FileBase PeterP-2014-02-27_dataset1 ElecNo 0 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 0.16 and 0.24 GB of RAM. Memory request: 0.08 GB would take us to total of 0.08 GB. ---------------------------------------------------------- Loaded 17230 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 17230 points ------ Starting initial clusters from distinct float masks Not enough masks (155) to generate starting clusters (300), so starting with (156) clusters instead. Assigned 156 initial classes from 155 unique masks. Deleting Class 89 (1 points): Lose 0.159371 but Gain 1585.091191 Iteration 0F (1.700507 sec): 155 clusters Score: Raw -947243.179145 + Penalty 113316.720695 = -833926.458449 nChanged 3631 Deleting Class 76 (1 points): Lose 5.325275 but Gain 1585.091191 Iteration 1F (2.553930 sec): 109 clusters Score: Raw -954927.334165 + Penalty 98210.341961 = -856716.992203 nChanged 910 Deleting Class 93 (1 points): Lose 6.040741 but Gain 1585.091191 Iteration 2F (3.352265 sec): 97 clusters Score: Raw -956359.347083 + Penalty 89512.664309 = -866846.682774 nChanged 443 Deleting Class 55 (1 points): Lose 1.908872 but Gain 1558.221102 Iteration 3Q (3.430345 sec): 91 clusters Score: Raw -956915.394914 + Penalty 81810.528345 = -875104.866568 nChanged 247 Deleting Class 46 (1 points): Lose 21.425406 but Gain 1537.943476 Iteration 4Q (3.496532 sec): 85 clusters Score: Raw -957165.659454 + Penalty 80230.806557 = -876934.852897 nChanged 151 Deleting Class 62 (2 points): Lose 4.147842 but Gain 1496.673099 Iteration 5Q (3.557680 sec): 84 clusters Score: Raw -957304.118987 + Penalty 78827.152082 = -878476.966905 nChanged 97 Deleting Class 83 (3 points): Lose 76.833049 but Gain 1552.508678 Iteration 6Q (3.617092 sec): 83 clusters Score: Raw -957283.802217 + Penalty 77370.484377 = -879913.317839 nChanged 68 Deleting Class 36 (3 points): Lose 8.239475 but Gain 1421.910734 Iteration 7Q (3.673894 sec): 82 clusters Score: Raw -957323.281063 + Penalty 75815.275149 = -881508.005914 nChanged 46 Deleting Class 25 (3 points): Lose 27.094243 but Gain 1440.080633 Iteration 8Q (3.730971 sec): 81 clusters Score: Raw -957323.137993 + Penalty 73763.053129 = -883560.084864 nChanged 43 Deleting Class 49 (2 points): Lose 21.815719 but Gain 1409.542444 Iteration 9Q (3.787279 sec): 79 clusters Score: Raw -957327.202698 + Penalty 71569.364540 = -885757.838158 nChanged 46 Deleting Class 24 (1 points): Lose 3.654959 but Gain 1363.636112 Iteration 10F (4.412555 sec): 77 clusters Score: Raw -957354.041826 + Penalty 70151.978746 = -887202.063081 nChanged 48 Deleting Class 28 (4 points): Lose 25.268048 but Gain 1362.553792 Iteration 11Q (4.469266 sec): 76 clusters Score: Raw -957365.017426 + Penalty 68790.546499 = -888574.470927 nChanged 34 Deleting Class 84 (1 points): Lose 10.467709 but Gain 1343.889162 Iteration 12Q (4.525059 sec): 75 clusters Score: Raw -957393.580873 + Penalty 67389.143994 = -890004.436880 nChanged 38 Deleting Class 128 (1 points): Lose 1.516037 but Gain 1308.789976 Iteration 13Q (4.580946 sec): 74 clusters Score: Raw -957397.633608 + Penalty 65928.616374 = -891469.017234 nChanged 32 Deleting Class 136 (1 points): Lose 43.564805 but Gain 1335.990001 Iteration 14Q (4.635701 sec): 73 clusters Score: Raw -957388.183384 + Penalty 64556.786946 = -892831.396438 nChanged 36 Deleting Class 33 (3 points): Lose 18.394807 but Gain 1290.412936 Iteration 15Q (4.690093 sec): 72 clusters Score: Raw -957438.675588 + Penalty 62100.110195 = -895338.565393 nChanged 41 Deleting Class 18 (4 points): Lose 41.131893 but Gain 1300.975413 Iteration 16Q (4.744475 sec): 70 clusters Score: Raw -957447.643502 + Penalty 60782.655954 = -896664.987548 nChanged 29 Deleting Class 64 (2 points): Lose 14.118930 but Gain 1267.626917 Iteration 17Q (4.797736 sec): 69 clusters Score: Raw -957478.562147 + Penalty 59494.004419 = -897984.557728 nChanged 28 Deleting Class 88 (3 points): Lose 45.450255 but Gain 1293.658220 Iteration 18Q (4.850911 sec): 68 clusters Score: Raw -957466.136338 + Penalty 58334.328065 = -899131.808274 nChanged 24 Deleting Class 135 (1 points): Lose 16.888457 but Gain 1223.071497 Iteration 19Q (4.902878 sec): 67 clusters Score: Raw -957494.376016 + Penalty 57151.144167 = -900343.231849 nChanged 17 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.16 GB. Compute initial score before splitting: Score: Raw -957494.376016 + Penalty 57151.144167 = -900343.231849Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.965559 sec): 2 clusters Score: Raw -47511.247533 + Penalty 1048.760070 = -46462.487462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.967169 sec): 3 clusters Score: Raw -46673.701648 + Penalty 2095.955330 = -44577.746318 nChanged 226 SP:Iteration 1F (4.968726 sec): 3 clusters Score: Raw -46972.713726 + Penalty 2092.791168 = -44879.922558 nChanged 89 SP:Iteration 2F (4.970261 sec): 3 clusters Score: Raw -47096.481089 + Penalty 2088.004220 = -45008.476869 nChanged 82 SP:Iteration 3F (4.971778 sec): 3 clusters Score: Raw -47219.723130 + Penalty 2080.570431 = -45139.152699 nChanged 71 SP:Iteration 4F (4.973333 sec): 3 clusters Score: Raw -47344.108065 + Penalty 2078.781802 = -45265.326263 nChanged 59 SP:Iteration 5F (4.974861 sec): 3 clusters Score: Raw -47437.983624 + Penalty 2074.695827 = -45363.287797 nChanged 29 SP:Iteration 6Q (4.976093 sec): 3 clusters Score: Raw -47493.167215 + Penalty 2073.764056 = -45419.403159 nChanged 15 SP:Iteration 7Q (4.977294 sec): 3 clusters Score: Raw -47511.659075 + Penalty 2062.970979 = -45448.688096 nChanged 2 SP:Iteration 8Q (4.978534 sec): 3 clusters Score: Raw -47521.588758 + Penalty 2062.970979 = -45458.617779 nChanged 0 SP:Iteration 9F (4.980056 sec): 3 clusters Score: Raw -47521.588758 + Penalty 2062.970979 = -45458.617779 nChanged 0 Memory request: 0.03 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.001855 sec): 2 clusters Score: Raw -266066.697910 + Penalty 554.812609 = -265511.885301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.011118 sec): 3 clusters Score: Raw -262509.971857 + Penalty 1177.877342 = -261332.094515 nChanged 2305 SP:Iteration 1F (5.020115 sec): 3 clusters Score: Raw -265014.084392 + Penalty 1223.611232 = -263790.473160 nChanged 543 SP:Iteration 2F (5.029177 sec): 3 clusters Score: Raw -265310.550080 + Penalty 1256.774817 = -264053.775263 nChanged 293 SP:Iteration 3F (5.038413 sec): 3 clusters Score: Raw -265497.239122 + Penalty 1288.237439 = -264209.001683 nChanged 228 SP:Iteration 4Q (5.047064 sec): 3 clusters Score: Raw -265612.250705 + Penalty 1313.527410 = -264298.723295 nChanged 181 SP:Iteration 5Q (5.055663 sec): 3 clusters Score: Raw -265680.403974 + Penalty 1337.451672 = -264342.952301 nChanged 178 SP:Iteration 6Q (5.064231 sec): 3 clusters Score: Raw -265747.512119 + Penalty 1361.879275 = -264385.632844 nChanged 172 SP:Iteration 7Q (5.072571 sec): 3 clusters Score: Raw -265808.755583 + Penalty 1384.871404 = -264423.884179 nChanged 164 SP:Iteration 8Q (5.080789 sec): 3 clusters Score: Raw -265868.188993 + Penalty 1412.068639 = -264456.120353 nChanged 148 SP:Iteration 9Q (5.088808 sec): 3 clusters Score: Raw -265925.964308 + Penalty 1432.074885 = -264493.889423 nChanged 120 SP:Iteration 10F (5.097760 sec): 3 clusters Score: Raw -265964.425224 + Penalty 1435.080309 = -264529.344915 nChanged 83 SP:Iteration 11Q (5.105274 sec): 3 clusters Score: Raw -265988.997122 + Penalty 1456.382356 = -264532.614765 nChanged 74 SP:Iteration 12Q (5.112461 sec): 3 clusters Score: Raw -266031.499686 + Penalty 1528.279692 = -264503.219994 nChanged 42 SP:Iteration 13F (5.121277 sec): 3 clusters Score: Raw -266064.324307 + Penalty 1555.575510 = -264508.748797 nChanged 21 SP:Iteration 14Q (5.128206 sec): 3 clusters Score: Raw -266088.136791 + Penalty 1559.385647 = -264528.751144 nChanged 3 SP:Iteration 15Q (5.135298 sec): 3 clusters Score: Raw -266088.938279 + Penalty 1559.385647 = -264529.552632 nChanged 0 SP:Iteration 16F (5.144096 sec): 3 clusters Score: Raw -266088.938279 + Penalty 1559.385647 = -264529.552632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 3 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.147442 sec): 2 clusters Score: Raw -8076.768522 + Penalty 708.010411 = -7368.758111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.147892 sec): 3 clusters Score: Raw -7906.299285 + Penalty 1419.497525 = -6486.801761 nChanged 27 SP:Iteration 1F (5.148341 sec): 3 clusters Score: Raw -7951.090545 + Penalty 1420.612747 = -6530.477798 nChanged 14 SP:Iteration 2F (5.148788 sec): 3 clusters Score: Raw -7990.759772 + Penalty 1415.337618 = -6575.422154 nChanged 15 SP:Iteration 3F (5.149230 sec): 3 clusters Score: Raw -8053.694861 + Penalty 1418.378659 = -6635.316202 nChanged 9 SP:Iteration 4F (5.149673 sec): 3 clusters Score: Raw -8077.419620 + Penalty 1423.064778 = -6654.354842 nChanged 2 SP:Iteration 5Q (5.150064 sec): 3 clusters Score: Raw -8080.174607 + Penalty 1423.064778 = -6657.109829 nChanged 0 SP:Iteration 6F (5.150507 sec): 3 clusters Score: Raw -8080.174607 + Penalty 1423.064778 = -6657.109829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 4 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.152540 sec): 2 clusters Score: Raw -28713.491314 + Penalty 392.676347 = -28320.814967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.153761 sec): 3 clusters Score: Raw -28306.542498 + Penalty 807.330107 = -27499.212391 nChanged 226 SP:Iteration 1F (5.154960 sec): 3 clusters Score: Raw -28569.887731 + Penalty 839.930838 = -27729.956893 nChanged 92 SP:Iteration 2F (5.156162 sec): 3 clusters Score: Raw -28663.866379 + Penalty 849.636977 = -27814.229403 nChanged 38 SP:Iteration 3F (5.157380 sec): 3 clusters Score: Raw -28697.791137 + Penalty 849.509797 = -27848.281340 nChanged 29 SP:Iteration 4F (5.158585 sec): 3 clusters Score: Raw -28723.861898 + Penalty 823.202194 = -27900.659704 nChanged 12 SP:Iteration 5Q (5.159723 sec): 3 clusters Score: Raw -28733.524592 + Penalty 826.890066 = -27906.634526 nChanged 8 SP:Iteration 6Q (5.160782 sec): 3 clusters Score: Raw -28736.359583 + Penalty 816.198052 = -27920.161532 nChanged 5 SP:Iteration 7Q (5.161785 sec): 3 clusters Score: Raw -28736.329365 + Penalty 842.576597 = -27893.752768 nChanged 2 SP:Iteration 8F (5.162978 sec): 3 clusters Score: Raw -28735.413649 + Penalty 842.576597 = -27892.837053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 5 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.163544 sec): 2 clusters Score: Raw -1511.378906 + Penalty 150.747810 = -1360.631097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.163824 sec): 3 clusters Score: Raw -1499.456876 + Penalty 286.903502 = -1212.553374 nChanged 7 SP:Iteration 1F (5.164135 sec): 3 clusters Score: Raw -1508.938995 + Penalty 289.478927 = -1219.460068 nChanged 3 SP:Iteration 2F (5.164408 sec): 3 clusters Score: Raw -1511.854397 + Penalty 299.248713 = -1212.605684 nChanged 3 SP:Iteration 3F (5.164679 sec): 3 clusters Score: Raw -1515.487728 + Penalty 303.495605 = -1211.992123 nChanged 1 SP:Iteration 4F (5.164950 sec): 3 clusters Score: Raw -1517.205282 + Penalty 303.495605 = -1213.709677 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 6 (3905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.177295 sec): 2 clusters Score: Raw -277266.611858 + Penalty 1262.741313 = -276003.870544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.184417 sec): 3 clusters Score: Raw -274552.351877 + Penalty 2525.310806 = -272027.041071 nChanged 1578 SP:Iteration 1F (5.191425 sec): 3 clusters Score: Raw -275714.596124 + Penalty 2524.654425 = -273189.941699 nChanged 455 SP:Iteration 2F (5.198541 sec): 3 clusters Score: Raw -276128.037207 + Penalty 2522.932661 = -273605.104546 nChanged 377 SP:Iteration 3F (5.205625 sec): 3 clusters Score: Raw -276470.391177 + Penalty 2519.690517 = -273950.700660 nChanged 317 SP:Iteration 4F (5.212577 sec): 3 clusters Score: Raw -276745.090299 + Penalty 2515.303539 = -274229.786760 nChanged 261 SP:Iteration 5F (5.219627 sec): 3 clusters Score: Raw -276940.747566 + Penalty 2510.400762 = -274430.346804 nChanged 248 SP:Iteration 6F (5.226564 sec): 3 clusters Score: Raw -277123.588557 + Penalty 2504.821375 = -274618.767181 nChanged 248 SP:Iteration 7F (5.233531 sec): 3 clusters Score: Raw -277308.056821 + Penalty 2501.652082 = -274806.404739 nChanged 210 SP:Iteration 8F (5.240741 sec): 3 clusters Score: Raw -277460.064361 + Penalty 2502.147498 = -274957.916863 nChanged 154 SP:Iteration 9Q (5.246968 sec): 3 clusters Score: Raw -277556.924752 + Penalty 2504.153520 = -275052.771233 nChanged 99 SP:Iteration 10F (5.254002 sec): 3 clusters Score: Raw -277614.487574 + Penalty 2503.066464 = -275111.421111 nChanged 58 SP:Iteration 11Q (5.259608 sec): 3 clusters Score: Raw -277617.459532 + Penalty 2505.945604 = -275111.513928 nChanged 33 SP:Iteration 12Q (5.265218 sec): 3 clusters Score: Raw -277599.657995 + Penalty 2505.696743 = -275093.961252 nChanged 18 SP:Iteration 13F (5.272106 sec): 3 clusters Score: Raw -277581.713171 + Penalty 2506.757462 = -275074.955709 nChanged 7 SP:Iteration 14F (5.278995 sec): 3 clusters Score: Raw -277572.448989 + Penalty 2507.073970 = -275065.375019 nChanged 6 SP:Iteration 15F (5.286073 sec): 3 clusters Score: Raw -277563.228217 + Penalty 2506.873680 = -275056.354538 nChanged 2 SP:Iteration 16F (5.293070 sec): 3 clusters Score: Raw -277563.367327 + Penalty 2507.470106 = -275055.897222 nChanged 4 SP:Iteration 17F (5.300110 sec): 3 clusters Score: Raw -277561.048233 + Penalty 2508.193468 = -275052.854765 nChanged 5 SP:Iteration 18F (5.307009 sec): 3 clusters Score: Raw -277558.651541 + Penalty 2509.332781 = -275049.318760 nChanged 3 SP:Iteration 19F (5.313933 sec): 3 clusters Score: Raw -277551.463078 + Penalty 2508.959965 = -275042.503112 nChanged 2 SP:Iteration 20F (5.320822 sec): 3 clusters Score: Raw -277547.238113 + Penalty 2509.351201 = -275037.886912 nChanged 1 SP:Iteration 21F (5.327740 sec): 3 clusters Score: Raw -277547.666416 + Penalty 2508.642212 = -275039.024205 nChanged 1 SP:Iteration 22Q (5.333183 sec): 3 clusters Score: Raw -277548.470051 + Penalty 2509.394014 = -275039.076038 nChanged 1 SP:Iteration 23Q (5.338899 sec): 3 clusters Score: Raw -277545.686407 + Penalty 2508.977265 = -275036.709143 nChanged 2 SP:Iteration 24F (5.345866 sec): 3 clusters Score: Raw -277540.008591 + Penalty 2508.977265 = -275031.031326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 7 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.355841 sec): 2 clusters Score: Raw -100718.131505 + Penalty 904.978637 = -99813.152868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.358886 sec): 3 clusters Score: Raw -99303.186384 + Penalty 1806.940760 = -97496.245624 nChanged 618 SP:Iteration 1F (5.361807 sec): 3 clusters Score: Raw -99882.221716 + Penalty 1797.786116 = -98084.435600 nChanged 285 SP:Iteration 2F (5.364816 sec): 3 clusters Score: Raw -100417.414996 + Penalty 1797.883094 = -98619.531902 nChanged 216 SP:Iteration 3F (5.367770 sec): 3 clusters Score: Raw -100668.378181 + Penalty 1801.260070 = -98867.118112 nChanged 100 SP:Iteration 4F (5.370707 sec): 3 clusters Score: Raw -100739.826631 + Penalty 1799.564025 = -98940.262606 nChanged 71 SP:Iteration 5Q (5.373552 sec): 3 clusters Score: Raw -100787.746709 + Penalty 1798.630106 = -98989.116603 nChanged 68 SP:Iteration 6Q (5.376319 sec): 3 clusters Score: Raw -100810.029888 + Penalty 1803.499086 = -99006.530802 nChanged 43 SP:Iteration 7Q (5.378965 sec): 3 clusters Score: Raw -100808.407093 + Penalty 1794.751583 = -99013.655511 nChanged 38 SP:Iteration 8Q (5.381574 sec): 3 clusters Score: Raw -100797.978113 + Penalty 1783.010741 = -99014.967372 nChanged 24 SP:Iteration 9Q (5.384155 sec): 3 clusters Score: Raw -100786.800459 + Penalty 1786.553413 = -99000.247046 nChanged 17 SP:Iteration 10F (5.387148 sec): 3 clusters Score: Raw -100785.588671 + Penalty 1786.087773 = -98999.500897 nChanged 18 SP:Iteration 11F (5.390128 sec): 3 clusters Score: Raw -100783.840741 + Penalty 1803.525951 = -98980.314790 nChanged 14 SP:Iteration 12F (5.393139 sec): 3 clusters Score: Raw -100779.103421 + Penalty 1825.770372 = -98953.333049 nChanged 11 SP:Iteration 13F (5.396191 sec): 3 clusters Score: Raw -100772.700759 + Penalty 1853.882691 = -98918.818068 nChanged 7 SP:Iteration 14F (5.399193 sec): 3 clusters Score: Raw -100764.601284 + Penalty 1871.566301 = -98893.034983 nChanged 5 SP:Iteration 15F (5.402050 sec): 3 clusters Score: Raw -100759.093875 + Penalty 1901.926636 = -98857.167240 nChanged 6 SP:Iteration 16F (5.404942 sec): 3 clusters Score: Raw -100751.373203 + Penalty 1915.465788 = -98835.907415 nChanged 4 SP:Iteration 17F (5.407771 sec): 3 clusters Score: Raw -100751.559694 + Penalty 1930.661340 = -98820.898355 nChanged 2 SP:Iteration 18F (5.410761 sec): 3 clusters Score: Raw -100752.842795 + Penalty 1943.097603 = -98809.745192 nChanged 2 SP:Iteration 19F (5.413802 sec): 3 clusters Score: Raw -100753.472970 + Penalty 1943.097603 = -98810.375367 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 8 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.424781 sec): 2 clusters Score: Raw -133320.331318 + Penalty 870.407386 = -132449.923933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.428857 sec): 3 clusters Score: Raw -131526.468282 + Penalty 1744.976591 = -129781.491691 nChanged 882 SP:Iteration 1F (5.432815 sec): 3 clusters Score: Raw -132101.036834 + Penalty 1748.115951 = -130352.920883 nChanged 319 SP:Iteration 2F (5.436833 sec): 3 clusters Score: Raw -132512.228666 + Penalty 1744.220757 = -130768.007908 nChanged 284 SP:Iteration 3F (5.440992 sec): 3 clusters Score: Raw -132861.668912 + Penalty 1736.600223 = -131125.068688 nChanged 215 SP:Iteration 4F (5.445062 sec): 3 clusters Score: Raw -133050.412193 + Penalty 1731.095808 = -131319.316385 nChanged 138 SP:Iteration 5F (5.449064 sec): 3 clusters Score: Raw -133178.921461 + Penalty 1726.529570 = -131452.391891 nChanged 117 SP:Iteration 6F (5.453191 sec): 3 clusters Score: Raw -133258.386967 + Penalty 1723.712346 = -131534.674621 nChanged 101 SP:Iteration 7Q (5.457233 sec): 3 clusters Score: Raw -133320.676767 + Penalty 1720.499164 = -131600.177603 nChanged 105 SP:Iteration 8Q (5.461280 sec): 3 clusters Score: Raw -133375.883922 + Penalty 1717.694527 = -131658.189395 nChanged 85 SP:Iteration 9Q (5.465309 sec): 3 clusters Score: Raw -133402.644202 + Penalty 1713.423832 = -131689.220370 nChanged 81 SP:Iteration 10F (5.469306 sec): 3 clusters Score: Raw -133432.908186 + Penalty 1703.661883 = -131729.246303 nChanged 84 SP:Iteration 11Q (5.473222 sec): 3 clusters Score: Raw -133456.775501 + Penalty 1706.087981 = -131750.687520 nChanged 63 SP:Iteration 12Q (5.477046 sec): 3 clusters Score: Raw -133457.973551 + Penalty 1705.051386 = -131752.922165 nChanged 50 SP:Iteration 13Q (5.480806 sec): 3 clusters Score: Raw -133454.427356 + Penalty 1697.880877 = -131756.546479 nChanged 44 SP:Iteration 14Q (5.484532 sec): 3 clusters Score: Raw -133450.147886 + Penalty 1696.783466 = -131753.364420 nChanged 43 SP:Iteration 15F (5.488477 sec): 3 clusters Score: Raw -133442.890475 + Penalty 1691.653607 = -131751.236868 nChanged 36 SP:Iteration 16F (5.492506 sec): 3 clusters Score: Raw -133433.967119 + Penalty 1690.687679 = -131743.279440 nChanged 34 SP:Iteration 17F (5.496457 sec): 3 clusters Score: Raw -133420.162456 + Penalty 1697.601221 = -131722.561235 nChanged 25 SP:Iteration 18F (5.500387 sec): 3 clusters Score: Raw -133405.694274 + Penalty 1706.687280 = -131699.006994 nChanged 18 SP:Iteration 19F (5.504363 sec): 3 clusters Score: Raw -133387.920708 + Penalty 1717.282726 = -131670.637983 nChanged 20 SP:Iteration 20F (5.508310 sec): 3 clusters Score: Raw -133372.451277 + Penalty 1724.891278 = -131647.559998 nChanged 18 SP:Iteration 21F (5.512241 sec): 3 clusters Score: Raw -133362.229981 + Penalty 1765.715874 = -131596.514107 nChanged 19 SP:Iteration 22F (5.516213 sec): 3 clusters Score: Raw -133352.095363 + Penalty 1797.619643 = -131554.475720 nChanged 16 SP:Iteration 23F (5.520142 sec): 3 clusters Score: Raw -133346.607331 + Penalty 1858.530787 = -131488.076544 nChanged 10 SP:Iteration 24F (5.524214 sec): 3 clusters Score: Raw -133346.484257 + Penalty 1882.813164 = -131463.671093 nChanged 7 SP:Iteration 25F (5.528281 sec): 3 clusters Score: Raw -133343.562732 + Penalty 1916.121197 = -131427.441535 nChanged 5 SP:Iteration 26F (5.532286 sec): 3 clusters Score: Raw -133344.611249 + Penalty 1927.735995 = -131416.875253 nChanged 1 SP:Iteration 27F (5.536236 sec): 3 clusters Score: Raw -133346.316266 + Penalty 1927.735995 = -131418.580271 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.542991 sec): 2 clusters Score: Raw -27754.291731 + Penalty 81.328644 = -27672.963086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.544574 sec): 3 clusters Score: Raw -27341.544029 + Penalty 171.016620 = -27170.527409 nChanged 323 SP:Iteration 1F (5.546119 sec): 3 clusters Score: Raw -27647.252361 + Penalty 152.160917 = -27495.091444 nChanged 73 SP:Iteration 2F (5.547644 sec): 3 clusters Score: Raw -27701.808112 + Penalty 153.305879 = -27548.502233 nChanged 38 SP:Iteration 3F (5.549109 sec): 3 clusters Score: Raw -27723.445992 + Penalty 148.093638 = -27575.352355 nChanged 31 SP:Iteration 4Q (5.550563 sec): 3 clusters Score: Raw -27749.957949 + Penalty 151.255216 = -27598.702733 nChanged 30 SP:Iteration 5Q (5.552003 sec): 3 clusters Score: Raw -27770.877434 + Penalty 153.921110 = -27616.956324 nChanged 19 SP:Iteration 6Q (5.553425 sec): 3 clusters Score: Raw -27782.584155 + Penalty 160.335743 = -27622.248412 nChanged 15 SP:Iteration 7Q (5.554846 sec): 3 clusters Score: Raw -27794.779950 + Penalty 170.518139 = -27624.261811 nChanged 14 SP:Iteration 8Q (5.556302 sec): 3 clusters Score: Raw -27802.994871 + Penalty 167.744806 = -27635.250065 nChanged 11 SP:Iteration 9Q (5.557774 sec): 3 clusters Score: Raw -27812.584012 + Penalty 173.650946 = -27638.933066 nChanged 13 SP:Iteration 10F (5.559228 sec): 3 clusters Score: Raw -27821.495160 + Penalty 187.266965 = -27634.228195 nChanged 6 SP:Iteration 11F (5.560668 sec): 3 clusters Score: Raw -27824.980468 + Penalty 201.085079 = -27623.895389 nChanged 4 SP:Iteration 12F (5.562085 sec): 3 clusters Score: Raw -27828.241609 + Penalty 215.560543 = -27612.681066 nChanged 3 SP:Iteration 13F (5.563491 sec): 3 clusters Score: Raw -27829.857504 + Penalty 228.269725 = -27601.587779 nChanged 2 SP:Iteration 14F (5.564995 sec): 3 clusters Score: Raw -27831.152026 + Penalty 249.347311 = -27581.804715 nChanged 3 SP:Iteration 15F (5.566438 sec): 3 clusters Score: Raw -27832.551745 + Penalty 249.347311 = -27583.204434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 10 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.568717 sec): 2 clusters Score: Raw -19387.944808 + Penalty 437.657624 = -18950.287184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.569572 sec): 3 clusters Score: Raw -19103.920393 + Penalty 859.038374 = -18244.882019 nChanged 130 SP:Iteration 1F (5.570409 sec): 3 clusters Score: Raw -19336.593968 + Penalty 820.617429 = -18515.976539 nChanged 39 SP:Iteration 2F (5.571245 sec): 3 clusters Score: Raw -19379.488447 + Penalty 782.007481 = -18597.480966 nChanged 13 SP:Iteration 3Q (5.572055 sec): 3 clusters Score: Raw -19389.804651 + Penalty 768.837275 = -18620.967376 nChanged 8 SP:Iteration 4Q (5.572826 sec): 3 clusters Score: Raw -19391.902486 + Penalty 768.777023 = -18623.125463 nChanged 6 SP:Iteration 5Q (5.573547 sec): 3 clusters Score: Raw -19395.294556 + Penalty 787.425760 = -18607.868796 nChanged 3 SP:Iteration 6F (5.574380 sec): 3 clusters Score: Raw -19393.496327 + Penalty 819.332648 = -18574.163679 nChanged 2 SP:Iteration 7F (5.575213 sec): 3 clusters Score: Raw -19396.097565 + Penalty 925.108914 = -18470.988651 nChanged 4 SP:Iteration 8F (5.576051 sec): 3 clusters Score: Raw -19404.945227 + Penalty 925.108914 = -18479.836314 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.578015 sec): 2 clusters Score: Raw -26671.816457 + Penalty 329.984498 = -26341.831959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.579242 sec): 3 clusters Score: Raw -26329.877022 + Penalty 670.169871 = -25659.707151 nChanged 231 SP:Iteration 1F (5.580442 sec): 3 clusters Score: Raw -26517.972170 + Penalty 671.306563 = -25846.665608 nChanged 60 SP:Iteration 2F (5.581645 sec): 3 clusters Score: Raw -26566.642542 + Penalty 668.948854 = -25897.693688 nChanged 33 SP:Iteration 3F (5.582861 sec): 3 clusters Score: Raw -26581.210153 + Penalty 668.130177 = -25913.079976 nChanged 20 SP:Iteration 4Q (5.584050 sec): 3 clusters Score: Raw -26587.543230 + Penalty 665.789462 = -25921.753767 nChanged 12 SP:Iteration 5Q (5.585225 sec): 3 clusters Score: Raw -26591.570799 + Penalty 664.082507 = -25927.488292 nChanged 9 SP:Iteration 6Q (5.586401 sec): 3 clusters Score: Raw -26593.519692 + Penalty 661.957343 = -25931.562349 nChanged 7 SP:Iteration 7Q (5.587572 sec): 3 clusters Score: Raw -26595.345114 + Penalty 658.887576 = -25936.457538 nChanged 10 SP:Iteration 8Q (5.588746 sec): 3 clusters Score: Raw -26598.619066 + Penalty 655.909466 = -25942.709600 nChanged 9 SP:Iteration 9Q (5.589945 sec): 3 clusters Score: Raw -26601.289695 + Penalty 652.336695 = -25948.953000 nChanged 11 SP:Iteration 10F (5.591151 sec): 3 clusters Score: Raw -26605.043980 + Penalty 648.402797 = -25956.641184 nChanged 12 SP:Iteration 11Q (5.592337 sec): 3 clusters Score: Raw -26608.421120 + Penalty 644.646261 = -25963.774859 nChanged 12 SP:Iteration 12Q (5.593548 sec): 3 clusters Score: Raw -26612.264213 + Penalty 638.817776 = -25973.446437 nChanged 16 SP:Iteration 13Q (5.594751 sec): 3 clusters Score: Raw -26618.387790 + Penalty 630.062540 = -25988.325250 nChanged 19 SP:Iteration 14Q (5.595940 sec): 3 clusters Score: Raw -26628.447197 + Penalty 620.312907 = -26008.134290 nChanged 18 SP:Iteration 15Q (5.597125 sec): 3 clusters Score: Raw -26635.742916 + Penalty 612.575462 = -26023.167455 nChanged 14 SP:Iteration 16Q (5.598285 sec): 3 clusters Score: Raw -26640.895314 + Penalty 605.554093 = -26035.341221 nChanged 13 SP:Iteration 17Q (5.599438 sec): 3 clusters Score: Raw -26648.157999 + Penalty 596.551910 = -26051.606089 nChanged 12 SP:Iteration 18Q (5.600644 sec): 3 clusters Score: Raw -26655.248681 + Penalty 587.727376 = -26067.521305 nChanged 10 SP:Iteration 19Q (5.601792 sec): 3 clusters Score: Raw -26660.863058 + Penalty 581.323577 = -26079.539481 nChanged 8 SP:Iteration 20F (5.603010 sec): 3 clusters Score: Raw -26663.661042 + Penalty 573.401572 = -26090.259469 nChanged 8 SP:Iteration 21Q (5.604155 sec): 3 clusters Score: Raw -26666.602641 + Penalty 566.196612 = -26100.406029 nChanged 7 SP:Iteration 22Q (5.605314 sec): 3 clusters Score: Raw -26669.616569 + Penalty 558.925304 = -26110.691265 nChanged 11 SP:Iteration 23Q (5.606457 sec): 3 clusters Score: Raw -26672.603804 + Penalty 552.853534 = -26119.750270 nChanged 6 SP:Iteration 24Q (5.607580 sec): 3 clusters Score: Raw -26673.704861 + Penalty 551.005591 = -26122.699269 nChanged 4 SP:Iteration 25Q (5.608694 sec): 3 clusters Score: Raw -26674.683813 + Penalty 549.352615 = -26125.331198 nChanged 5 SP:Iteration 26Q (5.609804 sec): 3 clusters Score: Raw -26677.280126 + Penalty 547.613827 = -26129.666299 nChanged 4 SP:Iteration 27Q (5.610906 sec): 3 clusters Score: Raw -26679.336974 + Penalty 540.030027 = -26139.306947 nChanged 4 SP:Iteration 28Q (5.612005 sec): 3 clusters Score: Raw -26681.945612 + Penalty 535.201079 = -26146.744533 nChanged 3 SP:Iteration 29Q (5.613093 sec): 3 clusters Score: Raw -26683.393173 + Penalty 529.047530 = -26154.345643 nChanged 3 SP:Iteration 30F (5.614332 sec): 3 clusters Score: Raw -26683.730538 + Penalty 529.879558 = -26153.850979 nChanged 2 SP:Iteration 31F (5.615562 sec): 3 clusters Score: Raw -26683.790427 + Penalty 530.336380 = -26153.454048 nChanged 4 SP:Iteration 32F (5.616786 sec): 3 clusters Score: Raw -26684.764396 + Penalty 530.426368 = -26154.338029 nChanged 3 SP:Iteration 33Q (5.617867 sec): 3 clusters Score: Raw -26685.855605 + Penalty 524.756025 = -26161.099580 nChanged 2 SP:Iteration 34Q (5.618938 sec): 3 clusters Score: Raw -26686.809426 + Penalty 524.756025 = -26162.053401 nChanged 0 SP:Iteration 35F (5.620161 sec): 3 clusters Score: Raw -26686.809426 + Penalty 524.756025 = -26162.053401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 12 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.620689 sec): 2 clusters Score: Raw -1129.984476 + Penalty 387.298349 = -742.686127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.620943 sec): 3 clusters Score: Raw -1111.622744 + Penalty 770.028694 = -341.594050 nChanged 2 SP:Iteration 1F (5.621192 sec): 3 clusters Score: Raw -1118.144380 + Penalty 770.157712 = -347.986668 nChanged 1 SP:Iteration 2F (5.621435 sec): 3 clusters Score: Raw -1120.222643 + Penalty 755.487631 = -364.735011 nChanged 2 SP:Iteration 3F (5.621677 sec): 3 clusters Score: Raw -1120.029118 + Penalty 755.487631 = -364.541487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 13 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.622151 sec): 2 clusters Score: Raw -382.972179 + Penalty 127.833578 = -255.138602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.622374 sec): 3 clusters Score: Raw -378.026328 + Penalty 267.111853 = -110.914476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 14 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.622836 sec): 2 clusters Score: Raw -198.682597 + Penalty 145.747195 = -52.935402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.623053 sec): 3 clusters Score: Raw -196.211324 + Penalty 291.494390 = 95.283066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 15 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.623630 sec): 2 clusters Score: Raw -1784.355924 + Penalty 199.382779 = -1584.973145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.623930 sec): 3 clusters Score: Raw -1775.047839 + Penalty 411.493207 = -1363.554632 nChanged 11 SP:Iteration 1F (5.624241 sec): 3 clusters Score: Raw -1789.500075 + Penalty 423.767873 = -1365.732202 nChanged 3 SP:Iteration 2F (5.624532 sec): 3 clusters Score: Raw -1792.958594 + Penalty 427.083947 = -1365.874647 nChanged 1 SP:Iteration 3Q (5.624820 sec): 3 clusters Score: Raw -1793.712771 + Penalty 427.083947 = -1366.628824 nChanged 0 SP:Iteration 4F (5.625111 sec): 3 clusters Score: Raw -1793.712771 + Penalty 427.083947 = -1366.628824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 16 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.625598 sec): 2 clusters Score: Raw -610.174314 + Penalty 284.525960 = -325.648354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.625830 sec): 3 clusters Score: Raw -599.859101 + Penalty 569.593829 = -30.265272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 20 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.626359 sec): 2 clusters Score: Raw -1594.341270 + Penalty 427.795507 = -1166.545763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.626629 sec): 3 clusters Score: Raw -1569.347655 + Penalty 836.274862 = -733.072792 nChanged 1 SP:Iteration 1Q (5.626883 sec): 3 clusters Score: Raw -1573.538137 + Penalty 841.378069 = -732.160068 nChanged 1 SP:Iteration 2F (5.627146 sec): 3 clusters Score: Raw -1576.531736 + Penalty 841.378069 = -735.153667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 21 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.628070 sec): 2 clusters Score: Raw -8525.199144 + Penalty 304.753042 = -8220.446102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.628623 sec): 3 clusters Score: Raw -8427.770596 + Penalty 642.526537 = -7785.244059 nChanged 61 SP:Iteration 1F (5.629159 sec): 3 clusters Score: Raw -8476.200655 + Penalty 682.896348 = -7793.304307 nChanged 21 SP:Iteration 2F (5.629687 sec): 3 clusters Score: Raw -8499.238769 + Penalty 707.851780 = -7791.386989 nChanged 8 SP:Iteration 3F (5.630212 sec): 3 clusters Score: Raw -8506.677257 + Penalty 711.341479 = -7795.335779 nChanged 4 SP:Iteration 4Q (5.630734 sec): 3 clusters Score: Raw -8509.797211 + Penalty 717.574715 = -7792.222496 nChanged 3 SP:Iteration 5F (5.631259 sec): 3 clusters Score: Raw -8511.771387 + Penalty 722.220755 = -7789.550632 nChanged 2 SP:Iteration 6F (5.631781 sec): 3 clusters Score: Raw -8513.770530 + Penalty 722.220755 = -7791.549775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.632270 sec): 2 clusters Score: Raw -197.705072 + Penalty 140.510440 = -57.194632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.632484 sec): 3 clusters Score: Raw -191.140030 + Penalty 281.985430 = 90.845400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 26 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.633000 sec): 2 clusters Score: Raw -1244.011915 + Penalty 329.018800 = -914.993115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.633260 sec): 3 clusters Score: Raw -1268.599875 + Penalty 657.111323 = -611.488553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 29 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.635056 sec): 2 clusters Score: Raw -26790.992556 + Penalty 705.596048 = -26085.396508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.636105 sec): 3 clusters Score: Raw -26299.009242 + Penalty 1418.513681 = -24880.495561 nChanged 140 SP:Iteration 1F (5.637132 sec): 3 clusters Score: Raw -26460.783413 + Penalty 1436.176852 = -25024.606561 nChanged 87 SP:Iteration 2F (5.638124 sec): 3 clusters Score: Raw -26636.263987 + Penalty 1435.438938 = -25200.825049 nChanged 52 SP:Iteration 3F (5.639159 sec): 3 clusters Score: Raw -26732.462538 + Penalty 1441.764145 = -25290.698393 nChanged 20 SP:Iteration 4Q (5.640030 sec): 3 clusters Score: Raw -26772.751008 + Penalty 1416.923359 = -25355.827649 nChanged 10 SP:Iteration 5Q (5.640845 sec): 3 clusters Score: Raw -26789.268276 + Penalty 1446.774537 = -25342.493740 nChanged 5 SP:Iteration 6F (5.641827 sec): 3 clusters Score: Raw -26792.167140 + Penalty 1452.585213 = -25339.581927 nChanged 1 SP:Iteration 7F (5.642806 sec): 3 clusters Score: Raw -26794.513172 + Penalty 1425.316631 = -25369.196541 nChanged 1 SP:Iteration 8Q (5.643598 sec): 3 clusters Score: Raw -26795.645786 + Penalty 1425.316631 = -25370.329156 nChanged 0 SP:Iteration 9F (5.644645 sec): 3 clusters Score: Raw -26795.645786 + Penalty 1425.316631 = -25370.329156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 30 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.645153 sec): 2 clusters Score: Raw -738.967062 + Penalty 230.566376 = -508.400686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.645393 sec): 3 clusters Score: Raw -747.139283 + Penalty 461.359205 = -285.780078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 31 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.646005 sec): 2 clusters Score: Raw -2384.717139 + Penalty 192.622466 = -2192.094673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.646326 sec): 3 clusters Score: Raw -2367.844025 + Penalty 374.779665 = -1993.064360 nChanged 15 SP:Iteration 1F (5.646635 sec): 3 clusters Score: Raw -2391.200762 + Penalty 377.766083 = -2013.434679 nChanged 4 SP:Iteration 2F (5.646954 sec): 3 clusters Score: Raw -2394.156710 + Penalty 379.435877 = -2014.720833 nChanged 1 SP:Iteration 3Q (5.647265 sec): 3 clusters Score: Raw -2394.436556 + Penalty 382.055678 = -2012.380878 nChanged 1 SP:Iteration 4F (5.647570 sec): 3 clusters Score: Raw -2394.793695 + Penalty 385.541406 = -2009.252289 nChanged 1 SP:Iteration 5F (5.647879 sec): 3 clusters Score: Raw -2395.189067 + Penalty 390.217347 = -2004.971720 nChanged 1 SP:Iteration 6F (5.648185 sec): 3 clusters Score: Raw -2395.103135 + Penalty 390.217347 = -2004.885788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 32 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.648668 sec): 2 clusters Score: Raw -570.280595 + Penalty 281.488070 = -288.792525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.648898 sec): 3 clusters Score: Raw -564.159262 + Penalty 547.273964 = -16.885298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 40 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.649381 sec): 2 clusters Score: Raw -450.154807 + Penalty 228.312883 = -221.841923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.649611 sec): 3 clusters Score: Raw -439.192114 + Penalty 450.183425 = 10.991311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 41 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.650098 sec): 2 clusters Score: Raw -465.521388 + Penalty 85.695469 = -379.825919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.650319 sec): 3 clusters Score: Raw -461.480758 + Penalty 159.252568 = -302.228191 nChanged 1 SP:Iteration 1F (5.650532 sec): 3 clusters Score: Raw -464.377122 + Penalty 159.252568 = -305.124554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.650998 sec): 2 clusters Score: Raw -256.192863 + Penalty 74.892878 = -181.299985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.651212 sec): 3 clusters Score: Raw -258.029443 + Penalty 140.700266 = -117.329177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.651692 sec): 2 clusters Score: Raw -94.862189 + Penalty 40.192038 = -54.670151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.651892 sec): 3 clusters Score: Raw -87.408851 + Penalty 80.384076 = -7.024775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 44 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.652376 sec): 2 clusters Score: Raw -628.065319 + Penalty 298.386305 = -329.679015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.652609 sec): 3 clusters Score: Raw -624.527469 + Penalty 627.176023 = 2.648554 nChanged 1 SP:Iteration 1F (5.652837 sec): 3 clusters Score: Raw -626.292413 + Penalty 627.176023 = 0.883611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 45 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.653384 sec): 2 clusters Score: Raw -1899.734439 + Penalty 282.439101 = -1617.295338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.653664 sec): 3 clusters Score: Raw -1886.879482 + Penalty 535.165531 = -1351.713951 nChanged 4 SP:Iteration 1F (5.653937 sec): 3 clusters Score: Raw -1892.181746 + Penalty 521.152492 = -1371.029254 nChanged 4 SP:Iteration 2F (5.654212 sec): 3 clusters Score: Raw -1896.056554 + Penalty 537.890552 = -1358.166002 nChanged 2 SP:Iteration 3F (5.654486 sec): 3 clusters Score: Raw -1897.301768 + Penalty 537.890552 = -1359.411216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 47 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.654943 sec): 2 clusters Score: Raw -101.446227 + Penalty 75.740587 = -25.705640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.655154 sec): 3 clusters Score: Raw -92.518318 + Penalty 151.481175 = 58.962857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.655621 sec): 2 clusters Score: Raw -193.997194 + Penalty 120.947741 = -73.049452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.655841 sec): 3 clusters Score: Raw -187.000448 + Penalty 241.895483 = 54.895035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.656302 sec): 2 clusters Score: Raw -210.429743 + Penalty 168.444769 = -41.984974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.656518 sec): 3 clusters Score: Raw -202.322807 + Penalty 336.889538 = 134.566731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.656968 sec): 2 clusters Score: Raw -46.760717 + Penalty 0.000000 = -46.760717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.657163 sec): 2 clusters Score: Raw -46.760717 + Penalty 0.000000 = -46.760717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 58 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.657712 sec): 2 clusters Score: Raw -2020.132360 + Penalty 247.787510 = -1772.344850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.657999 sec): 3 clusters Score: Raw -2009.632570 + Penalty 496.901638 = -1512.730931 nChanged 5 SP:Iteration 1F (5.658281 sec): 3 clusters Score: Raw -2017.777962 + Penalty 512.334425 = -1505.443537 nChanged 5 SP:Iteration 2F (5.658564 sec): 3 clusters Score: Raw -2028.943348 + Penalty 523.201586 = -1505.741763 nChanged 2 SP:Iteration 3Q (5.658840 sec): 3 clusters Score: Raw -2033.156624 + Penalty 555.126241 = -1478.030382 nChanged 4 SP:Iteration 4F (5.659140 sec): 3 clusters Score: Raw -2038.235424 + Penalty 539.795756 = -1498.439668 nChanged 2 SP:Iteration 5Q (5.659410 sec): 3 clusters Score: Raw -2040.075420 + Penalty 536.880145 = -1503.195275 nChanged 1 SP:Iteration 6Q (5.659675 sec): 3 clusters Score: Raw -2039.311276 + Penalty 536.880145 = -1502.431131 nChanged 0 SP:Iteration 7F (5.659958 sec): 3 clusters Score: Raw -2039.311276 + Penalty 536.880145 = -1502.431131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.660434 sec): 2 clusters Score: Raw -328.062967 + Penalty 136.829494 = -191.233472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.660659 sec): 3 clusters Score: Raw -346.314144 + Penalty 279.583754 = -66.730390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 60 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.662236 sec): 2 clusters Score: Raw -10175.104762 + Penalty 351.450396 = -9823.654365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.662884 sec): 3 clusters Score: Raw -9964.832903 + Penalty 752.994466 = -9211.838437 nChanged 80 SP:Iteration 1F (5.663500 sec): 3 clusters Score: Raw -10101.188586 + Penalty 817.211370 = -9283.977216 nChanged 23 SP:Iteration 2F (5.664128 sec): 3 clusters Score: Raw -10150.927552 + Penalty 847.694166 = -9303.233386 nChanged 12 SP:Iteration 3F (5.664723 sec): 3 clusters Score: Raw -10176.094401 + Penalty 867.002581 = -9309.091820 nChanged 7 SP:Iteration 4Q (5.665252 sec): 3 clusters Score: Raw -10188.273322 + Penalty 871.356252 = -9316.917070 nChanged 3 SP:Iteration 5Q (5.665796 sec): 3 clusters Score: Raw -10195.734353 + Penalty 895.366631 = -9300.367722 nChanged 3 SP:Iteration 6F (5.666411 sec): 3 clusters Score: Raw -10208.151054 + Penalty 900.717184 = -9307.433870 nChanged 1 SP:Iteration 7Q (5.666939 sec): 3 clusters Score: Raw -10211.723494 + Penalty 937.612309 = -9274.111186 nChanged 1 SP:Iteration 8F (5.667555 sec): 3 clusters Score: Raw -10222.307851 + Penalty 937.612309 = -9284.695542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 63 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.668139 sec): 2 clusters Score: Raw -1439.815574 + Penalty 470.001594 = -969.813981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.668405 sec): 3 clusters Score: Raw -1525.294571 + Penalty 939.687498 = -585.607073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 65 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.669098 sec): 2 clusters Score: Raw -3801.808255 + Penalty 311.697388 = -3490.110868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.669455 sec): 3 clusters Score: Raw -3767.087449 + Penalty 623.238817 = -3143.848631 nChanged 16 SP:Iteration 1F (5.669805 sec): 3 clusters Score: Raw -3784.858549 + Penalty 624.505090 = -3160.353458 nChanged 5 SP:Iteration 2F (5.670154 sec): 3 clusters Score: Raw -3788.926526 + Penalty 626.469138 = -3162.457388 nChanged 2 SP:Iteration 3Q (5.670499 sec): 3 clusters Score: Raw -3790.043568 + Penalty 626.469138 = -3163.574430 nChanged 0 SP:Iteration 4F (5.670847 sec): 3 clusters Score: Raw -3790.043568 + Penalty 626.469138 = -3163.574430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.671309 sec): 2 clusters Score: Raw -144.128350 + Penalty 101.390673 = -42.737678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.671507 sec): 2 clusters Score: Raw -144.128350 + Penalty 101.390673 = -42.737678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 69 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.671986 sec): 2 clusters Score: Raw -84.918349 + Penalty 35.727032 = -49.191317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.672183 sec): 2 clusters Score: Raw -84.918349 + Penalty 35.727032 = -49.191317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.672641 sec): 2 clusters Score: Raw -163.177109 + Penalty 126.020564 = -37.156545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.672855 sec): 3 clusters Score: Raw -151.822210 + Penalty 243.878910 = 92.056700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.673315 sec): 2 clusters Score: Raw -186.465012 + Penalty 121.502548 = -64.962464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.673530 sec): 3 clusters Score: Raw -182.827871 + Penalty 217.522348 = 34.694476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.673991 sec): 2 clusters Score: Raw -197.209340 + Penalty 35.113961 = -162.095378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.674195 sec): 3 clusters Score: Raw -196.235064 + Penalty 61.205665 = -135.029399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.674653 sec): 2 clusters Score: Raw -142.986178 + Penalty 135.120350 = -7.865828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.674867 sec): 3 clusters Score: Raw -138.227139 + Penalty 268.407063 = 130.179924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.675318 sec): 2 clusters Score: Raw -136.296546 + Penalty 38.475325 = -97.821221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.675519 sec): 3 clusters Score: Raw -130.036276 + Penalty 73.920516 = -56.115760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.675979 sec): 2 clusters Score: Raw -153.902385 + Penalty 102.524991 = -51.377394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.676190 sec): 3 clusters Score: Raw -144.818506 + Penalty 217.922931 = 73.104425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.676650 sec): 2 clusters Score: Raw -185.245927 + Penalty 152.895767 = -32.350161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.676867 sec): 3 clusters Score: Raw -184.169371 + Penalty 283.209839 = 99.040468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.677321 sec): 2 clusters Score: Raw -87.652423 + Penalty 39.110579 = -48.541844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.677531 sec): 3 clusters Score: Raw -83.677632 + Penalty 78.221158 = -5.456475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.678005 sec): 2 clusters Score: Raw -366.437822 + Penalty 174.472264 = -191.965559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.678229 sec): 3 clusters Score: Raw -377.142631 + Penalty 348.944527 = -28.198103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.678706 sec): 2 clusters Score: Raw -149.321976 + Penalty 74.066561 = -75.255415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.678907 sec): 2 clusters Score: Raw -149.321976 + Penalty 74.066561 = -75.255415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.679380 sec): 2 clusters Score: Raw -425.896885 + Penalty 187.334157 = -238.562728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.679586 sec): 2 clusters Score: Raw -425.896885 + Penalty 187.334157 = -238.562728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.680039 sec): 2 clusters Score: Raw -99.112155 + Penalty 67.822268 = -31.289887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.680248 sec): 3 clusters Score: Raw -91.049959 + Penalty 135.644536 = 44.594577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 102 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.680717 sec): 2 clusters Score: Raw -324.325990 + Penalty 110.133824 = -214.192166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.680937 sec): 3 clusters Score: Raw -317.812758 + Penalty 216.199118 = -101.613641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.681396 sec): 2 clusters Score: Raw -163.027474 + Penalty 127.754135 = -35.273338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.681608 sec): 3 clusters Score: Raw -151.219512 + Penalty 257.669085 = 106.449572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.682057 sec): 2 clusters Score: Raw -44.843335 + Penalty 0.000000 = -44.843335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.682249 sec): 2 clusters Score: Raw -44.843335 + Penalty 0.000000 = -44.843335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.682724 sec): 2 clusters Score: Raw -474.419751 + Penalty 199.267813 = -275.151938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.682951 sec): 3 clusters Score: Raw -483.763184 + Penalty 409.422458 = -74.340726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.683410 sec): 2 clusters Score: Raw -167.952801 + Penalty 133.452350 = -34.500452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.683627 sec): 3 clusters Score: Raw -153.808496 + Penalty 268.681572 = 114.873076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.684086 sec): 2 clusters Score: Raw -137.649317 + Penalty 86.014450 = -51.634867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.684300 sec): 3 clusters Score: Raw -132.897325 + Penalty 194.853139 = 61.955814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.684744 sec): 2 clusters Score: Raw -40.255518 + Penalty 0.000000 = -40.255518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.684931 sec): 2 clusters Score: Raw -40.255518 + Penalty 0.000000 = -40.255518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.685403 sec): 2 clusters Score: Raw -103.155319 + Penalty 85.123132 = -18.032187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.685604 sec): 2 clusters Score: Raw -103.155319 + Penalty 85.123132 = -18.032187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.686053 sec): 2 clusters Score: Raw -45.553374 + Penalty 0.000000 = -45.553374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.686247 sec): 2 clusters Score: Raw -45.553374 + Penalty 0.000000 = -45.553374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.686701 sec): 2 clusters Score: Raw -103.892450 + Penalty 76.124725 = -27.767724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.686899 sec): 2 clusters Score: Raw -103.892450 + Penalty 76.124725 = -27.767724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.687354 sec): 2 clusters Score: Raw -106.514056 + Penalty 84.934813 = -21.579244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.687564 sec): 3 clusters Score: Raw -96.176159 + Penalty 169.869625 = 73.693466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.688014 sec): 2 clusters Score: Raw -44.580084 + Penalty 0.000000 = -44.580084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.688208 sec): 2 clusters Score: Raw -44.580084 + Penalty 0.000000 = -44.580084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.688656 sec): 2 clusters Score: Raw -41.125030 + Penalty 0.000000 = -41.125030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.688849 sec): 2 clusters Score: Raw -41.125030 + Penalty 0.000000 = -41.125030 nChanged 0 Deleting Class 3 (107 points): Lose 205.838686 but Gain 1419.695902 Iteration 20F (6.224218 sec): 66 clusters Score: Raw -957313.631368 + Penalty 55800.379411 = -901513.251957 nChanged 133 Deleting Class 12 (20 points): Lose 88.876335 but Gain 1284.297357 Iteration 21Q (6.280063 sec): 65 clusters Score: Raw -957400.341385 + Penalty 54559.554224 = -902840.787162 nChanged 36 Deleting Class 126 (2 points): Lose 21.149526 but Gain 1195.256622 Iteration 22Q (6.332995 sec): 64 clusters Score: Raw -957421.421954 + Penalty 53401.149441 = -904020.272513 nChanged 10 Deleting Class 115 (2 points): Lose 28.317048 but Gain 1197.906778 Iteration 23Q (6.384946 sec): 63 clusters Score: Raw -957412.180537 + Penalty 52210.260939 = -905201.919598 nChanged 7 Deleting Class 16 (10 points): Lose 24.303530 but Gain 1177.502500 Iteration 24Q (6.435578 sec): 62 clusters Score: Raw -957419.353071 + Penalty 51054.367338 = -906364.985733 nChanged 16 Deleting Class 78 (3 points): Lose 49.593732 but Gain 1199.712534 Iteration 25Q (6.487788 sec): 61 clusters Score: Raw -957388.770651 + Penalty 49917.530158 = -907471.240493 nChanged 11 Deleting Class 50 (4 points): Lose 43.738274 but Gain 1185.230882 Iteration 26Q (6.538394 sec): 60 clusters Score: Raw -957375.574694 + Penalty 48812.938098 = -908562.636596 nChanged 13 Deleting Class 111 (3 points): Lose 44.529606 but Gain 1184.902619 Iteration 27Q (6.588988 sec): 59 clusters Score: Raw -957352.408901 + Penalty 47669.925202 = -909682.483699 nChanged 10 Deleting Class 52 (1 points): Lose 2.669862 but Gain 1132.129626 Iteration 28Q (6.640130 sec): 58 clusters Score: Raw -957383.846362 + Penalty 46522.444901 = -910861.401461 nChanged 8 Deleting Class 44 (12 points): Lose 42.789165 but Gain 1171.304185 Iteration 29Q (6.690708 sec): 57 clusters Score: Raw -957346.570351 + Penalty 45364.257832 = -911982.312518 nChanged 17 Deleting Class 103 (4 points): Lose 40.548127 but Gain 1143.917312 Iteration 30F (7.143798 sec): 56 clusters Score: Raw -957349.872289 + Penalty 44437.321408 = -912912.550880 nChanged 9 Deleting Class 73 (3 points): Lose 32.907162 but Gain 1118.916952 Iteration 31Q (7.193906 sec): 55 clusters Score: Raw -957341.069938 + Penalty 42953.539209 = -914387.530729 nChanged 8 Deleting Class 32 (10 points): Lose 127.161949 but Gain 1192.463768 Iteration 32Q (7.247150 sec): 54 clusters Score: Raw -957284.563217 + Penalty 42131.412713 = -915153.150504 nChanged 12 Deleting Class 47 (2 points): Lose 4.595247 but Gain 1065.869647 Iteration 33Q (7.297449 sec): 53 clusters Score: Raw -957367.209262 + Penalty 41075.056763 = -916292.152500 nChanged 2 Deleting Class 123 (2 points): Lose 35.608126 but Gain 1071.275480 Iteration 34Q (7.348399 sec): 52 clusters Score: Raw -957336.749726 + Penalty 40049.968567 = -917286.781159 nChanged 4 Deleting Class 85 (4 points): Lose 43.154115 but Gain 1075.823165 Iteration 35Q (7.398121 sec): 51 clusters Score: Raw -957329.112335 + Penalty 39055.012887 = -918274.099448 nChanged 4 Deleting Class 112 (2 points): Lose 8.012194 but Gain 1022.522068 Iteration 36Q (7.447510 sec): 50 clusters Score: Raw -957349.541020 + Penalty 38047.571042 = -919301.969978 nChanged 2 Deleting Class 14 (4 points): Lose 17.880299 but Gain 1025.523544 Iteration 37Q (7.496501 sec): 49 clusters Score: Raw -957336.793231 + Penalty 37029.290650 = -920307.502581 nChanged 5 Deleting Class 40 (10 points): Lose 87.615355 but Gain 1065.743962 Iteration 38Q (7.544734 sec): 48 clusters Score: Raw -957265.436687 + Penalty 36174.557466 = -921090.879221 nChanged 11 Deleting Class 22 (4 points): Lose 14.602002 but Gain 988.676073 Iteration 39Q (7.592645 sec): 47 clusters Score: Raw -957314.232743 + Penalty 35198.559320 = -922115.673423 nChanged 6 Deleting Class 66 (4 points): Lose 43.697680 but Gain 969.306422 Iteration 40F (7.970456 sec): 46 clusters Score: Raw -957278.957900 + Penalty 34263.123864 = -923015.834036 nChanged 7 Deleting Class 121 (2 points): Lose 25.636232 but Gain 937.106947 Iteration 41Q (8.018466 sec): 45 clusters Score: Raw -957269.626105 + Penalty 33348.399556 = -923921.226550 nChanged 3 Deleting Class 98 (2 points): Lose 43.414276 but Gain 954.438028 Iteration 42Q (8.065866 sec): 44 clusters Score: Raw -957243.281633 + Penalty 32409.570189 = -924833.711444 nChanged 3 Deleting Class 80 (3 points): Lose 16.355405 but Gain 910.303421 Iteration 43Q (8.112781 sec): 43 clusters Score: Raw -957237.765759 + Penalty 31510.210229 = -925727.555530 nChanged 3 Deleting Class 94 (10 points): Lose 75.928144 but Gain 930.442704 Iteration 44Q (8.159259 sec): 42 clusters Score: Raw -957168.327804 + Penalty 30777.602968 = -926390.724837 nChanged 11 Deleting Class 30 (24 points): Lose 176.183833 but Gain 1029.563608 Iteration 45Q (8.205817 sec): 41 clusters Score: Raw -957059.822300 + Penalty 30103.708540 = -926956.113759 nChanged 24 Deleting Class 137 (2 points): Lose 30.287308 but Gain 967.741804 Iteration 46Q (8.252596 sec): 40 clusters Score: Raw -957155.159970 + Penalty 29164.963245 = -927990.196725 nChanged 3 Deleting Class 48 (4 points): Lose 15.820155 but Gain 851.026715 Iteration 47Q (8.299074 sec): 39 clusters Score: Raw -957156.055745 + Penalty 28335.875860 = -928820.179885 nChanged 5 Deleting Class 74 (4 points): Lose 39.549520 but Gain 854.930510 Iteration 48Q (8.344761 sec): 38 clusters Score: Raw -957124.342421 + Penalty 27502.688550 = -929621.653871 nChanged 4 Deleting Class 92 (8 points): Lose 118.521262 but Gain 921.172168 Iteration 49Q (8.390243 sec): 37 clusters Score: Raw -957019.421260 + Penalty 26590.888229 = -930428.533031 nChanged 8 Deleting Class 43 (6 points): Lose 89.471683 but Gain 917.397019 Iteration 50F (8.685583 sec): 36 clusters Score: Raw -956959.795917 + Penalty 25840.109282 = -931119.686634 nChanged 6 Deleting Class 20 (31 points): Lose 427.459529 but Gain 1215.173901 Iteration 51Q (8.731169 sec): 35 clusters Score: Raw -956582.110782 + Penalty 25173.865200 = -931408.245582 nChanged 34 Deleting Class 113 (4 points): Lose 42.715403 but Gain 888.913179 Iteration 52Q (8.776481 sec): 34 clusters Score: Raw -956678.784070 + Penalty 24107.900554 = -932570.883516 nChanged 8 Deleting Class 109 (12 points): Lose 153.630119 but Gain 869.049256 Iteration 53Q (8.822711 sec): 33 clusters Score: Raw -956547.232289 + Penalty 23166.144422 = -933381.087867 nChanged 18 Deleting Class 108 (1 points): Lose 13.088590 but Gain 691.739718 Iteration 54Q (8.866810 sec): 32 clusters Score: Raw -956642.261342 + Penalty 22476.875356 = -934165.385986 nChanged 2 Deleting Class 45 (47 points): Lose 117.951313 but Gain 795.601021 Iteration 55Q (8.910897 sec): 31 clusters Score: Raw -956529.977279 + Penalty 21722.945121 = -934807.032158 nChanged 48 Deleting Class 59 (14 points): Lose 154.045235 but Gain 805.906739 Iteration 56Q (8.955423 sec): 30 clusters Score: Raw -956446.618382 + Penalty 21220.693710 = -935225.924672 nChanged 33 Deleting Class 87 (4 points): Lose 23.755879 but Gain 713.265498 Iteration 57Q (8.999266 sec): 29 clusters Score: Raw -956545.197480 + Penalty 20542.905043 = -936002.292437 nChanged 26 Deleting Class 147 (1 points): Lose 8.591686 but Gain 619.574048 Iteration 58Q (9.042573 sec): 28 clusters Score: Raw -956605.184999 + Penalty 19963.106202 = -936642.078797 nChanged 18 Deleting Class 26 (32 points): Lose 383.215814 but Gain 967.877003 Iteration 59Q (9.085136 sec): 27 clusters Score: Raw -956261.315219 + Penalty 19145.442332 = -937115.872887 nChanged 44 Deleting Class 13 (8 points): Lose 22.655602 but Gain 599.651763 Iteration 60F (9.305262 sec): 26 clusters Score: Raw -956475.589646 + Penalty 18667.974372 = -937807.615273 nChanged 22 Deleting Class 42 (16 points): Lose 78.880999 but Gain 636.157432 Iteration 61Q (9.347732 sec): 25 clusters Score: Raw -956444.221350 + Penalty 18026.219407 = -938418.001942 nChanged 23 Deleting Class 102 (7 points): Lose 53.052473 but Gain 552.075941 Iteration 62Q (9.390113 sec): 24 clusters Score: Raw -956445.073220 + Penalty 17440.548505 = -939004.524715 nChanged 11 Deleting Class 58 (68 points): Lose 324.240115 but Gain 799.413833 Iteration 63Q (9.432264 sec): 23 clusters Score: Raw -956140.016788 + Penalty 16633.181580 = -939506.835207 nChanged 70 Deleting Class 69 (2 points): Lose 47.575574 but Gain 502.773491 Iteration 64Q (9.474512 sec): 22 clusters Score: Raw -956225.629684 + Penalty 16194.819345 = -940030.810339 nChanged 8 Deleting Class 65 (127 points): Lose 397.414929 but Gain 747.244231 Iteration 65Q (9.516032 sec): 21 clusters Score: Raw -955841.568690 + Penalty 15564.358687 = -940277.210003 nChanged 130 Deleting Class 79 (3 points): Lose 23.422930 but Gain 341.616415 Iteration 66Q (9.558267 sec): 20 clusters Score: Raw -955948.174643 + Penalty 15254.594124 = -940693.580519 nChanged 15 Deleting Class 5 (38 points): Lose 224.656010 but Gain 537.568575 Iteration 67Q (9.598250 sec): 19 clusters Score: Raw -955735.367211 + Penalty 14691.416615 = -941043.950596 nChanged 40 Deleting Class 63 (69 points): Lose 928.572618 but Gain 1224.925103 Iteration 68Q (9.638628 sec): 18 clusters Score: Raw -954888.022058 + Penalty 14207.831286 = -940680.190772 nChanged 83 Deleting Class 41 (10 points): Lose 70.888078 but Gain 362.286630 Iteration 69F (9.790540 sec): 17 clusters Score: Raw -955407.959594 + Penalty 13309.817585 = -942098.142009 nChanged 45 Deleting Class 31 (82 points): Lose 278.854886 but Gain 496.692861 Iteration 70F (9.935311 sec): 16 clusters Score: Raw -955269.571176 + Penalty 12848.030784 = -942421.540392 nChanged 99 Deleting Class 75 (8 points): Lose 35.764126 but Gain 232.911954 Iteration 71Q (9.974879 sec): 15 clusters Score: Raw -955401.162261 + Penalty 12580.545186 = -942820.617075 nChanged 21 Deleting Class 21 (218 points): Lose 505.288963 but Gain 586.758799 Iteration 72Q (10.012788 sec): 14 clusters Score: Raw -954914.248572 + Penalty 12042.932186 = -942871.316387 nChanged 222 Iteration 73Q (10.051650 sec): 14 clusters Score: Raw -955191.972233 + Penalty 12051.230850 = -943140.741383 nChanged 18 Iteration 74Q (10.088409 sec): 14 clusters Score: Raw -955214.715729 + Penalty 12052.660356 = -943162.055373 nChanged 8 Iteration 75Q (10.125247 sec): 14 clusters Score: Raw -955217.935053 + Penalty 12048.337653 = -943169.597400 nChanged 5 Iteration 76Q (10.162077 sec): 14 clusters Score: Raw -955217.245259 + Penalty 12048.337653 = -943168.907607 nChanged 0 Iteration 77F (10.282057 sec): 14 clusters Score: Raw -955217.245259 + Penalty 12048.337653 = -943168.907607 nChanged 0 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.16 GB. Compute initial score before splitting: Score: Raw -955217.245259 + Penalty 12048.337653 = -943168.907607Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.316747 sec): 2 clusters Score: Raw -47619.474214 + Penalty 1049.097302 = -46570.376912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.318323 sec): 3 clusters Score: Raw -46787.265781 + Penalty 2098.133391 = -44689.132390 nChanged 233 SP:Iteration 1F (10.319883 sec): 3 clusters Score: Raw -47012.715699 + Penalty 2097.902314 = -44914.813384 nChanged 68 SP:Iteration 2F (10.321421 sec): 3 clusters Score: Raw -47081.380334 + Penalty 2097.613507 = -44983.766827 nChanged 41 SP:Iteration 3F (10.322999 sec): 3 clusters Score: Raw -47115.916198 + Penalty 2097.642794 = -45018.273405 nChanged 33 SP:Iteration 4Q (10.324546 sec): 3 clusters Score: Raw -47146.642729 + Penalty 2097.897219 = -45048.745511 nChanged 50 SP:Iteration 5F (10.326093 sec): 3 clusters Score: Raw -47218.477429 + Penalty 2097.236840 = -45121.240589 nChanged 68 SP:Iteration 6F (10.327640 sec): 3 clusters Score: Raw -47311.876129 + Penalty 2100.241201 = -45211.634927 nChanged 65 SP:Iteration 7F (10.329273 sec): 3 clusters Score: Raw -47414.208245 + Penalty 2102.433991 = -45311.774254 nChanged 81 SP:Iteration 8F (10.330895 sec): 3 clusters Score: Raw -47591.855238 + Penalty 2098.753150 = -45493.102088 nChanged 33 SP:Iteration 9Q (10.332173 sec): 3 clusters Score: Raw -47652.052168 + Penalty 2112.218035 = -45539.834132 nChanged 13 SP:Iteration 10F (10.333726 sec): 3 clusters Score: Raw -47658.603254 + Penalty 2111.237209 = -45547.366045 nChanged 1 SP:Iteration 11Q (10.334974 sec): 3 clusters Score: Raw -47656.974048 + Penalty 2111.237209 = -45545.736839 nChanged 0 SP:Iteration 12F (10.336526 sec): 3 clusters Score: Raw -47656.974048 + Penalty 2111.237209 = -45545.736839 nChanged 0 Memory request: 0.03 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.358843 sec): 2 clusters Score: Raw -265543.778926 + Penalty 554.385055 = -264989.393870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.368369 sec): 3 clusters Score: Raw -261915.145627 + Penalty 1114.100116 = -260801.045512 nChanged 2314 SP:Iteration 1F (10.377485 sec): 3 clusters Score: Raw -263991.182849 + Penalty 1092.144035 = -262899.038814 nChanged 846 SP:Iteration 2F (10.386640 sec): 3 clusters Score: Raw -264733.676226 + Penalty 1052.271074 = -263681.405152 nChanged 432 SP:Iteration 3F (10.395978 sec): 3 clusters Score: Raw -265027.898776 + Penalty 1018.087638 = -264009.811139 nChanged 287 SP:Iteration 4F (10.405171 sec): 3 clusters Score: Raw -265187.149786 + Penalty 988.220377 = -264198.929408 nChanged 240 SP:Iteration 5Q (10.414071 sec): 3 clusters Score: Raw -265312.620185 + Penalty 957.634827 = -264354.985358 nChanged 232 SP:Iteration 6Q (10.423123 sec): 3 clusters Score: Raw -265437.610315 + Penalty 925.686689 = -264511.923626 nChanged 209 SP:Iteration 7Q (10.431986 sec): 3 clusters Score: Raw -265548.757213 + Penalty 894.284914 = -264654.472300 nChanged 189 SP:Iteration 8Q (10.440492 sec): 3 clusters Score: Raw -265631.116917 + Penalty 871.895338 = -264759.221579 nChanged 140 SP:Iteration 9Q (10.448906 sec): 3 clusters Score: Raw -265688.400441 + Penalty 850.536679 = -264837.863762 nChanged 122 SP:Iteration 10F (10.458384 sec): 3 clusters Score: Raw -265733.529431 + Penalty 828.957856 = -264904.571574 nChanged 106 SP:Iteration 11Q (10.466455 sec): 3 clusters Score: Raw -265761.043837 + Penalty 813.141932 = -264947.901905 nChanged 67 SP:Iteration 12Q (10.474401 sec): 3 clusters Score: Raw -265775.590333 + Penalty 795.892823 = -264979.697510 nChanged 61 SP:Iteration 13Q (10.482066 sec): 3 clusters Score: Raw -265794.979639 + Penalty 784.994155 = -265009.985484 nChanged 38 SP:Iteration 14Q (10.489637 sec): 3 clusters Score: Raw -265797.648522 + Penalty 772.190605 = -265025.457917 nChanged 36 SP:Iteration 15Q (10.497204 sec): 3 clusters Score: Raw -265802.045944 + Penalty 758.289300 = -265043.756644 nChanged 29 SP:Iteration 16Q (10.504716 sec): 3 clusters Score: Raw -265799.547505 + Penalty 751.621493 = -265047.926012 nChanged 20 SP:Iteration 17Q (10.512287 sec): 3 clusters Score: Raw -265794.375017 + Penalty 747.255510 = -265047.119508 nChanged 20 SP:Iteration 18F (10.521679 sec): 3 clusters Score: Raw -265791.066479 + Penalty 742.565792 = -265048.500687 nChanged 15 SP:Iteration 19Q (10.529271 sec): 3 clusters Score: Raw -265794.690987 + Penalty 738.577445 = -265056.113542 nChanged 14 SP:Iteration 20F (10.538772 sec): 3 clusters Score: Raw -265805.517605 + Penalty 734.230139 = -265071.287466 nChanged 7 SP:Iteration 21Q (10.546481 sec): 3 clusters Score: Raw -265807.180364 + Penalty 731.010480 = -265076.169884 nChanged 11 SP:Iteration 22Q (10.553990 sec): 3 clusters Score: Raw -265806.144224 + Penalty 729.246020 = -265076.898205 nChanged 7 SP:Iteration 23Q (10.561778 sec): 3 clusters Score: Raw -265801.197359 + Penalty 727.596153 = -265073.601206 nChanged 3 SP:Iteration 24F (10.571025 sec): 3 clusters Score: Raw -265800.475563 + Penalty 727.583341 = -265072.892222 nChanged 3 SP:Iteration 25F (10.580326 sec): 3 clusters Score: Raw -265799.335664 + Penalty 726.987012 = -265072.348653 nChanged 3 SP:Iteration 26F (10.589540 sec): 3 clusters Score: Raw -265797.421734 + Penalty 726.980141 = -265070.441593 nChanged 3 SP:Iteration 27F (10.598826 sec): 3 clusters Score: Raw -265795.129827 + Penalty 726.979256 = -265068.150570 nChanged 1 SP:Iteration 28F (10.608032 sec): 3 clusters Score: Raw -265794.700286 + Penalty 725.616032 = -265069.084254 nChanged 3 SP:Iteration 29Q (10.615370 sec): 3 clusters Score: Raw -265792.356123 + Penalty 725.616032 = -265066.740091 nChanged 0 SP:Iteration 30F (10.624650 sec): 3 clusters Score: Raw -265792.356123 + Penalty 725.616032 = -265066.740091 nChanged 0 Score: Raw -969216.660920 + Penalty 12244.501734 = -956972.159185 Splitting cluster 2 changes total score from -943168.907607 to -956972.159185 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 4 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.756823 sec): 2 clusters Score: Raw -29808.363911 + Penalty 399.925108 = -29408.438802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.758101 sec): 3 clusters Score: Raw -29397.947189 + Penalty 782.149140 = -28615.798049 nChanged 237 SP:Iteration 1F (10.759336 sec): 3 clusters Score: Raw -29668.018818 + Penalty 772.832045 = -28895.186773 nChanged 85 SP:Iteration 2F (10.760643 sec): 3 clusters Score: Raw -29747.946486 + Penalty 782.471201 = -28965.475285 nChanged 46 SP:Iteration 3F (10.761885 sec): 3 clusters Score: Raw -29792.987070 + Penalty 759.250847 = -29033.736223 nChanged 25 SP:Iteration 4Q (10.763094 sec): 3 clusters Score: Raw -29806.948866 + Penalty 748.579769 = -29058.369097 nChanged 11 SP:Iteration 5Q (10.764269 sec): 3 clusters Score: Raw -29814.817864 + Penalty 733.624133 = -29081.193730 nChanged 6 SP:Iteration 6Q (10.765347 sec): 3 clusters Score: Raw -29812.924461 + Penalty 622.542965 = -29190.381496 nChanged 2 SP:Iteration 7Q (10.766394 sec): 3 clusters Score: Raw -29817.683827 + Penalty 622.542965 = -29195.140862 nChanged 0 SP:Iteration 8F (10.767698 sec): 3 clusters Score: Raw -29817.683827 + Penalty 622.542965 = -29195.140862 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 6 (3909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.779882 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.787199 sec): 3 clusters Score: Raw -274836.655082 + Penalty 2525.327937 = -272311.327145 nChanged 1538 SP:Iteration 1F (10.794400 sec): 3 clusters Score: Raw -275719.005320 + Penalty 2525.061805 = -273193.943515 nChanged 431 SP:Iteration 2F (10.801620 sec): 3 clusters Score: Raw -276083.288741 + Penalty 2526.457625 = -273556.831116 nChanged 403 SP:Iteration 3F (10.809107 sec): 3 clusters Score: Raw -276483.621232 + Penalty 2528.845528 = -273954.775705 nChanged 375 SP:Iteration 4F (10.816395 sec): 3 clusters Score: Raw -276790.522975 + Penalty 2531.738814 = -274258.784161 nChanged 290 SP:Iteration 5F (10.823762 sec): 3 clusters Score: Raw -276973.326704 + Penalty 2535.079028 = -274438.247677 nChanged 202 SP:Iteration 6F (10.831169 sec): 3 clusters Score: Raw -277064.458139 + Penalty 2538.492357 = -274525.965782 nChanged 196 SP:Iteration 7F (10.838437 sec): 3 clusters Score: Raw -277144.455483 + Penalty 2537.584777 = -274606.870707 nChanged 188 SP:Iteration 8Q (10.845381 sec): 3 clusters Score: Raw -277245.486112 + Penalty 2550.443413 = -274695.042699 nChanged 163 SP:Iteration 9Q (10.852146 sec): 3 clusters Score: Raw -277371.519537 + Penalty 2574.721433 = -274796.798104 nChanged 118 SP:Iteration 10F (10.859372 sec): 3 clusters Score: Raw -277493.155044 + Penalty 2606.873191 = -274886.281853 nChanged 32 SP:Iteration 11Q (10.865300 sec): 3 clusters Score: Raw -277527.247576 + Penalty 1262.871253 = -276264.376323 nChanged 2 SP:Iteration 12Q (10.870611 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 SP:Iteration 13F (10.875844 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 7 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.885915 sec): 2 clusters Score: Raw -101327.314913 + Penalty 907.169339 = -100420.145575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.888915 sec): 3 clusters Score: Raw -99940.549184 + Penalty 1812.914950 = -98127.634235 nChanged 644 SP:Iteration 1F (10.891860 sec): 3 clusters Score: Raw -100905.597732 + Penalty 1815.441976 = -99090.155756 nChanged 298 SP:Iteration 2F (10.894811 sec): 3 clusters Score: Raw -101336.357362 + Penalty 1816.086800 = -99520.270561 nChanged 150 SP:Iteration 3F (10.897767 sec): 3 clusters Score: Raw -101497.472789 + Penalty 1816.427576 = -99681.045214 nChanged 85 SP:Iteration 4F (10.900719 sec): 3 clusters Score: Raw -101556.098054 + Penalty 1816.165157 = -99739.932896 nChanged 74 SP:Iteration 5Q (10.903756 sec): 3 clusters Score: Raw -101581.678947 + Penalty 1815.764367 = -99765.914580 nChanged 47 SP:Iteration 6Q (10.906607 sec): 3 clusters Score: Raw -101585.834339 + Penalty 1819.071862 = -99766.762476 nChanged 41 SP:Iteration 7Q (10.909409 sec): 3 clusters Score: Raw -101581.223448 + Penalty 1816.060221 = -99765.163227 nChanged 40 SP:Iteration 8F (10.912467 sec): 3 clusters Score: Raw -101572.029641 + Penalty 1810.617165 = -99761.412475 nChanged 28 SP:Iteration 9F (10.915448 sec): 3 clusters Score: Raw -101557.028685 + Penalty 1815.921326 = -99741.107359 nChanged 16 SP:Iteration 10F (10.918418 sec): 3 clusters Score: Raw -101555.093053 + Penalty 1820.835953 = -99734.257100 nChanged 14 SP:Iteration 11F (10.921389 sec): 3 clusters Score: Raw -101544.779027 + Penalty 1821.088622 = -99723.690405 nChanged 7 SP:Iteration 12F (10.924517 sec): 3 clusters Score: Raw -101537.580351 + Penalty 1818.485414 = -99719.094936 nChanged 6 SP:Iteration 13F (10.927588 sec): 3 clusters Score: Raw -101533.737705 + Penalty 1831.710071 = -99702.027634 nChanged 6 SP:Iteration 14F (10.930705 sec): 3 clusters Score: Raw -101528.425856 + Penalty 1829.439052 = -99698.986804 nChanged 5 SP:Iteration 15F (10.933753 sec): 3 clusters Score: Raw -101528.847530 + Penalty 1841.935768 = -99686.911762 nChanged 11 SP:Iteration 16F (10.936766 sec): 3 clusters Score: Raw -101521.578810 + Penalty 1861.583109 = -99659.995700 nChanged 4 SP:Iteration 17F (10.939693 sec): 3 clusters Score: Raw -101517.295573 + Penalty 1871.020108 = -99646.275465 nChanged 2 SP:Iteration 18F (10.942538 sec): 3 clusters Score: Raw -101513.426248 + Penalty 1871.275319 = -99642.150929 nChanged 1 SP:Iteration 19F (10.945385 sec): 3 clusters Score: Raw -101512.704551 + Penalty 1877.044965 = -99635.659586 nChanged 1 SP:Iteration 20F (10.948245 sec): 3 clusters Score: Raw -101511.103344 + Penalty 1876.030251 = -99635.073093 nChanged 1 SP:Iteration 21F (10.951096 sec): 3 clusters Score: Raw -101508.464991 + Penalty 1873.209635 = -99635.255356 nChanged 1 SP:Iteration 22Q (10.953379 sec): 3 clusters Score: Raw -101506.775150 + Penalty 1873.209635 = -99633.565515 nChanged 0 SP:Iteration 23F (10.956271 sec): 3 clusters Score: Raw -101506.775150 + Penalty 1873.209635 = -99633.565515 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 8 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.968461 sec): 2 clusters Score: Raw -140003.925848 + Penalty 887.740423 = -139116.185425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.972985 sec): 3 clusters Score: Raw -138182.805024 + Penalty 1778.605248 = -136404.199776 nChanged 946 SP:Iteration 1F (10.977257 sec): 3 clusters Score: Raw -138810.320933 + Penalty 1800.011617 = -137010.309317 nChanged 353 SP:Iteration 2F (10.981628 sec): 3 clusters Score: Raw -139227.550361 + Penalty 1858.887608 = -137368.662753 nChanged 307 SP:Iteration 3F (10.985832 sec): 3 clusters Score: Raw -139662.755182 + Penalty 1909.269041 = -137753.486140 nChanged 191 SP:Iteration 4F (10.990017 sec): 3 clusters Score: Raw -139860.341348 + Penalty 1942.741220 = -137917.600127 nChanged 108 SP:Iteration 5Q (10.993836 sec): 3 clusters Score: Raw -139957.423295 + Penalty 1957.165855 = -138000.257440 nChanged 69 SP:Iteration 6Q (10.997610 sec): 3 clusters Score: Raw -139989.536938 + Penalty 1966.674917 = -138022.862021 nChanged 58 SP:Iteration 7Q (11.001340 sec): 3 clusters Score: Raw -139999.686543 + Penalty 1975.643955 = -138024.042588 nChanged 46 SP:Iteration 8Q (11.004947 sec): 3 clusters Score: Raw -140008.529702 + Penalty 1996.792828 = -138011.736875 nChanged 52 SP:Iteration 9F (11.009093 sec): 3 clusters Score: Raw -140027.912075 + Penalty 2005.172593 = -138022.739482 nChanged 43 SP:Iteration 10F (11.013237 sec): 3 clusters Score: Raw -140035.446865 + Penalty 2025.357327 = -138010.089538 nChanged 28 SP:Iteration 11F (11.017358 sec): 3 clusters Score: Raw -140032.902618 + Penalty 2019.045951 = -138013.856667 nChanged 11 SP:Iteration 12Q (11.020582 sec): 3 clusters Score: Raw -140038.263836 + Penalty 2040.360348 = -137997.903488 nChanged 6 SP:Iteration 13F (11.024943 sec): 3 clusters Score: Raw -140050.629169 + Penalty 2037.079206 = -138013.549963 nChanged 3 SP:Iteration 14Q (11.028554 sec): 3 clusters Score: Raw -140054.733350 + Penalty 2028.623767 = -138026.109583 nChanged 1 SP:Iteration 15Q (11.031909 sec): 3 clusters Score: Raw -140054.691439 + Penalty 2028.623767 = -138026.067672 nChanged 0 SP:Iteration 16F (11.036104 sec): 3 clusters Score: Raw -140054.691439 + Penalty 2028.623767 = -138026.067672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.042285 sec): 2 clusters Score: Raw -41871.080805 + Penalty 181.620461 = -41689.460344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.044299 sec): 3 clusters Score: Raw -41254.575818 + Penalty 363.629669 = -40890.946149 nChanged 452 SP:Iteration 1F (11.046317 sec): 3 clusters Score: Raw -41480.683291 + Penalty 362.120206 = -41118.563085 nChanged 123 SP:Iteration 2F (11.048302 sec): 3 clusters Score: Raw -41572.000662 + Penalty 337.631933 = -41234.368730 nChanged 139 SP:Iteration 3F (11.050302 sec): 3 clusters Score: Raw -41712.877433 + Penalty 306.242987 = -41406.634446 nChanged 98 SP:Iteration 4F (11.052279 sec): 3 clusters Score: Raw -41792.377746 + Penalty 283.056673 = -41509.321074 nChanged 70 SP:Iteration 5F (11.054276 sec): 3 clusters Score: Raw -41841.139166 + Penalty 270.210235 = -41570.928931 nChanged 47 SP:Iteration 6Q (11.056246 sec): 3 clusters Score: Raw -41875.406454 + Penalty 260.063534 = -41615.342920 nChanged 34 SP:Iteration 7Q (11.058325 sec): 3 clusters Score: Raw -41894.460747 + Penalty 258.147054 = -41636.313693 nChanged 22 SP:Iteration 8Q (11.060360 sec): 3 clusters Score: Raw -41902.789037 + Penalty 256.254894 = -41646.534142 nChanged 14 SP:Iteration 9Q (11.062368 sec): 3 clusters Score: Raw -41907.738753 + Penalty 254.702373 = -41653.036380 nChanged 16 SP:Iteration 10F (11.064352 sec): 3 clusters Score: Raw -41914.912081 + Penalty 256.978181 = -41657.933900 nChanged 17 SP:Iteration 11Q (11.066322 sec): 3 clusters Score: Raw -41924.185354 + Penalty 258.437294 = -41665.748060 nChanged 18 SP:Iteration 12Q (11.068369 sec): 3 clusters Score: Raw -41933.421506 + Penalty 261.578119 = -41671.843387 nChanged 14 SP:Iteration 13Q (11.070379 sec): 3 clusters Score: Raw -41944.198933 + Penalty 261.996665 = -41682.202268 nChanged 16 SP:Iteration 14Q (11.072408 sec): 3 clusters Score: Raw -41950.779468 + Penalty 263.444243 = -41687.335224 nChanged 11 SP:Iteration 15Q (11.074435 sec): 3 clusters Score: Raw -41955.428791 + Penalty 264.056238 = -41691.372553 nChanged 5 SP:Iteration 16Q (11.076403 sec): 3 clusters Score: Raw -41956.269098 + Penalty 264.989509 = -41691.279589 nChanged 4 SP:Iteration 17F (11.078411 sec): 3 clusters Score: Raw -41956.743046 + Penalty 265.511205 = -41691.231841 nChanged 2 SP:Iteration 18F (11.080384 sec): 3 clusters Score: Raw -41957.009827 + Penalty 265.511205 = -41691.498622 nChanged 0 Score: Raw -969302.588471 + Penalty 12362.084380 = -956940.504091 Splitting cluster 9 changes total score from -943168.907607 to -956940.504091 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 10 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.216566 sec): 2 clusters Score: Raw -21524.252010 + Penalty 460.075877 = -21064.176133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.217502 sec): 3 clusters Score: Raw -21253.619294 + Penalty 930.443260 = -20323.176034 nChanged 143 SP:Iteration 1F (11.218425 sec): 3 clusters Score: Raw -21458.909436 + Penalty 952.466906 = -20506.442530 nChanged 58 SP:Iteration 2F (11.219340 sec): 3 clusters Score: Raw -21513.231562 + Penalty 976.701426 = -20536.530137 nChanged 28 SP:Iteration 3F (11.220254 sec): 3 clusters Score: Raw -21543.357368 + Penalty 998.318207 = -20545.039161 nChanged 19 SP:Iteration 4Q (11.221127 sec): 3 clusters Score: Raw -21557.526854 + Penalty 1015.772285 = -20541.754569 nChanged 15 SP:Iteration 5F (11.222039 sec): 3 clusters Score: Raw -21570.233546 + Penalty 1023.886584 = -20546.346962 nChanged 12 SP:Iteration 6Q (11.222897 sec): 3 clusters Score: Raw -21577.176996 + Penalty 1039.258551 = -20537.918445 nChanged 13 SP:Iteration 7F (11.223810 sec): 3 clusters Score: Raw -21583.206035 + Penalty 1045.542469 = -20537.663566 nChanged 10 SP:Iteration 8F (11.224720 sec): 3 clusters Score: Raw -21585.893453 + Penalty 1049.664253 = -20536.229200 nChanged 11 SP:Iteration 9F (11.225633 sec): 3 clusters Score: Raw -21582.297766 + Penalty 1049.738464 = -20532.559302 nChanged 3 SP:Iteration 10F (11.226543 sec): 3 clusters Score: Raw -21582.079608 + Penalty 1047.274025 = -20534.805584 nChanged 2 SP:Iteration 11Q (11.227392 sec): 3 clusters Score: Raw -21581.375951 + Penalty 1047.377670 = -20533.998281 nChanged 1 SP:Iteration 12F (11.228362 sec): 3 clusters Score: Raw -21580.667575 + Penalty 1047.377670 = -20533.289905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.232379 sec): 2 clusters Score: Raw -29804.812359 + Penalty 364.240884 = -29440.571474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.233769 sec): 3 clusters Score: Raw -29417.723261 + Penalty 730.724685 = -28686.998576 nChanged 267 SP:Iteration 1F (11.235131 sec): 3 clusters Score: Raw -29604.477849 + Penalty 728.382829 = -28876.095020 nChanged 77 SP:Iteration 2F (11.236467 sec): 3 clusters Score: Raw -29651.854100 + Penalty 730.768775 = -28921.085326 nChanged 43 SP:Iteration 3F (11.237772 sec): 3 clusters Score: Raw -29673.603788 + Penalty 732.087369 = -28941.516419 nChanged 26 SP:Iteration 4Q (11.239061 sec): 3 clusters Score: Raw -29683.585363 + Penalty 733.101259 = -28950.484104 nChanged 19 SP:Iteration 5Q (11.240350 sec): 3 clusters Score: Raw -29692.291593 + Penalty 734.389089 = -28957.902504 nChanged 20 SP:Iteration 6Q (11.241636 sec): 3 clusters Score: Raw -29698.847048 + Penalty 735.147867 = -28963.699181 nChanged 20 SP:Iteration 7Q (11.242921 sec): 3 clusters Score: Raw -29704.192954 + Penalty 735.507570 = -28968.685383 nChanged 19 SP:Iteration 8Q (11.244182 sec): 3 clusters Score: Raw -29712.883236 + Penalty 736.268285 = -28976.614951 nChanged 19 SP:Iteration 9Q (11.245446 sec): 3 clusters Score: Raw -29721.049776 + Penalty 734.323414 = -28986.726362 nChanged 21 SP:Iteration 10F (11.246757 sec): 3 clusters Score: Raw -29730.541853 + Penalty 734.788802 = -28995.753051 nChanged 14 SP:Iteration 11Q (11.248048 sec): 3 clusters Score: Raw -29735.159400 + Penalty 733.077318 = -29002.082082 nChanged 15 SP:Iteration 12Q (11.249337 sec): 3 clusters Score: Raw -29743.450470 + Penalty 728.740385 = -29014.710085 nChanged 19 SP:Iteration 13Q (11.250635 sec): 3 clusters Score: Raw -29759.939115 + Penalty 721.240137 = -29038.698979 nChanged 12 SP:Iteration 14Q (11.251898 sec): 3 clusters Score: Raw -29769.615875 + Penalty 711.296214 = -29058.319661 nChanged 14 SP:Iteration 15Q (11.253163 sec): 3 clusters Score: Raw -29779.512811 + Penalty 696.293426 = -29083.219385 nChanged 14 SP:Iteration 16Q (11.254407 sec): 3 clusters Score: Raw -29788.451059 + Penalty 682.742503 = -29105.708556 nChanged 9 SP:Iteration 17Q (11.255635 sec): 3 clusters Score: Raw -29792.834403 + Penalty 668.209696 = -29124.624707 nChanged 11 SP:Iteration 18Q (11.256856 sec): 3 clusters Score: Raw -29800.843295 + Penalty 656.725253 = -29144.118042 nChanged 11 SP:Iteration 19Q (11.258049 sec): 3 clusters Score: Raw -29807.006793 + Penalty 640.715990 = -29166.290803 nChanged 10 SP:Iteration 20F (11.259403 sec): 3 clusters Score: Raw -29813.185002 + Penalty 622.909723 = -29190.275278 nChanged 9 SP:Iteration 21Q (11.260656 sec): 3 clusters Score: Raw -29819.151527 + Penalty 611.955978 = -29207.195549 nChanged 3 SP:Iteration 22Q (11.261881 sec): 3 clusters Score: Raw -29821.409894 + Penalty 610.124557 = -29211.285337 nChanged 3 SP:Iteration 23Q (11.263090 sec): 3 clusters Score: Raw -29823.591973 + Penalty 608.208604 = -29215.383369 nChanged 1 SP:Iteration 24Q (11.264226 sec): 3 clusters Score: Raw -29824.116489 + Penalty 604.219863 = -29219.896626 nChanged 1 SP:Iteration 25Q (11.265366 sec): 3 clusters Score: Raw -29824.966735 + Penalty 602.611616 = -29222.355119 nChanged 1 SP:Iteration 26Q (11.266496 sec): 3 clusters Score: Raw -29826.018263 + Penalty 602.491540 = -29223.526723 nChanged 2 SP:Iteration 27Q (11.267620 sec): 3 clusters Score: Raw -29826.687169 + Penalty 597.492557 = -29229.194612 nChanged 2 SP:Iteration 28Q (11.268745 sec): 3 clusters Score: Raw -29827.712038 + Penalty 597.468806 = -29230.243232 nChanged 1 SP:Iteration 29Q (11.269851 sec): 3 clusters Score: Raw -29828.257421 + Penalty 598.095365 = -29230.162056 nChanged 2 SP:Iteration 30F (11.271121 sec): 3 clusters Score: Raw -29829.170818 + Penalty 596.631591 = -29232.539227 nChanged 2 SP:Iteration 31Q (11.272321 sec): 3 clusters Score: Raw -29830.017193 + Penalty 595.311498 = -29234.705695 nChanged 2 SP:Iteration 32Q (11.273436 sec): 3 clusters Score: Raw -29830.698976 + Penalty 597.282740 = -29233.416237 nChanged 2 SP:Iteration 33F (11.274729 sec): 3 clusters Score: Raw -29830.681675 + Penalty 598.835447 = -29231.846228 nChanged 1 SP:Iteration 34F (11.276041 sec): 3 clusters Score: Raw -29830.752363 + Penalty 594.056172 = -29236.696190 nChanged 2 SP:Iteration 35Q (11.277163 sec): 3 clusters Score: Raw -29830.896442 + Penalty 594.369241 = -29236.527201 nChanged 1 SP:Iteration 36F (11.278481 sec): 3 clusters Score: Raw -29830.848599 + Penalty 594.369241 = -29236.479357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 15 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.279736 sec): 2 clusters Score: Raw -2685.983150 + Penalty 248.271163 = -2437.711987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.280091 sec): 3 clusters Score: Raw -2687.044763 + Penalty 499.710083 = -2187.334680 nChanged 18 SP:Iteration 1F (11.280439 sec): 3 clusters Score: Raw -2714.169007 + Penalty 496.542327 = -2217.626680 nChanged 4 SP:Iteration 2F (11.280785 sec): 3 clusters Score: Raw -2724.272822 + Penalty 495.521130 = -2228.751692 nChanged 1 SP:Iteration 3Q (11.281122 sec): 3 clusters Score: Raw -2725.574304 + Penalty 494.513775 = -2231.060529 nChanged 1 SP:Iteration 4Q (11.281459 sec): 3 clusters Score: Raw -2726.461639 + Penalty 492.785571 = -2233.676068 nChanged 1 SP:Iteration 5Q (11.281808 sec): 3 clusters Score: Raw -2727.144671 + Penalty 491.525930 = -2235.618740 nChanged 1 SP:Iteration 6Q (11.282147 sec): 3 clusters Score: Raw -2727.607882 + Penalty 491.525930 = -2236.081951 nChanged 0 SP:Iteration 7F (11.282493 sec): 3 clusters Score: Raw -2727.607882 + Penalty 491.525930 = -2236.081951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.284680 sec): 2 clusters Score: Raw -27731.362324 + Penalty 713.695310 = -27017.667014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.285729 sec): 3 clusters Score: Raw -27242.832249 + Penalty 1438.045015 = -25804.787234 nChanged 175 SP:Iteration 1F (11.286799 sec): 3 clusters Score: Raw -27625.952476 + Penalty 1433.642790 = -26192.309685 nChanged 49 SP:Iteration 2F (11.287852 sec): 3 clusters Score: Raw -27715.938624 + Penalty 1410.985876 = -26304.952748 nChanged 12 SP:Iteration 3Q (11.288686 sec): 3 clusters Score: Raw -27731.571423 + Penalty 1414.417845 = -26317.153578 nChanged 2 SP:Iteration 4Q (11.289500 sec): 3 clusters Score: Raw -27734.437748 + Penalty 1414.417845 = -26320.019903 nChanged 0 SP:Iteration 5F (11.290507 sec): 3 clusters Score: Raw -27734.437748 + Penalty 1414.417845 = -26320.019903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 60 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.292174 sec): 2 clusters Score: Raw -12919.087465 + Penalty 392.675684 = -12526.411781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.292905 sec): 3 clusters Score: Raw -12680.968676 + Penalty 773.811918 = -11907.156758 nChanged 112 SP:Iteration 1F (11.293625 sec): 3 clusters Score: Raw -12790.963328 + Penalty 772.343880 = -12018.619449 nChanged 24 SP:Iteration 2F (11.294342 sec): 3 clusters Score: Raw -12816.619633 + Penalty 773.300293 = -12043.319340 nChanged 12 SP:Iteration 3Q (11.295033 sec): 3 clusters Score: Raw -12822.479821 + Penalty 774.619968 = -12047.859854 nChanged 8 SP:Iteration 4Q (11.295723 sec): 3 clusters Score: Raw -12829.278106 + Penalty 778.003818 = -12051.274288 nChanged 7 SP:Iteration 5Q (11.296412 sec): 3 clusters Score: Raw -12835.870180 + Penalty 779.415792 = -12056.454388 nChanged 4 SP:Iteration 6Q (11.297100 sec): 3 clusters Score: Raw -12839.200958 + Penalty 781.564346 = -12057.636612 nChanged 5 SP:Iteration 7Q (11.297825 sec): 3 clusters Score: Raw -12844.145947 + Penalty 784.963030 = -12059.182917 nChanged 7 SP:Iteration 8Q (11.298513 sec): 3 clusters Score: Raw -12849.508673 + Penalty 787.148412 = -12062.360262 nChanged 7 SP:Iteration 9Q (11.299201 sec): 3 clusters Score: Raw -12852.714378 + Penalty 787.662160 = -12065.052217 nChanged 4 SP:Iteration 10F (11.299916 sec): 3 clusters Score: Raw -12870.914181 + Penalty 788.525464 = -12082.388716 nChanged 5 SP:Iteration 11Q (11.300603 sec): 3 clusters Score: Raw -12895.116370 + Penalty 789.577088 = -12105.539282 nChanged 2 SP:Iteration 12Q (11.301310 sec): 3 clusters Score: Raw -12895.801296 + Penalty 790.077314 = -12105.723982 nChanged 1 SP:Iteration 13Q (11.302022 sec): 3 clusters Score: Raw -12899.175961 + Penalty 790.510023 = -12108.665938 nChanged 1 SP:Iteration 14Q (11.302732 sec): 3 clusters Score: Raw -12899.346455 + Penalty 790.510023 = -12108.836432 nChanged 0 SP:Iteration 15F (11.303476 sec): 3 clusters Score: Raw -12899.346455 + Penalty 790.510023 = -12108.836432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 91 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.304687 sec): 2 clusters Score: Raw -5947.280800 + Penalty 533.784829 = -5413.495971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.305166 sec): 3 clusters Score: Raw -5947.477362 + Penalty 1065.033672 = -4882.443689 nChanged 30 SP:Iteration 1F (11.305619 sec): 3 clusters Score: Raw -6007.359467 + Penalty 1059.226018 = -4948.133448 nChanged 13 SP:Iteration 2F (11.306108 sec): 3 clusters Score: Raw -6059.361915 + Penalty 1062.244456 = -4997.117460 nChanged 8 SP:Iteration 3F (11.306576 sec): 3 clusters Score: Raw -6078.360753 + Penalty 1057.264754 = -5021.095999 nChanged 5 SP:Iteration 4Q (11.307015 sec): 3 clusters Score: Raw -6096.170294 + Penalty 1058.950441 = -5037.219852 nChanged 3 SP:Iteration 5Q (11.307452 sec): 3 clusters Score: Raw -6104.042141 + Penalty 1061.168619 = -5042.873521 nChanged 2 SP:Iteration 6Q (11.307890 sec): 3 clusters Score: Raw -6108.747056 + Penalty 1061.168619 = -5047.578437 nChanged 0 SP:Iteration 7F (11.308356 sec): 3 clusters Score: Raw -6108.747056 + Penalty 1061.168619 = -5047.578437 nChanged 0 Iteration 78F (11.455830 sec): 16 clusters Score: Raw -955535.624076 + Penalty 12361.482023 = -943174.142053 nChanged 49 Deleting Class 29 (456 points): Lose 1122.985716 but Gain 1134.359506 Iteration 79Q (11.495444 sec): 15 clusters Score: Raw -954420.406409 + Penalty 11276.635352 = -943143.771057 nChanged 475 Iteration 80F (11.625938 sec): 15 clusters Score: Raw -955078.007847 + Penalty 11267.561505 = -943810.446341 nChanged 33 Iteration 81Q (11.662802 sec): 15 clusters Score: Raw -955108.232367 + Penalty 11261.684321 = -943846.548046 nChanged 10 Iteration 82Q (11.699506 sec): 15 clusters Score: Raw -955115.349592 + Penalty 11259.139627 = -943856.209965 nChanged 3 Iteration 83Q (11.736345 sec): 15 clusters Score: Raw -955117.604486 + Penalty 11259.169941 = -943858.434545 nChanged 1 Iteration 84Q (11.772660 sec): 15 clusters Score: Raw -955118.531326 + Penalty 11259.200853 = -943859.330473 nChanged 1 Iteration 85Q (11.809666 sec): 15 clusters Score: Raw -955119.367908 + Penalty 11259.200853 = -943860.167055 nChanged 0 Iteration 86F (11.937560 sec): 15 clusters Score: Raw -955119.367908 + Penalty 11259.200853 = -943860.167055 nChanged 0 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.16 GB. Compute initial score before splitting: Score: Raw -955119.367908 + Penalty 11259.200853 = -943860.167055Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.972385 sec): 2 clusters Score: Raw -47619.474214 + Penalty 1049.097302 = -46570.376912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.973939 sec): 3 clusters Score: Raw -46825.012661 + Penalty 2090.923511 = -44734.089150 nChanged 261 SP:Iteration 1F (11.975492 sec): 3 clusters Score: Raw -47254.832176 + Penalty 2079.364518 = -45175.467658 nChanged 110 SP:Iteration 2F (11.977006 sec): 3 clusters Score: Raw -47456.563914 + Penalty 2074.753083 = -45381.810831 nChanged 72 SP:Iteration 3F (11.978517 sec): 3 clusters Score: Raw -47591.248994 + Penalty 2070.867522 = -45520.381472 nChanged 42 SP:Iteration 4F (11.980120 sec): 3 clusters Score: Raw -47650.038679 + Penalty 2080.974613 = -45569.064066 nChanged 12 SP:Iteration 5Q (11.981326 sec): 3 clusters Score: Raw -47640.915960 + Penalty 2069.991422 = -45570.924538 nChanged 3 SP:Iteration 6Q (11.982665 sec): 3 clusters Score: Raw -47637.643472 + Penalty 2065.096484 = -45572.546988 nChanged 1 SP:Iteration 7Q (11.984169 sec): 3 clusters Score: Raw -47642.724112 + Penalty 2059.304231 = -45583.419882 nChanged 1 SP:Iteration 8Q (11.985658 sec): 3 clusters Score: Raw -47641.265080 + Penalty 2052.345501 = -45588.919580 nChanged 1 SP:Iteration 9Q (11.987140 sec): 3 clusters Score: Raw -47652.811585 + Penalty 2052.345501 = -45600.466084 nChanged 0 SP:Iteration 10F (11.988941 sec): 3 clusters Score: Raw -47652.811585 + Penalty 2052.345501 = -45600.466084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 2 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.990974 sec): 2 clusters Score: Raw -15170.782581 + Penalty 93.233088 = -15077.549494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.991718 sec): 3 clusters Score: Raw -14792.646983 + Penalty 184.575157 = -14608.071827 nChanged 128 SP:Iteration 1F (11.992445 sec): 3 clusters Score: Raw -14882.148349 + Penalty 183.422672 = -14698.725677 nChanged 38 SP:Iteration 2F (11.993191 sec): 3 clusters Score: Raw -14953.359954 + Penalty 188.832026 = -14764.527928 nChanged 53 SP:Iteration 3F (11.993930 sec): 3 clusters Score: Raw -15087.772944 + Penalty 199.885961 = -14887.886983 nChanged 30 SP:Iteration 4F (11.994658 sec): 3 clusters Score: Raw -15155.316705 + Penalty 93.233088 = -15062.083618 nChanged 6 SP:Iteration 5Q (11.995231 sec): 2 clusters Score: Raw -15170.782581 + Penalty 93.233088 = -15077.549494 nChanged 0 SP:Iteration 6F (11.995806 sec): 2 clusters Score: Raw -15170.782581 + Penalty 93.233088 = -15077.549494 nChanged 0 Memory request: 0.03 GB would take us to total of 0.19 GB. Trying to split cluster 3 (5109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.018788 sec): 2 clusters Score: Raw -274847.029461 + Penalty 618.504431 = -274228.525031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.028260 sec): 3 clusters Score: Raw -271180.655603 + Penalty 1237.992205 = -269942.663398 nChanged 2347 SP:Iteration 1F (12.037476 sec): 3 clusters Score: Raw -272626.374837 + Penalty 1240.547883 = -271385.826954 nChanged 646 SP:Iteration 2F (12.046856 sec): 3 clusters Score: Raw -272933.458761 + Penalty 1248.196026 = -271685.262735 nChanged 394 SP:Iteration 3F (12.055982 sec): 3 clusters Score: Raw -273145.237435 + Penalty 1276.041572 = -271869.195863 nChanged 407 SP:Iteration 4F (12.065209 sec): 3 clusters Score: Raw -273680.317596 + Penalty 1352.569796 = -272327.747799 nChanged 516 SP:Iteration 5F (12.074305 sec): 3 clusters Score: Raw -274607.294217 + Penalty 1425.531296 = -273181.762921 nChanged 436 SP:Iteration 6F (12.083517 sec): 3 clusters Score: Raw -275110.384885 + Penalty 1470.878449 = -273639.506436 nChanged 280 SP:Iteration 7F (12.093021 sec): 3 clusters Score: Raw -275318.805781 + Penalty 1499.088973 = -273819.716808 nChanged 164 SP:Iteration 8Q (12.101651 sec): 3 clusters Score: Raw -275385.944997 + Penalty 1519.263924 = -273866.681073 nChanged 110 SP:Iteration 9Q (12.109656 sec): 3 clusters Score: Raw -275395.648919 + Penalty 1531.818947 = -273863.829972 nChanged 77 SP:Iteration 10F (12.118789 sec): 3 clusters Score: Raw -275394.763589 + Penalty 1540.717488 = -273854.046101 nChanged 62 SP:Iteration 11F (12.127911 sec): 3 clusters Score: Raw -275390.706086 + Penalty 1547.304693 = -273843.401394 nChanged 55 SP:Iteration 12F (12.137105 sec): 3 clusters Score: Raw -275387.351736 + Penalty 1554.100340 = -273833.251396 nChanged 50 SP:Iteration 13F (12.146388 sec): 3 clusters Score: Raw -275382.983877 + Penalty 1559.751543 = -273823.232333 nChanged 32 SP:Iteration 14F (12.155573 sec): 3 clusters Score: Raw -275377.075519 + Penalty 1563.410806 = -273813.664713 nChanged 27 SP:Iteration 15F (12.164889 sec): 3 clusters Score: Raw -275369.105815 + Penalty 1566.058265 = -273803.047549 nChanged 14 SP:Iteration 16F (12.174907 sec): 3 clusters Score: Raw -275363.975520 + Penalty 1566.516705 = -273797.458815 nChanged 7 SP:Iteration 17F (12.184739 sec): 3 clusters Score: Raw -275361.150353 + Penalty 1566.829018 = -273794.321335 nChanged 7 SP:Iteration 18F (12.194604 sec): 3 clusters Score: Raw -275357.628659 + Penalty 1567.354169 = -273790.274490 nChanged 5 SP:Iteration 19F (12.204609 sec): 3 clusters Score: Raw -275354.653549 + Penalty 1567.440635 = -273787.212914 nChanged 4 SP:Iteration 20F (12.214472 sec): 3 clusters Score: Raw -275352.254054 + Penalty 1567.704048 = -273784.550006 nChanged 6 SP:Iteration 21F (12.224509 sec): 3 clusters Score: Raw -275349.049988 + Penalty 1568.575584 = -273780.474404 nChanged 7 SP:Iteration 22F (12.234323 sec): 3 clusters Score: Raw -275346.762352 + Penalty 1569.534727 = -273777.227624 nChanged 6 SP:Iteration 23F (12.244342 sec): 3 clusters Score: Raw -275343.890223 + Penalty 1571.057718 = -273772.832505 nChanged 2 SP:Iteration 24F (12.254085 sec): 3 clusters Score: Raw -275342.648089 + Penalty 1571.042930 = -273771.605160 nChanged 1 SP:Iteration 25F (12.263328 sec): 3 clusters Score: Raw -275342.472122 + Penalty 1571.287923 = -273771.184200 nChanged 1 SP:Iteration 26F (12.272552 sec): 3 clusters Score: Raw -275341.825035 + Penalty 1572.573741 = -273769.251294 nChanged 4 SP:Iteration 27F (12.281660 sec): 3 clusters Score: Raw -275339.573728 + Penalty 1573.215331 = -273766.358398 nChanged 3 SP:Iteration 28F (12.290774 sec): 3 clusters Score: Raw -275338.155062 + Penalty 1574.386233 = -273763.768830 nChanged 4 SP:Iteration 29F (12.300154 sec): 3 clusters Score: Raw -275335.901704 + Penalty 1574.831583 = -273761.070122 nChanged 2 SP:Iteration 30F (12.309832 sec): 3 clusters Score: Raw -275334.688317 + Penalty 1575.522805 = -273759.165512 nChanged 1 SP:Iteration 31F (12.318894 sec): 3 clusters Score: Raw -275334.087970 + Penalty 1576.932636 = -273757.155334 nChanged 2 SP:Iteration 32F (12.327995 sec): 3 clusters Score: Raw -275333.008518 + Penalty 1577.770329 = -273755.238189 nChanged 3 SP:Iteration 33F (12.337097 sec): 3 clusters Score: Raw -275331.427463 + Penalty 1577.994281 = -273753.433182 nChanged 1 SP:Iteration 34F (12.346230 sec): 3 clusters Score: Raw -275330.808353 + Penalty 1578.929860 = -273751.878493 nChanged 4 SP:Iteration 35F (12.355447 sec): 3 clusters Score: Raw -275328.646861 + Penalty 1578.275101 = -273750.371761 nChanged 4 SP:Iteration 36F (12.364596 sec): 3 clusters Score: Raw -275327.047049 + Penalty 1578.136025 = -273748.911024 nChanged 3 SP:Iteration 37F (12.373714 sec): 3 clusters Score: Raw -275325.240356 + Penalty 1578.136025 = -273747.104331 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 4 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.378361 sec): 2 clusters Score: Raw -29652.695887 + Penalty 401.082949 = -29251.612937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.379653 sec): 3 clusters Score: Raw -29247.926095 + Penalty 774.926022 = -28473.000074 nChanged 220 SP:Iteration 1F (12.380957 sec): 3 clusters Score: Raw -29456.014116 + Penalty 736.712939 = -28719.301176 nChanged 74 SP:Iteration 2F (12.382188 sec): 3 clusters Score: Raw -29509.311773 + Penalty 703.761186 = -28805.550588 nChanged 49 SP:Iteration 3F (12.383417 sec): 3 clusters Score: Raw -29549.866165 + Penalty 667.251203 = -28882.614962 nChanged 60 SP:Iteration 4F (12.385095 sec): 3 clusters Score: Raw -29600.607431 + Penalty 672.462548 = -28928.144883 nChanged 43 SP:Iteration 5F (12.386342 sec): 3 clusters Score: Raw -29640.278275 + Penalty 692.195576 = -28948.082698 nChanged 32 SP:Iteration 6F (12.387584 sec): 3 clusters Score: Raw -29662.461967 + Penalty 729.850554 = -28932.611413 nChanged 21 SP:Iteration 7F (12.388972 sec): 3 clusters Score: Raw -29668.938576 + Penalty 758.783526 = -28910.155050 nChanged 11 SP:Iteration 8F (12.390208 sec): 3 clusters Score: Raw -29673.665004 + Penalty 762.031241 = -28911.633763 nChanged 2 SP:Iteration 9Q (12.391219 sec): 3 clusters Score: Raw -29672.929636 + Penalty 757.991867 = -28914.937769 nChanged 1 SP:Iteration 10F (12.392445 sec): 3 clusters Score: Raw -29673.836009 + Penalty 757.991867 = -28915.844142 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 5 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.397358 sec): 2 clusters Score: Raw -39622.644696 + Penalty 194.271364 = -39428.373332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.399414 sec): 3 clusters Score: Raw -38995.727445 + Penalty 398.787388 = -38596.940056 nChanged 411 SP:Iteration 1F (12.401379 sec): 3 clusters Score: Raw -39297.717660 + Penalty 430.677642 = -38867.040017 nChanged 193 SP:Iteration 2F (12.403375 sec): 3 clusters Score: Raw -39531.139259 + Penalty 468.751449 = -39062.387810 nChanged 64 SP:Iteration 3F (12.405360 sec): 3 clusters Score: Raw -39613.963023 + Penalty 617.318749 = -38996.644274 nChanged 20 SP:Iteration 4F (12.407323 sec): 3 clusters Score: Raw -39649.869451 + Penalty 624.386913 = -39025.482537 nChanged 1 SP:Iteration 5Q (12.408799 sec): 3 clusters Score: Raw -39653.021144 + Penalty 624.386913 = -39028.634231 nChanged 0 SP:Iteration 6F (12.410641 sec): 3 clusters Score: Raw -39653.021144 + Penalty 624.386913 = -39028.634231 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 6 (3909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.423355 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.430624 sec): 3 clusters Score: Raw -274833.712084 + Penalty 2527.367116 = -272306.344968 nChanged 1594 SP:Iteration 1F (12.437658 sec): 3 clusters Score: Raw -276045.891717 + Penalty 2531.705261 = -273514.186457 nChanged 474 SP:Iteration 2F (12.444698 sec): 3 clusters Score: Raw -276504.900902 + Penalty 2538.801545 = -273966.099357 nChanged 392 SP:Iteration 3F (12.451700 sec): 3 clusters Score: Raw -276813.146039 + Penalty 2547.275616 = -274265.870423 nChanged 279 SP:Iteration 4F (12.458770 sec): 3 clusters Score: Raw -276967.260704 + Penalty 2554.343961 = -274412.916743 nChanged 179 SP:Iteration 5Q (12.465622 sec): 3 clusters Score: Raw -277042.342132 + Penalty 2562.458099 = -274479.884033 nChanged 139 SP:Iteration 6Q (12.472461 sec): 3 clusters Score: Raw -277083.081894 + Penalty 2570.648852 = -274512.433042 nChanged 127 SP:Iteration 7Q (12.479250 sec): 3 clusters Score: Raw -277133.837490 + Penalty 2579.182142 = -274554.655347 nChanged 141 SP:Iteration 8Q (12.485754 sec): 3 clusters Score: Raw -277164.967440 + Penalty 2588.405212 = -274576.562228 nChanged 135 SP:Iteration 9Q (12.492047 sec): 3 clusters Score: Raw -277212.137006 + Penalty 2595.902062 = -274616.234943 nChanged 145 SP:Iteration 10F (12.499000 sec): 3 clusters Score: Raw -277324.722852 + Penalty 2599.865743 = -274724.857109 nChanged 125 SP:Iteration 11Q (12.504827 sec): 3 clusters Score: Raw -277482.047601 + Penalty 2576.468433 = -274905.579168 nChanged 43 SP:Iteration 12Q (12.510484 sec): 3 clusters Score: Raw -277526.936249 + Penalty 1262.871253 = -276264.064997 nChanged 3 SP:Iteration 13Q (12.515752 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 SP:Iteration 14F (12.520992 sec): 2 clusters Score: Raw -277529.976291 + Penalty 1262.871253 = -276267.105039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 7 (1586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.531302 sec): 2 clusters Score: Raw -102290.009565 + Penalty 908.537067 = -101381.472498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.534244 sec): 3 clusters Score: Raw -100903.609982 + Penalty 1822.454921 = -99081.155061 nChanged 609 SP:Iteration 1F (12.537130 sec): 3 clusters Score: Raw -101394.211075 + Penalty 1831.445740 = -99562.765336 nChanged 230 SP:Iteration 2F (12.540006 sec): 3 clusters Score: Raw -101642.478547 + Penalty 1850.118024 = -99792.360523 nChanged 178 SP:Iteration 3F (12.542885 sec): 3 clusters Score: Raw -101884.199197 + Penalty 1873.992230 = -100010.206967 nChanged 176 SP:Iteration 4F (12.545767 sec): 3 clusters Score: Raw -102110.009982 + Penalty 1931.534424 = -100178.475558 nChanged 122 SP:Iteration 5F (12.548641 sec): 3 clusters Score: Raw -102263.768597 + Penalty 2012.859950 = -100250.908648 nChanged 37 SP:Iteration 6Q (12.551112 sec): 3 clusters Score: Raw -102293.734212 + Penalty 1990.546129 = -100303.188083 nChanged 3 SP:Iteration 7Q (12.553503 sec): 3 clusters Score: Raw -102284.906201 + Penalty 908.537067 = -101376.369134 nChanged 2 SP:Iteration 8Q (12.555725 sec): 2 clusters Score: Raw -102290.009565 + Penalty 908.537067 = -101381.472498 nChanged 0 SP:Iteration 9F (12.557929 sec): 2 clusters Score: Raw -102290.009565 + Penalty 908.537067 = -101381.472498 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 8 (2318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.569586 sec): 2 clusters Score: Raw -140075.976003 + Penalty 888.328605 = -139187.647397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.574049 sec): 3 clusters Score: Raw -138323.472873 + Penalty 1808.023720 = -136515.449154 nChanged 975 SP:Iteration 1F (12.578419 sec): 3 clusters Score: Raw -139301.339638 + Penalty 1862.166642 = -137439.172996 nChanged 391 SP:Iteration 2F (12.582973 sec): 3 clusters Score: Raw -139810.970444 + Penalty 1900.050167 = -137910.920277 nChanged 230 SP:Iteration 3F (12.587151 sec): 3 clusters Score: Raw -140073.525724 + Penalty 1920.656816 = -138152.868908 nChanged 125 SP:Iteration 4F (12.591382 sec): 3 clusters Score: Raw -140157.140347 + Penalty 1926.482946 = -138230.657401 nChanged 67 SP:Iteration 5Q (12.595314 sec): 3 clusters Score: Raw -140173.038183 + Penalty 1932.767614 = -138240.270569 nChanged 35 SP:Iteration 6Q (12.599101 sec): 3 clusters Score: Raw -140180.543693 + Penalty 1938.165590 = -138242.378102 nChanged 32 SP:Iteration 7Q (12.603172 sec): 3 clusters Score: Raw -140176.825005 + Penalty 1941.054165 = -138235.770839 nChanged 24 SP:Iteration 8F (12.607590 sec): 3 clusters Score: Raw -140170.108167 + Penalty 1945.150222 = -138224.957946 nChanged 22 SP:Iteration 9F (12.611957 sec): 3 clusters Score: Raw -140164.182269 + Penalty 1950.616414 = -138213.565855 nChanged 24 SP:Iteration 10F (12.616116 sec): 3 clusters Score: Raw -140153.459451 + Penalty 1954.894386 = -138198.565065 nChanged 27 SP:Iteration 11F (12.620282 sec): 3 clusters Score: Raw -140142.400235 + Penalty 1959.898168 = -138182.502067 nChanged 27 SP:Iteration 12F (12.624472 sec): 3 clusters Score: Raw -140132.498589 + Penalty 1964.302064 = -138168.196526 nChanged 31 SP:Iteration 13F (12.628760 sec): 3 clusters Score: Raw -140120.057962 + Penalty 1969.640099 = -138150.417863 nChanged 31 SP:Iteration 14F (12.632954 sec): 3 clusters Score: Raw -140106.675135 + Penalty 1978.435697 = -138128.239437 nChanged 44 SP:Iteration 15F (12.637140 sec): 3 clusters Score: Raw -140103.527819 + Penalty 2000.422449 = -138103.105370 nChanged 54 SP:Iteration 16F (12.641423 sec): 3 clusters Score: Raw -140105.315769 + Penalty 1998.595586 = -138106.720183 nChanged 39 SP:Iteration 17Q (12.644894 sec): 3 clusters Score: Raw -140112.878772 + Penalty 2007.756036 = -138105.122737 nChanged 27 SP:Iteration 18F (12.649216 sec): 3 clusters Score: Raw -140105.754998 + Penalty 2007.642488 = -138098.112511 nChanged 14 SP:Iteration 19F (12.653719 sec): 3 clusters Score: Raw -140103.388120 + Penalty 2025.776948 = -138077.611172 nChanged 12 SP:Iteration 20F (12.657887 sec): 3 clusters Score: Raw -140116.379153 + Penalty 2002.470650 = -138113.908503 nChanged 6 SP:Iteration 21Q (12.661115 sec): 3 clusters Score: Raw -140122.961510 + Penalty 1991.595646 = -138131.365864 nChanged 1 SP:Iteration 22Q (12.664415 sec): 3 clusters Score: Raw -140123.158449 + Penalty 1991.595646 = -138131.562803 nChanged 0 SP:Iteration 23F (12.668647 sec): 3 clusters Score: Raw -140123.158449 + Penalty 1991.595646 = -138131.562803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 9 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.672405 sec): 2 clusters Score: Raw -3353.429357 + Penalty 51.703953 = -3301.725405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.672784 sec): 3 clusters Score: Raw -3319.428369 + Penalty 103.573780 = -3215.854589 nChanged 34 SP:Iteration 1F (12.673148 sec): 3 clusters Score: Raw -3346.641830 + Penalty 110.857800 = -3235.784030 nChanged 11 SP:Iteration 2F (12.673512 sec): 3 clusters Score: Raw -3359.269230 + Penalty 117.342254 = -3241.926976 nChanged 5 SP:Iteration 3F (12.673885 sec): 3 clusters Score: Raw -3363.149415 + Penalty 122.893395 = -3240.256020 nChanged 3 SP:Iteration 4F (12.674251 sec): 3 clusters Score: Raw -3366.169005 + Penalty 130.081650 = -3236.087355 nChanged 3 SP:Iteration 5F (12.674617 sec): 3 clusters Score: Raw -3369.800946 + Penalty 130.081650 = -3239.719296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 10 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.677043 sec): 2 clusters Score: Raw -21625.384828 + Penalty 461.366944 = -21164.017885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.678008 sec): 3 clusters Score: Raw -21342.815637 + Penalty 907.832191 = -20434.983447 nChanged 151 SP:Iteration 1F (12.678960 sec): 3 clusters Score: Raw -21580.825174 + Penalty 862.208567 = -20718.616607 nChanged 75 SP:Iteration 2F (12.679866 sec): 3 clusters Score: Raw -21700.496908 + Penalty 847.414067 = -20853.082842 nChanged 26 SP:Iteration 3F (12.680776 sec): 3 clusters Score: Raw -21707.718049 + Penalty 834.332759 = -20873.385290 nChanged 12 SP:Iteration 4Q (12.681662 sec): 3 clusters Score: Raw -21703.920180 + Penalty 832.512390 = -20871.407790 nChanged 3 SP:Iteration 5F (12.682584 sec): 3 clusters Score: Raw -21702.173185 + Penalty 835.731112 = -20866.442073 nChanged 3 SP:Iteration 6F (12.683508 sec): 3 clusters Score: Raw -21696.792682 + Penalty 829.030817 = -20867.761865 nChanged 2 SP:Iteration 7Q (12.684363 sec): 3 clusters Score: Raw -21695.078873 + Penalty 830.574998 = -20864.503874 nChanged 1 SP:Iteration 8F (12.685268 sec): 3 clusters Score: Raw -21694.517263 + Penalty 822.827715 = -20871.689549 nChanged 2 SP:Iteration 9Q (12.686115 sec): 3 clusters Score: Raw -21689.406853 + Penalty 816.227703 = -20873.179150 nChanged 2 SP:Iteration 10F (12.687035 sec): 3 clusters Score: Raw -21684.257242 + Penalty 806.853844 = -20877.403398 nChanged 3 SP:Iteration 11Q (12.687869 sec): 3 clusters Score: Raw -21676.609043 + Penalty 800.630234 = -20875.978808 nChanged 1 SP:Iteration 12F (12.688779 sec): 3 clusters Score: Raw -21673.724565 + Penalty 801.744451 = -20871.980114 nChanged 2 SP:Iteration 13F (12.689686 sec): 3 clusters Score: Raw -21669.677371 + Penalty 801.744451 = -20867.932920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 11 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.692979 sec): 2 clusters Score: Raw -29434.236929 + Penalty 364.999225 = -29069.237704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.694320 sec): 3 clusters Score: Raw -29044.690452 + Penalty 731.891001 = -28312.799451 nChanged 262 SP:Iteration 1F (12.695600 sec): 3 clusters Score: Raw -29214.581317 + Penalty 747.896771 = -28466.684546 nChanged 71 SP:Iteration 2F (12.696877 sec): 3 clusters Score: Raw -29267.464028 + Penalty 768.462244 = -28499.001784 nChanged 46 SP:Iteration 3F (12.698155 sec): 3 clusters Score: Raw -29306.803066 + Penalty 792.410852 = -28514.392214 nChanged 29 SP:Iteration 4Q (12.699450 sec): 3 clusters Score: Raw -29343.798467 + Penalty 818.061170 = -28525.737297 nChanged 33 SP:Iteration 5F (12.700732 sec): 3 clusters Score: Raw -29370.510053 + Penalty 845.020905 = -28525.489148 nChanged 27 SP:Iteration 6F (12.702008 sec): 3 clusters Score: Raw -29392.432387 + Penalty 861.866215 = -28530.566172 nChanged 21 SP:Iteration 7Q (12.703243 sec): 3 clusters Score: Raw -29405.128944 + Penalty 873.000823 = -28532.128122 nChanged 15 SP:Iteration 8Q (12.704484 sec): 3 clusters Score: Raw -29411.392111 + Penalty 886.066208 = -28525.325902 nChanged 10 SP:Iteration 9F (12.705765 sec): 3 clusters Score: Raw -29414.500974 + Penalty 895.619746 = -28518.881228 nChanged 7 SP:Iteration 10F (12.707039 sec): 3 clusters Score: Raw -29416.976810 + Penalty 910.963457 = -28506.013353 nChanged 10 SP:Iteration 11F (12.708314 sec): 3 clusters Score: Raw -29422.233919 + Penalty 927.170427 = -28495.063492 nChanged 11 SP:Iteration 12F (12.709650 sec): 3 clusters Score: Raw -29427.100691 + Penalty 945.943638 = -28481.157053 nChanged 11 SP:Iteration 13F (12.711001 sec): 3 clusters Score: Raw -29433.903846 + Penalty 976.801289 = -28457.102557 nChanged 17 SP:Iteration 14F (12.712353 sec): 3 clusters Score: Raw -29452.501061 + Penalty 998.195383 = -28454.305677 nChanged 14 SP:Iteration 15F (12.713694 sec): 3 clusters Score: Raw -29469.222658 + Penalty 1022.093430 = -28447.129228 nChanged 11 SP:Iteration 16F (12.715040 sec): 3 clusters Score: Raw -29483.742667 + Penalty 1033.048883 = -28450.693785 nChanged 5 SP:Iteration 17Q (12.716168 sec): 3 clusters Score: Raw -29488.109343 + Penalty 1038.592982 = -28449.516360 nChanged 1 SP:Iteration 18F (12.717466 sec): 3 clusters Score: Raw -29488.809779 + Penalty 1038.592982 = -28450.216796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 15 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.718792 sec): 2 clusters Score: Raw -2653.219086 + Penalty 249.315545 = -2403.903541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.719142 sec): 3 clusters Score: Raw -2660.772236 + Penalty 481.324624 = -2179.447613 nChanged 15 SP:Iteration 1F (12.719489 sec): 3 clusters Score: Raw -2686.881278 + Penalty 479.077786 = -2207.803492 nChanged 2 SP:Iteration 2Q (12.719820 sec): 3 clusters Score: Raw -2695.034752 + Penalty 480.723289 = -2214.311463 nChanged 1 SP:Iteration 3Q (12.720149 sec): 3 clusters Score: Raw -2700.867103 + Penalty 483.647709 = -2217.219394 nChanged 2 SP:Iteration 4Q (12.720481 sec): 3 clusters Score: Raw -2708.668341 + Penalty 488.137503 = -2220.530838 nChanged 1 SP:Iteration 5Q (12.720807 sec): 3 clusters Score: Raw -2709.885413 + Penalty 488.137503 = -2221.747910 nChanged 0 SP:Iteration 6F (12.721145 sec): 3 clusters Score: Raw -2709.885413 + Penalty 488.137503 = -2221.747910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 60 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.722885 sec): 2 clusters Score: Raw -14397.030042 + Penalty 379.094107 = -14017.935935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.723706 sec): 3 clusters Score: Raw -14095.496429 + Penalty 821.442890 = -13274.053539 nChanged 119 SP:Iteration 1F (12.724514 sec): 3 clusters Score: Raw -14349.034603 + Penalty 906.426459 = -13442.608144 nChanged 53 SP:Iteration 2F (12.725313 sec): 3 clusters Score: Raw -14482.836998 + Penalty 956.870220 = -13525.966778 nChanged 18 SP:Iteration 3F (12.726136 sec): 3 clusters Score: Raw -14548.794005 + Penalty 977.288103 = -13571.505903 nChanged 7 SP:Iteration 4Q (12.726852 sec): 3 clusters Score: Raw -14563.623342 + Penalty 1011.826479 = -13551.796863 nChanged 5 SP:Iteration 5F (12.727654 sec): 3 clusters Score: Raw -14578.467065 + Penalty 1014.835972 = -13563.631093 nChanged 1 SP:Iteration 6Q (12.728319 sec): 3 clusters Score: Raw -14578.263898 + Penalty 1014.835972 = -13563.427926 nChanged 0 SP:Iteration 7F (12.729124 sec): 3 clusters Score: Raw -14578.263898 + Penalty 1014.835972 = -13563.427926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.16 GB. Trying to split cluster 91 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.730416 sec): 2 clusters Score: Raw -5880.906857 + Penalty 533.672964 = -5347.233894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.730875 sec): 3 clusters Score: Raw -5879.466161 + Penalty 1081.239900 = -4798.226260 nChanged 25 SP:Iteration 1F (12.731327 sec): 3 clusters Score: Raw -5934.473892 + Penalty 1090.784323 = -4843.689569 nChanged 14 SP:Iteration 2F (12.731777 sec): 3 clusters Score: Raw -5984.977423 + Penalty 1111.600516 = -4873.376907 nChanged 11 SP:Iteration 3F (12.732226 sec): 3 clusters Score: Raw -6031.304111 + Penalty 1110.020331 = -4921.283780 nChanged 1 SP:Iteration 4Q (12.732642 sec): 3 clusters Score: Raw -6033.256199 + Penalty 1111.659762 = -4921.596437 nChanged 1 SP:Iteration 5Q (12.733058 sec): 3 clusters Score: Raw -6035.028942 + Penalty 1114.087243 = -4920.941698 nChanged 1 SP:Iteration 6F (12.733508 sec): 3 clusters Score: Raw -6035.801540 + Penalty 1114.087243 = -4921.714297 nChanged 0 Time taken for this iteration:12.262135 seconds. 300->15 Clusters: Score -943860.167055, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 87 (time per iteration =146.607471 ms) Total iterations: 870 (time per iteration =14.660747 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1634353750.000000 (time per metric unit =7.804216ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 40858843750.000000 (time per metric unit=312.168648ps) That took 12.754850 seconds.