FileBase PeterP-2013-09-03_dataset1 ElecNo 18 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 0.30 and 0.46 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 33196 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 33196 points ------ Starting initial clusters from distinct float masks Not enough masks (251) to generate starting clusters (300), so starting with (252) clusters instead. Assigned 252 initial classes from 251 unique masks. Deleting Class 59 (4 points): Lose 15.184742 but Gain 1593.506411 Iteration 0F (4.873911 sec): 251 clusters Score: Raw -2704741.424390 + Penalty 279483.923898 = -2425257.500493 nChanged 13887 Deleting Class 117 (5 points): Lose 31.209591 but Gain 1566.308332 Iteration 1F (8.624992 sec): 243 clusters Score: Raw -2740993.622829 + Penalty 261090.375860 = -2479903.246969 nChanged 5213 Deleting Class 197 (6 points): Lose 30.404618 but Gain 1557.854721 Iteration 2F (12.148796 sec): 232 clusters Score: Raw -2749410.208002 + Penalty 253174.877131 = -2496235.330871 nChanged 3563 Deleting Class 35 (7 points): Lose 51.287852 but Gain 1565.337565 Iteration 3F (15.563194 sec): 226 clusters Score: Raw -2753599.318768 + Penalty 247879.477440 = -2505719.841327 nChanged 2965 Deleting Class 235 (2 points): Lose 4.015585 but Gain 1514.544760 Iteration 4F (18.920747 sec): 221 clusters Score: Raw -2756781.885351 + Penalty 243444.580104 = -2513337.305248 nChanged 2364 Deleting Class 156 (3 points): Lose 7.595243 but Gain 1493.861577 Iteration 5F (22.228142 sec): 218 clusters Score: Raw -2759014.255282 + Penalty 233115.051184 = -2525899.204099 nChanged 1734 Deleting Class 230 (10 points): Lose 79.910576 but Gain 1550.486483 Iteration 6F (25.402376 sec): 209 clusters Score: Raw -2760443.263494 + Penalty 230568.300397 = -2529874.963097 nChanged 1140 Deleting Class 118 (18 points): Lose 103.306794 but Gain 1569.081116 Iteration 7Q (25.795610 sec): 207 clusters Score: Raw -2761220.434020 + Penalty 228743.184518 = -2532477.249502 nChanged 796 Deleting Class 149 (15 points): Lose 78.487865 but Gain 1541.644984 Iteration 8Q (26.151536 sec): 206 clusters Score: Raw -2761699.773577 + Penalty 227243.451212 = -2534456.322365 nChanged 546 Deleting Class 183 (2 points): Lose 2.189054 but Gain 1446.857555 Iteration 9Q (26.460799 sec): 205 clusters Score: Raw -2762057.493666 + Penalty 224563.492264 = -2537494.001401 nChanged 374 Deleting Class 228 (6 points): Lose 24.647971 but Gain 1458.189769 Iteration 10F (29.500945 sec): 203 clusters Score: Raw -2762250.754504 + Penalty 223199.442774 = -2539051.311730 nChanged 288 Deleting Class 103 (41 points): Lose 178.168088 but Gain 1609.558336 Iteration 11Q (29.771219 sec): 202 clusters Score: Raw -2762249.227026 + Penalty 221595.913206 = -2540653.313821 nChanged 299 Deleting Class 214 (8 points): Lose 57.384672 but Gain 1483.676602 Iteration 12Q (30.039576 sec): 201 clusters Score: Raw -2762403.426052 + Penalty 218789.087852 = -2543614.338200 nChanged 246 Deleting Class 241 (4 points): Lose 122.768861 but Gain 1546.327648 Iteration 13Q (30.296922 sec): 199 clusters Score: Raw -2762484.958213 + Penalty 217171.183306 = -2545313.774908 nChanged 221 Deleting Class 166 (10 points): Lose 56.799817 but Gain 1469.770684 Iteration 14Q (30.548110 sec): 197 clusters Score: Raw -2762609.668928 + Penalty 215675.497579 = -2546934.171348 nChanged 148 Deleting Class 82 (19 points): Lose 255.552241 but Gain 1668.256347 Iteration 15Q (30.791367 sec): 195 clusters Score: Raw -2762460.845071 + Penalty 214128.965441 = -2548331.879631 nChanged 145 Deleting Class 185 (6 points): Lose 40.114925 but Gain 1452.667331 Iteration 16Q (31.030667 sec): 194 clusters Score: Raw -2762578.700707 + Penalty 212687.894723 = -2549890.805984 nChanged 137 Deleting Class 29 (20 points): Lose 203.282861 but Gain 1608.645963 Iteration 17Q (31.270147 sec): 193 clusters Score: Raw -2762500.477476 + Penalty 211269.193260 = -2551231.284216 nChanged 152 Deleting Class 146 (4 points): Lose 22.092492 but Gain 1426.753771 Iteration 18Q (31.507876 sec): 192 clusters Score: Raw -2762665.012743 + Penalty 208877.462920 = -2553787.549823 nChanged 143 Deleting Class 220 (6 points): Lose 38.976786 but Gain 1435.155270 Iteration 19Q (31.742454 sec): 190 clusters Score: Raw -2762738.696875 + Penalty 207498.113487 = -2555240.583388 nChanged 133 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2762738.696875 + Penalty 207498.113487 = -2555240.583388Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.860629 sec): 2 clusters Score: Raw -78796.456270 + Penalty 107.719922 = -78688.736348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.862572 sec): 3 clusters Score: Raw -78200.452589 + Penalty 219.942707 = -77980.509882 nChanged 419 SP:Iteration 1F (31.864456 sec): 3 clusters Score: Raw -78466.595563 + Penalty 221.500455 = -78245.095108 nChanged 122 SP:Iteration 2F (31.866263 sec): 3 clusters Score: Raw -78594.422696 + Penalty 241.348889 = -78353.073807 nChanged 121 SP:Iteration 3F (31.868065 sec): 3 clusters Score: Raw -78751.560788 + Penalty 107.719922 = -78643.840866 nChanged 38 SP:Iteration 4Q (31.869503 sec): 2 clusters Score: Raw -78796.456270 + Penalty 107.719922 = -78688.736348 nChanged 0 SP:Iteration 5F (31.870937 sec): 2 clusters Score: Raw -78796.456270 + Penalty 107.719922 = -78688.736348 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (18919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.956334 sec): 2 clusters Score: Raw -1535819.877907 + Penalty 282.440951 = -1535537.436957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.992187 sec): 3 clusters Score: Raw -1522892.745493 + Penalty 479.949052 = -1522412.796440 nChanged 9151 SP:Iteration 1F (32.027127 sec): 3 clusters Score: Raw -1529857.160746 + Penalty 510.393340 = -1529346.767406 nChanged 4330 SP:Iteration 2F (32.062141 sec): 3 clusters Score: Raw -1535522.967087 + Penalty 718.726545 = -1534804.240542 nChanged 271 SP:Iteration 3Q (32.098293 sec): 3 clusters Score: Raw -1535818.597083 + Penalty 799.487728 = -1535019.109355 nChanged 8 SP:Iteration 4Q (32.130564 sec): 3 clusters Score: Raw -1535829.732262 + Penalty 846.625341 = -1534983.106921 nChanged 2 SP:Iteration 5F (32.166217 sec): 3 clusters Score: Raw -1535833.553964 + Penalty 846.625341 = -1534986.928623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.176787 sec): 2 clusters Score: Raw -5295.084632 + Penalty 389.460398 = -4905.624234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.177107 sec): 3 clusters Score: Raw -5271.384493 + Penalty 781.896827 = -4489.487666 nChanged 5 SP:Iteration 1F (32.177424 sec): 3 clusters Score: Raw -5275.938089 + Penalty 784.028860 = -4491.909229 nChanged 2 SP:Iteration 2Q (32.177773 sec): 3 clusters Score: Raw -5277.309689 + Penalty 790.584194 = -4486.725495 nChanged 2 SP:Iteration 3F (32.178086 sec): 3 clusters Score: Raw -5278.836134 + Penalty 804.393043 = -4474.443090 nChanged 3 SP:Iteration 4F (32.178398 sec): 3 clusters Score: Raw -5282.419453 + Penalty 812.452581 = -4469.966872 nChanged 2 SP:Iteration 5F (32.178706 sec): 3 clusters Score: Raw -5283.761507 + Penalty 812.452581 = -4471.308926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.179261 sec): 2 clusters Score: Raw -2359.418110 + Penalty 68.649695 = -2290.768415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.179539 sec): 3 clusters Score: Raw -2397.987595 + Penalty 143.995410 = -2253.992186 nChanged 11 SP:Iteration 1F (32.179812 sec): 3 clusters Score: Raw -2422.134500 + Penalty 158.288444 = -2263.846056 nChanged 3 SP:Iteration 2F (32.180083 sec): 3 clusters Score: Raw -2431.519514 + Penalty 174.542559 = -2256.976955 nChanged 2 SP:Iteration 3F (32.180355 sec): 3 clusters Score: Raw -2437.186972 + Penalty 185.887064 = -2251.299909 nChanged 1 SP:Iteration 4F (32.180626 sec): 3 clusters Score: Raw -2439.275250 + Penalty 185.887064 = -2253.388186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.181153 sec): 2 clusters Score: Raw -1843.026052 + Penalty 140.407849 = -1702.618203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.181404 sec): 3 clusters Score: Raw -1843.656575 + Penalty 275.685134 = -1567.971441 nChanged 2 SP:Iteration 1F (32.181651 sec): 3 clusters Score: Raw -1850.308045 + Penalty 273.929912 = -1576.378133 nChanged 1 SP:Iteration 2Q (32.181897 sec): 3 clusters Score: Raw -1852.004327 + Penalty 273.929912 = -1578.074415 nChanged 0 SP:Iteration 3F (32.182145 sec): 3 clusters Score: Raw -1852.004327 + Penalty 273.929912 = -1578.074415 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.184819 sec): 2 clusters Score: Raw -66365.023962 + Penalty 638.566759 = -65726.457202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.186276 sec): 3 clusters Score: Raw -66050.951301 + Penalty 1277.748435 = -64773.202866 nChanged 231 SP:Iteration 1F (32.187741 sec): 3 clusters Score: Raw -66188.404639 + Penalty 1278.187596 = -64910.217043 nChanged 47 SP:Iteration 2F (32.189189 sec): 3 clusters Score: Raw -66211.820729 + Penalty 1278.417552 = -64933.403176 nChanged 28 SP:Iteration 3Q (32.190630 sec): 3 clusters Score: Raw -66227.399273 + Penalty 1279.944716 = -64947.454557 nChanged 31 SP:Iteration 4Q (32.192084 sec): 3 clusters Score: Raw -66252.600755 + Penalty 1283.122765 = -64969.477989 nChanged 39 SP:Iteration 5F (32.193640 sec): 3 clusters Score: Raw -66283.216034 + Penalty 1285.888029 = -64997.328004 nChanged 28 SP:Iteration 6Q (32.195172 sec): 3 clusters Score: Raw -66303.852134 + Penalty 1286.512829 = -65017.339306 nChanged 23 SP:Iteration 7Q (32.196658 sec): 3 clusters Score: Raw -66322.905984 + Penalty 1288.477614 = -65034.428370 nChanged 25 SP:Iteration 8Q (32.198080 sec): 3 clusters Score: Raw -66342.441612 + Penalty 1291.293817 = -65051.147795 nChanged 21 SP:Iteration 9Q (32.199533 sec): 3 clusters Score: Raw -66355.004331 + Penalty 1292.434082 = -65062.570249 nChanged 16 SP:Iteration 10F (32.200999 sec): 3 clusters Score: Raw -66363.798942 + Penalty 1294.520677 = -65069.278265 nChanged 9 SP:Iteration 11Q (32.202443 sec): 3 clusters Score: Raw -66369.303287 + Penalty 1295.961995 = -65073.341292 nChanged 10 SP:Iteration 12Q (32.203903 sec): 3 clusters Score: Raw -66374.690270 + Penalty 1295.121236 = -65079.569035 nChanged 5 SP:Iteration 13Q (32.205420 sec): 3 clusters Score: Raw -66377.511764 + Penalty 1294.730265 = -65082.781499 nChanged 3 SP:Iteration 14Q (32.206893 sec): 3 clusters Score: Raw -66378.090826 + Penalty 1294.684034 = -65083.406792 nChanged 1 SP:Iteration 15Q (32.208305 sec): 3 clusters Score: Raw -66378.385716 + Penalty 1294.445445 = -65083.940272 nChanged 1 SP:Iteration 16Q (32.209757 sec): 3 clusters Score: Raw -66378.515226 + Penalty 1294.445445 = -65084.069781 nChanged 0 SP:Iteration 17F (32.211318 sec): 3 clusters Score: Raw -66378.515226 + Penalty 1294.445445 = -65084.069781 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.213960 sec): 2 clusters Score: Raw -69141.243357 + Penalty 615.748982 = -68525.494375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.215521 sec): 3 clusters Score: Raw -68726.835825 + Penalty 1236.732016 = -67490.103809 nChanged 267 SP:Iteration 1F (32.217043 sec): 3 clusters Score: Raw -68914.610711 + Penalty 1243.803875 = -67670.806836 nChanged 90 SP:Iteration 2F (32.218559 sec): 3 clusters Score: Raw -68985.021931 + Penalty 1254.820187 = -67730.201744 nChanged 52 SP:Iteration 3F (32.220052 sec): 3 clusters Score: Raw -69030.943281 + Penalty 1262.986717 = -67767.956564 nChanged 39 SP:Iteration 4F (32.221547 sec): 3 clusters Score: Raw -69063.715795 + Penalty 1269.632276 = -67794.083519 nChanged 23 SP:Iteration 5Q (32.223033 sec): 3 clusters Score: Raw -69078.053053 + Penalty 1274.568093 = -67803.484960 nChanged 17 SP:Iteration 6Q (32.224572 sec): 3 clusters Score: Raw -69087.249649 + Penalty 1278.589201 = -67808.660449 nChanged 11 SP:Iteration 7Q (32.226184 sec): 3 clusters Score: Raw -69093.588622 + Penalty 1283.659220 = -67809.929402 nChanged 9 SP:Iteration 8Q (32.227902 sec): 3 clusters Score: Raw -69097.285412 + Penalty 1290.667777 = -67806.617635 nChanged 10 SP:Iteration 9F (32.229649 sec): 3 clusters Score: Raw -69101.411432 + Penalty 1297.457073 = -67803.954359 nChanged 11 SP:Iteration 10F (32.231295 sec): 3 clusters Score: Raw -69107.613414 + Penalty 1306.157661 = -67801.455753 nChanged 15 SP:Iteration 11F (32.232925 sec): 3 clusters Score: Raw -69116.420596 + Penalty 1314.351952 = -67802.068644 nChanged 12 SP:Iteration 12Q (32.234498 sec): 3 clusters Score: Raw -69123.142630 + Penalty 1322.133708 = -67801.008922 nChanged 9 SP:Iteration 13F (32.236176 sec): 3 clusters Score: Raw -69128.549764 + Penalty 1329.497985 = -67799.051779 nChanged 10 SP:Iteration 14F (32.237842 sec): 3 clusters Score: Raw -69135.688959 + Penalty 1335.271401 = -67800.417558 nChanged 8 SP:Iteration 15Q (32.239398 sec): 3 clusters Score: Raw -69141.832998 + Penalty 1340.130308 = -67801.702691 nChanged 5 SP:Iteration 16Q (32.240957 sec): 3 clusters Score: Raw -69144.517440 + Penalty 1341.642360 = -67802.875080 nChanged 2 SP:Iteration 17Q (32.242549 sec): 3 clusters Score: Raw -69144.817281 + Penalty 1342.799267 = -67802.018013 nChanged 1 SP:Iteration 18F (32.244244 sec): 3 clusters Score: Raw -69145.086089 + Penalty 1342.799267 = -67802.286822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.246591 sec): 2 clusters Score: Raw -32605.203874 + Penalty 427.066435 = -32178.137439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.247453 sec): 3 clusters Score: Raw -32428.682105 + Penalty 855.362824 = -31573.319282 nChanged 110 SP:Iteration 1F (32.248295 sec): 3 clusters Score: Raw -32529.501050 + Penalty 857.997058 = -31671.503992 nChanged 34 SP:Iteration 2F (32.249133 sec): 3 clusters Score: Raw -32562.567261 + Penalty 857.342538 = -31705.224723 nChanged 18 SP:Iteration 3Q (32.249964 sec): 3 clusters Score: Raw -32573.592093 + Penalty 858.665752 = -31714.926341 nChanged 8 SP:Iteration 4Q (32.250794 sec): 3 clusters Score: Raw -32579.202842 + Penalty 858.900168 = -31720.302674 nChanged 8 SP:Iteration 5Q (32.251658 sec): 3 clusters Score: Raw -32585.412120 + Penalty 858.162672 = -31727.249448 nChanged 8 SP:Iteration 6Q (32.252488 sec): 3 clusters Score: Raw -32590.669128 + Penalty 858.207174 = -31732.461954 nChanged 5 SP:Iteration 7Q (32.253317 sec): 3 clusters Score: Raw -32592.543783 + Penalty 857.969955 = -31734.573828 nChanged 1 SP:Iteration 8Q (32.254146 sec): 3 clusters Score: Raw -32592.608079 + Penalty 856.960071 = -31735.648008 nChanged 2 SP:Iteration 9Q (32.254979 sec): 3 clusters Score: Raw -32593.355702 + Penalty 855.105542 = -31738.250160 nChanged 3 SP:Iteration 10F (32.255815 sec): 3 clusters Score: Raw -32593.824463 + Penalty 855.009024 = -31738.815439 nChanged 3 SP:Iteration 11Q (32.256645 sec): 3 clusters Score: Raw -32594.988017 + Penalty 855.315684 = -31739.672334 nChanged 2 SP:Iteration 12Q (32.257475 sec): 3 clusters Score: Raw -32596.119315 + Penalty 855.315684 = -31740.803632 nChanged 0 SP:Iteration 13F (32.258387 sec): 3 clusters Score: Raw -32596.119315 + Penalty 855.315684 = -31740.803632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.260433 sec): 2 clusters Score: Raw -25295.648576 + Penalty 914.958003 = -24380.690572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.261184 sec): 3 clusters Score: Raw -25315.442909 + Penalty 1829.847594 = -23485.595316 nChanged 56 SP:Iteration 1F (32.261922 sec): 3 clusters Score: Raw -25457.940210 + Penalty 1829.937760 = -23628.002450 nChanged 14 SP:Iteration 2Q (32.262603 sec): 3 clusters Score: Raw -25490.284456 + Penalty 1829.903766 = -23660.380690 nChanged 6 SP:Iteration 3Q (32.263316 sec): 3 clusters Score: Raw -25507.232869 + Penalty 1829.917531 = -23677.315338 nChanged 3 SP:Iteration 4Q (32.264001 sec): 3 clusters Score: Raw -25512.640493 + Penalty 1829.917907 = -23682.722586 nChanged 1 SP:Iteration 5Q (32.264686 sec): 3 clusters Score: Raw -25513.772141 + Penalty 1829.917907 = -23683.854234 nChanged 0 SP:Iteration 6F (32.265426 sec): 3 clusters Score: Raw -25513.772141 + Penalty 1829.917907 = -23683.854234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.271610 sec): 2 clusters Score: Raw -115992.888775 + Penalty 1125.738496 = -114867.150279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.273933 sec): 3 clusters Score: Raw -115524.988623 + Penalty 2252.899564 = -113272.089059 nChanged 369 SP:Iteration 1F (32.276203 sec): 3 clusters Score: Raw -115854.534101 + Penalty 2254.219838 = -113600.314263 nChanged 112 SP:Iteration 2F (32.278495 sec): 3 clusters Score: Raw -116013.476959 + Penalty 2254.596524 = -113758.880436 nChanged 79 SP:Iteration 3F (32.280783 sec): 3 clusters Score: Raw -116117.222420 + Penalty 2254.451864 = -113862.770555 nChanged 41 SP:Iteration 4Q (32.282984 sec): 3 clusters Score: Raw -116166.130950 + Penalty 2254.304155 = -113911.826795 nChanged 35 SP:Iteration 5Q (32.285159 sec): 3 clusters Score: Raw -116213.721571 + Penalty 2253.976422 = -113959.745148 nChanged 32 SP:Iteration 6Q (32.287315 sec): 3 clusters Score: Raw -116249.608055 + Penalty 2253.108037 = -113996.500018 nChanged 25 SP:Iteration 7Q (32.289448 sec): 3 clusters Score: Raw -116286.036807 + Penalty 2252.594087 = -114033.442721 nChanged 28 SP:Iteration 8Q (32.291571 sec): 3 clusters Score: Raw -116331.864790 + Penalty 2252.206218 = -114079.658572 nChanged 27 SP:Iteration 9Q (32.293879 sec): 3 clusters Score: Raw -116367.546175 + Penalty 2251.869745 = -114115.676430 nChanged 23 SP:Iteration 10F (32.296325 sec): 3 clusters Score: Raw -116397.647329 + Penalty 2251.594531 = -114146.052798 nChanged 20 SP:Iteration 11Q (32.298395 sec): 3 clusters Score: Raw -116429.264258 + Penalty 2251.502660 = -114177.761598 nChanged 21 SP:Iteration 12Q (32.300444 sec): 3 clusters Score: Raw -116461.308264 + Penalty 2251.544515 = -114209.763749 nChanged 26 SP:Iteration 13Q (32.302564 sec): 3 clusters Score: Raw -116495.869373 + Penalty 2251.409244 = -114244.460130 nChanged 22 SP:Iteration 14Q (32.304604 sec): 3 clusters Score: Raw -116524.799552 + Penalty 2251.419943 = -114273.379609 nChanged 14 SP:Iteration 15Q (32.306657 sec): 3 clusters Score: Raw -116542.924529 + Penalty 2251.441763 = -114291.482766 nChanged 16 SP:Iteration 16Q (32.308697 sec): 3 clusters Score: Raw -116560.173208 + Penalty 2251.479415 = -114308.693793 nChanged 7 SP:Iteration 17Q (32.310706 sec): 3 clusters Score: Raw -116566.214130 + Penalty 2251.458327 = -114314.755802 nChanged 5 SP:Iteration 18Q (32.312707 sec): 3 clusters Score: Raw -116570.325868 + Penalty 2251.471534 = -114318.854334 nChanged 3 SP:Iteration 19Q (32.314683 sec): 3 clusters Score: Raw -116573.227292 + Penalty 2251.496314 = -114321.730978 nChanged 3 SP:Iteration 20F (32.316918 sec): 3 clusters Score: Raw -116580.297758 + Penalty 2251.499222 = -114328.798536 nChanged 6 SP:Iteration 21Q (32.318892 sec): 3 clusters Score: Raw -116585.424785 + Penalty 2251.525758 = -114333.899027 nChanged 4 SP:Iteration 22Q (32.320863 sec): 3 clusters Score: Raw -116587.984169 + Penalty 2251.525253 = -114336.458916 nChanged 2 SP:Iteration 23Q (32.322830 sec): 3 clusters Score: Raw -116588.733465 + Penalty 2251.527205 = -114337.206260 nChanged 1 SP:Iteration 24Q (32.324894 sec): 3 clusters Score: Raw -116589.529236 + Penalty 2251.542645 = -114337.986591 nChanged 3 SP:Iteration 25Q (32.327079 sec): 3 clusters Score: Raw -116591.182581 + Penalty 2251.551549 = -114339.631032 nChanged 2 SP:Iteration 26Q (32.329320 sec): 3 clusters Score: Raw -116592.174379 + Penalty 2251.557245 = -114340.617133 nChanged 2 SP:Iteration 27Q (32.331493 sec): 3 clusters Score: Raw -116593.331570 + Penalty 2251.530274 = -114341.801296 nChanged 1 SP:Iteration 28Q (32.333625 sec): 3 clusters Score: Raw -116593.653579 + Penalty 2251.530274 = -114342.123305 nChanged 0 SP:Iteration 29F (32.336060 sec): 3 clusters Score: Raw -116593.653579 + Penalty 2251.530274 = -114342.123305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.343802 sec): 2 clusters Score: Raw -5549.074085 + Penalty 612.435850 = -4936.638235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.344143 sec): 3 clusters Score: Raw -5606.998277 + Penalty 1225.971860 = -4381.026417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 15 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.344677 sec): 2 clusters Score: Raw -670.672772 + Penalty 260.043902 = -410.628870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.344900 sec): 3 clusters Score: Raw -657.274619 + Penalty 475.660695 = -181.613925 nChanged 1 SP:Iteration 1F (32.345117 sec): 3 clusters Score: Raw -663.151861 + Penalty 260.043902 = -403.107959 nChanged 1 SP:Iteration 2F (32.345316 sec): 2 clusters Score: Raw -670.672772 + Penalty 260.043902 = -410.628870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.346574 sec): 2 clusters Score: Raw -25732.307942 + Penalty 691.424480 = -25040.883462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.347277 sec): 3 clusters Score: Raw -25616.149270 + Penalty 1379.768149 = -24236.381121 nChanged 57 SP:Iteration 1F (32.347969 sec): 3 clusters Score: Raw -25669.147344 + Penalty 1377.553964 = -24291.593381 nChanged 23 SP:Iteration 2F (32.348637 sec): 3 clusters Score: Raw -25699.181578 + Penalty 1378.457921 = -24320.723656 nChanged 18 SP:Iteration 3F (32.349304 sec): 3 clusters Score: Raw -25716.805347 + Penalty 1378.907298 = -24337.898048 nChanged 15 SP:Iteration 4F (32.349972 sec): 3 clusters Score: Raw -25743.201086 + Penalty 1376.144701 = -24367.056385 nChanged 11 SP:Iteration 5Q (32.350664 sec): 3 clusters Score: Raw -25757.409136 + Penalty 1374.420719 = -24382.988417 nChanged 11 SP:Iteration 6Q (32.351317 sec): 3 clusters Score: Raw -25770.869025 + Penalty 1373.707298 = -24397.161728 nChanged 12 SP:Iteration 7Q (32.351961 sec): 3 clusters Score: Raw -25781.745569 + Penalty 1373.470272 = -24408.275297 nChanged 4 SP:Iteration 8Q (32.352600 sec): 3 clusters Score: Raw -25787.209646 + Penalty 1372.835626 = -24414.374020 nChanged 2 SP:Iteration 9Q (32.353234 sec): 3 clusters Score: Raw -25791.931012 + Penalty 1372.835626 = -24419.095385 nChanged 0 SP:Iteration 10F (32.353901 sec): 3 clusters Score: Raw -25791.931012 + Penalty 1372.835626 = -24419.095385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.354495 sec): 2 clusters Score: Raw -4204.321404 + Penalty 563.913999 = -3640.407405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.354805 sec): 3 clusters Score: Raw -4240.437318 + Penalty 1128.791050 = -3111.646268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.355771 sec): 2 clusters Score: Raw -17832.375573 + Penalty 700.528653 = -17131.846919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.356334 sec): 3 clusters Score: Raw -17802.792781 + Penalty 1401.794842 = -16400.997939 nChanged 26 SP:Iteration 1F (32.356888 sec): 3 clusters Score: Raw -17842.657919 + Penalty 1403.264133 = -16439.393786 nChanged 5 SP:Iteration 2Q (32.357432 sec): 3 clusters Score: Raw -17849.991253 + Penalty 1404.326349 = -16445.664904 nChanged 4 SP:Iteration 3Q (32.357977 sec): 3 clusters Score: Raw -17856.132589 + Penalty 1405.406193 = -16450.726396 nChanged 3 SP:Iteration 4Q (32.358521 sec): 3 clusters Score: Raw -17864.660295 + Penalty 1406.474701 = -16458.185594 nChanged 2 SP:Iteration 5Q (32.359066 sec): 3 clusters Score: Raw -17868.614592 + Penalty 1407.752819 = -16460.861773 nChanged 2 SP:Iteration 6Q (32.359608 sec): 3 clusters Score: Raw -17878.350226 + Penalty 1409.779338 = -16468.570888 nChanged 5 SP:Iteration 7Q (32.360147 sec): 3 clusters Score: Raw -17896.080188 + Penalty 1413.492974 = -16482.587214 nChanged 5 SP:Iteration 8Q (32.360681 sec): 3 clusters Score: Raw -17906.267931 + Penalty 1414.938177 = -16491.329754 nChanged 2 SP:Iteration 9Q (32.361209 sec): 3 clusters Score: Raw -17907.859673 + Penalty 1414.761935 = -16493.097737 nChanged 1 SP:Iteration 10F (32.361764 sec): 3 clusters Score: Raw -17913.872407 + Penalty 1415.190961 = -16498.681446 nChanged 3 SP:Iteration 11Q (32.362294 sec): 3 clusters Score: Raw -17916.604341 + Penalty 1415.190961 = -16501.413380 nChanged 0 SP:Iteration 12F (32.362848 sec): 3 clusters Score: Raw -17916.604341 + Penalty 1415.190961 = -16501.413380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 19 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.363339 sec): 2 clusters Score: Raw -690.718189 + Penalty 172.887433 = -517.830756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.363562 sec): 3 clusters Score: Raw -687.084466 + Penalty 312.567580 = -374.516886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 20 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.364502 sec): 2 clusters Score: Raw -10445.273812 + Penalty 702.635613 = -9742.638199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.364905 sec): 3 clusters Score: Raw -10458.082452 + Penalty 1409.408209 = -9048.674243 nChanged 7 SP:Iteration 1F (32.365301 sec): 3 clusters Score: Raw -10476.569108 + Penalty 1410.869321 = -9065.699787 nChanged 3 SP:Iteration 2Q (32.365693 sec): 3 clusters Score: Raw -10484.264020 + Penalty 1412.170666 = -9072.093354 nChanged 2 SP:Iteration 3Q (32.366112 sec): 3 clusters Score: Raw -10491.053111 + Penalty 1412.170666 = -9078.882445 nChanged 0 SP:Iteration 4F (32.366512 sec): 3 clusters Score: Raw -10491.053111 + Penalty 1412.170666 = -9078.882445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.369217 sec): 2 clusters Score: Raw -42468.098913 + Penalty 841.847909 = -41626.251003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.370247 sec): 3 clusters Score: Raw -42338.253180 + Penalty 1684.784124 = -40653.469056 nChanged 121 SP:Iteration 1F (32.371245 sec): 3 clusters Score: Raw -42463.894109 + Penalty 1684.717078 = -40779.177030 nChanged 26 SP:Iteration 2F (32.372213 sec): 3 clusters Score: Raw -42499.869395 + Penalty 1684.775321 = -40815.094074 nChanged 14 SP:Iteration 3Q (32.373162 sec): 3 clusters Score: Raw -42515.747185 + Penalty 1684.719415 = -40831.027770 nChanged 8 SP:Iteration 4Q (32.374104 sec): 3 clusters Score: Raw -42522.599411 + Penalty 1685.015511 = -40837.583900 nChanged 4 SP:Iteration 5Q (32.375046 sec): 3 clusters Score: Raw -42526.340215 + Penalty 1685.162524 = -40841.177691 nChanged 3 SP:Iteration 6Q (32.376010 sec): 3 clusters Score: Raw -42527.579044 + Penalty 1685.359799 = -40842.219245 nChanged 3 SP:Iteration 7Q (32.376952 sec): 3 clusters Score: Raw -42529.621204 + Penalty 1685.628535 = -40843.992669 nChanged 2 SP:Iteration 8Q (32.377892 sec): 3 clusters Score: Raw -42530.521822 + Penalty 1685.600567 = -40844.921255 nChanged 1 SP:Iteration 9Q (32.378832 sec): 3 clusters Score: Raw -42531.914049 + Penalty 1685.770232 = -40846.143818 nChanged 3 SP:Iteration 10F (32.379797 sec): 3 clusters Score: Raw -42533.353995 + Penalty 1686.274622 = -40847.079373 nChanged 2 SP:Iteration 11Q (32.380739 sec): 3 clusters Score: Raw -42535.710037 + Penalty 1686.274622 = -40849.435415 nChanged 0 SP:Iteration 12F (32.381705 sec): 3 clusters Score: Raw -42535.710037 + Penalty 1686.274622 = -40849.435415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.383410 sec): 2 clusters Score: Raw -25980.937277 + Penalty 816.349195 = -25164.588082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.384113 sec): 3 clusters Score: Raw -25952.074022 + Penalty 1632.678372 = -24319.395649 nChanged 51 SP:Iteration 1F (32.384803 sec): 3 clusters Score: Raw -26019.600891 + Penalty 1632.528597 = -24387.072294 nChanged 12 SP:Iteration 2Q (32.385479 sec): 3 clusters Score: Raw -26038.955788 + Penalty 1632.306578 = -24406.649211 nChanged 7 SP:Iteration 3Q (32.386153 sec): 3 clusters Score: Raw -26046.735956 + Penalty 1631.830036 = -24414.905920 nChanged 3 SP:Iteration 4Q (32.386826 sec): 3 clusters Score: Raw -26053.909730 + Penalty 1631.652333 = -24422.257397 nChanged 4 SP:Iteration 5Q (32.387497 sec): 3 clusters Score: Raw -26061.544640 + Penalty 1631.380669 = -24430.163971 nChanged 1 SP:Iteration 6Q (32.388163 sec): 3 clusters Score: Raw -26063.048632 + Penalty 1631.380669 = -24431.667963 nChanged 0 SP:Iteration 7F (32.388852 sec): 3 clusters Score: Raw -26063.048632 + Penalty 1631.380669 = -24431.667963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.390299 sec): 2 clusters Score: Raw -32613.446545 + Penalty 373.059927 = -32240.386618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.391220 sec): 3 clusters Score: Raw -32424.498139 + Penalty 748.809909 = -31675.688230 nChanged 115 SP:Iteration 1F (32.392093 sec): 3 clusters Score: Raw -32518.122366 + Penalty 764.994190 = -31753.128176 nChanged 39 SP:Iteration 2F (32.392993 sec): 3 clusters Score: Raw -32567.583045 + Penalty 775.614156 = -31791.968889 nChanged 21 SP:Iteration 3F (32.393864 sec): 3 clusters Score: Raw -32588.021789 + Penalty 783.524184 = -31804.497606 nChanged 14 SP:Iteration 4Q (32.394747 sec): 3 clusters Score: Raw -32603.734169 + Penalty 786.996921 = -31816.737249 nChanged 3 SP:Iteration 5Q (32.395567 sec): 3 clusters Score: Raw -32604.905517 + Penalty 786.996921 = -31817.908596 nChanged 0 SP:Iteration 6F (32.396425 sec): 3 clusters Score: Raw -32604.905517 + Penalty 786.996921 = -31817.908596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.396914 sec): 2 clusters Score: Raw -170.697338 + Penalty 59.119858 = -111.577479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.397118 sec): 2 clusters Score: Raw -170.697338 + Penalty 59.119858 = -111.577479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.399834 sec): 2 clusters Score: Raw -40563.381701 + Penalty 402.996179 = -40160.385522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.400872 sec): 3 clusters Score: Raw -40308.699534 + Penalty 805.739026 = -39502.960508 nChanged 159 SP:Iteration 1F (32.401868 sec): 3 clusters Score: Raw -40408.308067 + Penalty 804.866720 = -39603.441346 nChanged 49 SP:Iteration 2F (32.402932 sec): 3 clusters Score: Raw -40450.037835 + Penalty 802.157142 = -39647.880693 nChanged 28 SP:Iteration 3F (32.403998 sec): 3 clusters Score: Raw -40479.442186 + Penalty 801.345582 = -39678.096604 nChanged 22 SP:Iteration 4Q (32.405029 sec): 3 clusters Score: Raw -40489.188566 + Penalty 800.528369 = -39688.660197 nChanged 9 SP:Iteration 5Q (32.406055 sec): 3 clusters Score: Raw -40496.086641 + Penalty 800.395869 = -39695.690772 nChanged 12 SP:Iteration 6Q (32.407049 sec): 3 clusters Score: Raw -40504.440080 + Penalty 800.503321 = -39703.936760 nChanged 8 SP:Iteration 7Q (32.408022 sec): 3 clusters Score: Raw -40507.624068 + Penalty 800.424337 = -39707.199731 nChanged 5 SP:Iteration 8Q (32.408991 sec): 3 clusters Score: Raw -40508.803902 + Penalty 800.721708 = -39708.082194 nChanged 4 SP:Iteration 9Q (32.409960 sec): 3 clusters Score: Raw -40510.003956 + Penalty 801.270938 = -39708.733018 nChanged 3 SP:Iteration 10F (32.410952 sec): 3 clusters Score: Raw -40510.967561 + Penalty 801.655243 = -39709.312318 nChanged 2 SP:Iteration 11Q (32.411918 sec): 3 clusters Score: Raw -40511.663958 + Penalty 802.401030 = -39709.262928 nChanged 2 SP:Iteration 12F (32.412929 sec): 3 clusters Score: Raw -40512.604996 + Penalty 802.665103 = -39709.939893 nChanged 2 SP:Iteration 13Q (32.413960 sec): 3 clusters Score: Raw -40513.860443 + Penalty 803.189378 = -39710.671064 nChanged 4 SP:Iteration 14Q (32.414939 sec): 3 clusters Score: Raw -40515.205272 + Penalty 803.817296 = -39711.387976 nChanged 4 SP:Iteration 15Q (32.415909 sec): 3 clusters Score: Raw -40516.517879 + Penalty 804.374085 = -39712.143794 nChanged 6 SP:Iteration 16Q (32.416881 sec): 3 clusters Score: Raw -40517.685207 + Penalty 805.484408 = -39712.200799 nChanged 6 SP:Iteration 17Q (32.417849 sec): 3 clusters Score: Raw -40518.988606 + Penalty 806.099779 = -39712.888828 nChanged 3 SP:Iteration 18Q (32.418815 sec): 3 clusters Score: Raw -40519.252368 + Penalty 806.321453 = -39712.930914 nChanged 1 SP:Iteration 19Q (32.419783 sec): 3 clusters Score: Raw -40519.392531 + Penalty 806.532544 = -39712.859987 nChanged 1 SP:Iteration 20F (32.420773 sec): 3 clusters Score: Raw -40519.594373 + Penalty 806.532544 = -39713.061829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.424472 sec): 2 clusters Score: Raw -84348.209739 + Penalty 1006.937368 = -83341.272371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.426306 sec): 3 clusters Score: Raw -84010.875088 + Penalty 2014.238662 = -81996.636426 nChanged 261 SP:Iteration 1F (32.428115 sec): 3 clusters Score: Raw -84200.908606 + Penalty 2014.601804 = -82186.306802 nChanged 69 SP:Iteration 2F (32.429806 sec): 3 clusters Score: Raw -84269.318614 + Penalty 2014.568279 = -82254.750335 nChanged 41 SP:Iteration 3Q (32.431438 sec): 3 clusters Score: Raw -84312.171436 + Penalty 2014.961241 = -82297.210195 nChanged 36 SP:Iteration 4Q (32.433070 sec): 3 clusters Score: Raw -84349.212444 + Penalty 2015.329544 = -82333.882900 nChanged 24 SP:Iteration 5Q (32.434695 sec): 3 clusters Score: Raw -84373.182542 + Penalty 2016.642107 = -82356.540435 nChanged 25 SP:Iteration 6Q (32.436342 sec): 3 clusters Score: Raw -84399.153980 + Penalty 2018.514471 = -82380.639509 nChanged 26 SP:Iteration 7Q (32.438010 sec): 3 clusters Score: Raw -84420.978327 + Penalty 2020.445663 = -82400.532664 nChanged 20 SP:Iteration 8Q (32.439661 sec): 3 clusters Score: Raw -84437.854348 + Penalty 2022.547831 = -82415.306517 nChanged 22 SP:Iteration 9Q (32.441273 sec): 3 clusters Score: Raw -84459.097501 + Penalty 2025.371988 = -82433.725514 nChanged 19 SP:Iteration 10F (32.442938 sec): 3 clusters Score: Raw -84485.795829 + Penalty 2028.218372 = -82457.577457 nChanged 17 SP:Iteration 11Q (32.444536 sec): 3 clusters Score: Raw -84513.831083 + Penalty 2031.003533 = -82482.827550 nChanged 18 SP:Iteration 12Q (32.446177 sec): 3 clusters Score: Raw -84547.007048 + Penalty 2033.875244 = -82513.131804 nChanged 14 SP:Iteration 13Q (32.447781 sec): 3 clusters Score: Raw -84566.384550 + Penalty 2035.516034 = -82530.868516 nChanged 10 SP:Iteration 14Q (32.449343 sec): 3 clusters Score: Raw -84577.303342 + Penalty 2036.241819 = -82541.061523 nChanged 6 SP:Iteration 15Q (32.450901 sec): 3 clusters Score: Raw -84584.707710 + Penalty 2037.372534 = -82547.335176 nChanged 9 SP:Iteration 16Q (32.452455 sec): 3 clusters Score: Raw -84591.402681 + Penalty 2038.642461 = -82552.760220 nChanged 6 SP:Iteration 17Q (32.454049 sec): 3 clusters Score: Raw -84596.096995 + Penalty 2038.639269 = -82557.457726 nChanged 2 SP:Iteration 18Q (32.455621 sec): 3 clusters Score: Raw -84596.728232 + Penalty 2038.918893 = -82557.809338 nChanged 2 SP:Iteration 19Q (32.457321 sec): 3 clusters Score: Raw -84599.262362 + Penalty 2039.475764 = -82559.786598 nChanged 3 SP:Iteration 20F (32.459098 sec): 3 clusters Score: Raw -84602.127436 + Penalty 2040.456556 = -82561.670880 nChanged 4 SP:Iteration 21Q (32.460705 sec): 3 clusters Score: Raw -84606.363095 + Penalty 2042.125925 = -82564.237170 nChanged 7 SP:Iteration 22Q (32.462249 sec): 3 clusters Score: Raw -84613.247289 + Penalty 2043.699751 = -82569.547538 nChanged 7 SP:Iteration 23Q (32.463868 sec): 3 clusters Score: Raw -84621.997684 + Penalty 2044.512301 = -82577.485383 nChanged 6 SP:Iteration 24Q (32.465516 sec): 3 clusters Score: Raw -84628.961392 + Penalty 2044.351569 = -82584.609823 nChanged 3 SP:Iteration 25Q (32.467079 sec): 3 clusters Score: Raw -84634.402485 + Penalty 2044.118929 = -82590.283557 nChanged 4 SP:Iteration 26Q (32.468747 sec): 3 clusters Score: Raw -84638.312345 + Penalty 2044.118929 = -82594.193416 nChanged 0 SP:Iteration 27F (32.470527 sec): 3 clusters Score: Raw -84638.312345 + Penalty 2044.118929 = -82594.193416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.471635 sec): 2 clusters Score: Raw -19839.651826 + Penalty 672.780457 = -19166.871369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.472246 sec): 3 clusters Score: Raw -19806.867074 + Penalty 1345.398295 = -18461.468778 nChanged 44 SP:Iteration 1F (32.472846 sec): 3 clusters Score: Raw -19861.348017 + Penalty 1346.051375 = -18515.296642 nChanged 9 SP:Iteration 2Q (32.473436 sec): 3 clusters Score: Raw -19876.738777 + Penalty 1346.374259 = -18530.364517 nChanged 3 SP:Iteration 3Q (32.474023 sec): 3 clusters Score: Raw -19879.490595 + Penalty 1346.829002 = -18532.661593 nChanged 2 SP:Iteration 4Q (32.474590 sec): 3 clusters Score: Raw -19882.684892 + Penalty 1347.202815 = -18535.482078 nChanged 2 SP:Iteration 5Q (32.475186 sec): 3 clusters Score: Raw -19885.599702 + Penalty 1347.626471 = -18537.973231 nChanged 2 SP:Iteration 6Q (32.475791 sec): 3 clusters Score: Raw -19887.645306 + Penalty 1347.855294 = -18539.790012 nChanged 1 SP:Iteration 7Q (32.476378 sec): 3 clusters Score: Raw -19888.544415 + Penalty 1347.855294 = -18540.689122 nChanged 0 SP:Iteration 8F (32.476987 sec): 3 clusters Score: Raw -19888.544415 + Penalty 1347.855294 = -18540.689122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.477497 sec): 2 clusters Score: Raw -1440.918335 + Penalty 375.146826 = -1065.771509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.477737 sec): 3 clusters Score: Raw -1497.298284 + Penalty 753.656012 = -743.642272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.478331 sec): 2 clusters Score: Raw -3763.759751 + Penalty 141.697062 = -3622.062690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.478631 sec): 3 clusters Score: Raw -3765.108813 + Penalty 283.723613 = -3481.385200 nChanged 8 SP:Iteration 1F (32.478925 sec): 3 clusters Score: Raw -3778.336494 + Penalty 284.361287 = -3493.975207 nChanged 1 SP:Iteration 2Q (32.479216 sec): 3 clusters Score: Raw -3782.612994 + Penalty 284.361287 = -3498.251707 nChanged 0 SP:Iteration 3F (32.479509 sec): 3 clusters Score: Raw -3782.612994 + Penalty 284.361287 = -3498.251707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 32 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.480479 sec): 2 clusters Score: Raw -17897.157826 + Penalty 520.765916 = -17376.391911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.481038 sec): 3 clusters Score: Raw -17812.777362 + Penalty 1040.286254 = -16772.491109 nChanged 40 SP:Iteration 1F (32.481590 sec): 3 clusters Score: Raw -17849.682519 + Penalty 1040.626873 = -16809.055645 nChanged 11 SP:Iteration 2F (32.482141 sec): 3 clusters Score: Raw -17859.573075 + Penalty 1040.553237 = -16819.019838 nChanged 6 SP:Iteration 3Q (32.482697 sec): 3 clusters Score: Raw -17866.107148 + Penalty 1040.577620 = -16825.529529 nChanged 4 SP:Iteration 4Q (32.483248 sec): 3 clusters Score: Raw -17870.333639 + Penalty 1040.616969 = -16829.716670 nChanged 2 SP:Iteration 5Q (32.483797 sec): 3 clusters Score: Raw -17872.047944 + Penalty 1040.632123 = -16831.415821 nChanged 2 SP:Iteration 6Q (32.484346 sec): 3 clusters Score: Raw -17874.247462 + Penalty 1040.632123 = -16833.615338 nChanged 0 SP:Iteration 7F (32.484895 sec): 3 clusters Score: Raw -17874.247462 + Penalty 1040.632123 = -16833.615338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.485459 sec): 2 clusters Score: Raw -3601.623053 + Penalty 566.784947 = -3034.838105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.485739 sec): 3 clusters Score: Raw -3663.546082 + Penalty 1133.644006 = -2529.902077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.487365 sec): 2 clusters Score: Raw -39370.283151 + Penalty 134.726412 = -39235.556740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.488389 sec): 3 clusters Score: Raw -39095.877118 + Penalty 267.304513 = -38828.572605 nChanged 189 SP:Iteration 1F (32.489397 sec): 3 clusters Score: Raw -39235.562922 + Penalty 273.177967 = -38962.384955 nChanged 59 SP:Iteration 2F (32.490400 sec): 3 clusters Score: Raw -39281.744478 + Penalty 275.487536 = -39006.256942 nChanged 26 SP:Iteration 3F (32.491395 sec): 3 clusters Score: Raw -39301.301701 + Penalty 283.451504 = -39017.850197 nChanged 23 SP:Iteration 4F (32.492360 sec): 3 clusters Score: Raw -39312.851614 + Penalty 288.560847 = -39024.290767 nChanged 17 SP:Iteration 5Q (32.493306 sec): 3 clusters Score: Raw -39324.739044 + Penalty 314.832105 = -39009.906939 nChanged 21 SP:Iteration 6F (32.494270 sec): 3 clusters Score: Raw -39346.145947 + Penalty 361.702017 = -38984.443929 nChanged 19 SP:Iteration 7F (32.495174 sec): 3 clusters Score: Raw -39368.202896 + Penalty 134.726412 = -39233.476484 nChanged 1 SP:Iteration 8Q (32.495949 sec): 2 clusters Score: Raw -39370.283151 + Penalty 134.726412 = -39235.556740 nChanged 0 SP:Iteration 9F (32.496720 sec): 2 clusters Score: Raw -39370.283151 + Penalty 134.726412 = -39235.556740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.497221 sec): 2 clusters Score: Raw -460.792021 + Penalty 184.419635 = -276.372386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.497445 sec): 3 clusters Score: Raw -451.640888 + Penalty 364.549569 = -87.091319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.499823 sec): 2 clusters Score: Raw -69244.890863 + Penalty 1065.264614 = -68179.626249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.501349 sec): 3 clusters Score: Raw -69085.512184 + Penalty 2130.604652 = -66954.907532 nChanged 178 SP:Iteration 1F (32.502873 sec): 3 clusters Score: Raw -69256.098299 + Penalty 2130.674828 = -67125.423471 nChanged 37 SP:Iteration 2F (32.504376 sec): 3 clusters Score: Raw -69298.639331 + Penalty 2130.683937 = -67167.955394 nChanged 20 SP:Iteration 3Q (32.505837 sec): 3 clusters Score: Raw -69324.494402 + Penalty 2130.667232 = -67193.827170 nChanged 10 SP:Iteration 4Q (32.507277 sec): 3 clusters Score: Raw -69337.312400 + Penalty 2130.693240 = -67206.619160 nChanged 9 SP:Iteration 5Q (32.508686 sec): 3 clusters Score: Raw -69347.104360 + Penalty 2130.681389 = -67216.422971 nChanged 2 SP:Iteration 6Q (32.510093 sec): 3 clusters Score: Raw -69350.093504 + Penalty 2130.687371 = -67219.406133 nChanged 1 SP:Iteration 7Q (32.511517 sec): 3 clusters Score: Raw -69350.163371 + Penalty 2130.687371 = -67219.476001 nChanged 0 SP:Iteration 8F (32.512961 sec): 3 clusters Score: Raw -69350.163371 + Penalty 2130.687371 = -67219.476001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.513498 sec): 2 clusters Score: Raw -161.663940 + Penalty 19.457089 = -142.206851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.513704 sec): 3 clusters Score: Raw -159.149571 + Penalty 38.914178 = -120.235394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.514766 sec): 2 clusters Score: Raw -19228.841479 + Penalty 319.538030 = -18909.303449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.515380 sec): 3 clusters Score: Raw -19126.332055 + Penalty 639.080046 = -18487.252009 nChanged 61 SP:Iteration 1F (32.515985 sec): 3 clusters Score: Raw -19168.353120 + Penalty 642.262416 = -18526.090704 nChanged 22 SP:Iteration 2F (32.516588 sec): 3 clusters Score: Raw -19183.461182 + Penalty 651.625047 = -18531.836135 nChanged 17 SP:Iteration 3F (32.517191 sec): 3 clusters Score: Raw -19199.533067 + Penalty 664.126305 = -18535.406762 nChanged 15 SP:Iteration 4F (32.517792 sec): 3 clusters Score: Raw -19211.202417 + Penalty 671.078288 = -18540.124129 nChanged 9 SP:Iteration 5Q (32.518389 sec): 3 clusters Score: Raw -19216.632700 + Penalty 677.895583 = -18538.737117 nChanged 8 SP:Iteration 6F (32.519021 sec): 3 clusters Score: Raw -19221.216332 + Penalty 682.920483 = -18538.295849 nChanged 7 SP:Iteration 7F (32.519625 sec): 3 clusters Score: Raw -19226.451096 + Penalty 679.274336 = -18547.176760 nChanged 6 SP:Iteration 8Q (32.520224 sec): 3 clusters Score: Raw -19232.188428 + Penalty 684.213695 = -18547.974733 nChanged 5 SP:Iteration 9Q (32.520822 sec): 3 clusters Score: Raw -19236.978109 + Penalty 693.946281 = -18543.031828 nChanged 3 SP:Iteration 10F (32.521422 sec): 3 clusters Score: Raw -19239.688680 + Penalty 695.756494 = -18543.932186 nChanged 4 SP:Iteration 11Q (32.522019 sec): 3 clusters Score: Raw -19241.333887 + Penalty 695.756494 = -18545.577393 nChanged 0 SP:Iteration 12F (32.522621 sec): 3 clusters Score: Raw -19241.333887 + Penalty 695.756494 = -18545.577393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.523112 sec): 2 clusters Score: Raw -741.834319 + Penalty 246.957760 = -494.876559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.523335 sec): 3 clusters Score: Raw -736.889475 + Penalty 246.957760 = -489.931715 nChanged 1 SP:Iteration 1F (32.523534 sec): 2 clusters Score: Raw -741.834319 + Penalty 246.957760 = -494.876559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.524243 sec): 2 clusters Score: Raw -8807.034010 + Penalty 524.592982 = -8282.441028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.524622 sec): 3 clusters Score: Raw -8781.184113 + Penalty 1050.180243 = -7731.003870 nChanged 9 SP:Iteration 1F (32.524997 sec): 3 clusters Score: Raw -8798.829070 + Penalty 1050.781880 = -7748.047190 nChanged 7 SP:Iteration 2F (32.525369 sec): 3 clusters Score: Raw -8811.876847 + Penalty 1050.966422 = -7760.910425 nChanged 1 SP:Iteration 3Q (32.525743 sec): 3 clusters Score: Raw -8812.280311 + Penalty 1051.266210 = -7761.014101 nChanged 1 SP:Iteration 4Q (32.526112 sec): 3 clusters Score: Raw -8813.795296 + Penalty 1051.266210 = -7762.529086 nChanged 0 SP:Iteration 5F (32.526484 sec): 3 clusters Score: Raw -8813.795296 + Penalty 1051.266210 = -7762.529086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.527078 sec): 2 clusters Score: Raw -4487.430694 + Penalty 367.091541 = -4120.339153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.527377 sec): 3 clusters Score: Raw -4467.110228 + Penalty 733.330868 = -3733.779360 nChanged 6 SP:Iteration 1F (32.527673 sec): 3 clusters Score: Raw -4474.946692 + Penalty 731.431257 = -3743.515435 nChanged 1 SP:Iteration 2Q (32.527967 sec): 3 clusters Score: Raw -4477.033957 + Penalty 731.431257 = -3745.602701 nChanged 0 SP:Iteration 3F (32.528261 sec): 3 clusters Score: Raw -4477.033957 + Penalty 731.431257 = -3745.602701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.529443 sec): 2 clusters Score: Raw -25773.821067 + Penalty 583.960737 = -25189.860330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.530158 sec): 3 clusters Score: Raw -25678.979289 + Penalty 1170.232551 = -24508.746738 nChanged 65 SP:Iteration 1F (32.530853 sec): 3 clusters Score: Raw -25738.287586 + Penalty 1173.753286 = -24564.534300 nChanged 17 SP:Iteration 2F (32.531538 sec): 3 clusters Score: Raw -25754.712637 + Penalty 1175.469906 = -24579.242730 nChanged 12 SP:Iteration 3Q (32.532221 sec): 3 clusters Score: Raw -25769.569958 + Penalty 1178.022348 = -24591.547610 nChanged 8 SP:Iteration 4Q (32.532902 sec): 3 clusters Score: Raw -25776.116954 + Penalty 1181.501678 = -24594.615276 nChanged 6 SP:Iteration 5Q (32.533582 sec): 3 clusters Score: Raw -25784.483464 + Penalty 1181.681001 = -24602.802463 nChanged 6 SP:Iteration 6Q (32.534288 sec): 3 clusters Score: Raw -25796.579350 + Penalty 1188.555303 = -24608.024047 nChanged 4 SP:Iteration 7Q (32.534958 sec): 3 clusters Score: Raw -25809.645588 + Penalty 1190.890286 = -24618.755302 nChanged 2 SP:Iteration 8Q (32.535621 sec): 3 clusters Score: Raw -25813.741351 + Penalty 1192.107035 = -24621.634317 nChanged 1 SP:Iteration 9Q (32.536282 sec): 3 clusters Score: Raw -25822.229073 + Penalty 1192.107035 = -24630.122039 nChanged 0 SP:Iteration 10F (32.536965 sec): 3 clusters Score: Raw -25822.229073 + Penalty 1192.107035 = -24630.122039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.537611 sec): 2 clusters Score: Raw -5641.447199 + Penalty 280.618819 = -5360.828380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.537945 sec): 3 clusters Score: Raw -5633.299034 + Penalty 557.985178 = -5075.313856 nChanged 10 SP:Iteration 1F (32.538273 sec): 3 clusters Score: Raw -5648.875669 + Penalty 545.211524 = -5103.664145 nChanged 5 SP:Iteration 2F (32.538598 sec): 3 clusters Score: Raw -5656.481975 + Penalty 545.112504 = -5111.369472 nChanged 1 SP:Iteration 3Q (32.538917 sec): 3 clusters Score: Raw -5659.744869 + Penalty 545.112504 = -5114.632365 nChanged 0 SP:Iteration 4F (32.539243 sec): 3 clusters Score: Raw -5659.744869 + Penalty 545.112504 = -5114.632365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.539811 sec): 2 clusters Score: Raw -3576.367532 + Penalty 533.963848 = -3042.403683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.540094 sec): 3 clusters Score: Raw -3588.526629 + Penalty 1074.945726 = -2513.580902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.540586 sec): 2 clusters Score: Raw -949.674794 + Penalty 238.480134 = -711.194660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.540816 sec): 3 clusters Score: Raw -956.105643 + Penalty 472.902974 = -483.202669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.541300 sec): 2 clusters Score: Raw -835.156445 + Penalty 254.655278 = -580.501167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.541524 sec): 3 clusters Score: Raw -829.127742 + Penalty 509.723013 = -319.404729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.542090 sec): 2 clusters Score: Raw -3791.175554 + Penalty 378.122728 = -3413.052826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.542374 sec): 3 clusters Score: Raw -3771.305491 + Penalty 757.938614 = -3013.366877 nChanged 2 SP:Iteration 1Q (32.542656 sec): 3 clusters Score: Raw -3774.316657 + Penalty 769.181625 = -3005.135032 nChanged 4 SP:Iteration 2F (32.542938 sec): 3 clusters Score: Raw -3780.023359 + Penalty 768.118371 = -3011.904989 nChanged 2 SP:Iteration 3Q (32.543220 sec): 3 clusters Score: Raw -3781.713420 + Penalty 769.909888 = -3011.803532 nChanged 3 SP:Iteration 4F (32.543508 sec): 3 clusters Score: Raw -3785.334972 + Penalty 779.843615 = -3005.491357 nChanged 2 SP:Iteration 5F (32.543788 sec): 3 clusters Score: Raw -3786.389523 + Penalty 806.382950 = -2980.006573 nChanged 2 SP:Iteration 6F (32.544068 sec): 3 clusters Score: Raw -3786.505255 + Penalty 770.494300 = -3016.010956 nChanged 1 SP:Iteration 7Q (32.544328 sec): 3 clusters Score: Raw -3787.388553 + Penalty 378.122728 = -3409.265825 nChanged 1 SP:Iteration 8Q (32.544575 sec): 2 clusters Score: Raw -3791.175554 + Penalty 378.122728 = -3413.052826 nChanged 0 SP:Iteration 9F (32.544841 sec): 2 clusters Score: Raw -3791.175554 + Penalty 378.122728 = -3413.052826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.545329 sec): 2 clusters Score: Raw -840.050965 + Penalty 272.436992 = -567.613973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.545555 sec): 3 clusters Score: Raw -835.064913 + Penalty 544.052847 = -291.012065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.546054 sec): 2 clusters Score: Raw -1146.234564 + Penalty 214.690121 = -931.544444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.546287 sec): 3 clusters Score: Raw -1141.567205 + Penalty 430.017425 = -711.549779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.546783 sec): 2 clusters Score: Raw -1311.888332 + Penalty 327.058964 = -984.829368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.547017 sec): 3 clusters Score: Raw -1312.517954 + Penalty 660.504223 = -652.013731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.547513 sec): 2 clusters Score: Raw -1317.212076 + Penalty 294.019959 = -1023.192117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.547749 sec): 3 clusters Score: Raw -1307.163239 + Penalty 588.039918 = -719.123321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 55 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.548892 sec): 2 clusters Score: Raw -12931.260565 + Penalty 394.418565 = -12536.842000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.549373 sec): 3 clusters Score: Raw -12909.563708 + Penalty 802.549087 = -12107.014621 nChanged 32 SP:Iteration 1F (32.549846 sec): 3 clusters Score: Raw -12957.990610 + Penalty 827.557381 = -12130.433229 nChanged 8 SP:Iteration 2F (32.550318 sec): 3 clusters Score: Raw -12971.158631 + Penalty 840.896257 = -12130.262374 nChanged 3 SP:Iteration 3F (32.550802 sec): 3 clusters Score: Raw -12975.826623 + Penalty 852.822450 = -12123.004173 nChanged 1 SP:Iteration 4F (32.551266 sec): 3 clusters Score: Raw -12978.087146 + Penalty 852.822450 = -12125.264696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.551854 sec): 2 clusters Score: Raw -1897.327228 + Penalty 344.403358 = -1552.923870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.552109 sec): 3 clusters Score: Raw -1927.268174 + Penalty 694.491808 = -1232.776366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.552587 sec): 2 clusters Score: Raw -544.104451 + Penalty 175.597887 = -368.506565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.552805 sec): 3 clusters Score: Raw -534.467354 + Penalty 356.852408 = -177.614946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.553790 sec): 2 clusters Score: Raw -19331.118562 + Penalty 652.868727 = -18678.249836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.554366 sec): 3 clusters Score: Raw -19275.305889 + Penalty 1303.790199 = -17971.515690 nChanged 38 SP:Iteration 1F (32.554930 sec): 3 clusters Score: Raw -19332.849687 + Penalty 1303.067290 = -18029.782397 nChanged 10 SP:Iteration 2F (32.555517 sec): 3 clusters Score: Raw -19344.303944 + Penalty 1303.504497 = -18040.799447 nChanged 2 SP:Iteration 3Q (32.556078 sec): 3 clusters Score: Raw -19346.793794 + Penalty 1303.723676 = -18043.070118 nChanged 2 SP:Iteration 4Q (32.556611 sec): 3 clusters Score: Raw -19350.160481 + Penalty 1303.723676 = -18046.436805 nChanged 0 SP:Iteration 5F (32.557189 sec): 3 clusters Score: Raw -19350.160481 + Penalty 1303.723676 = -18046.436805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 60 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.557713 sec): 2 clusters Score: Raw -2175.410113 + Penalty 423.875690 = -1751.534423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.557963 sec): 3 clusters Score: Raw -2165.003272 + Penalty 855.048403 = -1309.954869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.558443 sec): 2 clusters Score: Raw -614.554175 + Penalty 192.992374 = -421.561801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.558665 sec): 3 clusters Score: Raw -618.369821 + Penalty 391.004485 = -227.365336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.560108 sec): 2 clusters Score: Raw -33048.787562 + Penalty 480.024047 = -32568.763515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.561000 sec): 3 clusters Score: Raw -32864.122596 + Penalty 952.714087 = -31911.408509 nChanged 120 SP:Iteration 1F (32.561877 sec): 3 clusters Score: Raw -32973.565481 + Penalty 951.958300 = -32021.607181 nChanged 41 SP:Iteration 2F (32.562726 sec): 3 clusters Score: Raw -33022.514277 + Penalty 958.341230 = -32064.173047 nChanged 15 SP:Iteration 3Q (32.563560 sec): 3 clusters Score: Raw -33034.619786 + Penalty 964.425100 = -32070.194687 nChanged 13 SP:Iteration 4Q (32.564411 sec): 3 clusters Score: Raw -33047.820331 + Penalty 987.133238 = -32060.687093 nChanged 7 SP:Iteration 5F (32.565256 sec): 3 clusters Score: Raw -33052.769646 + Penalty 995.965101 = -32056.804546 nChanged 2 SP:Iteration 6F (32.566124 sec): 3 clusters Score: Raw -33054.520817 + Penalty 995.965101 = -32058.555717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.566622 sec): 2 clusters Score: Raw -486.752010 + Penalty 216.364978 = -270.387032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.566845 sec): 3 clusters Score: Raw -468.499954 + Penalty 437.779649 = -30.720305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 66 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.567339 sec): 2 clusters Score: Raw -853.008202 + Penalty 244.888573 = -608.119629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.567563 sec): 3 clusters Score: Raw -838.076685 + Penalty 492.979085 = -345.097600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.568049 sec): 2 clusters Score: Raw -936.291456 + Penalty 301.885959 = -634.405497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.568276 sec): 3 clusters Score: Raw -936.197948 + Penalty 605.690703 = -330.507245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.568760 sec): 2 clusters Score: Raw -906.581894 + Penalty 221.083247 = -685.498647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.568986 sec): 3 clusters Score: Raw -904.110197 + Penalty 442.166493 = -461.943704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 69 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.569511 sec): 2 clusters Score: Raw -1461.362697 + Penalty 384.128773 = -1077.233924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.569751 sec): 3 clusters Score: Raw -1454.936413 + Penalty 761.112040 = -693.824373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.570379 sec): 2 clusters Score: Raw -5605.891837 + Penalty 425.648497 = -5180.243340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.570700 sec): 3 clusters Score: Raw -5582.346099 + Penalty 842.713319 = -4739.632780 nChanged 5 SP:Iteration 1F (32.571016 sec): 3 clusters Score: Raw -5586.736752 + Penalty 837.484340 = -4749.252412 nChanged 2 SP:Iteration 2Q (32.571332 sec): 3 clusters Score: Raw -5587.721872 + Penalty 831.478419 = -4756.243453 nChanged 2 SP:Iteration 3Q (32.571645 sec): 3 clusters Score: Raw -5589.978943 + Penalty 823.003827 = -4766.975115 nChanged 3 SP:Iteration 4Q (32.571960 sec): 3 clusters Score: Raw -5594.516035 + Penalty 823.377423 = -4771.138612 nChanged 1 SP:Iteration 5Q (32.572274 sec): 3 clusters Score: Raw -5595.040368 + Penalty 824.269741 = -4770.770627 nChanged 1 SP:Iteration 6F (32.572588 sec): 3 clusters Score: Raw -5594.779541 + Penalty 824.269741 = -4770.509800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.573048 sec): 2 clusters Score: Raw -85.950979 + Penalty 0.000000 = -85.950979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.573236 sec): 2 clusters Score: Raw -85.950979 + Penalty 0.000000 = -85.950979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.573717 sec): 2 clusters Score: Raw -732.085810 + Penalty 237.094446 = -494.991365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.573939 sec): 3 clusters Score: Raw -728.597908 + Penalty 478.968630 = -249.629279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 73 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.574494 sec): 2 clusters Score: Raw -3174.143879 + Penalty 468.351342 = -2705.792537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.574764 sec): 3 clusters Score: Raw -3203.526315 + Penalty 935.497725 = -2268.028590 nChanged 2 SP:Iteration 1F (32.575032 sec): 3 clusters Score: Raw -3214.004836 + Penalty 935.497725 = -2278.507110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.576300 sec): 2 clusters Score: Raw -15547.037350 + Penalty 538.631846 = -15008.405504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.576826 sec): 3 clusters Score: Raw -15482.750419 + Penalty 1073.190134 = -14409.560285 nChanged 26 SP:Iteration 1F (32.577334 sec): 3 clusters Score: Raw -15510.983407 + Penalty 1073.055032 = -14437.928375 nChanged 8 SP:Iteration 2Q (32.577841 sec): 3 clusters Score: Raw -15518.420985 + Penalty 1076.620857 = -14441.800128 nChanged 6 SP:Iteration 3Q (32.578343 sec): 3 clusters Score: Raw -15524.939544 + Penalty 1078.866753 = -14446.072790 nChanged 3 SP:Iteration 4Q (32.578844 sec): 3 clusters Score: Raw -15527.329580 + Penalty 1078.866753 = -14448.462827 nChanged 0 SP:Iteration 5F (32.579348 sec): 3 clusters Score: Raw -15527.329580 + Penalty 1078.866753 = -14448.462827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.579907 sec): 2 clusters Score: Raw -884.582899 + Penalty 220.675978 = -663.906921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.580135 sec): 3 clusters Score: Raw -882.326723 + Penalty 434.027259 = -448.299463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.581337 sec): 2 clusters Score: Raw -16403.951443 + Penalty 830.017036 = -15573.934407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.581867 sec): 3 clusters Score: Raw -16462.234503 + Penalty 1660.090322 = -14802.144181 nChanged 9 SP:Iteration 1F (32.582388 sec): 3 clusters Score: Raw -16492.975974 + Penalty 1660.075942 = -14832.900032 nChanged 4 SP:Iteration 2Q (32.582884 sec): 3 clusters Score: Raw -16503.339273 + Penalty 1660.067570 = -14843.271702 nChanged 2 SP:Iteration 3Q (32.583379 sec): 3 clusters Score: Raw -16509.943564 + Penalty 1660.072526 = -14849.871038 nChanged 1 SP:Iteration 4Q (32.583872 sec): 3 clusters Score: Raw -16514.080915 + Penalty 1660.072526 = -14854.008389 nChanged 0 SP:Iteration 5F (32.584392 sec): 3 clusters Score: Raw -16514.080915 + Penalty 1660.072526 = -14854.008389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.585308 sec): 2 clusters Score: Raw -15661.625508 + Penalty 814.411661 = -14847.213847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.585815 sec): 3 clusters Score: Raw -15702.404337 + Penalty 1628.654019 = -14073.750318 nChanged 11 SP:Iteration 1F (32.586311 sec): 3 clusters Score: Raw -15727.387770 + Penalty 1628.630386 = -14098.757384 nChanged 4 SP:Iteration 2Q (32.586795 sec): 3 clusters Score: Raw -15738.348147 + Penalty 1628.672690 = -14109.675457 nChanged 1 SP:Iteration 3Q (32.587272 sec): 3 clusters Score: Raw -15740.908612 + Penalty 1628.672690 = -14112.235922 nChanged 0 SP:Iteration 4F (32.587768 sec): 3 clusters Score: Raw -15740.908612 + Penalty 1628.672690 = -14112.235922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.588227 sec): 2 clusters Score: Raw -78.888279 + Penalty 0.000000 = -78.888279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.588410 sec): 2 clusters Score: Raw -78.888279 + Penalty 0.000000 = -78.888279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.588969 sec): 2 clusters Score: Raw -3474.981809 + Penalty 451.247706 = -3023.734103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.589246 sec): 3 clusters Score: Raw -3485.736397 + Penalty 903.564693 = -2582.171704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.589738 sec): 2 clusters Score: Raw -1114.407768 + Penalty 241.906760 = -872.501007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.589969 sec): 3 clusters Score: Raw -1106.402904 + Penalty 482.795374 = -623.607530 nChanged 1 SP:Iteration 1F (32.590196 sec): 3 clusters Score: Raw -1108.410500 + Penalty 480.695864 = -627.714635 nChanged 1 SP:Iteration 2F (32.590423 sec): 3 clusters Score: Raw -1109.271126 + Penalty 480.695864 = -628.575262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 83 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.590936 sec): 2 clusters Score: Raw -1830.365258 + Penalty 417.136669 = -1413.228589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.591180 sec): 3 clusters Score: Raw -1849.477381 + Penalty 835.514792 = -1013.962589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 84 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.591685 sec): 2 clusters Score: Raw -738.407687 + Penalty 239.732108 = -498.675579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.591887 sec): 2 clusters Score: Raw -738.407687 + Penalty 239.732108 = -498.675579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.592644 sec): 2 clusters Score: Raw -10628.044876 + Penalty 695.144457 = -9932.900420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.593048 sec): 3 clusters Score: Raw -10644.110826 + Penalty 1388.529401 = -9255.581425 nChanged 8 SP:Iteration 1F (32.593446 sec): 3 clusters Score: Raw -10673.452140 + Penalty 1388.374719 = -9285.077421 nChanged 2 SP:Iteration 2Q (32.593830 sec): 3 clusters Score: Raw -10679.668560 + Penalty 1388.374719 = -9291.293841 nChanged 0 SP:Iteration 3F (32.594228 sec): 3 clusters Score: Raw -10679.668560 + Penalty 1388.374719 = -9291.293841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 86 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.594754 sec): 2 clusters Score: Raw -2297.219320 + Penalty 364.715964 = -1932.503356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.595006 sec): 3 clusters Score: Raw -2293.976235 + Penalty 731.038775 = -1562.937460 nChanged 1 SP:Iteration 1Q (32.595256 sec): 3 clusters Score: Raw -2295.754363 + Penalty 731.038775 = -1564.715589 nChanged 0 SP:Iteration 2F (32.595505 sec): 3 clusters Score: Raw -2295.754363 + Penalty 731.038775 = -1564.715589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.595993 sec): 2 clusters Score: Raw -839.547196 + Penalty 241.543673 = -598.003524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.596218 sec): 3 clusters Score: Raw -829.752320 + Penalty 241.543673 = -588.208647 nChanged 2 SP:Iteration 1F (32.596420 sec): 2 clusters Score: Raw -839.547196 + Penalty 241.543673 = -598.003524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.596874 sec): 2 clusters Score: Raw -82.324972 + Penalty 0.000000 = -82.324972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.597061 sec): 2 clusters Score: Raw -82.324972 + Penalty 0.000000 = -82.324972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.597601 sec): 2 clusters Score: Raw -3019.449291 + Penalty 464.437400 = -2555.011891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.597870 sec): 3 clusters Score: Raw -3033.575808 + Penalty 928.663446 = -2104.912362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.598347 sec): 2 clusters Score: Raw -543.300343 + Penalty 185.856145 = -357.444199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.598565 sec): 3 clusters Score: Raw -533.168955 + Penalty 377.816444 = -155.352511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.599035 sec): 2 clusters Score: Raw -363.799592 + Penalty 150.644745 = -213.154847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.599248 sec): 3 clusters Score: Raw -353.747418 + Penalty 301.289489 = -52.457928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.599739 sec): 2 clusters Score: Raw -447.285460 + Penalty 164.756192 = -282.529268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.599955 sec): 3 clusters Score: Raw -444.074326 + Penalty 318.029095 = -126.045231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.600702 sec): 2 clusters Score: Raw -8880.720724 + Penalty 402.526636 = -8478.194088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.601096 sec): 3 clusters Score: Raw -8863.760997 + Penalty 806.497429 = -8057.263568 nChanged 17 SP:Iteration 1F (32.601485 sec): 3 clusters Score: Raw -8879.287411 + Penalty 805.700592 = -8073.586819 nChanged 2 SP:Iteration 2Q (32.601867 sec): 3 clusters Score: Raw -8882.944903 + Penalty 806.247512 = -8076.697391 nChanged 2 SP:Iteration 3Q (32.602249 sec): 3 clusters Score: Raw -8886.015576 + Penalty 805.571202 = -8080.444374 nChanged 2 SP:Iteration 4Q (32.602629 sec): 3 clusters Score: Raw -8887.357165 + Penalty 805.571202 = -8081.785962 nChanged 0 SP:Iteration 5F (32.603016 sec): 3 clusters Score: Raw -8887.357165 + Penalty 805.571202 = -8081.785962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.603552 sec): 2 clusters Score: Raw -2782.844897 + Penalty 420.676172 = -2362.168725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.603814 sec): 3 clusters Score: Raw -2796.909540 + Penalty 840.767565 = -1956.141975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 96 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.604316 sec): 2 clusters Score: Raw -1509.247518 + Penalty 304.773159 = -1204.474359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.604557 sec): 3 clusters Score: Raw -1496.769174 + Penalty 617.220508 = -879.548666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 97 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.605162 sec): 2 clusters Score: Raw -5055.050545 + Penalty 530.183820 = -4524.866725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.605466 sec): 3 clusters Score: Raw -5083.165318 + Penalty 1062.457002 = -4020.708316 nChanged 2 SP:Iteration 1Q (32.605762 sec): 3 clusters Score: Raw -5087.719771 + Penalty 1062.842452 = -4024.877319 nChanged 2 SP:Iteration 2Q (32.606052 sec): 3 clusters Score: Raw -5089.778369 + Penalty 1062.842452 = -4026.935917 nChanged 0 SP:Iteration 3F (32.606352 sec): 3 clusters Score: Raw -5089.778369 + Penalty 1062.842452 = -4026.935917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 98 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.607039 sec): 2 clusters Score: Raw -8013.371481 + Penalty 545.760130 = -7467.611351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.607406 sec): 3 clusters Score: Raw -8006.527301 + Penalty 1092.890993 = -6913.636308 nChanged 8 SP:Iteration 1F (32.607765 sec): 3 clusters Score: Raw -8019.494713 + Penalty 1096.417007 = -6923.077706 nChanged 6 SP:Iteration 2F (32.608123 sec): 3 clusters Score: Raw -8028.625467 + Penalty 1096.365376 = -6932.260091 nChanged 2 SP:Iteration 3Q (32.608474 sec): 3 clusters Score: Raw -8028.216209 + Penalty 1096.365376 = -6931.850834 nChanged 0 SP:Iteration 4F (32.608832 sec): 3 clusters Score: Raw -8028.216209 + Penalty 1096.365376 = -6931.850834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.609310 sec): 2 clusters Score: Raw -469.187580 + Penalty 200.009780 = -269.177800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.609550 sec): 3 clusters Score: Raw -458.819310 + Penalty 407.405890 = -51.413420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 100 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.610068 sec): 2 clusters Score: Raw -2173.590575 + Penalty 433.678764 = -1739.911811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.610318 sec): 3 clusters Score: Raw -2175.365012 + Penalty 867.357527 = -1308.007485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 101 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.611265 sec): 2 clusters Score: Raw -17691.249032 + Penalty 601.605421 = -17089.643611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.611814 sec): 3 clusters Score: Raw -17618.486098 + Penalty 1210.495447 = -16407.990651 nChanged 39 SP:Iteration 1F (32.612331 sec): 3 clusters Score: Raw -17661.147551 + Penalty 1213.807968 = -16447.339583 nChanged 11 SP:Iteration 2F (32.612856 sec): 3 clusters Score: Raw -17672.502034 + Penalty 1214.256302 = -16458.245732 nChanged 3 SP:Iteration 3Q (32.613376 sec): 3 clusters Score: Raw -17677.991585 + Penalty 1214.956229 = -16463.035356 nChanged 1 SP:Iteration 4Q (32.613897 sec): 3 clusters Score: Raw -17679.224441 + Penalty 1215.877223 = -16463.347217 nChanged 2 SP:Iteration 5Q (32.614442 sec): 3 clusters Score: Raw -17682.246944 + Penalty 1215.375603 = -16466.871341 nChanged 2 SP:Iteration 6Q (32.615004 sec): 3 clusters Score: Raw -17683.664736 + Penalty 1214.555013 = -16469.109722 nChanged 2 SP:Iteration 7Q (32.615546 sec): 3 clusters Score: Raw -17685.865951 + Penalty 1215.332489 = -16470.533462 nChanged 1 SP:Iteration 8Q (32.616086 sec): 3 clusters Score: Raw -17687.906059 + Penalty 1213.990781 = -16473.915278 nChanged 2 SP:Iteration 9Q (32.616621 sec): 3 clusters Score: Raw -17690.286580 + Penalty 1214.696736 = -16475.589844 nChanged 2 SP:Iteration 10F (32.617159 sec): 3 clusters Score: Raw -17691.213524 + Penalty 1214.696736 = -16476.516789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 102 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.617833 sec): 2 clusters Score: Raw -7233.723760 + Penalty 583.703787 = -6650.019973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.618180 sec): 3 clusters Score: Raw -7234.282766 + Penalty 1168.106446 = -6066.176320 nChanged 2 SP:Iteration 1Q (32.618512 sec): 3 clusters Score: Raw -7238.322624 + Penalty 1168.819524 = -6069.503101 nChanged 1 SP:Iteration 2Q (32.618844 sec): 3 clusters Score: Raw -7242.116799 + Penalty 1169.820444 = -6072.296355 nChanged 2 SP:Iteration 3Q (32.619180 sec): 3 clusters Score: Raw -7245.543334 + Penalty 1169.054298 = -6076.489036 nChanged 2 SP:Iteration 4Q (32.619514 sec): 3 clusters Score: Raw -7246.416345 + Penalty 1169.172969 = -6077.243375 nChanged 2 SP:Iteration 5Q (32.619847 sec): 3 clusters Score: Raw -7249.144206 + Penalty 1167.376134 = -6081.768073 nChanged 4 SP:Iteration 6F (32.620187 sec): 3 clusters Score: Raw -7257.183673 + Penalty 1166.757480 = -6090.426193 nChanged 2 SP:Iteration 7Q (32.620515 sec): 3 clusters Score: Raw -7260.708853 + Penalty 1165.391500 = -6095.317352 nChanged 2 SP:Iteration 8Q (32.620844 sec): 3 clusters Score: Raw -7261.796035 + Penalty 1163.470499 = -6098.325536 nChanged 1 SP:Iteration 9Q (32.621179 sec): 3 clusters Score: Raw -7262.324263 + Penalty 1158.604756 = -6103.719507 nChanged 1 SP:Iteration 10F (32.621517 sec): 3 clusters Score: Raw -7262.445763 + Penalty 1152.737503 = -6109.708261 nChanged 1 SP:Iteration 11Q (32.621847 sec): 3 clusters Score: Raw -7262.960276 + Penalty 1153.348663 = -6109.611613 nChanged 1 SP:Iteration 12F (32.622183 sec): 3 clusters Score: Raw -7264.011988 + Penalty 1156.295727 = -6107.716261 nChanged 1 SP:Iteration 13F (32.622551 sec): 3 clusters Score: Raw -7265.099652 + Penalty 1156.295727 = -6108.803925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.623163 sec): 2 clusters Score: Raw -4884.308688 + Penalty 387.378343 = -4496.930345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.623470 sec): 3 clusters Score: Raw -4868.971497 + Penalty 760.813178 = -4108.158319 nChanged 3 SP:Iteration 1F (32.623779 sec): 3 clusters Score: Raw -4873.045298 + Penalty 758.135210 = -4114.910088 nChanged 1 SP:Iteration 2Q (32.624081 sec): 3 clusters Score: Raw -4873.073146 + Penalty 758.135210 = -4114.937936 nChanged 0 SP:Iteration 3F (32.624384 sec): 3 clusters Score: Raw -4873.073146 + Penalty 758.135210 = -4114.937936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.624914 sec): 2 clusters Score: Raw -2464.099513 + Penalty 357.220089 = -2106.879425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.625171 sec): 3 clusters Score: Raw -2451.551255 + Penalty 714.440177 = -1737.111078 nChanged 1 SP:Iteration 1Q (32.625422 sec): 3 clusters Score: Raw -2454.399348 + Penalty 714.440177 = -1739.959171 nChanged 0 SP:Iteration 2F (32.625673 sec): 3 clusters Score: Raw -2454.399348 + Penalty 714.440177 = -1739.959171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.626432 sec): 2 clusters Score: Raw -10181.718851 + Penalty 474.386099 = -9707.332751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.626850 sec): 3 clusters Score: Raw -10144.611135 + Penalty 950.828933 = -9193.782202 nChanged 21 SP:Iteration 1F (32.627260 sec): 3 clusters Score: Raw -10162.398036 + Penalty 953.756064 = -9208.641972 nChanged 7 SP:Iteration 2F (32.627670 sec): 3 clusters Score: Raw -10171.226665 + Penalty 956.665866 = -9214.560798 nChanged 3 SP:Iteration 3Q (32.628076 sec): 3 clusters Score: Raw -10180.287982 + Penalty 959.892713 = -9220.395269 nChanged 6 SP:Iteration 4F (32.628484 sec): 3 clusters Score: Raw -10187.300227 + Penalty 960.088677 = -9227.211550 nChanged 5 SP:Iteration 5Q (32.628888 sec): 3 clusters Score: Raw -10193.651020 + Penalty 959.840942 = -9233.810078 nChanged 3 SP:Iteration 6Q (32.629289 sec): 3 clusters Score: Raw -10196.903917 + Penalty 961.365179 = -9235.538737 nChanged 2 SP:Iteration 7Q (32.629689 sec): 3 clusters Score: Raw -10199.132361 + Penalty 962.140359 = -9236.992002 nChanged 2 SP:Iteration 8Q (32.630088 sec): 3 clusters Score: Raw -10199.349868 + Penalty 965.254794 = -9234.095074 nChanged 1 SP:Iteration 9F (32.630497 sec): 3 clusters Score: Raw -10200.594637 + Penalty 965.254794 = -9235.339843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.630985 sec): 2 clusters Score: Raw -823.967139 + Penalty 233.830394 = -590.136745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.631211 sec): 3 clusters Score: Raw -822.617098 + Penalty 468.983534 = -353.633564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 108 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.631946 sec): 2 clusters Score: Raw -9839.618702 + Penalty 577.757105 = -9261.861597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.632352 sec): 3 clusters Score: Raw -9852.322382 + Penalty 1154.522431 = -8697.799950 nChanged 6 SP:Iteration 1F (32.632753 sec): 3 clusters Score: Raw -9871.256192 + Penalty 1150.652871 = -8720.603322 nChanged 3 SP:Iteration 2Q (32.633144 sec): 3 clusters Score: Raw -9878.779071 + Penalty 1149.238514 = -8729.540557 nChanged 1 SP:Iteration 3Q (32.633555 sec): 3 clusters Score: Raw -9881.504534 + Penalty 1149.238514 = -8732.266020 nChanged 0 SP:Iteration 4F (32.633955 sec): 3 clusters Score: Raw -9881.504534 + Penalty 1149.238514 = -8732.266020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.634429 sec): 2 clusters Score: Raw -355.841259 + Penalty 132.315218 = -223.526041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.634643 sec): 3 clusters Score: Raw -351.900670 + Penalty 264.630437 = -87.270234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.635095 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.635276 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 112 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.635831 sec): 2 clusters Score: Raw -3569.656958 + Penalty 502.824928 = -3066.832030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.636108 sec): 3 clusters Score: Raw -3568.408167 + Penalty 1005.132511 = -2563.275657 nChanged 2 SP:Iteration 1F (32.636382 sec): 3 clusters Score: Raw -3572.256739 + Penalty 1007.024637 = -2565.232102 nChanged 1 SP:Iteration 2Q (32.636650 sec): 3 clusters Score: Raw -3573.490074 + Penalty 1007.024637 = -2566.465436 nChanged 0 SP:Iteration 3F (32.636922 sec): 3 clusters Score: Raw -3573.490074 + Penalty 1007.024637 = -2566.465436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.637390 sec): 2 clusters Score: Raw -260.768943 + Penalty 84.141529 = -176.627414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.637602 sec): 3 clusters Score: Raw -254.064275 + Penalty 168.778745 = -85.285529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 115 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.638236 sec): 2 clusters Score: Raw -6629.487829 + Penalty 616.650101 = -6012.837728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.638570 sec): 3 clusters Score: Raw -6678.837569 + Penalty 1233.879806 = -5444.957763 nChanged 1 SP:Iteration 1Q (32.638885 sec): 3 clusters Score: Raw -6685.285840 + Penalty 1233.879806 = -5451.406035 nChanged 0 SP:Iteration 2F (32.639214 sec): 3 clusters Score: Raw -6685.285840 + Penalty 1233.879806 = -5451.406035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 116 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.639691 sec): 2 clusters Score: Raw -461.185810 + Penalty 186.460914 = -274.724896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.639908 sec): 3 clusters Score: Raw -451.109303 + Penalty 374.089906 = -77.019397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 119 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.640392 sec): 2 clusters Score: Raw -831.601757 + Penalty 275.950888 = -555.650869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.640617 sec): 3 clusters Score: Raw -836.690747 + Penalty 547.794082 = -288.896665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 120 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.641104 sec): 2 clusters Score: Raw -950.662081 + Penalty 203.102997 = -747.559084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.641333 sec): 3 clusters Score: Raw -958.132989 + Penalty 407.824999 = -550.307990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.641836 sec): 2 clusters Score: Raw -837.891927 + Penalty 261.370286 = -576.521640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.642060 sec): 3 clusters Score: Raw -831.087616 + Penalty 522.561152 = -308.526465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 122 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.642831 sec): 2 clusters Score: Raw -10983.551995 + Penalty 602.350437 = -10381.201558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.643254 sec): 3 clusters Score: Raw -10984.161733 + Penalty 1205.493837 = -9778.667896 nChanged 14 SP:Iteration 1F (32.643670 sec): 3 clusters Score: Raw -11015.822709 + Penalty 1205.474982 = -9810.347727 nChanged 2 SP:Iteration 2Q (32.644076 sec): 3 clusters Score: Raw -11022.665859 + Penalty 1205.065007 = -9817.600852 nChanged 1 SP:Iteration 3Q (32.644481 sec): 3 clusters Score: Raw -11023.605676 + Penalty 1205.065007 = -9818.540669 nChanged 0 SP:Iteration 4F (32.644896 sec): 3 clusters Score: Raw -11023.605676 + Penalty 1205.065007 = -9818.540669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 123 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.645389 sec): 2 clusters Score: Raw -1041.242880 + Penalty 321.750273 = -719.492607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.645617 sec): 3 clusters Score: Raw -1031.295923 + Penalty 666.508464 = -364.787459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.646070 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.646252 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 126 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.646860 sec): 2 clusters Score: Raw -5460.044243 + Penalty 505.609172 = -4954.435071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.647176 sec): 3 clusters Score: Raw -5481.354917 + Penalty 1014.061707 = -4467.293210 nChanged 4 SP:Iteration 1F (32.647487 sec): 3 clusters Score: Raw -5488.229170 + Penalty 1014.061707 = -4474.167463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 127 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.648006 sec): 2 clusters Score: Raw -2042.119264 + Penalty 429.665769 = -1612.453495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.648252 sec): 3 clusters Score: Raw -2052.239643 + Penalty 859.217002 = -1193.022641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.648729 sec): 2 clusters Score: Raw -539.355736 + Penalty 185.011254 = -354.344482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.648949 sec): 3 clusters Score: Raw -536.570005 + Penalty 342.209863 = -194.360141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.649426 sec): 2 clusters Score: Raw -602.143251 + Penalty 151.575127 = -450.568124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.649648 sec): 3 clusters Score: Raw -601.133385 + Penalty 326.667202 = -274.466183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 130 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.650152 sec): 2 clusters Score: Raw -979.371310 + Penalty 312.678092 = -666.693218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.650378 sec): 3 clusters Score: Raw -959.547668 + Penalty 625.350254 = -334.197414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.650845 sec): 2 clusters Score: Raw -274.023919 + Penalty 120.738435 = -153.285483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.651056 sec): 3 clusters Score: Raw -264.519305 + Penalty 238.534012 = -25.985294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 132 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.651672 sec): 2 clusters Score: Raw -5458.359964 + Penalty 546.957224 = -4911.402740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.651990 sec): 3 clusters Score: Raw -5472.792950 + Penalty 1101.329139 = -4371.463811 nChanged 2 SP:Iteration 1Q (32.652292 sec): 3 clusters Score: Raw -5477.163034 + Penalty 1101.329139 = -4375.833895 nChanged 0 SP:Iteration 2F (32.652600 sec): 3 clusters Score: Raw -5477.163034 + Penalty 1101.329139 = -4375.833895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 134 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.653117 sec): 2 clusters Score: Raw -1809.367297 + Penalty 362.388130 = -1446.979166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.653362 sec): 3 clusters Score: Raw -1812.723552 + Penalty 723.509369 = -1089.214183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 135 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.653889 sec): 2 clusters Score: Raw -2551.559274 + Penalty 429.137992 = -2122.421281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.654147 sec): 3 clusters Score: Raw -2574.037051 + Penalty 852.191398 = -1721.845653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.654604 sec): 2 clusters Score: Raw -159.943445 + Penalty 21.136394 = -138.807051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.654797 sec): 3 clusters Score: Raw -159.053903 + Penalty 42.272789 = -116.781114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.655260 sec): 2 clusters Score: Raw -182.276324 + Penalty 89.920006 = -92.356319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.655469 sec): 3 clusters Score: Raw -171.672334 + Penalty 179.840011 = 8.167677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.655946 sec): 2 clusters Score: Raw -466.977652 + Penalty 197.249376 = -269.728276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.656163 sec): 3 clusters Score: Raw -457.619625 + Penalty 389.360161 = -68.259464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 139 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.656727 sec): 2 clusters Score: Raw -3726.392638 + Penalty 537.727940 = -3188.664698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.657009 sec): 3 clusters Score: Raw -3772.593793 + Penalty 1075.252709 = -2697.341084 nChanged 1 SP:Iteration 1Q (32.657278 sec): 3 clusters Score: Raw -3777.199118 + Penalty 1075.252709 = -2701.946409 nChanged 0 SP:Iteration 2F (32.657557 sec): 3 clusters Score: Raw -3777.199118 + Penalty 1075.252709 = -2701.946409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.658046 sec): 2 clusters Score: Raw -242.780960 + Penalty 84.220949 = -158.560011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.658258 sec): 3 clusters Score: Raw -239.698079 + Penalty 182.638190 = -57.059889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 141 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.658787 sec): 2 clusters Score: Raw -2573.732533 + Penalty 394.592954 = -2179.139579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.659045 sec): 3 clusters Score: Raw -2564.012153 + Penalty 788.838323 = -1775.173830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 142 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.659542 sec): 2 clusters Score: Raw -1333.334758 + Penalty 332.327744 = -1001.007014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.659777 sec): 3 clusters Score: Raw -1334.814430 + Penalty 661.133087 = -673.681344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.660253 sec): 2 clusters Score: Raw -544.609627 + Penalty 164.510903 = -380.098723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.660470 sec): 3 clusters Score: Raw -536.006515 + Penalty 321.145748 = -214.860766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 144 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.661039 sec): 2 clusters Score: Raw -4132.002346 + Penalty 512.631853 = -3619.370492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.661326 sec): 3 clusters Score: Raw -4160.191107 + Penalty 1025.847971 = -3134.343136 nChanged 1 SP:Iteration 1Q (32.661603 sec): 3 clusters Score: Raw -4166.438271 + Penalty 1025.847971 = -3140.590300 nChanged 0 SP:Iteration 2F (32.661885 sec): 3 clusters Score: Raw -4166.438271 + Penalty 1025.847971 = -3140.590300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 145 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.662679 sec): 2 clusters Score: Raw -13486.827163 + Penalty 763.098279 = -12723.728884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.663131 sec): 3 clusters Score: Raw -13515.982748 + Penalty 1526.967068 = -11989.015680 nChanged 12 SP:Iteration 1F (32.663576 sec): 3 clusters Score: Raw -13545.375337 + Penalty 1527.582312 = -12017.793025 nChanged 4 SP:Iteration 2Q (32.664006 sec): 3 clusters Score: Raw -13557.086311 + Penalty 1527.582312 = -12029.503999 nChanged 0 SP:Iteration 3F (32.664449 sec): 3 clusters Score: Raw -13557.086311 + Penalty 1527.582312 = -12029.503999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 148 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.665736 sec): 2 clusters Score: Raw -17484.004361 + Penalty 688.771492 = -16795.232869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.666265 sec): 3 clusters Score: Raw -17443.169918 + Penalty 1379.326651 = -16063.843267 nChanged 31 SP:Iteration 1F (32.666795 sec): 3 clusters Score: Raw -17491.470986 + Penalty 1383.269843 = -16108.201143 nChanged 13 SP:Iteration 2F (32.667325 sec): 3 clusters Score: Raw -17512.148603 + Penalty 1384.293065 = -16127.855537 nChanged 4 SP:Iteration 3Q (32.667846 sec): 3 clusters Score: Raw -17518.670440 + Penalty 1385.604848 = -16133.065593 nChanged 2 SP:Iteration 4Q (32.668367 sec): 3 clusters Score: Raw -17522.570425 + Penalty 1386.545886 = -16136.024539 nChanged 2 SP:Iteration 5Q (32.668887 sec): 3 clusters Score: Raw -17525.819270 + Penalty 1386.545886 = -16139.273384 nChanged 0 SP:Iteration 6F (32.669438 sec): 3 clusters Score: Raw -17525.819270 + Penalty 1386.545886 = -16139.273384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.670413 sec): 2 clusters Score: Raw -245.137221 + Penalty 65.988551 = -179.148671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.670619 sec): 3 clusters Score: Raw -244.628484 + Penalty 154.448389 = -90.180095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.671099 sec): 2 clusters Score: Raw -553.698039 + Penalty 183.277444 = -370.420595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.671317 sec): 3 clusters Score: Raw -541.185863 + Penalty 375.988851 = -165.197012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.671793 sec): 2 clusters Score: Raw -581.705707 + Penalty 216.846875 = -364.858831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.672011 sec): 3 clusters Score: Raw -564.626289 + Penalty 452.932201 = -111.694088 nChanged 1 SP:Iteration 1F (32.672226 sec): 3 clusters Score: Raw -569.361386 + Penalty 216.846875 = -352.514510 nChanged 1 SP:Iteration 2F (32.672423 sec): 2 clusters Score: Raw -581.705707 + Penalty 216.846875 = -364.858831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 154 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.672910 sec): 2 clusters Score: Raw -925.839492 + Penalty 255.853147 = -669.986345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.673138 sec): 3 clusters Score: Raw -927.119184 + Penalty 511.706293 = -415.412891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.673596 sec): 2 clusters Score: Raw -81.407160 + Penalty 0.000000 = -81.407160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.673784 sec): 2 clusters Score: Raw -81.407160 + Penalty 0.000000 = -81.407160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 157 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.674296 sec): 2 clusters Score: Raw -1766.569130 + Penalty 371.311156 = -1395.257974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.674547 sec): 3 clusters Score: Raw -1750.991827 + Penalty 743.703461 = -1007.288366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 158 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.675076 sec): 2 clusters Score: Raw -2096.368121 + Penalty 413.544752 = -1682.823369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.675326 sec): 3 clusters Score: Raw -2108.140368 + Penalty 825.981246 = -1282.159121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 159 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.675941 sec): 2 clusters Score: Raw -5073.260194 + Penalty 385.185499 = -4688.074695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.676256 sec): 3 clusters Score: Raw -5065.182269 + Penalty 770.201462 = -4294.980807 nChanged 3 SP:Iteration 1F (32.676562 sec): 3 clusters Score: Raw -5073.513694 + Penalty 769.264228 = -4304.249465 nChanged 2 SP:Iteration 2Q (32.676863 sec): 3 clusters Score: Raw -5076.314614 + Penalty 769.264228 = -4307.050386 nChanged 0 SP:Iteration 3F (32.677167 sec): 3 clusters Score: Raw -5076.314614 + Penalty 769.264228 = -4307.050386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.677680 sec): 2 clusters Score: Raw -998.868204 + Penalty 222.337573 = -776.530631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.677909 sec): 3 clusters Score: Raw -993.432713 + Penalty 415.035019 = -578.397694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 161 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.678406 sec): 2 clusters Score: Raw -1277.605517 + Penalty 349.724961 = -927.880555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.678639 sec): 3 clusters Score: Raw -1262.567987 + Penalty 691.323433 = -571.244555 nChanged 1 SP:Iteration 1F (32.678867 sec): 3 clusters Score: Raw -1262.947537 + Penalty 725.862275 = -537.085263 nChanged 1 SP:Iteration 2F (32.679093 sec): 3 clusters Score: Raw -1266.325024 + Penalty 349.724961 = -916.600063 nChanged 1 SP:Iteration 3F (32.679300 sec): 2 clusters Score: Raw -1277.605517 + Penalty 349.724961 = -927.880555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.679769 sec): 2 clusters Score: Raw -265.812915 + Penalty 122.522193 = -143.290721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.679979 sec): 3 clusters Score: Raw -258.346294 + Penalty 233.774407 = -24.571887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 163 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.680544 sec): 2 clusters Score: Raw -3757.733642 + Penalty 440.374057 = -3317.359585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.680826 sec): 3 clusters Score: Raw -3762.633764 + Penalty 884.747431 = -2877.886333 nChanged 1 SP:Iteration 1Q (32.681103 sec): 3 clusters Score: Raw -3765.415257 + Penalty 883.505461 = -2881.909797 nChanged 2 SP:Iteration 2Q (32.681379 sec): 3 clusters Score: Raw -3772.953182 + Penalty 883.505461 = -2889.447722 nChanged 0 SP:Iteration 3F (32.681661 sec): 3 clusters Score: Raw -3772.953182 + Penalty 883.505461 = -2889.447722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 164 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.682149 sec): 2 clusters Score: Raw -930.361363 + Penalty 263.870164 = -666.491198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.682374 sec): 3 clusters Score: Raw -924.377640 + Penalty 529.920186 = -394.457454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 167 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.682854 sec): 2 clusters Score: Raw -757.142725 + Penalty 261.867567 = -495.275158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.683078 sec): 3 clusters Score: Raw -745.251604 + Penalty 518.617567 = -226.634037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 168 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.683559 sec): 2 clusters Score: Raw -873.424370 + Penalty 305.272119 = -568.152251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.683785 sec): 3 clusters Score: Raw -864.366103 + Penalty 610.245831 = -254.120271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.684273 sec): 2 clusters Score: Raw -864.170382 + Penalty 292.920283 = -571.250099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.684498 sec): 3 clusters Score: Raw -858.744655 + Penalty 578.328167 = -280.416488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.685041 sec): 2 clusters Score: Raw -274.774397 + Penalty 129.742004 = -145.032392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.685253 sec): 3 clusters Score: Raw -264.454263 + Penalty 264.358594 = -0.095669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 173 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.685741 sec): 2 clusters Score: Raw -939.021783 + Penalty 232.038717 = -706.983066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.685970 sec): 3 clusters Score: Raw -924.962251 + Penalty 482.938075 = -442.024177 nChanged 1 SP:Iteration 1F (32.686194 sec): 3 clusters Score: Raw -927.427270 + Penalty 497.955861 = -429.471409 nChanged 1 SP:Iteration 2F (32.686416 sec): 3 clusters Score: Raw -928.704777 + Penalty 500.898071 = -427.806707 nChanged 1 SP:Iteration 3F (32.686638 sec): 3 clusters Score: Raw -929.516100 + Penalty 500.898071 = -428.618029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 176 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.687117 sec): 2 clusters Score: Raw -655.523635 + Penalty 219.220559 = -436.303075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.687336 sec): 3 clusters Score: Raw -645.517649 + Penalty 435.955689 = -209.561960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.687806 sec): 2 clusters Score: Raw -382.457978 + Penalty 184.674472 = -197.783506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.688019 sec): 3 clusters Score: Raw -370.915068 + Penalty 184.674472 = -186.240596 nChanged 1 SP:Iteration 1F (32.688212 sec): 2 clusters Score: Raw -382.457978 + Penalty 184.674472 = -197.783506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 178 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.688695 sec): 2 clusters Score: Raw -838.434401 + Penalty 255.005377 = -583.429025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.688921 sec): 3 clusters Score: Raw -833.986005 + Penalty 501.257575 = -332.728430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.689378 sec): 2 clusters Score: Raw -83.972778 + Penalty 0.000000 = -83.972778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.689567 sec): 2 clusters Score: Raw -83.972778 + Penalty 0.000000 = -83.972778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.690016 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.690197 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 181 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.690686 sec): 2 clusters Score: Raw -1073.210647 + Penalty 330.072729 = -743.137918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.690915 sec): 3 clusters Score: Raw -1063.886918 + Penalty 659.819329 = -404.067589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 184 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.691421 sec): 2 clusters Score: Raw -1628.127179 + Penalty 287.221762 = -1340.905417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.691663 sec): 3 clusters Score: Raw -1609.908782 + Penalty 568.027461 = -1041.881321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 186 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.692206 sec): 2 clusters Score: Raw -2504.754521 + Penalty 431.469888 = -2073.284633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.692464 sec): 3 clusters Score: Raw -2504.625820 + Penalty 863.101278 = -1641.524542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 187 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.693061 sec): 2 clusters Score: Raw -4974.641514 + Penalty 379.890436 = -4594.751078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.693368 sec): 3 clusters Score: Raw -4968.451984 + Penalty 761.671298 = -4206.780686 nChanged 3 SP:Iteration 1F (32.693672 sec): 3 clusters Score: Raw -4973.923618 + Penalty 761.671298 = -4212.252320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.694141 sec): 2 clusters Score: Raw -271.450966 + Penalty 110.727455 = -160.723511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.694337 sec): 2 clusters Score: Raw -271.450966 + Penalty 110.727455 = -160.723511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 189 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.694823 sec): 2 clusters Score: Raw -940.726841 + Penalty 305.046035 = -635.680805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.695048 sec): 3 clusters Score: Raw -935.670766 + Penalty 612.855406 = -322.815359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 191 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.695518 sec): 2 clusters Score: Raw -376.435239 + Penalty 167.643658 = -208.791581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.695732 sec): 3 clusters Score: Raw -364.592676 + Penalty 167.643658 = -196.949018 nChanged 1 SP:Iteration 1F (32.695928 sec): 2 clusters Score: Raw -376.435239 + Penalty 167.643658 = -208.791581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.696377 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.696558 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 193 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.697041 sec): 2 clusters Score: Raw -877.162603 + Penalty 283.156531 = -594.006072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.697266 sec): 3 clusters Score: Raw -858.198174 + Penalty 565.407520 = -292.790655 nChanged 1 SP:Iteration 1F (32.697487 sec): 3 clusters Score: Raw -862.734937 + Penalty 283.156531 = -579.578407 nChanged 2 SP:Iteration 2F (32.697687 sec): 2 clusters Score: Raw -877.162603 + Penalty 283.156531 = -594.006072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 194 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.698167 sec): 2 clusters Score: Raw -734.995808 + Penalty 254.340557 = -480.655250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.698390 sec): 3 clusters Score: Raw -729.595461 + Penalty 512.583185 = -217.012276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.698863 sec): 2 clusters Score: Raw -480.057624 + Penalty 207.772242 = -272.285383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.699095 sec): 3 clusters Score: Raw -464.161472 + Penalty 414.671031 = -49.490441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 198 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.699584 sec): 2 clusters Score: Raw -1013.222548 + Penalty 240.399558 = -772.822990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.699813 sec): 3 clusters Score: Raw -1004.676709 + Penalty 240.399558 = -764.277151 nChanged 2 SP:Iteration 1F (32.700016 sec): 2 clusters Score: Raw -1013.222548 + Penalty 240.399558 = -772.822990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.700480 sec): 2 clusters Score: Raw -182.046530 + Penalty 87.642086 = -94.404444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.700689 sec): 3 clusters Score: Raw -172.000002 + Penalty 175.284172 = 3.284170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 200 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.701169 sec): 2 clusters Score: Raw -739.339388 + Penalty 233.684686 = -505.654702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.701390 sec): 3 clusters Score: Raw -733.218162 + Penalty 440.146190 = -293.071973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 201 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.702182 sec): 2 clusters Score: Raw -11790.437071 + Penalty 562.853661 = -11227.583410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.702630 sec): 3 clusters Score: Raw -11740.988136 + Penalty 1112.536854 = -10628.451282 nChanged 21 SP:Iteration 1F (32.703072 sec): 3 clusters Score: Raw -11771.748997 + Penalty 1108.966639 = -10662.782359 nChanged 7 SP:Iteration 2F (32.703514 sec): 3 clusters Score: Raw -11787.241573 + Penalty 1109.739710 = -10677.501863 nChanged 4 SP:Iteration 3Q (32.703950 sec): 3 clusters Score: Raw -11792.657062 + Penalty 1109.130414 = -10683.526647 nChanged 1 SP:Iteration 4Q (32.704385 sec): 3 clusters Score: Raw -11794.032317 + Penalty 1110.990687 = -10683.041630 nChanged 1 SP:Iteration 5F (32.704826 sec): 3 clusters Score: Raw -11795.326386 + Penalty 1110.990687 = -10684.335699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 202 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.705363 sec): 2 clusters Score: Raw -2370.994212 + Penalty 427.642622 = -1943.351590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.705617 sec): 3 clusters Score: Raw -2368.506492 + Penalty 852.971769 = -1515.534723 nChanged 1 SP:Iteration 1Q (32.705865 sec): 3 clusters Score: Raw -2371.429641 + Penalty 856.365144 = -1515.064497 nChanged 2 SP:Iteration 2F (32.706113 sec): 3 clusters Score: Raw -2376.288595 + Penalty 851.929945 = -1524.358650 nChanged 1 SP:Iteration 3Q (32.706355 sec): 3 clusters Score: Raw -2378.651806 + Penalty 851.929945 = -1526.721861 nChanged 0 SP:Iteration 4F (32.706606 sec): 3 clusters Score: Raw -2378.651806 + Penalty 851.929945 = -1526.721861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.707075 sec): 2 clusters Score: Raw -180.416738 + Penalty 80.421824 = -99.994913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.707285 sec): 3 clusters Score: Raw -171.171484 + Penalty 160.843649 = -10.327836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 207 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.707783 sec): 2 clusters Score: Raw -1342.300747 + Penalty 316.190631 = -1026.110116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.708038 sec): 3 clusters Score: Raw -1327.444650 + Penalty 643.680858 = -683.763792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.708538 sec): 2 clusters Score: Raw -1071.051034 + Penalty 52.484401 = -1018.566633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.708765 sec): 3 clusters Score: Raw -1094.431474 + Penalty 114.580933 = -979.850541 nChanged 2 SP:Iteration 1F (32.708996 sec): 3 clusters Score: Raw -1102.990887 + Penalty 107.362984 = -995.627903 nChanged 1 SP:Iteration 2F (32.709225 sec): 3 clusters Score: Raw -1108.114551 + Penalty 107.362984 = -1000.751567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 209 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.709704 sec): 2 clusters Score: Raw -672.752688 + Penalty 256.657054 = -416.095634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.709925 sec): 3 clusters Score: Raw -662.047952 + Penalty 513.471981 = -148.575970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.710385 sec): 2 clusters Score: Raw -81.389052 + Penalty 0.000000 = -81.389052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.710576 sec): 2 clusters Score: Raw -81.389052 + Penalty 0.000000 = -81.389052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.711025 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.711206 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.711678 sec): 2 clusters Score: Raw -465.602625 + Penalty 226.565193 = -239.037432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.711896 sec): 3 clusters Score: Raw -464.692038 + Penalty 443.579545 = -21.112492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 215 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.712371 sec): 2 clusters Score: Raw -560.232846 + Penalty 202.045692 = -358.187154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.712588 sec): 3 clusters Score: Raw -552.339742 + Penalty 202.045692 = -350.294050 nChanged 1 SP:Iteration 1F (32.712785 sec): 2 clusters Score: Raw -560.232846 + Penalty 202.045692 = -358.187154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 216 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.713252 sec): 2 clusters Score: Raw -378.993236 + Penalty 168.202402 = -210.790835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.713467 sec): 3 clusters Score: Raw -364.213978 + Penalty 336.404803 = -27.809175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 217 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.713954 sec): 2 clusters Score: Raw -995.779434 + Penalty 313.293705 = -682.485729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.714181 sec): 3 clusters Score: Raw -973.653710 + Penalty 626.587409 = -347.066301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 219 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.714646 sec): 2 clusters Score: Raw -184.250724 + Penalty 91.070206 = -93.180518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.714842 sec): 2 clusters Score: Raw -184.250724 + Penalty 91.070206 = -93.180518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 222 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.715359 sec): 2 clusters Score: Raw -1497.545542 + Penalty 382.708719 = -1114.836823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.715594 sec): 3 clusters Score: Raw -1490.295677 + Penalty 382.708719 = -1107.586958 nChanged 1 SP:Iteration 1F (32.715806 sec): 2 clusters Score: Raw -1497.545542 + Penalty 382.708719 = -1114.836823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.716275 sec): 2 clusters Score: Raw -181.605065 + Penalty 88.647940 = -92.957124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.716488 sec): 3 clusters Score: Raw -172.118690 + Penalty 177.295881 = 5.177191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.716944 sec): 2 clusters Score: Raw -80.142580 + Penalty 0.000000 = -80.142580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.717129 sec): 2 clusters Score: Raw -80.142580 + Penalty 0.000000 = -80.142580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.717598 sec): 2 clusters Score: Raw -375.810476 + Penalty 170.596531 = -205.213945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.717811 sec): 3 clusters Score: Raw -361.051009 + Penalty 341.193062 = -19.857947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 232 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.718304 sec): 2 clusters Score: Raw -1156.261979 + Penalty 290.358492 = -865.903487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.718534 sec): 3 clusters Score: Raw -1145.970906 + Penalty 573.964770 = -572.006136 nChanged 1 SP:Iteration 1F (32.718760 sec): 3 clusters Score: Raw -1148.627362 + Penalty 573.964770 = -574.662592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.719212 sec): 2 clusters Score: Raw -77.440466 + Penalty 0.000000 = -77.440466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.719395 sec): 2 clusters Score: Raw -77.440466 + Penalty 0.000000 = -77.440466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 238 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.719869 sec): 2 clusters Score: Raw -418.606537 + Penalty 123.337377 = -295.269161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.720083 sec): 3 clusters Score: Raw -414.914402 + Penalty 304.664969 = -110.249434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 239 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.720552 sec): 2 clusters Score: Raw -376.463463 + Penalty 154.178555 = -222.284908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.720765 sec): 3 clusters Score: Raw -361.304961 + Penalty 308.357110 = -52.947851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.721214 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.721395 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 245 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.721861 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.722041 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 246 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.722491 sec): 2 clusters Score: Raw -78.792095 + Penalty 0.000000 = -78.792095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.722672 sec): 2 clusters Score: Raw -78.792095 + Penalty 0.000000 = -78.792095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 247 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.723119 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.723301 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 248 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.723794 sec): 2 clusters Score: Raw -1054.204266 + Penalty 130.412031 = -923.792235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.724025 sec): 3 clusters Score: Raw -1055.745016 + Penalty 274.994906 = -780.750110 nChanged 1 SP:Iteration 1F (32.724256 sec): 3 clusters Score: Raw -1056.828318 + Penalty 274.994906 = -781.833412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 250 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.724765 sec): 2 clusters Score: Raw -1495.612693 + Penalty 270.374159 = -1225.238534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.725008 sec): 3 clusters Score: Raw -1514.227191 + Penalty 551.814418 = -962.412773 nChanged 0 Deleting Class 168 (9 points): Lose 51.430142 but Gain 1446.342427 Iteration 20F (35.626442 sec): 189 clusters Score: Raw -2762783.262724 + Penalty 206136.482715 = -2556646.780009 nChanged 125 Deleting Class 222 (15 points): Lose 78.921603 but Gain 1471.194453 Iteration 21Q (35.861725 sec): 188 clusters Score: Raw -2762800.317031 + Penalty 204772.261068 = -2558028.055964 nChanged 114 Deleting Class 46 (36 points): Lose 160.407004 but Gain 1551.174240 Iteration 22Q (36.092578 sec): 187 clusters Score: Raw -2762737.019003 + Penalty 203330.243617 = -2559406.775386 nChanged 123 Deleting Class 130 (10 points): Lose 27.125716 but Gain 1413.644468 Iteration 23Q (36.323326 sec): 186 clusters Score: Raw -2762849.218835 + Penalty 201928.101402 = -2560921.117433 nChanged 65 Deleting Class 33 (38 points): Lose 252.420748 but Gain 1632.515405 Iteration 24Q (36.549137 sec): 185 clusters Score: Raw -2762641.937432 + Penalty 200403.477999 = -2562238.459433 nChanged 82 Deleting Class 63 (5 points): Lose 20.996018 but Gain 1399.494422 Iteration 25Q (36.778736 sec): 184 clusters Score: Raw -2762756.851658 + Penalty 199072.494380 = -2563684.357278 nChanged 49 Deleting Class 217 (11 points): Lose 43.245733 but Gain 1420.264945 Iteration 26Q (37.009313 sec): 183 clusters Score: Raw -2762754.916015 + Penalty 197680.336660 = -2565074.579355 nChanged 44 Deleting Class 181 (11 points): Lose 56.267223 but Gain 1432.972531 Iteration 27Q (37.233518 sec): 182 clusters Score: Raw -2762731.370339 + Penalty 196267.631166 = -2566463.739172 nChanged 29 Deleting Class 139 (39 points): Lose 151.434413 but Gain 1527.979518 Iteration 28Q (37.451397 sec): 181 clusters Score: Raw -2762607.806055 + Penalty 194839.255235 = -2567768.550820 nChanged 54 Deleting Class 177 (4 points): Lose 11.140888 but Gain 1386.787259 Iteration 29Q (37.670536 sec): 180 clusters Score: Raw -2762705.420972 + Penalty 193470.823196 = -2569234.597776 nChanged 26 Deleting Class 69 (16 points): Lose 110.962632 but Gain 1487.664427 Iteration 30F (40.370139 sec): 179 clusters Score: Raw -2762619.074610 + Penalty 192090.838170 = -2570528.236441 nChanged 26 Deleting Class 213 (5 points): Lose 93.411474 but Gain 1465.471567 Iteration 31Q (40.585578 sec): 178 clusters Score: Raw -2762602.996872 + Penalty 190630.388621 = -2571972.608250 nChanged 18 Deleting Class 15 (7 points): Lose 28.752198 but Gain 1391.176795 Iteration 32Q (40.800465 sec): 177 clusters Score: Raw -2762595.761648 + Penalty 189296.144862 = -2573299.616786 nChanged 19 Deleting Class 219 (2 points): Lose 5.984537 but Gain 1367.758092 Iteration 33Q (41.016349 sec): 176 clusters Score: Raw -2762620.112505 + Penalty 187979.970628 = -2574640.141878 nChanged 17 Deleting Class 83 (19 points): Lose 115.880290 but Gain 1474.803788 Iteration 34Q (41.233553 sec): 175 clusters Score: Raw -2762516.188453 + Penalty 186528.545569 = -2575987.642884 nChanged 34 Deleting Class 100 (23 points): Lose 118.476873 but Gain 1467.579928 Iteration 35Q (41.447830 sec): 174 clusters Score: Raw -2762441.695762 + Penalty 185053.647438 = -2577388.048324 nChanged 43 Deleting Class 137 (2 points): Lose 1.622083 but Gain 1350.483546 Iteration 36Q (41.663976 sec): 173 clusters Score: Raw -2762495.126580 + Penalty 183707.678841 = -2578787.447739 nChanged 20 Deleting Class 169 (9 points): Lose 43.266437 but Gain 1387.820921 Iteration 37Q (41.877936 sec): 172 clusters Score: Raw -2762465.274865 + Penalty 182341.245687 = -2580124.029179 nChanged 23 Deleting Class 161 (13 points): Lose 75.107543 but Gain 1419.404799 Iteration 38Q (42.102039 sec): 171 clusters Score: Raw -2762415.078189 + Penalty 180891.314371 = -2581523.763817 nChanged 32 Deleting Class 60 (24 points): Lose 91.281574 but Gain 1426.150903 Iteration 39Q (42.323819 sec): 170 clusters Score: Raw -2762353.110830 + Penalty 179526.247659 = -2582826.863171 nChanged 33 Deleting Class 127 (24 points): Lose 163.057294 but Gain 1497.101252 Iteration 40F (44.889933 sec): 169 clusters Score: Raw -2762244.723017 + Penalty 178171.030575 = -2584073.692442 nChanged 36 Deleting Class 196 (5 points): Lose 10.013272 but Gain 1343.914783 Iteration 41Q (45.108830 sec): 168 clusters Score: Raw -2762317.972424 + Penalty 176874.040493 = -2585443.931930 nChanged 17 Deleting Class 112 (38 points): Lose 135.356959 but Gain 1458.232674 Iteration 42Q (45.325687 sec): 167 clusters Score: Raw -2762214.902790 + Penalty 175460.655528 = -2586754.247262 nChanged 43 Deleting Class 189 (12 points): Lose 72.113572 but Gain 1395.917868 Iteration 43Q (45.544950 sec): 166 clusters Score: Raw -2762211.663802 + Penalty 174168.277083 = -2588043.386719 nChanged 20 Deleting Class 17 (43 points): Lose 241.917854 but Gain 1560.791419 Iteration 44Q (45.758616 sec): 165 clusters Score: Raw -2762014.515644 + Penalty 172722.852004 = -2589291.663640 nChanged 52 Deleting Class 123 (11 points): Lose 78.517885 but Gain 1396.841552 Iteration 45Q (45.975873 sec): 164 clusters Score: Raw -2762048.727340 + Penalty 171454.265334 = -2590594.462006 nChanged 22 Deleting Class 202 (25 points): Lose 96.329252 but Gain 1412.440501 Iteration 46Q (46.195503 sec): 163 clusters Score: Raw -2761993.662430 + Penalty 170097.655565 = -2591896.006865 nChanged 35 Deleting Class 223 (2 points): Lose 16.625677 but Gain 1331.378755 Iteration 47Q (46.411179 sec): 162 clusters Score: Raw -2762024.735622 + Penalty 168791.313517 = -2593233.422105 nChanged 14 Deleting Class 199 (2 points): Lose 2.705728 but Gain 1316.272108 Iteration 48Q (46.623649 sec): 161 clusters Score: Raw -2762034.604208 + Penalty 167443.254772 = -2594591.349436 nChanged 11 Deleting Class 209 (8 points): Lose 51.337820 but Gain 1364.788090 Iteration 49Q (46.833280 sec): 160 clusters Score: Raw -2761994.475327 + Penalty 166186.464960 = -2595808.010367 nChanged 10 Deleting Class 193 (9 points): Lose 36.275078 but Gain 1341.561442 Iteration 50F (49.194517 sec): 159 clusters Score: Raw -2761991.231416 + Penalty 164849.857559 = -2597141.373857 nChanged 13 Deleting Class 115 (69 points): Lose 223.207234 but Gain 1527.509153 Iteration 51Q (49.404518 sec): 158 clusters Score: Raw -2761783.174742 + Penalty 163481.939217 = -2598301.235525 nChanged 74 Deleting Class 14 (57 points): Lose 274.269833 but Gain 1578.711180 Iteration 52Q (49.620810 sec): 157 clusters Score: Raw -2761654.841240 + Penalty 162067.124189 = -2599587.717050 nChanged 79 Deleting Class 89 (35 points): Lose 128.868809 but Gain 1428.789013 Iteration 53Q (49.836037 sec): 156 clusters Score: Raw -2761676.039603 + Penalty 160740.080698 = -2600935.958905 nChanged 58 Deleting Class 157 (17 points): Lose 53.020514 but Gain 1341.206339 Iteration 54Q (50.046281 sec): 155 clusters Score: Raw -2761727.157892 + Penalty 159458.775973 = -2602268.381919 nChanged 39 Deleting Class 144 (36 points): Lose 134.879446 but Gain 1422.927744 Iteration 55Q (50.253967 sec): 154 clusters Score: Raw -2761639.083916 + Penalty 158122.406422 = -2603516.677494 nChanged 49 Deleting Class 186 (32 points): Lose 146.549697 but Gain 1435.567821 Iteration 56Q (50.461709 sec): 153 clusters Score: Raw -2761578.601915 + Penalty 156831.344540 = -2604747.257375 nChanged 58 Deleting Class 67 (12 points): Lose 76.140126 but Gain 1362.746608 Iteration 57Q (50.669405 sec): 152 clusters Score: Raw -2761598.325295 + Penalty 155568.217786 = -2606030.107509 nChanged 32 Deleting Class 158 (21 points): Lose 111.214313 but Gain 1397.410938 Iteration 58Q (50.869694 sec): 151 clusters Score: Raw -2761545.795896 + Penalty 154141.078285 = -2607404.717611 nChanged 49 Deleting Class 167 (8 points): Lose 68.186015 but Gain 1354.456713 Iteration 59Q (51.068008 sec): 150 clusters Score: Raw -2761550.449589 + Penalty 152920.826535 = -2608629.623054 nChanged 33 Deleting Class 102 (71 points): Lose 148.758215 but Gain 1426.019980 Iteration 60F (53.305093 sec): 149 clusters Score: Raw -2761435.529973 + Penalty 151543.882619 = -2609891.647354 nChanged 89 Deleting Class 194 (9 points): Lose 40.280169 but Gain 1306.734728 Iteration 61Q (53.504847 sec): 148 clusters Score: Raw -2761509.626243 + Penalty 150299.303830 = -2611210.322413 nChanged 38 Deleting Class 227 (4 points): Lose 17.965320 but Gain 1281.070919 Iteration 62Q (53.700609 sec): 147 clusters Score: Raw -2761534.566183 + Penalty 149084.371241 = -2612450.194942 nChanged 29 Deleting Class 142 (14 points): Lose 50.987486 but Gain 1310.920057 Iteration 63Q (53.895909 sec): 146 clusters Score: Raw -2761515.739514 + Penalty 147818.933005 = -2613696.806509 nChanged 38 Deleting Class 20 (106 points): Lose 312.961425 but Gain 1571.352091 Iteration 64Q (54.090958 sec): 145 clusters Score: Raw -2761243.811990 + Penalty 146332.687733 = -2614911.124257 nChanged 129 Deleting Class 53 (12 points): Lose 67.226913 but Gain 1324.310978 Iteration 65Q (54.290600 sec): 144 clusters Score: Raw -2761375.148385 + Penalty 145138.031529 = -2616237.116856 nChanged 55 Deleting Class 40 (16 points): Lose 72.125070 but Gain 1335.174427 Iteration 66Q (54.483368 sec): 143 clusters Score: Raw -2761387.057869 + Penalty 143949.828263 = -2617437.229606 nChanged 52 Deleting Class 51 (13 points): Lose 93.007334 but Gain 1348.554996 Iteration 67Q (54.675745 sec): 142 clusters Score: Raw -2761367.901546 + Penalty 142760.643534 = -2618607.258012 nChanged 37 Deleting Class 138 (5 points): Lose 26.844625 but Gain 1275.850663 Iteration 68Q (54.869291 sec): 141 clusters Score: Raw -2761401.940966 + Penalty 141523.840276 = -2619878.100690 nChanged 22 Deleting Class 191 (4 points): Lose 10.819674 but Gain 1258.896729 Iteration 69Q (55.057860 sec): 140 clusters Score: Raw -2761412.783292 + Penalty 140256.451079 = -2621156.332213 nChanged 20 Deleting Class 135 (28 points): Lose 106.951836 but Gain 1355.287085 Iteration 70F (57.144289 sec): 139 clusters Score: Raw -2761322.473153 + Penalty 138982.287010 = -2622340.186143 nChanged 44 Deleting Class 153 (6 points): Lose 14.946368 but Gain 1253.776353 Iteration 71Q (57.335160 sec): 138 clusters Score: Raw -2761373.491130 + Penalty 137758.631608 = -2623614.859522 nChanged 30 Deleting Class 134 (23 points): Lose 82.861579 but Gain 1320.443651 Iteration 72Q (57.524440 sec): 137 clusters Score: Raw -2761317.926801 + Penalty 136454.992895 = -2624862.933906 nChanged 40 Deleting Class 216 (4 points): Lose 26.633885 but Gain 1263.092537 Iteration 73Q (57.711603 sec): 136 clusters Score: Raw -2761338.724867 + Penalty 135225.956613 = -2626112.768254 nChanged 34 Deleting Class 178 (19 points): Lose 109.439652 but Gain 1342.151307 Iteration 74Q (57.901266 sec): 135 clusters Score: Raw -2761274.669179 + Penalty 133976.688237 = -2627297.980942 nChanged 54 Deleting Class 95 (24 points): Lose 94.361328 but Gain 1328.102978 Iteration 75Q (58.095800 sec): 134 clusters Score: Raw -2761257.973783 + Penalty 132710.229305 = -2628547.744478 nChanged 56 Deleting Class 119 (10 points): Lose 97.537382 but Gain 1328.019332 Iteration 76Q (58.294750 sec): 133 clusters Score: Raw -2761230.455048 + Penalty 131555.751693 = -2629674.703355 nChanged 31 Deleting Class 126 (47 points): Lose 160.519337 but Gain 1386.997244 Iteration 77Q (58.490345 sec): 132 clusters Score: Raw -2761130.873313 + Penalty 130380.640415 = -2630750.232898 nChanged 70 Deleting Class 121 (12 points): Lose 44.898329 but Gain 1290.641526 Iteration 78Q (58.682106 sec): 131 clusters Score: Raw -2761203.553307 + Penalty 129141.411142 = -2632062.142165 nChanged 38 Deleting Class 207 (15 points): Lose 36.061699 but Gain 1258.494840 Iteration 79Q (58.869800 sec): 130 clusters Score: Raw -2761211.166533 + Penalty 127940.586917 = -2633270.579617 nChanged 38 Deleting Class 84 (11 points): Lose 38.836372 but Gain 1262.974424 Iteration 80F (60.785230 sec): 129 clusters Score: Raw -2761219.034837 + Penalty 126727.921213 = -2634491.113624 nChanged 27 Deleting Class 132 (56 points): Lose 212.918031 but Gain 1434.675827 Iteration 81Q (60.976392 sec): 128 clusters Score: Raw -2761061.356046 + Penalty 125351.628021 = -2635709.728025 nChanged 73 Deleting Class 170 (3 points): Lose 12.485471 but Gain 1229.403892 Iteration 82Q (61.167748 sec): 127 clusters Score: Raw -2761161.223126 + Penalty 124136.877524 = -2637024.345603 nChanged 16 Deleting Class 116 (6 points): Lose 20.493471 but Gain 1236.315587 Iteration 83Q (61.353664 sec): 126 clusters Score: Raw -2761167.726930 + Penalty 122912.847622 = -2638254.879308 nChanged 19 Deleting Class 99 (4 points): Lose 16.349520 but Gain 1230.663797 Iteration 84Q (61.537794 sec): 125 clusters Score: Raw -2761169.983681 + Penalty 121697.335359 = -2639472.648322 nChanged 17 Deleting Class 215 (7 points): Lose 38.120093 but Gain 1244.273098 Iteration 85Q (61.721322 sec): 124 clusters Score: Raw -2761146.178239 + Penalty 120459.712048 = -2640686.466190 nChanged 18 Deleting Class 73 (43 points): Lose 194.623408 but Gain 1398.949720 Iteration 86Q (61.904888 sec): 123 clusters Score: Raw -2760965.567442 + Penalty 119150.797092 = -2641814.770350 nChanged 50 Deleting Class 97 (67 points): Lose 233.227357 but Gain 1437.962536 Iteration 87Q (62.088800 sec): 122 clusters Score: Raw -2760843.681461 + Penalty 117778.020966 = -2643065.660495 nChanged 94 Deleting Class 203 (2 points): Lose 16.033570 but Gain 1207.833004 Iteration 88Q (62.275815 sec): 121 clusters Score: Raw -2760956.998149 + Penalty 116584.441384 = -2644372.556766 nChanged 30 Deleting Class 66 (10 points): Lose 25.708389 but Gain 1213.153944 Iteration 89Q (62.456695 sec): 120 clusters Score: Raw -2760955.879063 + Penalty 115433.229569 = -2645522.649493 nChanged 28 Deleting Class 232 (12 points): Lose 33.962839 but Gain 1216.418138 Iteration 90F (64.215393 sec): 119 clusters Score: Raw -2760954.057821 + Penalty 114250.638071 = -2646703.419750 nChanged 24 Deleting Class 176 (8 points): Lose 32.960341 but Gain 1215.068129 Iteration 91Q (64.395931 sec): 118 clusters Score: Raw -2760945.526929 + Penalty 113104.811093 = -2647840.715837 nChanged 23 Deleting Class 173 (7 points): Lose 22.881010 but Gain 1228.890326 Iteration 92Q (64.575715 sec): 117 clusters Score: Raw -2760939.906832 + Penalty 111915.140052 = -2649024.766780 nChanged 19 Deleting Class 30 (12 points): Lose 200.938689 but Gain 1381.339758 Iteration 93Q (64.753921 sec): 116 clusters Score: Raw -2760752.655146 + Penalty 110651.634832 = -2650101.020313 nChanged 19 Deleting Class 141 (34 points): Lose 102.996869 but Gain 1278.110239 Iteration 94Q (64.928735 sec): 115 clusters Score: Raw -2760707.564120 + Penalty 109470.280996 = -2651237.283124 nChanged 49 Deleting Class 36 (5 points): Lose 20.875931 but Gain 1192.865186 Iteration 95Q (65.101879 sec): 114 clusters Score: Raw -2760754.720754 + Penalty 108348.631864 = -2652406.088890 nChanged 25 Deleting Class 131 (4 points): Lose 14.812721 but Gain 1185.247948 Iteration 96Q (65.271787 sec): 113 clusters Score: Raw -2760775.439816 + Penalty 107172.230088 = -2653603.209728 nChanged 22 Deleting Class 198 (15 points): Lose 74.065741 but Gain 1240.297277 Iteration 97Q (65.441767 sec): 112 clusters Score: Raw -2760732.182756 + Penalty 105937.013238 = -2654795.169518 nChanged 24 Deleting Class 72 (8 points): Lose 25.792495 but Gain 1186.951840 Iteration 98Q (65.608401 sec): 111 clusters Score: Raw -2760737.461525 + Penalty 104756.696686 = -2655980.764839 nChanged 21 Deleting Class 87 (12 points): Lose 64.401047 but Gain 1224.690315 Iteration 99Q (65.777410 sec): 110 clusters Score: Raw -2760699.805503 + Penalty 103540.296102 = -2657159.509401 nChanged 18 Deleting Class 239 (5 points): Lose 26.962369 but Gain 1183.115854 Iteration 100F (67.418833 sec): 109 clusters Score: Raw -2760702.430802 + Penalty 102362.622380 = -2658339.808422 nChanged 13 Deleting Class 154 (11 points): Lose 39.394231 but Gain 1185.323240 Iteration 101Q (67.584275 sec): 108 clusters Score: Raw -2760672.898440 + Penalty 101232.956001 = -2659439.942439 nChanged 15 Deleting Class 54 (16 points): Lose 67.069094 but Gain 1211.181960 Iteration 102Q (67.754559 sec): 107 clusters Score: Raw -2760635.065123 + Penalty 100020.222007 = -2660614.843116 nChanged 20 Deleting Class 86 (26 points): Lose 51.902446 but Gain 1193.964524 Iteration 103Q (67.921061 sec): 106 clusters Score: Raw -2760610.518878 + Penalty 98824.124472 = -2661786.394406 nChanged 30 Deleting Class 96 (21 points): Lose 71.836364 but Gain 1209.701372 Iteration 104Q (68.084768 sec): 105 clusters Score: Raw -2760578.944466 + Penalty 97636.965396 = -2662941.979070 nChanged 32 Deleting Class 188 (4 points): Lose 17.462159 but Gain 1151.212675 Iteration 105Q (68.248928 sec): 104 clusters Score: Raw -2760604.218796 + Penalty 96480.881127 = -2664123.337669 nChanged 18 Deleting Class 49 (8 points): Lose 40.496526 but Gain 1169.942449 Iteration 106Q (68.412267 sec): 103 clusters Score: Raw -2760574.841565 + Penalty 95323.201270 = -2665251.640295 nChanged 19 Deleting Class 164 (12 points): Lose 83.477821 but Gain 1201.385928 Iteration 107Q (68.575974 sec): 102 clusters Score: Raw -2760513.910112 + Penalty 94113.391677 = -2666400.518435 nChanged 20 Deleting Class 200 (4 points): Lose 6.608535 but Gain 1122.567601 Iteration 108Q (68.738946 sec): 101 clusters Score: Raw -2760537.836948 + Penalty 92991.511353 = -2667546.325596 nChanged 13 Deleting Class 163 (35 points): Lose 113.166130 but Gain 1216.892490 Iteration 109Q (68.906119 sec): 100 clusters Score: Raw -2760434.047532 + Penalty 91795.747567 = -2668638.299965 nChanged 42 Deleting Class 78 (173 points): Lose 566.580083 but Gain 1667.048233 Iteration 110F (70.358011 sec): 99 clusters Score: Raw -2759935.296070 + Penalty 90279.486421 = -2669655.809648 nChanged 183 Deleting Class 90 (7 points): Lose 28.782433 but Gain 1151.220634 Iteration 111Q (70.532332 sec): 98 clusters Score: Raw -2760227.940868 + Penalty 89185.374962 = -2671042.565906 nChanged 51 Deleting Class 105 (36 points): Lose 103.531246 but Gain 1190.757326 Iteration 112Q (70.698134 sec): 97 clusters Score: Raw -2760176.215685 + Penalty 88026.767029 = -2672149.448656 nChanged 70 Deleting Class 41 (96 points): Lose 192.451063 but Gain 1277.261438 Iteration 113Q (70.864423 sec): 96 clusters Score: Raw -2760070.383626 + Penalty 86812.338779 = -2673258.044846 nChanged 131 Deleting Class 108 (97 points): Lose 237.124793 but Gain 1320.405491 Iteration 114Q (71.031849 sec): 95 clusters Score: Raw -2759992.353450 + Penalty 85598.994673 = -2674393.358777 nChanged 134 Deleting Class 68 (16 points): Lose 86.753262 but Gain 1169.993714 Iteration 115Q (71.201713 sec): 94 clusters Score: Raw -2760092.723152 + Penalty 84639.975695 = -2675452.747457 nChanged 64 Deleting Class 107 (10 points): Lose 40.264498 but Gain 1117.127248 Iteration 116Q (71.358311 sec): 93 clusters Score: Raw -2760121.442798 + Penalty 83526.144885 = -2676595.297913 nChanged 44 Deleting Class 128 (9 points): Lose 96.971451 but Gain 1172.602661 Iteration 117Q (71.515128 sec): 92 clusters Score: Raw -2760052.899799 + Penalty 82383.903055 = -2677668.996744 nChanged 29 Deleting Class 162 (3 points): Lose 86.143160 but Gain 1160.990706 Iteration 118Q (71.669641 sec): 91 clusters Score: Raw -2759995.486010 + Penalty 81230.317923 = -2678765.168087 nChanged 23 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2759995.486010 + Penalty 81230.317923 = -2678765.168087Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.737211 sec): 2 clusters Score: Raw -79142.569327 + Penalty 108.389974 = -79034.179352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.739308 sec): 3 clusters Score: Raw -78532.024218 + Penalty 219.749767 = -78312.274451 nChanged 419 SP:Iteration 1F (71.741292 sec): 3 clusters Score: Raw -78849.156871 + Penalty 216.636028 = -78632.520843 nChanged 141 SP:Iteration 2F (71.742971 sec): 3 clusters Score: Raw -79007.060206 + Penalty 217.390532 = -78789.669674 nChanged 71 SP:Iteration 3F (71.744588 sec): 3 clusters Score: Raw -79058.843542 + Penalty 221.695233 = -78837.148309 nChanged 42 SP:Iteration 4Q (71.746229 sec): 3 clusters Score: Raw -79097.129612 + Penalty 271.683346 = -78825.446266 nChanged 37 SP:Iteration 5F (71.747889 sec): 3 clusters Score: Raw -79139.838229 + Penalty 108.389974 = -79031.448255 nChanged 2 SP:Iteration 6Q (71.749240 sec): 2 clusters Score: Raw -79142.569327 + Penalty 108.389974 = -79034.179352 nChanged 0 SP:Iteration 7F (71.750588 sec): 2 clusters Score: Raw -79142.569327 + Penalty 108.389974 = -79034.179352 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.835121 sec): 2 clusters Score: Raw -1550883.052889 + Penalty 291.633323 = -1550591.419567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.871529 sec): 3 clusters Score: Raw -1537902.922930 + Penalty 730.067437 = -1537172.855493 nChanged 9231 SP:Iteration 1F (71.907358 sec): 3 clusters Score: Raw -1545928.517153 + Penalty 878.558625 = -1545049.958528 nChanged 2397 SP:Iteration 2F (71.942721 sec): 3 clusters Score: Raw -1548242.884912 + Penalty 992.030414 = -1547250.854498 nChanged 1304 SP:Iteration 3F (71.978914 sec): 3 clusters Score: Raw -1549397.968059 + Penalty 1097.592505 = -1548300.375554 nChanged 829 SP:Iteration 4Q (72.011659 sec): 3 clusters Score: Raw -1550134.545091 + Penalty 1220.008386 = -1548914.536706 nChanged 489 SP:Iteration 5Q (72.042361 sec): 3 clusters Score: Raw -1550575.841165 + Penalty 1327.051648 = -1549248.789517 nChanged 225 SP:Iteration 6Q (72.071283 sec): 3 clusters Score: Raw -1550791.956025 + Penalty 1418.174305 = -1549373.781720 nChanged 81 SP:Iteration 7Q (72.099936 sec): 3 clusters Score: Raw -1550872.708511 + Penalty 1485.558348 = -1549387.150163 nChanged 32 SP:Iteration 8Q (72.127837 sec): 3 clusters Score: Raw -1550909.774887 + Penalty 1504.592197 = -1549405.182689 nChanged 8 SP:Iteration 9Q (72.155117 sec): 3 clusters Score: Raw -1550917.318655 + Penalty 1514.941844 = -1549402.376810 nChanged 5 SP:Iteration 10F (72.190612 sec): 3 clusters Score: Raw -1550921.426909 + Penalty 1514.941844 = -1549406.485065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.201442 sec): 2 clusters Score: Raw -4662.749012 + Penalty 405.397833 = -4257.351178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.201788 sec): 3 clusters Score: Raw -4643.372793 + Penalty 810.066159 = -3833.306635 nChanged 3 SP:Iteration 1F (72.202086 sec): 3 clusters Score: Raw -4649.242906 + Penalty 810.397258 = -3838.845648 nChanged 2 SP:Iteration 2Q (72.202381 sec): 3 clusters Score: Raw -4651.286880 + Penalty 810.397258 = -3840.889622 nChanged 0 SP:Iteration 3F (72.202686 sec): 3 clusters Score: Raw -4651.286880 + Penalty 810.397258 = -3840.889622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.203257 sec): 2 clusters Score: Raw -2822.846880 + Penalty 150.090673 = -2672.756206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.203545 sec): 3 clusters Score: Raw -2895.716496 + Penalty 300.181347 = -2595.535149 nChanged 7 SP:Iteration 1F (72.203828 sec): 3 clusters Score: Raw -2917.694749 + Penalty 325.399314 = -2592.295435 nChanged 3 SP:Iteration 2F (72.204110 sec): 3 clusters Score: Raw -2936.563350 + Penalty 325.399314 = -2611.164037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.204655 sec): 2 clusters Score: Raw -2399.060958 + Penalty 199.638354 = -2199.422604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.204919 sec): 3 clusters Score: Raw -2411.347351 + Penalty 402.085674 = -2009.261677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.207581 sec): 2 clusters Score: Raw -64133.037291 + Penalty 657.393582 = -63475.643710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.209007 sec): 3 clusters Score: Raw -63808.965587 + Penalty 1314.724727 = -62494.240860 nChanged 234 SP:Iteration 1F (72.210408 sec): 3 clusters Score: Raw -63957.943335 + Penalty 1313.850694 = -62644.092641 nChanged 62 SP:Iteration 2F (72.211832 sec): 3 clusters Score: Raw -63999.049543 + Penalty 1313.303767 = -62685.745777 nChanged 26 SP:Iteration 3Q (72.213228 sec): 3 clusters Score: Raw -64015.416955 + Penalty 1312.517198 = -62702.899757 nChanged 23 SP:Iteration 4Q (72.214616 sec): 3 clusters Score: Raw -64025.840219 + Penalty 1312.840060 = -62713.000159 nChanged 20 SP:Iteration 5Q (72.215989 sec): 3 clusters Score: Raw -64036.841938 + Penalty 1311.971353 = -62724.870584 nChanged 16 SP:Iteration 6Q (72.217422 sec): 3 clusters Score: Raw -64042.275708 + Penalty 1311.240559 = -62731.035149 nChanged 7 SP:Iteration 7Q (72.218825 sec): 3 clusters Score: Raw -64046.373114 + Penalty 1310.640029 = -62735.733085 nChanged 9 SP:Iteration 8Q (72.220229 sec): 3 clusters Score: Raw -64049.977483 + Penalty 1309.985273 = -62739.992210 nChanged 12 SP:Iteration 9Q (72.221649 sec): 3 clusters Score: Raw -64057.238842 + Penalty 1309.013289 = -62748.225553 nChanged 17 SP:Iteration 10F (72.223059 sec): 3 clusters Score: Raw -64067.329127 + Penalty 1307.586691 = -62759.742436 nChanged 17 SP:Iteration 11Q (72.224461 sec): 3 clusters Score: Raw -64075.080756 + Penalty 1308.215376 = -62766.865380 nChanged 17 SP:Iteration 12Q (72.225871 sec): 3 clusters Score: Raw -64086.379756 + Penalty 1312.405727 = -62773.974030 nChanged 16 SP:Iteration 13Q (72.227273 sec): 3 clusters Score: Raw -64095.058233 + Penalty 1312.578723 = -62782.479510 nChanged 11 SP:Iteration 14Q (72.228670 sec): 3 clusters Score: Raw -64099.302810 + Penalty 1313.049165 = -62786.253646 nChanged 14 SP:Iteration 15Q (72.230079 sec): 3 clusters Score: Raw -64107.264382 + Penalty 1319.752986 = -62787.511396 nChanged 13 SP:Iteration 16Q (72.231484 sec): 3 clusters Score: Raw -64115.727230 + Penalty 1324.483352 = -62791.243878 nChanged 8 SP:Iteration 17Q (72.232870 sec): 3 clusters Score: Raw -64118.831470 + Penalty 1327.974469 = -62790.857001 nChanged 6 SP:Iteration 18F (72.234250 sec): 3 clusters Score: Raw -64122.657008 + Penalty 1332.304436 = -62790.352572 nChanged 9 SP:Iteration 19F (72.235697 sec): 3 clusters Score: Raw -64129.790279 + Penalty 1338.439871 = -62791.350408 nChanged 7 SP:Iteration 20F (72.237107 sec): 3 clusters Score: Raw -64132.304885 + Penalty 1336.972523 = -62795.332363 nChanged 5 SP:Iteration 21Q (72.238507 sec): 3 clusters Score: Raw -64135.185093 + Penalty 1335.698793 = -62799.486299 nChanged 4 SP:Iteration 22Q (72.240014 sec): 3 clusters Score: Raw -64137.205395 + Penalty 1337.005508 = -62800.199887 nChanged 1 SP:Iteration 23Q (72.241494 sec): 3 clusters Score: Raw -64137.828822 + Penalty 1335.441439 = -62802.387382 nChanged 1 SP:Iteration 24Q (72.242972 sec): 3 clusters Score: Raw -64139.091681 + Penalty 1335.248554 = -62803.843127 nChanged 1 SP:Iteration 25Q (72.244431 sec): 3 clusters Score: Raw -64139.940975 + Penalty 1335.248554 = -62804.692421 nChanged 0 SP:Iteration 26F (72.245855 sec): 3 clusters Score: Raw -64139.940975 + Penalty 1335.248554 = -62804.692421 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.252069 sec): 2 clusters Score: Raw -113067.253509 + Penalty 684.037142 = -112383.216367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.254581 sec): 3 clusters Score: Raw -112359.586767 + Penalty 1361.006676 = -110998.580091 nChanged 474 SP:Iteration 1F (72.256967 sec): 3 clusters Score: Raw -112654.055661 + Penalty 1351.154061 = -111302.901600 nChanged 142 SP:Iteration 2F (72.259298 sec): 3 clusters Score: Raw -112743.702081 + Penalty 1341.678568 = -111402.023513 nChanged 72 SP:Iteration 3F (72.261625 sec): 3 clusters Score: Raw -112787.382565 + Penalty 1334.905821 = -111452.476744 nChanged 50 SP:Iteration 4Q (72.263951 sec): 3 clusters Score: Raw -112813.538649 + Penalty 1325.012724 = -111488.525925 nChanged 41 SP:Iteration 5Q (72.266272 sec): 3 clusters Score: Raw -112839.417334 + Penalty 1316.910608 = -111522.506727 nChanged 56 SP:Iteration 6Q (72.268580 sec): 3 clusters Score: Raw -112888.643945 + Penalty 1313.371452 = -111575.272493 nChanged 50 SP:Iteration 7Q (72.270863 sec): 3 clusters Score: Raw -112939.253655 + Penalty 1311.088984 = -111628.164671 nChanged 36 SP:Iteration 8Q (72.273241 sec): 3 clusters Score: Raw -112974.490532 + Penalty 1316.737813 = -111657.752719 nChanged 32 SP:Iteration 9Q (72.275589 sec): 3 clusters Score: Raw -113003.452246 + Penalty 1324.580870 = -111678.871376 nChanged 22 SP:Iteration 10F (72.277929 sec): 3 clusters Score: Raw -113020.454545 + Penalty 1331.921778 = -111688.532767 nChanged 15 SP:Iteration 11Q (72.279989 sec): 3 clusters Score: Raw -113031.847338 + Penalty 1345.215792 = -111686.631546 nChanged 13 SP:Iteration 12F (72.282309 sec): 3 clusters Score: Raw -113044.315518 + Penalty 1359.740858 = -111684.574660 nChanged 12 SP:Iteration 13F (72.284643 sec): 3 clusters Score: Raw -113054.817084 + Penalty 1375.874500 = -111678.942584 nChanged 14 SP:Iteration 14F (72.286958 sec): 3 clusters Score: Raw -113068.416314 + Penalty 1384.303930 = -111684.112384 nChanged 5 SP:Iteration 15Q (72.288925 sec): 3 clusters Score: Raw -113071.467567 + Penalty 1399.302903 = -111672.164664 nChanged 7 SP:Iteration 16F (72.291300 sec): 3 clusters Score: Raw -113078.154566 + Penalty 1405.984033 = -111672.170533 nChanged 3 SP:Iteration 17Q (72.293283 sec): 3 clusters Score: Raw -113080.506521 + Penalty 1413.758031 = -111666.748490 nChanged 4 SP:Iteration 18F (72.295692 sec): 3 clusters Score: Raw -113085.718404 + Penalty 1419.460782 = -111666.257623 nChanged 3 SP:Iteration 19F (72.298060 sec): 3 clusters Score: Raw -113092.431701 + Penalty 1437.836572 = -111654.595130 nChanged 3 SP:Iteration 20F (72.300566 sec): 3 clusters Score: Raw -113094.271074 + Penalty 1442.077857 = -111652.193216 nChanged 1 SP:Iteration 21F (72.303040 sec): 3 clusters Score: Raw -113095.070533 + Penalty 1458.033368 = -111637.037165 nChanged 2 SP:Iteration 22F (72.305547 sec): 3 clusters Score: Raw -113097.629070 + Penalty 1458.033368 = -111639.595702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.314431 sec): 2 clusters Score: Raw -30572.512202 + Penalty 445.348942 = -30127.163259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.315306 sec): 3 clusters Score: Raw -30416.166171 + Penalty 890.790185 = -29525.375986 nChanged 96 SP:Iteration 1F (72.316137 sec): 3 clusters Score: Raw -30509.392983 + Penalty 888.709031 = -29620.683952 nChanged 45 SP:Iteration 2F (72.316964 sec): 3 clusters Score: Raw -30561.112310 + Penalty 891.226432 = -29669.885878 nChanged 19 SP:Iteration 3F (72.317791 sec): 3 clusters Score: Raw -30578.255225 + Penalty 895.636670 = -29682.618555 nChanged 13 SP:Iteration 4Q (72.318604 sec): 3 clusters Score: Raw -30588.388363 + Penalty 902.355737 = -29686.032627 nChanged 11 SP:Iteration 5Q (72.319416 sec): 3 clusters Score: Raw -30597.607726 + Penalty 909.310627 = -29688.297099 nChanged 12 SP:Iteration 6Q (72.320220 sec): 3 clusters Score: Raw -30609.702634 + Penalty 908.258513 = -29701.444122 nChanged 9 SP:Iteration 7Q (72.321016 sec): 3 clusters Score: Raw -30615.096656 + Penalty 913.069366 = -29702.027290 nChanged 4 SP:Iteration 8Q (72.321810 sec): 3 clusters Score: Raw -30617.194923 + Penalty 919.778484 = -29697.416439 nChanged 3 SP:Iteration 9F (72.322641 sec): 3 clusters Score: Raw -30618.301355 + Penalty 922.558799 = -29695.742556 nChanged 3 SP:Iteration 10F (72.323505 sec): 3 clusters Score: Raw -30620.811955 + Penalty 926.741180 = -29694.070775 nChanged 1 SP:Iteration 11F (72.324368 sec): 3 clusters Score: Raw -30622.211025 + Penalty 926.741180 = -29695.469845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.326654 sec): 2 clusters Score: Raw -30458.290596 + Penalty 942.087085 = -29516.203511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.327478 sec): 3 clusters Score: Raw -30420.993204 + Penalty 1884.270664 = -28536.722540 nChanged 67 SP:Iteration 1F (72.328289 sec): 3 clusters Score: Raw -30555.662037 + Penalty 1884.242630 = -28671.419407 nChanged 21 SP:Iteration 2F (72.329098 sec): 3 clusters Score: Raw -30614.054672 + Penalty 1884.207857 = -28729.846815 nChanged 11 SP:Iteration 3Q (72.329876 sec): 3 clusters Score: Raw -30639.350763 + Penalty 1884.174170 = -28755.176592 nChanged 6 SP:Iteration 4Q (72.330647 sec): 3 clusters Score: Raw -30652.039233 + Penalty 1884.098171 = -28767.941061 nChanged 7 SP:Iteration 5Q (72.331417 sec): 3 clusters Score: Raw -30664.393715 + Penalty 1884.038036 = -28780.355679 nChanged 3 SP:Iteration 6Q (72.332182 sec): 3 clusters Score: Raw -30670.500491 + Penalty 1884.002300 = -28786.498191 nChanged 2 SP:Iteration 7Q (72.332945 sec): 3 clusters Score: Raw -30673.136675 + Penalty 1883.974917 = -28789.161758 nChanged 1 SP:Iteration 8Q (72.333709 sec): 3 clusters Score: Raw -30674.284841 + Penalty 1883.974917 = -28790.309924 nChanged 0 SP:Iteration 9F (72.334515 sec): 3 clusters Score: Raw -30674.284841 + Penalty 1883.974917 = -28790.309924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.339077 sec): 2 clusters Score: Raw -109653.825199 + Penalty 1123.650579 = -108530.174620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.341412 sec): 3 clusters Score: Raw -109239.620072 + Penalty 2247.242103 = -106992.377969 nChanged 320 SP:Iteration 1F (72.343700 sec): 3 clusters Score: Raw -109504.332817 + Penalty 2247.010804 = -107257.322013 nChanged 78 SP:Iteration 2F (72.345830 sec): 3 clusters Score: Raw -109573.015671 + Penalty 2246.884372 = -107326.131300 nChanged 46 SP:Iteration 3Q (72.347933 sec): 3 clusters Score: Raw -109608.551311 + Penalty 2246.865100 = -107361.686211 nChanged 25 SP:Iteration 4Q (72.350132 sec): 3 clusters Score: Raw -109631.518878 + Penalty 2246.803378 = -107384.715501 nChanged 22 SP:Iteration 5Q (72.352390 sec): 3 clusters Score: Raw -109650.477085 + Penalty 2246.807910 = -107403.669176 nChanged 16 SP:Iteration 6Q (72.354680 sec): 3 clusters Score: Raw -109663.157930 + Penalty 2246.793138 = -107416.364793 nChanged 15 SP:Iteration 7Q (72.356893 sec): 3 clusters Score: Raw -109672.117784 + Penalty 2246.757376 = -107425.360409 nChanged 12 SP:Iteration 8Q (72.358978 sec): 3 clusters Score: Raw -109679.945683 + Penalty 2246.834396 = -107433.111287 nChanged 11 SP:Iteration 9Q (72.361068 sec): 3 clusters Score: Raw -109691.647556 + Penalty 2246.881004 = -107444.766552 nChanged 10 SP:Iteration 10F (72.363176 sec): 3 clusters Score: Raw -109699.300417 + Penalty 2246.896447 = -107452.403970 nChanged 6 SP:Iteration 11Q (72.365258 sec): 3 clusters Score: Raw -109705.996818 + Penalty 2246.962664 = -107459.034154 nChanged 7 SP:Iteration 12Q (72.367330 sec): 3 clusters Score: Raw -109715.249716 + Penalty 2247.029637 = -107468.220078 nChanged 7 SP:Iteration 13Q (72.369398 sec): 3 clusters Score: Raw -109721.910296 + Penalty 2247.072587 = -107474.837709 nChanged 6 SP:Iteration 14Q (72.371487 sec): 3 clusters Score: Raw -109725.659517 + Penalty 2247.052784 = -107478.606733 nChanged 6 SP:Iteration 15Q (72.373781 sec): 3 clusters Score: Raw -109729.381517 + Penalty 2247.107834 = -107482.273683 nChanged 5 SP:Iteration 16Q (72.376062 sec): 3 clusters Score: Raw -109732.302920 + Penalty 2247.141092 = -107485.161827 nChanged 3 SP:Iteration 17Q (72.378127 sec): 3 clusters Score: Raw -109733.871495 + Penalty 2247.150599 = -107486.720896 nChanged 4 SP:Iteration 18Q (72.380199 sec): 3 clusters Score: Raw -109735.533996 + Penalty 2247.140489 = -107488.393507 nChanged 3 SP:Iteration 19Q (72.382272 sec): 3 clusters Score: Raw -109738.261643 + Penalty 2247.150599 = -107491.111044 nChanged 3 SP:Iteration 20F (72.384378 sec): 3 clusters Score: Raw -109739.142827 + Penalty 2247.150599 = -107491.992229 nChanged 2 SP:Iteration 21Q (72.386446 sec): 3 clusters Score: Raw -109739.978279 + Penalty 2247.150599 = -107492.827680 nChanged 0 SP:Iteration 22F (72.388551 sec): 3 clusters Score: Raw -109739.978279 + Penalty 2247.150599 = -107492.827680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.391014 sec): 2 clusters Score: Raw -39648.038031 + Penalty 789.536733 = -38858.501299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.391960 sec): 3 clusters Score: Raw -39483.730845 + Penalty 1580.087681 = -37903.643164 nChanged 111 SP:Iteration 1F (72.392905 sec): 3 clusters Score: Raw -39564.412428 + Penalty 1580.499110 = -37983.913318 nChanged 29 SP:Iteration 2F (72.393831 sec): 3 clusters Score: Raw -39590.639776 + Penalty 1582.051688 = -38008.588087 nChanged 21 SP:Iteration 3F (72.394753 sec): 3 clusters Score: Raw -39616.600584 + Penalty 1582.460524 = -38034.140060 nChanged 16 SP:Iteration 4Q (72.395667 sec): 3 clusters Score: Raw -39634.665543 + Penalty 1582.431926 = -38052.233617 nChanged 10 SP:Iteration 5Q (72.396599 sec): 3 clusters Score: Raw -39643.420925 + Penalty 1583.414607 = -38060.006317 nChanged 3 SP:Iteration 6Q (72.397507 sec): 3 clusters Score: Raw -39646.319207 + Penalty 1583.072700 = -38063.246508 nChanged 3 SP:Iteration 7Q (72.398413 sec): 3 clusters Score: Raw -39649.463585 + Penalty 1582.759360 = -38066.704225 nChanged 1 SP:Iteration 8Q (72.399319 sec): 3 clusters Score: Raw -39649.628272 + Penalty 1582.759360 = -38066.868912 nChanged 0 SP:Iteration 9F (72.400239 sec): 3 clusters Score: Raw -39649.628272 + Penalty 1582.759360 = -38066.868912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.401944 sec): 2 clusters Score: Raw -23856.662020 + Penalty 777.129911 = -23079.532109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.402664 sec): 3 clusters Score: Raw -23830.877021 + Penalty 1555.364747 = -22275.512274 nChanged 36 SP:Iteration 1F (72.403341 sec): 3 clusters Score: Raw -23888.763783 + Penalty 1555.402482 = -22333.361301 nChanged 12 SP:Iteration 2Q (72.404002 sec): 3 clusters Score: Raw -23918.261090 + Penalty 1556.636408 = -22361.624682 nChanged 7 SP:Iteration 3Q (72.404658 sec): 3 clusters Score: Raw -23939.077876 + Penalty 1556.323174 = -22382.754702 nChanged 5 SP:Iteration 4Q (72.405306 sec): 3 clusters Score: Raw -23950.642863 + Penalty 1555.887375 = -22394.755488 nChanged 5 SP:Iteration 5Q (72.405949 sec): 3 clusters Score: Raw -23957.799896 + Penalty 1555.852038 = -22401.947859 nChanged 2 SP:Iteration 6Q (72.406600 sec): 3 clusters Score: Raw -23959.677301 + Penalty 1555.852038 = -22403.825263 nChanged 0 SP:Iteration 7F (72.407275 sec): 3 clusters Score: Raw -23959.677301 + Penalty 1555.852038 = -22403.825263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 19 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.408174 sec): 2 clusters Score: Raw -1142.912146 + Penalty 265.235584 = -877.676562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.408406 sec): 3 clusters Score: Raw -1141.799477 + Penalty 484.375711 = -657.423765 nChanged 1 SP:Iteration 1F (72.408632 sec): 3 clusters Score: Raw -1142.532427 + Penalty 484.375711 = -658.156716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.410854 sec): 2 clusters Score: Raw -50174.586547 + Penalty 887.008937 = -49287.577609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.412034 sec): 3 clusters Score: Raw -50013.335169 + Penalty 1773.870838 = -48239.464331 nChanged 117 SP:Iteration 1F (72.413181 sec): 3 clusters Score: Raw -50149.781784 + Penalty 1773.415805 = -48376.365979 nChanged 44 SP:Iteration 2F (72.414344 sec): 3 clusters Score: Raw -50206.358476 + Penalty 1773.406105 = -48432.952372 nChanged 15 SP:Iteration 3Q (72.415477 sec): 3 clusters Score: Raw -50223.821854 + Penalty 1773.346343 = -48450.475511 nChanged 11 SP:Iteration 4Q (72.416608 sec): 3 clusters Score: Raw -50236.654823 + Penalty 1773.647969 = -48463.006854 nChanged 8 SP:Iteration 5Q (72.417736 sec): 3 clusters Score: Raw -50247.043055 + Penalty 1773.915427 = -48473.127628 nChanged 6 SP:Iteration 6Q (72.418831 sec): 3 clusters Score: Raw -50253.557194 + Penalty 1773.858908 = -48479.698286 nChanged 8 SP:Iteration 7Q (72.419958 sec): 3 clusters Score: Raw -50264.422862 + Penalty 1773.603772 = -48490.819090 nChanged 8 SP:Iteration 8Q (72.421084 sec): 3 clusters Score: Raw -50269.511653 + Penalty 1773.349075 = -48496.162578 nChanged 7 SP:Iteration 9Q (72.422210 sec): 3 clusters Score: Raw -50275.520883 + Penalty 1773.207136 = -48502.313748 nChanged 6 SP:Iteration 10F (72.423363 sec): 3 clusters Score: Raw -50279.828527 + Penalty 1773.155192 = -48506.673334 nChanged 3 SP:Iteration 11Q (72.424486 sec): 3 clusters Score: Raw -50281.567264 + Penalty 1773.155192 = -48508.412072 nChanged 0 SP:Iteration 12F (72.425639 sec): 3 clusters Score: Raw -50281.567264 + Penalty 1773.155192 = -48508.412072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.427481 sec): 2 clusters Score: Raw -31552.250868 + Penalty 846.559614 = -30705.691253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.428326 sec): 3 clusters Score: Raw -31471.169904 + Penalty 1693.213410 = -29777.956495 nChanged 78 SP:Iteration 1F (72.429159 sec): 3 clusters Score: Raw -31590.691712 + Penalty 1694.059489 = -29896.632223 nChanged 20 SP:Iteration 2F (72.429990 sec): 3 clusters Score: Raw -31611.567019 + Penalty 1694.508496 = -29917.058523 nChanged 5 SP:Iteration 3Q (72.430803 sec): 3 clusters Score: Raw -31620.180689 + Penalty 1695.839516 = -29924.341173 nChanged 9 SP:Iteration 4Q (72.431592 sec): 3 clusters Score: Raw -31631.180808 + Penalty 1696.546139 = -29934.634668 nChanged 5 SP:Iteration 5Q (72.432415 sec): 3 clusters Score: Raw -31640.152662 + Penalty 1696.525952 = -29943.626710 nChanged 1 SP:Iteration 6Q (72.433241 sec): 3 clusters Score: Raw -31642.776129 + Penalty 1696.534342 = -29946.241787 nChanged 1 SP:Iteration 7Q (72.434051 sec): 3 clusters Score: Raw -31646.416753 + Penalty 1696.534342 = -29949.882412 nChanged 0 SP:Iteration 8F (72.434882 sec): 3 clusters Score: Raw -31646.416753 + Penalty 1696.534342 = -29949.882412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.436722 sec): 2 clusters Score: Raw -30872.678012 + Penalty 408.071019 = -30464.606993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.437566 sec): 3 clusters Score: Raw -30698.601554 + Penalty 808.027777 = -29890.573777 nChanged 99 SP:Iteration 1F (72.438397 sec): 3 clusters Score: Raw -30749.141258 + Penalty 804.368226 = -29944.773032 nChanged 26 SP:Iteration 2F (72.439228 sec): 3 clusters Score: Raw -30765.667787 + Penalty 800.458609 = -29965.209177 nChanged 14 SP:Iteration 3Q (72.440061 sec): 3 clusters Score: Raw -30776.126570 + Penalty 799.583026 = -29976.543544 nChanged 10 SP:Iteration 4Q (72.440900 sec): 3 clusters Score: Raw -30781.522506 + Penalty 797.545475 = -29983.977031 nChanged 10 SP:Iteration 5Q (72.441733 sec): 3 clusters Score: Raw -30788.156106 + Penalty 796.589712 = -29991.566394 nChanged 12 SP:Iteration 6Q (72.442561 sec): 3 clusters Score: Raw -30795.290328 + Penalty 795.676059 = -29999.614269 nChanged 11 SP:Iteration 7Q (72.443385 sec): 3 clusters Score: Raw -30801.448689 + Penalty 794.842707 = -30006.605982 nChanged 12 SP:Iteration 8Q (72.444221 sec): 3 clusters Score: Raw -30808.374637 + Penalty 799.065917 = -30009.308720 nChanged 16 SP:Iteration 9Q (72.445050 sec): 3 clusters Score: Raw -30819.243613 + Penalty 806.708852 = -30012.534761 nChanged 17 SP:Iteration 10F (72.445878 sec): 3 clusters Score: Raw -30833.388530 + Penalty 825.890682 = -30007.497847 nChanged 18 SP:Iteration 11F (72.446701 sec): 3 clusters Score: Raw -30847.829163 + Penalty 831.700617 = -30016.128546 nChanged 11 SP:Iteration 12Q (72.447523 sec): 3 clusters Score: Raw -30855.226244 + Penalty 853.810907 = -30001.415337 nChanged 9 SP:Iteration 13F (72.448354 sec): 3 clusters Score: Raw -30865.703890 + Penalty 875.108614 = -29990.595276 nChanged 4 SP:Iteration 14F (72.449157 sec): 3 clusters Score: Raw -30871.709004 + Penalty 898.237853 = -29973.471151 nChanged 3 SP:Iteration 15F (72.449958 sec): 3 clusters Score: Raw -30873.295523 + Penalty 898.237853 = -29975.057671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.450877 sec): 2 clusters Score: Raw -170.697338 + Penalty 59.119858 = -111.577479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.451078 sec): 2 clusters Score: Raw -170.697338 + Penalty 59.119858 = -111.577479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.453262 sec): 2 clusters Score: Raw -47173.225280 + Penalty 423.367757 = -46749.857523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.454401 sec): 3 clusters Score: Raw -46892.473884 + Penalty 862.102971 = -46030.370913 nChanged 206 SP:Iteration 1F (72.455548 sec): 3 clusters Score: Raw -47032.561441 + Penalty 865.804045 = -46166.757396 nChanged 44 SP:Iteration 2F (72.456682 sec): 3 clusters Score: Raw -47062.210006 + Penalty 867.938910 = -46194.271096 nChanged 29 SP:Iteration 3F (72.457808 sec): 3 clusters Score: Raw -47085.434417 + Penalty 871.760802 = -46213.673614 nChanged 22 SP:Iteration 4Q (72.458961 sec): 3 clusters Score: Raw -47104.323730 + Penalty 874.008196 = -46230.315534 nChanged 13 SP:Iteration 5Q (72.460083 sec): 3 clusters Score: Raw -47116.897676 + Penalty 875.982449 = -46240.915227 nChanged 17 SP:Iteration 6Q (72.461186 sec): 3 clusters Score: Raw -47129.457934 + Penalty 874.821687 = -46254.636248 nChanged 11 SP:Iteration 7Q (72.462285 sec): 3 clusters Score: Raw -47135.125462 + Penalty 877.469573 = -46257.655889 nChanged 8 SP:Iteration 8Q (72.463432 sec): 3 clusters Score: Raw -47142.987325 + Penalty 880.984874 = -46262.002450 nChanged 9 SP:Iteration 9Q (72.464582 sec): 3 clusters Score: Raw -47150.511049 + Penalty 878.775127 = -46271.735922 nChanged 12 SP:Iteration 10F (72.465751 sec): 3 clusters Score: Raw -47160.888872 + Penalty 876.610977 = -46284.277895 nChanged 7 SP:Iteration 11Q (72.466812 sec): 3 clusters Score: Raw -47166.049657 + Penalty 880.809700 = -46285.239957 nChanged 5 SP:Iteration 12Q (72.467843 sec): 3 clusters Score: Raw -47166.819340 + Penalty 880.703224 = -46286.116116 nChanged 4 SP:Iteration 13Q (72.468876 sec): 3 clusters Score: Raw -47166.845554 + Penalty 881.528322 = -46285.317231 nChanged 1 SP:Iteration 14F (72.469991 sec): 3 clusters Score: Raw -47166.822780 + Penalty 881.528322 = -46285.294458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.473307 sec): 2 clusters Score: Raw -82375.895404 + Penalty 1001.754289 = -81374.141116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.475075 sec): 3 clusters Score: Raw -82041.172942 + Penalty 2002.330771 = -80038.842172 nChanged 228 SP:Iteration 1F (72.476815 sec): 3 clusters Score: Raw -82270.453942 + Penalty 2000.847902 = -80269.606040 nChanged 72 SP:Iteration 2F (72.478559 sec): 3 clusters Score: Raw -82350.279121 + Penalty 1998.973064 = -80351.306058 nChanged 48 SP:Iteration 3F (72.480284 sec): 3 clusters Score: Raw -82393.332335 + Penalty 1997.716220 = -80395.616115 nChanged 31 SP:Iteration 4Q (72.481877 sec): 3 clusters Score: Raw -82419.090927 + Penalty 1995.188304 = -80423.902622 nChanged 22 SP:Iteration 5Q (72.483462 sec): 3 clusters Score: Raw -82440.043664 + Penalty 1994.329837 = -80445.713827 nChanged 16 SP:Iteration 6Q (72.485047 sec): 3 clusters Score: Raw -82450.080444 + Penalty 1993.446594 = -80456.633850 nChanged 10 SP:Iteration 7Q (72.486629 sec): 3 clusters Score: Raw -82458.232060 + Penalty 1992.343442 = -80465.888618 nChanged 10 SP:Iteration 8Q (72.488211 sec): 3 clusters Score: Raw -82464.590733 + Penalty 1991.163888 = -80473.426845 nChanged 7 SP:Iteration 9Q (72.489910 sec): 3 clusters Score: Raw -82467.947164 + Penalty 1990.880053 = -80477.067111 nChanged 6 SP:Iteration 10F (72.491679 sec): 3 clusters Score: Raw -82471.193041 + Penalty 1990.791537 = -80480.401504 nChanged 4 SP:Iteration 11Q (72.493409 sec): 3 clusters Score: Raw -82471.709381 + Penalty 1990.798272 = -80480.911110 nChanged 2 SP:Iteration 12Q (72.495065 sec): 3 clusters Score: Raw -82472.408933 + Penalty 1990.466705 = -80481.942229 nChanged 2 SP:Iteration 13Q (72.496688 sec): 3 clusters Score: Raw -82473.029811 + Penalty 1990.012126 = -80483.017685 nChanged 2 SP:Iteration 14Q (72.498310 sec): 3 clusters Score: Raw -82474.060732 + Penalty 1990.012126 = -80484.048606 nChanged 0 SP:Iteration 15F (72.499989 sec): 3 clusters Score: Raw -82474.060732 + Penalty 1990.012126 = -80484.048606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.501666 sec): 2 clusters Score: Raw -21370.048267 + Penalty 723.414782 = -20646.633485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.502313 sec): 3 clusters Score: Raw -21329.833733 + Penalty 1447.152745 = -19882.680988 nChanged 39 SP:Iteration 1F (72.502980 sec): 3 clusters Score: Raw -21389.251233 + Penalty 1447.297000 = -19941.954234 nChanged 9 SP:Iteration 2Q (72.503604 sec): 3 clusters Score: Raw -21405.129936 + Penalty 1447.170862 = -19957.959074 nChanged 4 SP:Iteration 3Q (72.504230 sec): 3 clusters Score: Raw -21412.802242 + Penalty 1447.094563 = -19965.707679 nChanged 5 SP:Iteration 4Q (72.504853 sec): 3 clusters Score: Raw -21423.522495 + Penalty 1447.720524 = -19975.801971 nChanged 2 SP:Iteration 5Q (72.505471 sec): 3 clusters Score: Raw -21424.742237 + Penalty 1448.047989 = -19976.694248 nChanged 1 SP:Iteration 6Q (72.506091 sec): 3 clusters Score: Raw -21425.594095 + Penalty 1448.047989 = -19977.546105 nChanged 0 SP:Iteration 7F (72.506726 sec): 3 clusters Score: Raw -21425.594095 + Penalty 1448.047989 = -19977.546105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.507720 sec): 2 clusters Score: Raw -4035.760055 + Penalty 183.516450 = -3852.243605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.508026 sec): 3 clusters Score: Raw -4046.719341 + Penalty 416.031881 = -3630.687460 nChanged 8 SP:Iteration 1F (72.508331 sec): 3 clusters Score: Raw -4064.815660 + Penalty 419.690615 = -3645.125045 nChanged 1 SP:Iteration 2Q (72.508624 sec): 3 clusters Score: Raw -4066.945274 + Penalty 419.690615 = -3647.254659 nChanged 0 SP:Iteration 3F (72.508926 sec): 3 clusters Score: Raw -4066.945274 + Penalty 419.690615 = -3647.254659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 32 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.510294 sec): 2 clusters Score: Raw -19888.207468 + Penalty 554.609165 = -19333.598303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.510895 sec): 3 clusters Score: Raw -19791.195805 + Penalty 1105.264592 = -18685.931213 nChanged 47 SP:Iteration 1F (72.511485 sec): 3 clusters Score: Raw -19838.003049 + Penalty 1106.103612 = -18731.899437 nChanged 17 SP:Iteration 2F (72.512068 sec): 3 clusters Score: Raw -19860.846204 + Penalty 1105.914328 = -18754.931876 nChanged 9 SP:Iteration 3Q (72.512650 sec): 3 clusters Score: Raw -19870.505253 + Penalty 1105.442357 = -18765.062896 nChanged 3 SP:Iteration 4Q (72.513231 sec): 3 clusters Score: Raw -19873.948607 + Penalty 1104.413414 = -18769.535193 nChanged 2 SP:Iteration 5Q (72.513812 sec): 3 clusters Score: Raw -19877.125515 + Penalty 1105.101051 = -18772.024464 nChanged 2 SP:Iteration 6Q (72.514393 sec): 3 clusters Score: Raw -19881.900263 + Penalty 1105.162318 = -18776.737945 nChanged 1 SP:Iteration 7Q (72.514975 sec): 3 clusters Score: Raw -19882.068298 + Penalty 1105.162318 = -18776.905980 nChanged 0 SP:Iteration 8F (72.515559 sec): 3 clusters Score: Raw -19882.068298 + Penalty 1105.162318 = -18776.905980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.517675 sec): 2 clusters Score: Raw -42569.562251 + Penalty 131.564101 = -42437.998150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.518717 sec): 3 clusters Score: Raw -42281.943776 + Penalty 258.215314 = -42023.728462 nChanged 199 SP:Iteration 1F (72.519725 sec): 3 clusters Score: Raw -42465.701887 + Penalty 252.393391 = -42213.308495 nChanged 50 SP:Iteration 2F (72.520690 sec): 3 clusters Score: Raw -42520.308998 + Penalty 252.365101 = -42267.943897 nChanged 24 SP:Iteration 3Q (72.521609 sec): 3 clusters Score: Raw -42537.337265 + Penalty 245.851472 = -42291.485793 nChanged 21 SP:Iteration 4Q (72.522512 sec): 3 clusters Score: Raw -42559.623624 + Penalty 131.564101 = -42428.059524 nChanged 8 SP:Iteration 5Q (72.523320 sec): 2 clusters Score: Raw -42569.562251 + Penalty 131.564101 = -42437.998150 nChanged 0 SP:Iteration 6F (72.524126 sec): 2 clusters Score: Raw -42569.562251 + Penalty 131.564101 = -42437.998150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.526910 sec): 2 clusters Score: Raw -67173.206005 + Penalty 1060.262407 = -66112.943599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.528347 sec): 3 clusters Score: Raw -66981.194773 + Penalty 2120.481016 = -64860.713757 nChanged 186 SP:Iteration 1F (72.529758 sec): 3 clusters Score: Raw -67200.669574 + Penalty 2120.539168 = -65080.130406 nChanged 47 SP:Iteration 2F (72.531167 sec): 3 clusters Score: Raw -67257.449340 + Penalty 2120.573274 = -65136.876066 nChanged 22 SP:Iteration 3Q (72.532548 sec): 3 clusters Score: Raw -67286.234726 + Penalty 2120.682944 = -65165.551781 nChanged 21 SP:Iteration 4Q (72.533903 sec): 3 clusters Score: Raw -67303.710922 + Penalty 2120.754331 = -65182.956591 nChanged 11 SP:Iteration 5Q (72.535253 sec): 3 clusters Score: Raw -67313.988711 + Penalty 2120.838375 = -65193.150337 nChanged 10 SP:Iteration 6Q (72.536607 sec): 3 clusters Score: Raw -67324.328589 + Penalty 2120.865830 = -65203.462759 nChanged 5 SP:Iteration 7Q (72.537955 sec): 3 clusters Score: Raw -67329.891931 + Penalty 2120.865830 = -65209.026101 nChanged 6 SP:Iteration 8Q (72.539444 sec): 3 clusters Score: Raw -67335.638505 + Penalty 2120.915814 = -65214.722691 nChanged 7 SP:Iteration 9Q (72.540885 sec): 3 clusters Score: Raw -67346.707774 + Penalty 2120.933859 = -65225.773916 nChanged 6 SP:Iteration 10F (72.542366 sec): 3 clusters Score: Raw -67355.876033 + Penalty 2120.897361 = -65234.978672 nChanged 4 SP:Iteration 11Q (72.543732 sec): 3 clusters Score: Raw -67364.846823 + Penalty 2120.878496 = -65243.968327 nChanged 4 SP:Iteration 12Q (72.545118 sec): 3 clusters Score: Raw -67379.087491 + Penalty 2120.859219 = -65258.228272 nChanged 8 SP:Iteration 13Q (72.546483 sec): 3 clusters Score: Raw -67385.597323 + Penalty 2120.878496 = -65264.718827 nChanged 6 SP:Iteration 14Q (72.547837 sec): 3 clusters Score: Raw -67391.299710 + Penalty 2120.904796 = -65270.394914 nChanged 2 SP:Iteration 15Q (72.549188 sec): 3 clusters Score: Raw -67392.972535 + Penalty 2120.871951 = -65272.100584 nChanged 2 SP:Iteration 16Q (72.550536 sec): 3 clusters Score: Raw -67397.928957 + Penalty 2120.897694 = -65277.031262 nChanged 3 SP:Iteration 17Q (72.551902 sec): 3 clusters Score: Raw -67400.091575 + Penalty 2120.914009 = -65279.177565 nChanged 2 SP:Iteration 18Q (72.553252 sec): 3 clusters Score: Raw -67401.657983 + Penalty 2120.922012 = -65280.735971 nChanged 3 SP:Iteration 19Q (72.554593 sec): 3 clusters Score: Raw -67404.415910 + Penalty 2120.929913 = -65283.485997 nChanged 1 SP:Iteration 20F (72.556010 sec): 3 clusters Score: Raw -67405.448913 + Penalty 2120.929913 = -65284.519000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.556998 sec): 2 clusters Score: Raw -161.663940 + Penalty 19.457089 = -142.206851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.557187 sec): 2 clusters Score: Raw -161.663940 + Penalty 19.457089 = -142.206851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.558583 sec): 2 clusters Score: Raw -20658.920566 + Penalty 331.683129 = -20327.237437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.559226 sec): 3 clusters Score: Raw -20540.243147 + Penalty 659.650498 = -19880.592649 nChanged 71 SP:Iteration 1F (72.559857 sec): 3 clusters Score: Raw -20588.542013 + Penalty 661.282056 = -19927.259957 nChanged 19 SP:Iteration 2F (72.560477 sec): 3 clusters Score: Raw -20609.849067 + Penalty 661.246893 = -19948.602174 nChanged 13 SP:Iteration 3F (72.561088 sec): 3 clusters Score: Raw -20625.456608 + Penalty 661.957961 = -19963.498647 nChanged 5 SP:Iteration 4Q (72.561699 sec): 3 clusters Score: Raw -20628.347124 + Penalty 661.012472 = -19967.334652 nChanged 2 SP:Iteration 5Q (72.562332 sec): 3 clusters Score: Raw -20628.953152 + Penalty 660.300506 = -19968.652646 nChanged 1 SP:Iteration 6Q (72.562935 sec): 3 clusters Score: Raw -20629.108290 + Penalty 659.384254 = -19969.724036 nChanged 1 SP:Iteration 7Q (72.563538 sec): 3 clusters Score: Raw -20629.596391 + Penalty 658.225269 = -19971.371122 nChanged 3 SP:Iteration 8Q (72.564151 sec): 3 clusters Score: Raw -20631.559795 + Penalty 658.293547 = -19973.266248 nChanged 2 SP:Iteration 9Q (72.564800 sec): 3 clusters Score: Raw -20633.112423 + Penalty 660.016045 = -19973.096378 nChanged 6 SP:Iteration 10F (72.565435 sec): 3 clusters Score: Raw -20641.227052 + Penalty 662.203693 = -19979.023360 nChanged 3 SP:Iteration 11Q (72.566056 sec): 3 clusters Score: Raw -20644.482218 + Penalty 667.049019 = -19977.433199 nChanged 7 SP:Iteration 12F (72.566685 sec): 3 clusters Score: Raw -20649.106736 + Penalty 665.960669 = -19983.146067 nChanged 3 SP:Iteration 13Q (72.567299 sec): 3 clusters Score: Raw -20650.087674 + Penalty 665.979410 = -19984.108264 nChanged 2 SP:Iteration 14Q (72.567913 sec): 3 clusters Score: Raw -20650.302592 + Penalty 665.979410 = -19984.323182 nChanged 0 SP:Iteration 15F (72.568525 sec): 3 clusters Score: Raw -20650.302592 + Penalty 665.979410 = -19984.323182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.569582 sec): 2 clusters Score: Raw -4782.945978 + Penalty 391.097788 = -4391.848190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.569887 sec): 3 clusters Score: Raw -4762.128893 + Penalty 780.647934 = -3981.480959 nChanged 2 SP:Iteration 1Q (72.570186 sec): 3 clusters Score: Raw -4766.864703 + Penalty 780.647934 = -3986.216769 nChanged 0 SP:Iteration 2F (72.570485 sec): 3 clusters Score: Raw -4766.864703 + Penalty 780.647934 = -3986.216769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.571994 sec): 2 clusters Score: Raw -24667.812237 + Penalty 594.868340 = -24072.943897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.572691 sec): 3 clusters Score: Raw -24572.438793 + Penalty 1188.092565 = -23384.346228 nChanged 61 SP:Iteration 1F (72.573378 sec): 3 clusters Score: Raw -24632.991610 + Penalty 1187.101592 = -23445.890018 nChanged 19 SP:Iteration 2F (72.574063 sec): 3 clusters Score: Raw -24655.922975 + Penalty 1184.744639 = -23471.178336 nChanged 13 SP:Iteration 3Q (72.574726 sec): 3 clusters Score: Raw -24675.928900 + Penalty 1185.353235 = -23490.575665 nChanged 9 SP:Iteration 4Q (72.575385 sec): 3 clusters Score: Raw -24688.361492 + Penalty 1185.151453 = -23503.210040 nChanged 4 SP:Iteration 5Q (72.576036 sec): 3 clusters Score: Raw -24690.854044 + Penalty 1184.726071 = -23506.127974 nChanged 2 SP:Iteration 6Q (72.576684 sec): 3 clusters Score: Raw -24693.089079 + Penalty 1185.019907 = -23508.069172 nChanged 1 SP:Iteration 7Q (72.577332 sec): 3 clusters Score: Raw -24693.424979 + Penalty 1185.119732 = -23508.305247 nChanged 2 SP:Iteration 8Q (72.577979 sec): 3 clusters Score: Raw -24694.743528 + Penalty 1185.277673 = -23509.465855 nChanged 2 SP:Iteration 9Q (72.578627 sec): 3 clusters Score: Raw -24695.603993 + Penalty 1185.671412 = -23509.932580 nChanged 2 SP:Iteration 10F (72.579291 sec): 3 clusters Score: Raw -24696.234432 + Penalty 1185.902097 = -23510.332335 nChanged 1 SP:Iteration 11Q (72.579939 sec): 3 clusters Score: Raw -24696.465533 + Penalty 1185.902097 = -23510.563436 nChanged 0 SP:Iteration 12F (72.580601 sec): 3 clusters Score: Raw -24696.465533 + Penalty 1185.902097 = -23510.563436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.581924 sec): 2 clusters Score: Raw -7875.827040 + Penalty 351.352192 = -7524.474849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.582328 sec): 3 clusters Score: Raw -7872.971676 + Penalty 705.459301 = -7167.512375 nChanged 13 SP:Iteration 1F (72.582713 sec): 3 clusters Score: Raw -7899.264090 + Penalty 710.361061 = -7188.903029 nChanged 6 SP:Iteration 2F (72.583089 sec): 3 clusters Score: Raw -7911.827165 + Penalty 712.297966 = -7199.529199 nChanged 5 SP:Iteration 3F (72.583463 sec): 3 clusters Score: Raw -7919.610305 + Penalty 712.297966 = -7207.312339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.584715 sec): 2 clusters Score: Raw -777.317112 + Penalty 212.682259 = -564.634853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.584941 sec): 3 clusters Score: Raw -785.169353 + Penalty 435.150503 = -350.018850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.585570 sec): 2 clusters Score: Raw -5570.664540 + Penalty 463.223779 = -5107.440761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.585892 sec): 3 clusters Score: Raw -5555.459980 + Penalty 926.447559 = -4629.012422 nChanged 2 SP:Iteration 1Q (72.586209 sec): 3 clusters Score: Raw -5556.685007 + Penalty 926.447559 = -4630.237448 nChanged 2 SP:Iteration 2Q (72.586524 sec): 3 clusters Score: Raw -5560.520515 + Penalty 927.268859 = -4633.251656 nChanged 4 SP:Iteration 3F (72.586839 sec): 3 clusters Score: Raw -5563.948046 + Penalty 927.268859 = -4636.679187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.587330 sec): 2 clusters Score: Raw -876.944890 + Penalty 198.163686 = -678.781204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.587555 sec): 3 clusters Score: Raw -874.372644 + Penalty 404.093578 = -470.279065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 55 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.588209 sec): 2 clusters Score: Raw -6369.199274 + Penalty 398.390796 = -5970.808478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.588551 sec): 3 clusters Score: Raw -6369.083011 + Penalty 797.595245 = -5571.487766 nChanged 6 SP:Iteration 1F (72.588887 sec): 3 clusters Score: Raw -6382.256837 + Penalty 799.539448 = -5582.717389 nChanged 1 SP:Iteration 2Q (72.589219 sec): 3 clusters Score: Raw -6383.393025 + Penalty 797.785677 = -5585.607348 nChanged 1 SP:Iteration 3Q (72.589550 sec): 3 clusters Score: Raw -6386.601171 + Penalty 797.785677 = -5588.815494 nChanged 0 SP:Iteration 4F (72.589886 sec): 3 clusters Score: Raw -6386.601171 + Penalty 797.785677 = -5588.815494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.590413 sec): 2 clusters Score: Raw -2229.231736 + Penalty 355.092222 = -1874.139514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.590668 sec): 3 clusters Score: Raw -2250.662437 + Penalty 719.534163 = -1531.128274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.591147 sec): 2 clusters Score: Raw -727.821892 + Penalty 212.377945 = -515.443947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.591369 sec): 3 clusters Score: Raw -722.086013 + Penalty 430.201894 = -291.884119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.592566 sec): 2 clusters Score: Raw -27166.521917 + Penalty 728.155899 = -26438.366018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.593280 sec): 3 clusters Score: Raw -27073.348470 + Penalty 1465.565314 = -25607.783156 nChanged 60 SP:Iteration 1F (72.593961 sec): 3 clusters Score: Raw -27150.601324 + Penalty 1466.110345 = -25684.490980 nChanged 17 SP:Iteration 2F (72.594640 sec): 3 clusters Score: Raw -27172.212123 + Penalty 1466.802021 = -25705.410101 nChanged 8 SP:Iteration 3Q (72.595318 sec): 3 clusters Score: Raw -27179.560784 + Penalty 1467.251733 = -25712.309050 nChanged 1 SP:Iteration 4Q (72.596016 sec): 3 clusters Score: Raw -27180.965497 + Penalty 1467.306478 = -25713.659019 nChanged 1 SP:Iteration 5Q (72.596699 sec): 3 clusters Score: Raw -27182.350554 + Penalty 1467.585195 = -25714.765359 nChanged 1 SP:Iteration 6Q (72.597393 sec): 3 clusters Score: Raw -27184.206425 + Penalty 1467.585195 = -25716.621230 nChanged 0 SP:Iteration 7F (72.598095 sec): 3 clusters Score: Raw -27184.206425 + Penalty 1467.585195 = -25716.621230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.598586 sec): 2 clusters Score: Raw -706.926540 + Penalty 214.968012 = -491.958529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.598810 sec): 3 clusters Score: Raw -708.930157 + Penalty 435.148400 = -273.781756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.601270 sec): 2 clusters Score: Raw -40722.370000 + Penalty 539.811455 = -40182.558545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.602293 sec): 3 clusters Score: Raw -40498.853276 + Penalty 1081.402939 = -39417.450337 nChanged 139 SP:Iteration 1F (72.603278 sec): 3 clusters Score: Raw -40598.035360 + Penalty 1084.747110 = -39513.288251 nChanged 39 SP:Iteration 2F (72.604334 sec): 3 clusters Score: Raw -40622.541389 + Penalty 1089.482666 = -39533.058723 nChanged 22 SP:Iteration 3Q (72.605315 sec): 3 clusters Score: Raw -40636.578115 + Penalty 1099.982614 = -39536.595501 nChanged 20 SP:Iteration 4Q (72.606313 sec): 3 clusters Score: Raw -40648.840650 + Penalty 1114.821267 = -39534.019383 nChanged 14 SP:Iteration 5F (72.607294 sec): 3 clusters Score: Raw -40660.189602 + Penalty 1131.488388 = -39528.701214 nChanged 14 SP:Iteration 6F (72.608275 sec): 3 clusters Score: Raw -40675.092743 + Penalty 1145.419360 = -39529.673382 nChanged 15 SP:Iteration 7Q (72.609247 sec): 3 clusters Score: Raw -40687.687583 + Penalty 1170.506382 = -39517.181201 nChanged 17 SP:Iteration 8F (72.610226 sec): 3 clusters Score: Raw -40702.647311 + Penalty 1197.454380 = -39505.192931 nChanged 11 SP:Iteration 9F (72.611205 sec): 3 clusters Score: Raw -40710.782844 + Penalty 1214.002683 = -39496.780161 nChanged 6 SP:Iteration 10F (72.612188 sec): 3 clusters Score: Raw -40719.224738 + Penalty 1234.475314 = -39484.749424 nChanged 8 SP:Iteration 11F (72.613167 sec): 3 clusters Score: Raw -40735.090786 + Penalty 1255.560445 = -39479.530341 nChanged 7 SP:Iteration 12F (72.614146 sec): 3 clusters Score: Raw -40742.530024 + Penalty 1271.345207 = -39471.184816 nChanged 5 SP:Iteration 13F (72.615124 sec): 3 clusters Score: Raw -40752.243903 + Penalty 1288.706940 = -39463.536963 nChanged 6 SP:Iteration 14F (72.616105 sec): 3 clusters Score: Raw -40763.096508 + Penalty 1297.549434 = -39465.547074 nChanged 4 SP:Iteration 15Q (72.616993 sec): 3 clusters Score: Raw -40774.654961 + Penalty 1294.222628 = -39480.432332 nChanged 2 SP:Iteration 16Q (72.617851 sec): 3 clusters Score: Raw -40777.614927 + Penalty 1296.777266 = -39480.837661 nChanged 1 SP:Iteration 17Q (72.618707 sec): 3 clusters Score: Raw -40778.995478 + Penalty 1299.515978 = -39479.479500 nChanged 1 SP:Iteration 18F (72.619686 sec): 3 clusters Score: Raw -40779.611725 + Penalty 1299.515978 = -39480.095747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.620679 sec): 2 clusters Score: Raw -8953.372437 + Penalty 499.498325 = -8453.874111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.621069 sec): 3 clusters Score: Raw -8916.219748 + Penalty 1000.371243 = -7915.848505 nChanged 11 SP:Iteration 1F (72.621460 sec): 3 clusters Score: Raw -8933.168327 + Penalty 1000.432509 = -7932.735818 nChanged 7 SP:Iteration 2F (72.621835 sec): 3 clusters Score: Raw -8941.498841 + Penalty 1000.423836 = -7941.075004 nChanged 1 SP:Iteration 3Q (72.622209 sec): 3 clusters Score: Raw -8942.460419 + Penalty 1000.260418 = -7942.200001 nChanged 1 SP:Iteration 4Q (72.622590 sec): 3 clusters Score: Raw -8942.624259 + Penalty 1000.260418 = -7942.363841 nChanged 0 SP:Iteration 5F (72.622980 sec): 3 clusters Score: Raw -8942.624259 + Penalty 1000.260418 = -7942.363841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.623610 sec): 2 clusters Score: Raw -85.950979 + Penalty 0.000000 = -85.950979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.623797 sec): 2 clusters Score: Raw -85.950979 + Penalty 0.000000 = -85.950979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.624875 sec): 2 clusters Score: Raw -21684.321834 + Penalty 611.898095 = -21072.423739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.625504 sec): 3 clusters Score: Raw -21594.008795 + Penalty 1222.907598 = -20371.101197 nChanged 43 SP:Iteration 1F (72.626122 sec): 3 clusters Score: Raw -21630.070043 + Penalty 1222.590761 = -20407.479282 nChanged 13 SP:Iteration 2F (72.626739 sec): 3 clusters Score: Raw -21642.391436 + Penalty 1222.333007 = -20420.058429 nChanged 11 SP:Iteration 3Q (72.627339 sec): 3 clusters Score: Raw -21655.161499 + Penalty 1224.565540 = -20430.595959 nChanged 10 SP:Iteration 4Q (72.627937 sec): 3 clusters Score: Raw -21661.706357 + Penalty 1231.300065 = -20430.406292 nChanged 9 SP:Iteration 5F (72.628536 sec): 3 clusters Score: Raw -21670.414599 + Penalty 1238.990563 = -20431.424035 nChanged 8 SP:Iteration 6Q (72.629135 sec): 3 clusters Score: Raw -21681.502604 + Penalty 1253.180710 = -20428.321894 nChanged 9 SP:Iteration 7F (72.629733 sec): 3 clusters Score: Raw -21694.558052 + Penalty 1268.834552 = -20425.723501 nChanged 9 SP:Iteration 8F (72.630332 sec): 3 clusters Score: Raw -21709.657398 + Penalty 1271.986538 = -20437.670860 nChanged 5 SP:Iteration 9Q (72.630907 sec): 3 clusters Score: Raw -21720.024829 + Penalty 1271.705690 = -20448.319138 nChanged 1 SP:Iteration 10F (72.631510 sec): 3 clusters Score: Raw -21724.149535 + Penalty 1271.705690 = -20452.443845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.632011 sec): 2 clusters Score: Raw -792.715884 + Penalty 201.541175 = -591.174709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.632239 sec): 3 clusters Score: Raw -785.711628 + Penalty 485.466962 = -300.244666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.633249 sec): 2 clusters Score: Raw -19828.101515 + Penalty 857.939328 = -18970.162188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.633846 sec): 3 clusters Score: Raw -19870.623319 + Penalty 1715.831349 = -18154.791970 nChanged 32 SP:Iteration 1F (72.634426 sec): 3 clusters Score: Raw -19942.510693 + Penalty 1715.785938 = -18226.724755 nChanged 4 SP:Iteration 2Q (72.634975 sec): 3 clusters Score: Raw -19950.354888 + Penalty 1715.733762 = -18234.621125 nChanged 2 SP:Iteration 3Q (72.635548 sec): 3 clusters Score: Raw -19959.768501 + Penalty 1715.694219 = -18244.074282 nChanged 1 SP:Iteration 4Q (72.636092 sec): 3 clusters Score: Raw -19963.277136 + Penalty 1715.694219 = -18247.582917 nChanged 0 SP:Iteration 5F (72.636698 sec): 3 clusters Score: Raw -19963.277136 + Penalty 1715.694219 = -18247.582917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.637160 sec): 2 clusters Score: Raw -78.888279 + Penalty 0.000000 = -78.888279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.637344 sec): 2 clusters Score: Raw -78.888279 + Penalty 0.000000 = -78.888279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.638336 sec): 2 clusters Score: Raw -9881.334045 + Penalty 644.569798 = -9236.764247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.638739 sec): 3 clusters Score: Raw -9896.136513 + Penalty 1293.491963 = -8602.644550 nChanged 12 SP:Iteration 1F (72.639137 sec): 3 clusters Score: Raw -9918.583085 + Penalty 1297.584494 = -8620.998591 nChanged 5 SP:Iteration 2Q (72.639530 sec): 3 clusters Score: Raw -9931.929285 + Penalty 1298.480412 = -8633.448874 nChanged 2 SP:Iteration 3Q (72.639915 sec): 3 clusters Score: Raw -9936.047764 + Penalty 1299.778441 = -8636.269324 nChanged 1 SP:Iteration 4Q (72.640299 sec): 3 clusters Score: Raw -9937.909489 + Penalty 1299.778441 = -8638.131048 nChanged 0 SP:Iteration 5F (72.640694 sec): 3 clusters Score: Raw -9937.909489 + Penalty 1299.778441 = -8638.131048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.641313 sec): 2 clusters Score: Raw -368.337902 + Penalty 134.621238 = -233.716665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.641528 sec): 3 clusters Score: Raw -355.308846 + Penalty 269.242475 = -86.066371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.642582 sec): 2 clusters Score: Raw -22560.438539 + Penalty 826.077247 = -21734.361292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.643191 sec): 3 clusters Score: Raw -22532.834605 + Penalty 1653.058990 = -20879.775615 nChanged 37 SP:Iteration 1F (72.643791 sec): 3 clusters Score: Raw -22593.162372 + Penalty 1653.492341 = -20939.670031 nChanged 6 SP:Iteration 2Q (72.644367 sec): 3 clusters Score: Raw -22598.351800 + Penalty 1653.601939 = -20944.749861 nChanged 1 SP:Iteration 3Q (72.644956 sec): 3 clusters Score: Raw -22600.206167 + Penalty 1653.772715 = -20946.433453 nChanged 2 SP:Iteration 4Q (72.645528 sec): 3 clusters Score: Raw -22603.304453 + Penalty 1654.094885 = -20949.209568 nChanged 2 SP:Iteration 5Q (72.646098 sec): 3 clusters Score: Raw -22605.385095 + Penalty 1654.094885 = -20951.290210 nChanged 0 SP:Iteration 6F (72.646685 sec): 3 clusters Score: Raw -22605.385095 + Penalty 1654.094885 = -20951.290210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.647158 sec): 2 clusters Score: Raw -82.324972 + Penalty 0.000000 = -82.324972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.647364 sec): 2 clusters Score: Raw -82.324972 + Penalty 0.000000 = -82.324972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.647848 sec): 2 clusters Score: Raw -455.489381 + Penalty 168.033871 = -287.455510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.648090 sec): 3 clusters Score: Raw -446.707290 + Penalty 328.618020 = -118.089270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.648561 sec): 2 clusters Score: Raw -357.040097 + Penalty 135.206996 = -221.833101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.648775 sec): 3 clusters Score: Raw -351.566626 + Penalty 269.173962 = -82.392664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.649767 sec): 2 clusters Score: Raw -10092.704821 + Penalty 483.715624 = -9608.989197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.650180 sec): 3 clusters Score: Raw -10067.369542 + Penalty 966.059745 = -9101.309797 nChanged 12 SP:Iteration 1F (72.650587 sec): 3 clusters Score: Raw -10088.267606 + Penalty 964.044469 = -9124.223137 nChanged 7 SP:Iteration 2F (72.650995 sec): 3 clusters Score: Raw -10097.521775 + Penalty 967.532508 = -9129.989267 nChanged 5 SP:Iteration 3Q (72.651398 sec): 3 clusters Score: Raw -10105.121222 + Penalty 971.031307 = -9134.089915 nChanged 4 SP:Iteration 4Q (72.651803 sec): 3 clusters Score: Raw -10109.672715 + Penalty 973.231779 = -9136.440935 nChanged 1 SP:Iteration 5Q (72.652211 sec): 3 clusters Score: Raw -10110.521742 + Penalty 973.231779 = -9137.289962 nChanged 0 SP:Iteration 6F (72.652612 sec): 3 clusters Score: Raw -10110.521742 + Penalty 973.231779 = -9137.289962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 98 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.653700 sec): 2 clusters Score: Raw -12915.348148 + Penalty 635.238591 = -12280.109557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.654152 sec): 3 clusters Score: Raw -12883.489912 + Penalty 1273.556030 = -11609.933882 nChanged 12 SP:Iteration 1F (72.654596 sec): 3 clusters Score: Raw -12904.163735 + Penalty 1271.804374 = -11632.359361 nChanged 4 SP:Iteration 2Q (72.655036 sec): 3 clusters Score: Raw -12910.309480 + Penalty 1269.702019 = -11640.607461 nChanged 4 SP:Iteration 3Q (72.655475 sec): 3 clusters Score: Raw -12917.251185 + Penalty 1268.127637 = -11649.123548 nChanged 3 SP:Iteration 4Q (72.655914 sec): 3 clusters Score: Raw -12923.508832 + Penalty 1267.115883 = -11656.392949 nChanged 2 SP:Iteration 5Q (72.656349 sec): 3 clusters Score: Raw -12925.514656 + Penalty 1266.673281 = -11658.841375 nChanged 1 SP:Iteration 6Q (72.656783 sec): 3 clusters Score: Raw -12925.894809 + Penalty 1265.923744 = -11659.971066 nChanged 1 SP:Iteration 7Q (72.657227 sec): 3 clusters Score: Raw -12926.882545 + Penalty 1265.259907 = -11661.622638 nChanged 1 SP:Iteration 8Q (72.657665 sec): 3 clusters Score: Raw -12928.645642 + Penalty 1265.482395 = -11663.163248 nChanged 1 SP:Iteration 9Q (72.658098 sec): 3 clusters Score: Raw -12930.323870 + Penalty 1265.312157 = -11665.011713 nChanged 1 SP:Iteration 10F (72.658533 sec): 3 clusters Score: Raw -12930.636126 + Penalty 1265.312157 = -11665.323969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 101 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.659766 sec): 2 clusters Score: Raw -25354.119439 + Penalty 680.993454 = -24673.125985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.660464 sec): 3 clusters Score: Raw -25258.085752 + Penalty 1363.621550 = -23894.464202 nChanged 52 SP:Iteration 1F (72.661149 sec): 3 clusters Score: Raw -25318.520004 + Penalty 1364.651043 = -23953.868961 nChanged 15 SP:Iteration 2F (72.661837 sec): 3 clusters Score: Raw -25336.546273 + Penalty 1365.996231 = -23970.550042 nChanged 7 SP:Iteration 3Q (72.662501 sec): 3 clusters Score: Raw -25344.874602 + Penalty 1367.122673 = -23977.751929 nChanged 3 SP:Iteration 4Q (72.663157 sec): 3 clusters Score: Raw -25347.918415 + Penalty 1367.573790 = -23980.344625 nChanged 1 SP:Iteration 5Q (72.663842 sec): 3 clusters Score: Raw -25349.184695 + Penalty 1367.573790 = -23981.610905 nChanged 0 SP:Iteration 6F (72.664502 sec): 3 clusters Score: Raw -25349.184695 + Penalty 1367.573790 = -23981.610905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.665149 sec): 2 clusters Score: Raw -5786.352158 + Penalty 422.821471 = -5363.530687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.665473 sec): 3 clusters Score: Raw -5769.539779 + Penalty 864.167816 = -4905.371964 nChanged 8 SP:Iteration 1F (72.665791 sec): 3 clusters Score: Raw -5783.352218 + Penalty 900.711839 = -4882.640379 nChanged 5 SP:Iteration 2F (72.666111 sec): 3 clusters Score: Raw -5793.266175 + Penalty 912.040762 = -4881.225413 nChanged 1 SP:Iteration 3F (72.666449 sec): 3 clusters Score: Raw -5795.621300 + Penalty 912.040762 = -4883.580538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.667453 sec): 2 clusters Score: Raw -18174.008119 + Penalty 564.202180 = -17609.805939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.668031 sec): 3 clusters Score: Raw -18088.234985 + Penalty 1139.976950 = -16948.258035 nChanged 36 SP:Iteration 1F (72.668600 sec): 3 clusters Score: Raw -18131.042527 + Penalty 1161.661965 = -16969.380562 nChanged 22 SP:Iteration 2F (72.669191 sec): 3 clusters Score: Raw -18160.625889 + Penalty 1176.682340 = -16983.943549 nChanged 13 SP:Iteration 3F (72.669781 sec): 3 clusters Score: Raw -18176.722145 + Penalty 1190.098420 = -16986.623724 nChanged 7 SP:Iteration 4Q (72.670363 sec): 3 clusters Score: Raw -18188.174325 + Penalty 1196.250825 = -16991.923500 nChanged 4 SP:Iteration 5Q (72.670926 sec): 3 clusters Score: Raw -18195.889704 + Penalty 1204.912374 = -16990.977330 nChanged 2 SP:Iteration 6F (72.671493 sec): 3 clusters Score: Raw -18200.190385 + Penalty 1210.601439 = -16989.588946 nChanged 2 SP:Iteration 7F (72.672057 sec): 3 clusters Score: Raw -18205.048780 + Penalty 1210.601439 = -16994.447341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.672535 sec): 2 clusters Score: Raw -355.841259 + Penalty 132.315218 = -223.526041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.672750 sec): 3 clusters Score: Raw -352.985713 + Penalty 264.630437 = -88.355277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.673201 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.673382 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.673854 sec): 2 clusters Score: Raw -356.450634 + Penalty 126.283973 = -230.166661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.674064 sec): 3 clusters Score: Raw -348.920258 + Penalty 217.146708 = -131.773550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 120 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.674565 sec): 2 clusters Score: Raw -1308.241851 + Penalty 254.444341 = -1053.797510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.674802 sec): 3 clusters Score: Raw -1309.194820 + Penalty 506.207107 = -802.987713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 122 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.675649 sec): 2 clusters Score: Raw -11688.174557 + Penalty 616.593425 = -11071.581132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.676101 sec): 3 clusters Score: Raw -11688.891439 + Penalty 1233.178358 = -10455.713081 nChanged 19 SP:Iteration 1F (72.676543 sec): 3 clusters Score: Raw -11739.231495 + Penalty 1234.133124 = -10505.098371 nChanged 3 SP:Iteration 2Q (72.676974 sec): 3 clusters Score: Raw -11741.915475 + Penalty 1234.133124 = -10507.782352 nChanged 0 SP:Iteration 3F (72.677416 sec): 3 clusters Score: Raw -11741.915475 + Penalty 1234.133124 = -10507.782352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.677871 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.678052 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.678537 sec): 2 clusters Score: Raw -865.391566 + Penalty 190.843598 = -674.547968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.678764 sec): 3 clusters Score: Raw -872.163943 + Penalty 381.687196 = -490.476747 nChanged 1 SP:Iteration 1F (72.678986 sec): 3 clusters Score: Raw -879.079760 + Penalty 381.687196 = -497.392564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.679442 sec): 2 clusters Score: Raw -159.943445 + Penalty 21.136394 = -138.807051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.679629 sec): 2 clusters Score: Raw -159.943445 + Penalty 21.136394 = -138.807051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.680095 sec): 2 clusters Score: Raw -242.780960 + Penalty 84.220949 = -158.560011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.680292 sec): 2 clusters Score: Raw -242.780960 + Penalty 84.220949 = -158.560011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.680768 sec): 2 clusters Score: Raw -639.239462 + Penalty 185.012627 = -454.226836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.680988 sec): 3 clusters Score: Raw -633.347690 + Penalty 363.257502 = -270.090188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 145 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.682101 sec): 2 clusters Score: Raw -14983.900701 + Penalty 780.911709 = -14202.988992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.682576 sec): 3 clusters Score: Raw -14983.291626 + Penalty 1562.533505 = -13420.758122 nChanged 18 SP:Iteration 1F (72.683044 sec): 3 clusters Score: Raw -15021.305425 + Penalty 1563.236564 = -13458.068862 nChanged 5 SP:Iteration 2Q (72.683502 sec): 3 clusters Score: Raw -15032.827748 + Penalty 1563.332497 = -13469.495252 nChanged 3 SP:Iteration 3Q (72.683957 sec): 3 clusters Score: Raw -15039.439990 + Penalty 1563.483752 = -13475.956239 nChanged 1 SP:Iteration 4Q (72.684405 sec): 3 clusters Score: Raw -15040.192534 + Penalty 1563.781946 = -13476.410588 nChanged 1 SP:Iteration 5Q (72.684851 sec): 3 clusters Score: Raw -15040.803068 + Penalty 1563.781946 = -13477.021122 nChanged 0 SP:Iteration 6F (72.685308 sec): 3 clusters Score: Raw -15040.803068 + Penalty 1563.781946 = -13477.021122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 148 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.686332 sec): 2 clusters Score: Raw -18738.611701 + Penalty 706.968422 = -18031.643279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.686891 sec): 3 clusters Score: Raw -18699.964816 + Penalty 1420.856301 = -17279.108514 nChanged 24 SP:Iteration 1F (72.687421 sec): 3 clusters Score: Raw -18738.556290 + Penalty 1426.209472 = -17312.346818 nChanged 15 SP:Iteration 2F (72.687958 sec): 3 clusters Score: Raw -18765.374392 + Penalty 1426.301552 = -17339.072840 nChanged 5 SP:Iteration 3Q (72.688483 sec): 3 clusters Score: Raw -18769.222756 + Penalty 1426.715813 = -17342.506943 nChanged 3 SP:Iteration 4Q (72.689005 sec): 3 clusters Score: Raw -18773.254822 + Penalty 1425.886211 = -17347.368612 nChanged 1 SP:Iteration 5Q (72.689521 sec): 3 clusters Score: Raw -18773.522072 + Penalty 1426.458176 = -17347.063896 nChanged 2 SP:Iteration 6F (72.690054 sec): 3 clusters Score: Raw -18775.236225 + Penalty 1427.863048 = -17347.373177 nChanged 3 SP:Iteration 7Q (72.690570 sec): 3 clusters Score: Raw -18781.789325 + Penalty 1427.248468 = -17354.540856 nChanged 2 SP:Iteration 8Q (72.691105 sec): 3 clusters Score: Raw -18789.588268 + Penalty 1429.540867 = -17360.047401 nChanged 2 SP:Iteration 9Q (72.691632 sec): 3 clusters Score: Raw -18795.029693 + Penalty 1428.457594 = -17366.572099 nChanged 1 SP:Iteration 10F (72.692169 sec): 3 clusters Score: Raw -18798.758108 + Penalty 1428.457594 = -17370.300513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.692663 sec): 2 clusters Score: Raw -245.137221 + Penalty 65.988551 = -179.148671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.692873 sec): 3 clusters Score: Raw -248.488504 + Penalty 114.088745 = -134.399759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.693352 sec): 2 clusters Score: Raw -553.698039 + Penalty 183.277444 = -370.420595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.693571 sec): 3 clusters Score: Raw -540.959372 + Penalty 366.554888 = -174.404483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.694026 sec): 2 clusters Score: Raw -81.407160 + Penalty 0.000000 = -81.407160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.694213 sec): 2 clusters Score: Raw -81.407160 + Penalty 0.000000 = -81.407160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 159 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.694857 sec): 2 clusters Score: Raw -6154.019191 + Penalty 454.229703 = -5699.789487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.695190 sec): 3 clusters Score: Raw -6148.885522 + Penalty 909.098004 = -5239.787517 nChanged 9 SP:Iteration 1F (72.695516 sec): 3 clusters Score: Raw -6169.250416 + Penalty 906.207363 = -5263.043053 nChanged 3 SP:Iteration 2Q (72.695836 sec): 3 clusters Score: Raw -6177.177212 + Penalty 906.462403 = -5270.714810 nChanged 2 SP:Iteration 3Q (72.696153 sec): 3 clusters Score: Raw -6179.943225 + Penalty 906.462403 = -5273.480822 nChanged 0 SP:Iteration 4F (72.696478 sec): 3 clusters Score: Raw -6179.943225 + Penalty 906.462403 = -5273.480822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.696965 sec): 2 clusters Score: Raw -903.398289 + Penalty 217.541101 = -685.857188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.697190 sec): 3 clusters Score: Raw -900.835431 + Penalty 446.405961 = -454.429470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.697674 sec): 2 clusters Score: Raw -83.972778 + Penalty 0.000000 = -83.972778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.697863 sec): 2 clusters Score: Raw -83.972778 + Penalty 0.000000 = -83.972778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.698314 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.698495 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 184 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.699002 sec): 2 clusters Score: Raw -1817.485899 + Penalty 305.556237 = -1511.929662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.699247 sec): 3 clusters Score: Raw -1804.069797 + Penalty 610.825882 = -1193.243915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 187 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.699882 sec): 2 clusters Score: Raw -5858.796817 + Penalty 451.357415 = -5407.439402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.700209 sec): 3 clusters Score: Raw -5857.133761 + Penalty 900.461930 = -4956.671832 nChanged 6 SP:Iteration 1F (72.700529 sec): 3 clusters Score: Raw -5868.932769 + Penalty 900.898475 = -4968.034294 nChanged 1 SP:Iteration 2Q (72.700844 sec): 3 clusters Score: Raw -5870.794718 + Penalty 900.898475 = -4969.896242 nChanged 0 SP:Iteration 3F (72.701163 sec): 3 clusters Score: Raw -5870.794718 + Penalty 900.898475 = -4969.896242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.701643 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.701832 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 201 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.703165 sec): 2 clusters Score: Raw -25754.698672 + Penalty 698.622574 = -25056.076098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.703886 sec): 3 clusters Score: Raw -25643.359272 + Penalty 1410.303072 = -24233.056200 nChanged 62 SP:Iteration 1F (72.704584 sec): 3 clusters Score: Raw -25705.360471 + Penalty 1420.097680 = -24285.262791 nChanged 24 SP:Iteration 2F (72.705284 sec): 3 clusters Score: Raw -25739.890021 + Penalty 1427.576936 = -24312.313085 nChanged 14 SP:Iteration 3F (72.705980 sec): 3 clusters Score: Raw -25755.134199 + Penalty 1431.551437 = -24323.582763 nChanged 8 SP:Iteration 4Q (72.706653 sec): 3 clusters Score: Raw -25765.192853 + Penalty 1434.425624 = -24330.767229 nChanged 3 SP:Iteration 5Q (72.707309 sec): 3 clusters Score: Raw -25771.100901 + Penalty 1439.509416 = -24331.591485 nChanged 5 SP:Iteration 6Q (72.707962 sec): 3 clusters Score: Raw -25776.940930 + Penalty 1443.815220 = -24333.125710 nChanged 5 SP:Iteration 7Q (72.708635 sec): 3 clusters Score: Raw -25779.763893 + Penalty 1443.897817 = -24335.866076 nChanged 1 SP:Iteration 8Q (72.709293 sec): 3 clusters Score: Raw -25781.217614 + Penalty 1443.897817 = -24337.319796 nChanged 0 SP:Iteration 9F (72.709965 sec): 3 clusters Score: Raw -25781.217614 + Penalty 1443.897817 = -24337.319796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.710509 sec): 2 clusters Score: Raw -1071.051034 + Penalty 52.484401 = -1018.566633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.710751 sec): 3 clusters Score: Raw -1099.866674 + Penalty 133.543417 = -966.323257 nChanged 2 SP:Iteration 1F (72.710988 sec): 3 clusters Score: Raw -1108.194594 + Penalty 151.679507 = -956.515087 nChanged 1 SP:Iteration 2F (72.711221 sec): 3 clusters Score: Raw -1114.199438 + Penalty 151.679507 = -962.519931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.711689 sec): 2 clusters Score: Raw -81.389052 + Penalty 0.000000 = -81.389052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.711879 sec): 2 clusters Score: Raw -81.389052 + Penalty 0.000000 = -81.389052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.712329 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.712510 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.712962 sec): 2 clusters Score: Raw -80.142580 + Penalty 0.000000 = -80.142580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.713146 sec): 2 clusters Score: Raw -80.142580 + Penalty 0.000000 = -80.142580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.713596 sec): 2 clusters Score: Raw -77.440466 + Penalty 0.000000 = -77.440466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.713779 sec): 2 clusters Score: Raw -77.440466 + Penalty 0.000000 = -77.440466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 238 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.714260 sec): 2 clusters Score: Raw -504.892504 + Penalty 151.781288 = -353.111215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.714478 sec): 3 clusters Score: Raw -514.301492 + Penalty 285.946847 = -228.354646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.714928 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.715109 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 245 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.715557 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.715737 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 246 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.716187 sec): 2 clusters Score: Raw -78.792095 + Penalty 0.000000 = -78.792095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.716367 sec): 2 clusters Score: Raw -78.792095 + Penalty 0.000000 = -78.792095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 247 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.716819 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.716999 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 248 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.717510 sec): 2 clusters Score: Raw -1054.204266 + Penalty 130.412031 = -923.792235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.717744 sec): 3 clusters Score: Raw -1059.197156 + Penalty 283.032579 = -776.164577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 250 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.718269 sec): 2 clusters Score: Raw -2139.887696 + Penalty 380.377836 = -1759.509860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.718525 sec): 3 clusters Score: Raw -2174.811776 + Penalty 758.403880 = -1416.407897 nChanged 0 Deleting Class 80 (105 points): Lose 375.901170 but Gain 1441.802277 Iteration 119Q (72.893227 sec): 90 clusters Score: Raw -2759633.762629 + Penalty 79891.720835 = -2679742.041794 nChanged 119 Deleting Class 91 (5 points): Lose 26.380997 but Gain 1086.878601 Iteration 120F (74.197830 sec): 89 clusters Score: Raw -2759778.185034 + Penalty 78805.981000 = -2680972.204034 nChanged 36 Deleting Class 152 (6 points): Lose 12.721509 but Gain 1064.848308 Iteration 121Q (74.354078 sec): 88 clusters Score: Raw -2759786.459881 + Penalty 77746.253713 = -2682040.206168 nChanged 20 Deleting Class 50 (60 points): Lose 136.798496 but Gain 1177.781941 Iteration 122Q (74.507488 sec): 87 clusters Score: Raw -2759666.314209 + Penalty 76681.334147 = -2682984.980062 nChanged 74 Deleting Class 98 (136 points): Lose 320.473207 but Gain 1366.152879 Iteration 123Q (74.659563 sec): 86 clusters Score: Raw -2759442.358373 + Penalty 75390.713889 = -2684051.644485 nChanged 153 Deleting Class 250 (29 points): Lose 239.918447 but Gain 1263.782081 Iteration 124Q (74.814517 sec): 85 clusters Score: Raw -2759436.778304 + Penalty 74512.974432 = -2684923.803872 nChanged 88 Deleting Class 57 (8 points): Lose 41.533139 but Gain 1063.215091 Iteration 125Q (74.972972 sec): 84 clusters Score: Raw -2759557.717191 + Penalty 73537.135164 = -2686020.582028 nChanged 61 Deleting Class 81 (3 points): Lose 2.450000 but Gain 1061.615934 Iteration 126Q (75.130963 sec): 83 clusters Score: Raw -2759606.486092 + Penalty 72525.924821 = -2687080.561271 nChanged 33 Deleting Class 76 (213 points): Lose 652.096501 but Gain 1667.432417 Iteration 127Q (75.281234 sec): 82 clusters Score: Raw -2758974.700747 + Penalty 70939.966940 = -2688034.733808 nChanged 241 Deleting Class 184 (22 points): Lose 73.531927 but Gain 1088.880030 Iteration 128Q (75.438582 sec): 81 clusters Score: Raw -2759307.267129 + Penalty 69874.328243 = -2689432.938886 nChanged 61 Deleting Class 19 (13 points): Lose 63.821884 but Gain 1076.493539 Iteration 129Q (75.586617 sec): 80 clusters Score: Raw -2759301.454481 + Penalty 68818.508924 = -2690482.945557 nChanged 43 Deleting Class 160 (12 points): Lose 44.695225 but Gain 1052.186840 Iteration 130F (76.738561 sec): 79 clusters Score: Raw -2759304.409854 + Penalty 67771.158720 = -2691533.251134 nChanged 38 Deleting Class 187 (59 points): Lose 151.575526 but Gain 1157.844175 Iteration 131Q (76.886807 sec): 78 clusters Score: Raw -2759188.214127 + Penalty 66728.644863 = -2692459.569264 nChanged 78 Deleting Class 4 (49 points): Lose 72.403851 but Gain 1077.338637 Iteration 132Q (77.034419 sec): 77 clusters Score: Raw -2759207.448271 + Penalty 65674.176927 = -2693533.271344 nChanged 73 Deleting Class 92 (4 points): Lose 11.634019 but Gain 1015.318128 Iteration 133Q (77.184894 sec): 76 clusters Score: Raw -2759258.528769 + Penalty 64670.153924 = -2694588.374846 nChanged 27 Deleting Class 122 (122 points): Lose 342.228975 but Gain 1340.886956 Iteration 134Q (77.327289 sec): 75 clusters Score: Raw -2758935.186225 + Penalty 63367.377498 = -2695567.808727 nChanged 145 Deleting Class 61 (9 points): Lose 123.427144 but Gain 1119.590072 Iteration 135Q (77.473695 sec): 74 clusters Score: Raw -2759009.409776 + Penalty 62289.367018 = -2696720.042758 nChanged 62 Deleting Class 75 (12 points): Lose 69.268449 but Gain 1060.810668 Iteration 136Q (77.616461 sec): 73 clusters Score: Raw -2758988.678687 + Penalty 61251.738631 = -2697736.940056 nChanged 54 Deleting Class 114 (5 points): Lose 18.308418 but Gain 1003.342040 Iteration 137Q (77.756680 sec): 72 clusters Score: Raw -2759011.476734 + Penalty 60280.682291 = -2698730.794443 nChanged 44 Deleting Class 159 (77 points): Lose 194.355785 but Gain 1174.766554 Iteration 138Q (77.897300 sec): 71 clusters Score: Raw -2758844.991027 + Penalty 59140.776913 = -2699704.214114 nChanged 110 Deleting Class 56 (25 points): Lose 170.171756 but Gain 1148.405780 Iteration 139Q (78.040850 sec): 70 clusters Score: Raw -2758805.126635 + Penalty 58037.193723 = -2700767.932912 nChanged 77 Deleting Class 143 (7 points): Lose 14.780949 but Gain 989.776228 Iteration 140F (79.036433 sec): 69 clusters Score: Raw -2758882.623030 + Penalty 57068.497197 = -2701814.125833 nChanged 63 Deleting Class 104 (64 points): Lose 125.174103 but Gain 1067.664896 Iteration 141Q (79.176812 sec): 68 clusters Score: Raw -2758801.897832 + Penalty 56006.275404 = -2702795.622428 nChanged 107 Deleting Class 70 (111 points): Lose 245.359969 but Gain 1182.500109 Iteration 142Q (79.317808 sec): 67 clusters Score: Raw -2758660.190397 + Penalty 54856.051493 = -2703804.138904 nChanged 149 Deleting Class 120 (15 points): Lose 117.354090 but Gain 1049.959504 Iteration 143Q (79.456630 sec): 66 clusters Score: Raw -2758717.488345 + Penalty 53868.127483 = -2704849.360862 nChanged 84 Deleting Class 148 (185 points): Lose 467.863116 but Gain 1399.003990 Iteration 144Q (79.593785 sec): 65 clusters Score: Raw -2758332.003949 + Penalty 52592.447679 = -2705739.556270 nChanged 236 Deleting Class 52 (10 points): Lose 30.474781 but Gain 940.400683 Iteration 145Q (79.733635 sec): 64 clusters Score: Raw -2758626.724354 + Penalty 51709.369878 = -2706917.354477 nChanged 86 Deleting Class 71 (1 points): Lose 82.444421 but Gain 988.967543 Iteration 146Q (79.868476 sec): 63 clusters Score: Raw -2758601.617833 + Penalty 50742.096066 = -2707859.521767 nChanged 49 Deleting Class 109 (4 points): Lose 90.135823 but Gain 993.602727 Iteration 147Q (80.000478 sec): 62 clusters Score: Raw -2758538.193489 + Penalty 49784.519050 = -2708753.674439 nChanged 40 Deleting Class 48 (6 points): Lose 82.841293 but Gain 977.765940 Iteration 148Q (80.131649 sec): 61 clusters Score: Raw -2758489.499326 + Penalty 48830.129353 = -2709659.369974 nChanged 32 Deleting Class 238 (8 points): Lose 59.291254 but Gain 934.063831 Iteration 149Q (80.260783 sec): 60 clusters Score: Raw -2758471.518563 + Penalty 47860.926806 = -2710610.591757 nChanged 43 Deleting Class 93 (113 points): Lose 290.570167 but Gain 1133.002061 Iteration 150F (81.121215 sec): 59 clusters Score: Raw -2758231.695941 + Penalty 46815.978458 = -2711415.717482 nChanged 145 Deleting Class 42 (144 points): Lose 280.725734 but Gain 1099.196787 Iteration 151Q (81.262584 sec): 58 clusters Score: Raw -2758148.803192 + Penalty 45736.297250 = -2712412.505942 nChanged 178 Deleting Class 24 (2 points): Lose 82.060192 but Gain 887.904704 Iteration 152Q (81.399440 sec): 57 clusters Score: Raw -2758244.024701 + Penalty 44855.813327 = -2713388.211374 nChanged 60 Deleting Class 129 (10 points): Lose 60.599844 but Gain 862.820273 Iteration 153Q (81.533949 sec): 56 clusters Score: Raw -2758204.035938 + Penalty 43904.810842 = -2714299.225096 nChanged 46 Deleting Class 140 (4 points): Lose 95.418578 but Gain 890.370057 Iteration 154Q (81.663233 sec): 55 clusters Score: Raw -2758155.509854 + Penalty 43030.258042 = -2715125.251812 nChanged 35 Deleting Class 145 (151 points): Lose 842.866458 but Gain 1636.559197 Iteration 155Q (81.791708 sec): 54 clusters Score: Raw -2757334.545374 + Penalty 41439.609641 = -2715894.935733 nChanged 191 Deleting Class 55 (66 points): Lose 217.994074 but Gain 974.948127 Iteration 156Q (81.924122 sec): 53 clusters Score: Raw -2757482.109518 + Penalty 40468.716923 = -2717013.392596 nChanged 141 Deleting Class 179 (1 points): Lose 61.442318 but Gain 792.046009 Iteration 157Q (82.056139 sec): 52 clusters Score: Raw -2757558.074717 + Penalty 39684.805956 = -2717873.268761 nChanged 54 Deleting Class 85 (273 points): Lose 899.919688 but Gain 1602.207071 Iteration 158Q (82.178782 sec): 51 clusters Score: Raw -2756703.016642 + Penalty 38148.839159 = -2718554.177483 nChanged 304 Deleting Class 88 (2 points): Lose 13.490371 but Gain 694.071341 Iteration 159Q (82.306706 sec): 50 clusters Score: Raw -2757164.363021 + Penalty 37474.801887 = -2719689.561135 nChanged 71 Deleting Class 44 (274 points): Lose 574.122852 but Gain 1131.449941 Iteration 160F (83.015215 sec): 49 clusters Score: Raw -2756628.719953 + Penalty 36421.433087 = -2720207.286867 nChanged 315 Deleting Class 210 (1 points): Lose 2.237010 but Gain 559.084070 Iteration 161Q (83.141906 sec): 48 clusters Score: Raw -2757100.363699 + Penalty 35878.594284 = -2721221.769415 nChanged 76 Deleting Class 151 (3 points): Lose 95.554245 but Gain 625.291568 Iteration 162Q (83.263544 sec): 47 clusters Score: Raw -2757039.295249 + Penalty 35268.022033 = -2721771.273216 nChanged 56 Deleting Class 6 (74 points): Lose 425.501275 but Gain 947.517197 Iteration 163Q (83.382750 sec): 46 clusters Score: Raw -2756645.904363 + Penalty 34573.506201 = -2722072.398162 nChanged 120 Deleting Class 248 (21 points): Lose 120.791220 but Gain 631.478340 Iteration 164Q (83.503979 sec): 45 clusters Score: Raw -2756810.731780 + Penalty 33950.342681 = -2722860.389099 nChanged 88 Deleting Class 201 (371 points): Lose 836.564372 but Gain 1331.395903 Iteration 165Q (83.626334 sec): 44 clusters Score: Raw -2756091.031208 + Penalty 32730.702103 = -2723360.329105 nChanged 448 Deleting Class 155 (2 points): Lose 34.995295 but Gain 515.909174 Iteration 166Q (83.750093 sec): 43 clusters Score: Raw -2756621.691593 + Penalty 32384.866110 = -2724236.825483 nChanged 186 Deleting Class 27 (346 points): Lose 991.460927 but Gain 1417.003826 Iteration 167Q (83.869015 sec): 42 clusters Score: Raw -2755756.464871 + Penalty 31097.980250 = -2724658.484621 nChanged 473 Deleting Class 45 (141 points): Lose 447.209584 but Gain 882.042136 Iteration 168Q (83.993922 sec): 41 clusters Score: Raw -2755971.600870 + Penalty 30281.165935 = -2725690.434935 nChanged 321 Deleting Class 32 (345 points): Lose 817.292435 but Gain 1196.318364 Iteration 169Q (84.115961 sec): 40 clusters Score: Raw -2755469.637456 + Penalty 29184.002545 = -2726285.634911 nChanged 484 Deleting Class 18 (282 points): Lose 997.646624 but Gain 1465.150599 Iteration 170F (84.665984 sec): 39 clusters Score: Raw -2755058.413179 + Penalty 27829.093342 = -2727229.319838 nChanged 460 Deleting Class 226 (1 points): Lose 73.867989 but Gain 309.310076 Iteration 171Q (84.787443 sec): 38 clusters Score: Raw -2755612.872369 + Penalty 27532.028094 = -2728080.844275 nChanged 201 Deleting Class 38 (2 points): Lose 57.627164 but Gain 292.220606 Iteration 172Q (84.900739 sec): 37 clusters Score: Raw -2755653.178063 + Penalty 27244.979402 = -2728408.198661 nChanged 157 Deleting Class 136 (2 points): Lose 117.223096 but Gain 317.441625 Iteration 173Q (85.013063 sec): 36 clusters Score: Raw -2755625.680973 + Penalty 26936.567469 = -2728689.113504 nChanged 128 Deleting Class 246 (2 points): Lose 94.866084 but Gain 287.099590 Iteration 174Q (85.125036 sec): 35 clusters Score: Raw -2755592.790537 + Penalty 26670.944998 = -2728921.845539 nChanged 103 Deleting Class 58 (431 points): Lose 1349.848102 but Gain 1495.379994 Iteration 175Q (85.236684 sec): 34 clusters Score: Raw -2754349.255542 + Penalty 25255.946135 = -2729093.309407 nChanged 524 Deleting Class 79 (1 points): Lose 35.358894 but Gain 179.872191 Iteration 176Q (85.350442 sec): 33 clusters Score: Raw -2755049.974407 + Penalty 25106.873327 = -2729943.101080 nChanged 183 Deleting Class 74 (565 points): Lose 1181.299292 but Gain 1297.592925 Iteration 177Q (85.457434 sec): 32 clusters Score: Raw -2753948.295157 + Penalty 23885.556090 = -2730062.739067 nChanged 689 Deleting Class 233 (1 points): Lose 16.695617 but Gain 124.945175 Iteration 178Q (85.571273 sec): 31 clusters Score: Raw -2754775.841411 + Penalty 23792.370393 = -2730983.471018 nChanged 210 Deleting Class 23 (349 points): Lose 669.416224 but Gain 779.471140 Iteration 179Q (85.675187 sec): 30 clusters Score: Raw -2754179.507053 + Penalty 23032.019021 = -2731147.488033 nChanged 467 Deleting Class 180 (1 points): Lose 12.519196 but Gain 52.050923 Iteration 180F (86.103524 sec): 29 clusters Score: Raw -2754695.431793 + Penalty 23003.771030 = -2731691.660763 nChanged 148 Deleting Class 245 (1 points): Lose 13.141775 but Gain 52.050923 Iteration 181Q (86.205728 sec): 28 clusters Score: Raw -2754857.660217 + Penalty 22953.741789 = -2731903.918429 nChanged 120 Deleting Class 125 (1 points): Lose 16.293897 but Gain 52.050923 Iteration 182Q (86.306791 sec): 27 clusters Score: Raw -2754916.756077 + Penalty 22897.636822 = -2732019.119255 nChanged 108 Deleting Class 247 (1 points): Lose 22.659842 but Gain 52.050923 Iteration 183Q (86.408126 sec): 26 clusters Score: Raw -2754964.804936 + Penalty 22852.603085 = -2732112.201851 nChanged 98 Deleting Class 242 (1 points): Lose 22.994405 but Gain 52.050923 Iteration 184Q (86.508651 sec): 25 clusters Score: Raw -2755016.159743 + Penalty 22798.415172 = -2732217.744571 nChanged 96 Deleting Class 192 (1 points): Lose 47.663204 but Gain 52.050923 Iteration 185Q (86.606293 sec): 24 clusters Score: Raw -2755014.960511 + Penalty 22748.397935 = -2732266.562576 nChanged 71 Iteration 186Q (86.703742 sec): 24 clusters Score: Raw -2755043.407352 + Penalty 22758.990077 = -2732284.417275 nChanged 62 Iteration 187Q (86.800609 sec): 24 clusters Score: Raw -2755054.648590 + Penalty 22763.173432 = -2732291.475157 nChanged 42 Iteration 188Q (86.897843 sec): 24 clusters Score: Raw -2755060.851816 + Penalty 22762.866214 = -2732297.985602 nChanged 35 Iteration 189Q (86.994238 sec): 24 clusters Score: Raw -2755068.666181 + Penalty 22771.041461 = -2732297.624720 nChanged 36 Iteration 190F (87.373378 sec): 24 clusters Score: Raw -2755197.300016 + Penalty 22832.309548 = -2732364.990468 nChanged 48 Iteration 191Q (87.473797 sec): 24 clusters Score: Raw -2755324.534844 + Penalty 22840.993825 = -2732483.541019 nChanged 32 Iteration 192Q (87.571338 sec): 24 clusters Score: Raw -2755333.635502 + Penalty 22845.972990 = -2732487.662512 nChanged 40 Iteration 193Q (87.668571 sec): 24 clusters Score: Raw -2755340.931277 + Penalty 22851.875713 = -2732489.055564 nChanged 32 Iteration 194Q (87.765595 sec): 24 clusters Score: Raw -2755345.919839 + Penalty 22854.943920 = -2732490.975919 nChanged 21 Iteration 195Q (87.863229 sec): 24 clusters Score: Raw -2755349.310783 + Penalty 22857.772810 = -2732491.537973 nChanged 27 Iteration 196Q (87.960225 sec): 24 clusters Score: Raw -2755353.926541 + Penalty 22860.897931 = -2732493.028610 nChanged 22 Iteration 197Q (88.057285 sec): 24 clusters Score: Raw -2755358.060558 + Penalty 22862.770160 = -2732495.290398 nChanged 16 Iteration 198Q (88.155072 sec): 24 clusters Score: Raw -2755361.772499 + Penalty 22863.676588 = -2732498.095911 nChanged 9 Iteration 199Q (88.253790 sec): 24 clusters Score: Raw -2755363.708478 + Penalty 22865.204883 = -2732498.503595 nChanged 11 Iteration 200F (88.632012 sec): 24 clusters Score: Raw -2755423.388558 + Penalty 22887.038801 = -2732536.349758 nChanged 10 Iteration 201Q (88.728572 sec): 24 clusters Score: Raw -2755471.730654 + Penalty 22888.099945 = -2732583.630708 nChanged 10 Iteration 202Q (88.824488 sec): 24 clusters Score: Raw -2755475.807682 + Penalty 22886.510412 = -2732589.297270 nChanged 8 Iteration 203Q (88.923268 sec): 24 clusters Score: Raw -2755476.350945 + Penalty 22884.918158 = -2732591.432787 nChanged 7 Iteration 204Q (89.019810 sec): 24 clusters Score: Raw -2755476.929133 + Penalty 22884.780957 = -2732592.148176 nChanged 3 Iteration 205Q (89.117694 sec): 24 clusters Score: Raw -2755477.504914 + Penalty 22885.427177 = -2732592.077737 nChanged 6 Iteration 206F (89.495977 sec): 24 clusters Score: Raw -2755478.401233 + Penalty 22885.858736 = -2732592.542497 nChanged 2 Iteration 207Q (89.594886 sec): 24 clusters Score: Raw -2755478.603506 + Penalty 22886.621992 = -2732591.981515 nChanged 4 Iteration 208F (89.974370 sec): 24 clusters Score: Raw -2755479.024548 + Penalty 22886.002226 = -2732593.022322 nChanged 2 Iteration 209Q (90.070398 sec): 24 clusters Score: Raw -2755479.470902 + Penalty 22886.002226 = -2732593.468676 nChanged 0 Iteration 210F (90.447429 sec): 24 clusters Score: Raw -2755479.470902 + Penalty 22886.002226 = -2732593.468676 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2755479.470902 + Penalty 22886.002226 = -2732593.468676Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.515560 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.517407 sec): 3 clusters Score: Raw -78744.801535 + Penalty 217.007096 = -78527.794439 nChanged 415 SP:Iteration 1F (90.519261 sec): 3 clusters Score: Raw -79104.440744 + Penalty 217.023412 = -78887.417333 nChanged 76 SP:Iteration 2F (90.521179 sec): 3 clusters Score: Raw -79184.802929 + Penalty 218.303139 = -78966.499789 nChanged 46 SP:Iteration 3Q (90.523092 sec): 3 clusters Score: Raw -79214.019101 + Penalty 219.081825 = -78994.937276 nChanged 22 SP:Iteration 4Q (90.524986 sec): 3 clusters Score: Raw -79224.065931 + Penalty 219.806377 = -79004.259554 nChanged 16 SP:Iteration 5Q (90.526963 sec): 3 clusters Score: Raw -79228.409920 + Penalty 220.058841 = -79008.351079 nChanged 4 SP:Iteration 6Q (90.528859 sec): 3 clusters Score: Raw -79229.177910 + Penalty 220.123777 = -79009.054133 nChanged 1 SP:Iteration 7Q (90.530623 sec): 3 clusters Score: Raw -79229.256136 + Penalty 220.233647 = -79009.022489 nChanged 2 SP:Iteration 8F (90.532399 sec): 3 clusters Score: Raw -79229.580440 + Penalty 220.409317 = -79009.171123 nChanged 3 SP:Iteration 9Q (90.534151 sec): 3 clusters Score: Raw -79229.906437 + Penalty 220.864556 = -79009.041881 nChanged 7 SP:Iteration 10F (90.535966 sec): 3 clusters Score: Raw -79230.612950 + Penalty 221.531580 = -79009.081370 nChanged 9 SP:Iteration 11Q (90.537718 sec): 3 clusters Score: Raw -79231.513230 + Penalty 221.714595 = -79009.798635 nChanged 2 SP:Iteration 12Q (90.539465 sec): 3 clusters Score: Raw -79231.440658 + Penalty 221.714595 = -79009.726063 nChanged 0 SP:Iteration 13F (90.541297 sec): 3 clusters Score: Raw -79231.440658 + Penalty 221.714595 = -79009.726063 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.630522 sec): 2 clusters Score: Raw -1575918.198223 + Penalty 297.815212 = -1575620.383011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.667918 sec): 3 clusters Score: Raw -1562593.062820 + Penalty 598.882666 = -1561994.180154 nChanged 9334 SP:Iteration 1F (90.704968 sec): 3 clusters Score: Raw -1564587.214505 + Penalty 662.007253 = -1563925.207253 nChanged 4061 SP:Iteration 2F (90.741608 sec): 3 clusters Score: Raw -1568608.667804 + Penalty 863.936477 = -1567744.731326 nChanged 3562 SP:Iteration 3F (90.777606 sec): 3 clusters Score: Raw -1572855.103191 + Penalty 1043.281067 = -1571811.822125 nChanged 1714 SP:Iteration 4F (90.813795 sec): 3 clusters Score: Raw -1574553.260330 + Penalty 1149.339178 = -1573403.921152 nChanged 853 SP:Iteration 5Q (90.848376 sec): 3 clusters Score: Raw -1575245.342815 + Penalty 1212.705952 = -1574032.636862 nChanged 466 SP:Iteration 6Q (90.879666 sec): 3 clusters Score: Raw -1575587.842764 + Penalty 1241.087608 = -1574346.755156 nChanged 231 SP:Iteration 7Q (90.910280 sec): 3 clusters Score: Raw -1575753.870926 + Penalty 1249.551068 = -1574504.319857 nChanged 128 SP:Iteration 8Q (90.939743 sec): 3 clusters Score: Raw -1575856.179522 + Penalty 1250.187174 = -1574605.992348 nChanged 69 SP:Iteration 9Q (90.968442 sec): 3 clusters Score: Raw -1575912.246880 + Penalty 1265.144281 = -1574647.102599 nChanged 27 SP:Iteration 10F (91.004007 sec): 3 clusters Score: Raw -1575934.014511 + Penalty 1284.074162 = -1574649.940349 nChanged 16 SP:Iteration 11Q (91.031821 sec): 3 clusters Score: Raw -1575944.633736 + Penalty 1289.151152 = -1574655.482584 nChanged 6 SP:Iteration 12Q (91.060322 sec): 3 clusters Score: Raw -1575949.105355 + Penalty 1296.919764 = -1574652.185591 nChanged 5 SP:Iteration 13F (91.096290 sec): 3 clusters Score: Raw -1575951.799794 + Penalty 1298.563523 = -1574653.236270 nChanged 2 SP:Iteration 14Q (91.124524 sec): 3 clusters Score: Raw -1575952.591157 + Penalty 1294.683412 = -1574657.907745 nChanged 2 SP:Iteration 15Q (91.152729 sec): 3 clusters Score: Raw -1575955.551699 + Penalty 1295.740479 = -1574659.811220 nChanged 1 SP:Iteration 16Q (91.180596 sec): 3 clusters Score: Raw -1575956.433804 + Penalty 1297.833399 = -1574658.600405 nChanged 1 SP:Iteration 17F (91.216664 sec): 3 clusters Score: Raw -1575957.523866 + Penalty 1297.545101 = -1574659.978766 nChanged 1 SP:Iteration 18Q (91.245380 sec): 3 clusters Score: Raw -1575958.194864 + Penalty 1297.545101 = -1574660.649763 nChanged 0 SP:Iteration 19F (91.281582 sec): 3 clusters Score: Raw -1575958.194864 + Penalty 1297.545101 = -1574660.649763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.293146 sec): 2 clusters Score: Raw -3725.352845 + Penalty 169.220851 = -3556.131993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.293484 sec): 3 clusters Score: Raw -3834.294185 + Penalty 330.754015 = -3503.540170 nChanged 8 SP:Iteration 1F (91.293810 sec): 3 clusters Score: Raw -3851.394984 + Penalty 330.754015 = -3520.640970 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.296625 sec): 2 clusters Score: Raw -60515.462503 + Penalty 668.326971 = -59847.135532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.297999 sec): 3 clusters Score: Raw -60211.043500 + Penalty 1337.283778 = -58873.759722 nChanged 229 SP:Iteration 1F (91.299379 sec): 3 clusters Score: Raw -60368.946211 + Penalty 1339.694509 = -59029.251702 nChanged 57 SP:Iteration 2F (91.300748 sec): 3 clusters Score: Raw -60406.880963 + Penalty 1341.893974 = -59064.986989 nChanged 35 SP:Iteration 3F (91.302105 sec): 3 clusters Score: Raw -60426.729004 + Penalty 1344.189458 = -59082.539545 nChanged 15 SP:Iteration 4Q (91.303569 sec): 3 clusters Score: Raw -60434.068783 + Penalty 1346.499142 = -59087.569641 nChanged 13 SP:Iteration 5Q (91.304995 sec): 3 clusters Score: Raw -60439.458579 + Penalty 1350.201413 = -59089.257166 nChanged 21 SP:Iteration 6Q (91.306421 sec): 3 clusters Score: Raw -60453.841257 + Penalty 1353.013232 = -59100.828025 nChanged 23 SP:Iteration 7Q (91.307785 sec): 3 clusters Score: Raw -60465.534648 + Penalty 1355.667749 = -59109.866899 nChanged 20 SP:Iteration 8Q (91.309170 sec): 3 clusters Score: Raw -60477.080003 + Penalty 1357.150292 = -59119.929712 nChanged 16 SP:Iteration 9Q (91.310570 sec): 3 clusters Score: Raw -60486.099940 + Penalty 1359.191207 = -59126.908733 nChanged 12 SP:Iteration 10F (91.311932 sec): 3 clusters Score: Raw -60490.452131 + Penalty 1361.330714 = -59129.121417 nChanged 10 SP:Iteration 11Q (91.313303 sec): 3 clusters Score: Raw -60494.960571 + Penalty 1360.025410 = -59134.935161 nChanged 8 SP:Iteration 12Q (91.314687 sec): 3 clusters Score: Raw -60498.829219 + Penalty 1361.200042 = -59137.629177 nChanged 7 SP:Iteration 13Q (91.316052 sec): 3 clusters Score: Raw -60502.558804 + Penalty 1364.885536 = -59137.673267 nChanged 8 SP:Iteration 14Q (91.317415 sec): 3 clusters Score: Raw -60507.903481 + Penalty 1368.451108 = -59139.452373 nChanged 10 SP:Iteration 15Q (91.318756 sec): 3 clusters Score: Raw -60516.256937 + Penalty 1372.654862 = -59143.602075 nChanged 11 SP:Iteration 16Q (91.320136 sec): 3 clusters Score: Raw -60526.725927 + Penalty 1376.494340 = -59150.231587 nChanged 10 SP:Iteration 17Q (91.321499 sec): 3 clusters Score: Raw -60533.851876 + Penalty 1374.543981 = -59159.307895 nChanged 10 SP:Iteration 18Q (91.322870 sec): 3 clusters Score: Raw -60542.856432 + Penalty 1368.698672 = -59174.157760 nChanged 11 SP:Iteration 19Q (91.324223 sec): 3 clusters Score: Raw -60554.699768 + Penalty 1364.276406 = -59190.423362 nChanged 11 SP:Iteration 20F (91.325594 sec): 3 clusters Score: Raw -60564.247313 + Penalty 1357.767522 = -59206.479791 nChanged 10 SP:Iteration 21Q (91.326938 sec): 3 clusters Score: Raw -60577.245922 + Penalty 1357.575378 = -59219.670544 nChanged 9 SP:Iteration 22Q (91.328278 sec): 3 clusters Score: Raw -60588.847556 + Penalty 1355.631903 = -59233.215653 nChanged 9 SP:Iteration 23Q (91.329605 sec): 3 clusters Score: Raw -60595.045691 + Penalty 1356.198050 = -59238.847641 nChanged 3 SP:Iteration 24Q (91.330927 sec): 3 clusters Score: Raw -60601.240325 + Penalty 1354.464094 = -59246.776231 nChanged 2 SP:Iteration 25Q (91.332248 sec): 3 clusters Score: Raw -60603.078634 + Penalty 1354.464094 = -59248.614540 nChanged 0 SP:Iteration 26F (91.333615 sec): 3 clusters Score: Raw -60603.078634 + Penalty 1354.464094 = -59248.614540 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.343077 sec): 2 clusters Score: Raw -155031.234185 + Penalty 805.227242 = -154226.006943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.346333 sec): 3 clusters Score: Raw -154066.987759 + Penalty 1612.175611 = -152454.812148 nChanged 650 SP:Iteration 1F (91.349535 sec): 3 clusters Score: Raw -154415.694329 + Penalty 1616.836672 = -152798.857656 nChanged 214 SP:Iteration 2F (91.352714 sec): 3 clusters Score: Raw -154551.789983 + Penalty 1626.438908 = -152925.351075 nChanged 146 SP:Iteration 3F (91.356023 sec): 3 clusters Score: Raw -154647.525371 + Penalty 1640.000933 = -153007.524438 nChanged 108 SP:Iteration 4F (91.359227 sec): 3 clusters Score: Raw -154723.831294 + Penalty 1663.371658 = -153060.459636 nChanged 106 SP:Iteration 5F (91.362435 sec): 3 clusters Score: Raw -154804.576640 + Penalty 1687.764303 = -153116.812337 nChanged 94 SP:Iteration 6F (91.365680 sec): 3 clusters Score: Raw -154890.016206 + Penalty 1721.590262 = -153168.425944 nChanged 82 SP:Iteration 7Q (91.368904 sec): 3 clusters Score: Raw -154967.786683 + Penalty 1742.107326 = -153225.679356 nChanged 53 SP:Iteration 8Q (91.372360 sec): 3 clusters Score: Raw -155011.261176 + Penalty 1764.431019 = -153246.830157 nChanged 29 SP:Iteration 9Q (91.375781 sec): 3 clusters Score: Raw -155035.966688 + Penalty 1772.957145 = -153263.009543 nChanged 21 SP:Iteration 10F (91.379029 sec): 3 clusters Score: Raw -155057.652751 + Penalty 1780.668270 = -153276.984482 nChanged 17 SP:Iteration 11Q (91.382134 sec): 3 clusters Score: Raw -155080.518243 + Penalty 1781.878982 = -153298.639260 nChanged 10 SP:Iteration 12Q (91.385159 sec): 3 clusters Score: Raw -155090.750157 + Penalty 1785.993807 = -153304.756350 nChanged 5 SP:Iteration 13Q (91.388203 sec): 3 clusters Score: Raw -155097.006687 + Penalty 1789.423515 = -153307.583172 nChanged 3 SP:Iteration 14Q (91.391165 sec): 3 clusters Score: Raw -155099.604148 + Penalty 1786.351766 = -153313.252383 nChanged 3 SP:Iteration 15Q (91.394108 sec): 3 clusters Score: Raw -155103.323534 + Penalty 1786.410389 = -153316.913145 nChanged 1 SP:Iteration 16Q (91.397161 sec): 3 clusters Score: Raw -155103.720499 + Penalty 1786.410389 = -153317.310111 nChanged 0 SP:Iteration 17F (91.400347 sec): 3 clusters Score: Raw -155103.720499 + Penalty 1786.410389 = -153317.310111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.409849 sec): 2 clusters Score: Raw -43554.149985 + Penalty 543.257697 = -43010.892288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.411006 sec): 3 clusters Score: Raw -43342.100830 + Penalty 1099.292393 = -42242.808438 nChanged 154 SP:Iteration 1F (91.412105 sec): 3 clusters Score: Raw -43506.426545 + Penalty 1108.101147 = -42398.325398 nChanged 47 SP:Iteration 2F (91.413200 sec): 3 clusters Score: Raw -43569.178695 + Penalty 1108.131111 = -42461.047584 nChanged 33 SP:Iteration 3F (91.414292 sec): 3 clusters Score: Raw -43610.506028 + Penalty 1109.558257 = -42500.947771 nChanged 14 SP:Iteration 4Q (91.415374 sec): 3 clusters Score: Raw -43628.692002 + Penalty 1108.741904 = -42519.950098 nChanged 6 SP:Iteration 5Q (91.416442 sec): 3 clusters Score: Raw -43633.417720 + Penalty 1110.670960 = -42522.746759 nChanged 4 SP:Iteration 6Q (91.417502 sec): 3 clusters Score: Raw -43635.725969 + Penalty 1109.750994 = -42525.974975 nChanged 1 SP:Iteration 7Q (91.418557 sec): 3 clusters Score: Raw -43636.457235 + Penalty 1111.328138 = -42525.129097 nChanged 1 SP:Iteration 8F (91.419650 sec): 3 clusters Score: Raw -43636.698988 + Penalty 1111.328138 = -42525.370850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.421547 sec): 2 clusters Score: Raw -43575.545378 + Penalty 992.226906 = -42583.318472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.422666 sec): 3 clusters Score: Raw -43472.144388 + Penalty 1984.498628 = -41487.645760 nChanged 104 SP:Iteration 1F (91.423766 sec): 3 clusters Score: Raw -43603.059927 + Penalty 1984.514327 = -41618.545600 nChanged 22 SP:Iteration 2Q (91.424874 sec): 3 clusters Score: Raw -43635.095752 + Penalty 1984.525729 = -41650.570023 nChanged 13 SP:Iteration 3Q (91.425963 sec): 3 clusters Score: Raw -43658.530690 + Penalty 1984.518037 = -41674.012653 nChanged 9 SP:Iteration 4Q (91.427039 sec): 3 clusters Score: Raw -43673.541941 + Penalty 1984.505428 = -41689.036513 nChanged 8 SP:Iteration 5Q (91.428110 sec): 3 clusters Score: Raw -43685.281034 + Penalty 1984.484406 = -41700.796628 nChanged 7 SP:Iteration 6Q (91.429180 sec): 3 clusters Score: Raw -43696.762073 + Penalty 1984.446836 = -41712.315238 nChanged 5 SP:Iteration 7Q (91.430248 sec): 3 clusters Score: Raw -43702.475376 + Penalty 1984.432021 = -41718.043355 nChanged 1 SP:Iteration 8Q (91.431314 sec): 3 clusters Score: Raw -43703.074149 + Penalty 1984.432021 = -41718.642128 nChanged 0 SP:Iteration 9F (91.432409 sec): 3 clusters Score: Raw -43703.074149 + Penalty 1984.432021 = -41718.642128 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.437243 sec): 2 clusters Score: Raw -126660.730224 + Penalty 1144.717421 = -125516.012803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.439984 sec): 3 clusters Score: Raw -126106.206457 + Penalty 2289.606652 = -123816.599805 nChanged 432 SP:Iteration 1F (91.442560 sec): 3 clusters Score: Raw -126420.633632 + Penalty 2290.166006 = -124130.467626 nChanged 114 SP:Iteration 2F (91.445091 sec): 3 clusters Score: Raw -126529.617428 + Penalty 2290.508718 = -124239.108710 nChanged 86 SP:Iteration 3F (91.447674 sec): 3 clusters Score: Raw -126609.305936 + Penalty 2290.715073 = -124318.590863 nChanged 73 SP:Iteration 4F (91.450203 sec): 3 clusters Score: Raw -126680.432673 + Penalty 2290.691712 = -124389.740962 nChanged 54 SP:Iteration 5Q (91.452659 sec): 3 clusters Score: Raw -126723.028218 + Penalty 2290.851773 = -124432.176445 nChanged 33 SP:Iteration 6Q (91.455295 sec): 3 clusters Score: Raw -126750.726223 + Penalty 2290.905069 = -124459.821154 nChanged 26 SP:Iteration 7Q (91.457858 sec): 3 clusters Score: Raw -126769.687166 + Penalty 2291.366897 = -124478.320269 nChanged 30 SP:Iteration 8Q (91.460324 sec): 3 clusters Score: Raw -126793.344084 + Penalty 2291.897757 = -124501.446327 nChanged 28 SP:Iteration 9Q (91.462835 sec): 3 clusters Score: Raw -126814.916257 + Penalty 2292.308608 = -124522.607649 nChanged 25 SP:Iteration 10F (91.465284 sec): 3 clusters Score: Raw -126831.837769 + Penalty 2292.868919 = -124538.968850 nChanged 28 SP:Iteration 11Q (91.467710 sec): 3 clusters Score: Raw -126853.631030 + Penalty 2293.379685 = -124560.251345 nChanged 22 SP:Iteration 12Q (91.470201 sec): 3 clusters Score: Raw -126875.192713 + Penalty 2293.646356 = -124581.546356 nChanged 23 SP:Iteration 13Q (91.472780 sec): 3 clusters Score: Raw -126901.184451 + Penalty 2293.767599 = -124607.416852 nChanged 14 SP:Iteration 14Q (91.475365 sec): 3 clusters Score: Raw -126914.436581 + Penalty 2293.836609 = -124620.599972 nChanged 11 SP:Iteration 15Q (91.477790 sec): 3 clusters Score: Raw -126926.409848 + Penalty 2293.936994 = -124632.472853 nChanged 23 SP:Iteration 16Q (91.480203 sec): 3 clusters Score: Raw -126948.709015 + Penalty 2293.961953 = -124654.747063 nChanged 20 SP:Iteration 17Q (91.482633 sec): 3 clusters Score: Raw -126976.159666 + Penalty 2293.895456 = -124682.264210 nChanged 22 SP:Iteration 18Q (91.485072 sec): 3 clusters Score: Raw -127011.750334 + Penalty 2293.975548 = -124717.774786 nChanged 26 SP:Iteration 19Q (91.487522 sec): 3 clusters Score: Raw -127043.118261 + Penalty 2293.748055 = -124749.370206 nChanged 19 SP:Iteration 20F (91.490040 sec): 3 clusters Score: Raw -127063.461870 + Penalty 2293.557511 = -124769.904359 nChanged 15 SP:Iteration 21Q (91.492469 sec): 3 clusters Score: Raw -127084.532889 + Penalty 2293.206783 = -124791.326106 nChanged 26 SP:Iteration 22Q (91.494842 sec): 3 clusters Score: Raw -127116.653247 + Penalty 2293.071646 = -124823.581601 nChanged 16 SP:Iteration 23Q (91.497206 sec): 3 clusters Score: Raw -127135.698471 + Penalty 2292.812848 = -124842.885623 nChanged 15 SP:Iteration 24Q (91.499611 sec): 3 clusters Score: Raw -127155.590627 + Penalty 2292.399136 = -124863.191491 nChanged 19 SP:Iteration 25Q (91.501995 sec): 3 clusters Score: Raw -127176.231951 + Penalty 2292.224168 = -124884.007783 nChanged 16 SP:Iteration 26Q (91.504594 sec): 3 clusters Score: Raw -127198.596995 + Penalty 2291.891984 = -124906.705011 nChanged 16 SP:Iteration 27Q (91.507139 sec): 3 clusters Score: Raw -127212.905463 + Penalty 2291.636710 = -124921.268754 nChanged 11 SP:Iteration 28Q (91.509467 sec): 3 clusters Score: Raw -127220.679222 + Penalty 2291.485315 = -124929.193907 nChanged 8 SP:Iteration 29Q (91.511818 sec): 3 clusters Score: Raw -127227.796824 + Penalty 2291.360891 = -124936.435933 nChanged 7 SP:Iteration 30F (91.514312 sec): 3 clusters Score: Raw -127231.665509 + Penalty 2291.277070 = -124940.388440 nChanged 5 SP:Iteration 31Q (91.516726 sec): 3 clusters Score: Raw -127235.790811 + Penalty 2291.188178 = -124944.602633 nChanged 4 SP:Iteration 32Q (91.519116 sec): 3 clusters Score: Raw -127238.041172 + Penalty 2291.188178 = -124946.852994 nChanged 0 SP:Iteration 33F (91.521606 sec): 3 clusters Score: Raw -127238.041172 + Penalty 2291.188178 = -124946.852994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.524935 sec): 2 clusters Score: Raw -42629.105847 + Penalty 884.243742 = -41744.862105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.525930 sec): 3 clusters Score: Raw -42460.701783 + Penalty 1768.478458 = -40692.223325 nChanged 110 SP:Iteration 1F (91.526912 sec): 3 clusters Score: Raw -42552.013980 + Penalty 1768.550415 = -40783.463564 nChanged 32 SP:Iteration 2F (91.527908 sec): 3 clusters Score: Raw -42585.421908 + Penalty 1768.946266 = -40816.475642 nChanged 20 SP:Iteration 3Q (91.528877 sec): 3 clusters Score: Raw -42604.510834 + Penalty 1769.019438 = -40835.491395 nChanged 11 SP:Iteration 4Q (91.529844 sec): 3 clusters Score: Raw -42616.178523 + Penalty 1769.241682 = -40846.936841 nChanged 4 SP:Iteration 5Q (91.530807 sec): 3 clusters Score: Raw -42619.311404 + Penalty 1769.590551 = -40849.720853 nChanged 4 SP:Iteration 6Q (91.531799 sec): 3 clusters Score: Raw -42621.775272 + Penalty 1769.590551 = -40852.184721 nChanged 0 SP:Iteration 7F (91.532771 sec): 3 clusters Score: Raw -42621.775272 + Penalty 1769.590551 = -40852.184721 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.535064 sec): 2 clusters Score: Raw -59551.822799 + Penalty 930.415253 = -58621.407546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.536484 sec): 3 clusters Score: Raw -59342.240381 + Penalty 1860.470357 = -57481.770024 nChanged 169 SP:Iteration 1F (91.537859 sec): 3 clusters Score: Raw -59504.059343 + Penalty 1859.328115 = -57644.731228 nChanged 43 SP:Iteration 2F (91.539221 sec): 3 clusters Score: Raw -59546.899661 + Penalty 1857.245304 = -57689.654357 nChanged 31 SP:Iteration 3F (91.540538 sec): 3 clusters Score: Raw -59572.951860 + Penalty 1855.632814 = -57717.319047 nChanged 15 SP:Iteration 4Q (91.541824 sec): 3 clusters Score: Raw -59589.790701 + Penalty 1852.959349 = -57736.831352 nChanged 17 SP:Iteration 5Q (91.543110 sec): 3 clusters Score: Raw -59607.452008 + Penalty 1850.951019 = -57756.500989 nChanged 10 SP:Iteration 6Q (91.544403 sec): 3 clusters Score: Raw -59616.219154 + Penalty 1850.062412 = -57766.156742 nChanged 6 SP:Iteration 7Q (91.545696 sec): 3 clusters Score: Raw -59619.841783 + Penalty 1849.407320 = -57770.434463 nChanged 3 SP:Iteration 8Q (91.546972 sec): 3 clusters Score: Raw -59622.113436 + Penalty 1849.243422 = -57772.870014 nChanged 1 SP:Iteration 9Q (91.548242 sec): 3 clusters Score: Raw -59622.563807 + Penalty 1848.867104 = -57773.696703 nChanged 1 SP:Iteration 10F (91.549559 sec): 3 clusters Score: Raw -59623.506603 + Penalty 1848.703403 = -57774.803200 nChanged 1 SP:Iteration 11Q (91.550833 sec): 3 clusters Score: Raw -59624.125795 + Penalty 1848.737073 = -57775.388722 nChanged 1 SP:Iteration 12Q (91.552106 sec): 3 clusters Score: Raw -59624.706517 + Penalty 1848.737073 = -57775.969445 nChanged 0 SP:Iteration 13F (91.553419 sec): 3 clusters Score: Raw -59624.706517 + Penalty 1848.737073 = -57775.969445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.555046 sec): 2 clusters Score: Raw -36152.986191 + Penalty 865.983638 = -35287.002553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.555981 sec): 3 clusters Score: Raw -36071.930793 + Penalty 1731.952295 = -34339.978497 nChanged 82 SP:Iteration 1F (91.556894 sec): 3 clusters Score: Raw -36155.136995 + Penalty 1732.116389 = -34423.020606 nChanged 19 SP:Iteration 2Q (91.557799 sec): 3 clusters Score: Raw -36187.433459 + Penalty 1732.235330 = -34455.198130 nChanged 12 SP:Iteration 3Q (91.558698 sec): 3 clusters Score: Raw -36198.973129 + Penalty 1732.336561 = -34466.636568 nChanged 6 SP:Iteration 4Q (91.559598 sec): 3 clusters Score: Raw -36203.181273 + Penalty 1732.378774 = -34470.802499 nChanged 5 SP:Iteration 5Q (91.560494 sec): 3 clusters Score: Raw -36207.598335 + Penalty 1732.829672 = -34474.768663 nChanged 4 SP:Iteration 6Q (91.561389 sec): 3 clusters Score: Raw -36211.820135 + Penalty 1733.061613 = -34478.758522 nChanged 2 SP:Iteration 7Q (91.562283 sec): 3 clusters Score: Raw -36212.793912 + Penalty 1733.143895 = -34479.650017 nChanged 1 SP:Iteration 8Q (91.563177 sec): 3 clusters Score: Raw -36213.870736 + Penalty 1733.292425 = -34480.578311 nChanged 1 SP:Iteration 9Q (91.564070 sec): 3 clusters Score: Raw -36215.304601 + Penalty 1733.611701 = -34481.692900 nChanged 2 SP:Iteration 10F (91.564985 sec): 3 clusters Score: Raw -36216.201586 + Penalty 1733.692297 = -34482.509289 nChanged 1 SP:Iteration 11Q (91.565884 sec): 3 clusters Score: Raw -36216.840574 + Penalty 1733.692297 = -34483.148276 nChanged 0 SP:Iteration 12F (91.566803 sec): 3 clusters Score: Raw -36216.840574 + Penalty 1733.692297 = -34483.148276 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.571112 sec): 2 clusters Score: Raw -98001.924542 + Penalty 507.963108 = -97493.961434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.573468 sec): 3 clusters Score: Raw -97371.069470 + Penalty 1015.425518 = -96355.643952 nChanged 426 SP:Iteration 1F (91.575725 sec): 3 clusters Score: Raw -97575.151821 + Penalty 1016.480257 = -96558.671564 nChanged 102 SP:Iteration 2F (91.577869 sec): 3 clusters Score: Raw -97635.195090 + Penalty 1017.391282 = -96617.803808 nChanged 78 SP:Iteration 3F (91.580025 sec): 3 clusters Score: Raw -97695.973506 + Penalty 1017.920418 = -96678.053087 nChanged 71 SP:Iteration 4F (91.582175 sec): 3 clusters Score: Raw -97743.361074 + Penalty 1018.386924 = -96724.974150 nChanged 58 SP:Iteration 5F (91.584328 sec): 3 clusters Score: Raw -97776.143691 + Penalty 1018.069468 = -96758.074223 nChanged 30 SP:Iteration 6Q (91.586459 sec): 3 clusters Score: Raw -97790.737035 + Penalty 1016.855791 = -96773.881244 nChanged 24 SP:Iteration 7Q (91.588647 sec): 3 clusters Score: Raw -97805.355559 + Penalty 1016.306323 = -96789.049236 nChanged 26 SP:Iteration 8Q (91.590834 sec): 3 clusters Score: Raw -97817.155431 + Penalty 1015.662766 = -96801.492665 nChanged 20 SP:Iteration 9Q (91.593130 sec): 3 clusters Score: Raw -97826.278508 + Penalty 1015.205699 = -96811.072809 nChanged 19 SP:Iteration 10F (91.595425 sec): 3 clusters Score: Raw -97833.224621 + Penalty 1015.017185 = -96818.207436 nChanged 17 SP:Iteration 11Q (91.597531 sec): 3 clusters Score: Raw -97839.156488 + Penalty 1015.039678 = -96824.116810 nChanged 9 SP:Iteration 12Q (91.599629 sec): 3 clusters Score: Raw -97841.997240 + Penalty 1014.839294 = -96827.157946 nChanged 10 SP:Iteration 13Q (91.601814 sec): 3 clusters Score: Raw -97843.481002 + Penalty 1014.648161 = -96828.832841 nChanged 5 SP:Iteration 14Q (91.604098 sec): 3 clusters Score: Raw -97844.712867 + Penalty 1014.611339 = -96830.101528 nChanged 9 SP:Iteration 15Q (91.606377 sec): 3 clusters Score: Raw -97846.518533 + Penalty 1014.458840 = -96832.059693 nChanged 5 SP:Iteration 16Q (91.608543 sec): 3 clusters Score: Raw -97847.422607 + Penalty 1014.530113 = -96832.892494 nChanged 7 SP:Iteration 17Q (91.610638 sec): 3 clusters Score: Raw -97848.339928 + Penalty 1014.634067 = -96833.705861 nChanged 3 SP:Iteration 18Q (91.612803 sec): 3 clusters Score: Raw -97848.680741 + Penalty 1014.743185 = -96833.937556 nChanged 5 SP:Iteration 19Q (91.614955 sec): 3 clusters Score: Raw -97849.693593 + Penalty 1014.859654 = -96834.833939 nChanged 2 SP:Iteration 20F (91.617091 sec): 3 clusters Score: Raw -97849.898162 + Penalty 1014.916799 = -96834.981362 nChanged 2 SP:Iteration 21Q (91.619187 sec): 3 clusters Score: Raw -97850.007834 + Penalty 1014.916799 = -96835.091035 nChanged 0 SP:Iteration 22F (91.621345 sec): 3 clusters Score: Raw -97850.007834 + Penalty 1014.916799 = -96835.091035 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.625396 sec): 2 clusters Score: Raw -83656.215006 + Penalty 1002.832123 = -82653.382883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.627155 sec): 3 clusters Score: Raw -83327.069097 + Penalty 2008.124307 = -81318.944790 nChanged 270 SP:Iteration 1F (91.628862 sec): 3 clusters Score: Raw -83577.095036 + Penalty 2013.588372 = -81563.506664 nChanged 69 SP:Iteration 2F (91.630604 sec): 3 clusters Score: Raw -83658.448186 + Penalty 2019.772219 = -81638.675967 nChanged 52 SP:Iteration 3F (91.632326 sec): 3 clusters Score: Raw -83714.043059 + Penalty 2024.250497 = -81689.792561 nChanged 32 SP:Iteration 4Q (91.634035 sec): 3 clusters Score: Raw -83743.369107 + Penalty 2026.195944 = -81717.173163 nChanged 16 SP:Iteration 5Q (91.635727 sec): 3 clusters Score: Raw -83755.614732 + Penalty 2028.685821 = -81726.928910 nChanged 12 SP:Iteration 6Q (91.637517 sec): 3 clusters Score: Raw -83766.362519 + Penalty 2030.489844 = -81735.872675 nChanged 9 SP:Iteration 7Q (91.639307 sec): 3 clusters Score: Raw -83774.907124 + Penalty 2032.490430 = -81742.416694 nChanged 7 SP:Iteration 8Q (91.641085 sec): 3 clusters Score: Raw -83782.859473 + Penalty 2034.221085 = -81748.638388 nChanged 8 SP:Iteration 9Q (91.642764 sec): 3 clusters Score: Raw -83794.857173 + Penalty 2035.816524 = -81759.040649 nChanged 12 SP:Iteration 10F (91.644488 sec): 3 clusters Score: Raw -83807.002792 + Penalty 2038.686078 = -81768.316714 nChanged 9 SP:Iteration 11Q (91.646168 sec): 3 clusters Score: Raw -83818.493141 + Penalty 2041.114008 = -81777.379134 nChanged 12 SP:Iteration 12Q (91.647861 sec): 3 clusters Score: Raw -83835.720284 + Penalty 2042.431020 = -81793.289264 nChanged 11 SP:Iteration 13Q (91.649518 sec): 3 clusters Score: Raw -83848.757899 + Penalty 2042.730890 = -81806.027009 nChanged 10 SP:Iteration 14Q (91.651172 sec): 3 clusters Score: Raw -83858.791521 + Penalty 2043.303806 = -81815.487715 nChanged 6 SP:Iteration 15Q (91.652924 sec): 3 clusters Score: Raw -83867.448497 + Penalty 2043.815632 = -81823.632865 nChanged 3 SP:Iteration 16Q (91.654652 sec): 3 clusters Score: Raw -83871.916947 + Penalty 2043.959321 = -81827.957626 nChanged 2 SP:Iteration 17Q (91.656386 sec): 3 clusters Score: Raw -83873.240637 + Penalty 2043.667947 = -81829.572690 nChanged 2 SP:Iteration 18Q (91.658166 sec): 3 clusters Score: Raw -83874.498136 + Penalty 2043.667947 = -81830.830189 nChanged 0 SP:Iteration 19F (91.660019 sec): 3 clusters Score: Raw -83874.498136 + Penalty 2043.667947 = -81830.830189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.661747 sec): 2 clusters Score: Raw -20196.519080 + Penalty 435.136164 = -19761.382915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.662442 sec): 3 clusters Score: Raw -20120.183347 + Penalty 861.337185 = -19258.846162 nChanged 69 SP:Iteration 1F (91.663125 sec): 3 clusters Score: Raw -20199.257263 + Penalty 864.477674 = -19334.779589 nChanged 27 SP:Iteration 2F (91.663814 sec): 3 clusters Score: Raw -20244.231147 + Penalty 854.563434 = -19389.667713 nChanged 20 SP:Iteration 3F (91.664499 sec): 3 clusters Score: Raw -20290.168622 + Penalty 842.017836 = -19448.150786 nChanged 12 SP:Iteration 4Q (91.665169 sec): 3 clusters Score: Raw -20314.228139 + Penalty 838.128029 = -19476.100111 nChanged 7 SP:Iteration 5Q (91.665823 sec): 3 clusters Score: Raw -20326.604487 + Penalty 847.405170 = -19479.199317 nChanged 3 SP:Iteration 6Q (91.666470 sec): 3 clusters Score: Raw -20333.649459 + Penalty 847.025387 = -19486.624071 nChanged 2 SP:Iteration 7Q (91.667110 sec): 3 clusters Score: Raw -20359.336658 + Penalty 842.832995 = -19516.503663 nChanged 2 SP:Iteration 8Q (91.667749 sec): 3 clusters Score: Raw -20361.229230 + Penalty 839.206177 = -19522.023054 nChanged 1 SP:Iteration 9Q (91.668385 sec): 3 clusters Score: Raw -20367.096986 + Penalty 840.151318 = -19526.945668 nChanged 3 SP:Iteration 10F (91.669115 sec): 3 clusters Score: Raw -20370.009090 + Penalty 846.370617 = -19523.638473 nChanged 3 SP:Iteration 11F (91.669830 sec): 3 clusters Score: Raw -20372.892443 + Penalty 843.917432 = -19528.975011 nChanged 1 SP:Iteration 12Q (91.670475 sec): 3 clusters Score: Raw -20373.903311 + Penalty 847.820910 = -19526.082401 nChanged 1 SP:Iteration 13F (91.671188 sec): 3 clusters Score: Raw -20374.857955 + Penalty 847.820910 = -19527.037045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.673815 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.674899 sec): 3 clusters Score: Raw -42169.677162 + Penalty 268.862634 = -41900.814528 nChanged 210 SP:Iteration 1F (91.675899 sec): 3 clusters Score: Raw -42373.340431 + Penalty 301.003254 = -42072.337177 nChanged 66 SP:Iteration 2F (91.676871 sec): 3 clusters Score: Raw -42445.423238 + Penalty 315.757525 = -42129.665713 nChanged 18 SP:Iteration 3Q (91.677839 sec): 3 clusters Score: Raw -42459.902564 + Penalty 320.245288 = -42139.657276 nChanged 5 SP:Iteration 4Q (91.678730 sec): 3 clusters Score: Raw -42458.460965 + Penalty 317.895283 = -42140.565682 nChanged 7 SP:Iteration 5Q (91.679597 sec): 3 clusters Score: Raw -42458.336084 + Penalty 318.580444 = -42139.755640 nChanged 5 SP:Iteration 6F (91.680580 sec): 3 clusters Score: Raw -42461.338760 + Penalty 129.118832 = -42332.219928 nChanged 7 SP:Iteration 7Q (91.681389 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP:Iteration 8F (91.682241 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.685253 sec): 2 clusters Score: Raw -70030.900578 + Penalty 1067.504234 = -68963.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.686787 sec): 3 clusters Score: Raw -69856.989498 + Penalty 2134.960773 = -67722.028725 nChanged 182 SP:Iteration 1F (91.688312 sec): 3 clusters Score: Raw -70038.001342 + Penalty 2134.973176 = -67903.028166 nChanged 47 SP:Iteration 2F (91.689827 sec): 3 clusters Score: Raw -70091.787446 + Penalty 2134.937664 = -67956.849781 nChanged 25 SP:Iteration 3Q (91.691314 sec): 3 clusters Score: Raw -70123.674738 + Penalty 2134.951414 = -67988.723324 nChanged 18 SP:Iteration 4Q (91.692798 sec): 3 clusters Score: Raw -70151.355268 + Penalty 2134.920355 = -68016.434912 nChanged 12 SP:Iteration 5Q (91.694277 sec): 3 clusters Score: Raw -70167.309471 + Penalty 2134.892884 = -68032.416587 nChanged 13 SP:Iteration 6Q (91.695746 sec): 3 clusters Score: Raw -70179.040501 + Penalty 2134.891946 = -68044.148555 nChanged 11 SP:Iteration 7Q (91.697218 sec): 3 clusters Score: Raw -70192.632558 + Penalty 2134.906580 = -68057.725978 nChanged 6 SP:Iteration 8Q (91.698700 sec): 3 clusters Score: Raw -70199.399403 + Penalty 2134.917927 = -68064.481476 nChanged 7 SP:Iteration 9Q (91.700158 sec): 3 clusters Score: Raw -70206.657926 + Penalty 2134.889217 = -68071.768710 nChanged 5 SP:Iteration 10F (91.701651 sec): 3 clusters Score: Raw -70216.208568 + Penalty 2134.870464 = -68081.338105 nChanged 6 SP:Iteration 11Q (91.703219 sec): 3 clusters Score: Raw -70224.384996 + Penalty 2134.860922 = -68089.524073 nChanged 3 SP:Iteration 12Q (91.704772 sec): 3 clusters Score: Raw -70230.787876 + Penalty 2134.838323 = -68095.949553 nChanged 8 SP:Iteration 13Q (91.706303 sec): 3 clusters Score: Raw -70243.379995 + Penalty 2134.875511 = -68108.504484 nChanged 11 SP:Iteration 14Q (91.707793 sec): 3 clusters Score: Raw -70255.270537 + Penalty 2134.871160 = -68120.399377 nChanged 6 SP:Iteration 15Q (91.709242 sec): 3 clusters Score: Raw -70262.720332 + Penalty 2134.907618 = -68127.812714 nChanged 5 SP:Iteration 16Q (91.710704 sec): 3 clusters Score: Raw -70266.891007 + Penalty 2134.951473 = -68131.939534 nChanged 3 SP:Iteration 17Q (91.712145 sec): 3 clusters Score: Raw -70268.302515 + Penalty 2134.951473 = -68133.351042 nChanged 0 SP:Iteration 18F (91.713643 sec): 3 clusters Score: Raw -70268.302515 + Penalty 2134.951473 = -68133.351042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.715666 sec): 2 clusters Score: Raw -45742.041112 + Penalty 445.498220 = -45296.542892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.716829 sec): 3 clusters Score: Raw -45463.012179 + Penalty 897.913892 = -44565.098288 nChanged 192 SP:Iteration 1F (91.718002 sec): 3 clusters Score: Raw -45592.411738 + Penalty 903.917154 = -44688.494584 nChanged 49 SP:Iteration 2F (91.719149 sec): 3 clusters Score: Raw -45643.600543 + Penalty 914.423946 = -44729.176598 nChanged 32 SP:Iteration 3F (91.720298 sec): 3 clusters Score: Raw -45684.502744 + Penalty 918.995710 = -44765.507035 nChanged 22 SP:Iteration 4Q (91.721439 sec): 3 clusters Score: Raw -45704.212145 + Penalty 922.808619 = -44781.403527 nChanged 15 SP:Iteration 5Q (91.722564 sec): 3 clusters Score: Raw -45717.774206 + Penalty 921.009015 = -44796.765191 nChanged 11 SP:Iteration 6Q (91.723665 sec): 3 clusters Score: Raw -45728.647680 + Penalty 923.159375 = -44805.488306 nChanged 12 SP:Iteration 7Q (91.724759 sec): 3 clusters Score: Raw -45739.947396 + Penalty 928.186214 = -44811.761183 nChanged 15 SP:Iteration 8Q (91.725871 sec): 3 clusters Score: Raw -45755.419037 + Penalty 944.174084 = -44811.244953 nChanged 14 SP:Iteration 9F (91.727034 sec): 3 clusters Score: Raw -45770.403047 + Penalty 966.862381 = -44803.540667 nChanged 6 SP:Iteration 10F (91.728196 sec): 3 clusters Score: Raw -45778.242308 + Penalty 971.271960 = -44806.970348 nChanged 6 SP:Iteration 11Q (91.729269 sec): 3 clusters Score: Raw -45783.553128 + Penalty 974.850721 = -44808.702407 nChanged 3 SP:Iteration 12Q (91.730333 sec): 3 clusters Score: Raw -45787.300064 + Penalty 977.605098 = -44809.694966 nChanged 2 SP:Iteration 13Q (91.731410 sec): 3 clusters Score: Raw -45791.309084 + Penalty 977.605098 = -44813.703987 nChanged 0 SP:Iteration 14F (91.732576 sec): 3 clusters Score: Raw -45791.309084 + Penalty 977.605098 = -44813.703987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 62 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.735727 sec): 2 clusters Score: Raw -84854.361508 + Penalty 796.256950 = -84058.104558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.737727 sec): 3 clusters Score: Raw -84371.633544 + Penalty 1589.892568 = -82781.740976 nChanged 334 SP:Iteration 1F (91.739713 sec): 3 clusters Score: Raw -84593.256863 + Penalty 1592.067088 = -83001.189775 nChanged 92 SP:Iteration 2F (91.741642 sec): 3 clusters Score: Raw -84648.513820 + Penalty 1594.024771 = -83054.489049 nChanged 52 SP:Iteration 3F (91.743481 sec): 3 clusters Score: Raw -84686.762916 + Penalty 1596.071025 = -83090.691891 nChanged 51 SP:Iteration 4F (91.745319 sec): 3 clusters Score: Raw -84717.396360 + Penalty 1596.961516 = -83120.434844 nChanged 41 SP:Iteration 5Q (91.747144 sec): 3 clusters Score: Raw -84742.898225 + Penalty 1597.305985 = -83145.592240 nChanged 34 SP:Iteration 6Q (91.748966 sec): 3 clusters Score: Raw -84772.171074 + Penalty 1597.694458 = -83174.476616 nChanged 39 SP:Iteration 7Q (91.750827 sec): 3 clusters Score: Raw -84795.414112 + Penalty 1598.368959 = -83197.045153 nChanged 29 SP:Iteration 8Q (91.752690 sec): 3 clusters Score: Raw -84812.277338 + Penalty 1598.721030 = -83213.556308 nChanged 24 SP:Iteration 9Q (91.754587 sec): 3 clusters Score: Raw -84829.959936 + Penalty 1599.220095 = -83230.739841 nChanged 16 SP:Iteration 10F (91.756473 sec): 3 clusters Score: Raw -84838.552854 + Penalty 1599.368437 = -83239.184417 nChanged 9 SP:Iteration 11Q (91.758318 sec): 3 clusters Score: Raw -84843.196243 + Penalty 1599.410180 = -83243.786064 nChanged 8 SP:Iteration 12Q (91.760155 sec): 3 clusters Score: Raw -84846.704096 + Penalty 1599.163132 = -83247.540964 nChanged 6 SP:Iteration 13Q (91.761964 sec): 3 clusters Score: Raw -84850.444001 + Penalty 1598.947942 = -83251.496059 nChanged 11 SP:Iteration 14Q (91.763769 sec): 3 clusters Score: Raw -84857.587013 + Penalty 1598.650521 = -83258.936493 nChanged 11 SP:Iteration 15Q (91.765572 sec): 3 clusters Score: Raw -84861.933957 + Penalty 1599.396086 = -83262.537870 nChanged 8 SP:Iteration 16Q (91.767379 sec): 3 clusters Score: Raw -84865.006249 + Penalty 1599.353885 = -83265.652364 nChanged 4 SP:Iteration 17Q (91.769238 sec): 3 clusters Score: Raw -84866.016840 + Penalty 1599.642355 = -83266.374485 nChanged 4 SP:Iteration 18Q (91.771192 sec): 3 clusters Score: Raw -84866.767983 + Penalty 1600.053986 = -83266.713996 nChanged 3 SP:Iteration 19Q (91.773032 sec): 3 clusters Score: Raw -84867.565002 + Penalty 1600.154190 = -83267.410813 nChanged 4 SP:Iteration 20F (91.774916 sec): 3 clusters Score: Raw -84868.739806 + Penalty 1600.820044 = -83267.919762 nChanged 5 SP:Iteration 21Q (91.776716 sec): 3 clusters Score: Raw -84870.790209 + Penalty 1601.643807 = -83269.146402 nChanged 4 SP:Iteration 22Q (91.778514 sec): 3 clusters Score: Raw -84872.223345 + Penalty 1601.708477 = -83270.514869 nChanged 2 SP:Iteration 23Q (91.780308 sec): 3 clusters Score: Raw -84872.871811 + Penalty 1601.744680 = -83271.127131 nChanged 1 SP:Iteration 24Q (91.782105 sec): 3 clusters Score: Raw -84873.048163 + Penalty 1601.744680 = -83271.303482 nChanged 0 SP:Iteration 25F (91.784003 sec): 3 clusters Score: Raw -84873.048163 + Penalty 1601.744680 = -83271.303482 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 101 (1168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.788391 sec): 2 clusters Score: Raw -107753.816144 + Penalty 874.505212 = -106879.310932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.790759 sec): 3 clusters Score: Raw -107169.510665 + Penalty 1750.342860 = -105419.167805 nChanged 388 SP:Iteration 1F (91.793052 sec): 3 clusters Score: Raw -107463.556654 + Penalty 1752.323605 = -105711.233049 nChanged 137 SP:Iteration 2F (91.795391 sec): 3 clusters Score: Raw -107609.052214 + Penalty 1754.446884 = -105854.605330 nChanged 81 SP:Iteration 3F (91.797679 sec): 3 clusters Score: Raw -107668.850667 + Penalty 1754.896074 = -105913.954593 nChanged 41 SP:Iteration 4Q (91.799913 sec): 3 clusters Score: Raw -107697.805263 + Penalty 1754.819412 = -105942.985851 nChanged 27 SP:Iteration 5Q (91.802139 sec): 3 clusters Score: Raw -107715.074164 + Penalty 1753.395763 = -105961.678402 nChanged 19 SP:Iteration 6Q (91.804570 sec): 3 clusters Score: Raw -107727.102165 + Penalty 1751.179887 = -105975.922278 nChanged 17 SP:Iteration 7Q (91.806970 sec): 3 clusters Score: Raw -107745.330275 + Penalty 1748.448275 = -105996.881999 nChanged 20 SP:Iteration 8Q (91.809253 sec): 3 clusters Score: Raw -107762.659741 + Penalty 1747.675944 = -106014.983797 nChanged 13 SP:Iteration 9Q (91.811499 sec): 3 clusters Score: Raw -107774.086649 + Penalty 1745.918613 = -106028.168036 nChanged 9 SP:Iteration 10F (91.813745 sec): 3 clusters Score: Raw -107778.091390 + Penalty 1745.988410 = -106032.102980 nChanged 8 SP:Iteration 11Q (91.815975 sec): 3 clusters Score: Raw -107780.805427 + Penalty 1744.996156 = -106035.809271 nChanged 9 SP:Iteration 12Q (91.818179 sec): 3 clusters Score: Raw -107785.122926 + Penalty 1744.796920 = -106040.326006 nChanged 6 SP:Iteration 13Q (91.820356 sec): 3 clusters Score: Raw -107788.385740 + Penalty 1743.886851 = -106044.498888 nChanged 8 SP:Iteration 14Q (91.822523 sec): 3 clusters Score: Raw -107793.882926 + Penalty 1741.841451 = -106052.041476 nChanged 8 SP:Iteration 15Q (91.824683 sec): 3 clusters Score: Raw -107800.830142 + Penalty 1741.497763 = -106059.332379 nChanged 7 SP:Iteration 16Q (91.826842 sec): 3 clusters Score: Raw -107806.497731 + Penalty 1740.676277 = -106065.821455 nChanged 9 SP:Iteration 17Q (91.828987 sec): 3 clusters Score: Raw -107814.608870 + Penalty 1738.303441 = -106076.305429 nChanged 12 SP:Iteration 18Q (91.831127 sec): 3 clusters Score: Raw -107823.314643 + Penalty 1737.617028 = -106085.697616 nChanged 12 SP:Iteration 19Q (91.833263 sec): 3 clusters Score: Raw -107831.439636 + Penalty 1737.509044 = -106093.930592 nChanged 6 SP:Iteration 20F (91.835697 sec): 3 clusters Score: Raw -107834.955987 + Penalty 1736.433744 = -106098.522243 nChanged 5 SP:Iteration 21Q (91.838178 sec): 3 clusters Score: Raw -107838.252126 + Penalty 1736.253460 = -106101.998666 nChanged 3 SP:Iteration 22Q (91.840557 sec): 3 clusters Score: Raw -107838.952488 + Penalty 1736.046811 = -106102.905678 nChanged 1 SP:Iteration 23Q (91.842810 sec): 3 clusters Score: Raw -107839.221618 + Penalty 1735.822448 = -106103.399170 nChanged 1 SP:Iteration 24Q (91.844958 sec): 3 clusters Score: Raw -107839.834659 + Penalty 1735.415680 = -106104.418979 nChanged 1 SP:Iteration 25Q (91.847077 sec): 3 clusters Score: Raw -107839.948807 + Penalty 1735.415680 = -106104.533127 nChanged 0 SP:Iteration 26F (91.849363 sec): 3 clusters Score: Raw -107839.948807 + Penalty 1735.415680 = -106104.533127 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 106 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.851905 sec): 2 clusters Score: Raw -49738.299304 + Penalty 737.941153 = -49000.358151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.853102 sec): 3 clusters Score: Raw -49491.267931 + Penalty 1471.988865 = -48019.279066 nChanged 170 SP:Iteration 1F (91.854312 sec): 3 clusters Score: Raw -49602.344631 + Penalty 1472.735627 = -48129.609003 nChanged 41 SP:Iteration 2F (91.855483 sec): 3 clusters Score: Raw -49638.808766 + Penalty 1476.015512 = -48162.793254 nChanged 28 SP:Iteration 3F (91.856656 sec): 3 clusters Score: Raw -49659.470771 + Penalty 1481.115792 = -48178.354979 nChanged 25 SP:Iteration 4Q (91.857825 sec): 3 clusters Score: Raw -49677.958627 + Penalty 1483.119714 = -48194.838913 nChanged 14 SP:Iteration 5Q (91.858985 sec): 3 clusters Score: Raw -49688.260230 + Penalty 1486.590535 = -48201.669695 nChanged 15 SP:Iteration 6Q (91.860143 sec): 3 clusters Score: Raw -49703.348100 + Penalty 1491.092760 = -48212.255340 nChanged 13 SP:Iteration 7Q (91.861327 sec): 3 clusters Score: Raw -49716.955843 + Penalty 1494.709417 = -48222.246427 nChanged 10 SP:Iteration 8Q (91.862485 sec): 3 clusters Score: Raw -49725.221426 + Penalty 1499.242530 = -48225.978895 nChanged 12 SP:Iteration 9Q (91.863676 sec): 3 clusters Score: Raw -49734.259949 + Penalty 1504.921033 = -48229.338915 nChanged 14 SP:Iteration 10F (91.864914 sec): 3 clusters Score: Raw -49745.435043 + Penalty 1509.919192 = -48235.515851 nChanged 11 SP:Iteration 11Q (91.866126 sec): 3 clusters Score: Raw -49752.395109 + Penalty 1513.243127 = -48239.151982 nChanged 10 SP:Iteration 12Q (91.867345 sec): 3 clusters Score: Raw -49759.474481 + Penalty 1516.794626 = -48242.679855 nChanged 7 SP:Iteration 13Q (91.868556 sec): 3 clusters Score: Raw -49763.324397 + Penalty 1520.853693 = -48242.470704 nChanged 8 SP:Iteration 14F (91.869745 sec): 3 clusters Score: Raw -49770.624423 + Penalty 1521.298079 = -48249.326344 nChanged 4 SP:Iteration 15Q (91.870992 sec): 3 clusters Score: Raw -49773.322016 + Penalty 1523.643695 = -48249.678321 nChanged 3 SP:Iteration 16Q (91.872207 sec): 3 clusters Score: Raw -49775.627633 + Penalty 1524.194970 = -48251.432663 nChanged 1 SP:Iteration 17Q (91.873415 sec): 3 clusters Score: Raw -49775.887380 + Penalty 1524.884819 = -48251.002561 nChanged 1 SP:Iteration 18F (91.874646 sec): 3 clusters Score: Raw -49776.427937 + Penalty 1526.202929 = -48250.225008 nChanged 2 SP:Iteration 19F (91.875829 sec): 3 clusters Score: Raw -49776.980406 + Penalty 1527.247190 = -48249.733216 nChanged 2 SP:Iteration 20F (91.877001 sec): 3 clusters Score: Raw -49777.219359 + Penalty 1527.375808 = -48249.843551 nChanged 1 SP:Iteration 21Q (91.878178 sec): 3 clusters Score: Raw -49778.435065 + Penalty 1528.165633 = -48250.269431 nChanged 1 SP:Iteration 22Q (91.879331 sec): 3 clusters Score: Raw -49779.079225 + Penalty 1529.767750 = -48249.311475 nChanged 2 SP:Iteration 23F (91.880503 sec): 3 clusters Score: Raw -49780.266881 + Penalty 1530.693538 = -48249.573343 nChanged 1 SP:Iteration 24Q (91.881653 sec): 3 clusters Score: Raw -49781.381173 + Penalty 1531.130693 = -48250.250480 nChanged 1 SP:Iteration 25Q (91.882807 sec): 3 clusters Score: Raw -49782.033666 + Penalty 1532.008177 = -48250.025490 nChanged 1 SP:Iteration 26F (91.884002 sec): 3 clusters Score: Raw -49782.668227 + Penalty 1533.958919 = -48248.709309 nChanged 2 SP:Iteration 27F (91.885207 sec): 3 clusters Score: Raw -49784.989922 + Penalty 1538.782637 = -48246.207286 nChanged 5 SP:Iteration 28F (91.886406 sec): 3 clusters Score: Raw -49797.255140 + Penalty 1545.388055 = -48251.867085 nChanged 6 SP:Iteration 29Q (91.887566 sec): 3 clusters Score: Raw -49806.776129 + Penalty 1546.184545 = -48260.591584 nChanged 6 SP:Iteration 30F (91.888743 sec): 3 clusters Score: Raw -49811.394912 + Penalty 1547.379543 = -48264.015369 nChanged 2 SP:Iteration 31Q (91.889877 sec): 3 clusters Score: Raw -49812.244643 + Penalty 1548.022408 = -48264.222235 nChanged 1 SP:Iteration 32Q (91.891011 sec): 3 clusters Score: Raw -49813.703671 + Penalty 1548.730078 = -48264.973592 nChanged 1 SP:Iteration 33Q (91.892150 sec): 3 clusters Score: Raw -49814.085679 + Penalty 1548.730078 = -48265.355601 nChanged 0 SP:Iteration 34F (91.893323 sec): 3 clusters Score: Raw -49814.085679 + Penalty 1548.730078 = -48265.355601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.894271 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.894464 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.895281 sec): 2 clusters Score: Raw -1792.597766 + Penalty 50.362714 = -1742.235051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.895529 sec): 3 clusters Score: Raw -1830.397817 + Penalty 92.046400 = -1738.351417 nChanged 2 SP:Iteration 1F (91.895770 sec): 3 clusters Score: Raw -1834.642508 + Penalty 92.046400 = -1742.596108 nChanged 0 Score: Raw -2769539.235510 + Penalty 23017.663740 = -2746521.571770 Splitting cluster 208 changes total score from -2732593.468676 to -2746521.571770 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.276184 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.276389 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Iteration 211F (92.680350 sec): 25 clusters Score: Raw -2755521.792068 + Penalty 23017.663740 = -2732504.128329 nChanged 2 Iteration 212F (93.071012 sec): 25 clusters Score: Raw -2755524.090572 + Penalty 23017.663740 = -2732506.426832 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2755524.090572 + Penalty 23017.663740 = -2732506.426832Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.140132 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.142128 sec): 3 clusters Score: Raw -78731.712243 + Penalty 220.590220 = -78511.122023 nChanged 402 SP:Iteration 1F (93.144045 sec): 3 clusters Score: Raw -79080.841576 + Penalty 213.027908 = -78867.813668 nChanged 98 SP:Iteration 2F (93.145844 sec): 3 clusters Score: Raw -79197.224083 + Penalty 210.208426 = -78987.015657 nChanged 62 SP:Iteration 3F (93.147431 sec): 3 clusters Score: Raw -79253.867975 + Penalty 219.115893 = -79034.752081 nChanged 47 SP:Iteration 4F (93.149007 sec): 3 clusters Score: Raw -79309.595296 + Penalty 109.187520 = -79200.407776 nChanged 9 SP:Iteration 5Q (93.150400 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP:Iteration 6F (93.151785 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 2 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.152374 sec): 2 clusters Score: Raw -699.586211 + Penalty 20.459561 = -679.126650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.152608 sec): 3 clusters Score: Raw -725.888721 + Penalty 39.754048 = -686.134673 nChanged 0 Score: Raw -2769567.904760 + Penalty 23104.895769 = -2746463.008991 Splitting cluster 2 changes total score from -2732506.426832 to -2746463.008991 So it's getting split into cluster 4. Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.634975 sec): 2 clusters Score: Raw -1575915.559953 + Penalty 297.815212 = -1575617.744741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.671691 sec): 3 clusters Score: Raw -1562637.978919 + Penalty 673.625642 = -1561964.353277 nChanged 9268 SP:Iteration 1F (93.708552 sec): 3 clusters Score: Raw -1570178.495800 + Penalty 1038.893672 = -1569139.602128 nChanged 4201 SP:Iteration 2F (93.744368 sec): 3 clusters Score: Raw -1575320.649408 + Penalty 1208.625774 = -1574112.023634 nChanged 518 SP:Iteration 3Q (93.777128 sec): 3 clusters Score: Raw -1575871.608801 + Penalty 1306.624166 = -1574564.984634 nChanged 69 SP:Iteration 4Q (93.806050 sec): 3 clusters Score: Raw -1575946.255891 + Penalty 1344.134032 = -1574602.121859 nChanged 11 SP:Iteration 5Q (93.833948 sec): 3 clusters Score: Raw -1575959.972595 + Penalty 1383.952166 = -1574576.020429 nChanged 2 SP:Iteration 6F (93.870552 sec): 3 clusters Score: Raw -1575965.887856 + Penalty 1383.952166 = -1574581.935690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.881482 sec): 2 clusters Score: Raw -3725.352845 + Penalty 169.220851 = -3556.131993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.881817 sec): 3 clusters Score: Raw -3830.507328 + Penalty 332.746809 = -3497.760520 nChanged 10 SP:Iteration 1F (93.882137 sec): 3 clusters Score: Raw -3847.077911 + Penalty 331.940836 = -3515.137075 nChanged 4 SP:Iteration 2F (93.882455 sec): 3 clusters Score: Raw -3852.182710 + Penalty 334.891875 = -3517.290835 nChanged 1 SP:Iteration 3Q (93.882759 sec): 3 clusters Score: Raw -3852.885902 + Penalty 334.891875 = -3517.994028 nChanged 0 SP:Iteration 4F (93.883076 sec): 3 clusters Score: Raw -3852.885902 + Penalty 334.891875 = -3517.994028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.885894 sec): 2 clusters Score: Raw -60515.462503 + Penalty 668.326971 = -59847.135532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.887342 sec): 3 clusters Score: Raw -60224.120381 + Penalty 1343.471541 = -58880.648840 nChanged 215 SP:Iteration 1F (93.888738 sec): 3 clusters Score: Raw -60378.447313 + Penalty 1349.408206 = -59029.039107 nChanged 50 SP:Iteration 2F (93.890142 sec): 3 clusters Score: Raw -60414.028879 + Penalty 1358.605618 = -59055.423261 nChanged 40 SP:Iteration 3F (93.891536 sec): 3 clusters Score: Raw -60447.722979 + Penalty 1374.937200 = -59072.785779 nChanged 32 SP:Iteration 4Q (93.892922 sec): 3 clusters Score: Raw -60472.373593 + Penalty 1383.101483 = -59089.272110 nChanged 24 SP:Iteration 5Q (93.894332 sec): 3 clusters Score: Raw -60493.915215 + Penalty 1398.632396 = -59095.282820 nChanged 30 SP:Iteration 6Q (93.895720 sec): 3 clusters Score: Raw -60525.034525 + Penalty 1410.603251 = -59114.431274 nChanged 22 SP:Iteration 7Q (93.897108 sec): 3 clusters Score: Raw -60549.471104 + Penalty 1419.642297 = -59129.828807 nChanged 16 SP:Iteration 8Q (93.898500 sec): 3 clusters Score: Raw -60563.864838 + Penalty 1423.377425 = -59140.487413 nChanged 7 SP:Iteration 9Q (93.899941 sec): 3 clusters Score: Raw -60567.989035 + Penalty 1427.215163 = -59140.773872 nChanged 6 SP:Iteration 10F (93.901359 sec): 3 clusters Score: Raw -60569.878879 + Penalty 1427.827801 = -59142.051078 nChanged 5 SP:Iteration 11Q (93.902737 sec): 3 clusters Score: Raw -60573.667704 + Penalty 1427.827801 = -59145.839902 nChanged 0 SP:Iteration 12F (93.904213 sec): 3 clusters Score: Raw -60573.667704 + Penalty 1427.827801 = -59145.839902 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.914036 sec): 2 clusters Score: Raw -155031.234185 + Penalty 805.227242 = -154226.006943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.917344 sec): 3 clusters Score: Raw -154082.330401 + Penalty 1623.772796 = -152458.557604 nChanged 636 SP:Iteration 1F (93.920684 sec): 3 clusters Score: Raw -154560.465698 + Penalty 1639.553533 = -152920.912165 nChanged 239 SP:Iteration 2F (93.924009 sec): 3 clusters Score: Raw -154762.046553 + Penalty 1647.221473 = -153114.825080 nChanged 126 SP:Iteration 3F (93.927266 sec): 3 clusters Score: Raw -154890.039444 + Penalty 1653.376447 = -153236.662998 nChanged 105 SP:Iteration 4F (93.930553 sec): 3 clusters Score: Raw -154976.615654 + Penalty 1656.882987 = -153319.732667 nChanged 76 SP:Iteration 5Q (93.933856 sec): 3 clusters Score: Raw -155025.359505 + Penalty 1656.966146 = -153368.393359 nChanged 51 SP:Iteration 6Q (93.937055 sec): 3 clusters Score: Raw -155044.545144 + Penalty 1659.316466 = -153385.228678 nChanged 29 SP:Iteration 7Q (93.940249 sec): 3 clusters Score: Raw -155058.211418 + Penalty 1662.340488 = -153395.870930 nChanged 25 SP:Iteration 8Q (93.943745 sec): 3 clusters Score: Raw -155068.438836 + Penalty 1664.920228 = -153403.518608 nChanged 21 SP:Iteration 9Q (93.946971 sec): 3 clusters Score: Raw -155076.950435 + Penalty 1666.675671 = -153410.274764 nChanged 14 SP:Iteration 10F (93.950385 sec): 3 clusters Score: Raw -155081.098876 + Penalty 1668.216922 = -153412.881954 nChanged 9 SP:Iteration 11Q (93.953634 sec): 3 clusters Score: Raw -155083.912021 + Penalty 1670.462177 = -153413.449844 nChanged 7 SP:Iteration 12Q (93.956863 sec): 3 clusters Score: Raw -155085.895983 + Penalty 1671.599209 = -153414.296774 nChanged 4 SP:Iteration 13Q (93.960144 sec): 3 clusters Score: Raw -155087.007694 + Penalty 1672.759085 = -153414.248608 nChanged 4 SP:Iteration 14F (93.963447 sec): 3 clusters Score: Raw -155088.075655 + Penalty 1674.362445 = -153413.713210 nChanged 5 SP:Iteration 15F (93.966742 sec): 3 clusters Score: Raw -155089.934662 + Penalty 1675.693293 = -153414.241369 nChanged 5 SP:Iteration 16Q (93.969977 sec): 3 clusters Score: Raw -155091.574735 + Penalty 1676.993739 = -153414.580995 nChanged 4 SP:Iteration 17Q (93.973236 sec): 3 clusters Score: Raw -155092.511946 + Penalty 1677.272296 = -153415.239650 nChanged 1 SP:Iteration 18Q (93.976727 sec): 3 clusters Score: Raw -155092.755341 + Penalty 1677.652886 = -153415.102455 nChanged 1 SP:Iteration 19F (93.980149 sec): 3 clusters Score: Raw -155092.905720 + Penalty 1677.652886 = -153415.252834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.989279 sec): 2 clusters Score: Raw -43554.149985 + Penalty 543.257697 = -43010.892288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.990420 sec): 3 clusters Score: Raw -43331.482234 + Penalty 1089.171151 = -42242.311083 nChanged 169 SP:Iteration 1F (93.991506 sec): 3 clusters Score: Raw -43511.254812 + Penalty 1095.315896 = -42415.938916 nChanged 44 SP:Iteration 2F (93.992587 sec): 3 clusters Score: Raw -43565.172375 + Penalty 1098.431544 = -42466.740831 nChanged 26 SP:Iteration 3F (93.993666 sec): 3 clusters Score: Raw -43587.961529 + Penalty 1102.149217 = -42485.812312 nChanged 12 SP:Iteration 4Q (93.994739 sec): 3 clusters Score: Raw -43595.104285 + Penalty 1111.262732 = -42483.841553 nChanged 8 SP:Iteration 5F (93.995851 sec): 3 clusters Score: Raw -43601.743280 + Penalty 1118.444035 = -42483.299245 nChanged 8 SP:Iteration 6F (93.996932 sec): 3 clusters Score: Raw -43610.594659 + Penalty 1122.614463 = -42487.980196 nChanged 8 SP:Iteration 7Q (93.997997 sec): 3 clusters Score: Raw -43618.449221 + Penalty 1126.839742 = -42491.609479 nChanged 4 SP:Iteration 8Q (93.999057 sec): 3 clusters Score: Raw -43621.298560 + Penalty 1131.453700 = -42489.844860 nChanged 4 SP:Iteration 9F (94.000135 sec): 3 clusters Score: Raw -43624.463299 + Penalty 1135.674751 = -42488.788548 nChanged 2 SP:Iteration 10F (94.001276 sec): 3 clusters Score: Raw -43625.545725 + Penalty 1136.817149 = -42488.728575 nChanged 2 SP:Iteration 11F (94.002408 sec): 3 clusters Score: Raw -43625.658705 + Penalty 1137.020359 = -42488.638346 nChanged 2 SP:Iteration 12F (94.003546 sec): 3 clusters Score: Raw -43626.632649 + Penalty 1137.020359 = -42489.612290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.005445 sec): 2 clusters Score: Raw -43575.545378 + Penalty 992.226906 = -42583.318472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.006666 sec): 3 clusters Score: Raw -43499.038572 + Penalty 1985.628051 = -41513.410521 nChanged 98 SP:Iteration 1F (94.007838 sec): 3 clusters Score: Raw -43651.423359 + Penalty 1985.867460 = -41665.555899 nChanged 30 SP:Iteration 2F (94.008999 sec): 3 clusters Score: Raw -43698.135542 + Penalty 1985.836821 = -41712.298720 nChanged 16 SP:Iteration 3Q (94.010124 sec): 3 clusters Score: Raw -43723.810595 + Penalty 1985.885694 = -41737.924901 nChanged 6 SP:Iteration 4Q (94.011218 sec): 3 clusters Score: Raw -43736.067105 + Penalty 1985.878893 = -41750.188212 nChanged 8 SP:Iteration 5Q (94.012334 sec): 3 clusters Score: Raw -43752.771015 + Penalty 1985.929181 = -41766.841834 nChanged 5 SP:Iteration 6Q (94.013436 sec): 3 clusters Score: Raw -43760.549479 + Penalty 1986.126066 = -41774.423414 nChanged 1 SP:Iteration 7Q (94.014539 sec): 3 clusters Score: Raw -43761.969054 + Penalty 1986.126457 = -41775.842597 nChanged 1 SP:Iteration 8Q (94.015637 sec): 3 clusters Score: Raw -43764.181249 + Penalty 1986.125700 = -41778.055549 nChanged 1 SP:Iteration 9Q (94.016736 sec): 3 clusters Score: Raw -43767.137413 + Penalty 1986.125700 = -41781.011713 nChanged 0 SP:Iteration 10F (94.017884 sec): 3 clusters Score: Raw -43767.137413 + Penalty 1986.125700 = -41781.011713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.022812 sec): 2 clusters Score: Raw -126660.730224 + Penalty 1144.717421 = -125516.012803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.025422 sec): 3 clusters Score: Raw -126155.144629 + Penalty 2289.432789 = -123865.711840 nChanged 412 SP:Iteration 1F (94.027933 sec): 3 clusters Score: Raw -126490.393997 + Penalty 2289.315257 = -124201.078740 nChanged 106 SP:Iteration 2F (94.030450 sec): 3 clusters Score: Raw -126596.038493 + Penalty 2289.159866 = -124306.878627 nChanged 60 SP:Iteration 3Q (94.032937 sec): 3 clusters Score: Raw -126666.668067 + Penalty 2288.970056 = -124377.698011 nChanged 59 SP:Iteration 4Q (94.035413 sec): 3 clusters Score: Raw -126721.344819 + Penalty 2288.882326 = -124432.462492 nChanged 59 SP:Iteration 5Q (94.037875 sec): 3 clusters Score: Raw -126800.019003 + Penalty 2288.971009 = -124511.047994 nChanged 55 SP:Iteration 6Q (94.040493 sec): 3 clusters Score: Raw -126886.239766 + Penalty 2289.189961 = -124597.049805 nChanged 61 SP:Iteration 7Q (94.042985 sec): 3 clusters Score: Raw -126982.158099 + Penalty 2289.543844 = -124692.614256 nChanged 58 SP:Iteration 8Q (94.045401 sec): 3 clusters Score: Raw -127066.980058 + Penalty 2289.893271 = -124777.086788 nChanged 44 SP:Iteration 9Q (94.047795 sec): 3 clusters Score: Raw -127134.663412 + Penalty 2290.053778 = -124844.609634 nChanged 39 SP:Iteration 10F (94.050476 sec): 3 clusters Score: Raw -127177.453818 + Penalty 2290.159510 = -124887.294308 nChanged 21 SP:Iteration 11Q (94.052901 sec): 3 clusters Score: Raw -127197.706459 + Penalty 2290.179329 = -124907.527130 nChanged 8 SP:Iteration 12Q (94.055351 sec): 3 clusters Score: Raw -127208.520858 + Penalty 2290.151451 = -124918.369407 nChanged 6 SP:Iteration 13Q (94.057793 sec): 3 clusters Score: Raw -127213.697712 + Penalty 2290.204125 = -124923.493587 nChanged 4 SP:Iteration 14Q (94.060290 sec): 3 clusters Score: Raw -127216.210776 + Penalty 2290.195638 = -124926.015138 nChanged 3 SP:Iteration 15Q (94.062845 sec): 3 clusters Score: Raw -127218.489766 + Penalty 2290.186968 = -124928.302798 nChanged 1 SP:Iteration 16Q (94.065248 sec): 3 clusters Score: Raw -127218.947311 + Penalty 2290.186968 = -124928.760343 nChanged 0 SP:Iteration 17F (94.067762 sec): 3 clusters Score: Raw -127218.947311 + Penalty 2290.186968 = -124928.760343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.071188 sec): 2 clusters Score: Raw -42629.105847 + Penalty 884.243742 = -41744.862105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.072277 sec): 3 clusters Score: Raw -42486.525606 + Penalty 1768.005918 = -40718.519688 nChanged 97 SP:Iteration 1F (94.073282 sec): 3 clusters Score: Raw -42584.575418 + Penalty 1766.815524 = -40817.759895 nChanged 28 SP:Iteration 2F (94.074316 sec): 3 clusters Score: Raw -42613.830610 + Penalty 1765.991303 = -40847.839307 nChanged 18 SP:Iteration 3Q (94.075334 sec): 3 clusters Score: Raw -42635.354927 + Penalty 1763.894178 = -40871.460749 nChanged 14 SP:Iteration 4Q (94.076348 sec): 3 clusters Score: Raw -42649.989346 + Penalty 1763.419701 = -40886.569646 nChanged 7 SP:Iteration 5Q (94.077329 sec): 3 clusters Score: Raw -42658.326455 + Penalty 1763.512039 = -40894.814416 nChanged 7 SP:Iteration 6Q (94.078301 sec): 3 clusters Score: Raw -42669.392213 + Penalty 1764.747816 = -40904.644397 nChanged 11 SP:Iteration 7Q (94.079271 sec): 3 clusters Score: Raw -42688.058361 + Penalty 1766.812425 = -40921.245936 nChanged 13 SP:Iteration 8Q (94.080237 sec): 3 clusters Score: Raw -42711.350104 + Penalty 1772.656358 = -40938.693746 nChanged 19 SP:Iteration 9Q (94.081202 sec): 3 clusters Score: Raw -42745.357456 + Penalty 1778.957106 = -40966.400350 nChanged 20 SP:Iteration 10F (94.082189 sec): 3 clusters Score: Raw -42780.189838 + Penalty 1783.393301 = -40996.796537 nChanged 9 SP:Iteration 11Q (94.083137 sec): 3 clusters Score: Raw -42793.666293 + Penalty 1787.096084 = -41006.570209 nChanged 8 SP:Iteration 12Q (94.084082 sec): 3 clusters Score: Raw -42803.841830 + Penalty 1791.763816 = -41012.078013 nChanged 8 SP:Iteration 13Q (94.085020 sec): 3 clusters Score: Raw -42818.231332 + Penalty 1795.672816 = -41022.558516 nChanged 7 SP:Iteration 14Q (94.085950 sec): 3 clusters Score: Raw -42832.687715 + Penalty 1798.160692 = -41034.527023 nChanged 5 SP:Iteration 15Q (94.086892 sec): 3 clusters Score: Raw -42838.595507 + Penalty 1800.608837 = -41037.986670 nChanged 5 SP:Iteration 16Q (94.087823 sec): 3 clusters Score: Raw -42846.703201 + Penalty 1801.567786 = -41045.135415 nChanged 2 SP:Iteration 17Q (94.088738 sec): 3 clusters Score: Raw -42849.795868 + Penalty 1804.072776 = -41045.723092 nChanged 5 SP:Iteration 18Q (94.089651 sec): 3 clusters Score: Raw -42858.666814 + Penalty 1806.535892 = -41052.130922 nChanged 4 SP:Iteration 19Q (94.090559 sec): 3 clusters Score: Raw -42873.210173 + Penalty 1808.097075 = -41065.113098 nChanged 5 SP:Iteration 20F (94.091555 sec): 3 clusters Score: Raw -42884.087272 + Penalty 1808.730751 = -41075.356521 nChanged 3 SP:Iteration 21Q (94.092453 sec): 3 clusters Score: Raw -42892.288890 + Penalty 1808.730751 = -41083.558139 nChanged 0 SP:Iteration 22F (94.093445 sec): 3 clusters Score: Raw -42892.288890 + Penalty 1808.730751 = -41083.558139 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.095768 sec): 2 clusters Score: Raw -59551.822799 + Penalty 930.415253 = -58621.407546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.097103 sec): 3 clusters Score: Raw -59349.915517 + Penalty 1860.603035 = -57489.312482 nChanged 181 SP:Iteration 1F (94.098415 sec): 3 clusters Score: Raw -59514.618924 + Penalty 1860.347984 = -57654.270940 nChanged 42 SP:Iteration 2F (94.099729 sec): 3 clusters Score: Raw -59547.943856 + Penalty 1859.929888 = -57688.013968 nChanged 20 SP:Iteration 3Q (94.101021 sec): 3 clusters Score: Raw -59562.741548 + Penalty 1859.947944 = -57702.793605 nChanged 12 SP:Iteration 4Q (94.102313 sec): 3 clusters Score: Raw -59574.568704 + Penalty 1859.891568 = -57714.677136 nChanged 15 SP:Iteration 5Q (94.103608 sec): 3 clusters Score: Raw -59586.744168 + Penalty 1859.387415 = -57727.356753 nChanged 17 SP:Iteration 6Q (94.104945 sec): 3 clusters Score: Raw -59598.635392 + Penalty 1859.403466 = -57739.231925 nChanged 15 SP:Iteration 7Q (94.106317 sec): 3 clusters Score: Raw -59612.929415 + Penalty 1859.734156 = -57753.195259 nChanged 11 SP:Iteration 8Q (94.107668 sec): 3 clusters Score: Raw -59631.952722 + Penalty 1859.867841 = -57772.084881 nChanged 11 SP:Iteration 9Q (94.108987 sec): 3 clusters Score: Raw -59642.978864 + Penalty 1859.778967 = -57783.199897 nChanged 8 SP:Iteration 10F (94.110293 sec): 3 clusters Score: Raw -59648.560476 + Penalty 1859.913459 = -57788.647017 nChanged 3 SP:Iteration 11Q (94.111732 sec): 3 clusters Score: Raw -59651.157751 + Penalty 1859.352322 = -57791.805429 nChanged 6 SP:Iteration 12Q (94.113092 sec): 3 clusters Score: Raw -59656.459460 + Penalty 1859.723080 = -57796.736380 nChanged 5 SP:Iteration 13Q (94.114444 sec): 3 clusters Score: Raw -59660.201873 + Penalty 1860.503179 = -57799.698695 nChanged 6 SP:Iteration 14Q (94.115722 sec): 3 clusters Score: Raw -59667.334939 + Penalty 1861.280105 = -57806.054834 nChanged 4 SP:Iteration 15Q (94.116998 sec): 3 clusters Score: Raw -59668.559464 + Penalty 1861.356239 = -57807.203225 nChanged 1 SP:Iteration 16Q (94.118273 sec): 3 clusters Score: Raw -59668.696703 + Penalty 1861.356239 = -57807.340464 nChanged 0 SP:Iteration 17F (94.119570 sec): 3 clusters Score: Raw -59668.696703 + Penalty 1861.356239 = -57807.340464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.121202 sec): 2 clusters Score: Raw -36152.986191 + Penalty 865.983638 = -35287.002553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.122146 sec): 3 clusters Score: Raw -36038.652643 + Penalty 1732.121730 = -34306.530912 nChanged 108 SP:Iteration 1F (94.123074 sec): 3 clusters Score: Raw -36167.966856 + Penalty 1732.211732 = -34435.755124 nChanged 25 SP:Iteration 2F (94.124003 sec): 3 clusters Score: Raw -36199.604863 + Penalty 1732.336338 = -34467.268525 nChanged 11 SP:Iteration 3Q (94.124910 sec): 3 clusters Score: Raw -36213.129897 + Penalty 1732.382660 = -34480.747238 nChanged 2 SP:Iteration 4Q (94.125812 sec): 3 clusters Score: Raw -36213.820719 + Penalty 1732.344886 = -34481.475833 nChanged 1 SP:Iteration 5Q (94.126712 sec): 3 clusters Score: Raw -36214.432538 + Penalty 1732.344886 = -34482.087653 nChanged 0 SP:Iteration 6F (94.127637 sec): 3 clusters Score: Raw -36214.432538 + Penalty 1732.344886 = -34482.087653 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.131888 sec): 2 clusters Score: Raw -98001.924542 + Penalty 507.963108 = -97493.961434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.134117 sec): 3 clusters Score: Raw -97375.361317 + Penalty 1049.377030 = -96325.984287 nChanged 423 SP:Iteration 1F (94.136301 sec): 3 clusters Score: Raw -97677.315113 + Penalty 1076.144429 = -96601.170684 nChanged 134 SP:Iteration 2F (94.138438 sec): 3 clusters Score: Raw -97784.827750 + Penalty 1098.281381 = -96686.546369 nChanged 81 SP:Iteration 3F (94.140711 sec): 3 clusters Score: Raw -97873.481512 + Penalty 1101.967080 = -96771.514432 nChanged 56 SP:Iteration 4F (94.142950 sec): 3 clusters Score: Raw -97949.836491 + Penalty 1104.286177 = -96845.550314 nChanged 36 SP:Iteration 5Q (94.145057 sec): 3 clusters Score: Raw -97994.558705 + Penalty 1108.328150 = -96886.230555 nChanged 13 SP:Iteration 6Q (94.146979 sec): 3 clusters Score: Raw -98007.897641 + Penalty 1106.185885 = -96901.711756 nChanged 9 SP:Iteration 7Q (94.148849 sec): 3 clusters Score: Raw -98018.692056 + Penalty 1110.640424 = -96908.051632 nChanged 6 SP:Iteration 8Q (94.150794 sec): 3 clusters Score: Raw -98023.384042 + Penalty 1117.172182 = -96906.211860 nChanged 4 SP:Iteration 9F (94.152994 sec): 3 clusters Score: Raw -98026.734563 + Penalty 1127.203555 = -96899.531007 nChanged 2 SP:Iteration 10F (94.155183 sec): 3 clusters Score: Raw -98029.614882 + Penalty 1130.622845 = -96898.992037 nChanged 1 SP:Iteration 11F (94.157356 sec): 3 clusters Score: Raw -98029.436783 + Penalty 1130.622845 = -96898.813939 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.161489 sec): 2 clusters Score: Raw -83656.215006 + Penalty 1002.832123 = -82653.382883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.163255 sec): 3 clusters Score: Raw -83338.270405 + Penalty 2005.563208 = -81332.707197 nChanged 231 SP:Iteration 1F (94.164982 sec): 3 clusters Score: Raw -83540.050752 + Penalty 2007.044832 = -81533.005921 nChanged 86 SP:Iteration 2F (94.166728 sec): 3 clusters Score: Raw -83619.757062 + Penalty 2008.166904 = -81611.590159 nChanged 44 SP:Iteration 3F (94.168459 sec): 3 clusters Score: Raw -83665.399450 + Penalty 2008.636437 = -81656.763014 nChanged 28 SP:Iteration 4Q (94.170187 sec): 3 clusters Score: Raw -83686.282098 + Penalty 2009.170785 = -81677.111313 nChanged 18 SP:Iteration 5Q (94.171897 sec): 3 clusters Score: Raw -83698.841858 + Penalty 2009.948326 = -81688.893532 nChanged 15 SP:Iteration 6Q (94.173706 sec): 3 clusters Score: Raw -83713.480076 + Penalty 2011.122936 = -81702.357140 nChanged 13 SP:Iteration 7Q (94.175422 sec): 3 clusters Score: Raw -83730.459806 + Penalty 2011.313515 = -81719.146291 nChanged 13 SP:Iteration 8Q (94.177130 sec): 3 clusters Score: Raw -83743.870204 + Penalty 2012.203292 = -81731.666912 nChanged 13 SP:Iteration 9Q (94.178806 sec): 3 clusters Score: Raw -83752.874079 + Penalty 2014.033792 = -81738.840287 nChanged 11 SP:Iteration 10F (94.180504 sec): 3 clusters Score: Raw -83760.296944 + Penalty 2014.229575 = -81746.067369 nChanged 7 SP:Iteration 11Q (94.182184 sec): 3 clusters Score: Raw -83764.857516 + Penalty 2013.906887 = -81750.950629 nChanged 6 SP:Iteration 12Q (94.183864 sec): 3 clusters Score: Raw -83769.524345 + Penalty 2013.395437 = -81756.128908 nChanged 4 SP:Iteration 13Q (94.185548 sec): 3 clusters Score: Raw -83774.459093 + Penalty 2013.863296 = -81760.595797 nChanged 5 SP:Iteration 14Q (94.187228 sec): 3 clusters Score: Raw -83779.195203 + Penalty 2013.932109 = -81765.263094 nChanged 2 SP:Iteration 15Q (94.188907 sec): 3 clusters Score: Raw -83781.213227 + Penalty 2014.002294 = -81767.210932 nChanged 3 SP:Iteration 16Q (94.190587 sec): 3 clusters Score: Raw -83781.986005 + Penalty 2014.002294 = -81767.983711 nChanged 0 SP:Iteration 17F (94.192426 sec): 3 clusters Score: Raw -83781.986005 + Penalty 2014.002294 = -81767.983711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.194192 sec): 2 clusters Score: Raw -20196.519080 + Penalty 435.136164 = -19761.382915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.194942 sec): 3 clusters Score: Raw -20096.670822 + Penalty 870.017440 = -19226.653382 nChanged 68 SP:Iteration 1F (94.195632 sec): 3 clusters Score: Raw -20172.058834 + Penalty 868.121369 = -19303.937465 nChanged 33 SP:Iteration 2F (94.196319 sec): 3 clusters Score: Raw -20231.462960 + Penalty 864.967626 = -19366.495334 nChanged 21 SP:Iteration 3F (94.197005 sec): 3 clusters Score: Raw -20258.741134 + Penalty 862.800007 = -19395.941127 nChanged 20 SP:Iteration 4F (94.197689 sec): 3 clusters Score: Raw -20293.398160 + Penalty 868.590230 = -19424.807930 nChanged 14 SP:Iteration 5F (94.198373 sec): 3 clusters Score: Raw -20312.685699 + Penalty 873.053979 = -19439.631720 nChanged 5 SP:Iteration 6Q (94.199030 sec): 3 clusters Score: Raw -20320.691507 + Penalty 879.523694 = -19441.167813 nChanged 6 SP:Iteration 7Q (94.199682 sec): 3 clusters Score: Raw -20333.425246 + Penalty 880.822759 = -19452.602486 nChanged 1 SP:Iteration 8Q (94.200329 sec): 3 clusters Score: Raw -20335.233111 + Penalty 881.947006 = -19453.286105 nChanged 1 SP:Iteration 9Q (94.200976 sec): 3 clusters Score: Raw -20336.690129 + Penalty 881.947006 = -19454.743123 nChanged 0 SP:Iteration 10F (94.201659 sec): 3 clusters Score: Raw -20336.690129 + Penalty 881.947006 = -19454.743123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.204310 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.205466 sec): 3 clusters Score: Raw -42178.388575 + Penalty 255.559691 = -41922.828884 nChanged 213 SP:Iteration 1F (94.206620 sec): 3 clusters Score: Raw -42348.761740 + Penalty 253.805167 = -42094.956573 nChanged 59 SP:Iteration 2F (94.207750 sec): 3 clusters Score: Raw -42383.562651 + Penalty 251.910614 = -42131.652037 nChanged 23 SP:Iteration 3Q (94.208842 sec): 3 clusters Score: Raw -42395.374183 + Penalty 250.436947 = -42144.937236 nChanged 23 SP:Iteration 4Q (94.209886 sec): 3 clusters Score: Raw -42404.235978 + Penalty 250.019723 = -42154.216255 nChanged 10 SP:Iteration 5Q (94.210939 sec): 3 clusters Score: Raw -42404.926964 + Penalty 248.983363 = -42155.943601 nChanged 4 SP:Iteration 6Q (94.211958 sec): 3 clusters Score: Raw -42405.011867 + Penalty 248.936297 = -42156.075570 nChanged 2 SP:Iteration 7Q (94.212955 sec): 3 clusters Score: Raw -42405.492076 + Penalty 248.954890 = -42156.537186 nChanged 1 SP:Iteration 8Q (94.213951 sec): 3 clusters Score: Raw -42405.685004 + Penalty 248.615485 = -42157.069519 nChanged 3 SP:Iteration 9Q (94.214950 sec): 3 clusters Score: Raw -42406.149034 + Penalty 248.368297 = -42157.780737 nChanged 4 SP:Iteration 10F (94.215947 sec): 3 clusters Score: Raw -42406.560328 + Penalty 248.311748 = -42158.248581 nChanged 2 SP:Iteration 11Q (94.216978 sec): 3 clusters Score: Raw -42406.878349 + Penalty 248.408308 = -42158.470041 nChanged 1 SP:Iteration 12Q (94.218047 sec): 3 clusters Score: Raw -42406.663735 + Penalty 248.408308 = -42158.255427 nChanged 0 SP:Iteration 13F (94.219090 sec): 3 clusters Score: Raw -42406.663735 + Penalty 248.408308 = -42158.255427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.222117 sec): 2 clusters Score: Raw -70030.900578 + Penalty 1067.504234 = -68963.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.223744 sec): 3 clusters Score: Raw -69810.137249 + Penalty 2135.031194 = -67675.106055 nChanged 193 SP:Iteration 1F (94.225334 sec): 3 clusters Score: Raw -70020.595351 + Penalty 2135.015839 = -67885.579511 nChanged 50 SP:Iteration 2F (94.226940 sec): 3 clusters Score: Raw -70074.057046 + Penalty 2135.043686 = -67939.013359 nChanged 20 SP:Iteration 3Q (94.228518 sec): 3 clusters Score: Raw -70099.144866 + Penalty 2135.022471 = -67964.122395 nChanged 13 SP:Iteration 4Q (94.230037 sec): 3 clusters Score: Raw -70108.769095 + Penalty 2134.987572 = -67973.781522 nChanged 7 SP:Iteration 5Q (94.231509 sec): 3 clusters Score: Raw -70120.240400 + Penalty 2134.948060 = -67985.292340 nChanged 15 SP:Iteration 6Q (94.232971 sec): 3 clusters Score: Raw -70138.209282 + Penalty 2134.906868 = -68003.302413 nChanged 9 SP:Iteration 7Q (94.234472 sec): 3 clusters Score: Raw -70153.706224 + Penalty 2134.853859 = -68018.852365 nChanged 12 SP:Iteration 8Q (94.235950 sec): 3 clusters Score: Raw -70174.196131 + Penalty 2134.838622 = -68039.357509 nChanged 12 SP:Iteration 9Q (94.237407 sec): 3 clusters Score: Raw -70193.377472 + Penalty 2134.791062 = -68058.586410 nChanged 9 SP:Iteration 10F (94.239012 sec): 3 clusters Score: Raw -70207.403202 + Penalty 2134.800802 = -68072.602401 nChanged 7 SP:Iteration 11Q (94.240592 sec): 3 clusters Score: Raw -70215.122403 + Penalty 2134.790044 = -68080.332359 nChanged 4 SP:Iteration 12Q (94.242128 sec): 3 clusters Score: Raw -70219.958501 + Penalty 2134.790044 = -68085.168457 nChanged 4 SP:Iteration 13Q (94.243581 sec): 3 clusters Score: Raw -70225.004625 + Penalty 2134.800103 = -68090.204522 nChanged 1 SP:Iteration 14Q (94.245018 sec): 3 clusters Score: Raw -70227.852326 + Penalty 2134.810048 = -68093.042278 nChanged 1 SP:Iteration 15Q (94.246481 sec): 3 clusters Score: Raw -70228.300369 + Penalty 2134.829598 = -68093.470771 nChanged 2 SP:Iteration 16Q (94.247938 sec): 3 clusters Score: Raw -70231.555167 + Penalty 2134.833422 = -68096.721744 nChanged 5 SP:Iteration 17Q (94.249382 sec): 3 clusters Score: Raw -70237.375983 + Penalty 2134.862442 = -68102.513540 nChanged 5 SP:Iteration 18Q (94.250838 sec): 3 clusters Score: Raw -70244.715116 + Penalty 2134.871894 = -68109.843222 nChanged 3 SP:Iteration 19Q (94.252390 sec): 3 clusters Score: Raw -70247.537724 + Penalty 2134.861930 = -68112.675793 nChanged 3 SP:Iteration 20F (94.254013 sec): 3 clusters Score: Raw -70250.736205 + Penalty 2134.842635 = -68115.893570 nChanged 2 SP:Iteration 21Q (94.255473 sec): 3 clusters Score: Raw -70251.821513 + Penalty 2134.842635 = -68116.978878 nChanged 0 SP:Iteration 22F (94.257036 sec): 3 clusters Score: Raw -70251.821513 + Penalty 2134.842635 = -68116.978878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.259072 sec): 2 clusters Score: Raw -45742.041112 + Penalty 445.498220 = -45296.542892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.260286 sec): 3 clusters Score: Raw -45470.486985 + Penalty 894.349850 = -44576.137135 nChanged 165 SP:Iteration 1F (94.261475 sec): 3 clusters Score: Raw -45574.743150 + Penalty 898.563997 = -44676.179153 nChanged 59 SP:Iteration 2F (94.262672 sec): 3 clusters Score: Raw -45620.705615 + Penalty 896.936536 = -44723.769078 nChanged 48 SP:Iteration 3F (94.263806 sec): 3 clusters Score: Raw -45663.072051 + Penalty 902.910232 = -44760.161819 nChanged 24 SP:Iteration 4Q (94.264922 sec): 3 clusters Score: Raw -45686.971879 + Penalty 903.359060 = -44783.612819 nChanged 23 SP:Iteration 5Q (94.266026 sec): 3 clusters Score: Raw -45701.699487 + Penalty 906.499943 = -44795.199544 nChanged 13 SP:Iteration 6Q (94.267124 sec): 3 clusters Score: Raw -45710.295238 + Penalty 910.945772 = -44799.349466 nChanged 11 SP:Iteration 7Q (94.268240 sec): 3 clusters Score: Raw -45721.523604 + Penalty 917.929821 = -44803.593783 nChanged 15 SP:Iteration 8Q (94.269328 sec): 3 clusters Score: Raw -45731.426791 + Penalty 921.214622 = -44810.212169 nChanged 17 SP:Iteration 9Q (94.270408 sec): 3 clusters Score: Raw -45751.680119 + Penalty 935.758840 = -44815.921279 nChanged 16 SP:Iteration 10F (94.271621 sec): 3 clusters Score: Raw -45771.371355 + Penalty 938.887698 = -44832.483657 nChanged 6 SP:Iteration 11Q (94.272731 sec): 3 clusters Score: Raw -45775.928980 + Penalty 943.323445 = -44832.605536 nChanged 3 SP:Iteration 12Q (94.273853 sec): 3 clusters Score: Raw -45780.273396 + Penalty 950.484119 = -44829.789276 nChanged 2 SP:Iteration 13F (94.275012 sec): 3 clusters Score: Raw -45784.297466 + Penalty 950.177809 = -44834.119656 nChanged 3 SP:Iteration 14Q (94.276040 sec): 3 clusters Score: Raw -45786.763185 + Penalty 950.051808 = -44836.711377 nChanged 1 SP:Iteration 15Q (94.277058 sec): 3 clusters Score: Raw -45786.683269 + Penalty 950.051808 = -44836.631461 nChanged 0 SP:Iteration 16F (94.278173 sec): 3 clusters Score: Raw -45786.683269 + Penalty 950.051808 = -44836.631461 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 62 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.281439 sec): 2 clusters Score: Raw -84854.361508 + Penalty 796.256950 = -84058.104558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.283455 sec): 3 clusters Score: Raw -84362.478957 + Penalty 1589.882480 = -82772.596476 nChanged 312 SP:Iteration 1F (94.285438 sec): 3 clusters Score: Raw -84544.455758 + Penalty 1591.026412 = -82953.429346 nChanged 107 SP:Iteration 2F (94.287366 sec): 3 clusters Score: Raw -84650.874684 + Penalty 1596.198313 = -83054.676370 nChanged 77 SP:Iteration 3F (94.289247 sec): 3 clusters Score: Raw -84746.918844 + Penalty 1602.984437 = -83143.934407 nChanged 56 SP:Iteration 4F (94.291145 sec): 3 clusters Score: Raw -84809.366990 + Penalty 1607.352904 = -83202.014087 nChanged 40 SP:Iteration 5Q (94.293009 sec): 3 clusters Score: Raw -84851.702420 + Penalty 1618.341568 = -83233.360852 nChanged 31 SP:Iteration 6Q (94.294890 sec): 3 clusters Score: Raw -84883.228249 + Penalty 1625.376985 = -83257.851264 nChanged 22 SP:Iteration 7Q (94.296760 sec): 3 clusters Score: Raw -84900.165249 + Penalty 1634.790877 = -83265.374371 nChanged 14 SP:Iteration 8Q (94.298592 sec): 3 clusters Score: Raw -84911.231007 + Penalty 1636.106477 = -83275.124530 nChanged 10 SP:Iteration 9Q (94.300403 sec): 3 clusters Score: Raw -84920.636054 + Penalty 1634.348009 = -83286.288045 nChanged 7 SP:Iteration 10F (94.302315 sec): 3 clusters Score: Raw -84928.102269 + Penalty 1634.924303 = -83293.177965 nChanged 5 SP:Iteration 11Q (94.304102 sec): 3 clusters Score: Raw -84933.181793 + Penalty 1635.103247 = -83298.078545 nChanged 1 SP:Iteration 12Q (94.306049 sec): 3 clusters Score: Raw -84933.734729 + Penalty 1636.037126 = -83297.697604 nChanged 1 SP:Iteration 13F (94.308091 sec): 3 clusters Score: Raw -84934.323761 + Penalty 1636.037126 = -83298.286635 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 101 (1168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.312506 sec): 2 clusters Score: Raw -107753.816144 + Penalty 874.505212 = -106879.310932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.314929 sec): 3 clusters Score: Raw -107125.410061 + Penalty 1747.548400 = -105377.861661 nChanged 410 SP:Iteration 1F (94.317360 sec): 3 clusters Score: Raw -107331.289411 + Penalty 1747.070257 = -105584.219153 nChanged 140 SP:Iteration 2F (94.319831 sec): 3 clusters Score: Raw -107424.988969 + Penalty 1747.487227 = -105677.501742 nChanged 93 SP:Iteration 3F (94.322364 sec): 3 clusters Score: Raw -107499.040357 + Penalty 1746.911291 = -105752.129066 nChanged 77 SP:Iteration 4F (94.324890 sec): 3 clusters Score: Raw -107555.480014 + Penalty 1747.496731 = -105807.983283 nChanged 51 SP:Iteration 5Q (94.327291 sec): 3 clusters Score: Raw -107589.725468 + Penalty 1748.162220 = -105841.563248 nChanged 42 SP:Iteration 6Q (94.329690 sec): 3 clusters Score: Raw -107614.163365 + Penalty 1749.204668 = -105864.958697 nChanged 34 SP:Iteration 7Q (94.332157 sec): 3 clusters Score: Raw -107638.015274 + Penalty 1750.605577 = -105887.409698 nChanged 33 SP:Iteration 8Q (94.334448 sec): 3 clusters Score: Raw -107666.237193 + Penalty 1752.405049 = -105913.832144 nChanged 35 SP:Iteration 9Q (94.336671 sec): 3 clusters Score: Raw -107693.443349 + Penalty 1752.429867 = -105941.013482 nChanged 28 SP:Iteration 10F (94.339178 sec): 3 clusters Score: Raw -107719.014572 + Penalty 1752.287666 = -105966.726906 nChanged 22 SP:Iteration 11Q (94.341503 sec): 3 clusters Score: Raw -107731.503054 + Penalty 1753.715826 = -105977.787228 nChanged 6 SP:Iteration 12Q (94.343701 sec): 3 clusters Score: Raw -107734.091422 + Penalty 1754.619907 = -105979.471515 nChanged 5 SP:Iteration 13Q (94.345877 sec): 3 clusters Score: Raw -107735.825149 + Penalty 1754.823831 = -105981.001318 nChanged 1 SP:Iteration 14Q (94.348045 sec): 3 clusters Score: Raw -107735.939865 + Penalty 1754.823831 = -105981.116033 nChanged 0 SP:Iteration 15F (94.350288 sec): 3 clusters Score: Raw -107735.939865 + Penalty 1754.823831 = -105981.116033 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 106 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.352997 sec): 2 clusters Score: Raw -49738.299304 + Penalty 737.941153 = -49000.358151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.354324 sec): 3 clusters Score: Raw -49477.739206 + Penalty 1475.998845 = -48001.740361 nChanged 166 SP:Iteration 1F (94.355592 sec): 3 clusters Score: Raw -49599.356400 + Penalty 1478.977575 = -48120.378825 nChanged 54 SP:Iteration 2F (94.356853 sec): 3 clusters Score: Raw -49652.271250 + Penalty 1484.166049 = -48168.105201 nChanged 31 SP:Iteration 3F (94.358119 sec): 3 clusters Score: Raw -49676.113594 + Penalty 1487.553201 = -48188.560393 nChanged 16 SP:Iteration 4Q (94.359324 sec): 3 clusters Score: Raw -49686.040039 + Penalty 1491.796537 = -48194.243502 nChanged 12 SP:Iteration 5Q (94.360529 sec): 3 clusters Score: Raw -49694.834802 + Penalty 1497.007990 = -48197.826811 nChanged 17 SP:Iteration 6Q (94.361776 sec): 3 clusters Score: Raw -49707.329932 + Penalty 1501.446972 = -48205.882960 nChanged 12 SP:Iteration 7Q (94.363051 sec): 3 clusters Score: Raw -49713.367759 + Penalty 1503.976817 = -48209.390942 nChanged 5 SP:Iteration 8Q (94.364347 sec): 3 clusters Score: Raw -49718.301102 + Penalty 1509.466982 = -48208.834120 nChanged 9 SP:Iteration 9F (94.365573 sec): 3 clusters Score: Raw -49725.546434 + Penalty 1515.428292 = -48210.118142 nChanged 10 SP:Iteration 10F (94.366793 sec): 3 clusters Score: Raw -49733.666314 + Penalty 1518.647645 = -48215.018669 nChanged 6 SP:Iteration 11Q (94.368013 sec): 3 clusters Score: Raw -49736.579682 + Penalty 1519.903253 = -48216.676429 nChanged 3 SP:Iteration 12Q (94.369213 sec): 3 clusters Score: Raw -49737.743363 + Penalty 1523.196657 = -48214.546707 nChanged 5 SP:Iteration 13F (94.370515 sec): 3 clusters Score: Raw -49741.313636 + Penalty 1528.381113 = -48212.932523 nChanged 8 SP:Iteration 14F (94.371772 sec): 3 clusters Score: Raw -49750.199429 + Penalty 1531.648829 = -48218.550601 nChanged 8 SP:Iteration 15Q (94.373028 sec): 3 clusters Score: Raw -49755.300113 + Penalty 1537.439130 = -48217.860983 nChanged 5 SP:Iteration 16F (94.374314 sec): 3 clusters Score: Raw -49759.458917 + Penalty 1541.555660 = -48217.903257 nChanged 7 SP:Iteration 17Q (94.375516 sec): 3 clusters Score: Raw -49766.497188 + Penalty 1545.223322 = -48221.273866 nChanged 6 SP:Iteration 18Q (94.376717 sec): 3 clusters Score: Raw -49769.493769 + Penalty 1549.798779 = -48219.694990 nChanged 3 SP:Iteration 19F (94.377948 sec): 3 clusters Score: Raw -49774.024165 + Penalty 1553.742555 = -48220.281610 nChanged 5 SP:Iteration 20F (94.379166 sec): 3 clusters Score: Raw -49784.233646 + Penalty 1564.016335 = -48220.217311 nChanged 7 SP:Iteration 21F (94.380383 sec): 3 clusters Score: Raw -49797.536906 + Penalty 1570.783843 = -48226.753063 nChanged 7 SP:Iteration 22Q (94.381543 sec): 3 clusters Score: Raw -49807.045124 + Penalty 1572.710527 = -48234.334597 nChanged 3 SP:Iteration 23Q (94.382689 sec): 3 clusters Score: Raw -49809.766830 + Penalty 1572.710527 = -48237.056304 nChanged 0 SP:Iteration 24F (94.383921 sec): 3 clusters Score: Raw -49809.766830 + Penalty 1572.710527 = -48237.056304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.384932 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.385124 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.385926 sec): 2 clusters Score: Raw -1157.187907 + Penalty 53.951768 = -1103.236139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.386167 sec): 3 clusters Score: Raw -1192.978824 + Penalty 129.434075 = -1063.544749 nChanged 1 SP:Iteration 1F (94.386396 sec): 3 clusters Score: Raw -1194.516141 + Penalty 129.434075 = -1065.082065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.387126 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.387307 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Deleting Class 2 (3 points): Lose 47.124885 but Gain 83.281477 Iteration 213F (94.804839 sec): 25 clusters Score: Raw -2755503.126813 + Penalty 23004.370955 = -2732498.755858 nChanged 3 Deleting Class 4 (7 points): Lose 94.265200 but Gain 96.449983 Iteration 214F (95.192327 sec): 24 clusters Score: Raw -2755429.183921 + Penalty 22887.564978 = -2732541.618942 nChanged 7 Iteration 215Q (95.288902 sec): 24 clusters Score: Raw -2755475.034096 + Penalty 22880.471926 = -2732594.562171 nChanged 4 Iteration 216Q (95.384867 sec): 24 clusters Score: Raw -2755476.446270 + Penalty 22881.456784 = -2732594.989486 nChanged 1 Iteration 217Q (95.482064 sec): 24 clusters Score: Raw -2755476.519751 + Penalty 22879.300109 = -2732597.219642 nChanged 1 Iteration 218Q (95.578007 sec): 24 clusters Score: Raw -2755476.829462 + Penalty 22878.899650 = -2732597.929812 nChanged 1 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2755476.829462 + Penalty 22878.899650 = -2732597.929812Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.645531 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.647468 sec): 3 clusters Score: Raw -78772.044853 + Penalty 213.598065 = -78558.446789 nChanged 384 SP:Iteration 1F (95.649368 sec): 3 clusters Score: Raw -79110.347294 + Penalty 213.522953 = -78896.824341 nChanged 61 SP:Iteration 2F (95.651205 sec): 3 clusters Score: Raw -79155.139821 + Penalty 214.195898 = -78940.943923 nChanged 45 SP:Iteration 3Q (95.652958 sec): 3 clusters Score: Raw -79182.002048 + Penalty 214.689661 = -78967.312388 nChanged 30 SP:Iteration 4Q (95.654714 sec): 3 clusters Score: Raw -79194.237618 + Penalty 214.740455 = -78979.497163 nChanged 10 SP:Iteration 5Q (95.656490 sec): 3 clusters Score: Raw -79197.200476 + Penalty 214.657898 = -78982.542578 nChanged 7 SP:Iteration 6Q (95.658243 sec): 3 clusters Score: Raw -79199.486308 + Penalty 214.612642 = -78984.873665 nChanged 6 SP:Iteration 7Q (95.659975 sec): 3 clusters Score: Raw -79200.248724 + Penalty 214.229847 = -78986.018877 nChanged 5 SP:Iteration 8Q (95.661691 sec): 3 clusters Score: Raw -79200.851652 + Penalty 214.229847 = -78986.621805 nChanged 0 SP:Iteration 9F (95.663446 sec): 3 clusters Score: Raw -79200.851652 + Penalty 214.229847 = -78986.621805 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.750256 sec): 2 clusters Score: Raw -1576010.165040 + Penalty 297.870636 = -1575712.294404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.787787 sec): 3 clusters Score: Raw -1562743.337010 + Penalty 600.997832 = -1562142.339178 nChanged 9425 SP:Iteration 1F (95.824199 sec): 3 clusters Score: Raw -1567221.608868 + Penalty 665.431822 = -1566556.177046 nChanged 3276 SP:Iteration 2F (95.861442 sec): 3 clusters Score: Raw -1569388.155829 + Penalty 772.966373 = -1568615.189456 nChanged 2254 SP:Iteration 3F (95.897772 sec): 3 clusters Score: Raw -1571431.371764 + Penalty 893.785446 = -1570537.586318 nChanged 1897 SP:Iteration 4F (95.934096 sec): 3 clusters Score: Raw -1573071.435012 + Penalty 993.658782 = -1572077.776230 nChanged 1331 SP:Iteration 5F (95.970568 sec): 3 clusters Score: Raw -1574073.086051 + Penalty 1077.335136 = -1572995.750916 nChanged 934 SP:Iteration 6Q (96.006073 sec): 3 clusters Score: Raw -1574773.713370 + Penalty 1163.022134 = -1573610.691236 nChanged 698 SP:Iteration 7Q (96.039168 sec): 3 clusters Score: Raw -1575336.529516 + Penalty 1257.391158 = -1574079.138358 nChanged 448 SP:Iteration 8Q (96.071315 sec): 3 clusters Score: Raw -1575724.981448 + Penalty 1311.454311 = -1574413.527137 nChanged 221 SP:Iteration 9Q (96.102011 sec): 3 clusters Score: Raw -1575917.560384 + Penalty 1359.467772 = -1574558.092611 nChanged 95 SP:Iteration 10F (96.138451 sec): 3 clusters Score: Raw -1576001.013922 + Penalty 1385.257042 = -1574615.756880 nChanged 28 SP:Iteration 11Q (96.167876 sec): 3 clusters Score: Raw -1576027.589089 + Penalty 1399.558684 = -1574628.030406 nChanged 14 SP:Iteration 12Q (96.196506 sec): 3 clusters Score: Raw -1576043.350911 + Penalty 1415.275814 = -1574628.075097 nChanged 8 SP:Iteration 13Q (96.224969 sec): 3 clusters Score: Raw -1576051.140878 + Penalty 1432.300890 = -1574618.839988 nChanged 5 SP:Iteration 14F (96.261877 sec): 3 clusters Score: Raw -1576055.306233 + Penalty 1442.555706 = -1574612.750526 nChanged 2 SP:Iteration 15F (96.298066 sec): 3 clusters Score: Raw -1576056.937702 + Penalty 1444.868679 = -1574612.069023 nChanged 2 SP:Iteration 16F (96.334214 sec): 3 clusters Score: Raw -1576058.840002 + Penalty 1444.868679 = -1574613.971324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.345117 sec): 2 clusters Score: Raw -3725.352845 + Penalty 169.220851 = -3556.131993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.345462 sec): 3 clusters Score: Raw -3822.495682 + Penalty 334.580945 = -3487.914737 nChanged 8 SP:Iteration 1F (96.345779 sec): 3 clusters Score: Raw -3833.036392 + Penalty 338.441703 = -3494.594689 nChanged 3 SP:Iteration 2Q (96.346081 sec): 3 clusters Score: Raw -3835.863084 + Penalty 342.912467 = -3492.950617 nChanged 1 SP:Iteration 3F (96.346395 sec): 3 clusters Score: Raw -3837.347961 + Penalty 347.102682 = -3490.245279 nChanged 1 SP:Iteration 4F (96.346710 sec): 3 clusters Score: Raw -3838.053555 + Penalty 347.102682 = -3490.950873 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.349294 sec): 2 clusters Score: Raw -60515.462503 + Penalty 668.326971 = -59847.135532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.350672 sec): 3 clusters Score: Raw -60234.143427 + Penalty 1345.326130 = -58888.817297 nChanged 214 SP:Iteration 1F (96.352090 sec): 3 clusters Score: Raw -60376.988733 + Penalty 1354.614854 = -59022.373879 nChanged 53 SP:Iteration 2F (96.353510 sec): 3 clusters Score: Raw -60421.411835 + Penalty 1366.917443 = -59054.494392 nChanged 42 SP:Iteration 3F (96.355012 sec): 3 clusters Score: Raw -60459.259226 + Penalty 1380.815336 = -59078.443889 nChanged 25 SP:Iteration 4Q (96.356415 sec): 3 clusters Score: Raw -60485.273263 + Penalty 1388.888782 = -59096.384480 nChanged 26 SP:Iteration 5Q (96.357790 sec): 3 clusters Score: Raw -60505.319169 + Penalty 1395.621528 = -59109.697641 nChanged 21 SP:Iteration 6Q (96.359207 sec): 3 clusters Score: Raw -60519.403493 + Penalty 1400.368219 = -59119.035274 nChanged 15 SP:Iteration 7Q (96.360592 sec): 3 clusters Score: Raw -60528.907457 + Penalty 1405.314236 = -59123.593221 nChanged 13 SP:Iteration 8Q (96.361991 sec): 3 clusters Score: Raw -60538.537992 + Penalty 1410.535389 = -59128.002603 nChanged 9 SP:Iteration 9Q (96.363369 sec): 3 clusters Score: Raw -60547.942768 + Penalty 1415.420561 = -59132.522206 nChanged 8 SP:Iteration 10F (96.364761 sec): 3 clusters Score: Raw -60554.685428 + Penalty 1418.528266 = -59136.157162 nChanged 9 SP:Iteration 11Q (96.366119 sec): 3 clusters Score: Raw -60566.547515 + Penalty 1419.225527 = -59147.321988 nChanged 5 SP:Iteration 12Q (96.367468 sec): 3 clusters Score: Raw -60572.787457 + Penalty 1417.756790 = -59155.030667 nChanged 3 SP:Iteration 13Q (96.368802 sec): 3 clusters Score: Raw -60574.668105 + Penalty 1419.191793 = -59155.476312 nChanged 3 SP:Iteration 14Q (96.370136 sec): 3 clusters Score: Raw -60576.821835 + Penalty 1421.843785 = -59154.978049 nChanged 2 SP:Iteration 15F (96.371524 sec): 3 clusters Score: Raw -60579.315215 + Penalty 1421.843785 = -59157.471430 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.380828 sec): 2 clusters Score: Raw -155031.234185 + Penalty 805.227242 = -154226.006943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.384142 sec): 3 clusters Score: Raw -154044.618369 + Penalty 1607.399803 = -152437.218566 nChanged 667 SP:Iteration 1F (96.387276 sec): 3 clusters Score: Raw -154352.242900 + Penalty 1600.657394 = -152751.585506 nChanged 201 SP:Iteration 2F (96.390408 sec): 3 clusters Score: Raw -154492.466746 + Penalty 1591.477328 = -152900.989418 nChanged 170 SP:Iteration 3F (96.393667 sec): 3 clusters Score: Raw -154608.900652 + Penalty 1582.941346 = -153025.959306 nChanged 130 SP:Iteration 4F (96.396903 sec): 3 clusters Score: Raw -154698.857574 + Penalty 1581.318738 = -153117.538835 nChanged 110 SP:Iteration 5F (96.400105 sec): 3 clusters Score: Raw -154773.556605 + Penalty 1586.563646 = -153186.992959 nChanged 84 SP:Iteration 6Q (96.403368 sec): 3 clusters Score: Raw -154837.050668 + Penalty 1597.950706 = -153239.099962 nChanged 89 SP:Iteration 7F (96.406548 sec): 3 clusters Score: Raw -154913.650376 + Penalty 1608.995195 = -153304.655181 nChanged 68 SP:Iteration 8Q (96.409706 sec): 3 clusters Score: Raw -154961.406091 + Penalty 1620.772026 = -153340.634065 nChanged 63 SP:Iteration 9Q (96.413191 sec): 3 clusters Score: Raw -155003.656460 + Penalty 1632.261619 = -153371.394841 nChanged 50 SP:Iteration 10F (96.416462 sec): 3 clusters Score: Raw -155041.132193 + Penalty 1643.524530 = -153397.607663 nChanged 46 SP:Iteration 11Q (96.419582 sec): 3 clusters Score: Raw -155070.860137 + Penalty 1654.417111 = -153416.443026 nChanged 44 SP:Iteration 12Q (96.422650 sec): 3 clusters Score: Raw -155095.773282 + Penalty 1663.243894 = -153432.529388 nChanged 32 SP:Iteration 13Q (96.425694 sec): 3 clusters Score: Raw -155111.575789 + Penalty 1670.197980 = -153441.377809 nChanged 26 SP:Iteration 14Q (96.428728 sec): 3 clusters Score: Raw -155127.669383 + Penalty 1677.517022 = -153450.152361 nChanged 27 SP:Iteration 15Q (96.431841 sec): 3 clusters Score: Raw -155141.893666 + Penalty 1683.986252 = -153457.907414 nChanged 22 SP:Iteration 16Q (96.434852 sec): 3 clusters Score: Raw -155154.972460 + Penalty 1689.720325 = -153465.252135 nChanged 20 SP:Iteration 17Q (96.437823 sec): 3 clusters Score: Raw -155165.699410 + Penalty 1695.611711 = -153470.087699 nChanged 20 SP:Iteration 18Q (96.440782 sec): 3 clusters Score: Raw -155174.109142 + Penalty 1698.475298 = -153475.633845 nChanged 10 SP:Iteration 19Q (96.443870 sec): 3 clusters Score: Raw -155178.532545 + Penalty 1701.201084 = -153477.331460 nChanged 10 SP:Iteration 20F (96.447304 sec): 3 clusters Score: Raw -155181.977685 + Penalty 1703.943515 = -153478.034170 nChanged 9 SP:Iteration 21Q (96.450320 sec): 3 clusters Score: Raw -155184.821517 + Penalty 1706.359387 = -153478.462130 nChanged 7 SP:Iteration 22Q (96.453283 sec): 3 clusters Score: Raw -155186.775521 + Penalty 1708.311025 = -153478.464496 nChanged 7 SP:Iteration 23Q (96.456208 sec): 3 clusters Score: Raw -155188.101607 + Penalty 1709.976993 = -153478.124614 nChanged 4 SP:Iteration 24F (96.459360 sec): 3 clusters Score: Raw -155188.495677 + Penalty 1710.483396 = -153478.012281 nChanged 1 SP:Iteration 25F (96.462586 sec): 3 clusters Score: Raw -155188.523408 + Penalty 1710.764158 = -153477.759250 nChanged 1 SP:Iteration 26F (96.465935 sec): 3 clusters Score: Raw -155188.559637 + Penalty 1711.011425 = -153477.548212 nChanged 1 SP:Iteration 27F (96.469157 sec): 3 clusters Score: Raw -155188.609131 + Penalty 1711.011425 = -153477.597706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.478149 sec): 2 clusters Score: Raw -43554.149985 + Penalty 543.257697 = -43010.892288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.479264 sec): 3 clusters Score: Raw -43316.577569 + Penalty 1105.131041 = -42211.446528 nChanged 166 SP:Iteration 1F (96.480361 sec): 3 clusters Score: Raw -43483.013979 + Penalty 1135.727891 = -42347.286088 nChanged 54 SP:Iteration 2F (96.481478 sec): 3 clusters Score: Raw -43549.815008 + Penalty 1170.719151 = -42379.095857 nChanged 37 SP:Iteration 3F (96.482536 sec): 3 clusters Score: Raw -43605.040351 + Penalty 1209.704890 = -42395.335461 nChanged 27 SP:Iteration 4F (96.483581 sec): 3 clusters Score: Raw -43647.394345 + Penalty 1230.397924 = -42416.996421 nChanged 15 SP:Iteration 5Q (96.484567 sec): 3 clusters Score: Raw -43669.344768 + Penalty 1241.866272 = -42427.478496 nChanged 7 SP:Iteration 6Q (96.485539 sec): 3 clusters Score: Raw -43678.054433 + Penalty 1251.849825 = -42426.204608 nChanged 6 SP:Iteration 7F (96.486583 sec): 3 clusters Score: Raw -43686.161523 + Penalty 1259.789657 = -42426.371866 nChanged 2 SP:Iteration 8Q (96.487539 sec): 3 clusters Score: Raw -43689.797533 + Penalty 1260.565719 = -42429.231814 nChanged 1 SP:Iteration 9Q (96.488485 sec): 3 clusters Score: Raw -43690.310963 + Penalty 1260.565719 = -42429.745245 nChanged 0 SP:Iteration 10F (96.489530 sec): 3 clusters Score: Raw -43690.310963 + Penalty 1260.565719 = -42429.745245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.491381 sec): 2 clusters Score: Raw -43575.545378 + Penalty 992.226906 = -42583.318472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.492469 sec): 3 clusters Score: Raw -43454.243990 + Penalty 1984.363002 = -41469.880988 nChanged 110 SP:Iteration 1F (96.493538 sec): 3 clusters Score: Raw -43606.298956 + Penalty 1984.247311 = -41622.051646 nChanged 28 SP:Iteration 2F (96.494650 sec): 3 clusters Score: Raw -43647.639628 + Penalty 1984.123510 = -41663.516118 nChanged 19 SP:Iteration 3Q (96.495754 sec): 3 clusters Score: Raw -43686.550570 + Penalty 1984.155486 = -41702.395084 nChanged 11 SP:Iteration 4Q (96.496791 sec): 3 clusters Score: Raw -43706.463470 + Penalty 1984.042137 = -41722.421333 nChanged 8 SP:Iteration 5Q (96.497825 sec): 3 clusters Score: Raw -43727.832675 + Penalty 1984.124335 = -41743.708340 nChanged 6 SP:Iteration 6Q (96.498852 sec): 3 clusters Score: Raw -43736.280783 + Penalty 1984.001503 = -41752.279280 nChanged 5 SP:Iteration 7Q (96.499877 sec): 3 clusters Score: Raw -43742.973863 + Penalty 1984.010171 = -41758.963693 nChanged 5 SP:Iteration 8Q (96.500905 sec): 3 clusters Score: Raw -43752.897452 + Penalty 1984.020699 = -41768.876753 nChanged 5 SP:Iteration 9Q (96.501932 sec): 3 clusters Score: Raw -43760.293644 + Penalty 1983.997225 = -41776.296419 nChanged 1 SP:Iteration 10F (96.503044 sec): 3 clusters Score: Raw -43763.845491 + Penalty 1984.123392 = -41779.722098 nChanged 4 SP:Iteration 11Q (96.504066 sec): 3 clusters Score: Raw -43772.433937 + Penalty 1984.151935 = -41788.282001 nChanged 1 SP:Iteration 12Q (96.505084 sec): 3 clusters Score: Raw -43775.494447 + Penalty 1984.174748 = -41791.319700 nChanged 1 SP:Iteration 13Q (96.506099 sec): 3 clusters Score: Raw -43776.410223 + Penalty 1984.174748 = -41792.235475 nChanged 0 SP:Iteration 14F (96.507159 sec): 3 clusters Score: Raw -43776.410223 + Penalty 1984.174748 = -41792.235475 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.511867 sec): 2 clusters Score: Raw -126660.730224 + Penalty 1144.717421 = -125516.012803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.514540 sec): 3 clusters Score: Raw -126143.700688 + Penalty 2290.278437 = -123853.422251 nChanged 432 SP:Iteration 1F (96.517072 sec): 3 clusters Score: Raw -126545.286570 + Penalty 2291.770659 = -124253.515910 nChanged 141 SP:Iteration 2F (96.519506 sec): 3 clusters Score: Raw -126743.090557 + Penalty 2292.323170 = -124450.767387 nChanged 93 SP:Iteration 3F (96.521934 sec): 3 clusters Score: Raw -126863.709832 + Penalty 2292.562645 = -124571.147187 nChanged 61 SP:Iteration 4Q (96.524334 sec): 3 clusters Score: Raw -126949.488463 + Penalty 2292.543309 = -124656.945154 nChanged 55 SP:Iteration 5Q (96.526655 sec): 3 clusters Score: Raw -127019.281414 + Penalty 2292.658606 = -124726.622808 nChanged 39 SP:Iteration 6Q (96.528989 sec): 3 clusters Score: Raw -127072.159469 + Penalty 2292.670573 = -124779.488896 nChanged 30 SP:Iteration 7Q (96.531334 sec): 3 clusters Score: Raw -127111.893723 + Penalty 2292.645166 = -124819.248557 nChanged 23 SP:Iteration 8Q (96.533687 sec): 3 clusters Score: Raw -127139.791564 + Penalty 2292.469998 = -124847.321567 nChanged 15 SP:Iteration 9Q (96.536023 sec): 3 clusters Score: Raw -127156.461198 + Penalty 2292.219756 = -124864.241442 nChanged 15 SP:Iteration 10F (96.538417 sec): 3 clusters Score: Raw -127174.903197 + Penalty 2291.972422 = -124882.930775 nChanged 14 SP:Iteration 11Q (96.540692 sec): 3 clusters Score: Raw -127188.660237 + Penalty 2291.771171 = -124896.889065 nChanged 12 SP:Iteration 12Q (96.542991 sec): 3 clusters Score: Raw -127204.574597 + Penalty 2291.632521 = -124912.942076 nChanged 13 SP:Iteration 13Q (96.545416 sec): 3 clusters Score: Raw -127214.994809 + Penalty 2291.410921 = -124923.583888 nChanged 9 SP:Iteration 14Q (96.547850 sec): 3 clusters Score: Raw -127222.347690 + Penalty 2291.219688 = -124931.128002 nChanged 9 SP:Iteration 15Q (96.550123 sec): 3 clusters Score: Raw -127228.100942 + Penalty 2291.148911 = -124936.952031 nChanged 3 SP:Iteration 16Q (96.552365 sec): 3 clusters Score: Raw -127229.697970 + Penalty 2291.033070 = -124938.664900 nChanged 4 SP:Iteration 17Q (96.554604 sec): 3 clusters Score: Raw -127233.740769 + Penalty 2291.033070 = -124942.707699 nChanged 0 SP:Iteration 18F (96.556996 sec): 3 clusters Score: Raw -127233.740769 + Penalty 2291.033070 = -124942.707699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.560286 sec): 2 clusters Score: Raw -42629.105847 + Penalty 884.243742 = -41744.862105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.561251 sec): 3 clusters Score: Raw -42484.667646 + Penalty 1773.866240 = -40710.801406 nChanged 110 SP:Iteration 1F (96.562226 sec): 3 clusters Score: Raw -42627.214800 + Penalty 1777.552504 = -40849.662297 nChanged 40 SP:Iteration 2F (96.563225 sec): 3 clusters Score: Raw -42697.957148 + Penalty 1781.578368 = -40916.378780 nChanged 26 SP:Iteration 3F (96.564194 sec): 3 clusters Score: Raw -42750.640211 + Penalty 1788.074148 = -40962.566063 nChanged 18 SP:Iteration 4Q (96.565105 sec): 3 clusters Score: Raw -42782.164525 + Penalty 1791.152494 = -40991.012030 nChanged 11 SP:Iteration 5Q (96.566037 sec): 3 clusters Score: Raw -42797.054847 + Penalty 1791.891452 = -41005.163395 nChanged 3 SP:Iteration 6Q (96.566967 sec): 3 clusters Score: Raw -42799.159880 + Penalty 1793.175457 = -41005.984423 nChanged 2 SP:Iteration 7Q (96.567896 sec): 3 clusters Score: Raw -42807.400666 + Penalty 1793.686175 = -41013.714492 nChanged 1 SP:Iteration 8Q (96.568822 sec): 3 clusters Score: Raw -42809.527199 + Penalty 1793.686175 = -41015.841025 nChanged 0 SP:Iteration 9F (96.569809 sec): 3 clusters Score: Raw -42809.527199 + Penalty 1793.686175 = -41015.841025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.572081 sec): 2 clusters Score: Raw -59551.822799 + Penalty 930.415253 = -58621.407546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.573388 sec): 3 clusters Score: Raw -59315.206103 + Penalty 1860.846436 = -57454.359667 nChanged 176 SP:Iteration 1F (96.574727 sec): 3 clusters Score: Raw -59453.936439 + Penalty 1860.856317 = -57593.080122 nChanged 49 SP:Iteration 2F (96.576016 sec): 3 clusters Score: Raw -59496.884464 + Penalty 1861.087974 = -57635.796490 nChanged 31 SP:Iteration 3F (96.577374 sec): 3 clusters Score: Raw -59532.562983 + Penalty 1861.097740 = -57671.465243 nChanged 26 SP:Iteration 4Q (96.578701 sec): 3 clusters Score: Raw -59556.835902 + Penalty 1860.911639 = -57695.924263 nChanged 13 SP:Iteration 5Q (96.580018 sec): 3 clusters Score: Raw -59565.748305 + Penalty 1860.361266 = -57705.387039 nChanged 7 SP:Iteration 6Q (96.581293 sec): 3 clusters Score: Raw -59570.721103 + Penalty 1859.369212 = -57711.351891 nChanged 11 SP:Iteration 7Q (96.582578 sec): 3 clusters Score: Raw -59577.510704 + Penalty 1858.545578 = -57718.965126 nChanged 8 SP:Iteration 8Q (96.583898 sec): 3 clusters Score: Raw -59583.753093 + Penalty 1858.149821 = -57725.603272 nChanged 6 SP:Iteration 9Q (96.585150 sec): 3 clusters Score: Raw -59587.553493 + Penalty 1857.934733 = -57729.618760 nChanged 3 SP:Iteration 10F (96.586415 sec): 3 clusters Score: Raw -59589.433742 + Penalty 1857.712297 = -57731.721445 nChanged 2 SP:Iteration 11Q (96.587676 sec): 3 clusters Score: Raw -59590.701541 + Penalty 1857.618894 = -57733.082647 nChanged 1 SP:Iteration 12Q (96.588928 sec): 3 clusters Score: Raw -59591.328879 + Penalty 1857.554960 = -57733.773919 nChanged 1 SP:Iteration 13Q (96.590181 sec): 3 clusters Score: Raw -59593.290557 + Penalty 1857.484245 = -57735.806311 nChanged 3 SP:Iteration 14Q (96.591434 sec): 3 clusters Score: Raw -59594.687179 + Penalty 1857.332727 = -57737.354452 nChanged 1 SP:Iteration 15Q (96.592695 sec): 3 clusters Score: Raw -59596.401418 + Penalty 1857.318148 = -57739.083271 nChanged 3 SP:Iteration 16Q (96.593966 sec): 3 clusters Score: Raw -59597.900304 + Penalty 1857.307842 = -57740.592462 nChanged 1 SP:Iteration 17Q (96.595226 sec): 3 clusters Score: Raw -59598.223476 + Penalty 1857.307842 = -57740.915634 nChanged 0 SP:Iteration 18F (96.596508 sec): 3 clusters Score: Raw -59598.223476 + Penalty 1857.307842 = -57740.915634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.598137 sec): 2 clusters Score: Raw -36152.986191 + Penalty 865.983638 = -35287.002553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.599079 sec): 3 clusters Score: Raw -36045.210820 + Penalty 1731.001527 = -34314.209293 nChanged 83 SP:Iteration 1F (96.600005 sec): 3 clusters Score: Raw -36144.135615 + Penalty 1729.156223 = -34414.979392 nChanged 30 SP:Iteration 2F (96.600907 sec): 3 clusters Score: Raw -36180.748309 + Penalty 1729.923749 = -34450.824560 nChanged 21 SP:Iteration 3F (96.601794 sec): 3 clusters Score: Raw -36202.631801 + Penalty 1731.790992 = -34470.840809 nChanged 9 SP:Iteration 4Q (96.602673 sec): 3 clusters Score: Raw -36212.364155 + Penalty 1732.049214 = -34480.314942 nChanged 3 SP:Iteration 5Q (96.603588 sec): 3 clusters Score: Raw -36216.484564 + Penalty 1732.756932 = -34483.727632 nChanged 2 SP:Iteration 6Q (96.604460 sec): 3 clusters Score: Raw -36219.345860 + Penalty 1734.805108 = -34484.540753 nChanged 5 SP:Iteration 7Q (96.605330 sec): 3 clusters Score: Raw -36225.819895 + Penalty 1734.123268 = -34491.696627 nChanged 3 SP:Iteration 8Q (96.606201 sec): 3 clusters Score: Raw -36230.563176 + Penalty 1734.123268 = -34496.439908 nChanged 0 SP:Iteration 9F (96.607086 sec): 3 clusters Score: Raw -36230.563176 + Penalty 1734.123268 = -34496.439908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.611223 sec): 2 clusters Score: Raw -98001.924542 + Penalty 507.963108 = -97493.961434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.613507 sec): 3 clusters Score: Raw -97371.191047 + Penalty 1020.125130 = -96351.065917 nChanged 427 SP:Iteration 1F (96.615638 sec): 3 clusters Score: Raw -97689.902218 + Penalty 1027.549594 = -96662.352624 nChanged 107 SP:Iteration 2F (96.617706 sec): 3 clusters Score: Raw -97778.967113 + Penalty 1031.914002 = -96747.053111 nChanged 72 SP:Iteration 3F (96.619771 sec): 3 clusters Score: Raw -97848.148032 + Penalty 1035.746450 = -96812.401581 nChanged 63 SP:Iteration 4F (96.621834 sec): 3 clusters Score: Raw -97897.965743 + Penalty 1037.621662 = -96860.344081 nChanged 38 SP:Iteration 5Q (96.623837 sec): 3 clusters Score: Raw -97924.631722 + Penalty 1039.346266 = -96885.285456 nChanged 29 SP:Iteration 6Q (96.625792 sec): 3 clusters Score: Raw -97937.366706 + Penalty 1038.323610 = -96899.043096 nChanged 23 SP:Iteration 7Q (96.627736 sec): 3 clusters Score: Raw -97947.353370 + Penalty 1040.674852 = -96906.678518 nChanged 19 SP:Iteration 8Q (96.629749 sec): 3 clusters Score: Raw -97959.990220 + Penalty 1046.287772 = -96913.702448 nChanged 11 SP:Iteration 9Q (96.631737 sec): 3 clusters Score: Raw -97966.086446 + Penalty 1050.372014 = -96915.714431 nChanged 9 SP:Iteration 10F (96.633836 sec): 3 clusters Score: Raw -97969.815591 + Penalty 1051.273341 = -96918.542251 nChanged 6 SP:Iteration 11Q (96.635739 sec): 3 clusters Score: Raw -97972.946502 + Penalty 1051.771276 = -96921.175225 nChanged 5 SP:Iteration 12Q (96.637629 sec): 3 clusters Score: Raw -97974.915417 + Penalty 1055.669132 = -96919.246285 nChanged 5 SP:Iteration 13F (96.639717 sec): 3 clusters Score: Raw -97976.760680 + Penalty 1053.997634 = -96922.763046 nChanged 3 SP:Iteration 14Q (96.641621 sec): 3 clusters Score: Raw -97977.613665 + Penalty 1053.330917 = -96924.282748 nChanged 6 SP:Iteration 15Q (96.643539 sec): 3 clusters Score: Raw -97979.313808 + Penalty 1053.169296 = -96926.144512 nChanged 2 SP:Iteration 16Q (96.645568 sec): 3 clusters Score: Raw -97981.105402 + Penalty 1053.133889 = -96927.971514 nChanged 3 SP:Iteration 17Q (96.647584 sec): 3 clusters Score: Raw -97983.511679 + Penalty 1055.271257 = -96928.240422 nChanged 2 SP:Iteration 18Q (96.649506 sec): 3 clusters Score: Raw -97984.900144 + Penalty 1058.593182 = -96926.306962 nChanged 4 SP:Iteration 19F (96.651565 sec): 3 clusters Score: Raw -97985.676539 + Penalty 1061.871831 = -96923.804708 nChanged 4 SP:Iteration 20F (96.653626 sec): 3 clusters Score: Raw -97986.667429 + Penalty 1064.773753 = -96921.893676 nChanged 3 SP:Iteration 21F (96.655684 sec): 3 clusters Score: Raw -97987.272034 + Penalty 1063.458557 = -96923.813477 nChanged 1 SP:Iteration 22Q (96.657539 sec): 3 clusters Score: Raw -97987.776658 + Penalty 1064.660043 = -96923.116615 nChanged 1 SP:Iteration 23F (96.659727 sec): 3 clusters Score: Raw -97989.619639 + Penalty 1066.886392 = -96922.733247 nChanged 5 SP:Iteration 24F (96.661805 sec): 3 clusters Score: Raw -97994.492268 + Penalty 1074.874614 = -96919.617653 nChanged 8 SP:Iteration 25F (96.663868 sec): 3 clusters Score: Raw -97998.291581 + Penalty 1077.299992 = -96920.991589 nChanged 4 SP:Iteration 26Q (96.665910 sec): 3 clusters Score: Raw -97999.547567 + Penalty 1078.647595 = -96920.899972 nChanged 1 SP:Iteration 27F (96.668154 sec): 3 clusters Score: Raw -97999.864316 + Penalty 1079.745301 = -96920.119014 nChanged 1 SP:Iteration 28F (96.670375 sec): 3 clusters Score: Raw -98000.049547 + Penalty 1080.920309 = -96919.129238 nChanged 2 SP:Iteration 29F (96.672604 sec): 3 clusters Score: Raw -98001.217666 + Penalty 1080.920309 = -96920.297357 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.676593 sec): 2 clusters Score: Raw -83656.215006 + Penalty 1002.832123 = -82653.382883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.678424 sec): 3 clusters Score: Raw -83324.973680 + Penalty 2002.830090 = -81322.143590 nChanged 268 SP:Iteration 1F (96.680169 sec): 3 clusters Score: Raw -83604.466395 + Penalty 2005.250420 = -81599.215976 nChanged 79 SP:Iteration 2F (96.681829 sec): 3 clusters Score: Raw -83699.627119 + Penalty 2010.417732 = -81689.209387 nChanged 46 SP:Iteration 3F (96.683461 sec): 3 clusters Score: Raw -83753.851602 + Penalty 2013.586543 = -81740.265059 nChanged 28 SP:Iteration 4Q (96.685149 sec): 3 clusters Score: Raw -83784.360135 + Penalty 2016.566811 = -81767.793324 nChanged 23 SP:Iteration 5Q (96.686753 sec): 3 clusters Score: Raw -83802.944308 + Penalty 2018.840655 = -81784.103653 nChanged 20 SP:Iteration 6Q (96.688372 sec): 3 clusters Score: Raw -83823.145968 + Penalty 2021.561963 = -81801.584005 nChanged 16 SP:Iteration 7Q (96.689968 sec): 3 clusters Score: Raw -83840.316354 + Penalty 2022.579698 = -81817.736656 nChanged 14 SP:Iteration 8Q (96.691537 sec): 3 clusters Score: Raw -83857.596819 + Penalty 2023.562051 = -81834.034768 nChanged 11 SP:Iteration 9Q (96.693114 sec): 3 clusters Score: Raw -83866.808239 + Penalty 2024.275639 = -81842.532600 nChanged 8 SP:Iteration 10F (96.694778 sec): 3 clusters Score: Raw -83873.495669 + Penalty 2024.052796 = -81849.442873 nChanged 3 SP:Iteration 11Q (96.696383 sec): 3 clusters Score: Raw -83876.234549 + Penalty 2024.143027 = -81852.091522 nChanged 2 SP:Iteration 12Q (96.697991 sec): 3 clusters Score: Raw -83880.625443 + Penalty 2024.407295 = -81856.218148 nChanged 1 SP:Iteration 13Q (96.699584 sec): 3 clusters Score: Raw -83883.410088 + Penalty 2024.169776 = -81859.240312 nChanged 1 SP:Iteration 14Q (96.701151 sec): 3 clusters Score: Raw -83883.759375 + Penalty 2024.169776 = -81859.589599 nChanged 0 SP:Iteration 15F (96.702772 sec): 3 clusters Score: Raw -83883.759375 + Penalty 2024.169776 = -81859.589599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.704564 sec): 2 clusters Score: Raw -20075.163561 + Penalty 431.091564 = -19644.071996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.705273 sec): 3 clusters Score: Raw -20013.516992 + Penalty 870.711305 = -19142.805687 nChanged 70 SP:Iteration 1F (96.705955 sec): 3 clusters Score: Raw -20140.820779 + Penalty 868.536942 = -19272.283838 nChanged 22 SP:Iteration 2F (96.706635 sec): 3 clusters Score: Raw -20180.423478 + Penalty 865.093544 = -19315.329934 nChanged 10 SP:Iteration 3Q (96.707288 sec): 3 clusters Score: Raw -20195.975568 + Penalty 861.395927 = -19334.579641 nChanged 5 SP:Iteration 4Q (96.707932 sec): 3 clusters Score: Raw -20200.477822 + Penalty 859.392778 = -19341.085044 nChanged 3 SP:Iteration 5Q (96.708581 sec): 3 clusters Score: Raw -20205.502494 + Penalty 860.219583 = -19345.282911 nChanged 1 SP:Iteration 6Q (96.709204 sec): 3 clusters Score: Raw -20206.329299 + Penalty 858.216408 = -19348.112891 nChanged 1 SP:Iteration 7Q (96.709864 sec): 3 clusters Score: Raw -20207.010796 + Penalty 857.456970 = -19349.553826 nChanged 1 SP:Iteration 8Q (96.710515 sec): 3 clusters Score: Raw -20207.805974 + Penalty 859.025394 = -19348.780579 nChanged 2 SP:Iteration 9F (96.711219 sec): 3 clusters Score: Raw -20211.457679 + Penalty 853.618151 = -19357.839528 nChanged 2 SP:Iteration 10F (96.711899 sec): 3 clusters Score: Raw -20215.069839 + Penalty 850.031516 = -19365.038323 nChanged 1 SP:Iteration 11Q (96.712543 sec): 3 clusters Score: Raw -20218.459839 + Penalty 850.767137 = -19367.692702 nChanged 1 SP:Iteration 12Q (96.713180 sec): 3 clusters Score: Raw -20219.259799 + Penalty 850.767137 = -19368.492661 nChanged 0 SP:Iteration 13F (96.713857 sec): 3 clusters Score: Raw -20219.259799 + Penalty 850.767137 = -19368.492661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.716379 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.717501 sec): 3 clusters Score: Raw -42176.923294 + Penalty 262.585873 = -41914.337422 nChanged 194 SP:Iteration 1F (96.718514 sec): 3 clusters Score: Raw -42312.793776 + Penalty 266.203605 = -42046.590171 nChanged 58 SP:Iteration 2F (96.719518 sec): 3 clusters Score: Raw -42360.214593 + Penalty 272.403472 = -42087.811121 nChanged 39 SP:Iteration 3F (96.720526 sec): 3 clusters Score: Raw -42407.454261 + Penalty 275.768565 = -42131.685696 nChanged 26 SP:Iteration 4F (96.721536 sec): 3 clusters Score: Raw -42439.534298 + Penalty 281.695263 = -42157.839035 nChanged 15 SP:Iteration 5Q (96.722464 sec): 3 clusters Score: Raw -42447.188670 + Penalty 296.623558 = -42150.565112 nChanged 13 SP:Iteration 6F (96.723448 sec): 3 clusters Score: Raw -42454.621061 + Penalty 320.706003 = -42133.915058 nChanged 8 SP:Iteration 7F (96.724404 sec): 3 clusters Score: Raw -42458.046248 + Penalty 319.303137 = -42138.743112 nChanged 5 SP:Iteration 8Q (96.725252 sec): 3 clusters Score: Raw -42464.089643 + Penalty 129.118832 = -42334.970812 nChanged 5 SP:Iteration 9Q (96.726060 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP:Iteration 10F (96.726864 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.729773 sec): 2 clusters Score: Raw -70030.900578 + Penalty 1067.504234 = -68963.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.731310 sec): 3 clusters Score: Raw -69812.648896 + Penalty 2135.046207 = -67677.602688 nChanged 190 SP:Iteration 1F (96.732775 sec): 3 clusters Score: Raw -69983.093107 + Penalty 2135.044485 = -67848.048622 nChanged 42 SP:Iteration 2F (96.734254 sec): 3 clusters Score: Raw -70032.444482 + Penalty 2135.060489 = -67897.383993 nChanged 29 SP:Iteration 3Q (96.735700 sec): 3 clusters Score: Raw -70060.000706 + Penalty 2135.074870 = -67924.925836 nChanged 8 SP:Iteration 4Q (96.737188 sec): 3 clusters Score: Raw -70072.816333 + Penalty 2135.084278 = -67937.732056 nChanged 9 SP:Iteration 5Q (96.738715 sec): 3 clusters Score: Raw -70085.589808 + Penalty 2135.095750 = -67950.494058 nChanged 7 SP:Iteration 6Q (96.740231 sec): 3 clusters Score: Raw -70098.060410 + Penalty 2135.109812 = -67962.950598 nChanged 8 SP:Iteration 7Q (96.741671 sec): 3 clusters Score: Raw -70105.978037 + Penalty 2135.114412 = -67970.863625 nChanged 5 SP:Iteration 8Q (96.743211 sec): 3 clusters Score: Raw -70109.272017 + Penalty 2135.108250 = -67974.163768 nChanged 2 SP:Iteration 9Q (96.744722 sec): 3 clusters Score: Raw -70109.779707 + Penalty 2135.105019 = -67974.674688 nChanged 1 SP:Iteration 10F (96.746255 sec): 3 clusters Score: Raw -70109.909411 + Penalty 2135.105019 = -67974.804392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.748225 sec): 2 clusters Score: Raw -45742.041112 + Penalty 445.498220 = -45296.542892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.749393 sec): 3 clusters Score: Raw -45474.675901 + Penalty 887.291718 = -44587.384183 nChanged 185 SP:Iteration 1F (96.750489 sec): 3 clusters Score: Raw -45598.623784 + Penalty 883.643207 = -44714.980577 nChanged 56 SP:Iteration 2F (96.751583 sec): 3 clusters Score: Raw -45637.592612 + Penalty 883.421213 = -44754.171399 nChanged 26 SP:Iteration 3F (96.752679 sec): 3 clusters Score: Raw -45659.081656 + Penalty 884.628763 = -44774.452893 nChanged 24 SP:Iteration 4Q (96.753770 sec): 3 clusters Score: Raw -45681.039412 + Penalty 877.597883 = -44803.441528 nChanged 22 SP:Iteration 5Q (96.754858 sec): 3 clusters Score: Raw -45704.548856 + Penalty 873.850934 = -44830.697922 nChanged 11 SP:Iteration 6Q (96.755929 sec): 3 clusters Score: Raw -45716.816721 + Penalty 868.685914 = -44848.130807 nChanged 7 SP:Iteration 7Q (96.756973 sec): 3 clusters Score: Raw -45721.702732 + Penalty 858.870821 = -44862.831910 nChanged 8 SP:Iteration 8Q (96.758022 sec): 3 clusters Score: Raw -45726.155789 + Penalty 861.136816 = -44865.018973 nChanged 6 SP:Iteration 9Q (96.759059 sec): 3 clusters Score: Raw -45728.483797 + Penalty 862.653846 = -44865.829951 nChanged 6 SP:Iteration 10F (96.760151 sec): 3 clusters Score: Raw -45731.744478 + Penalty 871.025764 = -44860.718714 nChanged 6 SP:Iteration 11F (96.761240 sec): 3 clusters Score: Raw -45734.098466 + Penalty 869.256614 = -44864.841852 nChanged 4 SP:Iteration 12Q (96.762258 sec): 3 clusters Score: Raw -45737.392648 + Penalty 865.823292 = -44871.569355 nChanged 5 SP:Iteration 13Q (96.763260 sec): 3 clusters Score: Raw -45744.284797 + Penalty 869.097478 = -44875.187319 nChanged 5 SP:Iteration 14Q (96.764252 sec): 3 clusters Score: Raw -45747.706220 + Penalty 871.436971 = -44876.269249 nChanged 3 SP:Iteration 15Q (96.765227 sec): 3 clusters Score: Raw -45750.397278 + Penalty 870.226543 = -44880.170735 nChanged 4 SP:Iteration 16Q (96.766195 sec): 3 clusters Score: Raw -45752.164404 + Penalty 866.834098 = -44885.330306 nChanged 3 SP:Iteration 17Q (96.767173 sec): 3 clusters Score: Raw -45754.491685 + Penalty 867.332717 = -44887.158968 nChanged 1 SP:Iteration 18Q (96.768177 sec): 3 clusters Score: Raw -45754.688459 + Penalty 869.360529 = -44885.327930 nChanged 1 SP:Iteration 19F (96.769292 sec): 3 clusters Score: Raw -45755.943553 + Penalty 873.211040 = -44882.732513 nChanged 1 SP:Iteration 20F (96.770382 sec): 3 clusters Score: Raw -45756.008842 + Penalty 864.977883 = -44891.030959 nChanged 1 SP:Iteration 21Q (96.771339 sec): 3 clusters Score: Raw -45755.938643 + Penalty 870.961924 = -44884.976719 nChanged 1 SP:Iteration 22F (96.772508 sec): 3 clusters Score: Raw -45756.125963 + Penalty 870.961924 = -44885.164039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 62 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.775687 sec): 2 clusters Score: Raw -84854.361508 + Penalty 796.256950 = -84058.104558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.777702 sec): 3 clusters Score: Raw -84384.271634 + Penalty 1593.836030 = -82790.435604 nChanged 324 SP:Iteration 1F (96.779668 sec): 3 clusters Score: Raw -84566.468745 + Penalty 1594.003498 = -82972.465247 nChanged 98 SP:Iteration 2F (96.781547 sec): 3 clusters Score: Raw -84629.432811 + Penalty 1595.076511 = -83034.356300 nChanged 56 SP:Iteration 3F (96.783343 sec): 3 clusters Score: Raw -84665.838916 + Penalty 1596.221286 = -83069.617630 nChanged 44 SP:Iteration 4Q (96.785116 sec): 3 clusters Score: Raw -84703.492565 + Penalty 1596.802602 = -83106.689963 nChanged 52 SP:Iteration 5F (96.786890 sec): 3 clusters Score: Raw -84754.915632 + Penalty 1597.699638 = -83157.215995 nChanged 36 SP:Iteration 6Q (96.788671 sec): 3 clusters Score: Raw -84786.365932 + Penalty 1599.697770 = -83186.668162 nChanged 34 SP:Iteration 7Q (96.790501 sec): 3 clusters Score: Raw -84816.035131 + Penalty 1603.277905 = -83212.757226 nChanged 27 SP:Iteration 8Q (96.792308 sec): 3 clusters Score: Raw -84838.026222 + Penalty 1606.188120 = -83231.838102 nChanged 20 SP:Iteration 9Q (96.794069 sec): 3 clusters Score: Raw -84855.146179 + Penalty 1607.106966 = -83248.039213 nChanged 15 SP:Iteration 10F (96.795896 sec): 3 clusters Score: Raw -84866.962730 + Penalty 1608.555220 = -83258.407510 nChanged 16 SP:Iteration 11Q (96.797626 sec): 3 clusters Score: Raw -84877.666055 + Penalty 1610.261840 = -83267.404215 nChanged 15 SP:Iteration 12Q (96.799371 sec): 3 clusters Score: Raw -84887.807666 + Penalty 1614.816109 = -83272.991556 nChanged 15 SP:Iteration 13Q (96.801090 sec): 3 clusters Score: Raw -84897.617510 + Penalty 1619.144919 = -83278.472591 nChanged 11 SP:Iteration 14Q (96.802797 sec): 3 clusters Score: Raw -84904.497027 + Penalty 1625.595890 = -83278.901138 nChanged 11 SP:Iteration 15Q (96.804496 sec): 3 clusters Score: Raw -84910.625222 + Penalty 1628.286396 = -83282.338826 nChanged 9 SP:Iteration 16Q (96.806187 sec): 3 clusters Score: Raw -84916.432354 + Penalty 1631.244136 = -83285.188218 nChanged 8 SP:Iteration 17Q (96.807883 sec): 3 clusters Score: Raw -84921.902770 + Penalty 1636.446676 = -83285.456094 nChanged 5 SP:Iteration 18Q (96.809670 sec): 3 clusters Score: Raw -84927.074358 + Penalty 1640.915058 = -83286.159300 nChanged 5 SP:Iteration 19Q (96.811419 sec): 3 clusters Score: Raw -84932.552372 + Penalty 1644.286886 = -83288.265486 nChanged 9 SP:Iteration 20F (96.813314 sec): 3 clusters Score: Raw -84939.889885 + Penalty 1648.826545 = -83291.063340 nChanged 8 SP:Iteration 21Q (96.815042 sec): 3 clusters Score: Raw -84945.876632 + Penalty 1652.623901 = -83293.252732 nChanged 4 SP:Iteration 22Q (96.816669 sec): 3 clusters Score: Raw -84948.273362 + Penalty 1654.416594 = -83293.856768 nChanged 2 SP:Iteration 23Q (96.818304 sec): 3 clusters Score: Raw -84949.574201 + Penalty 1654.905035 = -83294.669166 nChanged 4 SP:Iteration 24Q (96.819931 sec): 3 clusters Score: Raw -84954.498932 + Penalty 1656.682365 = -83297.816567 nChanged 3 SP:Iteration 25Q (96.821513 sec): 3 clusters Score: Raw -84955.934821 + Penalty 1658.428798 = -83297.506023 nChanged 1 SP:Iteration 26F (96.823291 sec): 3 clusters Score: Raw -84956.931387 + Penalty 1660.834227 = -83296.097160 nChanged 2 SP:Iteration 27F (96.825068 sec): 3 clusters Score: Raw -84958.525249 + Penalty 1660.834227 = -83297.691022 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 101 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.829367 sec): 2 clusters Score: Raw -107835.549016 + Penalty 874.677534 = -106960.871482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.831652 sec): 3 clusters Score: Raw -107218.835954 + Penalty 1748.282839 = -105470.553116 nChanged 392 SP:Iteration 1F (96.833903 sec): 3 clusters Score: Raw -107431.979326 + Penalty 1745.771281 = -105686.208044 nChanged 110 SP:Iteration 2F (96.836106 sec): 3 clusters Score: Raw -107500.495175 + Penalty 1741.811582 = -105758.683593 nChanged 80 SP:Iteration 3F (96.838302 sec): 3 clusters Score: Raw -107564.069423 + Penalty 1737.521329 = -105826.548094 nChanged 65 SP:Iteration 4F (96.840766 sec): 3 clusters Score: Raw -107608.987500 + Penalty 1732.922955 = -105876.064545 nChanged 60 SP:Iteration 5F (96.843165 sec): 3 clusters Score: Raw -107654.850708 + Penalty 1728.881652 = -105925.969056 nChanged 54 SP:Iteration 6Q (96.845532 sec): 3 clusters Score: Raw -107692.991844 + Penalty 1725.539539 = -105967.452305 nChanged 42 SP:Iteration 7Q (96.847998 sec): 3 clusters Score: Raw -107720.966205 + Penalty 1726.259360 = -105994.706845 nChanged 42 SP:Iteration 8Q (96.850322 sec): 3 clusters Score: Raw -107744.687336 + Penalty 1729.700223 = -106014.987113 nChanged 36 SP:Iteration 9Q (96.852582 sec): 3 clusters Score: Raw -107777.621894 + Penalty 1731.332474 = -106046.289419 nChanged 33 SP:Iteration 10F (96.854822 sec): 3 clusters Score: Raw -107807.883946 + Penalty 1731.084634 = -106076.799312 nChanged 29 SP:Iteration 11Q (96.857007 sec): 3 clusters Score: Raw -107836.856800 + Penalty 1732.973986 = -106103.882814 nChanged 23 SP:Iteration 12Q (96.859151 sec): 3 clusters Score: Raw -107856.779273 + Penalty 1733.961062 = -106122.818211 nChanged 19 SP:Iteration 13Q (96.861275 sec): 3 clusters Score: Raw -107873.496133 + Penalty 1734.748025 = -106138.748108 nChanged 18 SP:Iteration 14Q (96.863403 sec): 3 clusters Score: Raw -107891.911329 + Penalty 1737.406386 = -106154.504943 nChanged 13 SP:Iteration 15Q (96.865489 sec): 3 clusters Score: Raw -107901.562439 + Penalty 1739.618120 = -106161.944319 nChanged 10 SP:Iteration 16Q (96.867558 sec): 3 clusters Score: Raw -107907.356356 + Penalty 1741.011281 = -106166.345075 nChanged 7 SP:Iteration 17Q (96.869648 sec): 3 clusters Score: Raw -107910.224790 + Penalty 1741.939909 = -106168.284880 nChanged 5 SP:Iteration 18Q (96.871726 sec): 3 clusters Score: Raw -107912.549603 + Penalty 1742.383908 = -106170.165695 nChanged 4 SP:Iteration 19Q (96.873852 sec): 3 clusters Score: Raw -107914.397089 + Penalty 1742.425462 = -106171.971626 nChanged 2 SP:Iteration 20F (96.876235 sec): 3 clusters Score: Raw -107915.019183 + Penalty 1741.863985 = -106173.155198 nChanged 1 SP:Iteration 21Q (96.878457 sec): 3 clusters Score: Raw -107915.938152 + Penalty 1741.639624 = -106174.298528 nChanged 1 SP:Iteration 22Q (96.880701 sec): 3 clusters Score: Raw -107916.320631 + Penalty 1741.961577 = -106174.359054 nChanged 1 SP:Iteration 23Q (96.882930 sec): 3 clusters Score: Raw -107916.724624 + Penalty 1741.961577 = -106174.763047 nChanged 0 SP:Iteration 24F (96.885153 sec): 3 clusters Score: Raw -107916.724624 + Penalty 1741.961577 = -106174.763047 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 106 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.887758 sec): 2 clusters Score: Raw -49738.299304 + Penalty 737.941153 = -49000.358151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.888988 sec): 3 clusters Score: Raw -49469.941398 + Penalty 1477.318268 = -47992.623130 nChanged 168 SP:Iteration 1F (96.890194 sec): 3 clusters Score: Raw -49582.735808 + Penalty 1482.373584 = -48100.362225 nChanged 45 SP:Iteration 2F (96.891379 sec): 3 clusters Score: Raw -49626.598776 + Penalty 1491.243351 = -48135.355425 nChanged 39 SP:Iteration 3F (96.892594 sec): 3 clusters Score: Raw -49667.417273 + Penalty 1511.838424 = -48155.578849 nChanged 44 SP:Iteration 4F (96.893803 sec): 3 clusters Score: Raw -49715.097023 + Penalty 1524.852591 = -48190.244432 nChanged 21 SP:Iteration 5Q (96.895002 sec): 3 clusters Score: Raw -49733.370082 + Penalty 1540.441574 = -48192.928508 nChanged 22 SP:Iteration 6Q (96.896197 sec): 3 clusters Score: Raw -49761.652418 + Penalty 1560.212032 = -48201.440387 nChanged 16 SP:Iteration 7Q (96.897352 sec): 3 clusters Score: Raw -49779.375599 + Penalty 1563.034186 = -48216.341413 nChanged 6 SP:Iteration 8Q (96.898525 sec): 3 clusters Score: Raw -49785.736336 + Penalty 1562.944440 = -48222.791896 nChanged 1 SP:Iteration 9Q (96.899689 sec): 3 clusters Score: Raw -49786.338255 + Penalty 1562.944440 = -48223.393815 nChanged 0 SP:Iteration 10F (96.900900 sec): 3 clusters Score: Raw -49786.338255 + Penalty 1562.944440 = -48223.393815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.901818 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.902001 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.902823 sec): 2 clusters Score: Raw -1734.656212 + Penalty 49.706476 = -1684.949737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.903112 sec): 3 clusters Score: Raw -1766.385828 + Penalty 108.655586 = -1657.730242 nChanged 2 SP:Iteration 1F (96.903365 sec): 3 clusters Score: Raw -1778.386835 + Penalty 108.655586 = -1669.731249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.904111 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.904292 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Iteration 219Q (97.017201 sec): 24 clusters Score: Raw -2755476.836062 + Penalty 22878.899650 = -2732597.936412 nChanged 0 Iteration 220F (97.392879 sec): 24 clusters Score: Raw -2755476.836062 + Penalty 22878.899650 = -2732597.936412 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2755476.836062 + Penalty 22878.899650 = -2732597.936412Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.460117 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.461977 sec): 3 clusters Score: Raw -78715.834781 + Penalty 238.252011 = -78477.582770 nChanged 418 SP:Iteration 1F (97.463843 sec): 3 clusters Score: Raw -79063.383242 + Penalty 244.188594 = -78819.194648 nChanged 104 SP:Iteration 2F (97.465685 sec): 3 clusters Score: Raw -79163.721573 + Penalty 250.335948 = -78913.385625 nChanged 74 SP:Iteration 3F (97.467455 sec): 3 clusters Score: Raw -79235.803799 + Penalty 257.172852 = -78978.630947 nChanged 48 SP:Iteration 4F (97.469162 sec): 3 clusters Score: Raw -79282.021898 + Penalty 299.086161 = -78982.935736 nChanged 30 SP:Iteration 5Q (97.470670 sec): 3 clusters Score: Raw -79316.516705 + Penalty 109.187520 = -79207.329185 nChanged 2 SP:Iteration 6Q (97.472073 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP:Iteration 7F (97.473458 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.561421 sec): 2 clusters Score: Raw -1576010.165040 + Penalty 297.870636 = -1575712.294404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.599191 sec): 3 clusters Score: Raw -1562725.665571 + Penalty 649.442101 = -1562076.223470 nChanged 9311 SP:Iteration 1F (97.635991 sec): 3 clusters Score: Raw -1568427.765266 + Penalty 782.458730 = -1567645.306537 nChanged 3511 SP:Iteration 2F (97.672350 sec): 3 clusters Score: Raw -1571770.031667 + Penalty 957.208020 = -1570812.823648 nChanged 2138 SP:Iteration 3F (97.708782 sec): 3 clusters Score: Raw -1573959.449950 + Penalty 1088.746756 = -1572870.703194 nChanged 1190 SP:Iteration 4F (97.744818 sec): 3 clusters Score: Raw -1574978.731211 + Penalty 1177.763411 = -1573800.967800 nChanged 669 SP:Iteration 5Q (97.777499 sec): 3 clusters Score: Raw -1575480.861584 + Penalty 1228.047984 = -1574252.813600 nChanged 361 SP:Iteration 6Q (97.809207 sec): 3 clusters Score: Raw -1575735.715529 + Penalty 1250.348421 = -1574485.367108 nChanged 214 SP:Iteration 7Q (97.840266 sec): 3 clusters Score: Raw -1575895.966370 + Penalty 1252.415580 = -1574643.550790 nChanged 105 SP:Iteration 8Q (97.870096 sec): 3 clusters Score: Raw -1575984.945525 + Penalty 1259.408091 = -1574725.537434 nChanged 47 SP:Iteration 9Q (97.899333 sec): 3 clusters Score: Raw -1576022.387120 + Penalty 1277.930433 = -1574744.456687 nChanged 18 SP:Iteration 10F (97.935457 sec): 3 clusters Score: Raw -1576034.452153 + Penalty 1285.459256 = -1574748.992897 nChanged 12 SP:Iteration 11Q (97.963716 sec): 3 clusters Score: Raw -1576044.058881 + Penalty 1289.648351 = -1574754.410530 nChanged 3 SP:Iteration 12Q (97.992321 sec): 3 clusters Score: Raw -1576045.630559 + Penalty 1291.466080 = -1574754.164479 nChanged 1 SP:Iteration 13F (98.029122 sec): 3 clusters Score: Raw -1576046.700854 + Penalty 1291.486468 = -1574755.214385 nChanged 2 SP:Iteration 14Q (98.057563 sec): 3 clusters Score: Raw -1576048.060423 + Penalty 1293.917174 = -1574754.143249 nChanged 3 SP:Iteration 15F (98.093840 sec): 3 clusters Score: Raw -1576050.236106 + Penalty 1293.917174 = -1574756.318932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.104985 sec): 2 clusters Score: Raw -3725.352845 + Penalty 169.220851 = -3556.131993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.105335 sec): 3 clusters Score: Raw -3814.400571 + Penalty 331.594387 = -3482.806184 nChanged 11 SP:Iteration 1F (98.105662 sec): 3 clusters Score: Raw -3840.482440 + Penalty 339.773167 = -3500.709273 nChanged 6 SP:Iteration 2F (98.105981 sec): 3 clusters Score: Raw -3862.138625 + Penalty 339.773167 = -3522.365458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.108502 sec): 2 clusters Score: Raw -60515.462503 + Penalty 668.326971 = -59847.135532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.109851 sec): 3 clusters Score: Raw -60209.504424 + Penalty 1330.366070 = -58879.138353 nChanged 221 SP:Iteration 1F (98.111178 sec): 3 clusters Score: Raw -60406.056201 + Penalty 1326.320130 = -59079.736071 nChanged 81 SP:Iteration 2F (98.112509 sec): 3 clusters Score: Raw -60491.911990 + Penalty 1328.210930 = -59163.701060 nChanged 46 SP:Iteration 3F (98.113872 sec): 3 clusters Score: Raw -60534.554543 + Penalty 1328.576667 = -59205.977876 nChanged 26 SP:Iteration 4Q (98.115275 sec): 3 clusters Score: Raw -60555.575860 + Penalty 1328.335612 = -59227.240248 nChanged 20 SP:Iteration 5Q (98.116667 sec): 3 clusters Score: Raw -60570.337088 + Penalty 1329.263838 = -59241.073250 nChanged 11 SP:Iteration 6Q (98.118050 sec): 3 clusters Score: Raw -60578.420294 + Penalty 1331.457140 = -59246.963155 nChanged 8 SP:Iteration 7Q (98.119384 sec): 3 clusters Score: Raw -60583.639861 + Penalty 1332.937408 = -59250.702453 nChanged 8 SP:Iteration 8Q (98.120703 sec): 3 clusters Score: Raw -60588.123743 + Penalty 1332.831215 = -59255.292528 nChanged 8 SP:Iteration 9Q (98.122093 sec): 3 clusters Score: Raw -60593.545088 + Penalty 1332.552300 = -59260.992788 nChanged 4 SP:Iteration 10F (98.123459 sec): 3 clusters Score: Raw -60597.571931 + Penalty 1332.402198 = -59265.169733 nChanged 4 SP:Iteration 11Q (98.124779 sec): 3 clusters Score: Raw -60599.894661 + Penalty 1331.727470 = -59268.167191 nChanged 5 SP:Iteration 12Q (98.126104 sec): 3 clusters Score: Raw -60603.531619 + Penalty 1333.112704 = -59270.418915 nChanged 9 SP:Iteration 13Q (98.127422 sec): 3 clusters Score: Raw -60610.314198 + Penalty 1334.488599 = -59275.825599 nChanged 8 SP:Iteration 14Q (98.128737 sec): 3 clusters Score: Raw -60613.668689 + Penalty 1334.423230 = -59279.245459 nChanged 2 SP:Iteration 15Q (98.130071 sec): 3 clusters Score: Raw -60614.740652 + Penalty 1332.865639 = -59281.875013 nChanged 3 SP:Iteration 16Q (98.131483 sec): 3 clusters Score: Raw -60617.003332 + Penalty 1332.832550 = -59284.170782 nChanged 1 SP:Iteration 17Q (98.132839 sec): 3 clusters Score: Raw -60617.629858 + Penalty 1332.832550 = -59284.797307 nChanged 0 SP:Iteration 18F (98.134178 sec): 3 clusters Score: Raw -60617.629858 + Penalty 1332.832550 = -59284.797307 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.143275 sec): 2 clusters Score: Raw -155031.234185 + Penalty 805.227242 = -154226.006943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.146730 sec): 3 clusters Score: Raw -154020.236356 + Penalty 1607.658473 = -152412.577884 nChanged 668 SP:Iteration 1F (98.150167 sec): 3 clusters Score: Raw -154399.002867 + Penalty 1605.300000 = -152793.702867 nChanged 248 SP:Iteration 2F (98.153300 sec): 3 clusters Score: Raw -154594.219185 + Penalty 1609.636675 = -152984.582510 nChanged 159 SP:Iteration 3F (98.156428 sec): 3 clusters Score: Raw -154736.082726 + Penalty 1620.926250 = -153115.156475 nChanged 128 SP:Iteration 4F (98.159608 sec): 3 clusters Score: Raw -154873.666673 + Penalty 1633.812928 = -153239.853745 nChanged 104 SP:Iteration 5F (98.162822 sec): 3 clusters Score: Raw -154974.488191 + Penalty 1644.968628 = -153329.519563 nChanged 68 SP:Iteration 6Q (98.165923 sec): 3 clusters Score: Raw -155021.268543 + Penalty 1654.598760 = -153366.669782 nChanged 48 SP:Iteration 7Q (98.168979 sec): 3 clusters Score: Raw -155050.311624 + Penalty 1664.635697 = -153385.675927 nChanged 49 SP:Iteration 8Q (98.172014 sec): 3 clusters Score: Raw -155078.712038 + Penalty 1677.632989 = -153401.079050 nChanged 43 SP:Iteration 9Q (98.175027 sec): 3 clusters Score: Raw -155104.607653 + Penalty 1688.976224 = -153415.631429 nChanged 38 SP:Iteration 10F (98.178139 sec): 3 clusters Score: Raw -155129.628495 + Penalty 1696.994904 = -153432.633591 nChanged 27 SP:Iteration 11Q (98.181216 sec): 3 clusters Score: Raw -155143.509990 + Penalty 1702.223949 = -153441.286041 nChanged 19 SP:Iteration 12Q (98.184423 sec): 3 clusters Score: Raw -155153.672795 + Penalty 1706.037806 = -153447.634989 nChanged 14 SP:Iteration 13Q (98.187445 sec): 3 clusters Score: Raw -155161.866552 + Penalty 1709.673701 = -153452.192851 nChanged 13 SP:Iteration 14Q (98.190385 sec): 3 clusters Score: Raw -155168.386590 + Penalty 1711.548027 = -153456.838562 nChanged 7 SP:Iteration 15Q (98.193324 sec): 3 clusters Score: Raw -155172.512792 + Penalty 1712.480734 = -153460.032058 nChanged 4 SP:Iteration 16Q (98.196221 sec): 3 clusters Score: Raw -155173.481056 + Penalty 1713.633111 = -153459.847945 nChanged 4 SP:Iteration 17F (98.199617 sec): 3 clusters Score: Raw -155174.918404 + Penalty 1716.236875 = -153458.681529 nChanged 8 SP:Iteration 18F (98.202880 sec): 3 clusters Score: Raw -155179.109455 + Penalty 1719.843449 = -153459.266006 nChanged 9 SP:Iteration 19Q (98.205866 sec): 3 clusters Score: Raw -155182.344776 + Penalty 1722.308228 = -153460.036547 nChanged 9 SP:Iteration 20F (98.209045 sec): 3 clusters Score: Raw -155187.351787 + Penalty 1725.000246 = -153462.351541 nChanged 8 SP:Iteration 21Q (98.211921 sec): 3 clusters Score: Raw -155191.259255 + Penalty 1726.188940 = -153465.070314 nChanged 3 SP:Iteration 22Q (98.214913 sec): 3 clusters Score: Raw -155191.938045 + Penalty 1727.292517 = -153464.645528 nChanged 3 SP:Iteration 23F (98.218307 sec): 3 clusters Score: Raw -155192.970710 + Penalty 1727.770943 = -153465.199766 nChanged 1 SP:Iteration 24Q (98.221167 sec): 3 clusters Score: Raw -155193.017212 + Penalty 1727.770943 = -153465.246269 nChanged 0 SP:Iteration 25F (98.224352 sec): 3 clusters Score: Raw -155193.017212 + Penalty 1727.770943 = -153465.246269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.233541 sec): 2 clusters Score: Raw -43554.149985 + Penalty 543.257697 = -43010.892288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.234614 sec): 3 clusters Score: Raw -43313.854721 + Penalty 1089.138250 = -42224.716472 nChanged 164 SP:Iteration 1F (98.235691 sec): 3 clusters Score: Raw -43461.386052 + Penalty 1092.072855 = -42369.313197 nChanged 60 SP:Iteration 2F (98.236750 sec): 3 clusters Score: Raw -43541.256201 + Penalty 1097.808076 = -42443.448125 nChanged 41 SP:Iteration 3F (98.237800 sec): 3 clusters Score: Raw -43590.203483 + Penalty 1105.399725 = -42484.803758 nChanged 25 SP:Iteration 4F (98.238853 sec): 3 clusters Score: Raw -43621.991120 + Penalty 1112.420791 = -42509.570329 nChanged 17 SP:Iteration 5Q (98.239905 sec): 3 clusters Score: Raw -43643.597051 + Penalty 1113.511740 = -42530.085311 nChanged 6 SP:Iteration 6Q (98.240909 sec): 3 clusters Score: Raw -43647.170729 + Penalty 1117.149244 = -42530.021484 nChanged 9 SP:Iteration 7F (98.241964 sec): 3 clusters Score: Raw -43652.635575 + Penalty 1118.700128 = -42533.935447 nChanged 4 SP:Iteration 8Q (98.242969 sec): 3 clusters Score: Raw -43654.015637 + Penalty 1120.349460 = -42533.666177 nChanged 2 SP:Iteration 9F (98.244017 sec): 3 clusters Score: Raw -43654.106381 + Penalty 1120.349460 = -42533.756920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.245908 sec): 2 clusters Score: Raw -43575.545378 + Penalty 992.226906 = -42583.318472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.247037 sec): 3 clusters Score: Raw -43473.225951 + Penalty 1984.819438 = -41488.406513 nChanged 116 SP:Iteration 1F (98.248181 sec): 3 clusters Score: Raw -43620.577387 + Penalty 1984.530131 = -41636.047256 nChanged 32 SP:Iteration 2F (98.249271 sec): 3 clusters Score: Raw -43666.899822 + Penalty 1984.534936 = -41682.364886 nChanged 9 SP:Iteration 3Q (98.250359 sec): 3 clusters Score: Raw -43676.769799 + Penalty 1984.576368 = -41692.193431 nChanged 5 SP:Iteration 4Q (98.251441 sec): 3 clusters Score: Raw -43684.974631 + Penalty 1984.638190 = -41700.336441 nChanged 3 SP:Iteration 5Q (98.252529 sec): 3 clusters Score: Raw -43690.197001 + Penalty 1984.628008 = -41705.568993 nChanged 5 SP:Iteration 6Q (98.253562 sec): 3 clusters Score: Raw -43695.094062 + Penalty 1984.692478 = -41710.401584 nChanged 6 SP:Iteration 7Q (98.254595 sec): 3 clusters Score: Raw -43705.141508 + Penalty 1984.694116 = -41720.447392 nChanged 3 SP:Iteration 8Q (98.255628 sec): 3 clusters Score: Raw -43707.481007 + Penalty 1984.786561 = -41722.694446 nChanged 2 SP:Iteration 9Q (98.256661 sec): 3 clusters Score: Raw -43709.612222 + Penalty 1984.782615 = -41724.829607 nChanged 2 SP:Iteration 10F (98.257732 sec): 3 clusters Score: Raw -43712.927703 + Penalty 1984.774112 = -41728.153591 nChanged 2 SP:Iteration 11Q (98.258766 sec): 3 clusters Score: Raw -43715.515225 + Penalty 1984.774112 = -41730.741113 nChanged 0 SP:Iteration 12F (98.259828 sec): 3 clusters Score: Raw -43715.515225 + Penalty 1984.774112 = -41730.741113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.264584 sec): 2 clusters Score: Raw -126660.730224 + Penalty 1144.717421 = -125516.012803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.267091 sec): 3 clusters Score: Raw -126141.889481 + Penalty 2289.486368 = -123852.403113 nChanged 421 SP:Iteration 1F (98.269516 sec): 3 clusters Score: Raw -126458.707524 + Penalty 2289.766551 = -124168.940973 nChanged 102 SP:Iteration 2F (98.271912 sec): 3 clusters Score: Raw -126553.907791 + Penalty 2290.070591 = -124263.837200 nChanged 71 SP:Iteration 3F (98.274308 sec): 3 clusters Score: Raw -126632.520818 + Penalty 2290.905691 = -124341.615127 nChanged 74 SP:Iteration 4F (98.276702 sec): 3 clusters Score: Raw -126712.983825 + Penalty 2291.629854 = -124421.353971 nChanged 63 SP:Iteration 5Q (98.279064 sec): 3 clusters Score: Raw -126790.405855 + Penalty 2292.329092 = -124498.076763 nChanged 58 SP:Iteration 6Q (98.281535 sec): 3 clusters Score: Raw -126861.512782 + Penalty 2292.685396 = -124568.827386 nChanged 46 SP:Iteration 7Q (98.284082 sec): 3 clusters Score: Raw -126920.371039 + Penalty 2293.244102 = -124627.126936 nChanged 44 SP:Iteration 8Q (98.286420 sec): 3 clusters Score: Raw -126969.754524 + Penalty 2293.404030 = -124676.350493 nChanged 31 SP:Iteration 9Q (98.288883 sec): 3 clusters Score: Raw -126999.841321 + Penalty 2293.389505 = -124706.451816 nChanged 21 SP:Iteration 10F (98.291387 sec): 3 clusters Score: Raw -127017.617173 + Penalty 2293.417053 = -124724.200120 nChanged 19 SP:Iteration 11Q (98.293700 sec): 3 clusters Score: Raw -127038.366219 + Penalty 2293.487930 = -124744.878290 nChanged 16 SP:Iteration 12Q (98.296000 sec): 3 clusters Score: Raw -127053.645886 + Penalty 2293.362719 = -124760.283167 nChanged 16 SP:Iteration 13Q (98.298307 sec): 3 clusters Score: Raw -127069.123095 + Penalty 2293.262781 = -124775.860314 nChanged 11 SP:Iteration 14Q (98.300720 sec): 3 clusters Score: Raw -127083.018559 + Penalty 2293.178946 = -124789.839613 nChanged 17 SP:Iteration 15Q (98.303111 sec): 3 clusters Score: Raw -127107.452387 + Penalty 2293.176115 = -124814.276272 nChanged 14 SP:Iteration 16Q (98.305480 sec): 3 clusters Score: Raw -127122.420568 + Penalty 2292.939672 = -124829.480896 nChanged 10 SP:Iteration 17Q (98.307759 sec): 3 clusters Score: Raw -127136.002553 + Penalty 2292.855642 = -124843.146911 nChanged 12 SP:Iteration 18Q (98.310238 sec): 3 clusters Score: Raw -127149.578056 + Penalty 2292.691056 = -124856.887001 nChanged 11 SP:Iteration 19Q (98.312677 sec): 3 clusters Score: Raw -127161.507625 + Penalty 2292.343596 = -124869.164029 nChanged 10 SP:Iteration 20F (98.315275 sec): 3 clusters Score: Raw -127175.273636 + Penalty 2292.203227 = -124883.070409 nChanged 6 SP:Iteration 21Q (98.317699 sec): 3 clusters Score: Raw -127180.482221 + Penalty 2291.980310 = -124888.501911 nChanged 6 SP:Iteration 22Q (98.319972 sec): 3 clusters Score: Raw -127185.760845 + Penalty 2291.804072 = -124893.956773 nChanged 8 SP:Iteration 23Q (98.322205 sec): 3 clusters Score: Raw -127191.998915 + Penalty 2291.662414 = -124900.336500 nChanged 6 SP:Iteration 24Q (98.324434 sec): 3 clusters Score: Raw -127196.289134 + Penalty 2291.582924 = -124904.706210 nChanged 2 SP:Iteration 25Q (98.326660 sec): 3 clusters Score: Raw -127196.960615 + Penalty 2291.555084 = -124905.405531 nChanged 1 SP:Iteration 26Q (98.328960 sec): 3 clusters Score: Raw -127198.052141 + Penalty 2291.524537 = -124906.527604 nChanged 1 SP:Iteration 27Q (98.331262 sec): 3 clusters Score: Raw -127199.509021 + Penalty 2291.431377 = -124908.077644 nChanged 3 SP:Iteration 28Q (98.333491 sec): 3 clusters Score: Raw -127200.927955 + Penalty 2291.431377 = -124909.496578 nChanged 2 SP:Iteration 29Q (98.335743 sec): 3 clusters Score: Raw -127203.505357 + Penalty 2291.459697 = -124912.045660 nChanged 1 SP:Iteration 30F (98.338157 sec): 3 clusters Score: Raw -127204.142153 + Penalty 2291.487850 = -124912.654303 nChanged 1 SP:Iteration 31Q (98.340544 sec): 3 clusters Score: Raw -127206.050913 + Penalty 2291.515838 = -124914.535075 nChanged 1 SP:Iteration 32Q (98.342836 sec): 3 clusters Score: Raw -127207.153342 + Penalty 2291.515838 = -124915.637505 nChanged 0 SP:Iteration 33F (98.345298 sec): 3 clusters Score: Raw -127207.153342 + Penalty 2291.515838 = -124915.637505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.348702 sec): 2 clusters Score: Raw -42629.105847 + Penalty 884.243742 = -41744.862105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.349722 sec): 3 clusters Score: Raw -42463.999367 + Penalty 1768.489011 = -40695.510357 nChanged 108 SP:Iteration 1F (98.350712 sec): 3 clusters Score: Raw -42585.347932 + Penalty 1766.783320 = -40818.564612 nChanged 44 SP:Iteration 2F (98.351700 sec): 3 clusters Score: Raw -42631.709211 + Penalty 1766.530459 = -40865.178752 nChanged 17 SP:Iteration 3Q (98.352679 sec): 3 clusters Score: Raw -42650.194248 + Penalty 1765.198421 = -40884.995827 nChanged 11 SP:Iteration 4Q (98.353651 sec): 3 clusters Score: Raw -42662.268798 + Penalty 1764.783611 = -40897.485187 nChanged 6 SP:Iteration 5Q (98.354619 sec): 3 clusters Score: Raw -42667.076190 + Penalty 1764.731425 = -40902.344765 nChanged 3 SP:Iteration 6Q (98.355587 sec): 3 clusters Score: Raw -42669.563211 + Penalty 1764.571808 = -40904.991403 nChanged 1 SP:Iteration 7Q (98.356582 sec): 3 clusters Score: Raw -42670.296022 + Penalty 1764.571808 = -40905.724213 nChanged 0 SP:Iteration 8F (98.357564 sec): 3 clusters Score: Raw -42670.296022 + Penalty 1764.571808 = -40905.724213 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.359777 sec): 2 clusters Score: Raw -59551.822799 + Penalty 930.415253 = -58621.407546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.361067 sec): 3 clusters Score: Raw -59339.400946 + Penalty 1861.174695 = -57478.226252 nChanged 163 SP:Iteration 1F (98.362338 sec): 3 clusters Score: Raw -59473.010149 + Penalty 1860.883180 = -57612.126969 nChanged 47 SP:Iteration 2F (98.363614 sec): 3 clusters Score: Raw -59513.519862 + Penalty 1861.161727 = -57652.358135 nChanged 25 SP:Iteration 3Q (98.364873 sec): 3 clusters Score: Raw -59547.284355 + Penalty 1861.100970 = -57686.183385 nChanged 21 SP:Iteration 4Q (98.366128 sec): 3 clusters Score: Raw -59571.451814 + Penalty 1861.186152 = -57710.265662 nChanged 13 SP:Iteration 5Q (98.367379 sec): 3 clusters Score: Raw -59590.033090 + Penalty 1861.305324 = -57728.727766 nChanged 7 SP:Iteration 6Q (98.368629 sec): 3 clusters Score: Raw -59596.077900 + Penalty 1861.496870 = -57734.581030 nChanged 7 SP:Iteration 7Q (98.369889 sec): 3 clusters Score: Raw -59604.189736 + Penalty 1861.731422 = -57742.458314 nChanged 8 SP:Iteration 8Q (98.371135 sec): 3 clusters Score: Raw -59608.503618 + Penalty 1861.763199 = -57746.740419 nChanged 5 SP:Iteration 9Q (98.372376 sec): 3 clusters Score: Raw -59610.452172 + Penalty 1861.809571 = -57748.642601 nChanged 3 SP:Iteration 10F (98.373653 sec): 3 clusters Score: Raw -59613.955121 + Penalty 1861.906070 = -57752.049050 nChanged 3 SP:Iteration 11Q (98.374897 sec): 3 clusters Score: Raw -59617.631240 + Penalty 1861.962062 = -57755.669177 nChanged 3 SP:Iteration 12Q (98.376143 sec): 3 clusters Score: Raw -59621.051067 + Penalty 1861.895507 = -57759.155561 nChanged 3 SP:Iteration 13Q (98.377368 sec): 3 clusters Score: Raw -59623.099333 + Penalty 1861.889036 = -57761.210297 nChanged 1 SP:Iteration 14Q (98.378591 sec): 3 clusters Score: Raw -59623.444066 + Penalty 1861.889036 = -57761.555029 nChanged 0 SP:Iteration 15F (98.379872 sec): 3 clusters Score: Raw -59623.444066 + Penalty 1861.889036 = -57761.555029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.381502 sec): 2 clusters Score: Raw -36152.986191 + Penalty 865.983638 = -35287.002553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.382446 sec): 3 clusters Score: Raw -36062.885395 + Penalty 1726.097696 = -34336.787699 nChanged 88 SP:Iteration 1F (98.383377 sec): 3 clusters Score: Raw -36195.701460 + Penalty 1720.819373 = -34474.882086 nChanged 28 SP:Iteration 2F (98.384304 sec): 3 clusters Score: Raw -36228.113663 + Penalty 1717.730554 = -34510.383109 nChanged 9 SP:Iteration 3Q (98.385195 sec): 3 clusters Score: Raw -36247.167627 + Penalty 1717.420440 = -34529.747187 nChanged 3 SP:Iteration 4Q (98.386070 sec): 3 clusters Score: Raw -36251.372366 + Penalty 1716.788405 = -34534.583961 nChanged 2 SP:Iteration 5Q (98.386929 sec): 3 clusters Score: Raw -36253.129372 + Penalty 1716.308446 = -34536.820927 nChanged 1 SP:Iteration 6Q (98.387815 sec): 3 clusters Score: Raw -36254.624090 + Penalty 1715.746406 = -34538.877684 nChanged 2 SP:Iteration 7Q (98.388698 sec): 3 clusters Score: Raw -36257.395229 + Penalty 1715.746406 = -34541.648823 nChanged 0 SP:Iteration 8F (98.389635 sec): 3 clusters Score: Raw -36257.395229 + Penalty 1715.746406 = -34541.648823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.393746 sec): 2 clusters Score: Raw -98001.924542 + Penalty 507.963108 = -97493.961434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.396081 sec): 3 clusters Score: Raw -97363.722900 + Penalty 1037.749454 = -96325.973446 nChanged 432 SP:Iteration 1F (98.398251 sec): 3 clusters Score: Raw -97656.432987 + Penalty 1070.078253 = -96586.354734 nChanged 149 SP:Iteration 2F (98.400361 sec): 3 clusters Score: Raw -97801.119046 + Penalty 1099.085666 = -96702.033380 nChanged 94 SP:Iteration 3F (98.402424 sec): 3 clusters Score: Raw -97899.257607 + Penalty 1149.084625 = -96750.172982 nChanged 55 SP:Iteration 4F (98.404503 sec): 3 clusters Score: Raw -97960.963683 + Penalty 1192.834155 = -96768.129528 nChanged 35 SP:Iteration 5Q (98.406582 sec): 3 clusters Score: Raw -97994.689716 + Penalty 1219.629029 = -96775.060687 nChanged 15 SP:Iteration 6Q (98.408602 sec): 3 clusters Score: Raw -98008.305483 + Penalty 1234.556092 = -96773.749391 nChanged 9 SP:Iteration 7F (98.410798 sec): 3 clusters Score: Raw -98020.163385 + Penalty 1252.131544 = -96768.031841 nChanged 4 SP:Iteration 8F (98.413035 sec): 3 clusters Score: Raw -98025.088409 + Penalty 1252.131544 = -96772.956865 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.417143 sec): 2 clusters Score: Raw -83656.215006 + Penalty 1002.832123 = -82653.382883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.418896 sec): 3 clusters Score: Raw -83331.653393 + Penalty 2006.946620 = -81324.706773 nChanged 238 SP:Iteration 1F (98.420555 sec): 3 clusters Score: Raw -83490.231371 + Penalty 2007.963480 = -81482.267890 nChanged 72 SP:Iteration 2F (98.422219 sec): 3 clusters Score: Raw -83573.259044 + Penalty 2009.270631 = -81563.988413 nChanged 49 SP:Iteration 3F (98.423935 sec): 3 clusters Score: Raw -83630.625632 + Penalty 2011.070324 = -81619.555308 nChanged 41 SP:Iteration 4Q (98.425660 sec): 3 clusters Score: Raw -83677.138909 + Penalty 2014.418065 = -81662.720844 nChanged 43 SP:Iteration 5F (98.427328 sec): 3 clusters Score: Raw -83724.111135 + Penalty 2020.187109 = -81703.924026 nChanged 34 SP:Iteration 6Q (98.428938 sec): 3 clusters Score: Raw -83770.907591 + Penalty 2026.470765 = -81744.436826 nChanged 33 SP:Iteration 7Q (98.430574 sec): 3 clusters Score: Raw -83826.806208 + Penalty 2029.794630 = -81797.011578 nChanged 31 SP:Iteration 8Q (98.432192 sec): 3 clusters Score: Raw -83867.256592 + Penalty 2032.496597 = -81834.759995 nChanged 17 SP:Iteration 9Q (98.433776 sec): 3 clusters Score: Raw -83886.723764 + Penalty 2034.630399 = -81852.093366 nChanged 15 SP:Iteration 10F (98.435427 sec): 3 clusters Score: Raw -83901.738647 + Penalty 2036.351465 = -81865.387181 nChanged 10 SP:Iteration 11Q (98.436979 sec): 3 clusters Score: Raw -83915.488449 + Penalty 2037.835431 = -81877.653018 nChanged 8 SP:Iteration 12Q (98.438508 sec): 3 clusters Score: Raw -83926.760226 + Penalty 2039.576205 = -81887.184021 nChanged 10 SP:Iteration 13Q (98.440022 sec): 3 clusters Score: Raw -83938.686161 + Penalty 2040.314506 = -81898.371655 nChanged 4 SP:Iteration 14Q (98.441528 sec): 3 clusters Score: Raw -83942.587095 + Penalty 2040.476633 = -81902.110462 nChanged 2 SP:Iteration 15Q (98.443058 sec): 3 clusters Score: Raw -83945.075740 + Penalty 2040.780389 = -81904.295351 nChanged 1 SP:Iteration 16Q (98.444595 sec): 3 clusters Score: Raw -83945.715881 + Penalty 2041.303033 = -81904.412848 nChanged 1 SP:Iteration 17Q (98.446119 sec): 3 clusters Score: Raw -83946.448968 + Penalty 2041.303033 = -81905.145936 nChanged 0 SP:Iteration 18F (98.447756 sec): 3 clusters Score: Raw -83946.448968 + Penalty 2041.303033 = -81905.145936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.449518 sec): 2 clusters Score: Raw -20075.163561 + Penalty 431.091564 = -19644.071996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.450246 sec): 3 clusters Score: Raw -19997.703284 + Penalty 862.263680 = -19135.439604 nChanged 61 SP:Iteration 1F (98.450930 sec): 3 clusters Score: Raw -20056.315967 + Penalty 869.556162 = -19186.759806 nChanged 23 SP:Iteration 2F (98.451611 sec): 3 clusters Score: Raw -20085.397898 + Penalty 875.281111 = -19210.116787 nChanged 11 SP:Iteration 3Q (98.452282 sec): 3 clusters Score: Raw -20103.223622 + Penalty 888.637219 = -19214.586403 nChanged 12 SP:Iteration 4Q (98.452961 sec): 3 clusters Score: Raw -20121.073194 + Penalty 904.740433 = -19216.332760 nChanged 13 SP:Iteration 5Q (98.453624 sec): 3 clusters Score: Raw -20142.833841 + Penalty 922.517953 = -19220.315887 nChanged 9 SP:Iteration 6Q (98.454282 sec): 3 clusters Score: Raw -20156.211697 + Penalty 934.695004 = -19221.516693 nChanged 8 SP:Iteration 7Q (98.454927 sec): 3 clusters Score: Raw -20165.821096 + Penalty 943.442498 = -19222.378597 nChanged 7 SP:Iteration 8Q (98.455563 sec): 3 clusters Score: Raw -20178.402755 + Penalty 948.739776 = -19229.662979 nChanged 4 SP:Iteration 9Q (98.456194 sec): 3 clusters Score: Raw -20185.400617 + Penalty 967.224252 = -19218.176365 nChanged 6 SP:Iteration 10F (98.456872 sec): 3 clusters Score: Raw -20197.991648 + Penalty 964.898156 = -19233.093492 nChanged 1 SP:Iteration 11Q (98.457490 sec): 3 clusters Score: Raw -20198.968272 + Penalty 964.898156 = -19234.070116 nChanged 0 SP:Iteration 12F (98.458168 sec): 3 clusters Score: Raw -20198.968272 + Penalty 964.898156 = -19234.070116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.460859 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.461962 sec): 3 clusters Score: Raw -42200.062748 + Penalty 258.884641 = -41941.178107 nChanged 205 SP:Iteration 1F (98.462959 sec): 3 clusters Score: Raw -42377.598219 + Penalty 258.917761 = -42118.680458 nChanged 39 SP:Iteration 2F (98.463958 sec): 3 clusters Score: Raw -42399.082999 + Penalty 259.174187 = -42139.908812 nChanged 13 SP:Iteration 3Q (98.464961 sec): 3 clusters Score: Raw -42406.360096 + Penalty 259.401783 = -42146.958313 nChanged 8 SP:Iteration 4Q (98.465954 sec): 3 clusters Score: Raw -42409.688735 + Penalty 259.442372 = -42150.246363 nChanged 8 SP:Iteration 5Q (98.466915 sec): 3 clusters Score: Raw -42411.816216 + Penalty 259.518896 = -42152.297320 nChanged 2 SP:Iteration 6Q (98.467898 sec): 3 clusters Score: Raw -42412.586981 + Penalty 259.644130 = -42152.942851 nChanged 3 SP:Iteration 7Q (98.468881 sec): 3 clusters Score: Raw -42412.906821 + Penalty 259.644130 = -42153.262691 nChanged 0 SP:Iteration 8F (98.469876 sec): 3 clusters Score: Raw -42412.906821 + Penalty 259.644130 = -42153.262691 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.472776 sec): 2 clusters Score: Raw -70030.900578 + Penalty 1067.504234 = -68963.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.474317 sec): 3 clusters Score: Raw -69806.772240 + Penalty 2134.965472 = -67671.806768 nChanged 190 SP:Iteration 1F (98.475813 sec): 3 clusters Score: Raw -70019.967194 + Penalty 2134.983434 = -67884.983760 nChanged 53 SP:Iteration 2F (98.477306 sec): 3 clusters Score: Raw -70108.305864 + Penalty 2134.985612 = -67973.320253 nChanged 31 SP:Iteration 3Q (98.478728 sec): 3 clusters Score: Raw -70150.088867 + Penalty 2134.958870 = -68015.129997 nChanged 16 SP:Iteration 4Q (98.480183 sec): 3 clusters Score: Raw -70169.534139 + Penalty 2134.972773 = -68034.561365 nChanged 11 SP:Iteration 5Q (98.481730 sec): 3 clusters Score: Raw -70182.085564 + Penalty 2135.037962 = -68047.047603 nChanged 8 SP:Iteration 6Q (98.483242 sec): 3 clusters Score: Raw -70191.353285 + Penalty 2135.030754 = -68056.322531 nChanged 6 SP:Iteration 7Q (98.484756 sec): 3 clusters Score: Raw -70197.562388 + Penalty 2135.108516 = -68062.453872 nChanged 4 SP:Iteration 8Q (98.486179 sec): 3 clusters Score: Raw -70203.443692 + Penalty 2135.111199 = -68068.332493 nChanged 3 SP:Iteration 9Q (98.487598 sec): 3 clusters Score: Raw -70205.098738 + Penalty 2135.111199 = -68069.987539 nChanged 0 SP:Iteration 10F (98.489051 sec): 3 clusters Score: Raw -70205.098738 + Penalty 2135.111199 = -68069.987539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.490990 sec): 2 clusters Score: Raw -45742.041112 + Penalty 445.498220 = -45296.542892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.492107 sec): 3 clusters Score: Raw -45473.932852 + Penalty 898.062930 = -44575.869922 nChanged 191 SP:Iteration 1F (98.493219 sec): 3 clusters Score: Raw -45641.365739 + Penalty 907.636426 = -44733.729312 nChanged 52 SP:Iteration 2F (98.494322 sec): 3 clusters Score: Raw -45707.497796 + Penalty 918.906002 = -44788.591794 nChanged 35 SP:Iteration 3F (98.495419 sec): 3 clusters Score: Raw -45762.100054 + Penalty 938.370531 = -44823.729524 nChanged 22 SP:Iteration 4Q (98.496501 sec): 3 clusters Score: Raw -45782.625878 + Penalty 942.587652 = -44840.038226 nChanged 8 SP:Iteration 5Q (98.497536 sec): 3 clusters Score: Raw -45793.136899 + Penalty 951.409709 = -44841.727190 nChanged 4 SP:Iteration 6Q (98.498564 sec): 3 clusters Score: Raw -45797.741518 + Penalty 958.889667 = -44838.851851 nChanged 3 SP:Iteration 7F (98.499662 sec): 3 clusters Score: Raw -45802.641142 + Penalty 958.889667 = -44843.751474 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 62 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.502727 sec): 2 clusters Score: Raw -84854.361508 + Penalty 796.256950 = -84058.104558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.504596 sec): 3 clusters Score: Raw -84407.162922 + Penalty 1596.142297 = -82811.020625 nChanged 304 SP:Iteration 1F (98.506411 sec): 3 clusters Score: Raw -84606.848637 + Penalty 1599.748101 = -83007.100536 nChanged 91 SP:Iteration 2F (98.508229 sec): 3 clusters Score: Raw -84693.047240 + Penalty 1607.202525 = -83085.844715 nChanged 77 SP:Iteration 3F (98.510063 sec): 3 clusters Score: Raw -84768.423460 + Penalty 1619.710836 = -83148.712624 nChanged 50 SP:Iteration 4F (98.511873 sec): 3 clusters Score: Raw -84815.568614 + Penalty 1628.872976 = -83186.695638 nChanged 41 SP:Iteration 5Q (98.513798 sec): 3 clusters Score: Raw -84852.735578 + Penalty 1635.137694 = -83217.597884 nChanged 26 SP:Iteration 6Q (98.515665 sec): 3 clusters Score: Raw -84875.648014 + Penalty 1642.739820 = -83232.908194 nChanged 16 SP:Iteration 7Q (98.517422 sec): 3 clusters Score: Raw -84890.742232 + Penalty 1644.337948 = -83246.404284 nChanged 3 SP:Iteration 8Q (98.519098 sec): 3 clusters Score: Raw -84893.354851 + Penalty 1648.939087 = -83244.415764 nChanged 5 SP:Iteration 9F (98.520871 sec): 3 clusters Score: Raw -84896.736344 + Penalty 1652.058013 = -83244.678331 nChanged 8 SP:Iteration 10F (98.522646 sec): 3 clusters Score: Raw -84907.753247 + Penalty 1654.267858 = -83253.485389 nChanged 5 SP:Iteration 11Q (98.524291 sec): 3 clusters Score: Raw -84913.890876 + Penalty 1659.047295 = -83254.843581 nChanged 5 SP:Iteration 12Q (98.525976 sec): 3 clusters Score: Raw -84918.183238 + Penalty 1661.910296 = -83256.272942 nChanged 3 SP:Iteration 13Q (98.527636 sec): 3 clusters Score: Raw -84922.102265 + Penalty 1662.649800 = -83259.452465 nChanged 4 SP:Iteration 14Q (98.529253 sec): 3 clusters Score: Raw -84925.516785 + Penalty 1663.496300 = -83262.020485 nChanged 2 SP:Iteration 15Q (98.530930 sec): 3 clusters Score: Raw -84926.404453 + Penalty 1663.496300 = -83262.908153 nChanged 0 SP:Iteration 16F (98.532789 sec): 3 clusters Score: Raw -84926.404453 + Penalty 1663.496300 = -83262.908153 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 101 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.537108 sec): 2 clusters Score: Raw -107835.549016 + Penalty 874.677534 = -106960.871482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.539391 sec): 3 clusters Score: Raw -107207.044888 + Penalty 1749.124235 = -105457.920654 nChanged 402 SP:Iteration 1F (98.541743 sec): 3 clusters Score: Raw -107519.745525 + Penalty 1750.109034 = -105769.636491 nChanged 146 SP:Iteration 2F (98.543989 sec): 3 clusters Score: Raw -107683.187896 + Penalty 1751.512348 = -105931.675548 nChanged 93 SP:Iteration 3F (98.546246 sec): 3 clusters Score: Raw -107774.415693 + Penalty 1750.157149 = -106024.258544 nChanged 58 SP:Iteration 4Q (98.548585 sec): 3 clusters Score: Raw -107821.555795 + Penalty 1746.400632 = -106075.155163 nChanged 45 SP:Iteration 5Q (98.550853 sec): 3 clusters Score: Raw -107866.437618 + Penalty 1744.823844 = -106121.613774 nChanged 25 SP:Iteration 6Q (98.552987 sec): 3 clusters Score: Raw -107897.284446 + Penalty 1744.046269 = -106153.238178 nChanged 16 SP:Iteration 7Q (98.555061 sec): 3 clusters Score: Raw -107909.847567 + Penalty 1745.160234 = -106164.687333 nChanged 6 SP:Iteration 8Q (98.557118 sec): 3 clusters Score: Raw -107914.858495 + Penalty 1746.383601 = -106168.474895 nChanged 6 SP:Iteration 9Q (98.559168 sec): 3 clusters Score: Raw -107917.616857 + Penalty 1746.364792 = -106171.252065 nChanged 4 SP:Iteration 10F (98.561352 sec): 3 clusters Score: Raw -107919.355391 + Penalty 1747.559117 = -106171.796274 nChanged 6 SP:Iteration 11Q (98.563397 sec): 3 clusters Score: Raw -107923.664984 + Penalty 1746.054347 = -106177.610636 nChanged 6 SP:Iteration 12Q (98.565453 sec): 3 clusters Score: Raw -107928.889852 + Penalty 1745.450643 = -106183.439208 nChanged 2 SP:Iteration 13Q (98.567484 sec): 3 clusters Score: Raw -107929.983514 + Penalty 1745.450643 = -106184.532871 nChanged 0 SP:Iteration 14F (98.569677 sec): 3 clusters Score: Raw -107929.983514 + Penalty 1745.450643 = -106184.532871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 106 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.572330 sec): 2 clusters Score: Raw -49738.299304 + Penalty 737.941153 = -49000.358151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.573506 sec): 3 clusters Score: Raw -49482.586710 + Penalty 1477.894716 = -48004.691994 nChanged 168 SP:Iteration 1F (98.574679 sec): 3 clusters Score: Raw -49612.077223 + Penalty 1487.980351 = -48124.096873 nChanged 64 SP:Iteration 2F (98.575829 sec): 3 clusters Score: Raw -49672.963869 + Penalty 1503.983600 = -48168.980269 nChanged 38 SP:Iteration 3F (98.576980 sec): 3 clusters Score: Raw -49716.564464 + Penalty 1522.019860 = -48194.544604 nChanged 36 SP:Iteration 4F (98.578131 sec): 3 clusters Score: Raw -49753.121950 + Penalty 1532.165338 = -48220.956612 nChanged 13 SP:Iteration 5Q (98.579275 sec): 3 clusters Score: Raw -49766.512353 + Penalty 1544.185085 = -48222.327268 nChanged 13 SP:Iteration 6Q (98.580505 sec): 3 clusters Score: Raw -49780.191202 + Penalty 1552.628308 = -48227.562894 nChanged 8 SP:Iteration 7Q (98.581704 sec): 3 clusters Score: Raw -49797.626938 + Penalty 1558.183643 = -48239.443295 nChanged 3 SP:Iteration 8Q (98.582899 sec): 3 clusters Score: Raw -49803.106787 + Penalty 1560.874920 = -48242.231866 nChanged 3 SP:Iteration 9Q (98.584080 sec): 3 clusters Score: Raw -49809.324506 + Penalty 1563.244741 = -48246.079765 nChanged 6 SP:Iteration 10F (98.585242 sec): 3 clusters Score: Raw -49816.422266 + Penalty 1568.072336 = -48248.349930 nChanged 6 SP:Iteration 11Q (98.586348 sec): 3 clusters Score: Raw -49822.799666 + Penalty 1568.434072 = -48254.365594 nChanged 1 SP:Iteration 12Q (98.587447 sec): 3 clusters Score: Raw -49823.674583 + Penalty 1568.434072 = -48255.240511 nChanged 0 SP:Iteration 13F (98.588597 sec): 3 clusters Score: Raw -49823.674583 + Penalty 1568.434072 = -48255.240511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.589563 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.589754 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.590576 sec): 2 clusters Score: Raw -1734.656212 + Penalty 49.706476 = -1684.949737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.590835 sec): 3 clusters Score: Raw -1763.507397 + Penalty 100.527984 = -1662.979413 nChanged 5 SP:Iteration 1F (98.591088 sec): 3 clusters Score: Raw -1780.381938 + Penalty 100.527984 = -1679.853954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.591826 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.592008 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Time taken for this iteration:97.674469 seconds. 300->24 Clusters: Score -2732597.936412, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 221 (time per iteration =446.299439 ms) Total iterations: 2988 (time per iteration =33.009430 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6479308125.000000 (time per metric unit =15.222640ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 161982703125.000000 (time per metric unit=608.905606ps) That took 98.632176 seconds.