FileBase PeterP-2013-09-04_dataset1 ElecNo 13 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 0.08 and 0.12 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 8533 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 8533 points ------ Starting initial clusters from distinct float masks Not enough masks (160) to generate starting clusters (300), so starting with (161) clusters instead. Assigned 161 initial classes from 160 unique masks. Deleting Class 52 (2 points): Lose 28.251529 but Gain 1449.353701 Iteration 0F (0.834774 sec): 160 clusters Score: Raw -260190.498605 + Penalty 132433.194059 = -127757.304545 nChanged 1848 Deleting Class 54 (1 points): Lose 9.460764 but Gain 1422.909713 Iteration 1F (1.332289 sec): 134 clusters Score: Raw -262296.860836 + Penalty 129159.224055 = -133137.636781 nChanged 485 Deleting Class 148 (1 points): Lose 0.586648 but Gain 1402.777490 Iteration 2F (1.818557 sec): 131 clusters Score: Raw -262872.665157 + Penalty 126214.188868 = -136658.476289 nChanged 299 Deleting Class 126 (2 points): Lose 19.423652 but Gain 1382.723115 Iteration 3Q (1.882958 sec): 128 clusters Score: Raw -263202.291541 + Penalty 122453.659929 = -140748.631612 nChanged 206 Deleting Class 141 (1 points): Lose 1.890668 but Gain 1309.029895 Iteration 4Q (1.947733 sec): 125 clusters Score: Raw -263376.575462 + Penalty 120833.554545 = -142543.020918 nChanged 150 Deleting Class 104 (2 points): Lose 5.179886 but Gain 1306.885472 Iteration 5Q (2.002374 sec): 124 clusters Score: Raw -263471.214160 + Penalty 119565.568497 = -143905.645663 nChanged 102 Deleting Class 70 (4 points): Lose 38.339690 but Gain 1337.027552 Iteration 6Q (2.054141 sec): 123 clusters Score: Raw -263490.590599 + Penalty 118277.875880 = -145212.714719 nChanged 71 Deleting Class 71 (14 points): Lose 136.589967 but Gain 1430.813650 Iteration 7Q (2.103536 sec): 122 clusters Score: Raw -263401.473363 + Penalty 116858.585506 = -146542.887857 nChanged 77 Deleting Class 94 (3 points): Lose 17.559863 but Gain 1309.621598 Iteration 8Q (2.153391 sec): 121 clusters Score: Raw -263443.727731 + Penalty 115546.916970 = -147896.810762 nChanged 44 Deleting Class 68 (8 points): Lose 64.555099 but Gain 1346.875565 Iteration 9Q (2.201534 sec): 120 clusters Score: Raw -263402.311901 + Penalty 114232.033425 = -149170.278475 nChanged 48 Deleting Class 110 (4 points): Lose 29.933701 but Gain 1315.098409 Iteration 10F (2.674498 sec): 119 clusters Score: Raw -263403.561472 + Penalty 112941.911430 = -150461.650042 nChanged 36 Deleting Class 125 (2 points): Lose 17.910382 but Gain 1289.581231 Iteration 11Q (2.719003 sec): 118 clusters Score: Raw -263419.391857 + Penalty 111667.518107 = -151751.873750 nChanged 30 Deleting Class 59 (9 points): Lose 67.253338 but Gain 1336.230693 Iteration 12Q (2.762854 sec): 117 clusters Score: Raw -263401.040234 + Penalty 110350.035998 = -153051.004235 nChanged 31 Deleting Class 149 (1 points): Lose 2.527849 but Gain 1270.572995 Iteration 13Q (2.807755 sec): 116 clusters Score: Raw -263440.608353 + Penalty 109096.448208 = -154344.160145 nChanged 22 Deleting Class 92 (3 points): Lose 12.888759 but Gain 1264.196952 Iteration 14Q (2.851593 sec): 115 clusters Score: Raw -263439.748698 + Penalty 107854.104250 = -155585.644448 nChanged 21 Deleting Class 86 (1 points): Lose 11.135872 but Gain 1242.253116 Iteration 15Q (2.894113 sec): 114 clusters Score: Raw -263443.904328 + Penalty 107333.431027 = -156110.473302 nChanged 14 Deleting Class 136 (1 points): Lose 1.899945 but Gain 1226.712151 Iteration 16Q (2.937082 sec): 113 clusters Score: Raw -263453.833538 + Penalty 106117.086211 = -157336.747328 nChanged 15 Deleting Class 30 (31 points): Lose 208.446205 but Gain 1417.571647 Iteration 17Q (2.979015 sec): 112 clusters Score: Raw -263254.566471 + Penalty 104775.923921 = -158478.642550 nChanged 46 Deleting Class 155 (1 points): Lose 9.017030 but Gain 1207.606900 Iteration 18Q (3.022584 sec): 111 clusters Score: Raw -263327.055952 + Penalty 103594.064366 = -159732.991586 nChanged 25 Deleting Class 74 (15 points): Lose 118.409995 but Gain 1314.890105 Iteration 19Q (3.065181 sec): 110 clusters Score: Raw -263238.759271 + Penalty 102344.300106 = -160894.459165 nChanged 43 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -263238.759271 + Penalty 102344.300106 = -160894.459165Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.105011 sec): 2 clusters Score: Raw -50143.768246 + Penalty 196.833299 = -49946.934947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.107911 sec): 3 clusters Score: Raw -49176.332592 + Penalty 403.024352 = -48773.308240 nChanged 686 SP:Iteration 1F (3.110776 sec): 3 clusters Score: Raw -49692.312237 + Penalty 405.096991 = -49287.215247 nChanged 156 SP:Iteration 2F (3.113612 sec): 3 clusters Score: Raw -49860.705921 + Penalty 400.371259 = -49460.334662 nChanged 113 SP:Iteration 3F (3.116446 sec): 3 clusters Score: Raw -49987.144418 + Penalty 396.451982 = -49590.692436 nChanged 69 SP:Iteration 4Q (3.119144 sec): 3 clusters Score: Raw -50071.867425 + Penalty 393.037350 = -49678.830075 nChanged 34 SP:Iteration 5Q (3.121617 sec): 3 clusters Score: Raw -50104.453978 + Penalty 386.223435 = -49718.230543 nChanged 23 SP:Iteration 6Q (3.123966 sec): 3 clusters Score: Raw -50123.541455 + Penalty 374.173375 = -49749.368080 nChanged 12 SP:Iteration 7Q (3.126264 sec): 3 clusters Score: Raw -50131.966138 + Penalty 375.070167 = -49756.895971 nChanged 8 SP:Iteration 8Q (3.128537 sec): 3 clusters Score: Raw -50137.311655 + Penalty 380.138548 = -49757.173107 nChanged 4 SP:Iteration 9Q (3.130825 sec): 3 clusters Score: Raw -50140.755566 + Penalty 380.707209 = -49760.048357 nChanged 5 SP:Iteration 10F (3.133725 sec): 3 clusters Score: Raw -50143.880138 + Penalty 380.190831 = -49763.689307 nChanged 1 SP:Iteration 11Q (3.136151 sec): 3 clusters Score: Raw -50144.096871 + Penalty 380.190831 = -49763.906040 nChanged 0 SP:Iteration 12F (3.138982 sec): 3 clusters Score: Raw -50144.096871 + Penalty 380.190831 = -49763.906040 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 2 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.141965 sec): 2 clusters Score: Raw -30959.622984 + Penalty 423.979064 = -30535.643920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.143710 sec): 3 clusters Score: Raw -30417.971151 + Penalty 847.931597 = -29570.039554 nChanged 357 SP:Iteration 1F (3.145428 sec): 3 clusters Score: Raw -30576.489657 + Penalty 847.943732 = -29728.545924 nChanged 106 SP:Iteration 2F (3.147148 sec): 3 clusters Score: Raw -30657.764313 + Penalty 848.147282 = -29809.617031 nChanged 76 SP:Iteration 3F (3.148862 sec): 3 clusters Score: Raw -30730.609701 + Penalty 847.965287 = -29882.644413 nChanged 64 SP:Iteration 4F (3.150610 sec): 3 clusters Score: Raw -30767.476210 + Penalty 847.923329 = -29919.552881 nChanged 27 SP:Iteration 5Q (3.152314 sec): 3 clusters Score: Raw -30774.577921 + Penalty 847.910595 = -29926.667326 nChanged 16 SP:Iteration 6Q (3.154015 sec): 3 clusters Score: Raw -30777.531123 + Penalty 847.907738 = -29929.623386 nChanged 7 SP:Iteration 7Q (3.155720 sec): 3 clusters Score: Raw -30778.882722 + Penalty 847.942679 = -29930.940043 nChanged 7 SP:Iteration 8Q (3.157420 sec): 3 clusters Score: Raw -30779.776254 + Penalty 847.962344 = -29931.813910 nChanged 4 SP:Iteration 9Q (3.159116 sec): 3 clusters Score: Raw -30780.463801 + Penalty 847.981035 = -29932.482766 nChanged 2 SP:Iteration 10F (3.160827 sec): 3 clusters Score: Raw -30780.654948 + Penalty 848.036730 = -29932.618218 nChanged 3 SP:Iteration 11Q (3.162522 sec): 3 clusters Score: Raw -30780.808453 + Penalty 848.036730 = -29932.771724 nChanged 0 SP:Iteration 12F (3.164238 sec): 3 clusters Score: Raw -30780.808453 + Penalty 848.036730 = -29932.771724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 3 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.165068 sec): 2 clusters Score: Raw -4879.081149 + Penalty 611.873475 = -4267.207674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.165517 sec): 3 clusters Score: Raw -4903.571463 + Penalty 1217.025173 = -3686.546290 nChanged 16 SP:Iteration 1F (3.165970 sec): 3 clusters Score: Raw -4954.201930 + Penalty 1214.781857 = -3739.420073 nChanged 6 SP:Iteration 2Q (3.166386 sec): 3 clusters Score: Raw -4970.435600 + Penalty 1213.890167 = -3756.545433 nChanged 3 SP:Iteration 3Q (3.166798 sec): 3 clusters Score: Raw -4980.069066 + Penalty 1213.890167 = -3766.178899 nChanged 0 SP:Iteration 4F (3.167230 sec): 3 clusters Score: Raw -4980.069066 + Penalty 1213.890167 = -3766.178899 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.171780 sec): 2 clusters Score: Raw -51399.053918 + Penalty 380.544343 = -51018.509575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.174497 sec): 3 clusters Score: Raw -50497.150161 + Penalty 762.320140 = -49734.830020 nChanged 624 SP:Iteration 1F (3.177207 sec): 3 clusters Score: Raw -50825.246224 + Penalty 761.033364 = -50064.212860 nChanged 165 SP:Iteration 2F (3.179881 sec): 3 clusters Score: Raw -50932.990775 + Penalty 759.719072 = -50173.271703 nChanged 122 SP:Iteration 3F (3.182558 sec): 3 clusters Score: Raw -51009.169616 + Penalty 760.175145 = -50248.994472 nChanged 88 SP:Iteration 4F (3.185229 sec): 3 clusters Score: Raw -51068.705113 + Penalty 761.004892 = -50307.700221 nChanged 75 SP:Iteration 5F (3.187908 sec): 3 clusters Score: Raw -51126.695950 + Penalty 762.538197 = -50364.157754 nChanged 65 SP:Iteration 6Q (3.190577 sec): 3 clusters Score: Raw -51178.513318 + Penalty 765.973806 = -50412.539512 nChanged 59 SP:Iteration 7Q (3.193225 sec): 3 clusters Score: Raw -51213.850348 + Penalty 771.015826 = -50442.834522 nChanged 55 SP:Iteration 8Q (3.195851 sec): 3 clusters Score: Raw -51244.598239 + Penalty 776.000267 = -50468.597972 nChanged 39 SP:Iteration 9Q (3.198488 sec): 3 clusters Score: Raw -51263.862940 + Penalty 779.953964 = -50483.908976 nChanged 28 SP:Iteration 10F (3.201148 sec): 3 clusters Score: Raw -51276.221541 + Penalty 783.335987 = -50492.885554 nChanged 27 SP:Iteration 11Q (3.203759 sec): 3 clusters Score: Raw -51286.884895 + Penalty 786.805485 = -50500.079410 nChanged 23 SP:Iteration 12Q (3.206348 sec): 3 clusters Score: Raw -51295.803815 + Penalty 788.988358 = -50506.815457 nChanged 15 SP:Iteration 13Q (3.208926 sec): 3 clusters Score: Raw -51299.946536 + Penalty 791.063417 = -50508.883118 nChanged 13 SP:Iteration 14Q (3.211484 sec): 3 clusters Score: Raw -51302.848798 + Penalty 793.282890 = -50509.565908 nChanged 10 SP:Iteration 15Q (3.214037 sec): 3 clusters Score: Raw -51305.598820 + Penalty 794.331848 = -50511.266972 nChanged 7 SP:Iteration 16Q (3.216643 sec): 3 clusters Score: Raw -51306.799162 + Penalty 795.187177 = -50511.611985 nChanged 5 SP:Iteration 17Q (3.219194 sec): 3 clusters Score: Raw -51307.904388 + Penalty 796.242363 = -50511.662025 nChanged 7 SP:Iteration 18Q (3.221734 sec): 3 clusters Score: Raw -51309.186868 + Penalty 797.604447 = -50511.582421 nChanged 6 SP:Iteration 19F (3.224401 sec): 3 clusters Score: Raw -51310.394894 + Penalty 799.259667 = -50511.135228 nChanged 6 SP:Iteration 20F (3.227064 sec): 3 clusters Score: Raw -51311.178204 + Penalty 800.944327 = -50510.233877 nChanged 6 SP:Iteration 21F (3.229731 sec): 3 clusters Score: Raw -51312.417777 + Penalty 803.382056 = -50509.035721 nChanged 9 SP:Iteration 22F (3.232417 sec): 3 clusters Score: Raw -51314.062280 + Penalty 804.910465 = -50509.151816 nChanged 7 SP:Iteration 23Q (3.234971 sec): 3 clusters Score: Raw -51315.524596 + Penalty 805.885901 = -50509.638695 nChanged 8 SP:Iteration 24Q (3.237712 sec): 3 clusters Score: Raw -51317.189568 + Penalty 806.342481 = -50510.847087 nChanged 7 SP:Iteration 25Q (3.240344 sec): 3 clusters Score: Raw -51318.907431 + Penalty 807.167823 = -50511.739609 nChanged 7 SP:Iteration 26Q (3.242894 sec): 3 clusters Score: Raw -51321.255049 + Penalty 808.881068 = -50512.373981 nChanged 11 SP:Iteration 27Q (3.245538 sec): 3 clusters Score: Raw -51324.420364 + Penalty 811.447103 = -50512.973261 nChanged 10 SP:Iteration 28Q (3.248140 sec): 3 clusters Score: Raw -51328.283906 + Penalty 815.678071 = -50512.605835 nChanged 15 SP:Iteration 29F (3.250923 sec): 3 clusters Score: Raw -51335.438926 + Penalty 821.727404 = -50513.711523 nChanged 16 SP:Iteration 30F (3.253679 sec): 3 clusters Score: Raw -51343.118845 + Penalty 828.086724 = -50515.032121 nChanged 18 SP:Iteration 31Q (3.256259 sec): 3 clusters Score: Raw -51350.484836 + Penalty 830.057722 = -50520.427114 nChanged 16 SP:Iteration 32Q (3.258804 sec): 3 clusters Score: Raw -51358.379502 + Penalty 833.960336 = -50524.419166 nChanged 16 SP:Iteration 33Q (3.261315 sec): 3 clusters Score: Raw -51366.936234 + Penalty 837.382499 = -50529.553735 nChanged 14 SP:Iteration 34Q (3.263783 sec): 3 clusters Score: Raw -51372.356527 + Penalty 837.431867 = -50534.924660 nChanged 8 SP:Iteration 35Q (3.266205 sec): 3 clusters Score: Raw -51374.329447 + Penalty 838.193282 = -50536.136166 nChanged 5 SP:Iteration 36Q (3.268627 sec): 3 clusters Score: Raw -51375.620812 + Penalty 840.366563 = -50535.254249 nChanged 4 SP:Iteration 37F (3.271290 sec): 3 clusters Score: Raw -51376.965943 + Penalty 841.273186 = -50535.692757 nChanged 2 SP:Iteration 38Q (3.273686 sec): 3 clusters Score: Raw -51377.766444 + Penalty 841.421663 = -50536.344780 nChanged 2 SP:Iteration 39Q (3.276077 sec): 3 clusters Score: Raw -51377.933547 + Penalty 841.591478 = -50536.342069 nChanged 1 SP:Iteration 40F (3.278761 sec): 3 clusters Score: Raw -51378.018012 + Penalty 841.591478 = -50536.426535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 5 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.279439 sec): 2 clusters Score: Raw -2328.716560 + Penalty 356.148691 = -1972.567869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.279774 sec): 3 clusters Score: Raw -2322.841318 + Penalty 713.089310 = -1609.752007 nChanged 7 SP:Iteration 1F (3.280097 sec): 3 clusters Score: Raw -2334.558103 + Penalty 711.933981 = -1622.624122 nChanged 3 SP:Iteration 2Q (3.280415 sec): 3 clusters Score: Raw -2339.168440 + Penalty 711.933981 = -1627.234458 nChanged 0 SP:Iteration 3F (3.280735 sec): 3 clusters Score: Raw -2339.168440 + Penalty 711.933981 = -1627.234458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 6 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.281207 sec): 2 clusters Score: Raw -160.726989 + Penalty 142.523985 = -18.203004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.281446 sec): 3 clusters Score: Raw -152.788767 + Penalty 286.489215 = 133.700448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 7 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.284687 sec): 2 clusters Score: Raw -19299.361912 + Penalty 346.078343 = -18953.283569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.285870 sec): 3 clusters Score: Raw -19024.019935 + Penalty 691.470171 = -18332.549764 nChanged 199 SP:Iteration 1F (3.287030 sec): 3 clusters Score: Raw -19147.744422 + Penalty 691.729942 = -18456.014480 nChanged 38 SP:Iteration 2F (3.288202 sec): 3 clusters Score: Raw -19172.244721 + Penalty 691.758979 = -18480.485742 nChanged 20 SP:Iteration 3Q (3.289368 sec): 3 clusters Score: Raw -19181.289552 + Penalty 691.320634 = -18489.968918 nChanged 14 SP:Iteration 4Q (3.290527 sec): 3 clusters Score: Raw -19188.712838 + Penalty 690.734936 = -18497.977901 nChanged 13 SP:Iteration 5Q (3.291693 sec): 3 clusters Score: Raw -19195.149893 + Penalty 690.590932 = -18504.558960 nChanged 8 SP:Iteration 6Q (3.292848 sec): 3 clusters Score: Raw -19197.710230 + Penalty 690.519181 = -18507.191049 nChanged 10 SP:Iteration 7Q (3.294003 sec): 3 clusters Score: Raw -19201.486682 + Penalty 691.459010 = -18510.027672 nChanged 8 SP:Iteration 8Q (3.295155 sec): 3 clusters Score: Raw -19203.905496 + Penalty 691.577099 = -18512.328397 nChanged 8 SP:Iteration 9Q (3.296307 sec): 3 clusters Score: Raw -19207.358374 + Penalty 692.443867 = -18514.914507 nChanged 12 SP:Iteration 10F (3.297474 sec): 3 clusters Score: Raw -19219.355135 + Penalty 692.916432 = -18526.438703 nChanged 11 SP:Iteration 11Q (3.298624 sec): 3 clusters Score: Raw -19226.932997 + Penalty 694.466311 = -18532.466687 nChanged 11 SP:Iteration 12Q (3.299772 sec): 3 clusters Score: Raw -19233.623692 + Penalty 695.023757 = -18538.599935 nChanged 20 SP:Iteration 13Q (3.300922 sec): 3 clusters Score: Raw -19242.732025 + Penalty 697.523432 = -18545.208593 nChanged 18 SP:Iteration 14Q (3.302067 sec): 3 clusters Score: Raw -19251.613881 + Penalty 700.788728 = -18550.825154 nChanged 17 SP:Iteration 15Q (3.303211 sec): 3 clusters Score: Raw -19261.844549 + Penalty 702.115187 = -18559.729362 nChanged 14 SP:Iteration 16Q (3.304351 sec): 3 clusters Score: Raw -19268.795205 + Penalty 701.989655 = -18566.805550 nChanged 11 SP:Iteration 17Q (3.305494 sec): 3 clusters Score: Raw -19275.603232 + Penalty 703.198407 = -18572.404826 nChanged 12 SP:Iteration 18Q (3.306636 sec): 3 clusters Score: Raw -19281.749174 + Penalty 707.965024 = -18573.784150 nChanged 13 SP:Iteration 19Q (3.307773 sec): 3 clusters Score: Raw -19290.236636 + Penalty 715.264578 = -18574.972058 nChanged 13 SP:Iteration 20F (3.308937 sec): 3 clusters Score: Raw -19298.665403 + Penalty 727.912513 = -18570.752890 nChanged 17 SP:Iteration 21F (3.310103 sec): 3 clusters Score: Raw -19313.440670 + Penalty 753.297236 = -18560.143434 nChanged 16 SP:Iteration 22F (3.311267 sec): 3 clusters Score: Raw -19334.124528 + Penalty 773.993668 = -18560.130860 nChanged 14 SP:Iteration 23F (3.312437 sec): 3 clusters Score: Raw -19354.975302 + Penalty 791.041479 = -18563.933823 nChanged 7 SP:Iteration 24Q (3.313542 sec): 3 clusters Score: Raw -19366.033102 + Penalty 792.302917 = -18573.730185 nChanged 1 SP:Iteration 25Q (3.314590 sec): 3 clusters Score: Raw -19367.239765 + Penalty 792.302917 = -18574.936848 nChanged 0 SP:Iteration 26F (3.315756 sec): 3 clusters Score: Raw -19367.239765 + Penalty 792.302917 = -18574.936848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 8 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.316342 sec): 2 clusters Score: Raw -1462.443597 + Penalty 216.127786 = -1246.315811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.316642 sec): 3 clusters Score: Raw -1459.514557 + Penalty 433.562304 = -1025.952253 nChanged 3 SP:Iteration 1F (3.316966 sec): 3 clusters Score: Raw -1462.184744 + Penalty 432.462623 = -1029.722121 nChanged 1 SP:Iteration 2Q (3.317257 sec): 3 clusters Score: Raw -1463.338426 + Penalty 432.462623 = -1030.875802 nChanged 0 SP:Iteration 3F (3.317547 sec): 3 clusters Score: Raw -1463.338426 + Penalty 432.462623 = -1030.875802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.318879 sec): 2 clusters Score: Raw -6931.061877 + Penalty 286.361492 = -6644.700385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.319456 sec): 3 clusters Score: Raw -6834.326697 + Penalty 567.336140 = -6266.990557 nChanged 60 SP:Iteration 1F (3.320024 sec): 3 clusters Score: Raw -6891.757511 + Penalty 576.141252 = -6315.616259 nChanged 17 SP:Iteration 2F (3.320589 sec): 3 clusters Score: Raw -6909.279247 + Penalty 581.099657 = -6328.179590 nChanged 5 SP:Iteration 3Q (3.321141 sec): 3 clusters Score: Raw -6911.949253 + Penalty 583.290050 = -6328.659203 nChanged 5 SP:Iteration 4Q (3.321691 sec): 3 clusters Score: Raw -6915.345676 + Penalty 586.294702 = -6329.050974 nChanged 2 SP:Iteration 5Q (3.322235 sec): 3 clusters Score: Raw -6915.954280 + Penalty 592.880319 = -6323.073961 nChanged 3 SP:Iteration 6F (3.322799 sec): 3 clusters Score: Raw -6917.408338 + Penalty 599.221828 = -6318.186509 nChanged 4 SP:Iteration 7F (3.323365 sec): 3 clusters Score: Raw -6920.058751 + Penalty 621.049325 = -6299.009426 nChanged 4 SP:Iteration 8F (3.323929 sec): 3 clusters Score: Raw -6922.157454 + Penalty 635.340388 = -6286.817066 nChanged 3 SP:Iteration 9F (3.324493 sec): 3 clusters Score: Raw -6925.065852 + Penalty 654.017597 = -6271.048255 nChanged 5 SP:Iteration 10F (3.325058 sec): 3 clusters Score: Raw -6931.400535 + Penalty 662.709628 = -6268.690907 nChanged 4 SP:Iteration 11F (3.325670 sec): 3 clusters Score: Raw -6938.475123 + Penalty 662.709628 = -6275.765495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 10 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.326187 sec): 2 clusters Score: Raw -932.841948 + Penalty 245.814118 = -687.027830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.326452 sec): 3 clusters Score: Raw -934.530238 + Penalty 488.880428 = -445.649809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 11 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.327101 sec): 2 clusters Score: Raw -2491.117538 + Penalty 391.393452 = -2099.724085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.327449 sec): 3 clusters Score: Raw -2513.679476 + Penalty 788.572564 = -1725.106912 nChanged 9 SP:Iteration 1F (3.327790 sec): 3 clusters Score: Raw -2535.257221 + Penalty 789.317185 = -1745.940036 nChanged 1 SP:Iteration 2Q (3.328121 sec): 3 clusters Score: Raw -2537.238619 + Penalty 789.317185 = -1747.921434 nChanged 0 SP:Iteration 3F (3.328461 sec): 3 clusters Score: Raw -2537.238619 + Penalty 789.317185 = -1747.921434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.329401 sec): 2 clusters Score: Raw -7411.589710 + Penalty 855.566284 = -6556.023427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.329979 sec): 3 clusters Score: Raw -7463.039444 + Penalty 1711.277643 = -5751.761801 nChanged 19 SP:Iteration 1F (3.330541 sec): 3 clusters Score: Raw -7526.729134 + Penalty 1711.326083 = -5815.403051 nChanged 10 SP:Iteration 2Q (3.331070 sec): 3 clusters Score: Raw -7557.716014 + Penalty 1711.318078 = -5846.397936 nChanged 1 SP:Iteration 3Q (3.331592 sec): 3 clusters Score: Raw -7563.029743 + Penalty 1711.307807 = -5851.721937 nChanged 1 SP:Iteration 4Q (3.332110 sec): 3 clusters Score: Raw -7565.681351 + Penalty 1711.295237 = -5854.386115 nChanged 1 SP:Iteration 5Q (3.332651 sec): 3 clusters Score: Raw -7569.432158 + Penalty 1711.295237 = -5858.136922 nChanged 0 SP:Iteration 6F (3.333202 sec): 3 clusters Score: Raw -7569.432158 + Penalty 1711.295237 = -5858.136922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 13 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.333776 sec): 2 clusters Score: Raw -1778.372397 + Penalty 552.453936 = -1225.918461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.334073 sec): 3 clusters Score: Raw -1871.708341 + Penalty 1104.769969 = -766.938372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 14 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.335004 sec): 2 clusters Score: Raw -7189.034921 + Penalty 496.173359 = -6692.861562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.335571 sec): 3 clusters Score: Raw -7139.973749 + Penalty 994.710679 = -6145.263070 nChanged 41 SP:Iteration 1F (3.336108 sec): 3 clusters Score: Raw -7194.293157 + Penalty 995.883548 = -6198.409609 nChanged 8 SP:Iteration 2Q (3.336650 sec): 3 clusters Score: Raw -7208.371784 + Penalty 994.880206 = -6213.491578 nChanged 4 SP:Iteration 3Q (3.337187 sec): 3 clusters Score: Raw -7213.698359 + Penalty 992.413516 = -6221.284844 nChanged 3 SP:Iteration 4Q (3.337719 sec): 3 clusters Score: Raw -7218.345662 + Penalty 993.773155 = -6224.572507 nChanged 2 SP:Iteration 5Q (3.338284 sec): 3 clusters Score: Raw -7218.946058 + Penalty 993.503409 = -6225.442650 nChanged 1 SP:Iteration 6Q (3.338834 sec): 3 clusters Score: Raw -7219.576559 + Penalty 993.068433 = -6226.508125 nChanged 1 SP:Iteration 7Q (3.339383 sec): 3 clusters Score: Raw -7219.669926 + Penalty 993.068433 = -6226.601493 nChanged 0 SP:Iteration 8F (3.339942 sec): 3 clusters Score: Raw -7219.669926 + Penalty 993.068433 = -6226.601493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 15 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.340466 sec): 2 clusters Score: Raw -1132.547582 + Penalty 346.663993 = -785.883588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.340730 sec): 3 clusters Score: Raw -1148.516639 + Penalty 690.940493 = -457.576146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 16 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.341244 sec): 2 clusters Score: Raw -1095.601646 + Penalty 334.131453 = -761.470193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.341509 sec): 3 clusters Score: Raw -1129.590541 + Penalty 671.188348 = -458.402193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 17 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.342475 sec): 2 clusters Score: Raw -8195.303836 + Penalty 811.487491 = -7383.816345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.343057 sec): 3 clusters Score: Raw -8224.174010 + Penalty 1622.369704 = -6601.804306 nChanged 23 SP:Iteration 1F (3.343608 sec): 3 clusters Score: Raw -8281.859716 + Penalty 1622.894186 = -6658.965530 nChanged 9 SP:Iteration 2Q (3.344169 sec): 3 clusters Score: Raw -8313.143895 + Penalty 1622.753921 = -6690.389974 nChanged 5 SP:Iteration 3Q (3.344700 sec): 3 clusters Score: Raw -8338.119458 + Penalty 1623.051718 = -6715.067741 nChanged 2 SP:Iteration 4Q (3.345225 sec): 3 clusters Score: Raw -8341.898084 + Penalty 1623.199041 = -6718.699043 nChanged 1 SP:Iteration 5Q (3.345749 sec): 3 clusters Score: Raw -8343.963020 + Penalty 1623.199041 = -6720.763978 nChanged 0 SP:Iteration 6F (3.346306 sec): 3 clusters Score: Raw -8343.963020 + Penalty 1623.199041 = -6720.763978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 18 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.346926 sec): 2 clusters Score: Raw -2577.601741 + Penalty 636.563176 = -1941.038565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.347248 sec): 3 clusters Score: Raw -2700.532816 + Penalty 1272.865533 = -1427.667283 nChanged 1 SP:Iteration 1Q (3.347542 sec): 3 clusters Score: Raw -2711.647699 + Penalty 1272.865533 = -1438.782165 nChanged 0 SP:Iteration 2F (3.347867 sec): 3 clusters Score: Raw -2711.647699 + Penalty 1272.865533 = -1438.782165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.349380 sec): 2 clusters Score: Raw -12707.235736 + Penalty 303.884320 = -12403.351416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.350296 sec): 3 clusters Score: Raw -12495.335775 + Penalty 638.377658 = -11856.958117 nChanged 124 SP:Iteration 1F (3.351197 sec): 3 clusters Score: Raw -12612.331612 + Penalty 664.830668 = -11947.500945 nChanged 52 SP:Iteration 2F (3.352058 sec): 3 clusters Score: Raw -12663.027185 + Penalty 667.812851 = -11995.214334 nChanged 19 SP:Iteration 3F (3.352921 sec): 3 clusters Score: Raw -12701.201813 + Penalty 663.946209 = -12037.255604 nChanged 3 SP:Iteration 4Q (3.353716 sec): 3 clusters Score: Raw -12704.025192 + Penalty 661.367399 = -12042.657793 nChanged 1 SP:Iteration 5Q (3.354506 sec): 3 clusters Score: Raw -12704.637173 + Penalty 663.282615 = -12041.354557 nChanged 1 SP:Iteration 6F (3.355368 sec): 3 clusters Score: Raw -12705.231916 + Penalty 663.282615 = -12041.949301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.356212 sec): 2 clusters Score: Raw -6060.153152 + Penalty 608.414222 = -5451.738930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.356710 sec): 3 clusters Score: Raw -6059.933845 + Penalty 1216.892851 = -4843.040994 nChanged 20 SP:Iteration 1F (3.357194 sec): 3 clusters Score: Raw -6100.994582 + Penalty 1217.033743 = -4883.960839 nChanged 3 SP:Iteration 2Q (3.357667 sec): 3 clusters Score: Raw -6109.379648 + Penalty 1216.951602 = -4892.428046 nChanged 5 SP:Iteration 3Q (3.358138 sec): 3 clusters Score: Raw -6116.176948 + Penalty 1216.951602 = -4899.225346 nChanged 0 SP:Iteration 4F (3.358620 sec): 3 clusters Score: Raw -6116.176948 + Penalty 1216.951602 = -4899.225346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 21 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.360146 sec): 2 clusters Score: Raw -16350.788056 + Penalty 778.774568 = -15572.013488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.361098 sec): 3 clusters Score: Raw -16251.487272 + Penalty 1557.550470 = -14693.936802 nChanged 103 SP:Iteration 1F (3.362033 sec): 3 clusters Score: Raw -16357.921894 + Penalty 1557.534383 = -14800.387511 nChanged 22 SP:Iteration 2F (3.362967 sec): 3 clusters Score: Raw -16388.454291 + Penalty 1557.552104 = -14830.902187 nChanged 18 SP:Iteration 3Q (3.363885 sec): 3 clusters Score: Raw -16414.298147 + Penalty 1557.570428 = -14856.727719 nChanged 6 SP:Iteration 4Q (3.364798 sec): 3 clusters Score: Raw -16419.706217 + Penalty 1557.511632 = -14862.194586 nChanged 2 SP:Iteration 5Q (3.365710 sec): 3 clusters Score: Raw -16421.048940 + Penalty 1557.529553 = -14863.519387 nChanged 1 SP:Iteration 6Q (3.366626 sec): 3 clusters Score: Raw -16421.739146 + Penalty 1557.529553 = -14864.209593 nChanged 0 SP:Iteration 7F (3.367559 sec): 3 clusters Score: Raw -16421.739146 + Penalty 1557.529553 = -14864.209593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.368058 sec): 2 clusters Score: Raw -538.742427 + Penalty 255.266494 = -283.475933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.368325 sec): 3 clusters Score: Raw -548.365920 + Penalty 511.623236 = -36.742684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 23 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.368827 sec): 2 clusters Score: Raw -708.593431 + Penalty 280.600229 = -427.993203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.369072 sec): 3 clusters Score: Raw -718.707728 + Penalty 560.295120 = -158.412608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.370666 sec): 2 clusters Score: Raw -12478.429014 + Penalty 214.351451 = -12264.077563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.371623 sec): 3 clusters Score: Raw -12242.719814 + Penalty 429.295079 = -11813.424734 nChanged 172 SP:Iteration 1F (3.372565 sec): 3 clusters Score: Raw -12389.964500 + Penalty 430.289115 = -11959.675385 nChanged 55 SP:Iteration 2F (3.373504 sec): 3 clusters Score: Raw -12449.972604 + Penalty 436.161734 = -12013.810871 nChanged 27 SP:Iteration 3F (3.374442 sec): 3 clusters Score: Raw -12468.290282 + Penalty 438.007487 = -12030.282795 nChanged 19 SP:Iteration 4Q (3.375373 sec): 3 clusters Score: Raw -12479.340986 + Penalty 440.990140 = -12038.350846 nChanged 10 SP:Iteration 5Q (3.376302 sec): 3 clusters Score: Raw -12484.070198 + Penalty 441.460016 = -12042.610182 nChanged 6 SP:Iteration 6Q (3.377234 sec): 3 clusters Score: Raw -12487.897655 + Penalty 444.148794 = -12043.748862 nChanged 6 SP:Iteration 7Q (3.378161 sec): 3 clusters Score: Raw -12489.880446 + Penalty 444.941360 = -12044.939086 nChanged 1 SP:Iteration 8Q (3.379086 sec): 3 clusters Score: Raw -12490.179936 + Penalty 444.520061 = -12045.659876 nChanged 1 SP:Iteration 9Q (3.380010 sec): 3 clusters Score: Raw -12491.220923 + Penalty 445.327669 = -12045.893254 nChanged 1 SP:Iteration 10F (3.380950 sec): 3 clusters Score: Raw -12491.421859 + Penalty 446.570713 = -12044.851146 nChanged 2 SP:Iteration 11F (3.381884 sec): 3 clusters Score: Raw -12491.828775 + Penalty 447.061177 = -12044.767598 nChanged 1 SP:Iteration 12F (3.382819 sec): 3 clusters Score: Raw -12492.148822 + Penalty 448.015334 = -12044.133488 nChanged 1 SP:Iteration 13F (3.383754 sec): 3 clusters Score: Raw -12492.323923 + Penalty 449.085874 = -12043.238049 nChanged 1 SP:Iteration 14F (3.384689 sec): 3 clusters Score: Raw -12492.380684 + Penalty 449.085874 = -12043.294810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 25 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.385521 sec): 2 clusters Score: Raw -5009.171777 + Penalty 305.391953 = -4703.779824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.386008 sec): 3 clusters Score: Raw -4941.603443 + Penalty 621.144201 = -4320.459243 nChanged 41 SP:Iteration 1F (3.386490 sec): 3 clusters Score: Raw -4988.392137 + Penalty 632.337263 = -4356.054874 nChanged 19 SP:Iteration 2F (3.386969 sec): 3 clusters Score: Raw -5007.637972 + Penalty 635.568757 = -4372.069214 nChanged 7 SP:Iteration 3Q (3.387447 sec): 3 clusters Score: Raw -5014.901946 + Penalty 635.270707 = -4379.631238 nChanged 3 SP:Iteration 4Q (3.387925 sec): 3 clusters Score: Raw -5018.282686 + Penalty 632.455067 = -4385.827619 nChanged 1 SP:Iteration 5Q (3.388402 sec): 3 clusters Score: Raw -5018.690643 + Penalty 633.503388 = -4385.187255 nChanged 1 SP:Iteration 6F (3.388879 sec): 3 clusters Score: Raw -5019.159928 + Penalty 638.863809 = -4380.296119 nChanged 1 SP:Iteration 7F (3.389357 sec): 3 clusters Score: Raw -5019.925586 + Penalty 639.629430 = -4380.296156 nChanged 1 SP:Iteration 8Q (3.389833 sec): 3 clusters Score: Raw -5020.550874 + Penalty 635.299702 = -4385.251172 nChanged 1 SP:Iteration 9Q (3.390309 sec): 3 clusters Score: Raw -5021.417700 + Penalty 625.934797 = -4395.482903 nChanged 2 SP:Iteration 10F (3.390786 sec): 3 clusters Score: Raw -5023.903437 + Penalty 625.934797 = -4397.968640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 26 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.391321 sec): 2 clusters Score: Raw -577.934588 + Penalty 176.511674 = -401.422914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.391571 sec): 3 clusters Score: Raw -594.046656 + Penalty 360.196105 = -233.850551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.392029 sec): 2 clusters Score: Raw -161.513693 + Penalty 141.010979 = -20.502715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.392242 sec): 3 clusters Score: Raw -152.092127 + Penalty 282.021958 = 129.929831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 28 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.392702 sec): 2 clusters Score: Raw -257.147956 + Penalty 210.022810 = -47.125146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.392921 sec): 3 clusters Score: Raw -248.985323 + Penalty 420.045620 = 171.060297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 29 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.393412 sec): 2 clusters Score: Raw -772.242536 + Penalty 259.277423 = -512.965112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.393662 sec): 3 clusters Score: Raw -776.594286 + Penalty 526.022802 = -250.571483 nChanged 2 SP:Iteration 1F (3.393905 sec): 3 clusters Score: Raw -780.148055 + Penalty 516.622395 = -263.525660 nChanged 1 SP:Iteration 2Q (3.394149 sec): 3 clusters Score: Raw -780.558948 + Penalty 516.622395 = -263.936553 nChanged 0 SP:Iteration 3F (3.394393 sec): 3 clusters Score: Raw -780.558948 + Penalty 516.622395 = -263.936553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 32 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.394958 sec): 2 clusters Score: Raw -1720.208812 + Penalty 182.239763 = -1537.969049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.395263 sec): 3 clusters Score: Raw -1699.688477 + Penalty 366.902692 = -1332.785785 nChanged 8 SP:Iteration 1F (3.395564 sec): 3 clusters Score: Raw -1709.115260 + Penalty 363.828178 = -1345.287081 nChanged 5 SP:Iteration 2F (3.395864 sec): 3 clusters Score: Raw -1716.826659 + Penalty 363.503041 = -1353.323617 nChanged 2 SP:Iteration 3Q (3.396163 sec): 3 clusters Score: Raw -1718.998278 + Penalty 363.503041 = -1355.495237 nChanged 0 SP:Iteration 4F (3.396465 sec): 3 clusters Score: Raw -1718.998278 + Penalty 363.503041 = -1355.495237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 33 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.396974 sec): 2 clusters Score: Raw -1195.685794 + Penalty 412.910652 = -782.775141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.397235 sec): 3 clusters Score: Raw -1229.710248 + Penalty 825.821305 = -403.888943 nChanged 1 SP:Iteration 1Q (3.397482 sec): 3 clusters Score: Raw -1234.999290 + Penalty 825.821305 = -409.177985 nChanged 0 SP:Iteration 2F (3.397737 sec): 3 clusters Score: Raw -1234.999290 + Penalty 825.821305 = -409.177985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 34 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.398237 sec): 2 clusters Score: Raw -914.339717 + Penalty 300.682880 = -613.656837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.398492 sec): 3 clusters Score: Raw -923.957527 + Penalty 601.761485 = -322.196041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 35 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.398979 sec): 2 clusters Score: Raw -424.804565 + Penalty 208.877030 = -215.927535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.399209 sec): 3 clusters Score: Raw -429.888013 + Penalty 416.035798 = -13.852215 nChanged 1 SP:Iteration 1F (3.399435 sec): 3 clusters Score: Raw -432.407891 + Penalty 416.035798 = -16.372093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 36 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.400088 sec): 2 clusters Score: Raw -2926.104839 + Penalty 428.053343 = -2498.051495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.400449 sec): 3 clusters Score: Raw -2931.969849 + Penalty 856.832283 = -2075.137566 nChanged 7 SP:Iteration 1F (3.400805 sec): 3 clusters Score: Raw -2942.617875 + Penalty 856.832283 = -2085.785592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 37 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.401301 sec): 2 clusters Score: Raw -858.255315 + Penalty 300.867822 = -557.387492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.401550 sec): 3 clusters Score: Raw -879.729625 + Penalty 608.344192 = -271.385433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 38 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.402141 sec): 2 clusters Score: Raw -2182.738267 + Penalty 366.245877 = -1816.492390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.402460 sec): 3 clusters Score: Raw -2191.087579 + Penalty 731.275019 = -1459.812560 nChanged 3 SP:Iteration 1Q (3.402772 sec): 3 clusters Score: Raw -2195.259624 + Penalty 731.275019 = -1463.984606 nChanged 0 SP:Iteration 2F (3.403086 sec): 3 clusters Score: Raw -2195.259624 + Penalty 731.275019 = -1463.984606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 39 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.403578 sec): 2 clusters Score: Raw -831.830393 + Penalty 348.874898 = -482.955495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.403826 sec): 3 clusters Score: Raw -861.914202 + Penalty 698.230252 = -163.683950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 40 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.404592 sec): 2 clusters Score: Raw -4857.865091 + Penalty 554.956960 = -4302.908130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.405032 sec): 3 clusters Score: Raw -4874.431400 + Penalty 1112.472895 = -3761.958504 nChanged 9 SP:Iteration 1F (3.405465 sec): 3 clusters Score: Raw -4891.127958 + Penalty 1111.288253 = -3779.839705 nChanged 4 SP:Iteration 2Q (3.405891 sec): 3 clusters Score: Raw -4897.865925 + Penalty 1110.288414 = -3787.577511 nChanged 1 SP:Iteration 3Q (3.406315 sec): 3 clusters Score: Raw -4899.076966 + Penalty 1109.667564 = -3789.409402 nChanged 1 SP:Iteration 4Q (3.406743 sec): 3 clusters Score: Raw -4903.302242 + Penalty 1109.793262 = -3793.508980 nChanged 1 SP:Iteration 5Q (3.407164 sec): 3 clusters Score: Raw -4907.177051 + Penalty 1109.793262 = -3797.383790 nChanged 0 SP:Iteration 6F (3.407596 sec): 3 clusters Score: Raw -4907.177051 + Penalty 1109.793262 = -3797.383790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 41 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.408140 sec): 2 clusters Score: Raw -1509.060459 + Penalty 370.263727 = -1138.796732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.408425 sec): 3 clusters Score: Raw -1579.767547 + Penalty 743.513781 = -836.253766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 42 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.409033 sec): 2 clusters Score: Raw -2056.453041 + Penalty 161.809762 = -1894.643279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.409358 sec): 3 clusters Score: Raw -2028.023699 + Penalty 320.990602 = -1707.033097 nChanged 17 SP:Iteration 1F (3.409678 sec): 3 clusters Score: Raw -2043.048296 + Penalty 320.834338 = -1722.213958 nChanged 5 SP:Iteration 2F (3.409998 sec): 3 clusters Score: Raw -2048.566420 + Penalty 339.242009 = -1709.324412 nChanged 5 SP:Iteration 3F (3.410318 sec): 3 clusters Score: Raw -2055.318546 + Penalty 341.575828 = -1713.742718 nChanged 4 SP:Iteration 4F (3.410638 sec): 3 clusters Score: Raw -2061.991353 + Penalty 341.575828 = -1720.415525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.411093 sec): 2 clusters Score: Raw -224.637640 + Penalty 206.085081 = -18.552560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.411310 sec): 3 clusters Score: Raw -214.068499 + Penalty 410.934796 = 196.866296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 44 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.411753 sec): 2 clusters Score: Raw -76.553090 + Penalty 77.663343 = 1.110254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.411946 sec): 2 clusters Score: Raw -76.553090 + Penalty 77.663343 = 1.110254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 45 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.412510 sec): 2 clusters Score: Raw -2005.529370 + Penalty 530.895881 = -1474.633489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.412813 sec): 3 clusters Score: Raw -2068.248446 + Penalty 1061.420627 = -1006.827819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 46 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.413252 sec): 2 clusters Score: Raw -35.761788 + Penalty 0.000000 = -35.761788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.413443 sec): 2 clusters Score: Raw -35.761788 + Penalty 0.000000 = -35.761788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 47 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.413915 sec): 2 clusters Score: Raw -509.773628 + Penalty 234.692480 = -275.081148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.414147 sec): 3 clusters Score: Raw -510.813800 + Penalty 447.865077 = -62.948722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.414603 sec): 2 clusters Score: Raw -249.541792 + Penalty 171.996323 = -77.545468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.414821 sec): 3 clusters Score: Raw -238.454178 + Penalty 342.764893 = 104.310715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 49 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.415276 sec): 2 clusters Score: Raw -259.933630 + Penalty 198.135582 = -61.798048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.415493 sec): 3 clusters Score: Raw -248.718786 + Penalty 401.659297 = 152.940510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 50 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.415993 sec): 2 clusters Score: Raw -1002.196471 + Penalty 410.537792 = -591.658679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.416248 sec): 3 clusters Score: Raw -1041.249945 + Penalty 820.024764 = -221.225181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 51 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.416904 sec): 2 clusters Score: Raw -3156.052386 + Penalty 619.773718 = -2536.278668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.417263 sec): 3 clusters Score: Raw -3230.574938 + Penalty 1241.717235 = -1988.857704 nChanged 4 SP:Iteration 1Q (3.417601 sec): 3 clusters Score: Raw -3245.295875 + Penalty 1242.969746 = -2002.326129 nChanged 1 SP:Iteration 2Q (3.417936 sec): 3 clusters Score: Raw -3248.324064 + Penalty 1242.969746 = -2005.354318 nChanged 0 SP:Iteration 3F (3.418288 sec): 3 clusters Score: Raw -3248.324064 + Penalty 1242.969746 = -2005.354318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 53 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.418753 sec): 2 clusters Score: Raw -322.651349 + Penalty 179.672235 = -142.979114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.418977 sec): 3 clusters Score: Raw -328.905132 + Penalty 357.027628 = 28.122496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 55 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.419420 sec): 2 clusters Score: Raw -78.638667 + Penalty 72.561346 = -6.077321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.419614 sec): 2 clusters Score: Raw -78.638667 + Penalty 72.561346 = -6.077321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 56 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.420139 sec): 2 clusters Score: Raw -1363.554584 + Penalty 387.443340 = -976.111244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.420414 sec): 3 clusters Score: Raw -1403.180101 + Penalty 780.691001 = -622.489101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 57 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.420881 sec): 2 clusters Score: Raw -427.902425 + Penalty 226.288388 = -201.614038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.421111 sec): 3 clusters Score: Raw -427.449943 + Penalty 458.804392 = 31.354449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.421565 sec): 2 clusters Score: Raw -240.866199 + Penalty 160.782945 = -80.083254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.421780 sec): 3 clusters Score: Raw -239.238845 + Penalty 288.438453 = 49.199609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 60 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.422235 sec): 2 clusters Score: Raw -248.604743 + Penalty 141.302836 = -107.301908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.422455 sec): 3 clusters Score: Raw -244.674813 + Penalty 315.803463 = 71.128650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 61 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.422944 sec): 2 clusters Score: Raw -637.517684 + Penalty 272.025282 = -365.492403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.423187 sec): 3 clusters Score: Raw -670.582955 + Penalty 545.717692 = -124.865263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 62 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.423773 sec): 2 clusters Score: Raw -2105.591703 + Penalty 435.584916 = -1670.006787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.424085 sec): 3 clusters Score: Raw -2131.949966 + Penalty 868.471899 = -1263.478068 nChanged 6 SP:Iteration 1F (3.424391 sec): 3 clusters Score: Raw -2153.550305 + Penalty 868.471899 = -1285.078406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 63 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.424914 sec): 2 clusters Score: Raw -1031.021848 + Penalty 366.449984 = -664.571863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.425176 sec): 3 clusters Score: Raw -1071.302235 + Penalty 731.857284 = -339.444951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.425632 sec): 2 clusters Score: Raw -225.999944 + Penalty 152.529519 = -73.470426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.425851 sec): 3 clusters Score: Raw -224.154196 + Penalty 328.714186 = 104.559990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 65 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.426319 sec): 2 clusters Score: Raw -458.050906 + Penalty 168.275879 = -289.775026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.426551 sec): 3 clusters Score: Raw -448.968424 + Penalty 313.847979 = -135.120445 nChanged 1 SP:Iteration 1F (3.426778 sec): 3 clusters Score: Raw -452.016488 + Penalty 287.926367 = -164.090121 nChanged 1 SP:Iteration 2F (3.427001 sec): 3 clusters Score: Raw -453.357610 + Penalty 277.791198 = -175.566412 nChanged 1 SP:Iteration 3F (3.427220 sec): 3 clusters Score: Raw -453.681395 + Penalty 168.275879 = -285.405515 nChanged 1 SP:Iteration 4F (3.427424 sec): 2 clusters Score: Raw -458.050906 + Penalty 168.275879 = -289.775026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.427879 sec): 2 clusters Score: Raw -259.476079 + Penalty 214.676961 = -44.799118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.428096 sec): 3 clusters Score: Raw -250.335979 + Penalty 427.664590 = 177.328611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 69 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.428549 sec): 2 clusters Score: Raw -196.971105 + Penalty 140.375456 = -56.595650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.428768 sec): 3 clusters Score: Raw -197.596650 + Penalty 280.750911 = 83.154261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.429210 sec): 2 clusters Score: Raw -73.798773 + Penalty 73.082606 = -0.716167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.429403 sec): 2 clusters Score: Raw -73.798773 + Penalty 73.082606 = -0.716167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.429886 sec): 2 clusters Score: Raw -751.669098 + Penalty 405.818456 = -345.850642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.430126 sec): 3 clusters Score: Raw -779.032656 + Penalty 810.925518 = 31.892862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.430578 sec): 2 clusters Score: Raw -230.002536 + Penalty 174.808369 = -55.194167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.430796 sec): 3 clusters Score: Raw -230.057397 + Penalty 341.321736 = 111.264338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.431238 sec): 2 clusters Score: Raw -79.871137 + Penalty 82.843010 = 2.971873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.431446 sec): 3 clusters Score: Raw -71.070851 + Penalty 165.686021 = 94.615170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.431903 sec): 2 clusters Score: Raw -80.535690 + Penalty 77.857119 = -2.678571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.432111 sec): 3 clusters Score: Raw -71.592067 + Penalty 155.714238 = 84.122171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.432552 sec): 2 clusters Score: Raw -82.645085 + Penalty 89.022281 = 6.377196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.432760 sec): 3 clusters Score: Raw -72.759350 + Penalty 178.044561 = 105.285211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 79 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.433223 sec): 2 clusters Score: Raw -446.625000 + Penalty 312.608951 = -134.016049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.433449 sec): 3 clusters Score: Raw -445.931569 + Penalty 627.273994 = 181.342425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.433901 sec): 2 clusters Score: Raw -206.436373 + Penalty 173.360580 = -33.075793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.434114 sec): 3 clusters Score: Raw -199.909229 + Penalty 345.534911 = 145.625682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.434562 sec): 2 clusters Score: Raw -128.769650 + Penalty 135.484424 = 6.714775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.434771 sec): 3 clusters Score: Raw -118.007151 + Penalty 268.577933 = 150.570782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 82 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.435231 sec): 2 clusters Score: Raw -338.747246 + Penalty 252.195083 = -86.552163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.435453 sec): 3 clusters Score: Raw -341.125391 + Penalty 504.390167 = 163.264776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 83 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.435931 sec): 2 clusters Score: Raw -540.541292 + Penalty 296.756269 = -243.785022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.436163 sec): 3 clusters Score: Raw -546.380622 + Penalty 594.050729 = 47.670106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 84 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.436659 sec): 2 clusters Score: Raw -897.938628 + Penalty 354.808929 = -543.129698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.436909 sec): 3 clusters Score: Raw -920.474449 + Penalty 708.255023 = -212.219427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.437364 sec): 2 clusters Score: Raw -234.276004 + Penalty 185.146966 = -49.129038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.437563 sec): 2 clusters Score: Raw -234.276004 + Penalty 185.146966 = -49.129038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.438018 sec): 2 clusters Score: Raw -265.456831 + Penalty 141.901815 = -123.555016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.438239 sec): 3 clusters Score: Raw -260.557190 + Penalty 267.327103 = 6.769913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.438691 sec): 2 clusters Score: Raw -31.289625 + Penalty 0.000000 = -31.289625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.438880 sec): 2 clusters Score: Raw -31.289625 + Penalty 0.000000 = -31.289625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.439339 sec): 2 clusters Score: Raw -354.694518 + Penalty 278.331101 = -76.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.439563 sec): 3 clusters Score: Raw -361.916954 + Penalty 500.232373 = 138.315419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.440006 sec): 2 clusters Score: Raw -84.359805 + Penalty 87.245172 = 2.885368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.440199 sec): 2 clusters Score: Raw -84.359805 + Penalty 87.245172 = 2.885368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.440649 sec): 2 clusters Score: Raw -113.546541 + Penalty 92.314806 = -21.231735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.440861 sec): 3 clusters Score: Raw -107.523530 + Penalty 187.626823 = 80.103292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.441304 sec): 2 clusters Score: Raw -35.163828 + Penalty 0.000000 = -35.163828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.441493 sec): 2 clusters Score: Raw -35.163828 + Penalty 0.000000 = -35.163828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.441932 sec): 2 clusters Score: Raw -36.408094 + Penalty 0.000000 = -36.408094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.442125 sec): 2 clusters Score: Raw -36.408094 + Penalty 0.000000 = -36.408094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.442581 sec): 2 clusters Score: Raw -277.047809 + Penalty 135.839348 = -141.208462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.442798 sec): 3 clusters Score: Raw -269.732964 + Penalty 264.586470 = -5.146494 nChanged 1 SP:Iteration 1F (3.443014 sec): 3 clusters Score: Raw -271.426893 + Penalty 264.586470 = -6.840423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 98 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.443479 sec): 2 clusters Score: Raw -401.255549 + Penalty 217.995663 = -183.259887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.443705 sec): 3 clusters Score: Raw -401.991647 + Penalty 435.991326 = 33.999679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 99 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.444173 sec): 2 clusters Score: Raw -502.066324 + Penalty 253.166617 = -248.899707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.444404 sec): 3 clusters Score: Raw -490.916519 + Penalty 506.333233 = 15.416714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 100 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.444846 sec): 2 clusters Score: Raw -76.703674 + Penalty 67.894400 = -8.809274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.445069 sec): 3 clusters Score: Raw -69.288741 + Penalty 135.788799 = 66.500059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.445525 sec): 2 clusters Score: Raw -258.334708 + Penalty 185.153574 = -73.181134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.445740 sec): 3 clusters Score: Raw -247.644830 + Penalty 353.748046 = 106.103216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.446185 sec): 2 clusters Score: Raw -125.186631 + Penalty 127.862043 = 2.675412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.446396 sec): 3 clusters Score: Raw -114.562959 + Penalty 251.190396 = 136.627437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.446851 sec): 2 clusters Score: Raw -229.384061 + Penalty 217.766921 = -11.617140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.447050 sec): 2 clusters Score: Raw -229.384061 + Penalty 217.766921 = -11.617140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.447502 sec): 2 clusters Score: Raw -213.810778 + Penalty 205.289031 = -8.521747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.447719 sec): 3 clusters Score: Raw -204.604994 + Penalty 414.148992 = 209.543998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.448161 sec): 2 clusters Score: Raw -85.029969 + Penalty 90.157225 = 5.127256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.448368 sec): 3 clusters Score: Raw -73.836556 + Penalty 180.314451 = 106.477894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.448822 sec): 2 clusters Score: Raw -238.244966 + Penalty 177.239262 = -61.005704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.449039 sec): 3 clusters Score: Raw -237.865165 + Penalty 349.826261 = 111.961097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.449485 sec): 2 clusters Score: Raw -125.849946 + Penalty 135.091252 = 9.241306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.449695 sec): 3 clusters Score: Raw -116.476898 + Penalty 270.051909 = 153.575011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.450135 sec): 2 clusters Score: Raw -36.761434 + Penalty 0.000000 = -36.761434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.450325 sec): 2 clusters Score: Raw -36.761434 + Penalty 0.000000 = -36.761434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.450773 sec): 2 clusters Score: Raw -170.419155 + Penalty 168.845421 = -1.573734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.450985 sec): 3 clusters Score: Raw -161.240288 + Penalty 338.980097 = 177.739809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.451428 sec): 2 clusters Score: Raw -75.887918 + Penalty 65.951970 = -9.935948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.451648 sec): 3 clusters Score: Raw -68.222839 + Penalty 131.903941 = 63.681102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.452086 sec): 2 clusters Score: Raw -36.568777 + Penalty 0.000000 = -36.568777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.452276 sec): 2 clusters Score: Raw -36.568777 + Penalty 0.000000 = -36.568777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.452732 sec): 2 clusters Score: Raw -299.621987 + Penalty 204.129799 = -95.492189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.452952 sec): 3 clusters Score: Raw -291.291147 + Penalty 407.549542 = 116.258394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.453398 sec): 2 clusters Score: Raw -127.706866 + Penalty 144.432589 = 16.725724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.453592 sec): 2 clusters Score: Raw -127.706866 + Penalty 144.432589 = 16.725724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.454037 sec): 2 clusters Score: Raw -112.385697 + Penalty 99.854173 = -12.531524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.454233 sec): 2 clusters Score: Raw -112.385697 + Penalty 99.854173 = -12.531524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.454669 sec): 2 clusters Score: Raw -34.710006 + Penalty 0.000000 = -34.710006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.454859 sec): 2 clusters Score: Raw -34.710006 + Penalty 0.000000 = -34.710006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.455297 sec): 2 clusters Score: Raw -32.113063 + Penalty 0.000000 = -32.113063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.455486 sec): 2 clusters Score: Raw -32.113063 + Penalty 0.000000 = -32.113063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 135 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.455923 sec): 2 clusters Score: Raw -36.545069 + Penalty 0.000000 = -36.545069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.456113 sec): 2 clusters Score: Raw -36.545069 + Penalty 0.000000 = -36.545069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.456552 sec): 2 clusters Score: Raw -35.933236 + Penalty 0.000000 = -35.933236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.456742 sec): 2 clusters Score: Raw -35.933236 + Penalty 0.000000 = -35.933236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.457179 sec): 2 clusters Score: Raw -37.483508 + Penalty 0.000000 = -37.483508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.457369 sec): 2 clusters Score: Raw -37.483508 + Penalty 0.000000 = -37.483508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.457805 sec): 2 clusters Score: Raw -37.368457 + Penalty 0.000000 = -37.368457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.458006 sec): 2 clusters Score: Raw -37.368457 + Penalty 0.000000 = -37.368457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.458443 sec): 2 clusters Score: Raw -37.184947 + Penalty 0.000000 = -37.184947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.458634 sec): 2 clusters Score: Raw -37.184947 + Penalty 0.000000 = -37.184947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.459076 sec): 2 clusters Score: Raw -77.873659 + Penalty 79.759600 = 1.885941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.459285 sec): 3 clusters Score: Raw -69.295278 + Penalty 159.519200 = 90.223922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.08 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.459722 sec): 2 clusters Score: Raw -35.943269 + Penalty 0.000000 = -35.943269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.459911 sec): 2 clusters Score: Raw -35.943269 + Penalty 0.000000 = -35.943269 nChanged 0 Deleting Class 107 (5 points): Lose 31.026186 but Gain 1224.750586 Iteration 20F (3.872849 sec): 109 clusters Score: Raw -263298.044724 + Penalty 101141.522516 = -162156.522208 nChanged 33 Deleting Class 146 (1 points): Lose 3.254597 but Gain 1189.895001 Iteration 21Q (3.915205 sec): 108 clusters Score: Raw -263330.496489 + Penalty 100005.461998 = -163325.034490 nChanged 26 Deleting Class 127 (3 points): Lose 15.946672 but Gain 1190.010292 Iteration 22Q (3.957503 sec): 107 clusters Score: Raw -263348.196353 + Penalty 98868.648629 = -164479.547723 nChanged 21 Deleting Class 73 (17 points): Lose 126.315379 but Gain 1296.529758 Iteration 23Q (3.999143 sec): 106 clusters Score: Raw -263238.177913 + Penalty 97606.211839 = -165631.966074 nChanged 32 Deleting Class 121 (1 points): Lose 2.522990 but Gain 1172.361518 Iteration 24Q (4.041081 sec): 105 clusters Score: Raw -263288.511728 + Penalty 96455.365003 = -166833.146725 nChanged 20 Deleting Class 109 (2 points): Lose 8.812056 but Gain 1177.348540 Iteration 25Q (4.082912 sec): 104 clusters Score: Raw -263292.975106 + Penalty 95297.861903 = -167995.113203 nChanged 21 Deleting Class 150 (1 points): Lose 2.468320 but Gain 1160.512561 Iteration 26Q (4.124365 sec): 103 clusters Score: Raw -263305.207510 + Penalty 94163.440307 = -169141.767203 nChanged 25 Deleting Class 79 (10 points): Lose 85.175644 but Gain 1228.897591 Iteration 27Q (4.165527 sec): 102 clusters Score: Raw -263237.085878 + Penalty 93107.111539 = -170129.974338 nChanged 32 Deleting Class 78 (2 points): Lose 27.477913 but Gain 1162.527483 Iteration 28Q (4.206612 sec): 101 clusters Score: Raw -263254.064597 + Penalty 90940.627776 = -172313.436820 nChanged 26 Deleting Class 43 (5 points): Lose 26.526508 but Gain 1159.050339 Iteration 29Q (4.247944 sec): 99 clusters Score: Raw -263247.661186 + Penalty 89813.520960 = -173434.140226 nChanged 23 Deleting Class 90 (2 points): Lose 9.605120 but Gain 1139.320512 Iteration 30F (4.622170 sec): 98 clusters Score: Raw -263262.467703 + Penalty 88667.248366 = -174595.219338 nChanged 18 Deleting Class 13 (44 points): Lose 198.057705 but Gain 1327.564706 Iteration 31Q (4.662578 sec): 97 clusters Score: Raw -263079.865563 + Penalty 87471.358932 = -175608.506631 nChanged 61 Deleting Class 147 (1 points): Lose 0.206388 but Gain 1120.820118 Iteration 32Q (4.705784 sec): 96 clusters Score: Raw -263197.777007 + Penalty 86343.344910 = -176854.432097 nChanged 23 Deleting Class 108 (5 points): Lose 45.471314 but Gain 1154.573251 Iteration 33Q (4.746051 sec): 95 clusters Score: Raw -263165.145426 + Penalty 85237.904524 = -177927.240902 nChanged 24 Deleting Class 96 (1 points): Lose 0.324698 but Gain 1101.540180 Iteration 34Q (4.786635 sec): 94 clusters Score: Raw -263190.177912 + Penalty 84140.096069 = -179050.081843 nChanged 20 Deleting Class 116 (1 points): Lose 3.886804 but Gain 1102.004952 Iteration 35Q (4.827120 sec): 93 clusters Score: Raw -263194.721169 + Penalty 83056.408548 = -180138.312621 nChanged 22 Deleting Class 81 (4 points): Lose 37.124544 but Gain 1134.687117 Iteration 36Q (4.867145 sec): 92 clusters Score: Raw -263178.878924 + Penalty 81916.895597 = -181261.983327 nChanged 34 Deleting Class 114 (3 points): Lose 15.672568 but Gain 1113.045059 Iteration 37Q (4.907890 sec): 91 clusters Score: Raw -263184.682287 + Penalty 80817.736944 = -182366.945343 nChanged 40 Deleting Class 89 (8 points): Lose 127.691124 but Gain 1211.560189 Iteration 38Q (4.948083 sec): 90 clusters Score: Raw -263082.498185 + Penalty 79593.836417 = -183488.661768 nChanged 56 Deleting Class 119 (4 points): Lose 19.708091 but Gain 1102.462443 Iteration 39Q (4.988750 sec): 89 clusters Score: Raw -263127.820087 + Penalty 78480.531425 = -184647.288663 nChanged 58 Deleting Class 18 (63 points): Lose 329.217012 but Gain 1408.070923 Iteration 40F (5.321602 sec): 88 clusters Score: Raw -262834.337373 + Penalty 77094.493441 = -185739.843932 nChanged 112 Deleting Class 76 (2 points): Lose 6.034656 but Gain 1081.833396 Iteration 41Q (5.365973 sec): 87 clusters Score: Raw -262996.098321 + Penalty 76001.809361 = -186994.288960 nChanged 58 Deleting Class 135 (1 points): Lose 4.314280 but Gain 1075.036308 Iteration 42Q (5.407344 sec): 86 clusters Score: Raw -263031.930216 + Penalty 74930.329322 = -188101.600894 nChanged 58 Deleting Class 156 (1 points): Lose 1.738531 but Gain 1064.369384 Iteration 43Q (5.447487 sec): 85 clusters Score: Raw -263059.203708 + Penalty 73849.809186 = -189209.394522 nChanged 37 Deleting Class 67 (6 points): Lose 38.933979 but Gain 1084.515352 Iteration 44Q (5.487015 sec): 84 clusters Score: Raw -263046.032033 + Penalty 72800.691190 = -190245.340843 nChanged 36 Deleting Class 28 (5 points): Lose 18.926416 but Gain 1063.166311 Iteration 45Q (5.526321 sec): 83 clusters Score: Raw -263059.507092 + Penalty 71740.722249 = -191318.784843 nChanged 27 Deleting Class 50 (24 points): Lose 126.937430 but Gain 1169.289005 Iteration 46Q (5.564894 sec): 82 clusters Score: Raw -262946.738313 + Penalty 69788.336872 = -193158.401440 nChanged 42 Deleting Class 33 (27 points): Lose 84.355865 but Gain 1125.070941 Iteration 47Q (5.603833 sec): 80 clusters Score: Raw -262923.783168 + Penalty 68675.900255 = -194247.882913 nChanged 50 Deleting Class 105 (3 points): Lose 13.891408 but Gain 1053.482095 Iteration 48Q (5.642244 sec): 79 clusters Score: Raw -262966.053046 + Penalty 67651.597753 = -195314.455292 nChanged 17 Deleting Class 152 (2 points): Lose 9.321002 but Gain 1041.567643 Iteration 49Q (5.679514 sec): 78 clusters Score: Raw -262971.088718 + Penalty 66634.201076 = -196336.887642 nChanged 17 Deleting Class 82 (8 points): Lose 65.596894 but Gain 1097.791523 Iteration 50F (5.970544 sec): 77 clusters Score: Raw -262916.802902 + Penalty 65564.957370 = -197351.845532 nChanged 20 Deleting Class 138 (1 points): Lose 1.994641 but Gain 1027.032580 Iteration 51Q (6.007914 sec): 76 clusters Score: Raw -262942.113815 + Penalty 64565.748859 = -198376.364956 nChanged 15 Deleting Class 77 (2 points): Lose 8.321494 but Gain 1016.723453 Iteration 52Q (6.045012 sec): 75 clusters Score: Raw -262942.554698 + Penalty 63589.169803 = -199353.384895 nChanged 23 Deleting Class 44 (2 points): Lose 18.240872 but Gain 1014.192968 Iteration 53Q (6.081693 sec): 74 clusters Score: Raw -262934.565973 + Penalty 62596.887926 = -200337.678047 nChanged 21 Deleting Class 46 (1 points): Lose 5.542579 but Gain 997.653835 Iteration 54Q (6.118990 sec): 73 clusters Score: Raw -262938.108023 + Penalty 61615.691564 = -201322.416459 nChanged 8 Deleting Class 132 (1 points): Lose 0.538728 but Gain 991.384033 Iteration 55Q (6.155189 sec): 72 clusters Score: Raw -262945.877665 + Penalty 60612.266356 = -202333.611308 nChanged 6 Deleting Class 39 (24 points): Lose 95.726726 but Gain 1058.669480 Iteration 56Q (6.191642 sec): 71 clusters Score: Raw -262853.481321 + Penalty 59586.878161 = -203266.603159 nChanged 25 Deleting Class 84 (23 points): Lose 77.271364 but Gain 1038.028980 Iteration 57Q (6.228568 sec): 70 clusters Score: Raw -262815.608427 + Penalty 58541.902155 = -204273.706272 nChanged 27 Deleting Class 49 (6 points): Lose 40.490305 but Gain 1000.950819 Iteration 58Q (6.265126 sec): 69 clusters Score: Raw -262821.354605 + Penalty 57589.124930 = -205232.229675 nChanged 10 Deleting Class 80 (6 points): Lose 42.770653 but Gain 996.170262 Iteration 59Q (6.300964 sec): 68 clusters Score: Raw -262800.963351 + Penalty 56619.915349 = -206181.048002 nChanged 11 Deleting Class 83 (15 points): Lose 66.239300 but Gain 1017.610187 Iteration 60F (6.559240 sec): 67 clusters Score: Raw -262748.721757 + Penalty 55610.929249 = -207137.792508 nChanged 21 Deleting Class 72 (2 points): Lose 8.089499 but Gain 954.373864 Iteration 61Q (6.595535 sec): 66 clusters Score: Raw -262773.749212 + Penalty 54660.533937 = -208113.215275 nChanged 10 Deleting Class 63 (31 points): Lose 149.435420 but Gain 1094.644481 Iteration 62Q (6.631249 sec): 65 clusters Score: Raw -262634.893752 + Penalty 53686.310896 = -208948.582856 nChanged 43 Deleting Class 55 (2 points): Lose 10.836185 but Gain 947.566814 Iteration 63Q (6.667113 sec): 64 clusters Score: Raw -262714.804881 + Penalty 52780.955870 = -209933.849010 nChanged 16 Deleting Class 6 (3 points): Lose 10.238415 but Gain 925.893522 Iteration 64Q (6.702378 sec): 63 clusters Score: Raw -262731.279215 + Penalty 51887.811618 = -210843.467598 nChanged 15 Deleting Class 51 (89 points): Lose 386.057311 but Gain 1293.403724 Iteration 65Q (6.737623 sec): 62 clusters Score: Raw -262362.194497 + Penalty 50679.726893 = -211682.467604 nChanged 99 Deleting Class 27 (5 points): Lose 47.733824 but Gain 953.061850 Iteration 66Q (6.774555 sec): 61 clusters Score: Raw -262564.978632 + Penalty 49781.246767 = -212783.731864 nChanged 31 Deleting Class 123 (7 points): Lose 46.821389 but Gain 949.540728 Iteration 67Q (6.810352 sec): 60 clusters Score: Raw -262558.082008 + Penalty 48840.226856 = -213717.855152 nChanged 23 Deleting Class 15 (30 points): Lose 85.081423 but Gain 987.259963 Iteration 68Q (6.845060 sec): 59 clusters Score: Raw -262496.199931 + Penalty 47931.936179 = -214564.263752 nChanged 37 Deleting Class 101 (6 points): Lose 33.972599 but Gain 935.367690 Iteration 69Q (6.880025 sec): 58 clusters Score: Raw -262526.649071 + Penalty 46985.002340 = -215541.646730 nChanged 17 Deleting Class 37 (27 points): Lose 100.438881 but Gain 993.883523 Iteration 70F (7.097500 sec): 57 clusters Score: Raw -262466.470565 + Penalty 45992.632959 = -216473.837606 nChanged 42 Deleting Class 85 (5 points): Lose 22.605217 but Gain 910.676339 Iteration 71Q (7.132430 sec): 56 clusters Score: Raw -262502.820758 + Penalty 45100.925333 = -217401.895425 nChanged 23 Deleting Class 112 (8 points): Lose 43.405243 but Gain 913.111845 Iteration 72Q (7.166596 sec): 55 clusters Score: Raw -262486.034341 + Penalty 44199.861437 = -218286.172904 nChanged 17 Deleting Class 56 (38 points): Lose 134.243204 but Gain 995.252807 Iteration 73Q (7.200429 sec): 54 clusters Score: Raw -262374.714564 + Penalty 43221.044715 = -219153.669849 nChanged 41 Deleting Class 75 (5 points): Lose 15.177855 but Gain 872.874820 Iteration 74Q (7.234794 sec): 53 clusters Score: Raw -262433.442592 + Penalty 42385.803008 = -220047.639583 nChanged 10 Deleting Class 99 (13 points): Lose 63.899201 but Gain 914.355444 Iteration 75Q (7.268496 sec): 52 clusters Score: Raw -262383.540067 + Penalty 41485.932036 = -220897.608031 nChanged 15 Deleting Class 62 (64 points): Lose 173.121618 but Gain 1015.754657 Iteration 76Q (7.301538 sec): 51 clusters Score: Raw -262239.559265 + Penalty 40519.442453 = -221720.116813 nChanged 67 Deleting Class 48 (6 points): Lose 41.125524 but Gain 868.899261 Iteration 77Q (7.335915 sec): 50 clusters Score: Raw -262342.855609 + Penalty 39892.771063 = -222450.084546 nChanged 22 Deleting Class 47 (10 points): Lose 27.970868 but Gain 870.344856 Iteration 78Q (7.368809 sec): 49 clusters Score: Raw -262373.138392 + Penalty 39055.416226 = -223317.722166 nChanged 17 Deleting Class 22 (19 points): Lose 70.428578 but Gain 891.814147 Iteration 79Q (7.401139 sec): 48 clusters Score: Raw -262322.797262 + Penalty 38191.109616 = -224131.687646 nChanged 22 Deleting Class 128 (3 points): Lose 2.069815 but Gain 822.719400 Iteration 80F (7.583467 sec): 47 clusters Score: Raw -262355.184154 + Penalty 37378.499089 = -224976.685065 nChanged 9 Deleting Class 57 (12 points): Lose 36.590993 but Gain 856.020912 Iteration 81Q (7.615759 sec): 46 clusters Score: Raw -262328.677727 + Penalty 36530.324967 = -225798.352760 nChanged 17 Deleting Class 23 (20 points): Lose 71.899431 but Gain 877.802994 Iteration 82Q (7.648368 sec): 45 clusters Score: Raw -262279.797139 + Penalty 35674.649250 = -226605.147888 nChanged 30 Deleting Class 134 (2 points): Lose 27.680370 but Gain 815.853343 Iteration 83Q (7.680534 sec): 44 clusters Score: Raw -262298.795463 + Penalty 34880.212831 = -227418.582632 nChanged 14 Deleting Class 98 (15 points): Lose 57.339877 but Gain 845.214653 Iteration 84Q (7.712198 sec): 43 clusters Score: Raw -262260.111437 + Penalty 34052.916750 = -228207.194687 nChanged 26 Deleting Class 64 (7 points): Lose 38.510480 but Gain 823.851243 Iteration 85Q (7.744041 sec): 42 clusters Score: Raw -262256.028901 + Penalty 33242.173215 = -229013.855686 nChanged 18 Deleting Class 16 (33 points): Lose 131.007887 but Gain 911.960994 Iteration 86Q (7.775356 sec): 41 clusters Score: Raw -262154.969284 + Penalty 32373.119211 = -229781.850074 nChanged 46 Deleting Class 58 (8 points): Lose 35.403347 but Gain 808.675471 Iteration 87Q (7.806979 sec): 40 clusters Score: Raw -262207.101972 + Penalty 31630.118623 = -230576.983348 nChanged 27 Deleting Class 93 (1 points): Lose 2.113294 but Gain 774.259507 Iteration 88Q (7.837929 sec): 39 clusters Score: Raw -262240.349317 + Penalty 30871.452906 = -231368.896410 nChanged 20 Deleting Class 29 (25 points): Lose 57.219745 but Gain 820.533612 Iteration 89Q (7.869057 sec): 38 clusters Score: Raw -262201.913321 + Penalty 30110.645875 = -232091.267446 nChanged 44 Deleting Class 91 (3 points): Lose 3.584876 but Gain 760.600983 Iteration 90F (8.014785 sec): 37 clusters Score: Raw -262247.594436 + Penalty 29395.906473 = -232851.687963 nChanged 31 Deleting Class 61 (20 points): Lose 136.446215 but Gain 885.241473 Iteration 91Q (8.045532 sec): 36 clusters Score: Raw -262130.973041 + Penalty 28554.563721 = -233576.409320 nChanged 37 Deleting Class 34 (39 points): Lose 126.536481 but Gain 865.967300 Iteration 92Q (8.076426 sec): 35 clusters Score: Raw -262092.818878 + Penalty 27767.710019 = -234325.108859 nChanged 58 Deleting Class 69 (14 points): Lose 94.619679 but Gain 828.548995 Iteration 93Q (8.106887 sec): 34 clusters Score: Raw -262080.904526 + Penalty 26970.531281 = -235110.373245 nChanged 32 Deleting Class 53 (8 points): Lose 26.576602 but Gain 782.478743 Iteration 94Q (8.136890 sec): 33 clusters Score: Raw -262096.030281 + Penalty 26292.902897 = -235803.127384 nChanged 28 Deleting Class 35 (17 points): Lose 78.443616 but Gain 805.665132 Iteration 95Q (8.167179 sec): 32 clusters Score: Raw -262044.301452 + Penalty 25495.985533 = -236548.315920 nChanged 34 Deleting Class 40 (152 points): Lose 369.718908 but Gain 1067.193236 Iteration 96Q (8.196915 sec): 31 clusters Score: Raw -261715.891667 + Penalty 24516.110501 = -237199.781166 nChanged 168 Deleting Class 10 (41 points): Lose 113.079201 but Gain 789.195945 Iteration 97Q (8.227284 sec): 30 clusters Score: Raw -261863.504277 + Penalty 23750.016930 = -238113.487347 nChanged 66 Deleting Class 5 (56 points): Lose 154.314137 but Gain 825.388308 Iteration 98Q (8.256153 sec): 29 clusters Score: Raw -261790.889953 + Penalty 22939.518893 = -238851.371060 nChanged 82 Deleting Class 60 (9 points): Lose 50.150504 but Gain 713.294426 Iteration 99Q (8.284955 sec): 28 clusters Score: Raw -261846.733535 + Penalty 22225.432219 = -239621.301316 nChanged 27 Deleting Class 45 (90 points): Lose 576.212577 but Gain 1234.151037 Iteration 100F (8.396189 sec): 27 clusters Score: Raw -261315.179072 + Penalty 21066.803881 = -240248.375191 nChanged 103 Deleting Class 97 (9 points): Lose 32.675523 but Gain 678.230558 Iteration 101Q (8.425682 sec): 26 clusters Score: Raw -261617.461016 + Penalty 20402.411919 = -241215.049097 nChanged 31 Deleting Class 87 (6 points): Lose 16.351152 but Gain 602.380107 Iteration 102Q (8.453749 sec): 25 clusters Score: Raw -261629.399085 + Penalty 19815.684515 = -241813.714570 nChanged 24 Deleting Class 65 (15 points): Lose 39.536815 but Gain 597.542945 Iteration 103Q (8.481630 sec): 24 clusters Score: Raw -261611.039275 + Penalty 19227.368343 = -242383.670931 nChanged 23 Deleting Class 17 (237 points): Lose 837.664095 but Gain 1381.960172 Iteration 104Q (8.508654 sec): 23 clusters Score: Raw -260801.549696 + Penalty 17928.929221 = -242872.620476 nChanged 243 Deleting Class 36 (166 points): Lose 465.758239 but Gain 1017.798178 Iteration 105Q (8.537045 sec): 22 clusters Score: Raw -260866.208704 + Penalty 16992.295932 = -243873.912772 nChanged 190 Deleting Class 8 (30 points): Lose 94.442374 but Gain 636.373789 Iteration 106Q (8.565007 sec): 21 clusters Score: Raw -261100.114142 + Penalty 16387.057817 = -244713.056325 nChanged 73 Deleting Class 88 (1 points): Lose 3.626991 but Gain 530.884441 Iteration 107Q (8.591850 sec): 20 clusters Score: Raw -261167.862631 + Penalty 15873.107115 = -245294.755517 nChanged 32 Deleting Class 32 (26 points): Lose 71.623770 but Gain 579.240464 Iteration 108Q (8.618362 sec): 19 clusters Score: Raw -261118.686098 + Penalty 15301.295974 = -245817.390124 nChanged 48 Deleting Class 11 (139 points): Lose 400.973331 but Gain 906.325432 Iteration 109Q (8.643801 sec): 18 clusters Score: Raw -260761.396307 + Penalty 14442.863556 = -246318.532751 nChanged 157 Deleting Class 42 (16 points): Lose 35.836536 but Gain 476.768894 Iteration 110F (8.716022 sec): 17 clusters Score: Raw -260999.151896 + Penalty 13977.266971 = -247021.884925 nChanged 53 Deleting Class 3 (258 points): Lose 798.269167 but Gain 1217.558134 Iteration 111Q (8.742016 sec): 16 clusters Score: Raw -260241.381896 + Penalty 12871.413256 = -247369.968640 nChanged 273 Deleting Class 41 (42 points): Lose 484.771901 but Gain 902.652606 Iteration 112Q (8.768298 sec): 15 clusters Score: Raw -260328.903957 + Penalty 11727.686496 = -248601.217462 nChanged 107 Deleting Class 20 (307 points): Lose 776.039298 but Gain 1118.778109 Iteration 113Q (8.794032 sec): 14 clusters Score: Raw -259839.256589 + Penalty 10921.964087 = -248917.292502 nChanged 355 Deleting Class 26 (46 points): Lose 369.303050 but Gain 654.825052 Iteration 114Q (8.820280 sec): 13 clusters Score: Raw -260063.146550 + Penalty 10035.962440 = -250027.184111 nChanged 136 Deleting Class 9 (212 points): Lose 412.675038 but Gain 671.260110 Iteration 115Q (8.844788 sec): 12 clusters Score: Raw -259877.709648 + Penalty 9651.871878 = -250225.837770 nChanged 277 Deleting Class 38 (277 points): Lose 935.770257 but Gain 1019.647143 Iteration 116Q (8.869420 sec): 11 clusters Score: Raw -259326.337131 + Penalty 8651.626059 = -250674.711072 nChanged 384 Iteration 117Q (8.893736 sec): 11 clusters Score: Raw -259920.945370 + Penalty 8653.300972 = -251267.644398 nChanged 104 Iteration 118Q (8.916952 sec): 11 clusters Score: Raw -259972.129378 + Penalty 8664.678034 = -251307.451343 nChanged 77 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -259972.129378 + Penalty 8664.678034 = -251307.451343Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.939588 sec): 2 clusters Score: Raw -48764.715955 + Penalty 193.166786 = -48571.549169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.942512 sec): 3 clusters Score: Raw -47789.840445 + Penalty 379.887689 = -47409.952756 nChanged 688 SP:Iteration 1F (8.945366 sec): 3 clusters Score: Raw -48286.975990 + Penalty 386.948956 = -47900.027034 nChanged 217 SP:Iteration 2F (8.948331 sec): 3 clusters Score: Raw -48449.442069 + Penalty 395.568535 = -48053.873535 nChanged 128 SP:Iteration 3F (8.951231 sec): 3 clusters Score: Raw -48590.215250 + Penalty 409.300666 = -48180.914584 nChanged 93 SP:Iteration 4F (8.954103 sec): 3 clusters Score: Raw -48697.599339 + Penalty 381.462441 = -48316.136898 nChanged 44 SP:Iteration 5Q (8.956992 sec): 3 clusters Score: Raw -48750.594631 + Penalty 310.246721 = -48440.347909 nChanged 14 SP:Iteration 6Q (8.959729 sec): 3 clusters Score: Raw -48764.953593 + Penalty 295.565385 = -48469.388208 nChanged 3 SP:Iteration 7Q (8.962046 sec): 3 clusters Score: Raw -48767.326930 + Penalty 296.305473 = -48471.021456 nChanged 1 SP:Iteration 8Q (8.964284 sec): 3 clusters Score: Raw -48767.144176 + Penalty 296.305473 = -48470.838702 nChanged 0 SP:Iteration 9F (8.966850 sec): 3 clusters Score: Raw -48767.144176 + Penalty 296.305473 = -48470.838702 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 2 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.971315 sec): 2 clusters Score: Raw -47063.779210 + Penalty 556.544373 = -46507.234837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.973956 sec): 3 clusters Score: Raw -46247.998307 + Penalty 1152.525569 = -45095.472738 nChanged 533 SP:Iteration 1F (8.976569 sec): 3 clusters Score: Raw -46767.531399 + Penalty 1204.389860 = -45563.141538 nChanged 212 SP:Iteration 2F (8.979192 sec): 3 clusters Score: Raw -47042.970946 + Penalty 1225.501402 = -45817.469544 nChanged 85 SP:Iteration 3F (8.981810 sec): 3 clusters Score: Raw -47107.754664 + Penalty 1236.151813 = -45871.602851 nChanged 28 SP:Iteration 4Q (8.984264 sec): 3 clusters Score: Raw -47122.467364 + Penalty 1242.683651 = -45879.783713 nChanged 16 SP:Iteration 5Q (8.986687 sec): 3 clusters Score: Raw -47130.745817 + Penalty 1249.893378 = -45880.852438 nChanged 19 SP:Iteration 6Q (8.989118 sec): 3 clusters Score: Raw -47142.968605 + Penalty 1260.422266 = -45882.546339 nChanged 22 SP:Iteration 7Q (8.991520 sec): 3 clusters Score: Raw -47157.813019 + Penalty 1266.891909 = -45890.921111 nChanged 16 SP:Iteration 8Q (8.993906 sec): 3 clusters Score: Raw -47166.827715 + Penalty 1268.434778 = -45898.392937 nChanged 14 SP:Iteration 9Q (8.996283 sec): 3 clusters Score: Raw -47172.283717 + Penalty 1271.903033 = -45900.380685 nChanged 12 SP:Iteration 10F (8.998911 sec): 3 clusters Score: Raw -47181.780173 + Penalty 1276.201545 = -45905.578628 nChanged 13 SP:Iteration 11Q (9.001275 sec): 3 clusters Score: Raw -47187.881143 + Penalty 1280.536426 = -45907.344717 nChanged 7 SP:Iteration 12Q (9.003632 sec): 3 clusters Score: Raw -47190.355078 + Penalty 1283.351831 = -45907.003247 nChanged 4 SP:Iteration 13F (9.006277 sec): 3 clusters Score: Raw -47191.419855 + Penalty 1284.054239 = -45907.365616 nChanged 1 SP:Iteration 14Q (9.008658 sec): 3 clusters Score: Raw -47191.868809 + Penalty 1285.919386 = -45905.949422 nChanged 2 SP:Iteration 15F (9.011283 sec): 3 clusters Score: Raw -47192.643282 + Penalty 1286.224276 = -45906.419006 nChanged 1 SP:Iteration 16Q (9.013657 sec): 3 clusters Score: Raw -47192.778254 + Penalty 1286.224276 = -45906.553978 nChanged 0 SP:Iteration 17F (9.016288 sec): 3 clusters Score: Raw -47192.778254 + Penalty 1286.224276 = -45906.553978 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (1593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.024421 sec): 2 clusters Score: Raw -55764.839663 + Penalty 401.469013 = -55363.370650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.027452 sec): 3 clusters Score: Raw -54824.130502 + Penalty 801.842261 = -54022.288241 nChanged 681 SP:Iteration 1F (9.030413 sec): 3 clusters Score: Raw -55296.887432 + Penalty 815.852614 = -54481.034818 nChanged 184 SP:Iteration 2F (9.033347 sec): 3 clusters Score: Raw -55511.759885 + Penalty 842.315764 = -54669.444121 nChanged 128 SP:Iteration 3F (9.036267 sec): 3 clusters Score: Raw -55680.375603 + Penalty 860.342749 = -54820.032854 nChanged 70 SP:Iteration 4Q (9.039147 sec): 3 clusters Score: Raw -55757.634498 + Penalty 866.181330 = -54891.453168 nChanged 33 SP:Iteration 5Q (9.041805 sec): 3 clusters Score: Raw -55789.726321 + Penalty 870.467010 = -54919.259312 nChanged 23 SP:Iteration 6Q (9.044356 sec): 3 clusters Score: Raw -55806.657102 + Penalty 878.078971 = -54928.578132 nChanged 12 SP:Iteration 7Q (9.046862 sec): 3 clusters Score: Raw -55814.255164 + Penalty 878.887430 = -54935.367733 nChanged 7 SP:Iteration 8Q (9.049353 sec): 3 clusters Score: Raw -55818.133602 + Penalty 881.536447 = -54936.597155 nChanged 2 SP:Iteration 9Q (9.051829 sec): 3 clusters Score: Raw -55818.726924 + Penalty 882.433286 = -54936.293638 nChanged 1 SP:Iteration 10F (9.054739 sec): 3 clusters Score: Raw -55819.790111 + Penalty 884.248425 = -54935.541686 nChanged 1 SP:Iteration 11F (9.057647 sec): 3 clusters Score: Raw -55820.401292 + Penalty 885.916790 = -54934.484502 nChanged 1 SP:Iteration 12F (9.060559 sec): 3 clusters Score: Raw -55820.537524 + Penalty 885.916790 = -54934.620734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 7 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.063415 sec): 2 clusters Score: Raw -18840.756087 + Penalty 333.370857 = -18507.385229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.064611 sec): 3 clusters Score: Raw -18544.187880 + Penalty 665.267934 = -17878.919946 nChanged 203 SP:Iteration 1F (9.065781 sec): 3 clusters Score: Raw -18650.884684 + Penalty 666.261898 = -17984.622786 nChanged 46 SP:Iteration 2F (9.066949 sec): 3 clusters Score: Raw -18678.606192 + Penalty 665.897779 = -18012.708412 nChanged 28 SP:Iteration 3F (9.068126 sec): 3 clusters Score: Raw -18694.243625 + Penalty 665.332214 = -18028.911412 nChanged 24 SP:Iteration 4Q (9.069296 sec): 3 clusters Score: Raw -18706.606130 + Penalty 664.967704 = -18041.638426 nChanged 19 SP:Iteration 5Q (9.070469 sec): 3 clusters Score: Raw -18716.271789 + Penalty 665.027786 = -18051.244003 nChanged 18 SP:Iteration 6Q (9.071625 sec): 3 clusters Score: Raw -18726.124912 + Penalty 664.801266 = -18061.323646 nChanged 9 SP:Iteration 7Q (9.072814 sec): 3 clusters Score: Raw -18731.497157 + Penalty 664.702973 = -18066.794184 nChanged 9 SP:Iteration 8Q (9.074020 sec): 3 clusters Score: Raw -18734.998415 + Penalty 664.889279 = -18070.109137 nChanged 7 SP:Iteration 9Q (9.075221 sec): 3 clusters Score: Raw -18738.110007 + Penalty 665.999371 = -18072.110636 nChanged 8 SP:Iteration 10F (9.076449 sec): 3 clusters Score: Raw -18746.156339 + Penalty 667.064420 = -18079.091920 nChanged 13 SP:Iteration 11Q (9.077627 sec): 3 clusters Score: Raw -18755.795615 + Penalty 668.895082 = -18086.900533 nChanged 12 SP:Iteration 12Q (9.078764 sec): 3 clusters Score: Raw -18766.412647 + Penalty 670.994848 = -18095.417799 nChanged 15 SP:Iteration 13Q (9.079891 sec): 3 clusters Score: Raw -18776.518744 + Penalty 675.539228 = -18100.979516 nChanged 12 SP:Iteration 14Q (9.081014 sec): 3 clusters Score: Raw -18787.279632 + Penalty 680.419685 = -18106.859947 nChanged 11 SP:Iteration 15Q (9.082133 sec): 3 clusters Score: Raw -18801.540478 + Penalty 683.877897 = -18117.662581 nChanged 15 SP:Iteration 16Q (9.083247 sec): 3 clusters Score: Raw -18822.231934 + Penalty 690.799676 = -18131.432258 nChanged 16 SP:Iteration 17Q (9.084352 sec): 3 clusters Score: Raw -18838.172675 + Penalty 702.401571 = -18135.771104 nChanged 13 SP:Iteration 18Q (9.085447 sec): 3 clusters Score: Raw -18852.437038 + Penalty 714.722904 = -18137.714133 nChanged 12 SP:Iteration 19Q (9.086530 sec): 3 clusters Score: Raw -18867.390124 + Penalty 724.562739 = -18142.827385 nChanged 12 SP:Iteration 20F (9.087709 sec): 3 clusters Score: Raw -18879.464617 + Penalty 730.675089 = -18148.789528 nChanged 5 SP:Iteration 21Q (9.088781 sec): 3 clusters Score: Raw -18881.699483 + Penalty 734.809063 = -18146.890419 nChanged 4 SP:Iteration 22F (9.089962 sec): 3 clusters Score: Raw -18884.289894 + Penalty 738.379390 = -18145.910504 nChanged 4 SP:Iteration 23F (9.091177 sec): 3 clusters Score: Raw -18886.108909 + Penalty 739.569331 = -18146.539578 nChanged 1 SP:Iteration 24Q (9.092233 sec): 3 clusters Score: Raw -18886.413615 + Penalty 740.335189 = -18146.078426 nChanged 2 SP:Iteration 25F (9.093414 sec): 3 clusters Score: Raw -18888.402709 + Penalty 740.149270 = -18148.253439 nChanged 1 SP:Iteration 26Q (9.094466 sec): 3 clusters Score: Raw -18889.938216 + Penalty 742.708960 = -18147.229256 nChanged 2 SP:Iteration 27F (9.095648 sec): 3 clusters Score: Raw -18892.187090 + Penalty 745.499400 = -18146.687690 nChanged 2 SP:Iteration 28F (9.096831 sec): 3 clusters Score: Raw -18893.958938 + Penalty 746.840091 = -18147.118847 nChanged 1 SP:Iteration 29Q (9.097879 sec): 3 clusters Score: Raw -18894.049718 + Penalty 747.137856 = -18146.911862 nChanged 1 SP:Iteration 30F (9.099062 sec): 3 clusters Score: Raw -18893.905998 + Penalty 747.137856 = -18146.768142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.100899 sec): 2 clusters Score: Raw -18179.542114 + Penalty 939.775321 = -17239.766793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.102037 sec): 3 clusters Score: Raw -18048.720230 + Penalty 1879.109732 = -16169.610498 nChanged 123 SP:Iteration 1F (9.103156 sec): 3 clusters Score: Raw -18201.072979 + Penalty 1878.061596 = -16323.011384 nChanged 33 SP:Iteration 2F (9.104274 sec): 3 clusters Score: Raw -18277.560500 + Penalty 1876.814666 = -16400.745834 nChanged 29 SP:Iteration 3F (9.105391 sec): 3 clusters Score: Raw -18358.396877 + Penalty 1872.865763 = -16485.531114 nChanged 29 SP:Iteration 4F (9.106535 sec): 3 clusters Score: Raw -18409.303336 + Penalty 1872.833400 = -16536.469936 nChanged 15 SP:Iteration 5Q (9.107611 sec): 3 clusters Score: Raw -18441.008445 + Penalty 1871.826589 = -16569.181856 nChanged 9 SP:Iteration 6Q (9.108677 sec): 3 clusters Score: Raw -18452.599036 + Penalty 1871.444920 = -16581.154116 nChanged 3 SP:Iteration 7Q (9.109737 sec): 3 clusters Score: Raw -18456.528427 + Penalty 1871.414687 = -16585.113740 nChanged 2 SP:Iteration 8Q (9.110802 sec): 3 clusters Score: Raw -18458.514961 + Penalty 1871.063621 = -16587.451340 nChanged 1 SP:Iteration 9Q (9.111859 sec): 3 clusters Score: Raw -18459.515575 + Penalty 1870.677919 = -16588.837656 nChanged 1 SP:Iteration 10F (9.112972 sec): 3 clusters Score: Raw -18461.463896 + Penalty 1870.677919 = -16590.785976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 14 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.114460 sec): 2 clusters Score: Raw -13516.461952 + Penalty 650.087027 = -12866.374925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.115352 sec): 3 clusters Score: Raw -13393.852535 + Penalty 1308.632811 = -12085.219725 nChanged 96 SP:Iteration 1F (9.116235 sec): 3 clusters Score: Raw -13494.236125 + Penalty 1317.993059 = -12176.243066 nChanged 28 SP:Iteration 2F (9.117116 sec): 3 clusters Score: Raw -13533.514465 + Penalty 1328.601533 = -12204.912932 nChanged 17 SP:Iteration 3Q (9.117989 sec): 3 clusters Score: Raw -13555.211520 + Penalty 1331.556099 = -12223.655421 nChanged 5 SP:Iteration 4Q (9.118853 sec): 3 clusters Score: Raw -13561.164872 + Penalty 1333.543955 = -12227.620917 nChanged 4 SP:Iteration 5Q (9.119717 sec): 3 clusters Score: Raw -13566.016305 + Penalty 1333.323674 = -12232.692631 nChanged 3 SP:Iteration 6Q (9.120578 sec): 3 clusters Score: Raw -13569.309643 + Penalty 1334.179230 = -12235.130414 nChanged 2 SP:Iteration 7Q (9.121440 sec): 3 clusters Score: Raw -13570.569636 + Penalty 1334.179230 = -12236.390406 nChanged 0 SP:Iteration 8F (9.122317 sec): 3 clusters Score: Raw -13570.569636 + Penalty 1334.179230 = -12236.390406 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 19 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.126107 sec): 2 clusters Score: Raw -35956.367181 + Penalty 330.687358 = -35625.679823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.128368 sec): 3 clusters Score: Raw -35268.750706 + Penalty 700.480917 = -34568.269789 nChanged 460 SP:Iteration 1F (9.130604 sec): 3 clusters Score: Raw -35689.889164 + Penalty 768.811318 = -34921.077846 nChanged 155 SP:Iteration 2F (9.132857 sec): 3 clusters Score: Raw -35876.590171 + Penalty 816.731073 = -35059.859098 nChanged 67 SP:Iteration 3F (9.135108 sec): 3 clusters Score: Raw -35960.021006 + Penalty 833.573887 = -35126.447119 nChanged 22 SP:Iteration 4Q (9.137185 sec): 3 clusters Score: Raw -35979.043588 + Penalty 857.921738 = -35121.121850 nChanged 18 SP:Iteration 5F (9.139440 sec): 3 clusters Score: Raw -35994.202003 + Penalty 883.399083 = -35110.802920 nChanged 19 SP:Iteration 6F (9.141694 sec): 3 clusters Score: Raw -36016.273593 + Penalty 910.304498 = -35105.969095 nChanged 17 SP:Iteration 7F (9.143948 sec): 3 clusters Score: Raw -36042.512656 + Penalty 919.741421 = -35122.771235 nChanged 8 SP:Iteration 8Q (9.145862 sec): 3 clusters Score: Raw -36061.113806 + Penalty 928.715697 = -35132.398109 nChanged 7 SP:Iteration 9Q (9.147742 sec): 3 clusters Score: Raw -36076.491511 + Penalty 922.833398 = -35153.658114 nChanged 2 SP:Iteration 10F (9.150068 sec): 3 clusters Score: Raw -36077.647163 + Penalty 922.833398 = -35154.813765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 21 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.152965 sec): 2 clusters Score: Raw -32195.493812 + Penalty 880.052539 = -31315.441272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.154708 sec): 3 clusters Score: Raw -31837.093278 + Penalty 1762.457054 = -30074.636224 nChanged 253 SP:Iteration 1F (9.156402 sec): 3 clusters Score: Raw -32032.538637 + Penalty 1764.776012 = -30267.762625 nChanged 70 SP:Iteration 2F (9.158092 sec): 3 clusters Score: Raw -32093.629679 + Penalty 1767.850683 = -30325.778996 nChanged 39 SP:Iteration 3Q (9.159775 sec): 3 clusters Score: Raw -32125.070181 + Penalty 1770.365871 = -30354.704309 nChanged 25 SP:Iteration 4Q (9.161506 sec): 3 clusters Score: Raw -32154.890444 + Penalty 1775.023786 = -30379.866658 nChanged 29 SP:Iteration 5Q (9.163209 sec): 3 clusters Score: Raw -32185.759038 + Penalty 1781.670331 = -30404.088707 nChanged 25 SP:Iteration 6Q (9.164865 sec): 3 clusters Score: Raw -32217.864631 + Penalty 1788.198230 = -30429.666400 nChanged 28 SP:Iteration 7Q (9.166531 sec): 3 clusters Score: Raw -32256.629788 + Penalty 1795.931322 = -30460.698466 nChanged 27 SP:Iteration 8Q (9.168195 sec): 3 clusters Score: Raw -32286.829652 + Penalty 1801.390015 = -30485.439637 nChanged 15 SP:Iteration 9Q (9.169825 sec): 3 clusters Score: Raw -32299.190879 + Penalty 1806.861119 = -30492.329761 nChanged 16 SP:Iteration 10F (9.171552 sec): 3 clusters Score: Raw -32314.047401 + Penalty 1810.935694 = -30503.111707 nChanged 11 SP:Iteration 11Q (9.173207 sec): 3 clusters Score: Raw -32324.008141 + Penalty 1813.251504 = -30510.756636 nChanged 6 SP:Iteration 12Q (9.174839 sec): 3 clusters Score: Raw -32330.137875 + Penalty 1816.315571 = -30513.822304 nChanged 10 SP:Iteration 13Q (9.176582 sec): 3 clusters Score: Raw -32336.286334 + Penalty 1818.929493 = -30517.356841 nChanged 5 SP:Iteration 14Q (9.178291 sec): 3 clusters Score: Raw -32341.998151 + Penalty 1823.565925 = -30518.432226 nChanged 7 SP:Iteration 15Q (9.179941 sec): 3 clusters Score: Raw -32347.425266 + Penalty 1828.515272 = -30518.909994 nChanged 10 SP:Iteration 16Q (9.181526 sec): 3 clusters Score: Raw -32356.716963 + Penalty 1831.323573 = -30525.393390 nChanged 6 SP:Iteration 17Q (9.183149 sec): 3 clusters Score: Raw -32364.508969 + Penalty 1832.079116 = -30532.429853 nChanged 3 SP:Iteration 18Q (9.184751 sec): 3 clusters Score: Raw -32367.716256 + Penalty 1832.280816 = -30535.435439 nChanged 1 SP:Iteration 19Q (9.186358 sec): 3 clusters Score: Raw -32368.768741 + Penalty 1832.280816 = -30536.487925 nChanged 0 SP:Iteration 20F (9.188061 sec): 3 clusters Score: Raw -32368.768741 + Penalty 1832.280816 = -30536.487925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.189660 sec): 2 clusters Score: Raw -6412.928839 + Penalty 279.349378 = -6133.579460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.190330 sec): 3 clusters Score: Raw -6310.713944 + Penalty 557.762640 = -5752.951304 nChanged 68 SP:Iteration 1F (9.190974 sec): 3 clusters Score: Raw -6373.084697 + Penalty 557.535006 = -5815.549691 nChanged 21 SP:Iteration 2F (9.191617 sec): 3 clusters Score: Raw -6391.816285 + Penalty 557.430757 = -5834.385528 nChanged 9 SP:Iteration 3Q (9.192255 sec): 3 clusters Score: Raw -6402.586092 + Penalty 556.549501 = -5846.036591 nChanged 12 SP:Iteration 4Q (9.192890 sec): 3 clusters Score: Raw -6417.311348 + Penalty 557.372334 = -5859.939014 nChanged 8 SP:Iteration 5Q (9.193522 sec): 3 clusters Score: Raw -6430.446594 + Penalty 557.043839 = -5873.402755 nChanged 8 SP:Iteration 6Q (9.194152 sec): 3 clusters Score: Raw -6439.968438 + Penalty 559.317068 = -5880.651370 nChanged 3 SP:Iteration 7Q (9.194776 sec): 3 clusters Score: Raw -6443.151353 + Penalty 562.589306 = -5880.562047 nChanged 5 SP:Iteration 8F (9.195421 sec): 3 clusters Score: Raw -6453.188641 + Penalty 565.522644 = -5887.665997 nChanged 5 SP:Iteration 9Q (9.196045 sec): 3 clusters Score: Raw -6459.588440 + Penalty 569.264766 = -5890.323674 nChanged 6 SP:Iteration 10F (9.196689 sec): 3 clusters Score: Raw -6463.395752 + Penalty 569.262038 = -5894.133714 nChanged 1 SP:Iteration 11Q (9.197310 sec): 3 clusters Score: Raw -6464.109306 + Penalty 568.779547 = -5895.329758 nChanged 2 SP:Iteration 12Q (9.197933 sec): 3 clusters Score: Raw -6465.483877 + Penalty 569.706998 = -5895.776879 nChanged 1 SP:Iteration 13Q (9.198555 sec): 3 clusters Score: Raw -6466.929863 + Penalty 569.706998 = -5897.222865 nChanged 0 SP:Iteration 14F (9.199198 sec): 3 clusters Score: Raw -6466.929863 + Penalty 569.706998 = -5897.222865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 25 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.200749 sec): 2 clusters Score: Raw -10707.316973 + Penalty 565.465556 = -10141.851417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.201601 sec): 3 clusters Score: Raw -10563.464539 + Penalty 1130.798825 = -9432.665714 nChanged 98 SP:Iteration 1F (9.202439 sec): 3 clusters Score: Raw -10701.564247 + Penalty 1131.442858 = -9570.121389 nChanged 56 SP:Iteration 2F (9.203273 sec): 3 clusters Score: Raw -10796.090307 + Penalty 1132.597741 = -9663.492565 nChanged 29 SP:Iteration 3F (9.204103 sec): 3 clusters Score: Raw -10841.695377 + Penalty 1133.832892 = -9707.862484 nChanged 19 SP:Iteration 4F (9.204932 sec): 3 clusters Score: Raw -10874.268097 + Penalty 1137.922688 = -9736.345408 nChanged 15 SP:Iteration 5Q (9.205723 sec): 3 clusters Score: Raw -10896.313513 + Penalty 1145.357942 = -9750.955570 nChanged 10 SP:Iteration 6Q (9.206497 sec): 3 clusters Score: Raw -10909.167499 + Penalty 1145.675712 = -9763.491787 nChanged 2 SP:Iteration 7Q (9.207264 sec): 3 clusters Score: Raw -10911.398462 + Penalty 1146.015695 = -9765.382768 nChanged 1 SP:Iteration 8Q (9.208032 sec): 3 clusters Score: Raw -10912.116203 + Penalty 1146.015695 = -9766.100508 nChanged 0 SP:Iteration 9F (9.208859 sec): 3 clusters Score: Raw -10912.116203 + Penalty 1146.015695 = -9766.100508 nChanged 0 Iteration 119Q (9.237400 sec): 11 clusters Score: Raw -260005.791101 + Penalty 8672.616508 = -251333.174593 nChanged 52 Iteration 120F (9.284111 sec): 11 clusters Score: Raw -260024.245063 + Penalty 8678.670766 = -251345.574297 nChanged 43 Iteration 121Q (9.308031 sec): 11 clusters Score: Raw -260048.361751 + Penalty 8683.090062 = -251365.271689 nChanged 36 Iteration 122Q (9.331932 sec): 11 clusters Score: Raw -260064.849914 + Penalty 8685.637913 = -251379.212001 nChanged 33 Iteration 123Q (9.356221 sec): 11 clusters Score: Raw -260074.841177 + Penalty 8687.554546 = -251387.286631 nChanged 25 Iteration 124Q (9.380211 sec): 11 clusters Score: Raw -260085.016487 + Penalty 8688.774162 = -251396.242326 nChanged 34 Iteration 125Q (9.403959 sec): 11 clusters Score: Raw -260096.117303 + Penalty 8692.817515 = -251403.299788 nChanged 26 Iteration 126Q (9.427630 sec): 11 clusters Score: Raw -260108.215354 + Penalty 8698.052046 = -251410.163307 nChanged 27 Iteration 127Q (9.451607 sec): 11 clusters Score: Raw -260122.150761 + Penalty 8702.176040 = -251419.974721 nChanged 17 Iteration 128Q (9.474986 sec): 11 clusters Score: Raw -260128.245464 + Penalty 8704.224162 = -251424.021302 nChanged 14 Iteration 129Q (9.498874 sec): 11 clusters Score: Raw -260132.457139 + Penalty 8706.316726 = -251426.140413 nChanged 13 Iteration 130F (9.545222 sec): 11 clusters Score: Raw -260136.070738 + Penalty 8703.875639 = -251432.195100 nChanged 12 Iteration 131Q (9.568786 sec): 11 clusters Score: Raw -260142.123094 + Penalty 8704.361527 = -251437.761567 nChanged 13 Iteration 132Q (9.592851 sec): 11 clusters Score: Raw -260152.528081 + Penalty 8707.874646 = -251444.653434 nChanged 22 Iteration 133Q (9.616739 sec): 11 clusters Score: Raw -260164.087629 + Penalty 8711.517399 = -251452.570230 nChanged 14 Iteration 134Q (9.640273 sec): 11 clusters Score: Raw -260169.873381 + Penalty 8714.796621 = -251455.076760 nChanged 13 Iteration 135Q (9.663838 sec): 11 clusters Score: Raw -260175.032562 + Penalty 8718.574813 = -251456.457749 nChanged 17 Iteration 136Q (9.687527 sec): 11 clusters Score: Raw -260179.654097 + Penalty 8717.851846 = -251461.802251 nChanged 8 Iteration 137Q (9.711413 sec): 11 clusters Score: Raw -260181.065574 + Penalty 8718.023608 = -251463.041966 nChanged 6 Iteration 138Q (9.734958 sec): 11 clusters Score: Raw -260182.874237 + Penalty 8721.243395 = -251461.630842 nChanged 8 Iteration 139F (9.781093 sec): 11 clusters Score: Raw -260185.158647 + Penalty 8724.286027 = -251460.872620 nChanged 11 Iteration 140F (9.827544 sec): 11 clusters Score: Raw -260187.465976 + Penalty 8725.542560 = -251461.923416 nChanged 4 Iteration 141Q (9.851133 sec): 11 clusters Score: Raw -260188.340112 + Penalty 8724.331890 = -251464.008222 nChanged 6 Iteration 142Q (9.874799 sec): 11 clusters Score: Raw -260189.370909 + Penalty 8724.007490 = -251465.363418 nChanged 5 Iteration 143Q (9.898595 sec): 11 clusters Score: Raw -260190.421226 + Penalty 8724.119963 = -251466.301264 nChanged 5 Iteration 144Q (9.922120 sec): 11 clusters Score: Raw -260191.313595 + Penalty 8725.031448 = -251466.282147 nChanged 7 Iteration 145F (9.968540 sec): 11 clusters Score: Raw -260192.384711 + Penalty 8725.217151 = -251467.167560 nChanged 6 Iteration 146Q (9.992002 sec): 11 clusters Score: Raw -260193.004693 + Penalty 8726.012221 = -251466.992472 nChanged 5 Iteration 147F (10.038939 sec): 11 clusters Score: Raw -260193.469286 + Penalty 8726.421961 = -251467.047324 nChanged 2 Iteration 148Q (10.062469 sec): 11 clusters Score: Raw -260193.701517 + Penalty 8726.838964 = -251466.862553 nChanged 2 Iteration 149F (10.109142 sec): 11 clusters Score: Raw -260193.931206 + Penalty 8727.088644 = -251466.842562 nChanged 2 Iteration 150F (10.155612 sec): 11 clusters Score: Raw -260194.135814 + Penalty 8726.688492 = -251467.447322 nChanged 3 Iteration 151Q (10.179139 sec): 11 clusters Score: Raw -260194.981460 + Penalty 8727.571187 = -251467.410272 nChanged 7 Iteration 152F (10.225530 sec): 11 clusters Score: Raw -260196.196981 + Penalty 8728.436909 = -251467.760073 nChanged 5 Iteration 153Q (10.249108 sec): 11 clusters Score: Raw -260197.143820 + Penalty 8727.957678 = -251469.186142 nChanged 6 Iteration 154Q (10.272722 sec): 11 clusters Score: Raw -260198.104220 + Penalty 8728.787774 = -251469.316445 nChanged 4 Iteration 155Q (10.296095 sec): 11 clusters Score: Raw -260198.710753 + Penalty 8729.891075 = -251468.819678 nChanged 9 Iteration 156F (10.342580 sec): 11 clusters Score: Raw -260201.167405 + Penalty 8731.690850 = -251469.476555 nChanged 16 Iteration 157Q (10.366535 sec): 11 clusters Score: Raw -260205.481590 + Penalty 8735.343496 = -251470.138094 nChanged 22 Iteration 158Q (10.390417 sec): 11 clusters Score: Raw -260210.853050 + Penalty 8740.510656 = -251470.342394 nChanged 31 Iteration 159Q (10.414435 sec): 11 clusters Score: Raw -260218.077486 + Penalty 8744.131215 = -251473.946271 nChanged 21 Iteration 160F (10.460617 sec): 11 clusters Score: Raw -260222.996339 + Penalty 8749.662521 = -251473.333818 nChanged 25 Iteration 161F (10.506769 sec): 11 clusters Score: Raw -260229.029152 + Penalty 8748.663224 = -251480.365928 nChanged 31 Iteration 162Q (10.530912 sec): 11 clusters Score: Raw -260235.744132 + Penalty 8750.792522 = -251484.951610 nChanged 21 Iteration 163Q (10.554368 sec): 11 clusters Score: Raw -260239.224140 + Penalty 8754.697166 = -251484.526974 nChanged 21 Iteration 164F (10.600556 sec): 11 clusters Score: Raw -260242.669550 + Penalty 8756.424217 = -251486.245333 nChanged 16 Iteration 165Q (10.624420 sec): 11 clusters Score: Raw -260245.282562 + Penalty 8757.231881 = -251488.050681 nChanged 12 Iteration 166Q (10.647954 sec): 11 clusters Score: Raw -260247.131997 + Penalty 8758.333010 = -251488.798988 nChanged 16 Iteration 167Q (10.671281 sec): 11 clusters Score: Raw -260249.711423 + Penalty 8758.484445 = -251491.226978 nChanged 17 Iteration 168Q (10.694715 sec): 11 clusters Score: Raw -260254.519179 + Penalty 8758.482928 = -251496.036251 nChanged 21 Iteration 169Q (10.718524 sec): 11 clusters Score: Raw -260260.586993 + Penalty 8757.396874 = -251503.190118 nChanged 23 Iteration 170F (10.764703 sec): 11 clusters Score: Raw -260266.635461 + Penalty 8758.799683 = -251507.835778 nChanged 25 Iteration 171Q (10.788181 sec): 11 clusters Score: Raw -260274.411879 + Penalty 8758.548917 = -251515.862962 nChanged 26 Iteration 172Q (10.812409 sec): 11 clusters Score: Raw -260283.086137 + Penalty 8759.172011 = -251523.914126 nChanged 24 Iteration 173Q (10.835961 sec): 11 clusters Score: Raw -260290.765840 + Penalty 8756.978314 = -251533.787526 nChanged 25 Iteration 174Q (10.859353 sec): 11 clusters Score: Raw -260299.970111 + Penalty 8758.012500 = -251541.957610 nChanged 27 Iteration 175Q (10.882752 sec): 11 clusters Score: Raw -260306.431338 + Penalty 8761.182649 = -251545.248689 nChanged 26 Iteration 176Q (10.905823 sec): 11 clusters Score: Raw -260315.710417 + Penalty 8763.357392 = -251552.353025 nChanged 23 Iteration 177Q (10.929217 sec): 11 clusters Score: Raw -260320.548730 + Penalty 8763.733585 = -251556.815145 nChanged 16 Iteration 178Q (10.952757 sec): 11 clusters Score: Raw -260323.999037 + Penalty 8762.045836 = -251561.953201 nChanged 12 Iteration 179Q (10.975844 sec): 11 clusters Score: Raw -260326.519762 + Penalty 8764.783110 = -251561.736651 nChanged 10 Iteration 180F (11.022503 sec): 11 clusters Score: Raw -260328.068102 + Penalty 8769.062841 = -251559.005261 nChanged 5 Iteration 181F (11.068943 sec): 11 clusters Score: Raw -260329.376244 + Penalty 8769.818071 = -251559.558173 nChanged 5 Iteration 182Q (11.092176 sec): 11 clusters Score: Raw -260330.630822 + Penalty 8767.393406 = -251563.237417 nChanged 5 Iteration 183Q (11.115590 sec): 11 clusters Score: Raw -260331.504462 + Penalty 8768.797551 = -251562.706912 nChanged 4 Iteration 184F (11.163910 sec): 11 clusters Score: Raw -260331.968555 + Penalty 8773.279409 = -251558.689145 nChanged 4 Iteration 185F (11.210096 sec): 11 clusters Score: Raw -260332.605514 + Penalty 8774.684399 = -251557.921115 nChanged 1 Iteration 186F (11.256802 sec): 11 clusters Score: Raw -260332.764749 + Penalty 8775.290566 = -251557.474182 nChanged 3 Iteration 187F (11.303087 sec): 11 clusters Score: Raw -260333.064284 + Penalty 8776.194174 = -251556.870109 nChanged 2 Iteration 188F (11.349511 sec): 11 clusters Score: Raw -260333.206690 + Penalty 8776.320365 = -251556.886324 nChanged 1 Iteration 189Q (11.372795 sec): 11 clusters Score: Raw -260333.350827 + Penalty 8777.849500 = -251555.501327 nChanged 2 Iteration 190F (11.419584 sec): 11 clusters Score: Raw -260333.699846 + Penalty 8777.814064 = -251555.885782 nChanged 1 Iteration 191Q (11.442938 sec): 11 clusters Score: Raw -260333.952924 + Penalty 8778.001504 = -251555.951419 nChanged 1 Iteration 192Q (11.466163 sec): 11 clusters Score: Raw -260334.075292 + Penalty 8778.001504 = -251556.073787 nChanged 0 Iteration 193F (11.512542 sec): 11 clusters Score: Raw -260334.075292 + Penalty 8778.001504 = -251556.073787 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -260334.075292 + Penalty 8778.001504 = -251556.073787Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (1509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.535610 sec): 2 clusters Score: Raw -48916.967240 + Penalty 193.080518 = -48723.886722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.538591 sec): 3 clusters Score: Raw -47971.625256 + Penalty 388.755651 = -47582.869605 nChanged 684 SP:Iteration 1F (11.541449 sec): 3 clusters Score: Raw -48448.248732 + Penalty 389.881868 = -48058.366864 nChanged 124 SP:Iteration 2F (11.544287 sec): 3 clusters Score: Raw -48485.786900 + Penalty 390.769638 = -48095.017262 nChanged 53 SP:Iteration 3Q (11.547115 sec): 3 clusters Score: Raw -48501.838374 + Penalty 390.935420 = -48110.902954 nChanged 50 SP:Iteration 4Q (11.549945 sec): 3 clusters Score: Raw -48538.555807 + Penalty 390.802889 = -48147.752919 nChanged 52 SP:Iteration 5Q (11.552768 sec): 3 clusters Score: Raw -48594.529440 + Penalty 391.296249 = -48203.233191 nChanged 57 SP:Iteration 6Q (11.555622 sec): 3 clusters Score: Raw -48636.807461 + Penalty 391.305369 = -48245.502092 nChanged 41 SP:Iteration 7Q (11.558491 sec): 3 clusters Score: Raw -48653.803370 + Penalty 392.411092 = -48261.392278 nChanged 26 SP:Iteration 8Q (11.561272 sec): 3 clusters Score: Raw -48668.114933 + Penalty 392.449566 = -48275.665367 nChanged 25 SP:Iteration 9Q (11.564025 sec): 3 clusters Score: Raw -48676.035546 + Penalty 392.220192 = -48283.815354 nChanged 25 SP:Iteration 10F (11.566844 sec): 3 clusters Score: Raw -48684.453362 + Penalty 392.006058 = -48292.447304 nChanged 28 SP:Iteration 11Q (11.569578 sec): 3 clusters Score: Raw -48693.285584 + Penalty 392.250429 = -48301.035155 nChanged 26 SP:Iteration 12Q (11.572287 sec): 3 clusters Score: Raw -48700.359552 + Penalty 392.867547 = -48307.492005 nChanged 28 SP:Iteration 13Q (11.574984 sec): 3 clusters Score: Raw -48709.436807 + Penalty 393.264251 = -48316.172555 nChanged 28 SP:Iteration 14Q (11.577663 sec): 3 clusters Score: Raw -48717.892709 + Penalty 394.094456 = -48323.798253 nChanged 32 SP:Iteration 15Q (11.580376 sec): 3 clusters Score: Raw -48730.783944 + Penalty 393.574774 = -48337.209170 nChanged 44 SP:Iteration 16Q (11.583049 sec): 3 clusters Score: Raw -48753.348121 + Penalty 390.786295 = -48362.561826 nChanged 46 SP:Iteration 17Q (11.585721 sec): 3 clusters Score: Raw -48778.298163 + Penalty 384.981590 = -48393.316573 nChanged 43 SP:Iteration 18Q (11.588344 sec): 3 clusters Score: Raw -48806.603228 + Penalty 385.746667 = -48420.856561 nChanged 44 SP:Iteration 19Q (11.590869 sec): 3 clusters Score: Raw -48838.006356 + Penalty 389.597051 = -48448.409305 nChanged 37 SP:Iteration 20F (11.593661 sec): 3 clusters Score: Raw -48865.780077 + Penalty 393.584768 = -48472.195309 nChanged 33 SP:Iteration 21Q (11.596079 sec): 3 clusters Score: Raw -48886.244866 + Penalty 391.639179 = -48494.605687 nChanged 14 SP:Iteration 22Q (11.598464 sec): 3 clusters Score: Raw -48892.588021 + Penalty 388.779323 = -48503.808698 nChanged 11 SP:Iteration 23Q (11.600805 sec): 3 clusters Score: Raw -48896.962451 + Penalty 391.302758 = -48505.659693 nChanged 13 SP:Iteration 24Q (11.603126 sec): 3 clusters Score: Raw -48900.882493 + Penalty 380.329239 = -48520.553254 nChanged 7 SP:Iteration 25Q (11.605428 sec): 3 clusters Score: Raw -48903.219830 + Penalty 376.660366 = -48526.559464 nChanged 11 SP:Iteration 26Q (11.607761 sec): 3 clusters Score: Raw -48907.720360 + Penalty 377.975912 = -48529.744448 nChanged 4 SP:Iteration 27Q (11.610055 sec): 3 clusters Score: Raw -48908.959802 + Penalty 369.156567 = -48539.803235 nChanged 4 SP:Iteration 28Q (11.612352 sec): 3 clusters Score: Raw -48909.727260 + Penalty 376.045341 = -48533.681919 nChanged 5 SP:Iteration 29F (11.615141 sec): 3 clusters Score: Raw -48911.039100 + Penalty 367.746106 = -48543.292994 nChanged 3 SP:Iteration 30F (11.617997 sec): 3 clusters Score: Raw -48912.212839 + Penalty 373.096696 = -48539.116143 nChanged 2 SP:Iteration 31F (11.620799 sec): 3 clusters Score: Raw -48912.742983 + Penalty 374.385886 = -48538.357098 nChanged 3 SP:Iteration 32F (11.623566 sec): 3 clusters Score: Raw -48915.043168 + Penalty 379.386390 = -48535.656778 nChanged 4 SP:Iteration 33F (11.626347 sec): 3 clusters Score: Raw -48921.162428 + Penalty 379.586194 = -48541.576234 nChanged 1 SP:Iteration 34Q (11.628596 sec): 3 clusters Score: Raw -48921.104467 + Penalty 379.586194 = -48541.518273 nChanged 0 SP:Iteration 35F (11.631363 sec): 3 clusters Score: Raw -48921.104467 + Penalty 379.586194 = -48541.518273 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 2 (771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.634693 sec): 2 clusters Score: Raw -27184.224927 + Penalty 492.963395 = -26691.261532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.636390 sec): 3 clusters Score: Raw -26729.488935 + Penalty 987.031507 = -25742.457428 nChanged 264 SP:Iteration 1F (11.638003 sec): 3 clusters Score: Raw -26867.620314 + Penalty 995.766427 = -25871.853887 nChanged 110 SP:Iteration 2F (11.639551 sec): 3 clusters Score: Raw -26980.358224 + Penalty 1013.017178 = -25967.341046 nChanged 80 SP:Iteration 3F (11.641136 sec): 3 clusters Score: Raw -27062.136961 + Penalty 1046.557636 = -26015.579325 nChanged 70 SP:Iteration 4F (11.642696 sec): 3 clusters Score: Raw -27133.256347 + Penalty 1079.699312 = -26053.557035 nChanged 44 SP:Iteration 5F (11.644233 sec): 3 clusters Score: Raw -27181.155280 + Penalty 1113.255195 = -26067.900086 nChanged 32 SP:Iteration 6Q (11.645688 sec): 3 clusters Score: Raw -27211.465950 + Penalty 1134.413790 = -26077.052160 nChanged 23 SP:Iteration 7Q (11.647098 sec): 3 clusters Score: Raw -27229.674182 + Penalty 1151.388800 = -26078.285382 nChanged 15 SP:Iteration 8Q (11.648491 sec): 3 clusters Score: Raw -27246.493979 + Penalty 1172.502970 = -26073.991009 nChanged 14 SP:Iteration 9F (11.650020 sec): 3 clusters Score: Raw -27261.446659 + Penalty 1186.839298 = -26074.607361 nChanged 7 SP:Iteration 10F (11.651544 sec): 3 clusters Score: Raw -27272.326427 + Penalty 1197.703857 = -26074.622570 nChanged 5 SP:Iteration 11Q (11.652931 sec): 3 clusters Score: Raw -27281.056537 + Penalty 1207.900386 = -26073.156151 nChanged 4 SP:Iteration 12F (11.654482 sec): 3 clusters Score: Raw -27286.103394 + Penalty 1214.340434 = -26071.762960 nChanged 3 SP:Iteration 13F (11.656017 sec): 3 clusters Score: Raw -27288.518075 + Penalty 1216.968630 = -26071.549445 nChanged 1 SP:Iteration 14F (11.657560 sec): 3 clusters Score: Raw -27289.540477 + Penalty 1218.324388 = -26071.216089 nChanged 2 SP:Iteration 15F (11.659140 sec): 3 clusters Score: Raw -27291.017451 + Penalty 1222.115731 = -26068.901719 nChanged 1 SP:Iteration 16F (11.660709 sec): 3 clusters Score: Raw -27291.481740 + Penalty 1223.689845 = -26067.791896 nChanged 1 SP:Iteration 17F (11.662255 sec): 3 clusters Score: Raw -27293.050393 + Penalty 1221.481606 = -26071.568786 nChanged 1 SP:Iteration 18Q (11.663580 sec): 3 clusters Score: Raw -27294.121082 + Penalty 1221.481606 = -26072.639475 nChanged 0 SP:Iteration 19F (11.665133 sec): 3 clusters Score: Raw -27294.121082 + Penalty 1221.481606 = -26072.639475 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 4 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.673923 sec): 2 clusters Score: Raw -55454.534839 + Penalty 400.633445 = -55053.901394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.676946 sec): 3 clusters Score: Raw -54510.334243 + Penalty 802.648503 = -53707.685740 nChanged 657 SP:Iteration 1F (11.679930 sec): 3 clusters Score: Raw -54866.606719 + Penalty 805.989127 = -54060.617592 nChanged 169 SP:Iteration 2F (11.682886 sec): 3 clusters Score: Raw -54989.264606 + Penalty 810.884190 = -54178.380416 nChanged 115 SP:Iteration 3F (11.685829 sec): 3 clusters Score: Raw -55082.137672 + Penalty 817.221463 = -54264.916209 nChanged 108 SP:Iteration 4F (11.688770 sec): 3 clusters Score: Raw -55163.451424 + Penalty 825.510629 = -54337.940795 nChanged 77 SP:Iteration 5Q (11.691679 sec): 3 clusters Score: Raw -55215.136883 + Penalty 835.050316 = -54380.086567 nChanged 79 SP:Iteration 6Q (11.694554 sec): 3 clusters Score: Raw -55277.118776 + Penalty 846.843376 = -54430.275400 nChanged 73 SP:Iteration 7Q (11.697391 sec): 3 clusters Score: Raw -55345.945214 + Penalty 851.880164 = -54494.065050 nChanged 56 SP:Iteration 8Q (11.700176 sec): 3 clusters Score: Raw -55395.639723 + Penalty 859.569075 = -54536.070648 nChanged 39 SP:Iteration 9Q (11.702929 sec): 3 clusters Score: Raw -55424.557316 + Penalty 867.185831 = -54557.371485 nChanged 35 SP:Iteration 10F (11.705832 sec): 3 clusters Score: Raw -55446.158168 + Penalty 870.926991 = -54575.231177 nChanged 23 SP:Iteration 11Q (11.708454 sec): 3 clusters Score: Raw -55456.793580 + Penalty 875.287025 = -54581.506555 nChanged 15 SP:Iteration 12Q (11.711062 sec): 3 clusters Score: Raw -55465.782441 + Penalty 876.750177 = -54589.032265 nChanged 14 SP:Iteration 13Q (11.713640 sec): 3 clusters Score: Raw -55477.533492 + Penalty 875.831650 = -54601.701843 nChanged 10 SP:Iteration 14Q (11.716200 sec): 3 clusters Score: Raw -55483.618245 + Penalty 879.630523 = -54603.987722 nChanged 11 SP:Iteration 15Q (11.718773 sec): 3 clusters Score: Raw -55487.833567 + Penalty 878.950850 = -54608.882717 nChanged 5 SP:Iteration 16Q (11.721352 sec): 3 clusters Score: Raw -55489.026070 + Penalty 879.811693 = -54609.214377 nChanged 3 SP:Iteration 17Q (11.723912 sec): 3 clusters Score: Raw -55490.344056 + Penalty 878.590364 = -54611.753691 nChanged 4 SP:Iteration 18Q (11.726421 sec): 3 clusters Score: Raw -55494.195097 + Penalty 876.801500 = -54617.393597 nChanged 5 SP:Iteration 19Q (11.728957 sec): 3 clusters Score: Raw -55496.299986 + Penalty 876.873793 = -54619.426194 nChanged 2 SP:Iteration 20F (11.731929 sec): 3 clusters Score: Raw -55496.837171 + Penalty 876.873793 = -54619.963379 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 7 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.736668 sec): 2 clusters Score: Raw -19863.417738 + Penalty 348.992020 = -19514.425718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.737965 sec): 3 clusters Score: Raw -19576.096091 + Penalty 693.714455 = -18882.381635 nChanged 214 SP:Iteration 1F (11.739200 sec): 3 clusters Score: Raw -19737.073088 + Penalty 688.322806 = -19048.750281 nChanged 57 SP:Iteration 2F (11.740429 sec): 3 clusters Score: Raw -19790.787026 + Penalty 686.259995 = -19104.527031 nChanged 29 SP:Iteration 3F (11.741651 sec): 3 clusters Score: Raw -19812.108542 + Penalty 684.460018 = -19127.648524 nChanged 14 SP:Iteration 4Q (11.742864 sec): 3 clusters Score: Raw -19824.130182 + Penalty 683.007420 = -19141.122762 nChanged 15 SP:Iteration 5Q (11.744069 sec): 3 clusters Score: Raw -19837.611011 + Penalty 683.616901 = -19153.994110 nChanged 15 SP:Iteration 6Q (11.745267 sec): 3 clusters Score: Raw -19848.356607 + Penalty 684.532939 = -19163.823668 nChanged 13 SP:Iteration 7Q (11.746464 sec): 3 clusters Score: Raw -19855.844236 + Penalty 684.899664 = -19170.944572 nChanged 9 SP:Iteration 8Q (11.747651 sec): 3 clusters Score: Raw -19862.006116 + Penalty 684.671348 = -19177.334769 nChanged 4 SP:Iteration 9Q (11.748872 sec): 3 clusters Score: Raw -19865.075394 + Penalty 683.981927 = -19181.093468 nChanged 4 SP:Iteration 10F (11.750077 sec): 3 clusters Score: Raw -19867.283903 + Penalty 683.335566 = -19183.948337 nChanged 3 SP:Iteration 11Q (11.751243 sec): 3 clusters Score: Raw -19868.473902 + Penalty 682.213649 = -19186.260253 nChanged 3 SP:Iteration 12Q (11.752432 sec): 3 clusters Score: Raw -19869.385117 + Penalty 682.081117 = -19187.304000 nChanged 2 SP:Iteration 13Q (11.753610 sec): 3 clusters Score: Raw -19869.820757 + Penalty 681.645291 = -19188.175467 nChanged 2 SP:Iteration 14Q (11.754785 sec): 3 clusters Score: Raw -19870.341673 + Penalty 680.777315 = -19189.564358 nChanged 4 SP:Iteration 15Q (11.755962 sec): 3 clusters Score: Raw -19871.754293 + Penalty 680.187439 = -19191.566854 nChanged 3 SP:Iteration 16Q (11.757132 sec): 3 clusters Score: Raw -19872.480214 + Penalty 679.627286 = -19192.852928 nChanged 1 SP:Iteration 17Q (11.758304 sec): 3 clusters Score: Raw -19872.845343 + Penalty 679.627286 = -19193.218057 nChanged 0 SP:Iteration 18F (11.759529 sec): 3 clusters Score: Raw -19872.845343 + Penalty 679.627286 = -19193.218057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.762259 sec): 2 clusters Score: Raw -15352.020128 + Penalty 940.172239 = -14411.847890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.763272 sec): 3 clusters Score: Raw -15277.957909 + Penalty 1879.879368 = -13398.078540 nChanged 97 SP:Iteration 1F (11.764242 sec): 3 clusters Score: Raw -15403.924914 + Penalty 1879.539038 = -13524.385876 nChanged 28 SP:Iteration 2F (11.765210 sec): 3 clusters Score: Raw -15469.685996 + Penalty 1879.379603 = -13590.306393 nChanged 11 SP:Iteration 3Q (11.766149 sec): 3 clusters Score: Raw -15491.051820 + Penalty 1879.026433 = -13612.025387 nChanged 8 SP:Iteration 4Q (11.767082 sec): 3 clusters Score: Raw -15505.661431 + Penalty 1878.537975 = -13627.123456 nChanged 9 SP:Iteration 5Q (11.768013 sec): 3 clusters Score: Raw -15521.025768 + Penalty 1877.818743 = -13643.207025 nChanged 6 SP:Iteration 6Q (11.768945 sec): 3 clusters Score: Raw -15527.176152 + Penalty 1877.799767 = -13649.376385 nChanged 6 SP:Iteration 7Q (11.769875 sec): 3 clusters Score: Raw -15537.299985 + Penalty 1877.799767 = -13659.500218 nChanged 0 SP:Iteration 8F (11.770842 sec): 3 clusters Score: Raw -15537.299985 + Penalty 1877.799767 = -13659.500218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 14 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.772751 sec): 2 clusters Score: Raw -18780.276704 + Penalty 692.247301 = -18088.029402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.773918 sec): 3 clusters Score: Raw -18550.480843 + Penalty 1391.987370 = -17158.493472 nChanged 141 SP:Iteration 1F (11.775088 sec): 3 clusters Score: Raw -18680.719794 + Penalty 1397.017895 = -17283.701899 nChanged 50 SP:Iteration 2F (11.776253 sec): 3 clusters Score: Raw -18736.826407 + Penalty 1403.706992 = -17333.119415 nChanged 37 SP:Iteration 3F (11.777424 sec): 3 clusters Score: Raw -18788.589027 + Penalty 1410.759445 = -17377.829582 nChanged 27 SP:Iteration 4Q (11.778624 sec): 3 clusters Score: Raw -18824.949602 + Penalty 1411.432288 = -17413.517314 nChanged 22 SP:Iteration 5Q (11.779788 sec): 3 clusters Score: Raw -18853.260005 + Penalty 1410.009099 = -17443.250905 nChanged 10 SP:Iteration 6Q (11.780936 sec): 3 clusters Score: Raw -18865.675590 + Penalty 1410.391654 = -17455.283936 nChanged 6 SP:Iteration 7Q (11.782078 sec): 3 clusters Score: Raw -18875.767383 + Penalty 1410.364588 = -17465.402795 nChanged 6 SP:Iteration 8Q (11.783206 sec): 3 clusters Score: Raw -18884.637524 + Penalty 1409.669472 = -17474.968053 nChanged 4 SP:Iteration 9Q (11.784331 sec): 3 clusters Score: Raw -18890.618247 + Penalty 1407.619282 = -17482.998965 nChanged 1 SP:Iteration 10F (11.785531 sec): 3 clusters Score: Raw -18894.597241 + Penalty 1407.407617 = -17487.189624 nChanged 4 SP:Iteration 11Q (11.786654 sec): 3 clusters Score: Raw -18901.991259 + Penalty 1404.081093 = -17497.910166 nChanged 4 SP:Iteration 12Q (11.787770 sec): 3 clusters Score: Raw -18905.063805 + Penalty 1404.081093 = -17500.982713 nChanged 0 SP:Iteration 13F (11.788945 sec): 3 clusters Score: Raw -18905.063805 + Penalty 1404.081093 = -17500.982713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 19 (1669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.797743 sec): 2 clusters Score: Raw -52489.622113 + Penalty 407.469819 = -52082.152294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.800969 sec): 3 clusters Score: Raw -51453.298887 + Penalty 807.098778 = -50646.200109 nChanged 684 SP:Iteration 1F (11.804107 sec): 3 clusters Score: Raw -51922.849420 + Penalty 793.691964 = -51129.157456 nChanged 272 SP:Iteration 2F (11.807264 sec): 3 clusters Score: Raw -52151.788208 + Penalty 784.906138 = -51366.882070 nChanged 102 SP:Iteration 3F (11.810403 sec): 3 clusters Score: Raw -52213.433515 + Penalty 777.304097 = -51436.129417 nChanged 63 SP:Iteration 4Q (11.813519 sec): 3 clusters Score: Raw -52267.095064 + Penalty 767.002530 = -51500.092534 nChanged 68 SP:Iteration 5Q (11.816631 sec): 3 clusters Score: Raw -52322.384875 + Penalty 761.661819 = -51560.723056 nChanged 56 SP:Iteration 6Q (11.819754 sec): 3 clusters Score: Raw -52360.895948 + Penalty 759.498536 = -51601.397412 nChanged 63 SP:Iteration 7Q (11.822913 sec): 3 clusters Score: Raw -52413.899445 + Penalty 765.272648 = -51648.626797 nChanged 71 SP:Iteration 8Q (11.825968 sec): 3 clusters Score: Raw -52491.541358 + Penalty 778.912423 = -51712.628934 nChanged 54 SP:Iteration 9Q (11.829014 sec): 3 clusters Score: Raw -52555.634643 + Penalty 782.095057 = -51773.539586 nChanged 35 SP:Iteration 10F (11.832265 sec): 3 clusters Score: Raw -52582.820915 + Penalty 784.627941 = -51798.192974 nChanged 16 SP:Iteration 11Q (11.835012 sec): 3 clusters Score: Raw -52589.161787 + Penalty 786.196498 = -51802.965289 nChanged 7 SP:Iteration 12Q (11.837743 sec): 3 clusters Score: Raw -52591.097905 + Penalty 787.818496 = -51803.279409 nChanged 10 SP:Iteration 13Q (11.840665 sec): 3 clusters Score: Raw -52594.561378 + Penalty 789.464223 = -51805.097155 nChanged 6 SP:Iteration 14Q (11.843546 sec): 3 clusters Score: Raw -52595.934375 + Penalty 792.273362 = -51803.661014 nChanged 3 SP:Iteration 15F (11.846752 sec): 3 clusters Score: Raw -52596.420197 + Penalty 793.348507 = -51803.071690 nChanged 1 SP:Iteration 16F (11.849950 sec): 3 clusters Score: Raw -52596.697950 + Penalty 794.619265 = -51802.078686 nChanged 1 SP:Iteration 17F (11.853116 sec): 3 clusters Score: Raw -52596.844861 + Penalty 794.619265 = -51802.225596 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 21 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.858263 sec): 2 clusters Score: Raw -34815.643355 + Penalty 884.605627 = -33931.037728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.860146 sec): 3 clusters Score: Raw -34418.701268 + Penalty 1772.723788 = -32645.977481 nChanged 295 SP:Iteration 1F (11.862003 sec): 3 clusters Score: Raw -34613.957944 + Penalty 1782.261072 = -32831.696872 nChanged 102 SP:Iteration 2F (11.863834 sec): 3 clusters Score: Raw -34714.181590 + Penalty 1793.295536 = -32920.886054 nChanged 62 SP:Iteration 3F (11.865700 sec): 3 clusters Score: Raw -34781.309601 + Penalty 1802.211593 = -32979.098008 nChanged 36 SP:Iteration 4Q (11.867578 sec): 3 clusters Score: Raw -34810.003298 + Penalty 1810.032660 = -32999.970638 nChanged 29 SP:Iteration 5Q (11.869475 sec): 3 clusters Score: Raw -34837.628923 + Penalty 1819.938270 = -33017.690653 nChanged 29 SP:Iteration 6Q (11.871339 sec): 3 clusters Score: Raw -34870.441606 + Penalty 1828.945123 = -33041.496483 nChanged 21 SP:Iteration 7Q (11.873202 sec): 3 clusters Score: Raw -34895.659758 + Penalty 1836.151089 = -33059.508668 nChanged 25 SP:Iteration 8Q (11.874978 sec): 3 clusters Score: Raw -34921.839909 + Penalty 1844.195224 = -33077.644685 nChanged 16 SP:Iteration 9Q (11.876748 sec): 3 clusters Score: Raw -34943.403553 + Penalty 1849.055501 = -33094.348052 nChanged 12 SP:Iteration 10F (11.878590 sec): 3 clusters Score: Raw -34957.919693 + Penalty 1851.881742 = -33106.037951 nChanged 9 SP:Iteration 11Q (11.880333 sec): 3 clusters Score: Raw -34967.514537 + Penalty 1855.027961 = -33112.486577 nChanged 11 SP:Iteration 12Q (11.882069 sec): 3 clusters Score: Raw -34975.382617 + Penalty 1855.862641 = -33119.519976 nChanged 6 SP:Iteration 13Q (11.883794 sec): 3 clusters Score: Raw -34979.441574 + Penalty 1855.396239 = -33124.045335 nChanged 1 SP:Iteration 14Q (11.885513 sec): 3 clusters Score: Raw -34981.865819 + Penalty 1854.867416 = -33126.998402 nChanged 2 SP:Iteration 15Q (11.887230 sec): 3 clusters Score: Raw -34983.321748 + Penalty 1855.104822 = -33128.216926 nChanged 3 SP:Iteration 16Q (11.888952 sec): 3 clusters Score: Raw -34985.425084 + Penalty 1855.494085 = -33129.930999 nChanged 5 SP:Iteration 17Q (11.890670 sec): 3 clusters Score: Raw -34993.942332 + Penalty 1855.774062 = -33138.168271 nChanged 3 SP:Iteration 18Q (11.892382 sec): 3 clusters Score: Raw -34995.646569 + Penalty 1855.774062 = -33139.872507 nChanged 0 SP:Iteration 19F (11.894220 sec): 3 clusters Score: Raw -34995.646569 + Penalty 1855.774062 = -33139.872507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.895737 sec): 2 clusters Score: Raw -5904.128960 + Penalty 267.216881 = -5636.912078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.896368 sec): 3 clusters Score: Raw -5815.337731 + Penalty 528.388285 = -5286.949446 nChanged 74 SP:Iteration 1F (11.896977 sec): 3 clusters Score: Raw -5894.355971 + Penalty 541.325015 = -5353.030957 nChanged 24 SP:Iteration 2F (11.897583 sec): 3 clusters Score: Raw -5925.610523 + Penalty 561.359338 = -5364.251186 nChanged 12 SP:Iteration 3F (11.898187 sec): 3 clusters Score: Raw -5939.318607 + Penalty 567.958023 = -5371.360584 nChanged 2 SP:Iteration 4Q (11.898776 sec): 3 clusters Score: Raw -5942.588010 + Penalty 572.881019 = -5369.706992 nChanged 2 SP:Iteration 5F (11.899382 sec): 3 clusters Score: Raw -5944.795930 + Penalty 578.503638 = -5366.292292 nChanged 2 SP:Iteration 6F (11.899985 sec): 3 clusters Score: Raw -5949.407272 + Penalty 578.368177 = -5371.039095 nChanged 1 SP:Iteration 7Q (11.900555 sec): 3 clusters Score: Raw -5951.249763 + Penalty 578.368177 = -5372.881586 nChanged 0 SP:Iteration 8F (11.901159 sec): 3 clusters Score: Raw -5951.249763 + Penalty 578.368177 = -5372.881586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 25 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.902451 sec): 2 clusters Score: Raw -8886.431240 + Penalty 562.463010 = -8323.968229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.903196 sec): 3 clusters Score: Raw -8809.277325 + Penalty 1136.364235 = -7672.913090 nChanged 74 SP:Iteration 1F (11.903933 sec): 3 clusters Score: Raw -8946.042018 + Penalty 1145.314756 = -7800.727262 nChanged 29 SP:Iteration 2F (11.904671 sec): 3 clusters Score: Raw -8993.908003 + Penalty 1153.587956 = -7840.320047 nChanged 11 SP:Iteration 3Q (11.905390 sec): 3 clusters Score: Raw -9018.924436 + Penalty 1157.974360 = -7860.950076 nChanged 6 SP:Iteration 4Q (11.906105 sec): 3 clusters Score: Raw -9031.431820 + Penalty 1158.123776 = -7873.308044 nChanged 3 SP:Iteration 5Q (11.906813 sec): 3 clusters Score: Raw -9035.207072 + Penalty 1161.314576 = -7873.892496 nChanged 2 SP:Iteration 6Q (11.907516 sec): 3 clusters Score: Raw -9039.182829 + Penalty 1161.901427 = -7877.281403 nChanged 1 SP:Iteration 7Q (11.908242 sec): 3 clusters Score: Raw -9041.150143 + Penalty 1163.494123 = -7877.656020 nChanged 1 SP:Iteration 8Q (11.908947 sec): 3 clusters Score: Raw -9042.824286 + Penalty 1163.871541 = -7878.952745 nChanged 2 SP:Iteration 9Q (11.909644 sec): 3 clusters Score: Raw -9045.199616 + Penalty 1164.654531 = -7880.545085 nChanged 1 SP:Iteration 10F (11.910380 sec): 3 clusters Score: Raw -9046.342224 + Penalty 1164.654531 = -7881.687693 nChanged 0 Time taken for this iteration:11.677448 seconds. 300->11 Clusters: Score -251556.073787, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 194 (time per iteration =61.451969 ms) Total iterations: 967 (time per iteration =12.328523 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1323821875.000000 (time per metric unit =9.005503ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 33095546875.000000 (time per metric unit=360.220124ps) That took 11.921682 seconds.