = -154886.816392 nChanged 22 SP:Iteration 30F (35.471865 sec): 3 clusters Score: Raw -155035.212674 + Penalty 140.769967 = -154894.442707 nChanged 20 SP:Iteration 31Q (35.475453 sec): 3 clusters Score: Raw -155039.144656 + Penalty 140.531439 = -154898.613217 nChanged 23 SP:Iteration 32Q (35.478966 sec): 3 clusters Score: Raw -155043.475855 + Penalty 139.845524 = -154903.630332 nChanged 21 SP:Iteration 33Q (35.482375 sec): 3 clusters Score: Raw -155049.080673 + Penalty 139.124083 = -154909.956589 nChanged 23 SP:Iteration 34Q (35.485693 sec): 3 clusters Score: Raw -155054.509795 + Penalty 136.654664 = -154917.855132 nChanged 28 SP:Iteration 35Q (35.488992 sec): 3 clusters Score: Raw -155064.147004 + Penalty 134.837649 = -154929.309355 nChanged 29 SP:Iteration 36Q (35.492358 sec): 3 clusters Score: Raw -155074.355081 + Penalty 134.458401 = -154939.896680 nChanged 25 SP:Iteration 37Q (35.495631 sec): 3 clusters Score: Raw -155082.102826 + Penalty 133.264749 = -154948.838077 nChanged 27 SP:Iteration 38Q (35.498863 sec): 3 clusters Score: Raw -155091.385589 + Penalty 131.502501 = -154959.883088 nChanged 24 SP:Iteration 39Q (35.502100 sec): 3 clusters Score: Raw -155099.217807 + Penalty 131.007608 = -154968.210199 nChanged 23 SP:Iteration 40F (35.505633 sec): 3 clusters Score: Raw -155106.453516 + Penalty 130.130253 = -154976.323263 nChanged 26 SP:Iteration 41Q (35.509085 sec): 3 clusters Score: Raw -155114.660092 + Penalty 129.749580 = -154984.910512 nChanged 20 SP:Iteration 42Q (35.512408 sec): 3 clusters Score: Raw -155120.464706 + Penalty 129.654590 = -154990.810116 nChanged 14 SP:Iteration 43Q (35.515535 sec): 3 clusters Score: Raw -155122.673660 + Penalty 128.117932 = -154994.555728 nChanged 8 SP:Iteration 44Q (35.518662 sec): 3 clusters Score: Raw -155123.384909 + Penalty 127.474106 = -154995.910803 nChanged 6 SP:Iteration 45Q (35.521816 sec): 3 clusters Score: Raw -155124.051648 + Penalty 127.372978 = -154996.678670 nChanged 6 SP:Iteration 46Q (35.525000 sec): 3 clusters Score: Raw -155124.684152 + Penalty 127.328560 = -154997.355592 nChanged 10 SP:Iteration 47Q (35.528183 sec): 3 clusters Score: Raw -155126.577735 + Penalty 127.107703 = -154999.470033 nChanged 12 SP:Iteration 48Q (35.531275 sec): 3 clusters Score: Raw -155129.135509 + Penalty 126.857046 = -155002.278462 nChanged 14 SP:Iteration 49Q (35.534358 sec): 3 clusters Score: Raw -155132.254024 + Penalty 126.097736 = -155006.156288 nChanged 22 SP:Iteration 50F (35.537881 sec): 3 clusters Score: Raw -155137.959230 + Penalty 126.075958 = -155011.883273 nChanged 13 SP:Iteration 51Q (35.541287 sec): 3 clusters Score: Raw -155140.816800 + Penalty 125.604475 = -155015.212325 nChanged 18 SP:Iteration 52Q (35.544543 sec): 3 clusters Score: Raw -155145.774242 + Penalty 125.249803 = -155020.524439 nChanged 21 SP:Iteration 53Q (35.547605 sec): 3 clusters Score: Raw -155152.878992 + Penalty 124.025186 = -155028.853806 nChanged 24 SP:Iteration 54Q (35.550768 sec): 3 clusters Score: Raw -155163.207075 + Penalty 123.227626 = -155039.979449 nChanged 20 SP:Iteration 55Q (35.553917 sec): 3 clusters Score: Raw -155171.247840 + Penalty 123.535789 = -155047.712051 nChanged 17 SP:Iteration 56Q (35.556941 sec): 3 clusters Score: Raw -155175.958771 + Penalty 123.925622 = -155052.033149 nChanged 15 SP:Iteration 57Q (35.559998 sec): 3 clusters Score: Raw -155181.194316 + Penalty 124.655919 = -155056.538397 nChanged 21 SP:Iteration 58Q (35.563017 sec): 3 clusters Score: Raw -155187.745809 + Penalty 123.516712 = -155064.229097 nChanged 18 SP:Iteration 59Q (35.566066 sec): 3 clusters Score: Raw -155195.022120 + Penalty 119.544158 = -155075.477961 nChanged 24 SP:Iteration 60F (35.569697 sec): 3 clusters Score: Raw -155205.818122 + Penalty 116.228839 = -155089.589283 nChanged 26 SP:Iteration 61Q (35.572570 sec): 3 clusters Score: Raw -155228.387682 + Penalty 75.573781 = -155152.813900 nChanged 27 SP:Iteration 62Q (35.575555 sec): 2 clusters Score: Raw -155259.883981 + Penalty 75.573781 = -155184.310200 nChanged 0 SP:Iteration 63F (35.578352 sec): 2 clusters Score: Raw -155259.883981 + Penalty 75.573781 = -155184.310200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.579988 sec): 2 clusters Score: Raw -2311.243726 + Penalty 105.975310 = -2205.268415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.580263 sec): 3 clusters Score: Raw -2323.219978 + Penalty 222.331769 = -2100.888209 nChanged 7 SP:Iteration 1F (35.580535 sec): 3 clusters Score: Raw -2332.827548 + Penalty 228.880799 = -2103.946749 nChanged 1 SP:Iteration 2Q (35.580798 sec): 3 clusters Score: Raw -2333.489801 + Penalty 228.880799 = -2104.609002 nChanged 0 SP:Iteration 3F (35.581063 sec): 3 clusters Score: Raw -2333.489801 + Penalty 228.880799 = -2104.609002 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.594800 sec): 2 clusters Score: Raw -238118.236963 + Penalty 258.854470 = -237859.382492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.600248 sec): 3 clusters Score: Raw -236177.918302 + Penalty 517.381845 = -235660.536457 nChanged 1379 SP:Iteration 1F (35.605656 sec): 3 clusters Score: Raw -237001.037669 + Penalty 517.884737 = -236483.152933 nChanged 338 SP:Iteration 2F (35.611172 sec): 3 clusters Score: Raw -237225.928667 + Penalty 532.932422 = -236692.996245 nChanged 286 SP:Iteration 3F (35.616428 sec): 3 clusters Score: Raw -237585.709871 + Penalty 615.824881 = -236969.884990 nChanged 287 SP:Iteration 4F (35.621721 sec): 3 clusters Score: Raw -237994.276443 + Penalty 693.011870 = -237301.264574 nChanged 84 SP:Iteration 5Q (35.627079 sec): 3 clusters Score: Raw -238126.469337 + Penalty 699.549144 = -237426.920193 nChanged 12 SP:Iteration 6Q (35.631345 sec): 3 clusters Score: Raw -238137.907212 + Penalty 707.117755 = -237430.789457 nChanged 4 SP:Iteration 7Q (35.635677 sec): 3 clusters Score: Raw -238139.978486 + Penalty 708.359321 = -237431.619165 nChanged 1 SP:Iteration 8Q (35.639870 sec): 3 clusters Score: Raw -238140.303398 + Penalty 710.620849 = -237429.682549 nChanged 1 SP:Iteration 9F (35.645383 sec): 3 clusters Score: Raw -238140.243622 + Penalty 711.184161 = -237429.059461 nChanged 1 SP:Iteration 10F (35.650774 sec): 3 clusters Score: Raw -238140.125716 + Penalty 711.184161 = -237428.941555 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.655855 sec): 2 clusters Score: Raw -51692.310893 + Penalty 797.738317 = -50894.572576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.657133 sec): 3 clusters Score: Raw -51472.486901 + Penalty 1595.391977 = -49877.094924 nChanged 179 SP:Iteration 1F (35.658352 sec): 3 clusters Score: Raw -51652.816445 + Penalty 1596.181006 = -50056.635440 nChanged 59 SP:Iteration 2F (35.659573 sec): 3 clusters Score: Raw -51730.400946 + Penalty 1597.676922 = -50132.724024 nChanged 33 SP:Iteration 3F (35.660789 sec): 3 clusters Score: Raw -51764.407255 + Penalty 1599.084190 = -50165.323065 nChanged 25 SP:Iteration 4Q (35.661973 sec): 3 clusters Score: Raw -51783.916991 + Penalty 1599.083982 = -50184.833009 nChanged 19 SP:Iteration 5Q (35.663156 sec): 3 clusters Score: Raw -51799.397946 + Penalty 1599.596074 = -50199.801871 nChanged 17 SP:Iteration 6Q (35.664343 sec): 3 clusters Score: Raw -51812.251980 + Penalty 1600.416464 = -50211.835516 nChanged 16 SP:Iteration 7Q (35.665530 sec): 3 clusters Score: Raw -51824.427770 + Penalty 1600.241494 = -50224.186276 nChanged 13 SP:Iteration 8Q (35.666707 sec): 3 clusters Score: Raw -51833.971881 + Penalty 1600.045397 = -50233.926484 nChanged 9 SP:Iteration 9Q (35.667883 sec): 3 clusters Score: Raw -51838.890107 + Penalty 1600.058950 = -50238.831157 nChanged 11 SP:Iteration 10F (35.669142 sec): 3 clusters Score: Raw -51848.923907 + Penalty 1601.783979 = -50247.139928 nChanged 16 SP:Iteration 11Q (35.670388 sec): 3 clusters Score: Raw -51866.250356 + Penalty 1603.531675 = -50262.718680 nChanged 10 SP:Iteration 12Q (35.671627 sec): 3 clusters Score: Raw -51878.450459 + Penalty 1605.169033 = -50273.281426 nChanged 8 SP:Iteration 13Q (35.672883 sec): 3 clusters Score: Raw -51888.814669 + Penalty 1606.833891 = -50281.980779 nChanged 4 SP:Iteration 14Q (35.674116 sec): 3 clusters Score: Raw -51892.086235 + Penalty 1608.111897 = -50283.974337 nChanged 5 SP:Iteration 15Q (35.675348 sec): 3 clusters Score: Raw -51893.881910 + Penalty 1608.111897 = -50285.770013 nChanged 0 SP:Iteration 16F (35.676623 sec): 3 clusters Score: Raw -51893.881910 + Penalty 1608.111897 = -50285.770013 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.678677 sec): 2 clusters Score: Raw -47269.465843 + Penalty 488.524296 = -46780.941548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.679885 sec): 3 clusters Score: Raw -47009.582049 + Penalty 981.171175 = -46028.410874 nChanged 192 SP:Iteration 1F (35.681068 sec): 3 clusters Score: Raw -47188.960976 + Penalty 986.837762 = -46202.123213 nChanged 65 SP:Iteration 2F (35.682250 sec): 3 clusters Score: Raw -47276.987833 + Penalty 991.978525 = -46285.009308 nChanged 34 SP:Iteration 3F (35.683452 sec): 3 clusters Score: Raw -47307.262221 + Penalty 997.898185 = -46309.364036 nChanged 24 SP:Iteration 4Q (35.684608 sec): 3 clusters Score: Raw -47337.078615 + Penalty 1005.255136 = -46331.823480 nChanged 18 SP:Iteration 5Q (35.685758 sec): 3 clusters Score: Raw -47352.842404 + Penalty 1010.190175 = -46342.652230 nChanged 18 SP:Iteration 6Q (35.686903 sec): 3 clusters Score: Raw -47363.173512 + Penalty 1011.184471 = -46351.989041 nChanged 7 SP:Iteration 7Q (35.688072 sec): 3 clusters Score: Raw -47365.051071 + Penalty 1013.334068 = -46351.717003 nChanged 4 SP:Iteration 8F (35.689314 sec): 3 clusters Score: Raw -47368.307414 + Penalty 1014.565668 = -46353.741746 nChanged 2 SP:Iteration 9Q (35.690506 sec): 3 clusters Score: Raw -47370.375909 + Penalty 1014.905045 = -46355.470865 nChanged 3 SP:Iteration 10F (35.691742 sec): 3 clusters Score: Raw -47371.953384 + Penalty 1013.890772 = -46358.062612 nChanged 4 SP:Iteration 11Q (35.692933 sec): 3 clusters Score: Raw -47373.755693 + Penalty 1013.095161 = -46360.660533 nChanged 1 SP:Iteration 12Q (35.694067 sec): 3 clusters Score: Raw -47373.940528 + Penalty 1013.095161 = -46360.845367 nChanged 0 SP:Iteration 13F (35.695277 sec): 3 clusters Score: Raw -47373.940528 + Penalty 1013.095161 = -46360.845367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.697090 sec): 2 clusters Score: Raw -41231.961342 + Penalty 465.768977 = -40766.192365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.698201 sec): 3 clusters Score: Raw -41010.630383 + Penalty 946.827848 = -40063.802534 nChanged 181 SP:Iteration 1F (35.699297 sec): 3 clusters Score: Raw -41223.445886 + Penalty 960.616473 = -40262.829414 nChanged 51 SP:Iteration 2F (35.700388 sec): 3 clusters Score: Raw -41286.533017 + Penalty 964.794171 = -40321.738846 nChanged 24 SP:Iteration 3Q (35.701456 sec): 3 clusters Score: Raw -41307.953550 + Penalty 969.894902 = -40338.058648 nChanged 16 SP:Iteration 4Q (35.702527 sec): 3 clusters Score: Raw -41323.738022 + Penalty 975.784038 = -40347.953984 nChanged 12 SP:Iteration 5Q (35.703572 sec): 3 clusters Score: Raw -41335.783141 + Penalty 983.891662 = -40351.891479 nChanged 8 SP:Iteration 6Q (35.704604 sec): 3 clusters Score: Raw -41345.217115 + Penalty 988.272985 = -40356.944130 nChanged 4 SP:Iteration 7Q (35.705626 sec): 3 clusters Score: Raw -41347.443872 + Penalty 990.437832 = -40357.006040 nChanged 2 SP:Iteration 8Q (35.706718 sec): 3 clusters Score: Raw -41351.127250 + Penalty 991.370282 = -40359.756968 nChanged 1 SP:Iteration 9Q (35.707798 sec): 3 clusters Score: Raw -41351.785794 + Penalty 992.253735 = -40359.532059 nChanged 1 SP:Iteration 10F (35.708941 sec): 3 clusters Score: Raw -41352.220020 + Penalty 992.253735 = -40359.966285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.710697 sec): 2 clusters Score: Raw -39278.497082 + Penalty 666.434157 = -38612.062925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.711717 sec): 3 clusters Score: Raw -39127.408848 + Penalty 1322.234982 = -37805.173866 nChanged 132 SP:Iteration 1F (35.712700 sec): 3 clusters Score: Raw -39283.055063 + Penalty 1309.674230 = -37973.380833 nChanged 50 SP:Iteration 2F (35.713681 sec): 3 clusters Score: Raw -39351.622549 + Penalty 1298.012984 = -38053.609565 nChanged 36 SP:Iteration 3F (35.714662 sec): 3 clusters Score: Raw -39404.866484 + Penalty 1286.973837 = -38117.892647 nChanged 28 SP:Iteration 4F (35.715646 sec): 3 clusters Score: Raw -39451.014375 + Penalty 1283.671051 = -38167.343324 nChanged 15 SP:Iteration 5Q (35.716603 sec): 3 clusters Score: Raw -39468.750099 + Penalty 1281.514065 = -38187.236034 nChanged 8 SP:Iteration 6Q (35.717553 sec): 3 clusters Score: Raw -39476.954247 + Penalty 1282.233402 = -38194.720845 nChanged 5 SP:Iteration 7Q (35.718510 sec): 3 clusters Score: Raw -39482.319528 + Penalty 1278.157260 = -38204.162268 nChanged 8 SP:Iteration 8Q (35.719464 sec): 3 clusters Score: Raw -39498.890360 + Penalty 1280.126420 = -38218.763939 nChanged 2 SP:Iteration 9Q (35.720411 sec): 3 clusters Score: Raw -39502.726470 + Penalty 1280.126420 = -38222.600049 nChanged 0 SP:Iteration 10F (35.721390 sec): 3 clusters Score: Raw -39502.726470 + Penalty 1280.126420 = -38222.600049 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.725746 sec): 2 clusters Score: Raw -105550.631883 + Penalty 593.437700 = -104957.194184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.728044 sec): 3 clusters Score: Raw -104926.212131 + Penalty 1192.316388 = -103733.895743 nChanged 470 SP:Iteration 1F (35.730289 sec): 3 clusters Score: Raw -105248.828154 + Penalty 1195.705844 = -104053.122310 nChanged 114 SP:Iteration 2F (35.732526 sec): 3 clusters Score: Raw -105408.686073 + Penalty 1200.581287 = -104208.104787 nChanged 110 SP:Iteration 3F (35.734792 sec): 3 clusters Score: Raw -105601.878993 + Penalty 1202.078170 = -104399.800823 nChanged 94 SP:Iteration 4F (35.737024 sec): 3 clusters Score: Raw -105824.017859 + Penalty 1197.172669 = -104626.845190 nChanged 84 SP:Iteration 5F (35.739255 sec): 3 clusters Score: Raw -106020.320043 + Penalty 1193.049777 = -104827.270265 nChanged 70 SP:Iteration 6F (35.741713 sec): 3 clusters Score: Raw -106195.299706 + Penalty 1189.982397 = -105005.317309 nChanged 44 SP:Iteration 7Q (35.743715 sec): 3 clusters Score: Raw -106289.734422 + Penalty 1188.964612 = -105100.769809 nChanged 27 SP:Iteration 8Q (35.745574 sec): 3 clusters Score: Raw -106369.565774 + Penalty 1188.335750 = -105181.230025 nChanged 16 SP:Iteration 9Q (35.747435 sec): 3 clusters Score: Raw -106422.749166 + Penalty 1187.927939 = -105234.821227 nChanged 11 SP:Iteration 10F (35.749750 sec): 3 clusters Score: Raw -106440.356482 + Penalty 1187.846027 = -105252.510455 nChanged 7 SP:Iteration 11Q (35.751541 sec): 3 clusters Score: Raw -106451.190272 + Penalty 1187.832377 = -105263.357894 nChanged 4 SP:Iteration 12Q (35.753358 sec): 3 clusters Score: Raw -106456.940433 + Penalty 1187.723444 = -105269.216989 nChanged 3 SP:Iteration 13Q (35.755186 sec): 3 clusters Score: Raw -106458.739639 + Penalty 1187.723444 = -105271.016195 nChanged 0 SP:Iteration 14F (35.757456 sec): 3 clusters Score: Raw -106458.739639 + Penalty 1187.723444 = -105271.016195 nChanged 0 Score: Raw -1806036.505787 + Penalty 29978.306496 = -1776058.199291 Splitting cluster 15 changes total score from -1766906.054867 to -1776058.199291 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 16 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.137060 sec): 2 clusters Score: Raw -61891.894268 + Penalty 533.207092 = -61358.687175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.138559 sec): 3 clusters Score: Raw -61485.514746 + Penalty 1065.297137 = -60420.217610 nChanged 275 SP:Iteration 1F (36.140021 sec): 3 clusters Score: Raw -61682.998269 + Penalty 1057.020757 = -60625.977512 nChanged 106 SP:Iteration 2F (36.141603 sec): 3 clusters Score: Raw -61780.877402 + Penalty 1046.091001 = -60734.786401 nChanged 74 SP:Iteration 3F (36.143163 sec): 3 clusters Score: Raw -61862.976536 + Penalty 1050.013458 = -60812.963078 nChanged 49 SP:Iteration 4F (36.144694 sec): 3 clusters Score: Raw -61910.510858 + Penalty 1067.719074 = -60842.791784 nChanged 37 SP:Iteration 5F (36.146140 sec): 3 clusters Score: Raw -61945.415357 + Penalty 1089.024216 = -60856.391142 nChanged 33 SP:Iteration 6Q (36.147541 sec): 3 clusters Score: Raw -61970.050278 + Penalty 1102.982655 = -60867.067624 nChanged 19 SP:Iteration 7Q (36.148957 sec): 3 clusters Score: Raw -61981.154105 + Penalty 1116.220605 = -60864.933500 nChanged 19 SP:Iteration 8F (36.150410 sec): 3 clusters Score: Raw -61993.938382 + Penalty 1125.474452 = -60868.463930 nChanged 13 SP:Iteration 9Q (36.151789 sec): 3 clusters Score: Raw -61999.464386 + Penalty 1130.104689 = -60869.359697 nChanged 7 SP:Iteration 10F (36.153218 sec): 3 clusters Score: Raw -62002.795655 + Penalty 1134.157518 = -60868.638137 nChanged 6 SP:Iteration 11F (36.154712 sec): 3 clusters Score: Raw -62005.716318 + Penalty 1139.792431 = -60865.923887 nChanged 7 SP:Iteration 12F (36.156189 sec): 3 clusters Score: Raw -62009.713228 + Penalty 1144.191233 = -60865.521995 nChanged 6 SP:Iteration 13F (36.157639 sec): 3 clusters Score: Raw -62012.323507 + Penalty 1147.335731 = -60864.987775 nChanged 3 SP:Iteration 14F (36.159123 sec): 3 clusters Score: Raw -62012.989130 + Penalty 1149.130087 = -60863.859043 nChanged 2 SP:Iteration 15F (36.160654 sec): 3 clusters Score: Raw -62013.681709 + Penalty 1150.885561 = -60862.796148 nChanged 2 SP:Iteration 16F (36.162135 sec): 3 clusters Score: Raw -62015.021688 + Penalty 1157.769913 = -60857.251775 nChanged 7 SP:Iteration 17F (36.163596 sec): 3 clusters Score: Raw -62019.018294 + Penalty 1166.285123 = -60852.733170 nChanged 9 SP:Iteration 18F (36.165085 sec): 3 clusters Score: Raw -62022.927808 + Penalty 1171.853673 = -60851.074135 nChanged 6 SP:Iteration 19F (36.166568 sec): 3 clusters Score: Raw -62025.044475 + Penalty 1174.666873 = -60850.377602 nChanged 4 SP:Iteration 20F (36.168026 sec): 3 clusters Score: Raw -62026.463828 + Penalty 1175.672733 = -60850.791094 nChanged 1 SP:Iteration 21Q (36.169381 sec): 3 clusters Score: Raw -62026.821393 + Penalty 1177.474706 = -60849.346687 nChanged 2 SP:Iteration 22F (36.170871 sec): 3 clusters Score: Raw -62027.076117 + Penalty 1177.474706 = -60849.601410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.173835 sec): 2 clusters Score: Raw -22973.543661 + Penalty 724.306227 = -22249.237435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.174497 sec): 3 clusters Score: Raw -22902.990940 + Penalty 1443.932376 = -21459.058564 nChanged 55 SP:Iteration 1F (36.175144 sec): 3 clusters Score: Raw -22995.452193 + Penalty 1440.628693 = -21554.823500 nChanged 21 SP:Iteration 2F (36.175792 sec): 3 clusters Score: Raw -23055.914099 + Penalty 1439.101156 = -21616.812943 nChanged 19 SP:Iteration 3F (36.176438 sec): 3 clusters Score: Raw -23097.969416 + Penalty 1438.061252 = -21659.908164 nChanged 6 SP:Iteration 4Q (36.177057 sec): 3 clusters Score: Raw -23106.234543 + Penalty 1435.503987 = -21670.730555 nChanged 3 SP:Iteration 5Q (36.177653 sec): 3 clusters Score: Raw -23110.439919 + Penalty 1433.640054 = -21676.799864 nChanged 2 SP:Iteration 6Q (36.178248 sec): 3 clusters Score: Raw -23114.819663 + Penalty 1432.243500 = -21682.576164 nChanged 4 SP:Iteration 7Q (36.178840 sec): 3 clusters Score: Raw -23118.694626 + Penalty 1432.040300 = -21686.654326 nChanged 2 SP:Iteration 8Q (36.179433 sec): 3 clusters Score: Raw -23121.417160 + Penalty 1432.641928 = -21688.775232 nChanged 2 SP:Iteration 9Q (36.180024 sec): 3 clusters Score: Raw -23122.448862 + Penalty 1432.641928 = -21689.806934 nChanged 0 SP:Iteration 10F (36.180649 sec): 3 clusters Score: Raw -23122.448862 + Penalty 1432.641928 = -21689.806934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.182472 sec): 2 clusters Score: Raw -20885.584280 + Penalty 317.462869 = -20568.121411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.183193 sec): 3 clusters Score: Raw -20790.871904 + Penalty 633.251086 = -20157.620817 nChanged 95 SP:Iteration 1F (36.183900 sec): 3 clusters Score: Raw -20909.923091 + Penalty 630.950799 = -20278.972293 nChanged 32 SP:Iteration 2F (36.184604 sec): 3 clusters Score: Raw -20960.874528 + Penalty 632.539994 = -20328.334534 nChanged 16 SP:Iteration 3F (36.185309 sec): 3 clusters Score: Raw -20982.216134 + Penalty 634.076394 = -20348.139740 nChanged 13 SP:Iteration 4Q (36.185977 sec): 3 clusters Score: Raw -21005.583236 + Penalty 635.992232 = -20369.591003 nChanged 7 SP:Iteration 5Q (36.186642 sec): 3 clusters Score: Raw -21015.817536 + Penalty 636.535613 = -20379.281922 nChanged 4 SP:Iteration 6Q (36.187300 sec): 3 clusters Score: Raw -21022.243606 + Penalty 638.275097 = -20383.968509 nChanged 4 SP:Iteration 7Q (36.187942 sec): 3 clusters Score: Raw -21029.532356 + Penalty 639.905313 = -20389.627043 nChanged 4 SP:Iteration 8Q (36.188577 sec): 3 clusters Score: Raw -21033.621136 + Penalty 640.743967 = -20392.877169 nChanged 5 SP:Iteration 9Q (36.189204 sec): 3 clusters Score: Raw -21044.596490 + Penalty 640.384563 = -20404.211927 nChanged 2 SP:Iteration 10F (36.189903 sec): 3 clusters Score: Raw -21045.602201 + Penalty 641.628439 = -20403.973762 nChanged 2 SP:Iteration 11F (36.190610 sec): 3 clusters Score: Raw -21046.421078 + Penalty 641.628439 = -20404.792638 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.194613 sec): 2 clusters Score: Raw -91066.818398 + Penalty 900.698293 = -90166.120105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.196558 sec): 3 clusters Score: Raw -90600.992723 + Penalty 1800.989388 = -88800.003335 nChanged 339 SP:Iteration 1F (36.198450 sec): 3 clusters Score: Raw -90864.588949 + Penalty 1799.175476 = -89065.413473 nChanged 79 SP:Iteration 2F (36.200342 sec): 3 clusters Score: Raw -90933.547451 + Penalty 1797.086438 = -89136.461013 nChanged 45 SP:Iteration 3Q (36.202226 sec): 3 clusters Score: Raw -90969.720608 + Penalty 1794.428518 = -89175.292090 nChanged 44 SP:Iteration 4Q (36.204106 sec): 3 clusters Score: Raw -91009.508008 + Penalty 1795.617076 = -89213.890932 nChanged 35 SP:Iteration 5Q (36.205982 sec): 3 clusters Score: Raw -91035.072331 + Penalty 1802.172889 = -89232.899442 nChanged 37 SP:Iteration 6Q (36.208042 sec): 3 clusters Score: Raw -91069.724824 + Penalty 1804.950877 = -89264.773947 nChanged 31 SP:Iteration 7Q (36.210081 sec): 3 clusters Score: Raw -91093.345612 + Penalty 1809.890117 = -89283.455495 nChanged 18 SP:Iteration 8Q (36.212101 sec): 3 clusters Score: Raw -91109.321341 + Penalty 1821.172351 = -89288.148990 nChanged 23 SP:Iteration 9Q (36.214036 sec): 3 clusters Score: Raw -91136.916483 + Penalty 1828.075447 = -89308.841036 nChanged 16 SP:Iteration 10F (36.215927 sec): 3 clusters Score: Raw -91154.923823 + Penalty 1831.020589 = -89323.903234 nChanged 15 SP:Iteration 11Q (36.217808 sec): 3 clusters Score: Raw -91174.853398 + Penalty 1832.525752 = -89342.327647 nChanged 17 SP:Iteration 12Q (36.219699 sec): 3 clusters Score: Raw -91197.451579 + Penalty 1834.705632 = -89362.745947 nChanged 13 SP:Iteration 13Q (36.221569 sec): 3 clusters Score: Raw -91209.700458 + Penalty 1835.533720 = -89374.166739 nChanged 11 SP:Iteration 14Q (36.223442 sec): 3 clusters Score: Raw -91220.985416 + Penalty 1837.019328 = -89383.966088 nChanged 10 SP:Iteration 15Q (36.225365 sec): 3 clusters Score: Raw -91227.433641 + Penalty 1840.818729 = -89386.614912 nChanged 5 SP:Iteration 16Q (36.227292 sec): 3 clusters Score: Raw -91230.909677 + Penalty 1842.989596 = -89387.920082 nChanged 5 SP:Iteration 17Q (36.229153 sec): 3 clusters Score: Raw -91234.799225 + Penalty 1845.386758 = -89389.412467 nChanged 4 SP:Iteration 18Q (36.230962 sec): 3 clusters Score: Raw -91239.044733 + Penalty 1846.768017 = -89392.276716 nChanged 3 SP:Iteration 19Q (36.232802 sec): 3 clusters Score: Raw -91241.479672 + Penalty 1846.768017 = -89394.711655 nChanged 0 SP:Iteration 20F (36.234726 sec): 3 clusters Score: Raw -91241.479672 + Penalty 1846.768017 = -89394.711655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.236655 sec): 2 clusters Score: Raw -40533.098302 + Penalty 516.214611 = -40016.883690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.237661 sec): 3 clusters Score: Raw -40317.568518 + Penalty 1031.787552 = -39285.780966 nChanged 140 SP:Iteration 1F (36.238648 sec): 3 clusters Score: Raw -40431.343596 + Penalty 1031.928825 = -39399.414771 nChanged 34 SP:Iteration 2F (36.239717 sec): 3 clusters Score: Raw -40457.726275 + Penalty 1031.908183 = -39425.818092 nChanged 15 SP:Iteration 3Q (36.240744 sec): 3 clusters Score: Raw -40467.229391 + Penalty 1032.316801 = -39434.912590 nChanged 13 SP:Iteration 4Q (36.241769 sec): 3 clusters Score: Raw -40475.820849 + Penalty 1032.872933 = -39442.947915 nChanged 11 SP:Iteration 5Q (36.242791 sec): 3 clusters Score: Raw -40482.311510 + Penalty 1033.749459 = -39448.562051 nChanged 12 SP:Iteration 6Q (36.243785 sec): 3 clusters Score: Raw -40491.228470 + Penalty 1034.279483 = -39456.948987 nChanged 15 SP:Iteration 7Q (36.244761 sec): 3 clusters Score: Raw -40501.479935 + Penalty 1034.373063 = -39467.106872 nChanged 9 SP:Iteration 8Q (36.245738 sec): 3 clusters Score: Raw -40506.736982 + Penalty 1035.518374 = -39471.218608 nChanged 7 SP:Iteration 9Q (36.246742 sec): 3 clusters Score: Raw -40509.775478 + Penalty 1036.061227 = -39473.714252 nChanged 3 SP:Iteration 10F (36.247729 sec): 3 clusters Score: Raw -40509.906006 + Penalty 1035.503483 = -39474.402523 nChanged 2 SP:Iteration 11Q (36.248702 sec): 3 clusters Score: Raw -40510.390048 + Penalty 1035.503483 = -39474.886565 nChanged 0 SP:Iteration 12F (36.249690 sec): 3 clusters Score: Raw -40510.390048 + Penalty 1035.503483 = -39474.886565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.250160 sec): 2 clusters Score: Raw -74.117146 + Penalty 0.000000 = -74.117146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.250351 sec): 2 clusters Score: Raw -74.117146 + Penalty 0.000000 = -74.117146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.251694 sec): 2 clusters Score: Raw -32112.863591 + Penalty 858.550879 = -31254.312712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.252533 sec): 3 clusters Score: Raw -32027.884928 + Penalty 1715.193658 = -30312.691270 nChanged 78 SP:Iteration 1F (36.253357 sec): 3 clusters Score: Raw -32139.633609 + Penalty 1714.455796 = -30425.177813 nChanged 18 SP:Iteration 2F (36.254179 sec): 3 clusters Score: Raw -32170.041619 + Penalty 1713.315982 = -30456.725637 nChanged 10 SP:Iteration 3Q (36.254983 sec): 3 clusters Score: Raw -32185.679107 + Penalty 1711.453657 = -30474.225450 nChanged 7 SP:Iteration 4Q (36.255761 sec): 3 clusters Score: Raw -32191.837502 + Penalty 1709.985238 = -30481.852263 nChanged 4 SP:Iteration 5Q (36.256528 sec): 3 clusters Score: Raw -32195.579169 + Penalty 1709.958967 = -30485.620202 nChanged 1 SP:Iteration 6Q (36.257295 sec): 3 clusters Score: Raw -32197.977934 + Penalty 1709.114868 = -30488.863065 nChanged 2 SP:Iteration 7Q (36.258064 sec): 3 clusters Score: Raw -32199.086939 + Penalty 1707.658076 = -30491.428863 nChanged 3 SP:Iteration 8Q (36.258832 sec): 3 clusters Score: Raw -32201.770562 + Penalty 1707.246933 = -30494.523629 nChanged 1 SP:Iteration 9Q (36.259600 sec): 3 clusters Score: Raw -32202.666437 + Penalty 1707.246933 = -30495.419504 nChanged 0 SP:Iteration 10F (36.260386 sec): 3 clusters Score: Raw -32202.666437 + Penalty 1707.246933 = -30495.419504 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 41 (4217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.279308 sec): 2 clusters Score: Raw -322919.545874 + Penalty 275.596609 = -322643.949265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.287405 sec): 3 clusters Score: Raw -320121.697220 + Penalty 540.175501 = -319581.521719 nChanged 1953 SP:Iteration 1F (36.295132 sec): 3 clusters Score: Raw -321188.993540 + Penalty 543.694628 = -320645.298912 nChanged 616 SP:Iteration 2F (36.303112 sec): 3 clusters Score: Raw -321457.078144 + Penalty 557.935384 = -320899.142760 nChanged 304 SP:Iteration 3F (36.311184 sec): 3 clusters Score: Raw -321597.122056 + Penalty 573.647118 = -321023.474938 nChanged 264 SP:Iteration 4F (36.318859 sec): 3 clusters Score: Raw -321743.120442 + Penalty 589.005660 = -321154.114781 nChanged 272 SP:Iteration 5F (36.326592 sec): 3 clusters Score: Raw -321926.794717 + Penalty 601.486882 = -321325.307835 nChanged 289 SP:Iteration 6F (36.334171 sec): 3 clusters Score: Raw -322145.897214 + Penalty 608.199337 = -321537.697877 nChanged 265 SP:Iteration 7F (36.341707 sec): 3 clusters Score: Raw -322344.099398 + Penalty 611.478768 = -321732.620630 nChanged 217 SP:Iteration 8F (36.349465 sec): 3 clusters Score: Raw -322495.793782 + Penalty 612.355713 = -321883.438069 nChanged 189 SP:Iteration 9Q (36.356432 sec): 3 clusters Score: Raw -322616.887821 + Penalty 623.827510 = -321993.060310 nChanged 136 SP:Iteration 10F (36.363993 sec): 3 clusters Score: Raw -322692.356347 + Penalty 628.213868 = -322064.142479 nChanged 111 SP:Iteration 11Q (36.370637 sec): 3 clusters Score: Raw -322751.141113 + Penalty 630.224709 = -322120.916404 nChanged 84 SP:Iteration 12Q (36.377412 sec): 3 clusters Score: Raw -322795.037788 + Penalty 640.995652 = -322154.042136 nChanged 69 SP:Iteration 13Q (36.383879 sec): 3 clusters Score: Raw -322838.357167 + Penalty 638.473063 = -322199.884104 nChanged 56 SP:Iteration 14Q (36.390518 sec): 3 clusters Score: Raw -322873.410102 + Penalty 626.331962 = -322247.078140 nChanged 30 SP:Iteration 15Q (36.396965 sec): 3 clusters Score: Raw -322891.157580 + Penalty 610.603641 = -322280.553939 nChanged 25 SP:Iteration 16Q (36.403088 sec): 3 clusters Score: Raw -322906.225251 + Penalty 602.466653 = -322303.758597 nChanged 23 SP:Iteration 17Q (36.409878 sec): 3 clusters Score: Raw -322923.685750 + Penalty 596.208574 = -322327.477176 nChanged 16 SP:Iteration 18Q (36.416128 sec): 3 clusters Score: Raw -322935.474387 + Penalty 600.206864 = -322335.267522 nChanged 10 SP:Iteration 19Q (36.422097 sec): 3 clusters Score: Raw -322942.587737 + Penalty 609.569839 = -322333.017898 nChanged 8 SP:Iteration 20F (36.429741 sec): 3 clusters Score: Raw -322951.169102 + Penalty 622.615343 = -322328.553759 nChanged 5 SP:Iteration 21F (36.437253 sec): 3 clusters Score: Raw -322954.417648 + Penalty 624.840103 = -322329.577545 nChanged 1 SP:Iteration 22Q (36.443304 sec): 3 clusters Score: Raw -322954.519549 + Penalty 618.108146 = -322336.411403 nChanged 3 SP:Iteration 23Q (36.449388 sec): 3 clusters Score: Raw -322955.522638 + Penalty 620.314977 = -322335.207661 nChanged 2 SP:Iteration 24F (36.456994 sec): 3 clusters Score: Raw -322955.689612 + Penalty 628.502309 = -322327.187303 nChanged 2 SP:Iteration 25F (36.464674 sec): 3 clusters Score: Raw -322955.879277 + Penalty 628.502309 = -322327.376967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 43 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.470581 sec): 2 clusters Score: Raw -68962.940987 + Penalty 418.738508 = -68544.202478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.472257 sec): 3 clusters Score: Raw -68536.925023 + Penalty 835.450098 = -67701.474925 nChanged 308 SP:Iteration 1F (36.473922 sec): 3 clusters Score: Raw -68754.174477 + Penalty 833.462453 = -67920.712024 nChanged 75 SP:Iteration 2F (36.475640 sec): 3 clusters Score: Raw -68810.514740 + Penalty 831.766113 = -67978.748627 nChanged 49 SP:Iteration 3F (36.477385 sec): 3 clusters Score: Raw -68873.305777 + Penalty 831.180200 = -68042.125577 nChanged 48 SP:Iteration 4F (36.479122 sec): 3 clusters Score: Raw -68920.835148 + Penalty 830.505769 = -68090.329378 nChanged 33 SP:Iteration 5Q (36.480744 sec): 3 clusters Score: Raw -68945.840826 + Penalty 829.746083 = -68116.094743 nChanged 20 SP:Iteration 6Q (36.482320 sec): 3 clusters Score: Raw -68959.130643 + Penalty 828.588004 = -68130.542639 nChanged 12 SP:Iteration 7Q (36.483938 sec): 3 clusters Score: Raw -68966.833804 + Penalty 827.687584 = -68139.146221 nChanged 6 SP:Iteration 8Q (36.485521 sec): 3 clusters Score: Raw -68971.005972 + Penalty 826.885156 = -68144.120816 nChanged 7 SP:Iteration 9Q (36.487094 sec): 3 clusters Score: Raw -68975.199005 + Penalty 825.952313 = -68149.246691 nChanged 5 SP:Iteration 10F (36.488806 sec): 3 clusters Score: Raw -68976.652071 + Penalty 825.595646 = -68151.056425 nChanged 4 SP:Iteration 11Q (36.490461 sec): 3 clusters Score: Raw -68977.606722 + Penalty 825.297379 = -68152.309343 nChanged 1 SP:Iteration 12Q (36.492108 sec): 3 clusters Score: Raw -68977.726553 + Penalty 825.141806 = -68152.584747 nChanged 1 SP:Iteration 13Q (36.493726 sec): 3 clusters Score: Raw -68977.775783 + Penalty 824.397383 = -68153.378400 nChanged 2 SP:Iteration 14Q (36.495291 sec): 3 clusters Score: Raw -68978.459942 + Penalty 824.174917 = -68154.285025 nChanged 3 SP:Iteration 15Q (36.496892 sec): 3 clusters Score: Raw -68979.146775 + Penalty 823.975706 = -68155.171070 nChanged 2 SP:Iteration 16Q (36.498453 sec): 3 clusters Score: Raw -68979.358642 + Penalty 823.327181 = -68156.031461 nChanged 2 SP:Iteration 17Q (36.499990 sec): 3 clusters Score: Raw -68979.840450 + Penalty 823.327181 = -68156.513269 nChanged 0 SP:Iteration 18F (36.501624 sec): 3 clusters Score: Raw -68979.840450 + Penalty 823.327181 = -68156.513269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.502986 sec): 2 clusters Score: Raw -21790.174992 + Penalty 384.503733 = -21405.671259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.503655 sec): 3 clusters Score: Raw -21676.673376 + Penalty 757.430485 = -20919.242891 nChanged 71 SP:Iteration 1F (36.504314 sec): 3 clusters Score: Raw -21731.650177 + Penalty 756.947063 = -20974.703114 nChanged 26 SP:Iteration 2F (36.504974 sec): 3 clusters Score: Raw -21759.823953 + Penalty 758.112121 = -21001.711832 nChanged 19 SP:Iteration 3F (36.505608 sec): 3 clusters Score: Raw -21782.949678 + Penalty 764.690594 = -21018.259084 nChanged 13 SP:Iteration 4F (36.506244 sec): 3 clusters Score: Raw -21795.839061 + Penalty 780.183065 = -21015.655996 nChanged 9 SP:Iteration 5F (36.506929 sec): 3 clusters Score: Raw -21813.573159 + Penalty 782.110650 = -21031.462509 nChanged 8 SP:Iteration 6Q (36.507557 sec): 3 clusters Score: Raw -21824.697233 + Penalty 785.427247 = -21039.269987 nChanged 2 SP:Iteration 7Q (36.508173 sec): 3 clusters Score: Raw -21828.069343 + Penalty 788.153397 = -21039.915945 nChanged 2 SP:Iteration 8Q (36.508762 sec): 3 clusters Score: Raw -21832.483266 + Penalty 788.153397 = -21044.329869 nChanged 0 SP:Iteration 9F (36.509427 sec): 3 clusters Score: Raw -21832.483266 + Penalty 788.153397 = -21044.329869 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 52 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.512017 sec): 2 clusters Score: Raw -63898.602496 + Penalty 588.202259 = -63310.400237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.513586 sec): 3 clusters Score: Raw -63458.012471 + Penalty 1170.355679 = -62287.656793 nChanged 288 SP:Iteration 1F (36.515052 sec): 3 clusters Score: Raw -63624.392205 + Penalty 1166.971269 = -62457.420935 nChanged 89 SP:Iteration 2F (36.516516 sec): 3 clusters Score: Raw -63705.021278 + Penalty 1173.045346 = -62531.975932 nChanged 74 SP:Iteration 3F (36.517986 sec): 3 clusters Score: Raw -63781.582556 + Penalty 1186.018372 = -62595.564184 nChanged 58 SP:Iteration 4F (36.519453 sec): 3 clusters Score: Raw -63820.189464 + Penalty 1197.738337 = -62622.451127 nChanged 36 SP:Iteration 5Q (36.520948 sec): 3 clusters Score: Raw -63841.135587 + Penalty 1206.562237 = -62634.573350 nChanged 17 SP:Iteration 6Q (36.522419 sec): 3 clusters Score: Raw -63853.659054 + Penalty 1214.564844 = -62639.094210 nChanged 15 SP:Iteration 7Q (36.523879 sec): 3 clusters Score: Raw -63864.134159 + Penalty 1225.708141 = -62638.426018 nChanged 19 SP:Iteration 8F (36.525407 sec): 3 clusters Score: Raw -63875.786471 + Penalty 1239.578575 = -62636.207896 nChanged 20 SP:Iteration 9F (36.527003 sec): 3 clusters Score: Raw -63888.345836 + Penalty 1253.024511 = -62635.321326 nChanged 19 SP:Iteration 10F (36.528570 sec): 3 clusters Score: Raw -63899.727400 + Penalty 1263.891061 = -62635.836339 nChanged 16 SP:Iteration 11Q (36.530023 sec): 3 clusters Score: Raw -63910.289735 + Penalty 1275.034694 = -62635.255041 nChanged 15 SP:Iteration 12F (36.531488 sec): 3 clusters Score: Raw -63918.560187 + Penalty 1285.487842 = -62633.072345 nChanged 12 SP:Iteration 13F (36.532983 sec): 3 clusters Score: Raw -63925.804100 + Penalty 1292.529778 = -62633.274322 nChanged 10 SP:Iteration 14Q (36.534406 sec): 3 clusters Score: Raw -63932.101224 + Penalty 1297.481958 = -62634.619266 nChanged 8 SP:Iteration 15Q (36.535834 sec): 3 clusters Score: Raw -63936.844730 + Penalty 1304.503346 = -62632.341384 nChanged 7 SP:Iteration 16F (36.537332 sec): 3 clusters Score: Raw -63940.705847 + Penalty 1308.592902 = -62632.112944 nChanged 5 SP:Iteration 17F (36.538850 sec): 3 clusters Score: Raw -63943.726927 + Penalty 1308.592902 = -62635.134025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.540337 sec): 2 clusters Score: Raw -27676.207044 + Penalty 510.169625 = -27166.037419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.541171 sec): 3 clusters Score: Raw -27553.415545 + Penalty 1013.045244 = -26540.370301 nChanged 89 SP:Iteration 1F (36.541990 sec): 3 clusters Score: Raw -27658.515323 + Penalty 1007.773174 = -26650.742149 nChanged 42 SP:Iteration 2F (36.542807 sec): 3 clusters Score: Raw -27711.238696 + Penalty 1008.549566 = -26702.689130 nChanged 20 SP:Iteration 3F (36.543605 sec): 3 clusters Score: Raw -27734.874670 + Penalty 1016.665146 = -26718.209523 nChanged 16 SP:Iteration 4Q (36.544377 sec): 3 clusters Score: Raw -27748.545861 + Penalty 1022.976099 = -26725.569761 nChanged 6 SP:Iteration 5Q (36.545150 sec): 3 clusters Score: Raw -27752.671752 + Penalty 1029.805844 = -26722.865908 nChanged 4 SP:Iteration 6F (36.545935 sec): 3 clusters Score: Raw -27756.820319 + Penalty 1031.662491 = -26725.157828 nChanged 1 SP:Iteration 7Q (36.546703 sec): 3 clusters Score: Raw -27757.000699 + Penalty 1031.662491 = -26725.338208 nChanged 0 SP:Iteration 8F (36.547486 sec): 3 clusters Score: Raw -27757.000699 + Penalty 1031.662491 = -26725.338208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.548433 sec): 2 clusters Score: Raw -14468.836820 + Penalty 551.064099 = -13917.772721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.548971 sec): 3 clusters Score: Raw -14442.767933 + Penalty 1098.006559 = -13344.761375 nChanged 34 SP:Iteration 1F (36.549504 sec): 3 clusters Score: Raw -14493.666706 + Penalty 1099.807446 = -13393.859259 nChanged 9 SP:Iteration 2Q (36.550026 sec): 3 clusters Score: Raw -14509.292448 + Penalty 1100.574626 = -13408.717822 nChanged 2 SP:Iteration 3Q (36.550544 sec): 3 clusters Score: Raw -14512.093527 + Penalty 1100.780443 = -13411.313085 nChanged 1 SP:Iteration 4Q (36.551061 sec): 3 clusters Score: Raw -14512.941952 + Penalty 1100.791997 = -13412.149955 nChanged 2 SP:Iteration 5Q (36.551578 sec): 3 clusters Score: Raw -14516.702733 + Penalty 1100.962506 = -13415.740227 nChanged 2 SP:Iteration 6Q (36.552093 sec): 3 clusters Score: Raw -14520.139310 + Penalty 1101.348569 = -13418.790741 nChanged 1 SP:Iteration 7Q (36.552607 sec): 3 clusters Score: Raw -14521.405041 + Penalty 1101.348569 = -13420.056472 nChanged 0 SP:Iteration 8F (36.553135 sec): 3 clusters Score: Raw -14521.405041 + Penalty 1101.348569 = -13420.056472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.554812 sec): 2 clusters Score: Raw -39843.651329 + Penalty 945.705763 = -38897.945566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.555765 sec): 3 clusters Score: Raw -39744.945999 + Penalty 1891.320628 = -37853.625371 nChanged 86 SP:Iteration 1F (36.556722 sec): 3 clusters Score: Raw -39860.894611 + Penalty 1891.421690 = -37969.472921 nChanged 15 SP:Iteration 2Q (36.557654 sec): 3 clusters Score: Raw -39883.790194 + Penalty 1891.423881 = -37992.366312 nChanged 10 SP:Iteration 3Q (36.558598 sec): 3 clusters Score: Raw -39898.536896 + Penalty 1891.411526 = -38007.125370 nChanged 11 SP:Iteration 4Q (36.559529 sec): 3 clusters Score: Raw -39907.165958 + Penalty 1891.411526 = -38015.754433 nChanged 4 SP:Iteration 5Q (36.560446 sec): 3 clusters Score: Raw -39917.196260 + Penalty 1891.442499 = -38025.753761 nChanged 6 SP:Iteration 6Q (36.561395 sec): 3 clusters Score: Raw -39923.689428 + Penalty 1891.473634 = -38032.215795 nChanged 4 SP:Iteration 7Q (36.562328 sec): 3 clusters Score: Raw -39932.009664 + Penalty 1891.458482 = -38040.551182 nChanged 3 SP:Iteration 8Q (36.563242 sec): 3 clusters Score: Raw -39938.713581 + Penalty 1891.438998 = -38047.274583 nChanged 3 SP:Iteration 9Q (36.564154 sec): 3 clusters Score: Raw -39943.008788 + Penalty 1891.455840 = -38051.552947 nChanged 1 SP:Iteration 10F (36.565088 sec): 3 clusters Score: Raw -39943.962454 + Penalty 1891.468411 = -38052.494044 nChanged 2 SP:Iteration 11Q (36.566075 sec): 3 clusters Score: Raw -39944.841969 + Penalty 1891.469602 = -38053.372366 nChanged 1 SP:Iteration 12Q (36.567045 sec): 3 clusters Score: Raw -39945.163480 + Penalty 1891.463029 = -38053.700450 nChanged 2 SP:Iteration 13Q (36.567998 sec): 3 clusters Score: Raw -39946.161339 + Penalty 1891.516399 = -38054.644940 nChanged 1 SP:Iteration 14Q (36.568949 sec): 3 clusters Score: Raw -39947.204230 + Penalty 1891.587017 = -38055.617213 nChanged 3 SP:Iteration 15Q (36.569865 sec): 3 clusters Score: Raw -39949.051401 + Penalty 1891.612043 = -38057.439359 nChanged 2 SP:Iteration 16Q (36.570780 sec): 3 clusters Score: Raw -39949.810613 + Penalty 1891.606304 = -38058.204309 nChanged 2 SP:Iteration 17Q (36.571691 sec): 3 clusters Score: Raw -39950.984311 + Penalty 1891.597497 = -38059.386814 nChanged 1 SP:Iteration 18Q (36.572671 sec): 3 clusters Score: Raw -39951.387796 + Penalty 1891.669278 = -38059.718518 nChanged 1 SP:Iteration 19Q (36.573613 sec): 3 clusters Score: Raw -39951.652728 + Penalty 1891.687398 = -38059.965329 nChanged 3 SP:Iteration 20F (36.574607 sec): 3 clusters Score: Raw -39952.382002 + Penalty 1891.663034 = -38060.718968 nChanged 1 SP:Iteration 21Q (36.575559 sec): 3 clusters Score: Raw -39952.705528 + Penalty 1891.677006 = -38061.028522 nChanged 2 SP:Iteration 22Q (36.576512 sec): 3 clusters Score: Raw -39954.021276 + Penalty 1891.610100 = -38062.411176 nChanged 2 SP:Iteration 23Q (36.577454 sec): 3 clusters Score: Raw -39955.195966 + Penalty 1891.569441 = -38063.626525 nChanged 3 SP:Iteration 24Q (36.578367 sec): 3 clusters Score: Raw -39956.078768 + Penalty 1891.595927 = -38064.482840 nChanged 1 SP:Iteration 25Q (36.579281 sec): 3 clusters Score: Raw -39956.318287 + Penalty 1891.639737 = -38064.678550 nChanged 1 SP:Iteration 26Q (36.580192 sec): 3 clusters Score: Raw -39960.752792 + Penalty 1891.595927 = -38069.156865 nChanged 1 SP:Iteration 27Q (36.581102 sec): 3 clusters Score: Raw -39962.676079 + Penalty 1891.595927 = -38071.080152 nChanged 0 SP:Iteration 28F (36.582035 sec): 3 clusters Score: Raw -39962.676079 + Penalty 1891.595927 = -38071.080152 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 93 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.585410 sec): 2 clusters Score: Raw -81314.044684 + Penalty 697.955817 = -80616.088868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.587277 sec): 3 clusters Score: Raw -80877.595333 + Penalty 1397.346965 = -79480.248367 nChanged 332 SP:Iteration 1F (36.589079 sec): 3 clusters Score: Raw -81107.899886 + Penalty 1393.436678 = -79714.463208 nChanged 96 SP:Iteration 2F (36.590928 sec): 3 clusters Score: Raw -81200.510428 + Penalty 1388.750995 = -79811.759433 nChanged 79 SP:Iteration 3F (36.592739 sec): 3 clusters Score: Raw -81268.525198 + Penalty 1385.987837 = -79882.537361 nChanged 59 SP:Iteration 4F (36.594614 sec): 3 clusters Score: Raw -81320.708522 + Penalty 1383.506271 = -79937.202251 nChanged 53 SP:Iteration 5F (36.596513 sec): 3 clusters Score: Raw -81353.918909 + Penalty 1382.353739 = -79971.565170 nChanged 30 SP:Iteration 6Q (36.598377 sec): 3 clusters Score: Raw -81371.613594 + Penalty 1383.238635 = -79988.374959 nChanged 23 SP:Iteration 7Q (36.600187 sec): 3 clusters Score: Raw -81383.371324 + Penalty 1383.229082 = -80000.142242 nChanged 14 SP:Iteration 8Q (36.601992 sec): 3 clusters Score: Raw -81388.978480 + Penalty 1381.659462 = -80007.319018 nChanged 8 SP:Iteration 9Q (36.603758 sec): 3 clusters Score: Raw -81392.560519 + Penalty 1380.411294 = -80012.149225 nChanged 8 SP:Iteration 10F (36.605547 sec): 3 clusters Score: Raw -81395.723786 + Penalty 1379.614011 = -80016.109775 nChanged 5 SP:Iteration 11Q (36.607392 sec): 3 clusters Score: Raw -81398.002044 + Penalty 1380.232753 = -80017.769291 nChanged 4 SP:Iteration 12Q (36.609166 sec): 3 clusters Score: Raw -81400.225712 + Penalty 1381.783827 = -80018.441885 nChanged 4 SP:Iteration 13Q (36.610933 sec): 3 clusters Score: Raw -81400.780938 + Penalty 1382.262804 = -80018.518134 nChanged 2 SP:Iteration 14Q (36.612666 sec): 3 clusters Score: Raw -81401.286795 + Penalty 1383.768826 = -80017.517969 nChanged 3 SP:Iteration 15F (36.614425 sec): 3 clusters Score: Raw -81402.269324 + Penalty 1385.211847 = -80017.057477 nChanged 2 SP:Iteration 16F (36.616183 sec): 3 clusters Score: Raw -81403.139521 + Penalty 1386.725289 = -80016.414232 nChanged 3 SP:Iteration 17F (36.617944 sec): 3 clusters Score: Raw -81404.480987 + Penalty 1386.297989 = -80018.182999 nChanged 2 SP:Iteration 18Q (36.619681 sec): 3 clusters Score: Raw -81406.843301 + Penalty 1386.339985 = -80020.503316 nChanged 1 SP:Iteration 19Q (36.621414 sec): 3 clusters Score: Raw -81407.619589 + Penalty 1386.339985 = -80021.279604 nChanged 0 SP:Iteration 20F (36.623173 sec): 3 clusters Score: Raw -81407.619589 + Penalty 1386.339985 = -80021.279604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.624285 sec): 2 clusters Score: Raw -5368.901779 + Penalty 128.074822 = -5240.826956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.624650 sec): 3 clusters Score: Raw -5438.872320 + Penalty 283.619309 = -5155.253010 nChanged 25 SP:Iteration 1F (36.625010 sec): 3 clusters Score: Raw -5489.448732 + Penalty 323.778710 = -5165.670022 nChanged 5 SP:Iteration 2F (36.625394 sec): 3 clusters Score: Raw -5500.882405 + Penalty 364.881368 = -5136.001037 nChanged 3 SP:Iteration 3F (36.625777 sec): 3 clusters Score: Raw -5505.186826 + Penalty 364.881368 = -5140.305457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.627919 sec): 2 clusters Score: Raw -6221.799204 + Penalty 148.865992 = -6072.933212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.628286 sec): 3 clusters Score: Raw -6197.659260 + Penalty 286.653242 = -5911.006018 nChanged 22 SP:Iteration 1F (36.628648 sec): 3 clusters Score: Raw -6226.102354 + Penalty 286.400363 = -5939.701990 nChanged 4 SP:Iteration 2Q (36.629009 sec): 3 clusters Score: Raw -6230.251326 + Penalty 286.215415 = -5944.035911 nChanged 1 SP:Iteration 3Q (36.629365 sec): 3 clusters Score: Raw -6235.112670 + Penalty 286.142928 = -5948.969741 nChanged 1 SP:Iteration 4Q (36.629717 sec): 3 clusters Score: Raw -6237.887327 + Penalty 288.013928 = -5949.873398 nChanged 1 SP:Iteration 5Q (36.630065 sec): 3 clusters Score: Raw -6238.722023 + Penalty 288.054814 = -5950.667208 nChanged 1 SP:Iteration 6Q (36.630413 sec): 3 clusters Score: Raw -6239.914096 + Penalty 288.054814 = -5951.859282 nChanged 0 SP:Iteration 7F (36.630768 sec): 3 clusters Score: Raw -6239.914096 + Penalty 288.054814 = -5951.859282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.631242 sec): 2 clusters Score: Raw -287.967052 + Penalty 13.867431 = -274.099621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.631440 sec): 3 clusters Score: Raw -291.698808 + Penalty 27.734862 = -263.963945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.631913 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.632096 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 211 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.632857 sec): 2 clusters Score: Raw -8188.176150 + Penalty 327.563092 = -7860.613058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.633282 sec): 3 clusters Score: Raw -8178.262734 + Penalty 649.142976 = -7529.119758 nChanged 23 SP:Iteration 1F (36.633702 sec): 3 clusters Score: Raw -8208.764978 + Penalty 639.944656 = -7568.820322 nChanged 11 SP:Iteration 2F (36.634119 sec): 3 clusters Score: Raw -8233.825516 + Penalty 631.053127 = -7602.772389 nChanged 5 SP:Iteration 3Q (36.634524 sec): 3 clusters Score: Raw -8255.647795 + Penalty 627.140325 = -7628.507470 nChanged 2 SP:Iteration 4Q (36.634920 sec): 3 clusters Score: Raw -8263.181760 + Penalty 623.830983 = -7639.350777 nChanged 2 SP:Iteration 5Q (36.635313 sec): 3 clusters Score: Raw -8268.729580 + Penalty 619.546122 = -7649.183457 nChanged 1 SP:Iteration 6Q (36.635707 sec): 3 clusters Score: Raw -8269.725449 + Penalty 624.200921 = -7645.524527 nChanged 1 SP:Iteration 7F (36.636124 sec): 3 clusters Score: Raw -8277.515771 + Penalty 628.961974 = -7648.553797 nChanged 2 SP:Iteration 8Q (36.636516 sec): 3 clusters Score: Raw -8286.189884 + Penalty 629.457820 = -7656.732064 nChanged 2 SP:Iteration 9Q (36.636906 sec): 3 clusters Score: Raw -8291.563935 + Penalty 629.457820 = -7662.106115 nChanged 0 SP:Iteration 10F (36.637323 sec): 3 clusters Score: Raw -8291.563935 + Penalty 629.457820 = -7662.106115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 214 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.637784 sec): 2 clusters Score: Raw -775.336747 + Penalty 11.989476 = -763.347271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.637978 sec): 3 clusters Score: Raw -771.271392 + Penalty 23.978953 = -747.292439 nChanged 1 SP:Iteration 1F (36.638170 sec): 3 clusters Score: Raw -773.005736 + Penalty 23.978953 = -749.026783 nChanged 1 SP:Iteration 2F (36.638361 sec): 3 clusters Score: Raw -774.953102 + Penalty 23.978953 = -750.974149 nChanged 1 SP:Iteration 3F (36.638552 sec): 3 clusters Score: Raw -777.696883 + Penalty 23.978953 = -753.717930 nChanged 0 Deleting Class 50 (252 points): Lose 551.391486 but Gain 697.820460 Iteration 119Q (36.733388 sec): 36 clusters Score: Raw -1796555.667097 + Penalty 29317.260223 = -1767238.406874 nChanged 366 Deleting Class 84 (186 points): Lose 942.993130 but Gain 1057.523808 Iteration 120F (37.105148 sec): 35 clusters Score: Raw -1796127.258661 + Penalty 28482.302127 = -1767644.956534 nChanged 378 Deleting Class 35 (1 points): Lose 69.450635 but Gain 166.044705 Iteration 121Q (37.183216 sec): 34 clusters Score: Raw -1796738.658570 + Penalty 28361.797155 = -1768376.861415 nChanged 185 Deleting Class 186 (4 points): Lose 56.884652 but Gain 100.292161 Iteration 122Q (37.258064 sec): 33 clusters Score: Raw -1796803.081830 + Penalty 28291.621627 = -1768511.460203 nChanged 133 Deleting Class 214 (11 points): Lose 39.378569 but Gain 50.129853 Iteration 123Q (37.332734 sec): 32 clusters Score: Raw -1796850.958457 + Penalty 28267.247923 = -1768583.710534 nChanged 98 Iteration 124Q (37.404269 sec): 32 clusters Score: Raw -1796903.791384 + Penalty 28277.937222 = -1768625.854162 nChanged 72 Iteration 125Q (37.475713 sec): 32 clusters Score: Raw -1796929.177778 + Penalty 28291.360798 = -1768637.816980 nChanged 58 Iteration 126Q (37.546995 sec): 32 clusters Score: Raw -1796954.363700 + Penalty 28302.046207 = -1768652.317493 nChanged 62 Iteration 127Q (37.617975 sec): 32 clusters Score: Raw -1796980.385341 + Penalty 28305.421203 = -1768674.964138 nChanged 60 Iteration 128Q (37.689555 sec): 32 clusters Score: Raw -1796999.656227 + Penalty 28312.824272 = -1768686.831955 nChanged 52 Iteration 129Q (37.761328 sec): 32 clusters Score: Raw -1797022.592417 + Penalty 28329.157155 = -1768693.435262 nChanged 49 Iteration 130F (38.108413 sec): 32 clusters Score: Raw -1797044.169055 + Penalty 28345.820399 = -1768698.348656 nChanged 45 Iteration 131Q (38.180530 sec): 32 clusters Score: Raw -1797066.117217 + Penalty 28364.192350 = -1768701.924867 nChanged 50 Iteration 132Q (38.252864 sec): 32 clusters Score: Raw -1797090.228287 + Penalty 28382.432549 = -1768707.795738 nChanged 63 Iteration 133Q (38.325346 sec): 32 clusters Score: Raw -1797122.314316 + Penalty 28401.653495 = -1768720.660821 nChanged 53 Iteration 134Q (38.397482 sec): 32 clusters Score: Raw -1797154.521324 + Penalty 28411.226274 = -1768743.295050 nChanged 32 Iteration 135Q (38.469308 sec): 32 clusters Score: Raw -1797167.213553 + Penalty 28415.299685 = -1768751.913868 nChanged 30 Iteration 136Q (38.541499 sec): 32 clusters Score: Raw -1797182.039872 + Penalty 28421.389036 = -1768760.650836 nChanged 26 Iteration 137Q (38.612339 sec): 32 clusters Score: Raw -1797198.591414 + Penalty 28417.689332 = -1768780.902082 nChanged 22 Iteration 138Q (38.682914 sec): 32 clusters Score: Raw -1797206.755786 + Penalty 28418.156222 = -1768788.599563 nChanged 23 Iteration 139Q (38.754112 sec): 32 clusters Score: Raw -1797213.828161 + Penalty 28419.872408 = -1768793.955753 nChanged 9 Iteration 140F (39.095430 sec): 32 clusters Score: Raw -1797216.706097 + Penalty 28423.437764 = -1768793.268333 nChanged 12 Iteration 141F (39.436260 sec): 32 clusters Score: Raw -1797221.893317 + Penalty 28426.830326 = -1768795.062991 nChanged 7 Iteration 142Q (39.507646 sec): 32 clusters Score: Raw -1797226.177175 + Penalty 28426.672512 = -1768799.504664 nChanged 7 Iteration 143Q (39.578424 sec): 32 clusters Score: Raw -1797229.173317 + Penalty 28426.483981 = -1768802.689336 nChanged 5 Iteration 144Q (39.648628 sec): 32 clusters Score: Raw -1797229.723343 + Penalty 28426.409289 = -1768803.314055 nChanged 3 Iteration 145Q (39.719643 sec): 32 clusters Score: Raw -1797230.179479 + Penalty 28426.605834 = -1768803.573646 nChanged 3 Iteration 146Q (39.790202 sec): 32 clusters Score: Raw -1797230.373461 + Penalty 28427.168596 = -1768803.204864 nChanged 3 Iteration 147F (40.132207 sec): 32 clusters Score: Raw -1797230.671273 + Penalty 28427.386366 = -1768803.284907 nChanged 1 Iteration 148Q (40.203159 sec): 32 clusters Score: Raw -1797230.773099 + Penalty 28427.410957 = -1768803.362142 nChanged 2 Iteration 149Q (40.274495 sec): 32 clusters Score: Raw -1797230.800623 + Penalty 28427.410957 = -1768803.389667 nChanged 0 Iteration 150F (40.615379 sec): 32 clusters Score: Raw -1797230.800623 + Penalty 28427.410957 = -1768803.389667 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1797230.800623 + Penalty 28427.410957 = -1768803.389667Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.660920 sec): 2 clusters Score: Raw -51046.675361 + Penalty 1012.798579 = -50033.876782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.662149 sec): 3 clusters Score: Raw -50897.818072 + Penalty 2025.364992 = -48872.453080 nChanged 158 SP:Iteration 1F (40.663326 sec): 3 clusters Score: Raw -51092.770900 + Penalty 2025.621521 = -49067.149378 nChanged 42 SP:Iteration 2F (40.664501 sec): 3 clusters Score: Raw -51160.859895 + Penalty 2025.934743 = -49134.925152 nChanged 29 SP:Iteration 3F (40.665676 sec): 3 clusters Score: Raw -51195.358776 + Penalty 2026.106165 = -49169.252611 nChanged 15 SP:Iteration 4Q (40.666812 sec): 3 clusters Score: Raw -51210.304050 + Penalty 2026.322507 = -49183.981543 nChanged 4 SP:Iteration 5Q (40.667943 sec): 3 clusters Score: Raw -51214.548133 + Penalty 2026.395314 = -49188.152819 nChanged 4 SP:Iteration 6Q (40.669103 sec): 3 clusters Score: Raw -51217.395651 + Penalty 2026.479175 = -49190.916476 nChanged 3 SP:Iteration 7Q (40.670233 sec): 3 clusters Score: Raw -51221.443313 + Penalty 2026.570081 = -49194.873232 nChanged 4 SP:Iteration 8Q (40.671363 sec): 3 clusters Score: Raw -51229.022817 + Penalty 2026.563190 = -49202.459627 nChanged 1 SP:Iteration 9Q (40.672507 sec): 3 clusters Score: Raw -51229.836147 + Penalty 2026.555473 = -49203.280674 nChanged 1 SP:Iteration 10F (40.673685 sec): 3 clusters Score: Raw -51233.992466 + Penalty 2026.716651 = -49207.275816 nChanged 4 SP:Iteration 11Q (40.674809 sec): 3 clusters Score: Raw -51237.016871 + Penalty 2026.858943 = -49210.157928 nChanged 1 SP:Iteration 12Q (40.675933 sec): 3 clusters Score: Raw -51237.937846 + Penalty 2026.908034 = -49211.029812 nChanged 1 SP:Iteration 13Q (40.677054 sec): 3 clusters Score: Raw -51238.397777 + Penalty 2026.908034 = -49211.489743 nChanged 0 SP:Iteration 14F (40.678226 sec): 3 clusters Score: Raw -51238.397777 + Penalty 2026.908034 = -49211.489743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.678746 sec): 2 clusters Score: Raw -2168.854241 + Penalty 19.389724 = -2149.464517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.678967 sec): 3 clusters Score: Raw -2174.108707 + Penalty 38.782953 = -2135.325754 nChanged 11 SP:Iteration 1F (40.679183 sec): 3 clusters Score: Raw -2183.177006 + Penalty 38.782953 = -2144.394053 nChanged 1 SP:Iteration 2Q (40.679389 sec): 3 clusters Score: Raw -2183.533042 + Penalty 38.811234 = -2144.721808 nChanged 1 SP:Iteration 3Q (40.679596 sec): 3 clusters Score: Raw -2183.814310 + Penalty 38.869071 = -2144.945239 nChanged 1 SP:Iteration 4Q (40.679801 sec): 3 clusters Score: Raw -2184.018784 + Penalty 38.869071 = -2145.149713 nChanged 0 SP:Iteration 5F (40.680008 sec): 3 clusters Score: Raw -2184.018784 + Penalty 38.869071 = -2145.149713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.685865 sec): 2 clusters Score: Raw -98329.876700 + Penalty 691.560075 = -97638.316625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.688157 sec): 3 clusters Score: Raw -97748.502577 + Penalty 1386.823621 = -96361.678956 nChanged 378 SP:Iteration 1F (40.690412 sec): 3 clusters Score: Raw -98037.959997 + Penalty 1401.851941 = -96636.108056 nChanged 140 SP:Iteration 2F (40.692659 sec): 3 clusters Score: Raw -98176.617967 + Penalty 1421.202974 = -96755.414993 nChanged 79 SP:Iteration 3F (40.694792 sec): 3 clusters Score: Raw -98251.268657 + Penalty 1447.987648 = -96803.281009 nChanged 63 SP:Iteration 4F (40.696909 sec): 3 clusters Score: Raw -98316.010030 + Penalty 1468.935144 = -96847.074886 nChanged 37 SP:Iteration 5Q (40.698992 sec): 3 clusters Score: Raw -98352.579965 + Penalty 1488.059729 = -96864.520235 nChanged 30 SP:Iteration 6Q (40.701109 sec): 3 clusters Score: Raw -98382.077622 + Penalty 1509.644202 = -96872.433420 nChanged 27 SP:Iteration 7Q (40.703168 sec): 3 clusters Score: Raw -98411.839079 + Penalty 1529.147401 = -96882.691678 nChanged 24 SP:Iteration 8Q (40.705137 sec): 3 clusters Score: Raw -98445.684570 + Penalty 1543.389118 = -96902.295452 nChanged 18 SP:Iteration 9Q (40.707056 sec): 3 clusters Score: Raw -98469.905791 + Penalty 1548.290224 = -96921.615567 nChanged 16 SP:Iteration 10F (40.709130 sec): 3 clusters Score: Raw -98489.580393 + Penalty 1549.958989 = -96939.621404 nChanged 14 SP:Iteration 11Q (40.711003 sec): 3 clusters Score: Raw -98505.893732 + Penalty 1548.536942 = -96957.356790 nChanged 11 SP:Iteration 12Q (40.712870 sec): 3 clusters Score: Raw -98515.795801 + Penalty 1546.285467 = -96969.510335 nChanged 10 SP:Iteration 13Q (40.714730 sec): 3 clusters Score: Raw -98527.692027 + Penalty 1542.192965 = -96985.499062 nChanged 15 SP:Iteration 14Q (40.716802 sec): 3 clusters Score: Raw -98550.525596 + Penalty 1533.474058 = -97017.051537 nChanged 21 SP:Iteration 15Q (40.718800 sec): 3 clusters Score: Raw -98617.068453 + Penalty 1519.840850 = -97097.227603 nChanged 36 SP:Iteration 16Q (40.720656 sec): 3 clusters Score: Raw -98711.835784 + Penalty 1510.842942 = -97200.992842 nChanged 29 SP:Iteration 17Q (40.722491 sec): 3 clusters Score: Raw -98744.488676 + Penalty 1509.720084 = -97234.768591 nChanged 13 SP:Iteration 18Q (40.724340 sec): 3 clusters Score: Raw -98760.522718 + Penalty 1507.793514 = -97252.729204 nChanged 13 SP:Iteration 19Q (40.726166 sec): 3 clusters Score: Raw -98774.953172 + Penalty 1504.055173 = -97270.898000 nChanged 10 SP:Iteration 20F (40.728241 sec): 3 clusters Score: Raw -98779.886142 + Penalty 1502.175141 = -97277.711001 nChanged 5 SP:Iteration 21Q (40.730132 sec): 3 clusters Score: Raw -98783.036626 + Penalty 1501.519893 = -97281.516733 nChanged 3 SP:Iteration 22Q (40.732014 sec): 3 clusters Score: Raw -98788.550428 + Penalty 1499.639489 = -97288.910939 nChanged 5 SP:Iteration 23Q (40.733856 sec): 3 clusters Score: Raw -98791.401398 + Penalty 1499.072921 = -97292.328476 nChanged 2 SP:Iteration 24Q (40.735674 sec): 3 clusters Score: Raw -98792.760420 + Penalty 1498.396302 = -97294.364118 nChanged 1 SP:Iteration 25Q (40.737489 sec): 3 clusters Score: Raw -98793.468565 + Penalty 1496.926685 = -97296.541880 nChanged 3 SP:Iteration 26Q (40.739363 sec): 3 clusters Score: Raw -98796.383923 + Penalty 1495.285845 = -97301.098078 nChanged 4 SP:Iteration 27Q (40.741222 sec): 3 clusters Score: Raw -98799.497696 + Penalty 1494.441672 = -97305.056024 nChanged 2 SP:Iteration 28Q (40.743039 sec): 3 clusters Score: Raw -98800.555306 + Penalty 1494.275505 = -97306.279800 nChanged 2 SP:Iteration 29Q (40.744853 sec): 3 clusters Score: Raw -98801.538006 + Penalty 1494.275505 = -97307.262500 nChanged 0 SP:Iteration 30F (40.746925 sec): 3 clusters Score: Raw -98801.538006 + Penalty 1494.275505 = -97307.262500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.748359 sec): 2 clusters Score: Raw -25157.114780 + Penalty 790.291302 = -24366.823478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.749136 sec): 3 clusters Score: Raw -25124.182933 + Penalty 1589.277179 = -23534.905754 nChanged 66 SP:Iteration 1F (40.749871 sec): 3 clusters Score: Raw -25268.120137 + Penalty 1598.900637 = -23669.219501 nChanged 25 SP:Iteration 2F (40.750615 sec): 3 clusters Score: Raw -25326.218141 + Penalty 1607.556673 = -23718.661467 nChanged 14 SP:Iteration 3Q (40.751321 sec): 3 clusters Score: Raw -25355.458261 + Penalty 1616.080240 = -23739.378022 nChanged 11 SP:Iteration 4Q (40.752014 sec): 3 clusters Score: Raw -25376.193264 + Penalty 1616.080240 = -23760.113024 nChanged 0 SP:Iteration 5F (40.752752 sec): 3 clusters Score: Raw -25376.193264 + Penalty 1616.080240 = -23760.113024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 5 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.754697 sec): 2 clusters Score: Raw -43599.781817 + Penalty 1007.901022 = -42591.880795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.755886 sec): 3 clusters Score: Raw -43504.559612 + Penalty 2015.916684 = -41488.642928 nChanged 139 SP:Iteration 1F (40.757055 sec): 3 clusters Score: Raw -43748.845666 + Penalty 2015.833940 = -41733.011726 nChanged 51 SP:Iteration 2F (40.758222 sec): 3 clusters Score: Raw -43843.705552 + Penalty 2015.814442 = -41827.891110 nChanged 25 SP:Iteration 3Q (40.759332 sec): 3 clusters Score: Raw -43891.708465 + Penalty 2015.705465 = -41876.003000 nChanged 14 SP:Iteration 4Q (40.760425 sec): 3 clusters Score: Raw -43909.528298 + Penalty 2015.785861 = -41893.742436 nChanged 11 SP:Iteration 5Q (40.761514 sec): 3 clusters Score: Raw -43925.447639 + Penalty 2015.798971 = -41909.648668 nChanged 7 SP:Iteration 6Q (40.762634 sec): 3 clusters Score: Raw -43934.142262 + Penalty 2015.840699 = -41918.301563 nChanged 6 SP:Iteration 7Q (40.763721 sec): 3 clusters Score: Raw -43942.413847 + Penalty 2015.773967 = -41926.639880 nChanged 4 SP:Iteration 8Q (40.764803 sec): 3 clusters Score: Raw -43949.382723 + Penalty 2015.816466 = -41933.566256 nChanged 4 SP:Iteration 9Q (40.765884 sec): 3 clusters Score: Raw -43953.920413 + Penalty 2015.831152 = -41938.089261 nChanged 4 SP:Iteration 10F (40.767049 sec): 3 clusters Score: Raw -43966.067238 + Penalty 2015.831152 = -41950.236086 nChanged 2 SP:Iteration 11Q (40.768130 sec): 3 clusters Score: Raw -43968.459761 + Penalty 2015.896326 = -41952.563435 nChanged 1 SP:Iteration 12Q (40.769209 sec): 3 clusters Score: Raw -43969.003591 + Penalty 2015.970004 = -41953.033587 nChanged 1 SP:Iteration 13Q (40.770287 sec): 3 clusters Score: Raw -43969.641857 + Penalty 2015.970004 = -41953.671853 nChanged 0 SP:Iteration 14F (40.771456 sec): 3 clusters Score: Raw -43969.641857 + Penalty 2015.970004 = -41953.671853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.773075 sec): 2 clusters Score: Raw -41168.299424 + Penalty 980.149013 = -40188.150411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.774055 sec): 3 clusters Score: Raw -41117.008045 + Penalty 1960.507471 = -39156.500574 nChanged 82 SP:Iteration 1F (40.775002 sec): 3 clusters Score: Raw -41230.044569 + Penalty 1960.732143 = -39269.312426 nChanged 23 SP:Iteration 2F (40.775944 sec): 3 clusters Score: Raw -41267.813873 + Penalty 1960.888688 = -39306.925185 nChanged 11 SP:Iteration 3Q (40.776859 sec): 3 clusters Score: Raw -41296.071883 + Penalty 1960.929113 = -39335.142770 nChanged 12 SP:Iteration 4Q (40.777772 sec): 3 clusters Score: Raw -41325.558062 + Penalty 1961.042141 = -39364.515920 nChanged 8 SP:Iteration 5Q (40.778683 sec): 3 clusters Score: Raw -41344.111904 + Penalty 1961.096192 = -39383.015712 nChanged 8 SP:Iteration 6Q (40.779591 sec): 3 clusters Score: Raw -41361.075359 + Penalty 1961.240493 = -39399.834866 nChanged 10 SP:Iteration 7Q (40.780498 sec): 3 clusters Score: Raw -41372.138524 + Penalty 1961.381974 = -39410.756551 nChanged 8 SP:Iteration 8Q (40.781470 sec): 3 clusters Score: Raw -41379.499462 + Penalty 1961.381974 = -39418.117488 nChanged 2 SP:Iteration 9Q (40.782413 sec): 3 clusters Score: Raw -41383.842913 + Penalty 1961.391917 = -39422.450996 nChanged 4 SP:Iteration 10F (40.783394 sec): 3 clusters Score: Raw -41392.496992 + Penalty 1961.710820 = -39430.786172 nChanged 8 SP:Iteration 11Q (40.784333 sec): 3 clusters Score: Raw -41420.495691 + Penalty 1961.770431 = -39458.725260 nChanged 8 SP:Iteration 12Q (40.785265 sec): 3 clusters Score: Raw -41445.798800 + Penalty 1961.731806 = -39484.066994 nChanged 9 SP:Iteration 13Q (40.786156 sec): 3 clusters Score: Raw -41471.634476 + Penalty 1961.672550 = -39509.961926 nChanged 8 SP:Iteration 14Q (40.787041 sec): 3 clusters Score: Raw -41486.865295 + Penalty 1961.686016 = -39525.179279 nChanged 5 SP:Iteration 15Q (40.787925 sec): 3 clusters Score: Raw -41497.027520 + Penalty 1961.717413 = -39535.310107 nChanged 4 SP:Iteration 16Q (40.788804 sec): 3 clusters Score: Raw -41506.277445 + Penalty 1961.937462 = -39544.339983 nChanged 5 SP:Iteration 17Q (40.789702 sec): 3 clusters Score: Raw -41520.447767 + Penalty 1961.937462 = -39558.510305 nChanged 4 SP:Iteration 18Q (40.790616 sec): 3 clusters Score: Raw -41528.950477 + Penalty 1961.940645 = -39567.009832 nChanged 1 SP:Iteration 19Q (40.791519 sec): 3 clusters Score: Raw -41529.215443 + Penalty 1961.940645 = -39567.274798 nChanged 0 SP:Iteration 20F (40.792499 sec): 3 clusters Score: Raw -41529.215443 + Penalty 1961.940645 = -39567.274798 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 7 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.801695 sec): 2 clusters Score: Raw -155195.243250 + Penalty 75.282141 = -155119.961109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.805635 sec): 3 clusters Score: Raw -153938.669779 + Penalty 152.446322 = -153786.223458 nChanged 919 SP:Iteration 1F (40.809191 sec): 3 clusters Score: Raw -154847.926836 + Penalty 154.487203 = -154693.439634 nChanged 113 SP:Iteration 2F (40.812857 sec): 3 clusters Score: Raw -154962.816064 + Penalty 154.559222 = -154808.256842 nChanged 65 SP:Iteration 3Q (40.816551 sec): 3 clusters Score: Raw -154990.604167 + Penalty 153.685721 = -154836.918446 nChanged 32 SP:Iteration 4Q (40.819831 sec): 3 clusters Score: Raw -155000.261099 + Penalty 153.633764 = -154846.627335 nChanged 18 SP:Iteration 5Q (40.823065 sec): 3 clusters Score: Raw -155003.675042 + Penalty 152.479056 = -154851.195986 nChanged 18 SP:Iteration 6Q (40.826419 sec): 3 clusters Score: Raw -155007.228816 + Penalty 152.371768 = -154854.857048 nChanged 15 SP:Iteration 7Q (40.829703 sec): 3 clusters Score: Raw -155010.262792 + Penalty 151.666262 = -154858.596531 nChanged 12 SP:Iteration 8Q (40.832979 sec): 3 clusters Score: Raw -155012.427910 + Penalty 152.101189 = -154860.326721 nChanged 14 SP:Iteration 9Q (40.836323 sec): 3 clusters Score: Raw -155015.031934 + Penalty 151.094086 = -154863.937847 nChanged 16 SP:Iteration 10F (40.839894 sec): 3 clusters Score: Raw -155019.164497 + Penalty 148.221899 = -154870.942597 nChanged 16 SP:Iteration 11Q (40.843083 sec): 3 clusters Score: Raw -155022.461969 + Penalty 147.091454 = -154875.370515 nChanged 18 SP:Iteration 12Q (40.846363 sec): 3 clusters Score: Raw -155026.293058 + Penalty 147.424866 = -154878.868192 nChanged 15 SP:Iteration 13Q (40.849768 sec): 3 clusters Score: Raw -155029.025426 + Penalty 147.834530 = -154881.190896 nChanged 13 SP:Iteration 14Q (40.853025 sec): 3 clusters Score: Raw -155030.785096 + Penalty 148.079147 = -154882.705949 nChanged 9 SP:Iteration 15Q (40.856174 sec): 3 clusters Score: Raw -155031.849822 + Penalty 148.298884 = -154883.550938 nChanged 9 SP:Iteration 16Q (40.859327 sec): 3 clusters Score: Raw -155032.828990 + Penalty 148.652383 = -154884.176607 nChanged 11 SP:Iteration 17Q (40.862461 sec): 3 clusters Score: Raw -155034.722879 + Penalty 147.185573 = -154887.537306 nChanged 17 SP:Iteration 18Q (40.865596 sec): 3 clusters Score: Raw -155038.572752 + Penalty 147.621003 = -154890.951749 nChanged 19 SP:Iteration 19Q (40.868748 sec): 3 clusters Score: Raw -155044.030604 + Penalty 148.243464 = -154895.787140 nChanged 22 SP:Iteration 20F (40.872371 sec): 3 clusters Score: Raw -155050.771227 + Penalty 149.600307 = -154901.170920 nChanged 24 SP:Iteration 21Q (40.875455 sec): 3 clusters Score: Raw -155056.399832 + Penalty 149.657358 = -154906.742474 nChanged 17 SP:Iteration 22Q (40.878562 sec): 3 clusters Score: Raw -155061.332812 + Penalty 150.050218 = -154911.282595 nChanged 23 SP:Iteration 23Q (40.881946 sec): 3 clusters Score: Raw -155069.307008 + Penalty 145.320603 = -154923.986405 nChanged 33 SP:Iteration 24Q (40.885062 sec): 3 clusters Score: Raw -155085.043880 + Penalty 145.998677 = -154939.045203 nChanged 33 SP:Iteration 25Q (40.888154 sec): 3 clusters Score: Raw -155099.960783 + Penalty 145.783740 = -154954.177042 nChanged 26 SP:Iteration 26Q (40.891173 sec): 3 clusters Score: Raw -155111.638438 + Penalty 148.851027 = -154962.787411 nChanged 26 SP:Iteration 27Q (40.894413 sec): 3 clusters Score: Raw -155128.712166 + Penalty 175.569029 = -154953.143137 nChanged 40 SP:Iteration 28F (40.897971 sec): 3 clusters Score: Raw -155173.556623 + Penalty 659.301978 = -154514.254645 nChanged 22 SP:Iteration 29F (40.901615 sec): 3 clusters Score: Raw -155197.852178 + Penalty 659.301978 = -154538.550201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.903206 sec): 2 clusters Score: Raw -2186.300576 + Penalty 104.228424 = -2082.072152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.903518 sec): 3 clusters Score: Raw -2198.201882 + Penalty 207.100614 = -1991.101268 nChanged 9 SP:Iteration 1F (40.903789 sec): 3 clusters Score: Raw -2203.954905 + Penalty 207.100614 = -1996.854291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.905987 sec): 2 clusters Score: Raw -55399.236075 + Penalty 538.422381 = -54860.813694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.907337 sec): 3 clusters Score: Raw -55097.685178 + Penalty 1075.210606 = -54022.474572 nChanged 216 SP:Iteration 1F (40.908608 sec): 3 clusters Score: Raw -55254.166249 + Penalty 1075.668387 = -54178.497862 nChanged 54 SP:Iteration 2F (40.909876 sec): 3 clusters Score: Raw -55291.858811 + Penalty 1076.394631 = -54215.464180 nChanged 32 SP:Iteration 3F (40.911155 sec): 3 clusters Score: Raw -55309.911354 + Penalty 1079.475169 = -54230.436185 nChanged 33 SP:Iteration 4F (40.912524 sec): 3 clusters Score: Raw -55336.918892 + Penalty 1089.406716 = -54247.512176 nChanged 47 SP:Iteration 5F (40.913856 sec): 3 clusters Score: Raw -55393.321096 + Penalty 1116.548644 = -54276.772452 nChanged 52 SP:Iteration 6F (40.915194 sec): 3 clusters Score: Raw -55447.770201 + Penalty 1143.875805 = -54303.894396 nChanged 31 SP:Iteration 7F (40.916461 sec): 3 clusters Score: Raw -55477.883315 + Penalty 1162.373446 = -54315.509869 nChanged 18 SP:Iteration 8Q (40.917713 sec): 3 clusters Score: Raw -55490.871522 + Penalty 1176.317972 = -54314.553550 nChanged 17 SP:Iteration 9F (40.918980 sec): 3 clusters Score: Raw -55510.282691 + Penalty 1187.490854 = -54322.791836 nChanged 14 SP:Iteration 10F (40.920252 sec): 3 clusters Score: Raw -55525.336268 + Penalty 1202.246394 = -54323.089874 nChanged 15 SP:Iteration 11Q (40.921470 sec): 3 clusters Score: Raw -55538.310109 + Penalty 1210.622240 = -54327.687869 nChanged 6 SP:Iteration 12Q (40.922669 sec): 3 clusters Score: Raw -55545.673374 + Penalty 1214.785029 = -54330.888344 nChanged 4 SP:Iteration 13Q (40.923872 sec): 3 clusters Score: Raw -55549.304708 + Penalty 1215.666859 = -54333.637848 nChanged 1 SP:Iteration 14Q (40.925062 sec): 3 clusters Score: Raw -55550.295160 + Penalty 1215.666859 = -54334.628301 nChanged 0 SP:Iteration 15F (40.926331 sec): 3 clusters Score: Raw -55550.295160 + Penalty 1215.666859 = -54334.628301 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.940300 sec): 2 clusters Score: Raw -238988.279546 + Penalty 258.688099 = -238729.591448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.946000 sec): 3 clusters Score: Raw -237061.463303 + Penalty 564.602241 = -236496.861062 nChanged 1385 SP:Iteration 1F (40.951569 sec): 3 clusters Score: Raw -238459.185390 + Penalty 585.795582 = -237873.389807 nChanged 335 SP:Iteration 2F (40.956911 sec): 3 clusters Score: Raw -238800.547486 + Penalty 593.085564 = -238207.461923 nChanged 157 SP:Iteration 3F (40.962244 sec): 3 clusters Score: Raw -238893.595374 + Penalty 595.227139 = -238298.368234 nChanged 71 SP:Iteration 4Q (40.967259 sec): 3 clusters Score: Raw -238924.322069 + Penalty 598.633674 = -238325.688394 nChanged 48 SP:Iteration 5Q (40.972282 sec): 3 clusters Score: Raw -238944.131490 + Penalty 601.100606 = -238343.030884 nChanged 44 SP:Iteration 6Q (40.977094 sec): 3 clusters Score: Raw -238960.298828 + Penalty 604.519501 = -238355.779327 nChanged 27 SP:Iteration 7Q (40.982130 sec): 3 clusters Score: Raw -238968.600892 + Penalty 608.329539 = -238360.271353 nChanged 29 SP:Iteration 8Q (40.986879 sec): 3 clusters Score: Raw -238978.320812 + Penalty 608.434706 = -238369.886106 nChanged 24 SP:Iteration 9Q (40.991571 sec): 3 clusters Score: Raw -238984.764836 + Penalty 610.705528 = -238374.059308 nChanged 16 SP:Iteration 10F (40.996961 sec): 3 clusters Score: Raw -238988.725225 + Penalty 610.258881 = -238378.466344 nChanged 16 SP:Iteration 11Q (41.001750 sec): 3 clusters Score: Raw -238992.144892 + Penalty 612.354029 = -238379.790863 nChanged 12 SP:Iteration 12Q (41.006324 sec): 3 clusters Score: Raw -238995.590084 + Penalty 612.729781 = -238382.860303 nChanged 11 SP:Iteration 13Q (41.010890 sec): 3 clusters Score: Raw -238997.450783 + Penalty 613.521815 = -238383.928967 nChanged 8 SP:Iteration 14Q (41.015710 sec): 3 clusters Score: Raw -238998.373651 + Penalty 613.710260 = -238384.663391 nChanged 2 SP:Iteration 15Q (41.020368 sec): 3 clusters Score: Raw -238998.473316 + Penalty 613.475771 = -238384.997545 nChanged 1 SP:Iteration 16Q (41.024930 sec): 3 clusters Score: Raw -238998.626970 + Penalty 613.305878 = -238385.321092 nChanged 2 SP:Iteration 17Q (41.029472 sec): 3 clusters Score: Raw -238998.728093 + Penalty 613.273390 = -238385.454703 nChanged 1 SP:Iteration 18Q (41.034109 sec): 3 clusters Score: Raw -238998.790185 + Penalty 613.771007 = -238385.019178 nChanged 2 SP:Iteration 19F (41.039506 sec): 3 clusters Score: Raw -238998.996106 + Penalty 612.654107 = -238386.341999 nChanged 3 SP:Iteration 20F (41.044849 sec): 3 clusters Score: Raw -238999.233318 + Penalty 613.043895 = -238386.189423 nChanged 3 SP:Iteration 21F (41.050632 sec): 3 clusters Score: Raw -238999.275060 + Penalty 613.076755 = -238386.198305 nChanged 2 SP:Iteration 22Q (41.055350 sec): 3 clusters Score: Raw -238999.424468 + Penalty 612.758328 = -238386.666139 nChanged 1 SP:Iteration 23Q (41.060064 sec): 3 clusters Score: Raw -238999.460109 + Penalty 612.838362 = -238386.621747 nChanged 1 SP:Iteration 24F (41.065469 sec): 3 clusters Score: Raw -238999.883626 + Penalty 613.350322 = -238386.533304 nChanged 1 SP:Iteration 25F (41.070901 sec): 3 clusters Score: Raw -238999.939268 + Penalty 613.350322 = -238386.588947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.074354 sec): 2 clusters Score: Raw -39879.399111 + Penalty 806.539275 = -39072.859836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.075357 sec): 3 clusters Score: Raw -39754.890387 + Penalty 1613.315703 = -38141.574683 nChanged 113 SP:Iteration 1F (41.076343 sec): 3 clusters Score: Raw -39849.253010 + Penalty 1612.987444 = -38236.265567 nChanged 19 SP:Iteration 2Q (41.077315 sec): 3 clusters Score: Raw -39871.194567 + Penalty 1612.599497 = -38258.595070 nChanged 12 SP:Iteration 3Q (41.078285 sec): 3 clusters Score: Raw -39887.582362 + Penalty 1612.955639 = -38274.626723 nChanged 13 SP:Iteration 4Q (41.079252 sec): 3 clusters Score: Raw -39902.367832 + Penalty 1614.825419 = -38287.542413 nChanged 20 SP:Iteration 5Q (41.080281 sec): 3 clusters Score: Raw -39931.340027 + Penalty 1619.298210 = -38312.041817 nChanged 22 SP:Iteration 6Q (41.081293 sec): 3 clusters Score: Raw -39961.759552 + Penalty 1625.808434 = -38335.951118 nChanged 24 SP:Iteration 7F (41.082323 sec): 3 clusters Score: Raw -39997.307211 + Penalty 1631.149571 = -38366.157640 nChanged 27 SP:Iteration 8F (41.083343 sec): 3 clusters Score: Raw -40057.303936 + Penalty 1636.686832 = -38420.617103 nChanged 24 SP:Iteration 9F (41.084349 sec): 3 clusters Score: Raw -40099.367856 + Penalty 1642.189179 = -38457.178676 nChanged 16 SP:Iteration 10F (41.085348 sec): 3 clusters Score: Raw -40118.199451 + Penalty 1645.341731 = -38472.857720 nChanged 9 SP:Iteration 11Q (41.086275 sec): 3 clusters Score: Raw -40135.308888 + Penalty 1648.417390 = -38486.891498 nChanged 14 SP:Iteration 12Q (41.087198 sec): 3 clusters Score: Raw -40150.090930 + Penalty 1649.624102 = -38500.466828 nChanged 6 SP:Iteration 13Q (41.088122 sec): 3 clusters Score: Raw -40159.751492 + Penalty 1650.979772 = -38508.771720 nChanged 6 SP:Iteration 14Q (41.089036 sec): 3 clusters Score: Raw -40164.758671 + Penalty 1650.048929 = -38514.709742 nChanged 4 SP:Iteration 15Q (41.089949 sec): 3 clusters Score: Raw -40169.650473 + Penalty 1649.854314 = -38519.796159 nChanged 3 SP:Iteration 16Q (41.090895 sec): 3 clusters Score: Raw -40173.331046 + Penalty 1649.794326 = -38523.536720 nChanged 1 SP:Iteration 17Q (41.091821 sec): 3 clusters Score: Raw -40173.767357 + Penalty 1649.794326 = -38523.973032 nChanged 0 SP:Iteration 18F (41.092803 sec): 3 clusters Score: Raw -40173.767357 + Penalty 1649.794326 = -38523.973032 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.094830 sec): 2 clusters Score: Raw -47188.582065 + Penalty 485.935000 = -46702.647065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.096050 sec): 3 clusters Score: Raw -46930.577653 + Penalty 996.593194 = -45933.984459 nChanged 195 SP:Iteration 1F (41.097265 sec): 3 clusters Score: Raw -47171.941332 + Penalty 1045.917110 = -46126.024222 nChanged 90 SP:Iteration 2F (41.098552 sec): 3 clusters Score: Raw -47285.342296 + Penalty 1056.887134 = -46228.455162 nChanged 32 SP:Iteration 3F (41.099815 sec): 3 clusters Score: Raw -47313.949960 + Penalty 1066.162940 = -46247.787020 nChanged 15 SP:Iteration 4Q (41.101059 sec): 3 clusters Score: Raw -47339.499068 + Penalty 1067.475199 = -46272.023869 nChanged 13 SP:Iteration 5Q (41.102244 sec): 3 clusters Score: Raw -47361.778237 + Penalty 1069.237384 = -46292.540852 nChanged 8 SP:Iteration 6Q (41.103449 sec): 3 clusters Score: Raw -47370.320727 + Penalty 1069.471760 = -46300.848967 nChanged 3 SP:Iteration 7Q (41.104613 sec): 3 clusters Score: Raw -47374.755098 + Penalty 1067.288279 = -46307.466819 nChanged 4 SP:Iteration 8Q (41.105771 sec): 3 clusters Score: Raw -47377.631166 + Penalty 1067.421685 = -46310.209480 nChanged 2 SP:Iteration 9Q (41.106968 sec): 3 clusters Score: Raw -47378.697338 + Penalty 1067.304771 = -46311.392567 nChanged 1 SP:Iteration 10F (41.108166 sec): 3 clusters Score: Raw -47379.461353 + Penalty 1067.434537 = -46312.026816 nChanged 2 SP:Iteration 11Q (41.109324 sec): 3 clusters Score: Raw -47381.936596 + Penalty 1068.212511 = -46313.724085 nChanged 2 SP:Iteration 12Q (41.110486 sec): 3 clusters Score: Raw -47382.617675 + Penalty 1067.277836 = -46315.339838 nChanged 1 SP:Iteration 13Q (41.111645 sec): 3 clusters Score: Raw -47383.094666 + Penalty 1065.115550 = -46317.979117 nChanged 2 SP:Iteration 14Q (41.112803 sec): 3 clusters Score: Raw -47383.976927 + Penalty 1065.115550 = -46318.861378 nChanged 0 SP:Iteration 15F (41.114087 sec): 3 clusters Score: Raw -47383.976927 + Penalty 1065.115550 = -46318.861378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.115725 sec): 2 clusters Score: Raw -33223.485965 + Penalty 602.759587 = -32620.726378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.116697 sec): 3 clusters Score: Raw -33058.943626 + Penalty 1205.935379 = -31853.008247 nChanged 124 SP:Iteration 1F (41.117633 sec): 3 clusters Score: Raw -33187.155333 + Penalty 1206.873610 = -31980.281724 nChanged 43 SP:Iteration 2F (41.118549 sec): 3 clusters Score: Raw -33237.139937 + Penalty 1206.967034 = -32030.172903 nChanged 18 SP:Iteration 3Q (41.119449 sec): 3 clusters Score: Raw -33257.235735 + Penalty 1207.979483 = -32049.256252 nChanged 15 SP:Iteration 4Q (41.120349 sec): 3 clusters Score: Raw -33276.061941 + Penalty 1208.879776 = -32067.182166 nChanged 8 SP:Iteration 5Q (41.121245 sec): 3 clusters Score: Raw -33284.192679 + Penalty 1208.957819 = -32075.234860 nChanged 7 SP:Iteration 6Q (41.122135 sec): 3 clusters Score: Raw -33288.231389 + Penalty 1208.696482 = -32079.534907 nChanged 3 SP:Iteration 7Q (41.123023 sec): 3 clusters Score: Raw -33298.491619 + Penalty 1208.159102 = -32090.332517 nChanged 8 SP:Iteration 8Q (41.123910 sec): 3 clusters Score: Raw -33308.529260 + Penalty 1207.457723 = -32101.071538 nChanged 6 SP:Iteration 9Q (41.124794 sec): 3 clusters Score: Raw -33317.673884 + Penalty 1206.694046 = -32110.979838 nChanged 3 SP:Iteration 10F (41.125740 sec): 3 clusters Score: Raw -33322.085307 + Penalty 1206.132983 = -32115.952325 nChanged 3 SP:Iteration 11Q (41.126619 sec): 3 clusters Score: Raw -33323.975888 + Penalty 1205.954625 = -32118.021263 nChanged 3 SP:Iteration 12Q (41.127495 sec): 3 clusters Score: Raw -33330.721839 + Penalty 1205.442515 = -32125.279323 nChanged 5 SP:Iteration 13Q (41.128369 sec): 3 clusters Score: Raw -33337.606123 + Penalty 1205.313215 = -32132.292908 nChanged 3 SP:Iteration 14Q (41.129244 sec): 3 clusters Score: Raw -33339.835538 + Penalty 1205.106917 = -32134.728622 nChanged 4 SP:Iteration 15Q (41.130112 sec): 3 clusters Score: Raw -33342.145056 + Penalty 1204.980970 = -32137.164086 nChanged 1 SP:Iteration 16Q (41.130988 sec): 3 clusters Score: Raw -33346.832978 + Penalty 1205.124109 = -32141.708869 nChanged 4 SP:Iteration 17Q (41.131855 sec): 3 clusters Score: Raw -33350.230031 + Penalty 1205.108048 = -32145.121983 nChanged 1 SP:Iteration 18Q (41.132740 sec): 3 clusters Score: Raw -33350.720581 + Penalty 1205.108048 = -32145.612534 nChanged 0 SP:Iteration 19F (41.133660 sec): 3 clusters Score: Raw -33350.720581 + Penalty 1205.108048 = -32145.612534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.135365 sec): 2 clusters Score: Raw -39007.383174 + Penalty 667.955240 = -38339.427934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.136450 sec): 3 clusters Score: Raw -38837.010653 + Penalty 1335.864416 = -37501.146237 nChanged 135 SP:Iteration 1F (41.137482 sec): 3 clusters Score: Raw -38960.197890 + Penalty 1335.862029 = -37624.335861 nChanged 42 SP:Iteration 2F (41.138509 sec): 3 clusters Score: Raw -39016.004793 + Penalty 1335.722820 = -37680.281973 nChanged 35 SP:Iteration 3F (41.139518 sec): 3 clusters Score: Raw -39057.860151 + Penalty 1335.852955 = -37722.007196 nChanged 14 SP:Iteration 4Q (41.140479 sec): 3 clusters Score: Raw -39079.283610 + Penalty 1335.706080 = -37743.577530 nChanged 11 SP:Iteration 5Q (41.141439 sec): 3 clusters Score: Raw -39094.092406 + Penalty 1335.836971 = -37758.255435 nChanged 7 SP:Iteration 6Q (41.142392 sec): 3 clusters Score: Raw -39099.785708 + Penalty 1335.625453 = -37764.160255 nChanged 5 SP:Iteration 7Q (41.143343 sec): 3 clusters Score: Raw -39104.229454 + Penalty 1334.991021 = -37769.238433 nChanged 5 SP:Iteration 8Q (41.144294 sec): 3 clusters Score: Raw -39111.212902 + Penalty 1335.233179 = -37775.979724 nChanged 7 SP:Iteration 9Q (41.145250 sec): 3 clusters Score: Raw -39119.021516 + Penalty 1335.439974 = -37783.581542 nChanged 1 SP:Iteration 10F (41.146239 sec): 3 clusters Score: Raw -39119.848130 + Penalty 1335.815777 = -37784.032353 nChanged 2 SP:Iteration 11Q (41.147251 sec): 3 clusters Score: Raw -39121.391178 + Penalty 1336.445882 = -37784.945296 nChanged 3 SP:Iteration 12Q (41.148260 sec): 3 clusters Score: Raw -39123.303754 + Penalty 1336.445882 = -37786.857872 nChanged 0 SP:Iteration 13F (41.149285 sec): 3 clusters Score: Raw -39123.303754 + Penalty 1336.445882 = -37786.857872 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.152566 sec): 2 clusters Score: Raw -73760.840380 + Penalty 568.568900 = -73192.271480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.154260 sec): 3 clusters Score: Raw -73345.320308 + Penalty 1137.459836 = -72207.860472 nChanged 298 SP:Iteration 1F (41.155930 sec): 3 clusters Score: Raw -73581.192958 + Penalty 1139.420433 = -72441.772525 nChanged 80 SP:Iteration 2F (41.157596 sec): 3 clusters Score: Raw -73631.420146 + Penalty 1141.543373 = -72489.876774 nChanged 53 SP:Iteration 3F (41.159260 sec): 3 clusters Score: Raw -73670.670540 + Penalty 1144.104416 = -72526.566124 nChanged 42 SP:Iteration 4Q (41.160976 sec): 3 clusters Score: Raw -73695.184002 + Penalty 1146.721882 = -72548.462121 nChanged 28 SP:Iteration 5Q (41.162631 sec): 3 clusters Score: Raw -73706.459846 + Penalty 1149.805442 = -72556.654404 nChanged 21 SP:Iteration 6Q (41.164252 sec): 3 clusters Score: Raw -73719.175628 + Penalty 1150.591021 = -72568.584607 nChanged 15 SP:Iteration 7Q (41.165871 sec): 3 clusters Score: Raw -73725.913824 + Penalty 1151.614960 = -72574.298863 nChanged 14 SP:Iteration 8Q (41.167490 sec): 3 clusters Score: Raw -73736.609021 + Penalty 1154.707410 = -72581.901612 nChanged 13 SP:Iteration 9Q (41.169143 sec): 3 clusters Score: Raw -73749.780110 + Penalty 1157.888570 = -72591.891540 nChanged 22 SP:Iteration 10F (41.170808 sec): 3 clusters Score: Raw -73763.922637 + Penalty 1159.959065 = -72603.963572 nChanged 12 SP:Iteration 11Q (41.172409 sec): 3 clusters Score: Raw -73771.741928 + Penalty 1159.307207 = -72612.434720 nChanged 10 SP:Iteration 12Q (41.174009 sec): 3 clusters Score: Raw -73776.739207 + Penalty 1159.619748 = -72617.119459 nChanged 10 SP:Iteration 13Q (41.175608 sec): 3 clusters Score: Raw -73783.468450 + Penalty 1160.319694 = -72623.148756 nChanged 6 SP:Iteration 14Q (41.177203 sec): 3 clusters Score: Raw -73785.822504 + Penalty 1160.208703 = -72625.613801 nChanged 6 SP:Iteration 15Q (41.178794 sec): 3 clusters Score: Raw -73786.825244 + Penalty 1160.273622 = -72626.551622 nChanged 2 SP:Iteration 16Q (41.180553 sec): 3 clusters Score: Raw -73787.892541 + Penalty 1159.836508 = -72628.056034 nChanged 1 SP:Iteration 17Q (41.182263 sec): 3 clusters Score: Raw -73788.124738 + Penalty 1159.578443 = -72628.546294 nChanged 1 SP:Iteration 18Q (41.183904 sec): 3 clusters Score: Raw -73788.630560 + Penalty 1158.944477 = -72629.686083 nChanged 3 SP:Iteration 19Q (41.185497 sec): 3 clusters Score: Raw -73789.933289 + Penalty 1158.522048 = -72631.411241 nChanged 1 SP:Iteration 20F (41.187183 sec): 3 clusters Score: Raw -73790.911044 + Penalty 1158.018992 = -72632.892052 nChanged 2 SP:Iteration 21Q (41.188804 sec): 3 clusters Score: Raw -73793.782573 + Penalty 1157.451821 = -72636.330752 nChanged 3 SP:Iteration 22Q (41.190393 sec): 3 clusters Score: Raw -73795.892426 + Penalty 1157.219386 = -72638.673040 nChanged 2 SP:Iteration 23Q (41.191985 sec): 3 clusters Score: Raw -73796.424687 + Penalty 1157.317864 = -72639.106823 nChanged 1 SP:Iteration 24Q (41.193574 sec): 3 clusters Score: Raw -73796.695683 + Penalty 1157.330668 = -72639.365016 nChanged 2 SP:Iteration 25Q (41.195217 sec): 3 clusters Score: Raw -73797.044876 + Penalty 1157.100813 = -72639.944063 nChanged 1 SP:Iteration 26Q (41.196935 sec): 3 clusters Score: Raw -73797.262389 + Penalty 1156.262301 = -72641.000088 nChanged 4 SP:Iteration 27Q (41.198640 sec): 3 clusters Score: Raw -73798.857766 + Penalty 1155.675360 = -72643.182406 nChanged 4 SP:Iteration 28Q (41.200289 sec): 3 clusters Score: Raw -73800.376486 + Penalty 1155.264252 = -72645.112234 nChanged 4 SP:Iteration 29Q (41.201911 sec): 3 clusters Score: Raw -73801.717105 + Penalty 1154.909742 = -72646.807363 nChanged 3 SP:Iteration 30F (41.203567 sec): 3 clusters Score: Raw -73803.118313 + Penalty 1154.696315 = -72648.421997 nChanged 6 SP:Iteration 31Q (41.205156 sec): 3 clusters Score: Raw -73804.119944 + Penalty 1154.849061 = -72649.270882 nChanged 1 SP:Iteration 32Q (41.206741 sec): 3 clusters Score: Raw -73805.191194 + Penalty 1154.745945 = -72650.445249 nChanged 1 SP:Iteration 33Q (41.208414 sec): 3 clusters Score: Raw -73805.341605 + Penalty 1154.383169 = -72650.958435 nChanged 1 SP:Iteration 34Q (41.210030 sec): 3 clusters Score: Raw -73805.711502 + Penalty 1153.873988 = -72651.837514 nChanged 2 SP:Iteration 35Q (41.211637 sec): 3 clusters Score: Raw -73806.110177 + Penalty 1153.873988 = -72652.236188 nChanged 0 SP:Iteration 36F (41.213397 sec): 3 clusters Score: Raw -73806.110177 + Penalty 1153.873988 = -72652.236188 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 16 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.216859 sec): 2 clusters Score: Raw -61777.921898 + Penalty 533.481869 = -61244.440028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.218344 sec): 3 clusters Score: Raw -61374.924325 + Penalty 1066.612371 = -60308.311954 nChanged 265 SP:Iteration 1F (41.219803 sec): 3 clusters Score: Raw -61530.243725 + Penalty 1070.293526 = -60459.950199 nChanged 76 SP:Iteration 2F (41.221267 sec): 3 clusters Score: Raw -61597.970390 + Penalty 1077.742836 = -60520.227553 nChanged 58 SP:Iteration 3F (41.222743 sec): 3 clusters Score: Raw -61661.103462 + Penalty 1087.420916 = -60573.682545 nChanged 45 SP:Iteration 4F (41.224199 sec): 3 clusters Score: Raw -61716.460858 + Penalty 1104.334688 = -60612.126170 nChanged 46 SP:Iteration 5F (41.225648 sec): 3 clusters Score: Raw -61762.659279 + Penalty 1115.100462 = -60647.558817 nChanged 37 SP:Iteration 6F (41.227115 sec): 3 clusters Score: Raw -61786.869504 + Penalty 1133.381798 = -60653.487706 nChanged 26 SP:Iteration 7Q (41.228542 sec): 3 clusters Score: Raw -61807.280283 + Penalty 1145.795026 = -60661.485257 nChanged 18 SP:Iteration 8Q (41.229941 sec): 3 clusters Score: Raw -61821.076382 + Penalty 1159.987160 = -60661.089223 nChanged 18 SP:Iteration 9F (41.231377 sec): 3 clusters Score: Raw -61838.377721 + Penalty 1174.786769 = -60663.590951 nChanged 21 SP:Iteration 10F (41.232866 sec): 3 clusters Score: Raw -61854.602626 + Penalty 1179.697719 = -60674.904908 nChanged 12 SP:Iteration 11Q (41.234262 sec): 3 clusters Score: Raw -61864.884186 + Penalty 1183.520665 = -60681.363521 nChanged 11 SP:Iteration 12Q (41.235628 sec): 3 clusters Score: Raw -61872.656543 + Penalty 1186.746145 = -60685.910397 nChanged 6 SP:Iteration 13Q (41.237068 sec): 3 clusters Score: Raw -61877.542194 + Penalty 1190.331774 = -60687.210420 nChanged 5 SP:Iteration 14Q (41.238561 sec): 3 clusters Score: Raw -61881.325101 + Penalty 1191.079078 = -60690.246024 nChanged 2 SP:Iteration 15Q (41.239994 sec): 3 clusters Score: Raw -61882.229501 + Penalty 1192.594741 = -60689.634759 nChanged 1 SP:Iteration 16F (41.241502 sec): 3 clusters Score: Raw -61882.711792 + Penalty 1193.968679 = -60688.743112 nChanged 2 SP:Iteration 17F (41.242935 sec): 3 clusters Score: Raw -61885.192081 + Penalty 1197.615493 = -60687.576587 nChanged 5 SP:Iteration 18F (41.244367 sec): 3 clusters Score: Raw -61888.378452 + Penalty 1200.977367 = -60687.401085 nChanged 3 SP:Iteration 19F (41.245929 sec): 3 clusters Score: Raw -61889.206557 + Penalty 1202.544441 = -60686.662116 nChanged 1 SP:Iteration 20F (41.247389 sec): 3 clusters Score: Raw -61889.454433 + Penalty 1202.544441 = -60686.909992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.248643 sec): 2 clusters Score: Raw -23071.624924 + Penalty 725.461136 = -22346.163788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.249285 sec): 3 clusters Score: Raw -22994.881219 + Penalty 1450.288433 = -21544.592787 nChanged 38 SP:Iteration 1F (41.249915 sec): 3 clusters Score: Raw -23034.617681 + Penalty 1450.402192 = -21584.215489 nChanged 15 SP:Iteration 2F (41.250545 sec): 3 clusters Score: Raw -23051.191217 + Penalty 1449.844344 = -21601.346874 nChanged 6 SP:Iteration 3Q (41.251172 sec): 3 clusters Score: Raw -23059.365039 + Penalty 1448.068570 = -21611.296470 nChanged 8 SP:Iteration 4Q (41.251837 sec): 3 clusters Score: Raw -23080.925453 + Penalty 1446.595979 = -21634.329474 nChanged 9 SP:Iteration 5Q (41.252480 sec): 3 clusters Score: Raw -23099.172313 + Penalty 1447.855050 = -21651.317263 nChanged 10 SP:Iteration 6Q (41.253118 sec): 3 clusters Score: Raw -23145.889846 + Penalty 1444.429156 = -21701.460690 nChanged 14 SP:Iteration 7F (41.253767 sec): 3 clusters Score: Raw -23184.809174 + Penalty 1444.430613 = -21740.378561 nChanged 10 SP:Iteration 8Q (41.254389 sec): 3 clusters Score: Raw -23219.533751 + Penalty 1444.191068 = -21775.342683 nChanged 1 SP:Iteration 9Q (41.255030 sec): 3 clusters Score: Raw -23220.702326 + Penalty 1444.122008 = -21776.580318 nChanged 2 SP:Iteration 10F (41.255675 sec): 3 clusters Score: Raw -23224.649425 + Penalty 1444.515461 = -21780.133965 nChanged 5 SP:Iteration 11Q (41.256273 sec): 3 clusters Score: Raw -23237.371056 + Penalty 1444.795553 = -21792.575503 nChanged 5 SP:Iteration 12Q (41.256866 sec): 3 clusters Score: Raw -23242.547857 + Penalty 1444.914504 = -21797.633353 nChanged 2 SP:Iteration 13Q (41.257454 sec): 3 clusters Score: Raw -23247.173454 + Penalty 1444.850221 = -21802.323234 nChanged 1 SP:Iteration 14Q (41.258041 sec): 3 clusters Score: Raw -23249.825756 + Penalty 1444.850221 = -21804.975535 nChanged 0 SP:Iteration 15F (41.258669 sec): 3 clusters Score: Raw -23249.825756 + Penalty 1444.850221 = -21804.975535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.260254 sec): 2 clusters Score: Raw -31529.771119 + Penalty 351.049200 = -31178.721919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.261188 sec): 3 clusters Score: Raw -31337.023029 + Penalty 702.580194 = -30634.442835 nChanged 152 SP:Iteration 1F (41.262102 sec): 3 clusters Score: Raw -31511.099865 + Penalty 708.399120 = -30802.700745 nChanged 56 SP:Iteration 2F (41.263013 sec): 3 clusters Score: Raw -31580.025657 + Penalty 716.802922 = -30863.222735 nChanged 22 SP:Iteration 3F (41.263923 sec): 3 clusters Score: Raw -31603.689888 + Penalty 723.358613 = -30880.331274 nChanged 16 SP:Iteration 4Q (41.264803 sec): 3 clusters Score: Raw -31624.415816 + Penalty 732.466594 = -30891.949223 nChanged 14 SP:Iteration 5Q (41.265678 sec): 3 clusters Score: Raw -31637.169295 + Penalty 732.787188 = -30904.382107 nChanged 1 SP:Iteration 6Q (41.266548 sec): 3 clusters Score: Raw -31639.414672 + Penalty 735.363835 = -30904.050837 nChanged 3 SP:Iteration 7F (41.267479 sec): 3 clusters Score: Raw -31647.580461 + Penalty 737.360372 = -30910.220089 nChanged 5 SP:Iteration 8Q (41.268384 sec): 3 clusters Score: Raw -31651.554944 + Penalty 737.606373 = -30913.948571 nChanged 1 SP:Iteration 9Q (41.269282 sec): 3 clusters Score: Raw -31653.957482 + Penalty 737.417383 = -30916.540099 nChanged 2 SP:Iteration 10F (41.270227 sec): 3 clusters Score: Raw -31659.188208 + Penalty 737.748284 = -30921.439925 nChanged 2 SP:Iteration 11Q (41.271110 sec): 3 clusters Score: Raw -31668.518347 + Penalty 735.297665 = -30933.220682 nChanged 4 SP:Iteration 12Q (41.271936 sec): 3 clusters Score: Raw -31671.719192 + Penalty 735.517084 = -30936.202108 nChanged 3 SP:Iteration 13Q (41.272759 sec): 3 clusters Score: Raw -31673.842412 + Penalty 732.574426 = -30941.267985 nChanged 6 SP:Iteration 14Q (41.273578 sec): 3 clusters Score: Raw -31681.844401 + Penalty 733.129628 = -30948.714773 nChanged 2 SP:Iteration 15Q (41.274390 sec): 3 clusters Score: Raw -31684.308450 + Penalty 734.689177 = -30949.619273 nChanged 2 SP:Iteration 16Q (41.275201 sec): 3 clusters Score: Raw -31685.330303 + Penalty 734.689177 = -30950.641126 nChanged 0 SP:Iteration 17F (41.276109 sec): 3 clusters Score: Raw -31685.330303 + Penalty 734.689177 = -30950.641126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.280107 sec): 2 clusters Score: Raw -90473.089848 + Penalty 900.943230 = -89572.146618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.282184 sec): 3 clusters Score: Raw -90008.983977 + Penalty 1803.376555 = -88205.607422 nChanged 327 SP:Iteration 1F (41.284142 sec): 3 clusters Score: Raw -90270.377534 + Penalty 1812.095756 = -88458.281778 nChanged 118 SP:Iteration 2F (41.286063 sec): 3 clusters Score: Raw -90398.826898 + Penalty 1823.780498 = -88575.046399 nChanged 77 SP:Iteration 3F (41.287961 sec): 3 clusters Score: Raw -90517.440884 + Penalty 1835.152703 = -88682.288182 nChanged 72 SP:Iteration 4F (41.289896 sec): 3 clusters Score: Raw -90611.858369 + Penalty 1842.586940 = -88769.271429 nChanged 53 SP:Iteration 5F (41.291783 sec): 3 clusters Score: Raw -90678.936092 + Penalty 1844.607595 = -88834.328497 nChanged 36 SP:Iteration 6Q (41.293587 sec): 3 clusters Score: Raw -90716.250383 + Penalty 1843.049548 = -88873.200836 nChanged 20 SP:Iteration 7Q (41.295399 sec): 3 clusters Score: Raw -90735.138970 + Penalty 1843.024675 = -88892.114295 nChanged 14 SP:Iteration 8Q (41.297334 sec): 3 clusters Score: Raw -90746.595058 + Penalty 1842.123819 = -88904.471240 nChanged 12 SP:Iteration 9Q (41.299203 sec): 3 clusters Score: Raw -90759.615145 + Penalty 1840.683188 = -88918.931957 nChanged 9 SP:Iteration 10F (41.301173 sec): 3 clusters Score: Raw -90770.795067 + Penalty 1840.205618 = -88930.589449 nChanged 8 SP:Iteration 11Q (41.303075 sec): 3 clusters Score: Raw -90778.335415 + Penalty 1839.234219 = -88939.101196 nChanged 5 SP:Iteration 12Q (41.304965 sec): 3 clusters Score: Raw -90782.249194 + Penalty 1838.237411 = -88944.011783 nChanged 3 SP:Iteration 13Q (41.306751 sec): 3 clusters Score: Raw -90783.420911 + Penalty 1838.299762 = -88945.121148 nChanged 1 SP:Iteration 14Q (41.308536 sec): 3 clusters Score: Raw -90784.663870 + Penalty 1838.188034 = -88946.475836 nChanged 2 SP:Iteration 15Q (41.310292 sec): 3 clusters Score: Raw -90785.401586 + Penalty 1837.923174 = -88947.478412 nChanged 1 SP:Iteration 16Q (41.312043 sec): 3 clusters Score: Raw -90785.959188 + Penalty 1837.411161 = -88948.548027 nChanged 2 SP:Iteration 17Q (41.313950 sec): 3 clusters Score: Raw -90786.834454 + Penalty 1837.411161 = -88949.423293 nChanged 0 SP:Iteration 18F (41.316012 sec): 3 clusters Score: Raw -90786.834454 + Penalty 1837.411161 = -88949.423293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.319065 sec): 2 clusters Score: Raw -40533.098302 + Penalty 516.214611 = -40016.883690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.320073 sec): 3 clusters Score: Raw -40317.022321 + Penalty 1019.987810 = -39297.034511 nChanged 143 SP:Iteration 1F (41.321070 sec): 3 clusters Score: Raw -40419.774750 + Penalty 1013.379866 = -39406.394884 nChanged 47 SP:Iteration 2F (41.322060 sec): 3 clusters Score: Raw -40455.746291 + Penalty 1003.427717 = -39452.318574 nChanged 29 SP:Iteration 3F (41.323051 sec): 3 clusters Score: Raw -40479.468680 + Penalty 994.712384 = -39484.756296 nChanged 33 SP:Iteration 4F (41.324040 sec): 3 clusters Score: Raw -40515.360039 + Penalty 1001.809698 = -39513.550341 nChanged 26 SP:Iteration 5F (41.325029 sec): 3 clusters Score: Raw -40539.199015 + Penalty 1009.748115 = -39529.450899 nChanged 11 SP:Iteration 6Q (41.326012 sec): 3 clusters Score: Raw -40548.905103 + Penalty 1019.202063 = -39529.703039 nChanged 5 SP:Iteration 7Q (41.326995 sec): 3 clusters Score: Raw -40551.820507 + Penalty 1021.142211 = -39530.678296 nChanged 5 SP:Iteration 8Q (41.327975 sec): 3 clusters Score: Raw -40555.441679 + Penalty 1018.812410 = -39536.629269 nChanged 2 SP:Iteration 9Q (41.328948 sec): 3 clusters Score: Raw -40557.190112 + Penalty 1018.812410 = -39538.377701 nChanged 0 SP:Iteration 10F (41.329934 sec): 3 clusters Score: Raw -40557.190112 + Penalty 1018.812410 = -39538.377701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.331280 sec): 2 clusters Score: Raw -32508.816954 + Penalty 864.090159 = -31644.726795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.332092 sec): 3 clusters Score: Raw -32422.387308 + Penalty 1727.121776 = -30695.265532 nChanged 63 SP:Iteration 1F (41.332892 sec): 3 clusters Score: Raw -32502.422138 + Penalty 1725.752615 = -30776.669523 nChanged 17 SP:Iteration 2Q (41.333687 sec): 3 clusters Score: Raw -32527.213057 + Penalty 1724.803722 = -30802.409334 nChanged 7 SP:Iteration 3Q (41.334509 sec): 3 clusters Score: Raw -32542.172306 + Penalty 1724.070188 = -30818.102119 nChanged 11 SP:Iteration 4Q (41.335351 sec): 3 clusters Score: Raw -32556.381174 + Penalty 1723.224188 = -30833.156986 nChanged 8 SP:Iteration 5Q (41.336213 sec): 3 clusters Score: Raw -32569.604630 + Penalty 1722.968926 = -30846.635703 nChanged 3 SP:Iteration 6Q (41.337059 sec): 3 clusters Score: Raw -32575.329690 + Penalty 1722.547168 = -30852.782523 nChanged 6 SP:Iteration 7Q (41.337910 sec): 3 clusters Score: Raw -32588.290028 + Penalty 1721.046391 = -30867.243637 nChanged 11 SP:Iteration 8Q (41.338746 sec): 3 clusters Score: Raw -32604.553326 + Penalty 1721.165546 = -30883.387780 nChanged 8 SP:Iteration 9Q (41.339577 sec): 3 clusters Score: Raw -32616.727863 + Penalty 1719.596662 = -30897.131201 nChanged 3 SP:Iteration 10F (41.340429 sec): 3 clusters Score: Raw -32620.067146 + Penalty 1719.462889 = -30900.604257 nChanged 3 SP:Iteration 11Q (41.341262 sec): 3 clusters Score: Raw -32630.828323 + Penalty 1718.084497 = -30912.743827 nChanged 4 SP:Iteration 12Q (41.342084 sec): 3 clusters Score: Raw -32639.821111 + Penalty 1716.532177 = -30923.288934 nChanged 6 SP:Iteration 13Q (41.342894 sec): 3 clusters Score: Raw -32655.935690 + Penalty 1715.404310 = -30940.531381 nChanged 5 SP:Iteration 14Q (41.343695 sec): 3 clusters Score: Raw -32670.428274 + Penalty 1712.574366 = -30957.853908 nChanged 6 SP:Iteration 15Q (41.344479 sec): 3 clusters Score: Raw -32683.939781 + Penalty 1711.280965 = -30972.658816 nChanged 5 SP:Iteration 16Q (41.345259 sec): 3 clusters Score: Raw -32692.889066 + Penalty 1711.156784 = -30981.732282 nChanged 2 SP:Iteration 17Q (41.346040 sec): 3 clusters Score: Raw -32698.171318 + Penalty 1710.557780 = -30987.613537 nChanged 1 SP:Iteration 18Q (41.346813 sec): 3 clusters Score: Raw -32701.450174 + Penalty 1709.759343 = -30991.690831 nChanged 1 SP:Iteration 19Q (41.347585 sec): 3 clusters Score: Raw -32702.753528 + Penalty 1709.759343 = -30992.994184 nChanged 0 SP:Iteration 20F (41.348411 sec): 3 clusters Score: Raw -32702.753528 + Penalty 1709.759343 = -30992.994184 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 41 (4161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.367451 sec): 2 clusters Score: Raw -318760.058595 + Penalty 273.212413 = -318486.846182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.375169 sec): 3 clusters Score: Raw -315984.373120 + Penalty 563.705389 = -315420.667731 nChanged 1929 SP:Iteration 1F (41.383001 sec): 3 clusters Score: Raw -317422.802039 + Penalty 591.737045 = -316831.064995 nChanged 586 SP:Iteration 2F (41.390406 sec): 3 clusters Score: Raw -317966.926703 + Penalty 639.747295 = -317327.179408 nChanged 338 SP:Iteration 3F (41.397954 sec): 3 clusters Score: Raw -318336.693853 + Penalty 717.250830 = -317619.443023 nChanged 284 SP:Iteration 4F (41.405897 sec): 3 clusters Score: Raw -318656.975112 + Penalty 769.972350 = -317887.002762 nChanged 102 SP:Iteration 5Q (41.412357 sec): 3 clusters Score: Raw -318762.419271 + Penalty 795.059550 = -317967.359721 nChanged 40 SP:Iteration 6Q (41.418824 sec): 3 clusters Score: Raw -318790.564270 + Penalty 819.612006 = -317970.952264 nChanged 20 SP:Iteration 7Q (41.424788 sec): 3 clusters Score: Raw -318798.743709 + Penalty 830.458795 = -317968.284914 nChanged 7 SP:Iteration 8F (41.432348 sec): 3 clusters Score: Raw -318800.232640 + Penalty 835.560313 = -317964.672327 nChanged 4 SP:Iteration 9F (41.439955 sec): 3 clusters Score: Raw -318801.208591 + Penalty 832.621712 = -317968.586879 nChanged 4 SP:Iteration 10F (41.447552 sec): 3 clusters Score: Raw -318802.245142 + Penalty 834.957084 = -317967.288057 nChanged 3 SP:Iteration 11F (41.455280 sec): 3 clusters Score: Raw -318803.387811 + Penalty 837.766042 = -317965.621768 nChanged 1 SP:Iteration 12F (41.462812 sec): 3 clusters Score: Raw -318803.577032 + Penalty 833.674320 = -317969.902713 nChanged 1 SP:Iteration 13Q (41.468761 sec): 3 clusters Score: Raw -318803.710619 + Penalty 833.674320 = -317970.036300 nChanged 0 SP:Iteration 14F (41.476274 sec): 3 clusters Score: Raw -318803.710619 + Penalty 833.674320 = -317970.036300 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 43 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.481734 sec): 2 clusters Score: Raw -79586.086083 + Penalty 420.055174 = -79166.030909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.483725 sec): 3 clusters Score: Raw -79047.008179 + Penalty 838.366154 = -78208.642025 nChanged 400 SP:Iteration 1F (41.485652 sec): 3 clusters Score: Raw -79261.232424 + Penalty 839.678243 = -78421.554181 nChanged 83 SP:Iteration 2F (41.487493 sec): 3 clusters Score: Raw -79298.326556 + Penalty 840.043560 = -78458.282996 nChanged 43 SP:Iteration 3Q (41.489339 sec): 3 clusters Score: Raw -79317.944911 + Penalty 840.065046 = -78477.879865 nChanged 29 SP:Iteration 4Q (41.491186 sec): 3 clusters Score: Raw -79336.838056 + Penalty 840.749786 = -78496.088270 nChanged 29 SP:Iteration 5Q (41.492983 sec): 3 clusters Score: Raw -79356.178432 + Penalty 842.347432 = -78513.831000 nChanged 32 SP:Iteration 6Q (41.494772 sec): 3 clusters Score: Raw -79376.535515 + Penalty 844.147297 = -78532.388218 nChanged 31 SP:Iteration 7Q (41.496583 sec): 3 clusters Score: Raw -79398.925535 + Penalty 845.889833 = -78553.035701 nChanged 26 SP:Iteration 8Q (41.498362 sec): 3 clusters Score: Raw -79416.590081 + Penalty 848.217856 = -78568.372225 nChanged 30 SP:Iteration 9Q (41.500152 sec): 3 clusters Score: Raw -79446.179288 + Penalty 855.014839 = -78591.164450 nChanged 37 SP:Iteration 10F (41.502024 sec): 3 clusters Score: Raw -79481.094744 + Penalty 863.995553 = -78617.099191 nChanged 33 SP:Iteration 11Q (41.503770 sec): 3 clusters Score: Raw -79532.221340 + Penalty 872.683303 = -78659.538036 nChanged 26 SP:Iteration 12Q (41.505470 sec): 3 clusters Score: Raw -79564.528845 + Penalty 876.351095 = -78688.177751 nChanged 20 SP:Iteration 13Q (41.507232 sec): 3 clusters Score: Raw -79585.247149 + Penalty 874.373779 = -78710.873371 nChanged 10 SP:Iteration 14Q (41.508972 sec): 3 clusters Score: Raw -79594.177193 + Penalty 876.885356 = -78717.291837 nChanged 5 SP:Iteration 15Q (41.510638 sec): 3 clusters Score: Raw -79595.998550 + Penalty 878.087698 = -78717.910852 nChanged 3 SP:Iteration 16Q (41.512236 sec): 3 clusters Score: Raw -79596.782334 + Penalty 877.011618 = -78719.770717 nChanged 1 SP:Iteration 17Q (41.513830 sec): 3 clusters Score: Raw -79596.949039 + Penalty 878.206912 = -78718.742126 nChanged 3 SP:Iteration 18F (41.515758 sec): 3 clusters Score: Raw -79598.851066 + Penalty 878.459955 = -78720.391111 nChanged 3 SP:Iteration 19Q (41.517420 sec): 3 clusters Score: Raw -79599.665151 + Penalty 878.592852 = -78721.072299 nChanged 6 SP:Iteration 20F (41.519384 sec): 3 clusters Score: Raw -79601.996008 + Penalty 877.118879 = -78724.877129 nChanged 5 SP:Iteration 21Q (41.521099 sec): 3 clusters Score: Raw -79605.410616 + Penalty 877.273064 = -78728.137552 nChanged 7 SP:Iteration 22Q (41.522699 sec): 3 clusters Score: Raw -79609.120144 + Penalty 871.560259 = -78737.559886 nChanged 8 SP:Iteration 23Q (41.524292 sec): 3 clusters Score: Raw -79611.765076 + Penalty 871.079959 = -78740.685117 nChanged 7 SP:Iteration 24Q (41.525886 sec): 3 clusters Score: Raw -79615.576087 + Penalty 870.708717 = -78744.867370 nChanged 6 SP:Iteration 25Q (41.527480 sec): 3 clusters Score: Raw -79621.378313 + Penalty 869.924417 = -78751.453896 nChanged 5 SP:Iteration 26Q (41.529105 sec): 3 clusters Score: Raw -79622.818107 + Penalty 871.108251 = -78751.709856 nChanged 7 SP:Iteration 27Q (41.530727 sec): 3 clusters Score: Raw -79628.312317 + Penalty 869.799164 = -78758.513153 nChanged 8 SP:Iteration 28Q (41.532317 sec): 3 clusters Score: Raw -79631.105188 + Penalty 869.402149 = -78761.703039 nChanged 7 SP:Iteration 29Q (41.533959 sec): 3 clusters Score: Raw -79635.378323 + Penalty 870.344922 = -78765.033400 nChanged 6 SP:Iteration 30F (41.535835 sec): 3 clusters Score: Raw -79636.882599 + Penalty 872.216317 = -78764.666282 nChanged 5 SP:Iteration 31F (41.537690 sec): 3 clusters Score: Raw -79638.299306 + Penalty 872.561329 = -78765.737977 nChanged 2 SP:Iteration 32Q (41.539294 sec): 3 clusters Score: Raw -79639.205045 + Penalty 874.867589 = -78764.337456 nChanged 4 SP:Iteration 33F (41.541150 sec): 3 clusters Score: Raw -79640.558016 + Penalty 877.211455 = -78763.346561 nChanged 5 SP:Iteration 34F (41.543008 sec): 3 clusters Score: Raw -79643.213868 + Penalty 878.433209 = -78764.780659 nChanged 2 SP:Iteration 35Q (41.544581 sec): 3 clusters Score: Raw -79644.290237 + Penalty 878.624528 = -78765.665708 nChanged 3 SP:Iteration 36Q (41.546156 sec): 3 clusters Score: Raw -79644.633477 + Penalty 878.803503 = -78765.829974 nChanged 3 SP:Iteration 37Q (41.547890 sec): 3 clusters Score: Raw -79645.544516 + Penalty 881.347356 = -78764.197160 nChanged 3 SP:Iteration 38F (41.549842 sec): 3 clusters Score: Raw -79647.880893 + Penalty 877.723400 = -78770.157493 nChanged 4 SP:Iteration 39Q (41.551508 sec): 3 clusters Score: Raw -79651.292637 + Penalty 876.588538 = -78774.704098 nChanged 6 SP:Iteration 40F (41.553462 sec): 3 clusters Score: Raw -79652.725145 + Penalty 874.497619 = -78778.227526 nChanged 2 SP:Iteration 41Q (41.555152 sec): 3 clusters Score: Raw -79653.626874 + Penalty 873.161167 = -78780.465708 nChanged 4 SP:Iteration 42Q (41.556800 sec): 3 clusters Score: Raw -79655.018023 + Penalty 873.895774 = -78781.122249 nChanged 1 SP:Iteration 43Q (41.558400 sec): 3 clusters Score: Raw -79655.099830 + Penalty 873.895774 = -78781.204056 nChanged 0 SP:Iteration 44F (41.560215 sec): 3 clusters Score: Raw -79655.099830 + Penalty 873.895774 = -78781.204056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 52 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.562871 sec): 2 clusters Score: Raw -64419.244964 + Penalty 587.992116 = -63831.252849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.564477 sec): 3 clusters Score: Raw -63976.228034 + Penalty 1177.026163 = -62799.201871 nChanged 280 SP:Iteration 1F (41.566009 sec): 3 clusters Score: Raw -64239.603770 + Penalty 1178.565314 = -63061.038455 nChanged 113 SP:Iteration 2F (41.567527 sec): 3 clusters Score: Raw -64319.397497 + Penalty 1180.805929 = -63138.591567 nChanged 33 SP:Iteration 3Q (41.569047 sec): 3 clusters Score: Raw -64338.606901 + Penalty 1181.995415 = -63156.611486 nChanged 19 SP:Iteration 4Q (41.570605 sec): 3 clusters Score: Raw -64351.972067 + Penalty 1182.298394 = -63169.673673 nChanged 19 SP:Iteration 5Q (41.572185 sec): 3 clusters Score: Raw -64364.586680 + Penalty 1183.232847 = -63181.353833 nChanged 14 SP:Iteration 6Q (41.573743 sec): 3 clusters Score: Raw -64369.443701 + Penalty 1182.907066 = -63186.536635 nChanged 10 SP:Iteration 7Q (41.575287 sec): 3 clusters Score: Raw -64372.787465 + Penalty 1183.937115 = -63188.850350 nChanged 10 SP:Iteration 8Q (41.576749 sec): 3 clusters Score: Raw -64376.363981 + Penalty 1184.926056 = -63191.437925 nChanged 14 SP:Iteration 9Q (41.578206 sec): 3 clusters Score: Raw -64382.122428 + Penalty 1189.289712 = -63192.832716 nChanged 15 SP:Iteration 10F (41.579695 sec): 3 clusters Score: Raw -64388.981345 + Penalty 1191.729465 = -63197.251879 nChanged 14 SP:Iteration 11Q (41.581238 sec): 3 clusters Score: Raw -64395.906989 + Penalty 1195.131827 = -63200.775162 nChanged 19 SP:Iteration 12Q (41.582768 sec): 3 clusters Score: Raw -64407.848750 + Penalty 1200.741205 = -63207.107546 nChanged 21 SP:Iteration 13Q (41.584273 sec): 3 clusters Score: Raw -64426.130783 + Penalty 1212.925245 = -63213.205538 nChanged 22 SP:Iteration 14Q (41.585733 sec): 3 clusters Score: Raw -64446.306764 + Penalty 1220.134838 = -63226.171926 nChanged 15 SP:Iteration 15Q (41.587149 sec): 3 clusters Score: Raw -64455.714613 + Penalty 1226.102762 = -63229.611851 nChanged 8 SP:Iteration 16Q (41.588596 sec): 3 clusters Score: Raw -64458.716569 + Penalty 1226.195310 = -63232.521259 nChanged 3 SP:Iteration 17Q (41.589967 sec): 3 clusters Score: Raw -64459.193887 + Penalty 1226.735600 = -63232.458287 nChanged 2 SP:Iteration 18F (41.591465 sec): 3 clusters Score: Raw -64460.142616 + Penalty 1228.521559 = -63231.621057 nChanged 2 SP:Iteration 19F (41.592970 sec): 3 clusters Score: Raw -64461.129586 + Penalty 1230.611630 = -63230.517956 nChanged 4 SP:Iteration 20F (41.594466 sec): 3 clusters Score: Raw -64463.523333 + Penalty 1230.396811 = -63233.126522 nChanged 3 SP:Iteration 21Q (41.595812 sec): 3 clusters Score: Raw -64466.465529 + Penalty 1229.029978 = -63237.435551 nChanged 3 SP:Iteration 22Q (41.597145 sec): 3 clusters Score: Raw -64468.925989 + Penalty 1230.464988 = -63238.461001 nChanged 1 SP:Iteration 23Q (41.598506 sec): 3 clusters Score: Raw -64470.715201 + Penalty 1231.404259 = -63239.310942 nChanged 4 SP:Iteration 24Q (41.599870 sec): 3 clusters Score: Raw -64474.046718 + Penalty 1234.757910 = -63239.288809 nChanged 3 SP:Iteration 25F (41.601377 sec): 3 clusters Score: Raw -64478.140817 + Penalty 1235.327769 = -63242.813047 nChanged 1 SP:Iteration 26Q (41.602732 sec): 3 clusters Score: Raw -64478.381219 + Penalty 1235.253582 = -63243.127636 nChanged 1 SP:Iteration 27Q (41.604083 sec): 3 clusters Score: Raw -64478.282875 + Penalty 1235.253582 = -63243.029293 nChanged 0 SP:Iteration 28F (41.605577 sec): 3 clusters Score: Raw -64478.282875 + Penalty 1235.253582 = -63243.029293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.606981 sec): 2 clusters Score: Raw -27271.056257 + Penalty 521.960334 = -26749.095923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.607770 sec): 3 clusters Score: Raw -27148.933121 + Penalty 1043.062122 = -26105.870999 nChanged 106 SP:Iteration 1F (41.608567 sec): 3 clusters Score: Raw -27246.151431 + Penalty 1046.461598 = -26199.689834 nChanged 33 SP:Iteration 2F (41.609384 sec): 3 clusters Score: Raw -27297.944963 + Penalty 1057.755871 = -26240.189093 nChanged 27 SP:Iteration 3F (41.610194 sec): 3 clusters Score: Raw -27335.007937 + Penalty 1069.911621 = -26265.096316 nChanged 20 SP:Iteration 4F (41.611005 sec): 3 clusters Score: Raw -27373.094395 + Penalty 1078.008887 = -26295.085508 nChanged 17 SP:Iteration 5F (41.611811 sec): 3 clusters Score: Raw -27421.821854 + Penalty 1083.360903 = -26338.460951 nChanged 15 SP:Iteration 6Q (41.612579 sec): 3 clusters Score: Raw -27453.656334 + Penalty 1084.747279 = -26368.909055 nChanged 8 SP:Iteration 7Q (41.613332 sec): 3 clusters Score: Raw -27462.408309 + Penalty 1085.507230 = -26376.901079 nChanged 4 SP:Iteration 8Q (41.614077 sec): 3 clusters Score: Raw -27466.968917 + Penalty 1087.051049 = -26379.917868 nChanged 1 SP:Iteration 9Q (41.614814 sec): 3 clusters Score: Raw -27467.752071 + Penalty 1087.051049 = -26380.701022 nChanged 0 SP:Iteration 10F (41.615616 sec): 3 clusters Score: Raw -27467.752071 + Penalty 1087.051049 = -26380.701022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.617343 sec): 2 clusters Score: Raw -39936.690920 + Penalty 946.160725 = -38990.530195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.618296 sec): 3 clusters Score: Raw -39863.063318 + Penalty 1892.354528 = -37970.708790 nChanged 85 SP:Iteration 1F (41.619235 sec): 3 clusters Score: Raw -40000.963227 + Penalty 1892.263574 = -38108.699652 nChanged 29 SP:Iteration 2F (41.620171 sec): 3 clusters Score: Raw -40050.352461 + Penalty 1891.996323 = -38158.356139 nChanged 16 SP:Iteration 3Q (41.621087 sec): 3 clusters Score: Raw -40066.178935 + Penalty 1891.984114 = -38174.194821 nChanged 7 SP:Iteration 4Q (41.621994 sec): 3 clusters Score: Raw -40070.362029 + Penalty 1891.859844 = -38178.502185 nChanged 2 SP:Iteration 5Q (41.622929 sec): 3 clusters Score: Raw -40071.377212 + Penalty 1891.884111 = -38179.493101 nChanged 1 SP:Iteration 6Q (41.623837 sec): 3 clusters Score: Raw -40074.585658 + Penalty 1891.958505 = -38182.627153 nChanged 2 SP:Iteration 7Q (41.624743 sec): 3 clusters Score: Raw -40078.215473 + Penalty 1891.958505 = -38186.256967 nChanged 0 SP:Iteration 8F (41.625678 sec): 3 clusters Score: Raw -40078.215473 + Penalty 1891.958505 = -38186.256967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 93 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.628973 sec): 2 clusters Score: Raw -87707.862533 + Penalty 686.594702 = -87021.267831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.631042 sec): 3 clusters Score: Raw -87182.409570 + Penalty 1377.165420 = -85805.244150 nChanged 357 SP:Iteration 1F (41.632921 sec): 3 clusters Score: Raw -87417.656745 + Penalty 1385.710711 = -86031.946035 nChanged 112 SP:Iteration 2F (41.634890 sec): 3 clusters Score: Raw -87537.614972 + Penalty 1399.327050 = -86138.287922 nChanged 94 SP:Iteration 3F (41.636813 sec): 3 clusters Score: Raw -87632.800708 + Penalty 1415.086165 = -86217.714543 nChanged 71 SP:Iteration 4F (41.638694 sec): 3 clusters Score: Raw -87690.336646 + Penalty 1428.507484 = -86261.829162 nChanged 41 SP:Iteration 5Q (41.640588 sec): 3 clusters Score: Raw -87724.180182 + Penalty 1440.569927 = -86283.610255 nChanged 33 SP:Iteration 6Q (41.642469 sec): 3 clusters Score: Raw -87747.495751 + Penalty 1448.251585 = -86299.244165 nChanged 21 SP:Iteration 7Q (41.644342 sec): 3 clusters Score: Raw -87760.662916 + Penalty 1456.372253 = -86304.290663 nChanged 18 SP:Iteration 8Q (41.646167 sec): 3 clusters Score: Raw -87771.683557 + Penalty 1467.499636 = -86304.183921 nChanged 14 SP:Iteration 9F (41.648231 sec): 3 clusters Score: Raw -87780.619402 + Penalty 1475.388919 = -86305.230483 nChanged 12 SP:Iteration 10F (41.650263 sec): 3 clusters Score: Raw -87788.140442 + Penalty 1487.545214 = -86300.595228 nChanged 16 SP:Iteration 11F (41.652276 sec): 3 clusters Score: Raw -87798.949047 + Penalty 1501.686178 = -86297.262870 nChanged 17 SP:Iteration 12F (41.654306 sec): 3 clusters Score: Raw -87816.213684 + Penalty 1518.090039 = -86298.123645 nChanged 24 SP:Iteration 13Q (41.656109 sec): 3 clusters Score: Raw -87836.929044 + Penalty 1527.185151 = -86309.743893 nChanged 11 SP:Iteration 14Q (41.657853 sec): 3 clusters Score: Raw -87845.008966 + Penalty 1535.128131 = -86309.880835 nChanged 11 SP:Iteration 15Q (41.659585 sec): 3 clusters Score: Raw -87854.118541 + Penalty 1540.127087 = -86313.991454 nChanged 6 SP:Iteration 16Q (41.661310 sec): 3 clusters Score: Raw -87857.105785 + Penalty 1540.096632 = -86317.009153 nChanged 1 SP:Iteration 17Q (41.663090 sec): 3 clusters Score: Raw -87857.483086 + Penalty 1541.099547 = -86316.383539 nChanged 2 SP:Iteration 18F (41.665012 sec): 3 clusters Score: Raw -87859.221455 + Penalty 1543.081756 = -86316.139699 nChanged 1 SP:Iteration 19F (41.666895 sec): 3 clusters Score: Raw -87860.125746 + Penalty 1548.344459 = -86311.781287 nChanged 4 SP:Iteration 20F (41.668782 sec): 3 clusters Score: Raw -87861.738931 + Penalty 1548.845292 = -86312.893638 nChanged 1 SP:Iteration 21Q (41.670487 sec): 3 clusters Score: Raw -87862.266162 + Penalty 1550.509439 = -86311.756723 nChanged 1 SP:Iteration 22F (41.672368 sec): 3 clusters Score: Raw -87862.752822 + Penalty 1550.509439 = -86312.243383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.673378 sec): 2 clusters Score: Raw -5363.217790 + Penalty 123.141444 = -5240.076346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.673749 sec): 3 clusters Score: Raw -5453.859040 + Penalty 385.895849 = -5067.963191 nChanged 28 SP:Iteration 1F (41.674111 sec): 3 clusters Score: Raw -5549.079761 + Penalty 384.560992 = -5164.518769 nChanged 2 SP:Iteration 2Q (41.674469 sec): 3 clusters Score: Raw -5553.420230 + Penalty 384.560992 = -5168.859238 nChanged 0 SP:Iteration 3F (41.674832 sec): 3 clusters Score: Raw -5553.420230 + Penalty 384.560992 = -5168.859238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.675844 sec): 2 clusters Score: Raw -13605.256704 + Penalty 269.707044 = -13335.549660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.676402 sec): 3 clusters Score: Raw -13547.219149 + Penalty 536.042943 = -13011.176207 nChanged 53 SP:Iteration 1F (41.676951 sec): 3 clusters Score: Raw -13591.574024 + Penalty 529.884509 = -13061.689515 nChanged 14 SP:Iteration 2F (41.677498 sec): 3 clusters Score: Raw -13608.732523 + Penalty 517.816256 = -13090.916267 nChanged 8 SP:Iteration 3Q (41.678036 sec): 3 clusters Score: Raw -13619.591442 + Penalty 508.292765 = -13111.298677 nChanged 7 SP:Iteration 4Q (41.678572 sec): 3 clusters Score: Raw -13636.483415 + Penalty 506.583104 = -13129.900312 nChanged 5 SP:Iteration 5Q (41.679100 sec): 3 clusters Score: Raw -13640.912230 + Penalty 511.150006 = -13129.762224 nChanged 5 SP:Iteration 6F (41.679664 sec): 3 clusters Score: Raw -13648.709841 + Penalty 516.042019 = -13132.667823 nChanged 7 SP:Iteration 7Q (41.680194 sec): 3 clusters Score: Raw -13661.217165 + Penalty 532.065455 = -13129.151710 nChanged 9 SP:Iteration 8F (41.680743 sec): 3 clusters Score: Raw -13676.858486 + Penalty 550.910477 = -13125.948009 nChanged 10 SP:Iteration 9F (41.681289 sec): 3 clusters Score: Raw -13706.507595 + Penalty 570.518998 = -13135.988598 nChanged 7 SP:Iteration 10F (41.681834 sec): 3 clusters Score: Raw -13732.698440 + Penalty 579.638404 = -13153.060036 nChanged 3 SP:Iteration 11Q (41.682332 sec): 3 clusters Score: Raw -13737.286651 + Penalty 590.453313 = -13146.833338 nChanged 3 SP:Iteration 12F (41.682879 sec): 3 clusters Score: Raw -13747.924839 + Penalty 606.852781 = -13141.072059 nChanged 4 SP:Iteration 13F (41.683416 sec): 3 clusters Score: Raw -13768.583869 + Penalty 623.723801 = -13144.860067 nChanged 4 SP:Iteration 14Q (41.683940 sec): 3 clusters Score: Raw -13782.860302 + Penalty 638.504106 = -13144.356197 nChanged 4 SP:Iteration 15F (41.684489 sec): 3 clusters Score: Raw -13795.415973 + Penalty 643.587314 = -13151.828658 nChanged 1 SP:Iteration 16Q (41.684972 sec): 3 clusters Score: Raw -13798.178722 + Penalty 651.200922 = -13146.977800 nChanged 2 SP:Iteration 17F (41.685518 sec): 3 clusters Score: Raw -13805.063447 + Penalty 660.794627 = -13144.268820 nChanged 2 SP:Iteration 18F (41.686064 sec): 3 clusters Score: Raw -13807.423029 + Penalty 665.914135 = -13141.508894 nChanged 1 SP:Iteration 19F (41.686609 sec): 3 clusters Score: Raw -13808.467168 + Penalty 665.914135 = -13142.553033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.687059 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.687241 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 211 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.688056 sec): 2 clusters Score: Raw -10230.689628 + Penalty 365.184319 = -9865.505308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.688525 sec): 3 clusters Score: Raw -10212.074650 + Penalty 731.863057 = -9480.211593 nChanged 27 SP:Iteration 1F (41.688987 sec): 3 clusters Score: Raw -10250.631416 + Penalty 731.140507 = -9519.490910 nChanged 9 SP:Iteration 2F (41.689448 sec): 3 clusters Score: Raw -10263.020670 + Penalty 729.763243 = -9533.257427 nChanged 4 SP:Iteration 3Q (41.689899 sec): 3 clusters Score: Raw -10272.951543 + Penalty 730.368639 = -9542.582905 nChanged 5 SP:Iteration 4Q (41.690368 sec): 3 clusters Score: Raw -10281.337304 + Penalty 730.580890 = -9550.756414 nChanged 3 SP:Iteration 5Q (41.690815 sec): 3 clusters Score: Raw -10288.093500 + Penalty 730.446529 = -9557.646971 nChanged 2 SP:Iteration 6Q (41.691258 sec): 3 clusters Score: Raw -10292.502844 + Penalty 729.712151 = -9562.790692 nChanged 2 SP:Iteration 7Q (41.691699 sec): 3 clusters Score: Raw -10294.704867 + Penalty 728.326459 = -9566.378408 nChanged 2 SP:Iteration 8Q (41.692139 sec): 3 clusters Score: Raw -10298.203063 + Penalty 726.863610 = -9571.339453 nChanged 2 SP:Iteration 9Q (41.692579 sec): 3 clusters Score: Raw -10301.719703 + Penalty 726.318606 = -9575.401098 nChanged 2 SP:Iteration 10F (41.693038 sec): 3 clusters Score: Raw -10305.839213 + Penalty 724.657137 = -9581.182076 nChanged 1 SP:Iteration 11Q (41.693477 sec): 3 clusters Score: Raw -10306.616966 + Penalty 724.657137 = -9581.959829 nChanged 0 SP:Iteration 12F (41.693936 sec): 3 clusters Score: Raw -10306.616966 + Penalty 724.657137 = -9581.959829 nChanged 0 Time taken for this iteration:41.066711 seconds. 300->32 Clusters: Score -1768803.389667, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 151 (time per iteration =276.307351 ms) Total iterations: 2029 (time per iteration =20.563041 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3139788125.000000 (time per metric unit =13.288288ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 78494703125.000000 (time per metric unit=531.531534ps) That took 41.722410 seconds.