warning: commands will be executed using /bin/sh job 5766 at Fri Jul 31 01:18:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150328/YutaMouse32-150328 ElecNo 9 UseFeatures 11111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 4.97 and 7.46 GB of RAM. Memory request: 2.49 GB would take us to total of 2.49 GB. ---------------------------------------------------------- Loaded 1384417 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.83 GB would take us to total of 3.32 GB. ------ Running on subset of 461472 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 5 (6448 points): Lose 375.509079 but Gain 2119.353707 Iteration 0F (38.940000 sec): 19 clusters Score: Raw -48650229.899507 + Penalty 38148.366729 = -48612081.532778 nChanged 435078 Iteration 1F (54.420000 sec): 19 clusters Score: Raw -50131895.527075 + Penalty 38148.366729 = -50093747.160346 nChanged 177404 Iteration 2F (70.200000 sec): 19 clusters Score: Raw -50488822.528261 + Penalty 38148.366729 = -50450674.161532 nChanged 120863 Iteration 3F (85.270000 sec): 19 clusters Score: Raw -50682362.874059 + Penalty 38148.366729 = -50644214.507330 nChanged 82640 Iteration 4F (99.730000 sec): 19 clusters Score: Raw -50798367.849654 + Penalty 38148.366729 = -50760219.482925 nChanged 58937 Deleting Class 8 (2019 points): Lose 2104.794990 but Gain 2119.353707 Iteration 5F (114.500000 sec): 18 clusters Score: Raw -50861096.158942 + Penalty 36029.013021 = -50825067.145920 nChanged 46519 Iteration 6F (132.670000 sec): 18 clusters Score: Raw -50904775.933296 + Penalty 36029.013021 = -50868746.920275 nChanged 34049 Iteration 7F (148.940000 sec): 18 clusters Score: Raw -50933795.355552 + Penalty 36029.013021 = -50897766.342530 nChanged 27318 Deleting Class 17 (1582 points): Lose 1884.452882 but Gain 2119.353707 Iteration 8F (166.160000 sec): 17 clusters Score: Raw -50953273.854872 + Penalty 33909.659314 = -50919364.195557 nChanged 22687 Iteration 9Q (177.870000 sec): 17 clusters Score: Raw -50969999.030801 + Penalty 33909.659314 = -50936089.371486 nChanged 15145 Iteration 10Q (189.780000 sec): 17 clusters Score: Raw -50979288.061223 + Penalty 33909.659314 = -50945378.401908 nChanged 10630 Iteration 11Q (201.040000 sec): 17 clusters Score: Raw -50985259.982937 + Penalty 33909.659314 = -50951350.323623 nChanged 7632 Iteration 12Q (212.490000 sec): 17 clusters Score: Raw -50990510.631536 + Penalty 33909.659314 = -50956600.972222 nChanged 5901 Iteration 13Q (223.750000 sec): 17 clusters Score: Raw -50995530.077642 + Penalty 33909.659314 = -50961620.418328 nChanged 4668 Iteration 14Q (234.610000 sec): 17 clusters Score: Raw -50998181.434239 + Penalty 33909.659314 = -50964271.774924 nChanged 3818 Iteration 15Q (245.020000 sec): 17 clusters Score: Raw -50999819.537573 + Penalty 33909.659314 = -50965909.878258 nChanged 3139 Iteration 16Q (258.360000 sec): 17 clusters Score: Raw -51001081.737647 + Penalty 33909.659314 = -50967172.078332 nChanged 2721 Iteration 17Q (269.110000 sec): 17 clusters Score: Raw -51002212.138641 + Penalty 33909.659314 = -50968302.479326 nChanged 2403 Iteration 18Q (279.060000 sec): 17 clusters Score: Raw -51003162.018408 + Penalty 33909.659314 = -50969252.359094 nChanged 2129 Iteration 19Q (290.070000 sec): 17 clusters Score: Raw -51004031.335860 + Penalty 33909.659314 = -50970121.676545 nChanged 1821 Writing temp clu file Because OldScore, -50969252.359094, is greater than current (better) Score,-50970121.676545 Compute initial score before splitting: Score: Raw -51004031.335860 + Penalty 33909.659314 = -50970121.676545 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 1 (1835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (290.250000 sec): 2 clusters Score: Raw -208994.691844 + Penalty 1221.154961 = -207773.536883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (290.450000 sec): 3 clusters Score: Raw -208186.414086 + Penalty 2442.309922 = -205744.104164 nChanged 667 SP:Iteration 1F (290.660000 sec): 3 clusters Score: Raw -208601.525755 + Penalty 2442.309922 = -206159.215833 nChanged 135 SP:Iteration 2F (290.880000 sec): 3 clusters Score: Raw -208698.469951 + Penalty 2442.309922 = -206256.160029 nChanged 81 SP:Iteration 3Q (291.040000 sec): 3 clusters Score: Raw -208750.597714 + Penalty 2442.309922 = -206308.287792 nChanged 64 SP:Iteration 4Q (291.280000 sec): 3 clusters Score: Raw -208790.136066 + Penalty 2442.309922 = -206347.826143 nChanged 44 SP:Iteration 5Q (291.490000 sec): 3 clusters Score: Raw -208809.165289 + Penalty 2442.309922 = -206366.855367 nChanged 19 SP:Iteration 6Q (291.720000 sec): 3 clusters Score: Raw -208820.144687 + Penalty 2442.309922 = -206377.834765 nChanged 23 SP:Iteration 7Q (291.960000 sec): 3 clusters Score: Raw -208831.928664 + Penalty 2442.309922 = -206389.618742 nChanged 16 SP:Iteration 8Q (292.160000 sec): 3 clusters Score: Raw -208840.457841 + Penalty 2442.309922 = -206398.147919 nChanged 18 SP:Iteration 9Q (292.370000 sec): 3 clusters Score: Raw -208851.266075 + Penalty 2442.309922 = -206408.956153 nChanged 13 SP:Iteration 10Q (292.500000 sec): 3 clusters Score: Raw -208858.010800 + Penalty 2442.309922 = -206415.700878 nChanged 14 SP:Iteration 11Q (292.700000 sec): 3 clusters Score: Raw -208864.179531 + Penalty 2442.309922 = -206421.869609 nChanged 17 SP:Iteration 12Q (292.850000 sec): 3 clusters Score: Raw -208873.481730 + Penalty 2442.309922 = -206431.171807 nChanged 12 SP:Iteration 13Q (293.050000 sec): 3 clusters Score: Raw -208879.762499 + Penalty 2442.309922 = -206437.452577 nChanged 13 SP:Iteration 14Q (293.250000 sec): 3 clusters Score: Raw -208886.072833 + Penalty 2442.309922 = -206443.762911 nChanged 6 SP:Iteration 15Q (293.420000 sec): 3 clusters Score: Raw -208889.515213 + Penalty 2442.309922 = -206447.205291 nChanged 7 SP:Iteration 16Q (293.600000 sec): 3 clusters Score: Raw -208893.735504 + Penalty 2442.309922 = -206451.425582 nChanged 6 SP:Iteration 17Q (293.800000 sec): 3 clusters Score: Raw -208895.340537 + Penalty 2442.309922 = -206453.030615 nChanged 1 SP:Iteration 18Q (294.010000 sec): 3 clusters Score: Raw -208895.545497 + Penalty 2442.309922 = -206453.235575 nChanged 0 SP:Iteration 19F (294.230000 sec): 3 clusters Score: Raw -208895.545497 + Penalty 2442.309922 = -206453.235575 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 2 (1630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (294.370000 sec): 2 clusters Score: Raw -167286.049221 + Penalty 1201.904485 = -166084.144736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (294.490000 sec): 3 clusters Score: Raw -166787.073488 + Penalty 2403.808970 = -164383.264517 nChanged 621 SP:Iteration 1F (294.710000 sec): 3 clusters Score: Raw -167838.019527 + Penalty 2403.808970 = -165434.210556 nChanged 276 SP:Iteration 2F (294.900000 sec): 3 clusters Score: Raw -168736.441916 + Penalty 2403.808970 = -166332.632946 nChanged 211 SP:Iteration 3F (295.120000 sec): 3 clusters Score: Raw -169851.116637 + Penalty 2403.808970 = -167447.307667 nChanged 130 SP:Iteration 4F (295.330000 sec): 3 clusters Score: Raw -170734.643461 + Penalty 2403.808970 = -168330.834490 nChanged 117 SP:Iteration 5F (295.490000 sec): 3 clusters Score: Raw -172155.738787 + Penalty 2403.808970 = -169751.929816 nChanged 30 SP:Iteration 6Q (295.760000 sec): 3 clusters Score: Raw -172417.787834 + Penalty 2403.808970 = -170013.978863 nChanged 12 SP:Iteration 7Q (295.890000 sec): 3 clusters Score: Raw -172457.947134 + Penalty 2403.808970 = -170054.138163 nChanged 5 SP:Iteration 8Q (296.100000 sec): 3 clusters Score: Raw -172465.710783 + Penalty 2403.808970 = -170061.901813 nChanged 1 SP:Iteration 9Q (296.280000 sec): 3 clusters Score: Raw -172469.126559 + Penalty 2403.808970 = -170065.317588 nChanged 1 SP:Iteration 10Q (296.450000 sec): 3 clusters Score: Raw -172472.944749 + Penalty 2403.808970 = -170069.135779 nChanged 1 SP:Iteration 11Q (296.660000 sec): 3 clusters Score: Raw -172473.656452 + Penalty 2403.808970 = -170069.847481 nChanged 0 SP:Iteration 12F (296.800000 sec): 3 clusters Score: Raw -172473.919868 + Penalty 2403.808970 = -170070.110897 nChanged 1 SP:Iteration 13Q (297.010000 sec): 3 clusters Score: Raw -172478.615247 + Penalty 2403.808970 = -170074.806276 nChanged 2 SP:Iteration 14Q (297.170000 sec): 3 clusters Score: Raw -172495.175525 + Penalty 2403.808970 = -170091.366555 nChanged 5 SP:Iteration 15Q (297.330000 sec): 3 clusters Score: Raw -172552.973183 + Penalty 2403.808970 = -170149.164213 nChanged 6 SP:Iteration 16Q (297.430000 sec): 3 clusters Score: Raw -172581.670820 + Penalty 2403.808970 = -170177.861849 nChanged 2 SP:Iteration 17Q (297.570000 sec): 3 clusters Score: Raw -172583.285156 + Penalty 2403.808970 = -170179.476185 nChanged 1 SP:Iteration 18Q (297.720000 sec): 3 clusters Score: Raw -172584.345560 + Penalty 2403.808970 = -170180.536590 nChanged 1 SP:Iteration 19Q (297.880000 sec): 3 clusters Score: Raw -172584.793428 + Penalty 2403.808970 = -170180.984457 nChanged 0 SP:Iteration 20F (298.080000 sec): 3 clusters Score: Raw -172584.793428 + Penalty 2403.808970 = -170180.984457 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 3 (5858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.200000 sec): 2 clusters Score: Raw -665061.167639 + Penalty 1409.779073 = -663651.388566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.430000 sec): 3 clusters Score: Raw -661906.065613 + Penalty 2819.558146 = -659086.507467 nChanged 2434 SP:Iteration 1F (298.600000 sec): 3 clusters Score: Raw -663219.990460 + Penalty 2819.558146 = -660400.432313 nChanged 483 SP:Iteration 2F (298.800000 sec): 3 clusters Score: Raw -663610.079359 + Penalty 2819.558146 = -660790.521213 nChanged 419 SP:Iteration 3F (299.000000 sec): 3 clusters Score: Raw -664016.065875 + Penalty 2819.558146 = -661196.507729 nChanged 332 SP:Iteration 4F (299.210000 sec): 3 clusters Score: Raw -664291.975923 + Penalty 2819.558146 = -661472.417776 nChanged 275 SP:Iteration 5Q (299.440000 sec): 3 clusters Score: Raw -664427.881872 + Penalty 2819.558146 = -661608.323725 nChanged 212 SP:Iteration 6Q (299.700000 sec): 3 clusters Score: Raw -664531.669052 + Penalty 2819.558146 = -661712.110906 nChanged 188 SP:Iteration 7Q (299.930000 sec): 3 clusters Score: Raw -664637.959232 + Penalty 2819.558146 = -661818.401085 nChanged 181 SP:Iteration 8Q (300.180000 sec): 3 clusters Score: Raw -664753.672839 + Penalty 2819.558146 = -661934.114693 nChanged 194 SP:Iteration 9Q (300.400000 sec): 3 clusters Score: Raw -664874.665215 + Penalty 2819.558146 = -662055.107069 nChanged 185 SP:Iteration 10Q (300.600000 sec): 3 clusters Score: Raw -665009.651742 + Penalty 2819.558146 = -662190.093596 nChanged 208 SP:Iteration 11Q (300.780000 sec): 3 clusters Score: Raw -665147.671411 + Penalty 2819.558146 = -662328.113264 nChanged 193 SP:Iteration 12Q (300.940000 sec): 3 clusters Score: Raw -665276.550538 + Penalty 2819.558146 = -662456.992392 nChanged 178 SP:Iteration 13Q (301.140000 sec): 3 clusters Score: Raw -665398.433280 + Penalty 2819.558146 = -662578.875133 nChanged 169 SP:Iteration 14Q (301.310000 sec): 3 clusters Score: Raw -665512.348322 + Penalty 2819.558146 = -662692.790175 nChanged 152 SP:Iteration 15Q (301.490000 sec): 3 clusters Score: Raw -665612.652867 + Penalty 2819.558146 = -662793.094721 nChanged 135 SP:Iteration 16Q (301.680000 sec): 3 clusters Score: Raw -665684.578025 + Penalty 2819.558146 = -662865.019878 nChanged 97 SP:Iteration 17Q (301.900000 sec): 3 clusters Score: Raw -665728.292131 + Penalty 2819.558146 = -662908.733984 nChanged 73 SP:Iteration 18Q (302.090000 sec): 3 clusters Score: Raw -665758.500775 + Penalty 2819.558146 = -662938.942629 nChanged 63 SP:Iteration 19Q (302.310000 sec): 3 clusters Score: Raw -665782.700821 + Penalty 2819.558146 = -662963.142675 nChanged 53 SP:Iteration 20F (302.460000 sec): 3 clusters Score: Raw -665799.570800 + Penalty 2819.558146 = -662980.012653 nChanged 35 SP:Iteration 21Q (302.620000 sec): 3 clusters Score: Raw -665810.153681 + Penalty 2819.558146 = -662990.595535 nChanged 30 SP:Iteration 22Q (302.840000 sec): 3 clusters Score: Raw -665818.765890 + Penalty 2819.558146 = -662999.207744 nChanged 40 SP:Iteration 23Q (303.000000 sec): 3 clusters Score: Raw -665832.240590 + Penalty 2819.558146 = -663012.682444 nChanged 37 SP:Iteration 24Q (303.160000 sec): 3 clusters Score: Raw -665842.859746 + Penalty 2819.558146 = -663023.301600 nChanged 32 SP:Iteration 25Q (303.370000 sec): 3 clusters Score: Raw -665850.141687 + Penalty 2819.558146 = -663030.583541 nChanged 19 SP:Iteration 26Q (303.540000 sec): 3 clusters Score: Raw -665854.421239 + Penalty 2819.558146 = -663034.863093 nChanged 17 SP:Iteration 27Q (303.710000 sec): 3 clusters Score: Raw -665857.633619 + Penalty 2819.558146 = -663038.075472 nChanged 13 SP:Iteration 28Q (303.960000 sec): 3 clusters Score: Raw -665859.991578 + Penalty 2819.558146 = -663040.433432 nChanged 11 SP:Iteration 29Q (304.140000 sec): 3 clusters Score: Raw -665862.306081 + Penalty 2819.558146 = -663042.747935 nChanged 10 SP:Iteration 30Q (304.380000 sec): 3 clusters Score: Raw -665864.574063 + Penalty 2819.558146 = -663045.015917 nChanged 9 SP:Iteration 31Q (304.610000 sec): 3 clusters Score: Raw -665867.384607 + Penalty 2819.558146 = -663047.826461 nChanged 14 SP:Iteration 32Q (304.760000 sec): 3 clusters Score: Raw -665870.949767 + Penalty 2819.558146 = -663051.391621 nChanged 21 SP:Iteration 33Q (305.010000 sec): 3 clusters Score: Raw -665874.693859 + Penalty 2819.558146 = -663055.135713 nChanged 17 SP:Iteration 34Q (305.170000 sec): 3 clusters Score: Raw -665877.440976 + Penalty 2819.558146 = -663057.882830 nChanged 13 SP:Iteration 35Q (305.360000 sec): 3 clusters Score: Raw -665880.518198 + Penalty 2819.558146 = -663060.960052 nChanged 16 SP:Iteration 36Q (305.580000 sec): 3 clusters Score: Raw -665883.809882 + Penalty 2819.558146 = -663064.251736 nChanged 11 SP:Iteration 37Q (305.770000 sec): 3 clusters Score: Raw -665886.265184 + Penalty 2819.558146 = -663066.707037 nChanged 10 SP:Iteration 38Q (305.960000 sec): 3 clusters Score: Raw -665887.759257 + Penalty 2819.558146 = -663068.201110 nChanged 7 SP:Iteration 39Q (306.230000 sec): 3 clusters Score: Raw -665888.720904 + Penalty 2819.558146 = -663069.162758 nChanged 8 SP:Iteration 40F (306.430000 sec): 3 clusters Score: Raw -665889.683981 + Penalty 2819.558146 = -663070.125834 nChanged 7 SP:Iteration 41Q (306.720000 sec): 3 clusters Score: Raw -665891.028174 + Penalty 2819.558146 = -663071.470028 nChanged 4 SP:Iteration 42Q (306.890000 sec): 3 clusters Score: Raw -665891.860642 + Penalty 2819.558146 = -663072.302495 nChanged 9 SP:Iteration 43Q (307.150000 sec): 3 clusters Score: Raw -665893.214136 + Penalty 2819.558146 = -663073.655990 nChanged 4 SP:Iteration 44Q (307.360000 sec): 3 clusters Score: Raw -665893.760701 + Penalty 2819.558146 = -663074.202555 nChanged 1 SP:Iteration 45Q (307.570000 sec): 3 clusters Score: Raw -665893.836978 + Penalty 2819.558146 = -663074.278832 nChanged 1 SP:Iteration 46Q (307.750000 sec): 3 clusters Score: Raw -665893.893751 + Penalty 2819.558146 = -663074.335605 nChanged 2 SP:Iteration 47Q (308.010000 sec): 3 clusters Score: Raw -665894.091064 + Penalty 2819.558146 = -663074.532917 nChanged 1 SP:Iteration 48Q (308.190000 sec): 3 clusters Score: Raw -665894.147698 + Penalty 2819.558146 = -663074.589551 nChanged 0 SP:Iteration 49F (308.390000 sec): 3 clusters Score: Raw -665894.147698 + Penalty 2819.558146 = -663074.589551 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 4 (9076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.520000 sec): 2 clusters Score: Raw -1027349.036358 + Penalty 1480.925687 = -1025868.110670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.740000 sec): 3 clusters Score: Raw -1022192.632756 + Penalty 2961.851375 = -1019230.781381 nChanged 3894 SP:Iteration 1F (308.990000 sec): 3 clusters Score: Raw -1024263.666800 + Penalty 2961.851375 = -1021301.815425 nChanged 561 SP:Iteration 2F (309.150000 sec): 3 clusters Score: Raw -1024493.507610 + Penalty 2961.851375 = -1021531.656235 nChanged 469 SP:Iteration 3F (309.370000 sec): 3 clusters Score: Raw -1024664.063340 + Penalty 2961.851375 = -1021702.211965 nChanged 389 SP:Iteration 4Q (309.590000 sec): 3 clusters Score: Raw -1024813.882143 + Penalty 2961.851375 = -1021852.030768 nChanged 337 SP:Iteration 5Q (309.800000 sec): 3 clusters Score: Raw -1024937.071526 + Penalty 2961.851375 = -1021975.220151 nChanged 305 SP:Iteration 6Q (310.020000 sec): 3 clusters Score: Raw -1025049.493328 + Penalty 2961.851375 = -1022087.641953 nChanged 314 SP:Iteration 7Q (310.240000 sec): 3 clusters Score: Raw -1025176.367887 + Penalty 2961.851375 = -1022214.516512 nChanged 344 SP:Iteration 8Q (310.440000 sec): 3 clusters Score: Raw -1025328.354090 + Penalty 2961.851375 = -1022366.502715 nChanged 393 SP:Iteration 9Q (310.690000 sec): 3 clusters Score: Raw -1025544.663444 + Penalty 2961.851375 = -1022582.812069 nChanged 442 SP:Iteration 10Q (310.930000 sec): 3 clusters Score: Raw -1025831.272102 + Penalty 2961.851375 = -1022869.420727 nChanged 469 SP:Iteration 11F (311.130000 sec): 3 clusters Score: Raw -1026180.697006 + Penalty 2961.851375 = -1023218.845631 nChanged 450 SP:Iteration 12Q (311.380000 sec): 3 clusters Score: Raw -1026524.638004 + Penalty 2961.851375 = -1023562.786629 nChanged 357 SP:Iteration 13Q (311.650000 sec): 3 clusters Score: Raw -1026819.903112 + Penalty 2961.851375 = -1023858.051737 nChanged 274 SP:Iteration 14Q (311.880000 sec): 3 clusters Score: Raw -1027059.297704 + Penalty 2961.851375 = -1024097.446329 nChanged 177 SP:Iteration 15Q (312.150000 sec): 3 clusters Score: Raw -1027220.294727 + Penalty 2961.851375 = -1024258.443352 nChanged 107 SP:Iteration 16Q (312.360000 sec): 3 clusters Score: Raw -1027323.447692 + Penalty 2961.851375 = -1024361.596317 nChanged 56 SP:Iteration 17Q (312.560000 sec): 3 clusters Score: Raw -1027379.072289 + Penalty 2961.851375 = -1024417.220914 nChanged 49 SP:Iteration 18Q (312.860000 sec): 3 clusters Score: Raw -1027429.601105 + Penalty 2961.851375 = -1024467.749730 nChanged 28 SP:Iteration 19Q (313.100000 sec): 3 clusters Score: Raw -1027467.631620 + Penalty 2961.851375 = -1024505.780245 nChanged 17 SP:Iteration 20F (313.290000 sec): 3 clusters Score: Raw -1027485.246945 + Penalty 2961.851375 = -1024523.395570 nChanged 16 SP:Iteration 21Q (313.560000 sec): 3 clusters Score: Raw -1027509.902170 + Penalty 2961.851375 = -1024548.050795 nChanged 15 SP:Iteration 22Q (313.760000 sec): 3 clusters Score: Raw -1027528.831838 + Penalty 2961.851375 = -1024566.980463 nChanged 7 SP:Iteration 23Q (314.000000 sec): 3 clusters Score: Raw -1027536.637521 + Penalty 2961.851375 = -1024574.786146 nChanged 2 SP:Iteration 24Q (314.310000 sec): 3 clusters Score: Raw -1027538.523126 + Penalty 2961.851375 = -1024576.671751 nChanged 1 SP:Iteration 25Q (314.460000 sec): 3 clusters Score: Raw -1027540.079350 + Penalty 2961.851375 = -1024578.227975 nChanged 0 SP:Iteration 26F (314.720000 sec): 3 clusters Score: Raw -1027540.079350 + Penalty 2961.851375 = -1024578.227975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 6 (40238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.120000 sec): 2 clusters Score: Raw -4604378.879614 + Penalty 1722.917154 = -4602655.962460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.570000 sec): 3 clusters Score: Raw -4579292.115055 + Penalty 3445.834308 = -4575846.280747 nChanged 18733 SP:Iteration 1F (316.010000 sec): 3 clusters Score: Raw -4590801.026956 + Penalty 3445.834308 = -4587355.192648 nChanged 2646 SP:Iteration 2F (316.430000 sec): 3 clusters Score: Raw -4592934.059879 + Penalty 3445.834308 = -4589488.225571 nChanged 3394 SP:Iteration 3F (316.850000 sec): 3 clusters Score: Raw -4595804.380172 + Penalty 3445.834308 = -4592358.545864 nChanged 3708 SP:Iteration 4F (317.290000 sec): 3 clusters Score: Raw -4598919.365845 + Penalty 3445.834308 = -4595473.531537 nChanged 3416 SP:Iteration 5F (317.730000 sec): 3 clusters Score: Raw -4601667.566725 + Penalty 3445.834308 = -4598221.732417 nChanged 2663 SP:Iteration 6F (318.130000 sec): 3 clusters Score: Raw -4603980.040155 + Penalty 3445.834308 = -4600534.205847 nChanged 1917 SP:Iteration 7Q (318.590000 sec): 3 clusters Score: Raw -4605946.980659 + Penalty 3445.834308 = -4602501.146351 nChanged 1302 SP:Iteration 8Q (318.960000 sec): 3 clusters Score: Raw -4607704.108171 + Penalty 3445.834308 = -4604258.273863 nChanged 807 SP:Iteration 9Q (319.350000 sec): 3 clusters Score: Raw -4608800.847741 + Penalty 3445.834308 = -4605355.013433 nChanged 419 SP:Iteration 10Q (319.730000 sec): 3 clusters Score: Raw -4608981.992898 + Penalty 3445.834308 = -4605536.158590 nChanged 252 SP:Iteration 11Q (320.080000 sec): 3 clusters Score: Raw -4609037.525367 + Penalty 3445.834308 = -4605591.691059 nChanged 137 SP:Iteration 12Q (320.470000 sec): 3 clusters Score: Raw -4609055.351105 + Penalty 3445.834308 = -4605609.516797 nChanged 85 SP:Iteration 13Q (320.810000 sec): 3 clusters Score: Raw -4609063.399642 + Penalty 3445.834308 = -4605617.565334 nChanged 50 SP:Iteration 14Q (321.190000 sec): 3 clusters Score: Raw -4609066.939979 + Penalty 3445.834308 = -4605621.105671 nChanged 29 SP:Iteration 15Q (321.550000 sec): 3 clusters Score: Raw -4609068.224088 + Penalty 3445.834308 = -4605622.389780 nChanged 12 SP:Iteration 16Q (321.920000 sec): 3 clusters Score: Raw -4609068.522915 + Penalty 3445.834308 = -4605622.688607 nChanged 4 SP:Iteration 17Q (322.370000 sec): 3 clusters Score: Raw -4609068.619320 + Penalty 3445.834308 = -4605622.785012 nChanged 2 SP:Iteration 18Q (322.790000 sec): 3 clusters Score: Raw -4609068.661579 + Penalty 3445.834308 = -4605622.827271 nChanged 0 SP:Iteration 19F (323.230000 sec): 3 clusters Score: Raw -4609068.661579 + Penalty 3445.834308 = -4605622.827271 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 7 (3374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.360000 sec): 2 clusters Score: Raw -364669.437033 + Penalty 1320.126318 = -363349.310715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.560000 sec): 3 clusters Score: Raw -363099.691211 + Penalty 2640.252636 = -360459.438575 nChanged 1308 SP:Iteration 1F (323.740000 sec): 3 clusters Score: Raw -363915.606994 + Penalty 2640.252636 = -361275.354358 nChanged 307 SP:Iteration 2F (323.930000 sec): 3 clusters Score: Raw -364145.339932 + Penalty 2640.252636 = -361505.087297 nChanged 183 SP:Iteration 3F (324.180000 sec): 3 clusters Score: Raw -364281.070667 + Penalty 2640.252636 = -361640.818032 nChanged 148 SP:Iteration 4Q (324.330000 sec): 3 clusters Score: Raw -364370.406518 + Penalty 2640.252636 = -361730.153883 nChanged 136 SP:Iteration 5Q (324.510000 sec): 3 clusters Score: Raw -364443.593975 + Penalty 2640.252636 = -361803.341339 nChanged 106 SP:Iteration 6Q (324.690000 sec): 3 clusters Score: Raw -364506.231943 + Penalty 2640.252636 = -361865.979307 nChanged 95 SP:Iteration 7Q (324.840000 sec): 3 clusters Score: Raw -364550.507411 + Penalty 2640.252636 = -361910.254776 nChanged 77 SP:Iteration 8Q (325.020000 sec): 3 clusters Score: Raw -364598.903892 + Penalty 2640.252636 = -361958.651256 nChanged 77 SP:Iteration 9Q (325.190000 sec): 3 clusters Score: Raw -364640.673517 + Penalty 2640.252636 = -362000.420882 nChanged 72 SP:Iteration 10Q (325.460000 sec): 3 clusters Score: Raw -364668.555711 + Penalty 2640.252636 = -362028.303075 nChanged 45 SP:Iteration 11Q (325.620000 sec): 3 clusters Score: Raw -364687.307441 + Penalty 2640.252636 = -362047.054806 nChanged 45 SP:Iteration 12Q (325.820000 sec): 3 clusters Score: Raw -364708.576271 + Penalty 2640.252636 = -362068.323636 nChanged 47 SP:Iteration 13Q (326.000000 sec): 3 clusters Score: Raw -364731.825162 + Penalty 2640.252636 = -362091.572526 nChanged 49 SP:Iteration 14Q (326.180000 sec): 3 clusters Score: Raw -364762.075750 + Penalty 2640.252636 = -362121.823114 nChanged 49 SP:Iteration 15Q (326.380000 sec): 3 clusters Score: Raw -364785.514731 + Penalty 2640.252636 = -362145.262096 nChanged 42 SP:Iteration 16Q (326.580000 sec): 3 clusters Score: Raw -364805.134797 + Penalty 2640.252636 = -362164.882161 nChanged 32 SP:Iteration 17Q (326.740000 sec): 3 clusters Score: Raw -364815.389318 + Penalty 2640.252636 = -362175.136683 nChanged 31 SP:Iteration 18Q (326.920000 sec): 3 clusters Score: Raw -364832.046369 + Penalty 2640.252636 = -362191.793734 nChanged 27 SP:Iteration 19Q (327.100000 sec): 3 clusters Score: Raw -364846.733125 + Penalty 2640.252636 = -362206.480490 nChanged 38 SP:Iteration 20F (327.280000 sec): 3 clusters Score: Raw -364863.317585 + Penalty 2640.252636 = -362223.064950 nChanged 35 SP:Iteration 21Q (327.440000 sec): 3 clusters Score: Raw -364883.366459 + Penalty 2640.252636 = -362243.113824 nChanged 31 SP:Iteration 22Q (327.600000 sec): 3 clusters Score: Raw -364897.647043 + Penalty 2640.252636 = -362257.394408 nChanged 28 SP:Iteration 23Q (327.770000 sec): 3 clusters Score: Raw -364912.400296 + Penalty 2640.252636 = -362272.147660 nChanged 45 SP:Iteration 24Q (327.930000 sec): 3 clusters Score: Raw -364935.158420 + Penalty 2640.252636 = -362294.905785 nChanged 40 SP:Iteration 25Q (328.120000 sec): 3 clusters Score: Raw -364953.353008 + Penalty 2640.252636 = -362313.100372 nChanged 39 SP:Iteration 26Q (328.310000 sec): 3 clusters Score: Raw -364970.482623 + Penalty 2640.252636 = -362330.229988 nChanged 30 SP:Iteration 27Q (328.530000 sec): 3 clusters Score: Raw -364983.610022 + Penalty 2640.252636 = -362343.357386 nChanged 27 SP:Iteration 28Q (328.700000 sec): 3 clusters Score: Raw -364993.214499 + Penalty 2640.252636 = -362352.961864 nChanged 21 SP:Iteration 29Q (328.890000 sec): 3 clusters Score: Raw -365001.830583 + Penalty 2640.252636 = -362361.577948 nChanged 18 SP:Iteration 30Q (329.110000 sec): 3 clusters Score: Raw -365008.546672 + Penalty 2640.252636 = -362368.294036 nChanged 17 SP:Iteration 31Q (329.270000 sec): 3 clusters Score: Raw -365015.201237 + Penalty 2640.252636 = -362374.948602 nChanged 19 SP:Iteration 32Q (329.500000 sec): 3 clusters Score: Raw -365023.403694 + Penalty 2640.252636 = -362383.151058 nChanged 22 SP:Iteration 33Q (329.720000 sec): 3 clusters Score: Raw -365031.909344 + Penalty 2640.252636 = -362391.656708 nChanged 23 SP:Iteration 34Q (329.910000 sec): 3 clusters Score: Raw -365042.513966 + Penalty 2640.252636 = -362402.261330 nChanged 23 SP:Iteration 35Q (330.120000 sec): 3 clusters Score: Raw -365053.063844 + Penalty 2640.252636 = -362412.811208 nChanged 23 SP:Iteration 36Q (330.250000 sec): 3 clusters Score: Raw -365060.368368 + Penalty 2640.252636 = -362420.115733 nChanged 15 SP:Iteration 37Q (330.410000 sec): 3 clusters Score: Raw -365064.608392 + Penalty 2640.252636 = -362424.355757 nChanged 16 SP:Iteration 38Q (330.560000 sec): 3 clusters Score: Raw -365070.800749 + Penalty 2640.252636 = -362430.548113 nChanged 18 SP:Iteration 39Q (330.690000 sec): 3 clusters Score: Raw -365082.652596 + Penalty 2640.252636 = -362442.399960 nChanged 20 SP:Iteration 40F (330.840000 sec): 3 clusters Score: Raw -365089.104272 + Penalty 2640.252636 = -362448.851637 nChanged 16 SP:Iteration 41Q (331.000000 sec): 3 clusters Score: Raw -365096.588404 + Penalty 2640.252636 = -362456.335768 nChanged 18 SP:Iteration 42Q (331.150000 sec): 3 clusters Score: Raw -365103.268822 + Penalty 2640.252636 = -362463.016187 nChanged 16 SP:Iteration 43Q (331.290000 sec): 3 clusters Score: Raw -365110.014918 + Penalty 2640.252636 = -362469.762282 nChanged 18 SP:Iteration 44Q (331.460000 sec): 3 clusters Score: Raw -365117.376749 + Penalty 2640.252636 = -362477.124114 nChanged 18 SP:Iteration 45Q (331.600000 sec): 3 clusters Score: Raw -365123.916604 + Penalty 2640.252636 = -362483.663969 nChanged 8 SP:Iteration 46Q (331.750000 sec): 3 clusters Score: Raw -365126.343992 + Penalty 2640.252636 = -362486.091357 nChanged 8 SP:Iteration 47Q (331.900000 sec): 3 clusters Score: Raw -365129.323396 + Penalty 2640.252636 = -362489.070760 nChanged 9 SP:Iteration 48Q (332.040000 sec): 3 clusters Score: Raw -365131.954050 + Penalty 2640.252636 = -362491.701415 nChanged 7 SP:Iteration 49Q (332.270000 sec): 3 clusters Score: Raw -365133.228715 + Penalty 2640.252636 = -362492.976079 nChanged 7 SP:Iteration 50Q (332.450000 sec): 3 clusters Score: Raw -365134.534929 + Penalty 2640.252636 = -362494.282293 nChanged 5 SP:Iteration 51Q (332.590000 sec): 3 clusters Score: Raw -365136.720182 + Penalty 2640.252636 = -362496.467546 nChanged 8 SP:Iteration 52Q (332.780000 sec): 3 clusters Score: Raw -365140.028377 + Penalty 2640.252636 = -362499.775741 nChanged 9 SP:Iteration 53Q (332.950000 sec): 3 clusters Score: Raw -365142.213369 + Penalty 2640.252636 = -362501.960733 nChanged 6 SP:Iteration 54Q (333.110000 sec): 3 clusters Score: Raw -365144.238399 + Penalty 2640.252636 = -362503.985763 nChanged 4 SP:Iteration 55Q (333.310000 sec): 3 clusters Score: Raw -365145.693112 + Penalty 2640.252636 = -362505.440476 nChanged 5 SP:Iteration 56Q (333.450000 sec): 3 clusters Score: Raw -365147.923421 + Penalty 2640.252636 = -362507.670785 nChanged 8 SP:Iteration 57Q (333.660000 sec): 3 clusters Score: Raw -365150.574530 + Penalty 2640.252636 = -362510.321894 nChanged 6 SP:Iteration 58Q (333.830000 sec): 3 clusters Score: Raw -365152.511990 + Penalty 2640.252636 = -362512.259355 nChanged 5 SP:Iteration 59Q (334.010000 sec): 3 clusters Score: Raw -365153.774954 + Penalty 2640.252636 = -362513.522318 nChanged 6 SP:Iteration 60F (334.190000 sec): 3 clusters Score: Raw -365155.527765 + Penalty 2640.252636 = -362515.275130 nChanged 1 SP:Iteration 61Q (334.350000 sec): 3 clusters Score: Raw -365155.732345 + Penalty 2640.252636 = -362515.479710 nChanged 1 SP:Iteration 62Q (334.510000 sec): 3 clusters Score: Raw -365156.107728 + Penalty 2640.252636 = -362515.855093 nChanged 1 SP:Iteration 63Q (334.670000 sec): 3 clusters Score: Raw -365156.297190 + Penalty 2640.252636 = -362516.044554 nChanged 0 SP:Iteration 64F (334.850000 sec): 3 clusters Score: Raw -365156.297190 + Penalty 2640.252636 = -362516.044554 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 9 (274388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.580000 sec): 2 clusters Score: Raw -30643762.841868 + Penalty 2034.873497 = -30641727.968371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.960000 sec): 3 clusters Score: Raw -30460692.934317 + Penalty 4069.746994 = -30456623.187324 nChanged 133440 SP:Iteration 1F (339.420000 sec): 3 clusters Score: Raw -30541048.019757 + Penalty 4069.746994 = -30536978.272763 nChanged 7645 SP:Iteration 2Q (340.900000 sec): 3 clusters Score: Raw -30543052.356543 + Penalty 4069.746994 = -30538982.609549 nChanged 9995 SP:Iteration 3Q (342.410000 sec): 3 clusters Score: Raw -30546735.078998 + Penalty 4069.746994 = -30542665.332005 nChanged 13886 SP:Iteration 4F (343.880000 sec): 3 clusters Score: Raw -30553908.807567 + Penalty 4069.746994 = -30549839.060573 nChanged 19399 SP:Iteration 5F (345.280000 sec): 3 clusters Score: Raw -30567584.829433 + Penalty 4069.746994 = -30563515.082439 nChanged 24201 SP:Iteration 6F (346.680000 sec): 3 clusters Score: Raw -30588589.021406 + Penalty 4069.746994 = -30584519.274412 nChanged 23512 SP:Iteration 7F (348.210000 sec): 3 clusters Score: Raw -30610882.303114 + Penalty 4069.746994 = -30606812.556121 nChanged 17146 SP:Iteration 8F (349.560000 sec): 3 clusters Score: Raw -30627385.609435 + Penalty 4069.746994 = -30623315.862442 nChanged 9987 SP:Iteration 9Q (351.020000 sec): 3 clusters Score: Raw -30636845.094161 + Penalty 4069.746994 = -30632775.347167 nChanged 4813 SP:Iteration 10Q (352.380000 sec): 3 clusters Score: Raw -30641216.293848 + Penalty 4069.746994 = -30637146.546854 nChanged 1962 SP:Iteration 11Q (353.640000 sec): 3 clusters Score: Raw -30642927.189597 + Penalty 4069.746994 = -30638857.442603 nChanged 706 SP:Iteration 12Q (354.870000 sec): 3 clusters Score: Raw -30643530.902894 + Penalty 4069.746994 = -30639461.155901 nChanged 244 SP:Iteration 13Q (356.130000 sec): 3 clusters Score: Raw -30643750.230073 + Penalty 4069.746994 = -30639680.483080 nChanged 95 SP:Iteration 14Q (357.370000 sec): 3 clusters Score: Raw -30643846.092580 + Penalty 4069.746994 = -30639776.345586 nChanged 41 SP:Iteration 15Q (358.710000 sec): 3 clusters Score: Raw -30643891.385456 + Penalty 4069.746994 = -30639821.638462 nChanged 19 SP:Iteration 16Q (360.070000 sec): 3 clusters Score: Raw -30643918.571884 + Penalty 4069.746994 = -30639848.824890 nChanged 17 SP:Iteration 17Q (361.560000 sec): 3 clusters Score: Raw -30643940.180070 + Penalty 4069.746994 = -30639870.433077 nChanged 11 SP:Iteration 18Q (363.260000 sec): 3 clusters Score: Raw -30643951.412827 + Penalty 4069.746994 = -30639881.665833 nChanged 8 SP:Iteration 19Q (364.810000 sec): 3 clusters Score: Raw -30643963.703374 + Penalty 4069.746994 = -30639893.956381 nChanged 8 SP:Iteration 20F (366.360000 sec): 3 clusters Score: Raw -30643976.751775 + Penalty 4069.746994 = -30639907.004781 nChanged 7 SP:Iteration 21Q (367.620000 sec): 3 clusters Score: Raw -30643984.438561 + Penalty 4069.746994 = -30639914.691568 nChanged 5 SP:Iteration 22Q (368.950000 sec): 3 clusters Score: Raw -30643992.034025 + Penalty 4069.746994 = -30639922.287031 nChanged 3 SP:Iteration 23Q (370.320000 sec): 3 clusters Score: Raw -30644000.743472 + Penalty 4069.746994 = -30639930.996479 nChanged 8 SP:Iteration 24Q (371.440000 sec): 3 clusters Score: Raw -30644005.727520 + Penalty 4069.746994 = -30639935.980526 nChanged 2 SP:Iteration 25Q (372.680000 sec): 3 clusters Score: Raw -30644007.912087 + Penalty 4069.746994 = -30639938.165094 nChanged 3 SP:Iteration 26Q (373.760000 sec): 3 clusters Score: Raw -30644009.193922 + Penalty 4069.746994 = -30639939.446928 nChanged 0 SP:Iteration 27F (375.030000 sec): 3 clusters Score: Raw -30644009.193922 + Penalty 4069.746994 = -30639939.446928 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 10 (20904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.350000 sec): 2 clusters Score: Raw -2394691.371001 + Penalty 1616.500569 = -2393074.870432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.620000 sec): 3 clusters Score: Raw -2382098.686512 + Penalty 3233.001137 = -2378865.685375 nChanged 9514 SP:Iteration 1F (375.920000 sec): 3 clusters Score: Raw -2387432.202937 + Penalty 3233.001137 = -2384199.201800 nChanged 1054 SP:Iteration 2F (376.220000 sec): 3 clusters Score: Raw -2387924.921962 + Penalty 3233.001137 = -2384691.920824 nChanged 1193 SP:Iteration 3F (376.480000 sec): 3 clusters Score: Raw -2388728.497413 + Penalty 3233.001137 = -2385495.496276 nChanged 1490 SP:Iteration 4F (376.850000 sec): 3 clusters Score: Raw -2389965.242131 + Penalty 3233.001137 = -2386732.240993 nChanged 1866 SP:Iteration 5F (377.100000 sec): 3 clusters Score: Raw -2391713.188001 + Penalty 3233.001137 = -2388480.186864 nChanged 1890 SP:Iteration 6F (377.440000 sec): 3 clusters Score: Raw -2393504.885335 + Penalty 3233.001137 = -2390271.884198 nChanged 1535 SP:Iteration 7F (377.710000 sec): 3 clusters Score: Raw -2394882.616123 + Penalty 3233.001137 = -2391649.614986 nChanged 1087 SP:Iteration 8F (378.030000 sec): 3 clusters Score: Raw -2395734.175752 + Penalty 3233.001137 = -2392501.174614 nChanged 628 SP:Iteration 9Q (378.360000 sec): 3 clusters Score: Raw -2396120.293715 + Penalty 3233.001137 = -2392887.292577 nChanged 406 SP:Iteration 10Q (378.670000 sec): 3 clusters Score: Raw -2396355.256298 + Penalty 3233.001137 = -2393122.255161 nChanged 279 SP:Iteration 11Q (378.940000 sec): 3 clusters Score: Raw -2396490.883630 + Penalty 3233.001137 = -2393257.882492 nChanged 197 SP:Iteration 12Q (379.220000 sec): 3 clusters Score: Raw -2396578.679936 + Penalty 3233.001137 = -2393345.678799 nChanged 122 SP:Iteration 13Q (379.490000 sec): 3 clusters Score: Raw -2396625.393117 + Penalty 3233.001137 = -2393392.391979 nChanged 100 SP:Iteration 14Q (379.780000 sec): 3 clusters Score: Raw -2396666.122667 + Penalty 3233.001137 = -2393433.121529 nChanged 78 SP:Iteration 15Q (380.040000 sec): 3 clusters Score: Raw -2396696.303334 + Penalty 3233.001137 = -2393463.302197 nChanged 67 SP:Iteration 16Q (380.340000 sec): 3 clusters Score: Raw -2396724.768318 + Penalty 3233.001137 = -2393491.767180 nChanged 52 SP:Iteration 17Q (380.610000 sec): 3 clusters Score: Raw -2396742.183356 + Penalty 3233.001137 = -2393509.182219 nChanged 34 SP:Iteration 18Q (380.870000 sec): 3 clusters Score: Raw -2396753.567129 + Penalty 3233.001137 = -2393520.565992 nChanged 28 SP:Iteration 19Q (381.230000 sec): 3 clusters Score: Raw -2396765.532882 + Penalty 3233.001137 = -2393532.531745 nChanged 28 SP:Iteration 20F (381.520000 sec): 3 clusters Score: Raw -2396777.540543 + Penalty 3233.001137 = -2393544.539406 nChanged 35 SP:Iteration 21Q (381.820000 sec): 3 clusters Score: Raw -2396791.208248 + Penalty 3233.001137 = -2393558.207110 nChanged 31 SP:Iteration 22Q (382.170000 sec): 3 clusters Score: Raw -2396801.987049 + Penalty 3233.001137 = -2393568.985912 nChanged 31 SP:Iteration 23Q (382.400000 sec): 3 clusters Score: Raw -2396812.284424 + Penalty 3233.001137 = -2393579.283286 nChanged 26 SP:Iteration 24Q (382.670000 sec): 3 clusters Score: Raw -2396818.335884 + Penalty 3233.001137 = -2393585.334746 nChanged 19 SP:Iteration 25Q (382.980000 sec): 3 clusters Score: Raw -2396823.912192 + Penalty 3233.001137 = -2393590.911054 nChanged 18 SP:Iteration 26Q (383.230000 sec): 3 clusters Score: Raw -2396829.075606 + Penalty 3233.001137 = -2393596.074469 nChanged 11 SP:Iteration 27Q (383.530000 sec): 3 clusters Score: Raw -2396832.092393 + Penalty 3233.001137 = -2393599.091256 nChanged 14 SP:Iteration 28Q (383.740000 sec): 3 clusters Score: Raw -2396835.351557 + Penalty 3233.001137 = -2393602.350420 nChanged 11 SP:Iteration 29Q (384.090000 sec): 3 clusters Score: Raw -2396838.207090 + Penalty 3233.001137 = -2393605.205953 nChanged 12 SP:Iteration 30Q (384.350000 sec): 3 clusters Score: Raw -2396842.674632 + Penalty 3233.001137 = -2393609.673494 nChanged 13 SP:Iteration 31Q (384.630000 sec): 3 clusters Score: Raw -2396845.889813 + Penalty 3233.001137 = -2393612.888676 nChanged 6 SP:Iteration 32Q (384.950000 sec): 3 clusters Score: Raw -2396847.031231 + Penalty 3233.001137 = -2393614.030094 nChanged 5 SP:Iteration 33Q (385.250000 sec): 3 clusters Score: Raw -2396848.388589 + Penalty 3233.001137 = -2393615.387452 nChanged 5 SP:Iteration 34Q (385.530000 sec): 3 clusters Score: Raw -2396849.171932 + Penalty 3233.001137 = -2393616.170794 nChanged 4 SP:Iteration 35Q (385.840000 sec): 3 clusters Score: Raw -2396850.672178 + Penalty 3233.001137 = -2393617.671041 nChanged 2 SP:Iteration 36Q (386.100000 sec): 3 clusters Score: Raw -2396851.000355 + Penalty 3233.001137 = -2393617.999218 nChanged 2 SP:Iteration 37Q (386.390000 sec): 3 clusters Score: Raw -2396851.309535 + Penalty 3233.001137 = -2393618.308397 nChanged 0 SP:Iteration 38F (386.630000 sec): 3 clusters Score: Raw -2396851.309535 + Penalty 3233.001137 = -2393618.308397 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 11 (8127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.800000 sec): 2 clusters Score: Raw -865332.927839 + Penalty 1462.978909 = -863869.948930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.050000 sec): 3 clusters Score: Raw -860845.758527 + Penalty 2925.957817 = -857919.800709 nChanged 3493 SP:Iteration 1F (387.230000 sec): 3 clusters Score: Raw -862888.928576 + Penalty 2925.957817 = -859962.970759 nChanged 585 SP:Iteration 2F (387.420000 sec): 3 clusters Score: Raw -863322.434438 + Penalty 2925.957817 = -860396.476620 nChanged 508 SP:Iteration 3F (387.560000 sec): 3 clusters Score: Raw -863725.373885 + Penalty 2925.957817 = -860799.416068 nChanged 472 SP:Iteration 4F (387.750000 sec): 3 clusters Score: Raw -863997.969233 + Penalty 2925.957817 = -861072.011416 nChanged 385 SP:Iteration 5Q (387.960000 sec): 3 clusters Score: Raw -864195.784068 + Penalty 2925.957817 = -861269.826251 nChanged 334 SP:Iteration 6Q (388.220000 sec): 3 clusters Score: Raw -864350.832242 + Penalty 2925.957817 = -861424.874424 nChanged 325 SP:Iteration 7Q (388.440000 sec): 3 clusters Score: Raw -864516.585293 + Penalty 2925.957817 = -861590.627475 nChanged 332 SP:Iteration 8Q (388.630000 sec): 3 clusters Score: Raw -864677.462734 + Penalty 2925.957817 = -861751.504916 nChanged 327 SP:Iteration 9Q (388.880000 sec): 3 clusters Score: Raw -864847.436387 + Penalty 2925.957817 = -861921.478569 nChanged 340 SP:Iteration 10Q (389.120000 sec): 3 clusters Score: Raw -865037.049421 + Penalty 2925.957817 = -862111.091603 nChanged 331 SP:Iteration 11Q (389.340000 sec): 3 clusters Score: Raw -865231.563702 + Penalty 2925.957817 = -862305.605884 nChanged 335 SP:Iteration 12Q (389.570000 sec): 3 clusters Score: Raw -865458.752225 + Penalty 2925.957817 = -862532.794408 nChanged 283 SP:Iteration 13Q (389.790000 sec): 3 clusters Score: Raw -865679.776245 + Penalty 2925.957817 = -862753.818427 nChanged 248 SP:Iteration 14Q (390.010000 sec): 3 clusters Score: Raw -865882.667513 + Penalty 2925.957817 = -862956.709696 nChanged 187 SP:Iteration 15Q (390.250000 sec): 3 clusters Score: Raw -866047.796923 + Penalty 2925.957817 = -863121.839106 nChanged 152 SP:Iteration 16Q (390.450000 sec): 3 clusters Score: Raw -866180.807578 + Penalty 2925.957817 = -863254.849760 nChanged 124 SP:Iteration 17Q (390.700000 sec): 3 clusters Score: Raw -866256.784930 + Penalty 2925.957817 = -863330.827113 nChanged 87 SP:Iteration 18Q (390.920000 sec): 3 clusters Score: Raw -866296.935077 + Penalty 2925.957817 = -863370.977259 nChanged 77 SP:Iteration 19Q (391.190000 sec): 3 clusters Score: Raw -866329.672303 + Penalty 2925.957817 = -863403.714485 nChanged 64 SP:Iteration 20F (391.390000 sec): 3 clusters Score: Raw -866357.609595 + Penalty 2925.957817 = -863431.651777 nChanged 55 SP:Iteration 21Q (391.610000 sec): 3 clusters Score: Raw -866383.142593 + Penalty 2925.957817 = -863457.184775 nChanged 53 SP:Iteration 22Q (391.790000 sec): 3 clusters Score: Raw -866404.034018 + Penalty 2925.957817 = -863478.076200 nChanged 46 SP:Iteration 23Q (392.050000 sec): 3 clusters Score: Raw -866420.913354 + Penalty 2925.957817 = -863494.955537 nChanged 49 SP:Iteration 24Q (392.270000 sec): 3 clusters Score: Raw -866440.756819 + Penalty 2925.957817 = -863514.799002 nChanged 30 SP:Iteration 25Q (392.490000 sec): 3 clusters Score: Raw -866450.035545 + Penalty 2925.957817 = -863524.077728 nChanged 32 SP:Iteration 26Q (392.700000 sec): 3 clusters Score: Raw -866460.624470 + Penalty 2925.957817 = -863534.666653 nChanged 29 SP:Iteration 27Q (392.900000 sec): 3 clusters Score: Raw -866472.088315 + Penalty 2925.957817 = -863546.130498 nChanged 25 SP:Iteration 28Q (393.110000 sec): 3 clusters Score: Raw -866485.711163 + Penalty 2925.957817 = -863559.753345 nChanged 43 SP:Iteration 29Q (393.350000 sec): 3 clusters Score: Raw -866511.288143 + Penalty 2925.957817 = -863585.330325 nChanged 55 SP:Iteration 30Q (393.570000 sec): 3 clusters Score: Raw -866549.940279 + Penalty 2925.957817 = -863623.982461 nChanged 49 SP:Iteration 31Q (393.800000 sec): 3 clusters Score: Raw -866578.730881 + Penalty 2925.957817 = -863652.773063 nChanged 43 SP:Iteration 32Q (394.060000 sec): 3 clusters Score: Raw -866602.671446 + Penalty 2925.957817 = -863676.713628 nChanged 26 SP:Iteration 33Q (394.250000 sec): 3 clusters Score: Raw -866615.347782 + Penalty 2925.957817 = -863689.389965 nChanged 19 SP:Iteration 34Q (394.440000 sec): 3 clusters Score: Raw -866624.714368 + Penalty 2925.957817 = -863698.756550 nChanged 13 SP:Iteration 35Q (394.690000 sec): 3 clusters Score: Raw -866630.144247 + Penalty 2925.957817 = -863704.186429 nChanged 12 SP:Iteration 36Q (394.930000 sec): 3 clusters Score: Raw -866634.472895 + Penalty 2925.957817 = -863708.515077 nChanged 11 SP:Iteration 37Q (395.120000 sec): 3 clusters Score: Raw -866638.306983 + Penalty 2925.957817 = -863712.349166 nChanged 4 SP:Iteration 38Q (395.330000 sec): 3 clusters Score: Raw -866639.830413 + Penalty 2925.957817 = -863713.872596 nChanged 4 SP:Iteration 39Q (395.550000 sec): 3 clusters Score: Raw -866641.259175 + Penalty 2925.957817 = -863715.301357 nChanged 3 SP:Iteration 40F (395.780000 sec): 3 clusters Score: Raw -866641.993160 + Penalty 2925.957817 = -863716.035343 nChanged 2 SP:Iteration 41Q (396.020000 sec): 3 clusters Score: Raw -866642.551577 + Penalty 2925.957817 = -863716.593759 nChanged 5 SP:Iteration 42Q (396.220000 sec): 3 clusters Score: Raw -866644.044883 + Penalty 2925.957817 = -863718.087066 nChanged 2 SP:Iteration 43Q (396.410000 sec): 3 clusters Score: Raw -866644.393257 + Penalty 2925.957817 = -863718.435440 nChanged 0 SP:Iteration 44F (396.660000 sec): 3 clusters Score: Raw -866644.393257 + Penalty 2925.957817 = -863718.435440 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 12 (25510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.870000 sec): 2 clusters Score: Raw -2809593.594977 + Penalty 1648.859194 = -2807944.735783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.210000 sec): 3 clusters Score: Raw -2793982.659246 + Penalty 3297.718389 = -2790684.940858 nChanged 11727 SP:Iteration 1F (397.550000 sec): 3 clusters Score: Raw -2800492.782202 + Penalty 3297.718389 = -2797195.063813 nChanged 1106 SP:Iteration 2Q (397.800000 sec): 3 clusters Score: Raw -2800912.747985 + Penalty 3297.718389 = -2797615.029597 nChanged 1103 SP:Iteration 3Q (398.100000 sec): 3 clusters Score: Raw -2801412.507214 + Penalty 3297.718389 = -2798114.788826 nChanged 1130 SP:Iteration 4Q (398.450000 sec): 3 clusters Score: Raw -2802012.462432 + Penalty 3297.718389 = -2798714.744043 nChanged 1238 SP:Iteration 5Q (398.780000 sec): 3 clusters Score: Raw -2802766.832486 + Penalty 3297.718389 = -2799469.114098 nChanged 1401 SP:Iteration 6F (399.100000 sec): 3 clusters Score: Raw -2803731.386587 + Penalty 3297.718389 = -2800433.668199 nChanged 1461 SP:Iteration 7F (399.450000 sec): 3 clusters Score: Raw -2804713.560474 + Penalty 3297.718389 = -2801415.842086 nChanged 1385 SP:Iteration 8F (399.750000 sec): 3 clusters Score: Raw -2805499.552125 + Penalty 3297.718389 = -2802201.833736 nChanged 1099 SP:Iteration 9Q (400.110000 sec): 3 clusters Score: Raw -2805985.198023 + Penalty 3297.718389 = -2802687.479634 nChanged 778 SP:Iteration 10Q (400.460000 sec): 3 clusters Score: Raw -2806230.426734 + Penalty 3297.718389 = -2802932.708345 nChanged 509 SP:Iteration 11Q (400.790000 sec): 3 clusters Score: Raw -2806353.594386 + Penalty 3297.718389 = -2803055.875997 nChanged 372 SP:Iteration 12Q (401.180000 sec): 3 clusters Score: Raw -2806449.272478 + Penalty 3297.718389 = -2803151.554090 nChanged 358 SP:Iteration 13Q (401.560000 sec): 3 clusters Score: Raw -2806559.613845 + Penalty 3297.718389 = -2803261.895457 nChanged 380 SP:Iteration 14Q (401.880000 sec): 3 clusters Score: Raw -2806682.793325 + Penalty 3297.718389 = -2803385.074936 nChanged 360 SP:Iteration 15Q (402.190000 sec): 3 clusters Score: Raw -2806804.575106 + Penalty 3297.718389 = -2803506.856718 nChanged 377 SP:Iteration 16Q (402.500000 sec): 3 clusters Score: Raw -2806931.181911 + Penalty 3297.718389 = -2803633.463522 nChanged 365 SP:Iteration 17Q (402.820000 sec): 3 clusters Score: Raw -2807054.330220 + Penalty 3297.718389 = -2803756.611831 nChanged 385 SP:Iteration 18Q (403.120000 sec): 3 clusters Score: Raw -2807186.367281 + Penalty 3297.718389 = -2803888.648892 nChanged 388 SP:Iteration 19Q (403.500000 sec): 3 clusters Score: Raw -2807336.159971 + Penalty 3297.718389 = -2804038.441582 nChanged 410 SP:Iteration 20F (403.840000 sec): 3 clusters Score: Raw -2807500.569655 + Penalty 3297.718389 = -2804202.851266 nChanged 429 SP:Iteration 21Q (404.150000 sec): 3 clusters Score: Raw -2807673.817657 + Penalty 3297.718389 = -2804376.099268 nChanged 426 SP:Iteration 22Q (404.530000 sec): 3 clusters Score: Raw -2807836.520284 + Penalty 3297.718389 = -2804538.801895 nChanged 410 SP:Iteration 23Q (404.770000 sec): 3 clusters Score: Raw -2807982.615968 + Penalty 3297.718389 = -2804684.897580 nChanged 381 SP:Iteration 24Q (405.080000 sec): 3 clusters Score: Raw -2808119.496719 + Penalty 3297.718389 = -2804821.778330 nChanged 354 SP:Iteration 25Q (405.410000 sec): 3 clusters Score: Raw -2808246.548239 + Penalty 3297.718389 = -2804948.829851 nChanged 332 SP:Iteration 26Q (405.760000 sec): 3 clusters Score: Raw -2808357.367827 + Penalty 3297.718389 = -2805059.649439 nChanged 346 SP:Iteration 27Q (406.040000 sec): 3 clusters Score: Raw -2808479.438369 + Penalty 3297.718389 = -2805181.719980 nChanged 322 SP:Iteration 28Q (406.360000 sec): 3 clusters Score: Raw -2808601.562382 + Penalty 3297.718389 = -2805303.843993 nChanged 320 SP:Iteration 29Q (406.660000 sec): 3 clusters Score: Raw -2808728.747016 + Penalty 3297.718389 = -2805431.028628 nChanged 332 SP:Iteration 30Q (406.930000 sec): 3 clusters Score: Raw -2808861.163460 + Penalty 3297.718389 = -2805563.445071 nChanged 303 SP:Iteration 31Q (407.230000 sec): 3 clusters Score: Raw -2808985.259166 + Penalty 3297.718389 = -2805687.540777 nChanged 282 SP:Iteration 32Q (407.550000 sec): 3 clusters Score: Raw -2809103.508786 + Penalty 3297.718389 = -2805805.790398 nChanged 238 SP:Iteration 33Q (407.830000 sec): 3 clusters Score: Raw -2809190.133621 + Penalty 3297.718389 = -2805892.415232 nChanged 199 SP:Iteration 34Q (408.180000 sec): 3 clusters Score: Raw -2809259.785348 + Penalty 3297.718389 = -2805962.066960 nChanged 179 SP:Iteration 35Q (408.490000 sec): 3 clusters Score: Raw -2809322.686458 + Penalty 3297.718389 = -2806024.968070 nChanged 150 SP:Iteration 36Q (408.830000 sec): 3 clusters Score: Raw -2809372.470748 + Penalty 3297.718389 = -2806074.752359 nChanged 142 SP:Iteration 37Q (409.160000 sec): 3 clusters Score: Raw -2809423.288964 + Penalty 3297.718389 = -2806125.570575 nChanged 131 SP:Iteration 38Q (409.420000 sec): 3 clusters Score: Raw -2809464.662386 + Penalty 3297.718389 = -2806166.943998 nChanged 109 SP:Iteration 39Q (409.750000 sec): 3 clusters Score: Raw -2809503.268625 + Penalty 3297.718389 = -2806205.550236 nChanged 105 SP:Iteration 40F (410.100000 sec): 3 clusters Score: Raw -2809544.888897 + Penalty 3297.718389 = -2806247.170508 nChanged 106 SP:Iteration 41Q (410.370000 sec): 3 clusters Score: Raw -2809585.281942 + Penalty 3297.718389 = -2806287.563554 nChanged 101 SP:Iteration 42Q (410.720000 sec): 3 clusters Score: Raw -2809624.204360 + Penalty 3297.718389 = -2806326.485971 nChanged 101 SP:Iteration 43Q (410.980000 sec): 3 clusters Score: Raw -2809667.232621 + Penalty 3297.718389 = -2806369.514232 nChanged 87 SP:Iteration 44Q (411.290000 sec): 3 clusters Score: Raw -2809699.840910 + Penalty 3297.718389 = -2806402.122521 nChanged 63 SP:Iteration 45Q (411.550000 sec): 3 clusters Score: Raw -2809721.862366 + Penalty 3297.718389 = -2806424.143978 nChanged 55 SP:Iteration 46Q (411.830000 sec): 3 clusters Score: Raw -2809741.174506 + Penalty 3297.718389 = -2806443.456118 nChanged 53 SP:Iteration 47Q (412.090000 sec): 3 clusters Score: Raw -2809760.437828 + Penalty 3297.718389 = -2806462.719440 nChanged 45 SP:Iteration 48Q (412.390000 sec): 3 clusters Score: Raw -2809771.724527 + Penalty 3297.718389 = -2806474.006139 nChanged 27 SP:Iteration 49Q (412.700000 sec): 3 clusters Score: Raw -2809778.663556 + Penalty 3297.718389 = -2806480.945167 nChanged 22 SP:Iteration 50Q (413.020000 sec): 3 clusters Score: Raw -2809784.109255 + Penalty 3297.718389 = -2806486.390866 nChanged 20 SP:Iteration 51Q (413.300000 sec): 3 clusters Score: Raw -2809790.158783 + Penalty 3297.718389 = -2806492.440395 nChanged 20 SP:Iteration 52Q (413.570000 sec): 3 clusters Score: Raw -2809795.781922 + Penalty 3297.718389 = -2806498.063533 nChanged 16 SP:Iteration 53Q (413.900000 sec): 3 clusters Score: Raw -2809799.090215 + Penalty 3297.718389 = -2806501.371826 nChanged 9 SP:Iteration 54Q (414.200000 sec): 3 clusters Score: Raw -2809801.395111 + Penalty 3297.718389 = -2806503.676723 nChanged 5 SP:Iteration 55Q (414.570000 sec): 3 clusters Score: Raw -2809802.591018 + Penalty 3297.718389 = -2806504.872629 nChanged 5 SP:Iteration 56Q (414.850000 sec): 3 clusters Score: Raw -2809803.506342 + Penalty 3297.718389 = -2806505.787954 nChanged 4 SP:Iteration 57Q (415.110000 sec): 3 clusters Score: Raw -2809804.324316 + Penalty 3297.718389 = -2806506.605927 nChanged 5 SP:Iteration 58Q (415.400000 sec): 3 clusters Score: Raw -2809805.403455 + Penalty 3297.718389 = -2806507.685067 nChanged 4 SP:Iteration 59Q (415.710000 sec): 3 clusters Score: Raw -2809805.931584 + Penalty 3297.718389 = -2806508.213195 nChanged 2 SP:Iteration 60F (416.070000 sec): 3 clusters Score: Raw -2809806.497863 + Penalty 3297.718389 = -2806508.779474 nChanged 4 SP:Iteration 61Q (416.440000 sec): 3 clusters Score: Raw -2809807.211682 + Penalty 3297.718389 = -2806509.493293 nChanged 4 SP:Iteration 62Q (416.680000 sec): 3 clusters Score: Raw -2809807.935102 + Penalty 3297.718389 = -2806510.216713 nChanged 5 SP:Iteration 63Q (417.130000 sec): 3 clusters Score: Raw -2809809.085011 + Penalty 3297.718389 = -2806511.366622 nChanged 3 SP:Iteration 64Q (417.470000 sec): 3 clusters Score: Raw -2809809.695647 + Penalty 3297.718389 = -2806511.977259 nChanged 4 SP:Iteration 65Q (417.750000 sec): 3 clusters Score: Raw -2809810.512083 + Penalty 3297.718389 = -2806512.793694 nChanged 3 SP:Iteration 66Q (418.080000 sec): 3 clusters Score: Raw -2809810.912253 + Penalty 3297.718389 = -2806513.193864 nChanged 1 SP:Iteration 67Q (418.350000 sec): 3 clusters Score: Raw -2809811.236081 + Penalty 3297.718389 = -2806513.517692 nChanged 3 SP:Iteration 68Q (418.720000 sec): 3 clusters Score: Raw -2809811.615232 + Penalty 3297.718389 = -2806513.896844 nChanged 2 SP:Iteration 69Q (419.000000 sec): 3 clusters Score: Raw -2809812.060030 + Penalty 3297.718389 = -2806514.341641 nChanged 3 SP:Iteration 70Q (419.300000 sec): 3 clusters Score: Raw -2809812.507105 + Penalty 3297.718389 = -2806514.788717 nChanged 3 SP:Iteration 71Q (419.580000 sec): 3 clusters Score: Raw -2809813.603905 + Penalty 3297.718389 = -2806515.885516 nChanged 8 SP:Iteration 72Q (419.870000 sec): 3 clusters Score: Raw -2809816.648141 + Penalty 3297.718389 = -2806518.929752 nChanged 9 SP:Iteration 73Q (420.200000 sec): 3 clusters Score: Raw -2809818.633373 + Penalty 3297.718389 = -2806520.914985 nChanged 6 SP:Iteration 74Q (420.530000 sec): 3 clusters Score: Raw -2809820.205376 + Penalty 3297.718389 = -2806522.486988 nChanged 6 SP:Iteration 75Q (420.850000 sec): 3 clusters Score: Raw -2809821.838466 + Penalty 3297.718389 = -2806524.120077 nChanged 5 SP:Iteration 76Q (421.150000 sec): 3 clusters Score: Raw -2809822.691162 + Penalty 3297.718389 = -2806524.972773 nChanged 5 SP:Iteration 77Q (421.510000 sec): 3 clusters Score: Raw -2809823.469037 + Penalty 3297.718389 = -2806525.750649 nChanged 1 SP:Iteration 78Q (421.800000 sec): 3 clusters Score: Raw -2809823.863546 + Penalty 3297.718389 = -2806526.145158 nChanged 2 SP:Iteration 79Q (422.100000 sec): 3 clusters Score: Raw -2809824.104366 + Penalty 3297.718389 = -2806526.385977 nChanged 2 SP:Iteration 80F (422.410000 sec): 3 clusters Score: Raw -2809824.499230 + Penalty 3297.718389 = -2806526.780841 nChanged 2 SP:Iteration 81Q (422.750000 sec): 3 clusters Score: Raw -2809824.930319 + Penalty 3297.718389 = -2806527.211930 nChanged 2 SP:Iteration 82Q (423.070000 sec): 3 clusters Score: Raw -2809825.384136 + Penalty 3297.718389 = -2806527.665748 nChanged 4 SP:Iteration 83Q (423.330000 sec): 3 clusters Score: Raw -2809826.913646 + Penalty 3297.718389 = -2806529.195258 nChanged 9 SP:Iteration 84Q (423.620000 sec): 3 clusters Score: Raw -2809829.295697 + Penalty 3297.718389 = -2806531.577308 nChanged 13 SP:Iteration 85Q (423.890000 sec): 3 clusters Score: Raw -2809832.058825 + Penalty 3297.718389 = -2806534.340437 nChanged 9 SP:Iteration 86Q (424.160000 sec): 3 clusters Score: Raw -2809834.694254 + Penalty 3297.718389 = -2806536.975866 nChanged 10 SP:Iteration 87Q (424.490000 sec): 3 clusters Score: Raw -2809837.510893 + Penalty 3297.718389 = -2806539.792504 nChanged 10 SP:Iteration 88Q (424.830000 sec): 3 clusters Score: Raw -2809841.165822 + Penalty 3297.718389 = -2806543.447434 nChanged 16 SP:Iteration 89Q (425.120000 sec): 3 clusters Score: Raw -2809846.650135 + Penalty 3297.718389 = -2806548.931747 nChanged 17 SP:Iteration 90Q (425.430000 sec): 3 clusters Score: Raw -2809852.454239 + Penalty 3297.718389 = -2806554.735850 nChanged 10 SP:Iteration 91Q (425.780000 sec): 3 clusters Score: Raw -2809855.902982 + Penalty 3297.718389 = -2806558.184594 nChanged 10 SP:Iteration 92Q (426.080000 sec): 3 clusters Score: Raw -2809858.065019 + Penalty 3297.718389 = -2806560.346630 nChanged 6 SP:Iteration 93Q (426.420000 sec): 3 clusters Score: Raw -2809859.243745 + Penalty 3297.718389 = -2806561.525357 nChanged 6 SP:Iteration 94Q (426.760000 sec): 3 clusters Score: Raw -2809860.329066 + Penalty 3297.718389 = -2806562.610677 nChanged 3 SP:Iteration 95Q (427.030000 sec): 3 clusters Score: Raw -2809860.875965 + Penalty 3297.718389 = -2806563.157577 nChanged 1 SP:Iteration 96Q (427.350000 sec): 3 clusters Score: Raw -2809861.048856 + Penalty 3297.718389 = -2806563.330467 nChanged 3 SP:Iteration 97Q (427.690000 sec): 3 clusters Score: Raw -2809861.564092 + Penalty 3297.718389 = -2806563.845703 nChanged 1 SP:Iteration 98Q (427.990000 sec): 3 clusters Score: Raw -2809861.785410 + Penalty 3297.718389 = -2806564.067021 nChanged 2 SP:Iteration 99Q (428.260000 sec): 3 clusters Score: Raw -2809862.376195 + Penalty 3297.718389 = -2806564.657806 nChanged 2 SP:Iteration 100F (428.540000 sec): 3 clusters Score: Raw -2809863.373971 + Penalty 3297.718389 = -2806565.655583 nChanged 6 SP:Iteration 101Q (428.850000 sec): 3 clusters Score: Raw -2809864.860924 + Penalty 3297.718389 = -2806567.142535 nChanged 3 SP:Iteration 102Q (429.170000 sec): 3 clusters Score: Raw -2809865.865445 + Penalty 3297.718389 = -2806568.147057 nChanged 4 SP:Iteration 103Q (429.410000 sec): 3 clusters Score: Raw -2809866.816996 + Penalty 3297.718389 = -2806569.098608 nChanged 4 SP:Iteration 104Q (429.720000 sec): 3 clusters Score: Raw -2809869.064154 + Penalty 3297.718389 = -2806571.345766 nChanged 7 SP:Iteration 105Q (430.020000 sec): 3 clusters Score: Raw -2809871.889107 + Penalty 3297.718389 = -2806574.170719 nChanged 4 SP:Iteration 106Q (430.390000 sec): 3 clusters Score: Raw -2809873.270934 + Penalty 3297.718389 = -2806575.552546 nChanged 6 SP:Iteration 107Q (430.660000 sec): 3 clusters Score: Raw -2809874.369881 + Penalty 3297.718389 = -2806576.651492 nChanged 3 SP:Iteration 108Q (430.960000 sec): 3 clusters Score: Raw -2809875.293172 + Penalty 3297.718389 = -2806577.574784 nChanged 2 SP:Iteration 109Q (431.270000 sec): 3 clusters Score: Raw -2809876.457990 + Penalty 3297.718389 = -2806578.739601 nChanged 4 SP:Iteration 110Q (431.640000 sec): 3 clusters Score: Raw -2809878.003357 + Penalty 3297.718389 = -2806580.284968 nChanged 5 SP:Iteration 111Q (432.000000 sec): 3 clusters Score: Raw -2809879.848976 + Penalty 3297.718389 = -2806582.130587 nChanged 3 SP:Iteration 112Q (432.290000 sec): 3 clusters Score: Raw -2809881.040144 + Penalty 3297.718389 = -2806583.321756 nChanged 5 SP:Iteration 113Q (432.560000 sec): 3 clusters Score: Raw -2809882.505904 + Penalty 3297.718389 = -2806584.787515 nChanged 4 SP:Iteration 114Q (432.860000 sec): 3 clusters Score: Raw -2809884.083220 + Penalty 3297.718389 = -2806586.364832 nChanged 5 SP:Iteration 115Q (433.190000 sec): 3 clusters Score: Raw -2809885.091480 + Penalty 3297.718389 = -2806587.373091 nChanged 1 SP:Iteration 116Q (433.500000 sec): 3 clusters Score: Raw -2809885.657300 + Penalty 3297.718389 = -2806587.938912 nChanged 3 SP:Iteration 117Q (433.780000 sec): 3 clusters Score: Raw -2809886.354763 + Penalty 3297.718389 = -2806588.636374 nChanged 0 SP:Iteration 118F (434.130000 sec): 3 clusters Score: Raw -2809886.354763 + Penalty 3297.718389 = -2806588.636374 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 13 (2770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.210000 sec): 2 clusters Score: Raw -287897.287475 + Penalty 1288.072922 = -286609.214553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.340000 sec): 3 clusters Score: Raw -286714.990831 + Penalty 2576.145845 = -284138.844986 nChanged 1073 SP:Iteration 1F (434.450000 sec): 3 clusters Score: Raw -287999.461393 + Penalty 2576.145845 = -285423.315548 nChanged 445 SP:Iteration 2F (434.640000 sec): 3 clusters Score: Raw -289382.737901 + Penalty 2576.145845 = -286806.592056 nChanged 291 SP:Iteration 3F (434.840000 sec): 3 clusters Score: Raw -290234.050849 + Penalty 2576.145845 = -287657.905005 nChanged 213 SP:Iteration 4F (435.070000 sec): 3 clusters Score: Raw -290826.332317 + Penalty 2576.145845 = -288250.186472 nChanged 175 SP:Iteration 5F (435.280000 sec): 3 clusters Score: Raw -291247.663242 + Penalty 2576.145845 = -288671.517398 nChanged 145 SP:Iteration 6F (435.500000 sec): 3 clusters Score: Raw -291596.387494 + Penalty 2576.145845 = -289020.241650 nChanged 119 SP:Iteration 7Q (435.690000 sec): 3 clusters Score: Raw -291881.429526 + Penalty 2576.145845 = -289305.283681 nChanged 91 SP:Iteration 8Q (435.880000 sec): 3 clusters Score: Raw -292125.115252 + Penalty 2576.145845 = -289548.969407 nChanged 62 SP:Iteration 9Q (436.090000 sec): 3 clusters Score: Raw -292407.247184 + Penalty 2576.145845 = -289831.101339 nChanged 40 SP:Iteration 10Q (436.300000 sec): 3 clusters Score: Raw -292568.809376 + Penalty 2576.145845 = -289992.663531 nChanged 22 SP:Iteration 11Q (436.510000 sec): 3 clusters Score: Raw -292600.266702 + Penalty 2576.145845 = -290024.120858 nChanged 12 SP:Iteration 12Q (436.680000 sec): 3 clusters Score: Raw -292617.958177 + Penalty 2576.145845 = -290041.812332 nChanged 9 SP:Iteration 13Q (436.860000 sec): 3 clusters Score: Raw -292626.604527 + Penalty 2576.145845 = -290050.458683 nChanged 5 SP:Iteration 14Q (437.020000 sec): 3 clusters Score: Raw -292631.589812 + Penalty 2576.145845 = -290055.443967 nChanged 4 SP:Iteration 15Q (437.180000 sec): 3 clusters Score: Raw -292636.008988 + Penalty 2576.145845 = -290059.863143 nChanged 3 SP:Iteration 16Q (437.390000 sec): 3 clusters Score: Raw -292639.485879 + Penalty 2576.145845 = -290063.340034 nChanged 1 SP:Iteration 17Q (437.650000 sec): 3 clusters Score: Raw -292640.166683 + Penalty 2576.145845 = -290064.020838 nChanged 0 SP:Iteration 18F (437.920000 sec): 3 clusters Score: Raw -292640.166683 + Penalty 2576.145845 = -290064.020838 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 14 (14564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.080000 sec): 2 clusters Score: Raw -1666543.874160 + Penalty 1557.775052 = -1664986.099108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.380000 sec): 3 clusters Score: Raw -1658033.070457 + Penalty 3115.550103 = -1654917.520354 nChanged 6396 SP:Iteration 1F (438.660000 sec): 3 clusters Score: Raw -1661474.179810 + Penalty 3115.550103 = -1658358.629707 nChanged 843 SP:Iteration 2F (438.990000 sec): 3 clusters Score: Raw -1661819.312773 + Penalty 3115.550103 = -1658703.762670 nChanged 691 SP:Iteration 3Q (439.260000 sec): 3 clusters Score: Raw -1662076.575286 + Penalty 3115.550103 = -1658961.025183 nChanged 605 SP:Iteration 4Q (439.600000 sec): 3 clusters Score: Raw -1662306.635031 + Penalty 3115.550103 = -1659191.084928 nChanged 589 SP:Iteration 5Q (439.930000 sec): 3 clusters Score: Raw -1662551.638166 + Penalty 3115.550103 = -1659436.088063 nChanged 602 SP:Iteration 6Q (440.170000 sec): 3 clusters Score: Raw -1662828.212842 + Penalty 3115.550103 = -1659712.662739 nChanged 664 SP:Iteration 7Q (440.440000 sec): 3 clusters Score: Raw -1663181.854760 + Penalty 3115.550103 = -1660066.304657 nChanged 714 SP:Iteration 8Q (440.700000 sec): 3 clusters Score: Raw -1663612.178416 + Penalty 3115.550103 = -1660496.628313 nChanged 762 SP:Iteration 9F (440.960000 sec): 3 clusters Score: Raw -1664149.468036 + Penalty 3115.550103 = -1661033.917933 nChanged 720 SP:Iteration 10Q (441.230000 sec): 3 clusters Score: Raw -1664758.927789 + Penalty 3115.550103 = -1661643.377686 nChanged 720 SP:Iteration 11Q (441.470000 sec): 3 clusters Score: Raw -1665388.401880 + Penalty 3115.550103 = -1662272.851777 nChanged 549 SP:Iteration 12Q (441.740000 sec): 3 clusters Score: Raw -1665803.656196 + Penalty 3115.550103 = -1662688.106093 nChanged 374 SP:Iteration 13Q (441.960000 sec): 3 clusters Score: Raw -1666054.773808 + Penalty 3115.550103 = -1662939.223705 nChanged 271 SP:Iteration 14Q (442.300000 sec): 3 clusters Score: Raw -1666231.863147 + Penalty 3115.550103 = -1663116.313044 nChanged 222 SP:Iteration 15Q (442.600000 sec): 3 clusters Score: Raw -1666368.980634 + Penalty 3115.550103 = -1663253.430531 nChanged 185 SP:Iteration 16Q (442.890000 sec): 3 clusters Score: Raw -1666470.296646 + Penalty 3115.550103 = -1663354.746543 nChanged 156 SP:Iteration 17Q (443.110000 sec): 3 clusters Score: Raw -1666547.622935 + Penalty 3115.550103 = -1663432.072832 nChanged 137 SP:Iteration 18Q (443.430000 sec): 3 clusters Score: Raw -1666613.112700 + Penalty 3115.550103 = -1663497.562597 nChanged 112 SP:Iteration 19Q (443.630000 sec): 3 clusters Score: Raw -1666661.730439 + Penalty 3115.550103 = -1663546.180336 nChanged 103 SP:Iteration 20F (443.890000 sec): 3 clusters Score: Raw -1666709.302718 + Penalty 3115.550103 = -1663593.752615 nChanged 90 SP:Iteration 21Q (444.150000 sec): 3 clusters Score: Raw -1666748.426554 + Penalty 3115.550103 = -1663632.876451 nChanged 89 SP:Iteration 22Q (444.370000 sec): 3 clusters Score: Raw -1666784.715323 + Penalty 3115.550103 = -1663669.165220 nChanged 69 SP:Iteration 23Q (444.610000 sec): 3 clusters Score: Raw -1666808.943624 + Penalty 3115.550103 = -1663693.393521 nChanged 54 SP:Iteration 24Q (444.870000 sec): 3 clusters Score: Raw -1666827.370182 + Penalty 3115.550103 = -1663711.820079 nChanged 40 SP:Iteration 25Q (445.140000 sec): 3 clusters Score: Raw -1666841.193411 + Penalty 3115.550103 = -1663725.643308 nChanged 32 SP:Iteration 26Q (445.360000 sec): 3 clusters Score: Raw -1666849.970363 + Penalty 3115.550103 = -1663734.420260 nChanged 32 SP:Iteration 27Q (445.610000 sec): 3 clusters Score: Raw -1666858.016157 + Penalty 3115.550103 = -1663742.466054 nChanged 31 SP:Iteration 28Q (445.830000 sec): 3 clusters Score: Raw -1666865.918016 + Penalty 3115.550103 = -1663750.367913 nChanged 24 SP:Iteration 29Q (446.060000 sec): 3 clusters Score: Raw -1666873.543818 + Penalty 3115.550103 = -1663757.993715 nChanged 23 SP:Iteration 30Q (446.300000 sec): 3 clusters Score: Raw -1666879.799868 + Penalty 3115.550103 = -1663764.249765 nChanged 23 SP:Iteration 31Q (446.520000 sec): 3 clusters Score: Raw -1666886.227830 + Penalty 3115.550103 = -1663770.677727 nChanged 20 SP:Iteration 32Q (446.750000 sec): 3 clusters Score: Raw -1666890.841198 + Penalty 3115.550103 = -1663775.291095 nChanged 16 SP:Iteration 33Q (446.970000 sec): 3 clusters Score: Raw -1666894.129990 + Penalty 3115.550103 = -1663778.579887 nChanged 13 SP:Iteration 34Q (447.180000 sec): 3 clusters Score: Raw -1666896.200575 + Penalty 3115.550103 = -1663780.650472 nChanged 6 SP:Iteration 35Q (447.380000 sec): 3 clusters Score: Raw -1666896.959825 + Penalty 3115.550103 = -1663781.409722 nChanged 7 SP:Iteration 36Q (447.650000 sec): 3 clusters Score: Raw -1666898.209742 + Penalty 3115.550103 = -1663782.659639 nChanged 10 SP:Iteration 37Q (447.890000 sec): 3 clusters Score: Raw -1666900.806010 + Penalty 3115.550103 = -1663785.255907 nChanged 13 SP:Iteration 38Q (448.160000 sec): 3 clusters Score: Raw -1666902.926158 + Penalty 3115.550103 = -1663787.376055 nChanged 9 SP:Iteration 39Q (448.370000 sec): 3 clusters Score: Raw -1666904.961391 + Penalty 3115.550103 = -1663789.411288 nChanged 4 SP:Iteration 40F (448.700000 sec): 3 clusters Score: Raw -1666905.492181 + Penalty 3115.550103 = -1663789.942078 nChanged 6 SP:Iteration 41Q (448.900000 sec): 3 clusters Score: Raw -1666906.375156 + Penalty 3115.550103 = -1663790.825053 nChanged 3 SP:Iteration 42Q (449.120000 sec): 3 clusters Score: Raw -1666906.818205 + Penalty 3115.550103 = -1663791.268102 nChanged 3 SP:Iteration 43Q (449.380000 sec): 3 clusters Score: Raw -1666907.488553 + Penalty 3115.550103 = -1663791.938450 nChanged 4 SP:Iteration 44Q (449.620000 sec): 3 clusters Score: Raw -1666908.646558 + Penalty 3115.550103 = -1663793.096455 nChanged 4 SP:Iteration 45Q (449.840000 sec): 3 clusters Score: Raw -1666909.517287 + Penalty 3115.550103 = -1663793.967184 nChanged 2 SP:Iteration 46Q (450.110000 sec): 3 clusters Score: Raw -1666909.884989 + Penalty 3115.550103 = -1663794.334886 nChanged 1 SP:Iteration 47Q (450.360000 sec): 3 clusters Score: Raw -1666910.067358 + Penalty 3115.550103 = -1663794.517255 nChanged 0 SP:Iteration 48F (450.610000 sec): 3 clusters Score: Raw -1666910.067358 + Penalty 3115.550103 = -1663794.517255 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 15 (2927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.810000 sec): 2 clusters Score: Raw -287764.565293 + Penalty 1297.031659 = -286467.533634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.950000 sec): 3 clusters Score: Raw -286882.000443 + Penalty 2594.063318 = -284287.937125 nChanged 1191 SP:Iteration 1F (451.150000 sec): 3 clusters Score: Raw -290409.843748 + Penalty 2594.063318 = -287815.780429 nChanged 589 SP:Iteration 2F (451.340000 sec): 3 clusters Score: Raw -294495.277266 + Penalty 2594.063318 = -291901.213947 nChanged 238 SP:Iteration 3F (451.550000 sec): 3 clusters Score: Raw -296963.233066 + Penalty 2594.063318 = -294369.169748 nChanged 150 SP:Iteration 4F (451.740000 sec): 3 clusters Score: Raw -298161.582319 + Penalty 2594.063318 = -295567.519001 nChanged 86 SP:Iteration 5Q (451.940000 sec): 3 clusters Score: Raw -298494.944799 + Penalty 2594.063318 = -295900.881481 nChanged 18 SP:Iteration 6Q (452.100000 sec): 3 clusters Score: Raw -298512.451611 + Penalty 2594.063318 = -295918.388293 nChanged 5 SP:Iteration 7Q (452.290000 sec): 3 clusters Score: Raw -298515.521108 + Penalty 2594.063318 = -295921.457790 nChanged 3 SP:Iteration 8Q (452.490000 sec): 3 clusters Score: Raw -298518.724226 + Penalty 2594.063318 = -295924.660908 nChanged 2 SP:Iteration 9Q (452.660000 sec): 3 clusters Score: Raw -298520.710400 + Penalty 2594.063318 = -295926.647082 nChanged 2 SP:Iteration 10Q (452.840000 sec): 3 clusters Score: Raw -298523.087850 + Penalty 2594.063318 = -295929.024532 nChanged 1 SP:Iteration 11Q (453.020000 sec): 3 clusters Score: Raw -298523.249777 + Penalty 2594.063318 = -295929.186458 nChanged 0 SP:Iteration 12F (453.190000 sec): 3 clusters Score: Raw -298523.249777 + Penalty 2594.063318 = -295929.186458 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 16 (3421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.300000 sec): 2 clusters Score: Raw -388941.994229 + Penalty 1322.374330 = -387619.619899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.480000 sec): 3 clusters Score: Raw -387300.768302 + Penalty 2644.748660 = -384656.019642 nChanged 1281 SP:Iteration 1F (453.650000 sec): 3 clusters Score: Raw -388051.700383 + Penalty 2644.748660 = -385406.951723 nChanged 246 SP:Iteration 2F (453.860000 sec): 3 clusters Score: Raw -388178.991262 + Penalty 2644.748660 = -385534.242602 nChanged 167 SP:Iteration 3Q (454.050000 sec): 3 clusters Score: Raw -388262.400063 + Penalty 2644.748660 = -385617.651403 nChanged 121 SP:Iteration 4Q (454.210000 sec): 3 clusters Score: Raw -388325.001685 + Penalty 2644.748660 = -385680.253025 nChanged 106 SP:Iteration 5Q (454.420000 sec): 3 clusters Score: Raw -388370.123708 + Penalty 2644.748660 = -385725.375048 nChanged 70 SP:Iteration 6Q (454.580000 sec): 3 clusters Score: Raw -388394.649373 + Penalty 2644.748660 = -385749.900713 nChanged 54 SP:Iteration 7Q (454.770000 sec): 3 clusters Score: Raw -388412.451323 + Penalty 2644.748660 = -385767.702662 nChanged 51 SP:Iteration 8Q (454.990000 sec): 3 clusters Score: Raw -388431.581536 + Penalty 2644.748660 = -385786.832876 nChanged 69 SP:Iteration 9Q (455.210000 sec): 3 clusters Score: Raw -388459.435926 + Penalty 2644.748660 = -385814.687266 nChanged 62 SP:Iteration 10Q (455.400000 sec): 3 clusters Score: Raw -388481.427712 + Penalty 2644.748660 = -385836.679052 nChanged 57 SP:Iteration 11Q (455.610000 sec): 3 clusters Score: Raw -388504.695409 + Penalty 2644.748660 = -385859.946749 nChanged 69 SP:Iteration 12Q (455.770000 sec): 3 clusters Score: Raw -388536.137361 + Penalty 2644.748660 = -385891.388701 nChanged 72 SP:Iteration 13Q (456.000000 sec): 3 clusters Score: Raw -388572.587632 + Penalty 2644.748660 = -385927.838972 nChanged 83 SP:Iteration 14Q (456.180000 sec): 3 clusters Score: Raw -388613.496418 + Penalty 2644.748660 = -385968.747758 nChanged 85 SP:Iteration 15Q (456.360000 sec): 3 clusters Score: Raw -388658.684300 + Penalty 2644.748660 = -386013.935640 nChanged 96 SP:Iteration 16Q (456.560000 sec): 3 clusters Score: Raw -388713.053032 + Penalty 2644.748660 = -386068.304372 nChanged 84 SP:Iteration 17Q (456.750000 sec): 3 clusters Score: Raw -388762.479360 + Penalty 2644.748660 = -386117.730700 nChanged 76 SP:Iteration 18Q (456.930000 sec): 3 clusters Score: Raw -388808.922543 + Penalty 2644.748660 = -386164.173883 nChanged 77 SP:Iteration 19Q (457.130000 sec): 3 clusters Score: Raw -388863.710899 + Penalty 2644.748660 = -386218.962238 nChanged 67 SP:Iteration 20F (457.370000 sec): 3 clusters Score: Raw -388903.297672 + Penalty 2644.748660 = -386258.549012 nChanged 77 SP:Iteration 21Q (457.590000 sec): 3 clusters Score: Raw -388950.744868 + Penalty 2644.748660 = -386305.996208 nChanged 72 SP:Iteration 22Q (457.760000 sec): 3 clusters Score: Raw -388995.935288 + Penalty 2644.748660 = -386351.186628 nChanged 70 SP:Iteration 23Q (457.970000 sec): 3 clusters Score: Raw -389037.672622 + Penalty 2644.748660 = -386392.923962 nChanged 46 SP:Iteration 24Q (458.230000 sec): 3 clusters Score: Raw -389070.272828 + Penalty 2644.748660 = -386425.524167 nChanged 47 SP:Iteration 25Q (458.430000 sec): 3 clusters Score: Raw -389103.089452 + Penalty 2644.748660 = -386458.340791 nChanged 41 SP:Iteration 26Q (458.590000 sec): 3 clusters Score: Raw -389131.809290 + Penalty 2644.748660 = -386487.060629 nChanged 30 SP:Iteration 27Q (458.760000 sec): 3 clusters Score: Raw -389156.544328 + Penalty 2644.748660 = -386511.795668 nChanged 25 SP:Iteration 28Q (458.910000 sec): 3 clusters Score: Raw -389174.792441 + Penalty 2644.748660 = -386530.043781 nChanged 18 SP:Iteration 29Q (459.130000 sec): 3 clusters Score: Raw -389186.183581 + Penalty 2644.748660 = -386541.434921 nChanged 10 SP:Iteration 30Q (459.280000 sec): 3 clusters Score: Raw -389192.354748 + Penalty 2644.748660 = -386547.606088 nChanged 11 SP:Iteration 31Q (459.500000 sec): 3 clusters Score: Raw -389198.919197 + Penalty 2644.748660 = -386554.170537 nChanged 8 SP:Iteration 32Q (459.670000 sec): 3 clusters Score: Raw -389207.140718 + Penalty 2644.748660 = -386562.392058 nChanged 9 SP:Iteration 33Q (459.850000 sec): 3 clusters Score: Raw -389213.510506 + Penalty 2644.748660 = -386568.761845 nChanged 8 SP:Iteration 34Q (460.030000 sec): 3 clusters Score: Raw -389218.426590 + Penalty 2644.748660 = -386573.677930 nChanged 9 SP:Iteration 35Q (460.220000 sec): 3 clusters Score: Raw -389222.620395 + Penalty 2644.748660 = -386577.871735 nChanged 9 SP:Iteration 36Q (460.450000 sec): 3 clusters Score: Raw -389228.808877 + Penalty 2644.748660 = -386584.060217 nChanged 6 SP:Iteration 37Q (460.600000 sec): 3 clusters Score: Raw -389232.732790 + Penalty 2644.748660 = -386587.984130 nChanged 5 SP:Iteration 38Q (460.790000 sec): 3 clusters Score: Raw -389235.605784 + Penalty 2644.748660 = -386590.857124 nChanged 4 SP:Iteration 39Q (460.990000 sec): 3 clusters Score: Raw -389237.601355 + Penalty 2644.748660 = -386592.852695 nChanged 4 SP:Iteration 40F (461.210000 sec): 3 clusters Score: Raw -389238.946710 + Penalty 2644.748660 = -386594.198050 nChanged 2 SP:Iteration 41Q (461.420000 sec): 3 clusters Score: Raw -389240.314995 + Penalty 2644.748660 = -386595.566335 nChanged 3 SP:Iteration 42Q (461.560000 sec): 3 clusters Score: Raw -389242.133451 + Penalty 2644.748660 = -386597.384791 nChanged 1 SP:Iteration 43Q (461.730000 sec): 3 clusters Score: Raw -389243.047214 + Penalty 2644.748660 = -386598.298554 nChanged 1 SP:Iteration 44Q (461.880000 sec): 3 clusters Score: Raw -389243.695039 + Penalty 2644.748660 = -386598.946379 nChanged 1 SP:Iteration 45Q (462.030000 sec): 3 clusters Score: Raw -389244.346624 + Penalty 2644.748660 = -386599.597964 nChanged 0 SP:Iteration 46F (462.220000 sec): 3 clusters Score: Raw -389244.346624 + Penalty 2644.748660 = -386599.597964 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 18 (24831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.450000 sec): 2 clusters Score: Raw -2836887.925174 + Penalty 1644.475325 = -2835243.449849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.810000 sec): 3 clusters Score: Raw -2821853.772105 + Penalty 3288.950649 = -2818564.821455 nChanged 11404 SP:Iteration 1F (463.190000 sec): 3 clusters Score: Raw -2829269.147410 + Penalty 3288.950649 = -2825980.196761 nChanged 2150 SP:Iteration 2F (463.560000 sec): 3 clusters Score: Raw -2831314.021009 + Penalty 3288.950649 = -2828025.070360 nChanged 2476 SP:Iteration 3F (463.910000 sec): 3 clusters Score: Raw -2833594.791912 + Penalty 3288.950649 = -2830305.841263 nChanged 2357 SP:Iteration 4F (464.250000 sec): 3 clusters Score: Raw -2835464.338801 + Penalty 3288.950649 = -2832175.388152 nChanged 1685 SP:Iteration 5F (464.590000 sec): 3 clusters Score: Raw -2836488.224616 + Penalty 3288.950649 = -2833199.273967 nChanged 1118 SP:Iteration 6Q (464.900000 sec): 3 clusters Score: Raw -2836980.043934 + Penalty 3288.950649 = -2833691.093285 nChanged 736 SP:Iteration 7Q (465.230000 sec): 3 clusters Score: Raw -2837226.039918 + Penalty 3288.950649 = -2833937.089268 nChanged 458 SP:Iteration 8Q (465.560000 sec): 3 clusters Score: Raw -2837361.058499 + Penalty 3288.950649 = -2834072.107850 nChanged 342 SP:Iteration 9Q (465.910000 sec): 3 clusters Score: Raw -2837454.804549 + Penalty 3288.950649 = -2834165.853899 nChanged 304 SP:Iteration 10Q (466.280000 sec): 3 clusters Score: Raw -2837534.534867 + Penalty 3288.950649 = -2834245.584218 nChanged 302 SP:Iteration 11Q (466.650000 sec): 3 clusters Score: Raw -2837615.896809 + Penalty 3288.950649 = -2834326.946160 nChanged 294 SP:Iteration 12Q (466.960000 sec): 3 clusters Score: Raw -2837694.570558 + Penalty 3288.950649 = -2834405.619909 nChanged 290 SP:Iteration 13Q (467.270000 sec): 3 clusters Score: Raw -2837771.839290 + Penalty 3288.950649 = -2834482.888641 nChanged 277 SP:Iteration 14Q (467.640000 sec): 3 clusters Score: Raw -2837846.311180 + Penalty 3288.950649 = -2834557.360531 nChanged 275 SP:Iteration 15Q (467.920000 sec): 3 clusters Score: Raw -2837924.143865 + Penalty 3288.950649 = -2834635.193215 nChanged 264 SP:Iteration 16Q (468.210000 sec): 3 clusters Score: Raw -2838001.017354 + Penalty 3288.950649 = -2834712.066705 nChanged 240 SP:Iteration 17Q (468.490000 sec): 3 clusters Score: Raw -2838070.565527 + Penalty 3288.950649 = -2834781.614878 nChanged 235 SP:Iteration 18Q (468.820000 sec): 3 clusters Score: Raw -2838139.560714 + Penalty 3288.950649 = -2834850.610064 nChanged 227 SP:Iteration 19Q (469.140000 sec): 3 clusters Score: Raw -2838207.147887 + Penalty 3288.950649 = -2834918.197238 nChanged 218 SP:Iteration 20F (469.440000 sec): 3 clusters Score: Raw -2838274.691044 + Penalty 3288.950649 = -2834985.740394 nChanged 202 SP:Iteration 21Q (469.790000 sec): 3 clusters Score: Raw -2838339.828099 + Penalty 3288.950649 = -2835050.877449 nChanged 182 SP:Iteration 22Q (470.050000 sec): 3 clusters Score: Raw -2838400.805310 + Penalty 3288.950649 = -2835111.854661 nChanged 169 SP:Iteration 23Q (470.380000 sec): 3 clusters Score: Raw -2838457.839818 + Penalty 3288.950649 = -2835168.889169 nChanged 145 SP:Iteration 24Q (470.670000 sec): 3 clusters Score: Raw -2838502.941484 + Penalty 3288.950649 = -2835213.990834 nChanged 108 SP:Iteration 25Q (470.960000 sec): 3 clusters Score: Raw -2838540.154771 + Penalty 3288.950649 = -2835251.204122 nChanged 103 SP:Iteration 26Q (471.300000 sec): 3 clusters Score: Raw -2838571.864578 + Penalty 3288.950649 = -2835282.913929 nChanged 90 SP:Iteration 27Q (471.600000 sec): 3 clusters Score: Raw -2838600.344539 + Penalty 3288.950649 = -2835311.393889 nChanged 86 SP:Iteration 28Q (471.900000 sec): 3 clusters Score: Raw -2838632.090979 + Penalty 3288.950649 = -2835343.140330 nChanged 77 SP:Iteration 29Q (472.160000 sec): 3 clusters Score: Raw -2838661.485151 + Penalty 3288.950649 = -2835372.534502 nChanged 72 SP:Iteration 30Q (472.470000 sec): 3 clusters Score: Raw -2838689.458675 + Penalty 3288.950649 = -2835400.508025 nChanged 69 SP:Iteration 31Q (472.760000 sec): 3 clusters Score: Raw -2838719.028567 + Penalty 3288.950649 = -2835430.077918 nChanged 68 SP:Iteration 32Q (473.120000 sec): 3 clusters Score: Raw -2838748.691866 + Penalty 3288.950649 = -2835459.741216 nChanged 67 SP:Iteration 33Q (473.410000 sec): 3 clusters Score: Raw -2838791.163385 + Penalty 3288.950649 = -2835502.212736 nChanged 79 SP:Iteration 34Q (473.760000 sec): 3 clusters Score: Raw -2838827.556829 + Penalty 3288.950649 = -2835538.606180 nChanged 68 SP:Iteration 35Q (474.050000 sec): 3 clusters Score: Raw -2838867.880714 + Penalty 3288.950649 = -2835578.930065 nChanged 71 SP:Iteration 36Q (474.310000 sec): 3 clusters Score: Raw -2838919.223725 + Penalty 3288.950649 = -2835630.273076 nChanged 82 SP:Iteration 37Q (474.620000 sec): 3 clusters Score: Raw -2838993.239726 + Penalty 3288.950649 = -2835704.289077 nChanged 75 SP:Iteration 38Q (474.960000 sec): 3 clusters Score: Raw -2839041.857369 + Penalty 3288.950649 = -2835752.906719 nChanged 61 SP:Iteration 39Q (475.330000 sec): 3 clusters Score: Raw -2839074.351556 + Penalty 3288.950649 = -2835785.400907 nChanged 50 SP:Iteration 40F (475.610000 sec): 3 clusters Score: Raw -2839098.632310 + Penalty 3288.950649 = -2835809.681660 nChanged 38 SP:Iteration 41Q (476.010000 sec): 3 clusters Score: Raw -2839120.028284 + Penalty 3288.950649 = -2835831.077634 nChanged 43 SP:Iteration 42Q (476.350000 sec): 3 clusters Score: Raw -2839147.140682 + Penalty 3288.950649 = -2835858.190033 nChanged 49 SP:Iteration 43Q (476.600000 sec): 3 clusters Score: Raw -2839192.511481 + Penalty 3288.950649 = -2835903.560831 nChanged 59 SP:Iteration 44Q (476.960000 sec): 3 clusters Score: Raw -2839242.539589 + Penalty 3288.950649 = -2835953.588940 nChanged 53 SP:Iteration 45Q (477.250000 sec): 3 clusters Score: Raw -2839285.456296 + Penalty 3288.950649 = -2835996.505647 nChanged 56 SP:Iteration 46Q (477.530000 sec): 3 clusters Score: Raw -2839341.033688 + Penalty 3288.950649 = -2836052.083039 nChanged 48 SP:Iteration 47Q (477.850000 sec): 3 clusters Score: Raw -2839379.384304 + Penalty 3288.950649 = -2836090.433655 nChanged 25 SP:Iteration 48Q (478.170000 sec): 3 clusters Score: Raw -2839400.380567 + Penalty 3288.950649 = -2836111.429917 nChanged 30 SP:Iteration 49Q (478.470000 sec): 3 clusters Score: Raw -2839414.282340 + Penalty 3288.950649 = -2836125.331691 nChanged 19 SP:Iteration 50Q (478.750000 sec): 3 clusters Score: Raw -2839424.263826 + Penalty 3288.950649 = -2836135.313177 nChanged 19 SP:Iteration 51Q (479.020000 sec): 3 clusters Score: Raw -2839434.712061 + Penalty 3288.950649 = -2836145.761411 nChanged 21 SP:Iteration 52Q (479.330000 sec): 3 clusters Score: Raw -2839447.052413 + Penalty 3288.950649 = -2836158.101763 nChanged 23 SP:Iteration 53Q (479.600000 sec): 3 clusters Score: Raw -2839458.260046 + Penalty 3288.950649 = -2836169.309397 nChanged 16 SP:Iteration 54Q (479.850000 sec): 3 clusters Score: Raw -2839462.530226 + Penalty 3288.950649 = -2836173.579577 nChanged 5 SP:Iteration 55Q (480.150000 sec): 3 clusters Score: Raw -2839463.763257 + Penalty 3288.950649 = -2836174.812608 nChanged 3 SP:Iteration 56Q (480.480000 sec): 3 clusters Score: Raw -2839464.370112 + Penalty 3288.950649 = -2836175.419463 nChanged 3 SP:Iteration 57Q (480.790000 sec): 3 clusters Score: Raw -2839467.732597 + Penalty 3288.950649 = -2836178.781948 nChanged 1 SP:Iteration 58Q (481.090000 sec): 3 clusters Score: Raw -2839468.203958 + Penalty 3288.950649 = -2836179.253309 nChanged 0 SP:Iteration 59F (481.430000 sec): 3 clusters Score: Raw -2839468.203958 + Penalty 3288.950649 = -2836179.253309 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 19 (21985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.640000 sec): 2 clusters Score: Raw -2530508.681727 + Penalty 1624.693798 = -2528883.987928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.910000 sec): 3 clusters Score: Raw -2517163.872645 + Penalty 3249.387597 = -2513914.485049 nChanged 9997 SP:Iteration 1F (482.280000 sec): 3 clusters Score: Raw -2522589.825650 + Penalty 3249.387597 = -2519340.438054 nChanged 1075 SP:Iteration 2Q (482.550000 sec): 3 clusters Score: Raw -2523061.035349 + Penalty 3249.387597 = -2519811.647753 nChanged 1135 SP:Iteration 3F (482.840000 sec): 3 clusters Score: Raw -2523739.086868 + Penalty 3249.387597 = -2520489.699272 nChanged 1235 SP:Iteration 4F (483.160000 sec): 3 clusters Score: Raw -2524562.458854 + Penalty 3249.387597 = -2521313.071257 nChanged 1302 SP:Iteration 5F (483.470000 sec): 3 clusters Score: Raw -2525423.213169 + Penalty 3249.387597 = -2522173.825572 nChanged 1461 SP:Iteration 6F (483.810000 sec): 3 clusters Score: Raw -2526473.943808 + Penalty 3249.387597 = -2523224.556212 nChanged 1510 SP:Iteration 7F (484.160000 sec): 3 clusters Score: Raw -2527730.488349 + Penalty 3249.387597 = -2524481.100753 nChanged 1365 SP:Iteration 8F (484.440000 sec): 3 clusters Score: Raw -2528963.950608 + Penalty 3249.387597 = -2525714.563012 nChanged 960 SP:Iteration 9Q (484.780000 sec): 3 clusters Score: Raw -2529832.439957 + Penalty 3249.387597 = -2526583.052361 nChanged 495 SP:Iteration 10Q (485.040000 sec): 3 clusters Score: Raw -2530272.971535 + Penalty 3249.387597 = -2527023.583938 nChanged 239 SP:Iteration 11Q (485.320000 sec): 3 clusters Score: Raw -2530491.666308 + Penalty 3249.387597 = -2527242.278711 nChanged 101 SP:Iteration 12Q (485.610000 sec): 3 clusters Score: Raw -2530597.830881 + Penalty 3249.387597 = -2527348.443284 nChanged 46 SP:Iteration 13Q (485.930000 sec): 3 clusters Score: Raw -2530646.071488 + Penalty 3249.387597 = -2527396.683891 nChanged 32 SP:Iteration 14Q (486.230000 sec): 3 clusters Score: Raw -2530680.583267 + Penalty 3249.387597 = -2527431.195671 nChanged 19 SP:Iteration 15Q (486.490000 sec): 3 clusters Score: Raw -2530703.601793 + Penalty 3249.387597 = -2527454.214196 nChanged 14 SP:Iteration 16Q (486.830000 sec): 3 clusters Score: Raw -2530718.519717 + Penalty 3249.387597 = -2527469.132121 nChanged 9 SP:Iteration 17Q (487.110000 sec): 3 clusters Score: Raw -2530733.691190 + Penalty 3249.387597 = -2527484.303594 nChanged 6 SP:Iteration 18Q (487.400000 sec): 3 clusters Score: Raw -2530740.856755 + Penalty 3249.387597 = -2527491.469159 nChanged 3 SP:Iteration 19Q (487.710000 sec): 3 clusters Score: Raw -2530743.136682 + Penalty 3249.387597 = -2527493.749085 nChanged 1 SP:Iteration 20F (488.000000 sec): 3 clusters Score: Raw -2530743.629263 + Penalty 3249.387597 = -2527494.241666 nChanged 2 SP:Iteration 21Q (488.260000 sec): 3 clusters Score: Raw -2530746.339936 + Penalty 3249.387597 = -2527496.952340 nChanged 4 SP:Iteration 22Q (488.590000 sec): 3 clusters Score: Raw -2530749.046908 + Penalty 3249.387597 = -2527499.659312 nChanged 2 SP:Iteration 23Q (488.980000 sec): 3 clusters Score: Raw -2530752.966206 + Penalty 3249.387597 = -2527503.578609 nChanged 3 SP:Iteration 24Q (489.280000 sec): 3 clusters Score: Raw -2530757.377357 + Penalty 3249.387597 = -2527507.989760 nChanged 4 SP:Iteration 25Q (489.580000 sec): 3 clusters Score: Raw -2530762.998423 + Penalty 3249.387597 = -2527513.610826 nChanged 2 SP:Iteration 26Q (489.870000 sec): 3 clusters Score: Raw -2530765.476046 + Penalty 3249.387597 = -2527516.088449 nChanged 0 SP:Iteration 27F (490.180000 sec): 3 clusters Score: Raw -2530765.476046 + Penalty 3249.387597 = -2527516.088449 nChanged 0 Iteration 20F (512.660000 sec): 23 clusters Score: Raw -51041510.398380 + Penalty 46625.781557 = -50994884.616822 nChanged 5913 Iteration 21Q (525.830000 sec): 23 clusters Score: Raw -51046013.769105 + Penalty 46625.781557 = -50999387.987548 nChanged 3714 Iteration 22Q (540.390000 sec): 23 clusters Score: Raw -51047396.630963 + Penalty 46625.781557 = -51000770.849405 nChanged 2585 Iteration 23Q (553.840000 sec): 23 clusters Score: Raw -51048112.015916 + Penalty 46625.781557 = -51001486.234358 nChanged 1926 Iteration 24Q (566.930000 sec): 23 clusters Score: Raw -51048551.811101 + Penalty 46625.781557 = -51001926.029544 nChanged 1570 Iteration 25Q (580.110000 sec): 23 clusters Score: Raw -51048860.236182 + Penalty 46625.781557 = -51002234.454625 nChanged 1259 Iteration 26Q (593.310000 sec): 23 clusters Score: Raw -51049087.871072 + Penalty 46625.781557 = -51002462.089515 nChanged 1073 Iteration 27Q (609.810000 sec): 23 clusters Score: Raw -51049260.450504 + Penalty 46625.781557 = -51002634.668947 nChanged 936 Iteration 28Q (623.640000 sec): 23 clusters Score: Raw -51049399.379417 + Penalty 46625.781557 = -51002773.597860 nChanged 814 Iteration 29Q (637.430000 sec): 23 clusters Score: Raw -51049510.797245 + Penalty 46625.781557 = -51002885.015688 nChanged 689 Iteration 30Q (650.250000 sec): 23 clusters Score: Raw -51049600.844362 + Penalty 46625.781557 = -51002975.062804 nChanged 605 Iteration 31Q (663.600000 sec): 23 clusters Score: Raw -51049679.897447 + Penalty 46625.781557 = -51003054.115890 nChanged 514 Iteration 32Q (676.280000 sec): 23 clusters Score: Raw -51049736.207531 + Penalty 46625.781557 = -51003110.425974 nChanged 445 Iteration 33Q (689.360000 sec): 23 clusters Score: Raw -51049778.979296 + Penalty 46625.781557 = -51003153.197739 nChanged 362 Iteration 34Q (704.310000 sec): 23 clusters Score: Raw -51049813.387443 + Penalty 46625.781557 = -51003187.605886 nChanged 319 Iteration 35Q (718.500000 sec): 23 clusters Score: Raw -51049840.424986 + Penalty 46625.781557 = -51003214.643428 nChanged 241 Iteration 36Q (732.930000 sec): 23 clusters Score: Raw -51049860.757827 + Penalty 46625.781557 = -51003234.976270 nChanged 215 Iteration 37Q (750.880000 sec): 23 clusters Score: Raw -51049880.788940 + Penalty 46625.781557 = -51003255.007382 nChanged 201 Iteration 38Q (765.480000 sec): 23 clusters Score: Raw -51049902.359406 + Penalty 46625.781557 = -51003276.577848 nChanged 172 Iteration 39Q (779.570000 sec): 23 clusters Score: Raw -51049916.190404 + Penalty 46625.781557 = -51003290.408846 nChanged 136 Iteration 40F (800.760000 sec): 23 clusters Score: Raw -51050058.714634 + Penalty 46625.781557 = -51003432.933076 nChanged 153 Iteration 41Q (815.140000 sec): 23 clusters Score: Raw -51050213.478472 + Penalty 46625.781557 = -51003587.696915 nChanged 155 Iteration 42Q (828.820000 sec): 23 clusters Score: Raw -51050238.410627 + Penalty 46625.781557 = -51003612.629069 nChanged 157 Iteration 43Q (842.920000 sec): 23 clusters Score: Raw -51050258.812191 + Penalty 46625.781557 = -51003633.030634 nChanged 152 Iteration 44Q (857.480000 sec): 23 clusters Score: Raw -51050275.768332 + Penalty 46625.781557 = -51003649.986774 nChanged 111 Iteration 45Q (871.940000 sec): 23 clusters Score: Raw -51050286.388571 + Penalty 46625.781557 = -51003660.607014 nChanged 102 Iteration 46Q (888.970000 sec): 23 clusters Score: Raw -51050297.308661 + Penalty 46625.781557 = -51003671.527104 nChanged 84 Iteration 47Q (903.470000 sec): 23 clusters Score: Raw -51050305.633190 + Penalty 46625.781557 = -51003679.851633 nChanged 68 Iteration 48Q (917.720000 sec): 23 clusters Score: Raw -51050312.475839 + Penalty 46625.781557 = -51003686.694282 nChanged 73 Iteration 49Q (932.140000 sec): 23 clusters Score: Raw -51050318.605576 + Penalty 46625.781557 = -51003692.824019 nChanged 59 Iteration 50Q (945.140000 sec): 23 clusters Score: Raw -51050322.601618 + Penalty 46625.781557 = -51003696.820061 nChanged 50 Iteration 51Q (960.700000 sec): 23 clusters Score: Raw -51050327.614620 + Penalty 46625.781557 = -51003701.833062 nChanged 54 Iteration 52Q (975.450000 sec): 23 clusters Score: Raw -51050331.939759 + Penalty 46625.781557 = -51003706.158202 nChanged 54 Iteration 53Q (990.460000 sec): 23 clusters Score: Raw -51050335.506972 + Penalty 46625.781557 = -51003709.725415 nChanged 42 Iteration 54Q (1005.270000 sec): 23 clusters Score: Raw -51050339.793911 + Penalty 46625.781557 = -51003714.012353 nChanged 46 Iteration 55Q (1025.150000 sec): 23 clusters Score: Raw -51050344.018262 + Penalty 46625.781557 = -51003718.236705 nChanged 43 Iteration 56Q (1039.470000 sec): 23 clusters Score: Raw -51050347.372306 + Penalty 46625.781557 = -51003721.590748 nChanged 51 Iteration 57Q (1052.840000 sec): 23 clusters Score: Raw -51050350.472207 + Penalty 46625.781557 = -51003724.690649 nChanged 44 Iteration 58Q (1066.780000 sec): 23 clusters Score: Raw -51050353.344791 + Penalty 46625.781557 = -51003727.563234 nChanged 41 Writing temp clu file Because OldScore, -51003724.690649, is greater than current (better) Score,-51003727.563234 Compute initial score before splitting: Score: Raw -51050353.344791 + Penalty 46625.781557 = -51003727.563234 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 1 (3251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1067.050000 sec): 2 clusters Score: Raw -365261.781530 + Penalty 1314.091662 = -363947.689868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1067.260000 sec): 3 clusters Score: Raw -363714.015340 + Penalty 2628.183324 = -361085.832016 nChanged 1220 SP:Iteration 1F (1067.430000 sec): 3 clusters Score: Raw -364337.942725 + Penalty 2628.183324 = -361709.759401 nChanged 233 SP:Iteration 2F (1067.670000 sec): 3 clusters Score: Raw -364460.080412 + Penalty 2628.183324 = -361831.897088 nChanged 152 SP:Iteration 3Q (1067.830000 sec): 3 clusters Score: Raw -364542.526158 + Penalty 2628.183324 = -361914.342834 nChanged 125 SP:Iteration 4Q (1068.010000 sec): 3 clusters Score: Raw -364600.118329 + Penalty 2628.183324 = -361971.935005 nChanged 87 SP:Iteration 5Q (1068.170000 sec): 3 clusters Score: Raw -364650.731780 + Penalty 2628.183324 = -362022.548456 nChanged 96 SP:Iteration 6Q (1068.380000 sec): 3 clusters Score: Raw -364712.565515 + Penalty 2628.183324 = -362084.382191 nChanged 94 SP:Iteration 7Q (1068.540000 sec): 3 clusters Score: Raw -364762.660197 + Penalty 2628.183324 = -362134.476873 nChanged 81 SP:Iteration 8Q (1068.670000 sec): 3 clusters Score: Raw -364806.113035 + Penalty 2628.183324 = -362177.929711 nChanged 73 SP:Iteration 9Q (1068.860000 sec): 3 clusters Score: Raw -364848.077044 + Penalty 2628.183324 = -362219.893720 nChanged 64 SP:Iteration 10Q (1069.070000 sec): 3 clusters Score: Raw -364888.801641 + Penalty 2628.183324 = -362260.618317 nChanged 68 SP:Iteration 11Q (1069.270000 sec): 3 clusters Score: Raw -364927.038184 + Penalty 2628.183324 = -362298.854860 nChanged 72 SP:Iteration 12Q (1069.470000 sec): 3 clusters Score: Raw -364972.650772 + Penalty 2628.183324 = -362344.467448 nChanged 51 SP:Iteration 13Q (1069.630000 sec): 3 clusters Score: Raw -365000.879480 + Penalty 2628.183324 = -362372.696156 nChanged 52 SP:Iteration 14Q (1069.820000 sec): 3 clusters Score: Raw -365029.537144 + Penalty 2628.183324 = -362401.353820 nChanged 62 SP:Iteration 15Q (1070.010000 sec): 3 clusters Score: Raw -365067.125332 + Penalty 2628.183324 = -362438.942008 nChanged 64 SP:Iteration 16Q (1070.240000 sec): 3 clusters Score: Raw -365114.009812 + Penalty 2628.183324 = -362485.826488 nChanged 66 SP:Iteration 17Q (1070.440000 sec): 3 clusters Score: Raw -365164.092786 + Penalty 2628.183324 = -362535.909462 nChanged 55 SP:Iteration 18Q (1070.600000 sec): 3 clusters Score: Raw -365207.757758 + Penalty 2628.183324 = -362579.574434 nChanged 45 SP:Iteration 19Q (1070.780000 sec): 3 clusters Score: Raw -365243.277636 + Penalty 2628.183324 = -362615.094312 nChanged 46 SP:Iteration 20F (1070.970000 sec): 3 clusters Score: Raw -365275.063218 + Penalty 2628.183324 = -362646.879894 nChanged 30 SP:Iteration 21Q (1071.110000 sec): 3 clusters Score: Raw -365300.803669 + Penalty 2628.183324 = -362672.620345 nChanged 31 SP:Iteration 22Q (1071.310000 sec): 3 clusters Score: Raw -365322.447189 + Penalty 2628.183324 = -362694.263865 nChanged 23 SP:Iteration 23Q (1071.480000 sec): 3 clusters Score: Raw -365342.567048 + Penalty 2628.183324 = -362714.383724 nChanged 16 SP:Iteration 24Q (1071.630000 sec): 3 clusters Score: Raw -365355.615679 + Penalty 2628.183324 = -362727.432354 nChanged 14 SP:Iteration 25Q (1071.890000 sec): 3 clusters Score: Raw -365368.170935 + Penalty 2628.183324 = -362739.987611 nChanged 10 SP:Iteration 26Q (1072.050000 sec): 3 clusters Score: Raw -365377.010609 + Penalty 2628.183324 = -362748.827285 nChanged 6 SP:Iteration 27Q (1072.220000 sec): 3 clusters Score: Raw -365382.374873 + Penalty 2628.183324 = -362754.191549 nChanged 3 SP:Iteration 28Q (1072.480000 sec): 3 clusters Score: Raw -365384.137888 + Penalty 2628.183324 = -362755.954564 nChanged 1 SP:Iteration 29Q (1072.660000 sec): 3 clusters Score: Raw -365385.212193 + Penalty 2628.183324 = -362757.028869 nChanged 3 SP:Iteration 30Q (1072.850000 sec): 3 clusters Score: Raw -365388.413830 + Penalty 2628.183324 = -362760.230505 nChanged 1 SP:Iteration 31Q (1073.010000 sec): 3 clusters Score: Raw -365389.660728 + Penalty 2628.183324 = -362761.477404 nChanged 2 SP:Iteration 32Q (1073.220000 sec): 3 clusters Score: Raw -365390.470451 + Penalty 2628.183324 = -362762.287126 nChanged 2 SP:Iteration 33Q (1073.370000 sec): 3 clusters Score: Raw -365393.254291 + Penalty 2628.183324 = -362765.070967 nChanged 3 SP:Iteration 34Q (1073.560000 sec): 3 clusters Score: Raw -365395.498206 + Penalty 2628.183324 = -362767.314882 nChanged 2 SP:Iteration 35Q (1073.710000 sec): 3 clusters Score: Raw -365398.648107 + Penalty 2628.183324 = -362770.464783 nChanged 3 SP:Iteration 36Q (1073.840000 sec): 3 clusters Score: Raw -365404.979564 + Penalty 2628.183324 = -362776.796240 nChanged 3 SP:Iteration 37Q (1073.980000 sec): 3 clusters Score: Raw -365406.610163 + Penalty 2628.183324 = -362778.426839 nChanged 1 SP:Iteration 38Q (1074.120000 sec): 3 clusters Score: Raw -365407.205807 + Penalty 2628.183324 = -362779.022483 nChanged 1 SP:Iteration 39Q (1074.290000 sec): 3 clusters Score: Raw -365407.496312 + Penalty 2628.183324 = -362779.312988 nChanged 0 SP:Iteration 40F (1074.460000 sec): 3 clusters Score: Raw -365407.496312 + Penalty 2628.183324 = -362779.312988 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 2 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1074.510000 sec): 2 clusters Score: Raw -124526.538160 + Penalty 1142.944804 = -123383.593356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1074.700000 sec): 3 clusters Score: Raw -124140.391813 + Penalty 2285.889607 = -121854.502206 nChanged 355 SP:Iteration 1F (1074.850000 sec): 3 clusters Score: Raw -124439.517183 + Penalty 2285.889607 = -122153.627575 nChanged 91 SP:Iteration 2F (1074.950000 sec): 3 clusters Score: Raw -124555.544457 + Penalty 2285.889607 = -122269.654850 nChanged 77 SP:Iteration 3F (1075.100000 sec): 3 clusters Score: Raw -124707.660793 + Penalty 2285.889607 = -122421.771186 nChanged 84 SP:Iteration 4F (1075.260000 sec): 3 clusters Score: Raw -124936.599455 + Penalty 2285.889607 = -122650.709847 nChanged 91 SP:Iteration 5F (1075.430000 sec): 3 clusters Score: Raw -125281.551591 + Penalty 2285.889607 = -122995.661984 nChanged 91 SP:Iteration 6F (1075.590000 sec): 3 clusters Score: Raw -125706.532164 + Penalty 2285.889607 = -123420.642556 nChanged 71 SP:Iteration 7F (1075.730000 sec): 3 clusters Score: Raw -126123.721694 + Penalty 2285.889607 = -123837.832086 nChanged 48 SP:Iteration 8Q (1075.890000 sec): 3 clusters Score: Raw -126637.164587 + Penalty 2285.889607 = -124351.274980 nChanged 39 SP:Iteration 9Q (1076.030000 sec): 3 clusters Score: Raw -127204.664944 + Penalty 2285.889607 = -124918.775337 nChanged 7 SP:Iteration 10Q (1076.160000 sec): 3 clusters Score: Raw -127480.822342 + Penalty 2285.889607 = -125194.932735 nChanged 0 SP:Iteration 11F (1076.280000 sec): 3 clusters Score: Raw -127480.822342 + Penalty 2285.889607 = -125194.932735 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 3 (5453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1076.440000 sec): 2 clusters Score: Raw -620479.361916 + Penalty 1398.137194 = -619081.224722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.600000 sec): 3 clusters Score: Raw -617512.804157 + Penalty 2796.274388 = -614716.529769 nChanged 2319 SP:Iteration 1F (1076.800000 sec): 3 clusters Score: Raw -618877.890945 + Penalty 2796.274388 = -616081.616557 nChanged 401 SP:Iteration 2F (1077.000000 sec): 3 clusters Score: Raw -619215.450341 + Penalty 2796.274388 = -616419.175953 nChanged 398 SP:Iteration 3F (1077.210000 sec): 3 clusters Score: Raw -619731.703032 + Penalty 2796.274388 = -616935.428644 nChanged 373 SP:Iteration 4F (1077.390000 sec): 3 clusters Score: Raw -620191.875858 + Penalty 2796.274388 = -617395.601470 nChanged 385 SP:Iteration 5F (1077.590000 sec): 3 clusters Score: Raw -620506.979675 + Penalty 2796.274388 = -617710.705286 nChanged 319 SP:Iteration 6F (1077.760000 sec): 3 clusters Score: Raw -620751.805313 + Penalty 2796.274388 = -617955.530924 nChanged 242 SP:Iteration 7Q (1077.980000 sec): 3 clusters Score: Raw -620906.179708 + Penalty 2796.274388 = -618109.905320 nChanged 179 SP:Iteration 8Q (1078.180000 sec): 3 clusters Score: Raw -621018.341212 + Penalty 2796.274388 = -618222.066824 nChanged 147 SP:Iteration 9Q (1078.350000 sec): 3 clusters Score: Raw -621103.829770 + Penalty 2796.274388 = -618307.555381 nChanged 118 SP:Iteration 10Q (1078.510000 sec): 3 clusters Score: Raw -621174.617091 + Penalty 2796.274388 = -618378.342703 nChanged 93 SP:Iteration 11Q (1078.760000 sec): 3 clusters Score: Raw -621229.521672 + Penalty 2796.274388 = -618433.247284 nChanged 93 SP:Iteration 12Q (1078.970000 sec): 3 clusters Score: Raw -621285.234564 + Penalty 2796.274388 = -618488.960175 nChanged 67 SP:Iteration 13Q (1079.190000 sec): 3 clusters Score: Raw -621315.630512 + Penalty 2796.274388 = -618519.356123 nChanged 55 SP:Iteration 14Q (1079.430000 sec): 3 clusters Score: Raw -621338.241078 + Penalty 2796.274388 = -618541.966689 nChanged 42 SP:Iteration 15Q (1079.590000 sec): 3 clusters Score: Raw -621357.077976 + Penalty 2796.274388 = -618560.803588 nChanged 38 SP:Iteration 16Q (1079.770000 sec): 3 clusters Score: Raw -621370.290366 + Penalty 2796.274388 = -618574.015978 nChanged 25 SP:Iteration 17Q (1079.990000 sec): 3 clusters Score: Raw -621379.688242 + Penalty 2796.274388 = -618583.413854 nChanged 31 SP:Iteration 18Q (1080.170000 sec): 3 clusters Score: Raw -621390.171920 + Penalty 2796.274388 = -618593.897532 nChanged 21 SP:Iteration 19Q (1080.360000 sec): 3 clusters Score: Raw -621396.463339 + Penalty 2796.274388 = -618600.188950 nChanged 25 SP:Iteration 20F (1080.580000 sec): 3 clusters Score: Raw -621403.965176 + Penalty 2796.274388 = -618607.690788 nChanged 19 SP:Iteration 21Q (1080.790000 sec): 3 clusters Score: Raw -621410.542040 + Penalty 2796.274388 = -618614.267652 nChanged 20 SP:Iteration 22Q (1080.990000 sec): 3 clusters Score: Raw -621416.990350 + Penalty 2796.274388 = -618620.715962 nChanged 16 SP:Iteration 23Q (1081.230000 sec): 3 clusters Score: Raw -621423.923364 + Penalty 2796.274388 = -618627.648975 nChanged 19 SP:Iteration 24Q (1081.430000 sec): 3 clusters Score: Raw -621431.192542 + Penalty 2796.274388 = -618634.918153 nChanged 16 SP:Iteration 25Q (1081.650000 sec): 3 clusters Score: Raw -621437.790667 + Penalty 2796.274388 = -618641.516279 nChanged 15 SP:Iteration 26Q (1081.810000 sec): 3 clusters Score: Raw -621444.053425 + Penalty 2796.274388 = -618647.779036 nChanged 11 SP:Iteration 27Q (1082.010000 sec): 3 clusters Score: Raw -621447.923342 + Penalty 2796.274388 = -618651.648954 nChanged 14 SP:Iteration 28Q (1082.190000 sec): 3 clusters Score: Raw -621452.304618 + Penalty 2796.274388 = -618656.030230 nChanged 11 SP:Iteration 29Q (1082.400000 sec): 3 clusters Score: Raw -621457.401042 + Penalty 2796.274388 = -618661.126654 nChanged 21 SP:Iteration 30Q (1082.610000 sec): 3 clusters Score: Raw -621468.920201 + Penalty 2796.274388 = -618672.645813 nChanged 22 SP:Iteration 31Q (1082.830000 sec): 3 clusters Score: Raw -621479.885522 + Penalty 2796.274388 = -618683.611134 nChanged 21 SP:Iteration 32Q (1083.090000 sec): 3 clusters Score: Raw -621488.552904 + Penalty 2796.274388 = -618692.278516 nChanged 23 SP:Iteration 33Q (1083.290000 sec): 3 clusters Score: Raw -621500.220621 + Penalty 2796.274388 = -618703.946232 nChanged 23 SP:Iteration 34Q (1083.530000 sec): 3 clusters Score: Raw -621511.562036 + Penalty 2796.274388 = -618715.287648 nChanged 22 SP:Iteration 35Q (1083.720000 sec): 3 clusters Score: Raw -621523.678666 + Penalty 2796.274388 = -618727.404277 nChanged 31 SP:Iteration 36Q (1083.970000 sec): 3 clusters Score: Raw -621542.832952 + Penalty 2796.274388 = -618746.558563 nChanged 28 SP:Iteration 37Q (1084.130000 sec): 3 clusters Score: Raw -621560.460129 + Penalty 2796.274388 = -618764.185741 nChanged 36 SP:Iteration 38Q (1084.310000 sec): 3 clusters Score: Raw -621581.091526 + Penalty 2796.274388 = -618784.817138 nChanged 32 SP:Iteration 39Q (1084.510000 sec): 3 clusters Score: Raw -621602.343360 + Penalty 2796.274388 = -618806.068971 nChanged 41 SP:Iteration 40F (1084.670000 sec): 3 clusters Score: Raw -621626.393619 + Penalty 2796.274388 = -618830.119230 nChanged 38 SP:Iteration 41Q (1084.840000 sec): 3 clusters Score: Raw -621653.563708 + Penalty 2796.274388 = -618857.289319 nChanged 41 SP:Iteration 42Q (1084.990000 sec): 3 clusters Score: Raw -621679.075313 + Penalty 2796.274388 = -618882.800925 nChanged 33 SP:Iteration 43Q (1085.190000 sec): 3 clusters Score: Raw -621707.885925 + Penalty 2796.274388 = -618911.611537 nChanged 26 SP:Iteration 44Q (1085.360000 sec): 3 clusters Score: Raw -621731.206005 + Penalty 2796.274388 = -618934.931617 nChanged 35 SP:Iteration 45Q (1085.510000 sec): 3 clusters Score: Raw -621764.236878 + Penalty 2796.274388 = -618967.962490 nChanged 43 SP:Iteration 46Q (1085.690000 sec): 3 clusters Score: Raw -621812.294284 + Penalty 2796.274388 = -619016.019895 nChanged 42 SP:Iteration 47Q (1085.880000 sec): 3 clusters Score: Raw -621862.243320 + Penalty 2796.274388 = -619065.968932 nChanged 43 SP:Iteration 48Q (1086.080000 sec): 3 clusters Score: Raw -621914.616293 + Penalty 2796.274388 = -619118.341905 nChanged 39 SP:Iteration 49Q (1086.260000 sec): 3 clusters Score: Raw -621971.497867 + Penalty 2796.274388 = -619175.223479 nChanged 24 SP:Iteration 50Q (1086.450000 sec): 3 clusters Score: Raw -622005.767936 + Penalty 2796.274388 = -619209.493547 nChanged 20 SP:Iteration 51Q (1086.700000 sec): 3 clusters Score: Raw -622031.956300 + Penalty 2796.274388 = -619235.681912 nChanged 24 SP:Iteration 52Q (1086.880000 sec): 3 clusters Score: Raw -622079.196684 + Penalty 2796.274388 = -619282.922295 nChanged 27 SP:Iteration 53Q (1087.080000 sec): 3 clusters Score: Raw -622136.491417 + Penalty 2796.274388 = -619340.217028 nChanged 28 SP:Iteration 54Q (1087.240000 sec): 3 clusters Score: Raw -622203.689294 + Penalty 2796.274388 = -619407.414905 nChanged 18 SP:Iteration 55Q (1087.450000 sec): 3 clusters Score: Raw -622235.520463 + Penalty 2796.274388 = -619439.246075 nChanged 14 SP:Iteration 56Q (1087.600000 sec): 3 clusters Score: Raw -622252.416449 + Penalty 2796.274388 = -619456.142061 nChanged 6 SP:Iteration 57Q (1087.820000 sec): 3 clusters Score: Raw -622256.289458 + Penalty 2796.274388 = -619460.015069 nChanged 1 SP:Iteration 58Q (1087.960000 sec): 3 clusters Score: Raw -622257.250236 + Penalty 2796.274388 = -619460.975847 nChanged 0 SP:Iteration 59F (1088.170000 sec): 3 clusters Score: Raw -622257.250236 + Penalty 2796.274388 = -619460.975847 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 4 (6905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.300000 sec): 2 clusters Score: Raw -781409.955118 + Penalty 1436.500173 = -779973.454945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.490000 sec): 3 clusters Score: Raw -777714.359733 + Penalty 2873.000346 = -774841.359387 nChanged 2859 SP:Iteration 1F (1088.710000 sec): 3 clusters Score: Raw -779145.363435 + Penalty 2873.000346 = -776272.363089 nChanged 432 SP:Iteration 2F (1088.930000 sec): 3 clusters Score: Raw -779346.716066 + Penalty 2873.000346 = -776473.715719 nChanged 331 SP:Iteration 3Q (1089.080000 sec): 3 clusters Score: Raw -779471.495989 + Penalty 2873.000346 = -776598.495643 nChanged 260 SP:Iteration 4Q (1089.270000 sec): 3 clusters Score: Raw -779577.632934 + Penalty 2873.000346 = -776704.632588 nChanged 237 SP:Iteration 5Q (1089.440000 sec): 3 clusters Score: Raw -779683.675240 + Penalty 2873.000346 = -776810.674894 nChanged 239 SP:Iteration 6Q (1089.660000 sec): 3 clusters Score: Raw -779801.198745 + Penalty 2873.000346 = -776928.198398 nChanged 250 SP:Iteration 7Q (1089.880000 sec): 3 clusters Score: Raw -779922.943654 + Penalty 2873.000346 = -777049.943308 nChanged 259 SP:Iteration 8Q (1090.080000 sec): 3 clusters Score: Raw -780061.132324 + Penalty 2873.000346 = -777188.131977 nChanged 280 SP:Iteration 9Q (1090.290000 sec): 3 clusters Score: Raw -780234.361031 + Penalty 2873.000346 = -777361.360685 nChanged 311 SP:Iteration 10Q (1090.490000 sec): 3 clusters Score: Raw -780462.092244 + Penalty 2873.000346 = -777589.091898 nChanged 343 SP:Iteration 11Q (1090.700000 sec): 3 clusters Score: Raw -780739.595415 + Penalty 2873.000346 = -777866.595069 nChanged 310 SP:Iteration 12Q (1090.910000 sec): 3 clusters Score: Raw -780986.174859 + Penalty 2873.000346 = -778113.174513 nChanged 246 SP:Iteration 13Q (1091.140000 sec): 3 clusters Score: Raw -781178.666597 + Penalty 2873.000346 = -778305.666251 nChanged 190 SP:Iteration 14Q (1091.310000 sec): 3 clusters Score: Raw -781348.838474 + Penalty 2873.000346 = -778475.838127 nChanged 139 SP:Iteration 15Q (1091.520000 sec): 3 clusters Score: Raw -781475.342881 + Penalty 2873.000346 = -778602.342534 nChanged 78 SP:Iteration 16Q (1091.710000 sec): 3 clusters Score: Raw -781549.851465 + Penalty 2873.000346 = -778676.851119 nChanged 45 SP:Iteration 17Q (1091.910000 sec): 3 clusters Score: Raw -781593.132946 + Penalty 2873.000346 = -778720.132600 nChanged 24 SP:Iteration 18Q (1092.100000 sec): 3 clusters Score: Raw -781617.415351 + Penalty 2873.000346 = -778744.415004 nChanged 12 SP:Iteration 19Q (1092.330000 sec): 3 clusters Score: Raw -781630.716159 + Penalty 2873.000346 = -778757.715813 nChanged 12 SP:Iteration 20F (1092.490000 sec): 3 clusters Score: Raw -781638.382079 + Penalty 2873.000346 = -778765.381733 nChanged 6 SP:Iteration 21Q (1092.710000 sec): 3 clusters Score: Raw -781644.649700 + Penalty 2873.000346 = -778771.649354 nChanged 9 SP:Iteration 22Q (1092.940000 sec): 3 clusters Score: Raw -781666.080983 + Penalty 2873.000346 = -778793.080637 nChanged 9 SP:Iteration 23Q (1093.170000 sec): 3 clusters Score: Raw -781682.980132 + Penalty 2873.000346 = -778809.979786 nChanged 9 SP:Iteration 24Q (1093.350000 sec): 3 clusters Score: Raw -781694.120322 + Penalty 2873.000346 = -778821.119976 nChanged 5 SP:Iteration 25Q (1093.550000 sec): 3 clusters Score: Raw -781702.428632 + Penalty 2873.000346 = -778829.428286 nChanged 10 SP:Iteration 26Q (1093.710000 sec): 3 clusters Score: Raw -781717.200734 + Penalty 2873.000346 = -778844.200388 nChanged 6 SP:Iteration 27Q (1093.880000 sec): 3 clusters Score: Raw -781721.386475 + Penalty 2873.000346 = -778848.386128 nChanged 1 SP:Iteration 28Q (1094.110000 sec): 3 clusters Score: Raw -781722.226302 + Penalty 2873.000346 = -778849.225956 nChanged 1 SP:Iteration 29Q (1094.260000 sec): 3 clusters Score: Raw -781724.089554 + Penalty 2873.000346 = -778851.089208 nChanged 2 SP:Iteration 30Q (1094.490000 sec): 3 clusters Score: Raw -781725.261042 + Penalty 2873.000346 = -778852.260696 nChanged 1 SP:Iteration 31Q (1094.670000 sec): 3 clusters Score: Raw -781726.645913 + Penalty 2873.000346 = -778853.645566 nChanged 1 SP:Iteration 32Q (1094.930000 sec): 3 clusters Score: Raw -781728.153141 + Penalty 2873.000346 = -778855.152795 nChanged 1 SP:Iteration 33Q (1095.120000 sec): 3 clusters Score: Raw -781728.768713 + Penalty 2873.000346 = -778855.768367 nChanged 0 SP:Iteration 34F (1095.290000 sec): 3 clusters Score: Raw -781728.768713 + Penalty 2873.000346 = -778855.768367 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 5 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.380000 sec): 2 clusters Score: Raw -48080.083629 + Penalty 1005.258901 = -47074.824727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.600000 sec): 3 clusters Score: Raw -48075.374735 + Penalty 2010.517803 = -46064.856933 nChanged 145 SP:Iteration 1F (1095.820000 sec): 3 clusters Score: Raw -48466.342922 + Penalty 2010.517803 = -46455.825119 nChanged 45 SP:Iteration 2F (1096.000000 sec): 3 clusters Score: Raw -48771.810347 + Penalty 2010.517803 = -46761.292544 nChanged 39 SP:Iteration 3F (1096.180000 sec): 3 clusters Score: Raw -49012.926747 + Penalty 2010.517803 = -47002.408945 nChanged 25 SP:Iteration 4F (1096.340000 sec): 3 clusters Score: Raw -49189.833949 + Penalty 2010.517803 = -47179.316146 nChanged 19 SP:Iteration 5Q (1096.550000 sec): 3 clusters Score: Raw -49367.829616 + Penalty 2010.517803 = -47357.311813 nChanged 16 SP:Iteration 6Q (1096.770000 sec): 3 clusters Score: Raw -49524.650869 + Penalty 2010.517803 = -47514.133067 nChanged 13 SP:Iteration 7Q (1096.890000 sec): 3 clusters Score: Raw -49550.421997 + Penalty 2010.517803 = -47539.904195 nChanged 8 SP:Iteration 8Q (1097.030000 sec): 3 clusters Score: Raw -49569.893063 + Penalty 2010.517803 = -47559.375261 nChanged 4 SP:Iteration 9Q (1097.170000 sec): 3 clusters Score: Raw -49589.270962 + Penalty 2010.517803 = -47578.753159 nChanged 3 SP:Iteration 10Q (1097.260000 sec): 3 clusters Score: Raw -49594.260445 + Penalty 2010.517803 = -47583.742642 nChanged 2 SP:Iteration 11Q (1097.430000 sec): 3 clusters Score: Raw -49597.690258 + Penalty 2010.517803 = -47587.172456 nChanged 1 SP:Iteration 12Q (1097.610000 sec): 3 clusters Score: Raw -49599.818862 + Penalty 2010.517803 = -47589.301059 nChanged 2 SP:Iteration 13Q (1097.810000 sec): 3 clusters Score: Raw -49603.446238 + Penalty 2010.517803 = -47592.928435 nChanged 1 SP:Iteration 14Q (1097.970000 sec): 3 clusters Score: Raw -49605.857791 + Penalty 2010.517803 = -47595.339988 nChanged 2 SP:Iteration 15Q (1098.120000 sec): 3 clusters Score: Raw -49609.645810 + Penalty 2010.517803 = -47599.128007 nChanged 4 SP:Iteration 16Q (1098.280000 sec): 3 clusters Score: Raw -49617.542666 + Penalty 2010.517803 = -47607.024863 nChanged 1 SP:Iteration 17Q (1098.450000 sec): 3 clusters Score: Raw -49620.968783 + Penalty 2010.517803 = -47610.450980 nChanged 2 SP:Iteration 18Q (1098.630000 sec): 3 clusters Score: Raw -49624.046904 + Penalty 2010.517803 = -47613.529102 nChanged 1 SP:Iteration 19Q (1098.800000 sec): 3 clusters Score: Raw -49624.963545 + Penalty 2010.517803 = -47614.445742 nChanged 0 SP:Iteration 20F (1098.980000 sec): 3 clusters Score: Raw -49626.036531 + Penalty 2010.517803 = -47615.518729 nChanged 1 SP:Iteration 21Q (1099.150000 sec): 3 clusters Score: Raw -49649.255751 + Penalty 2010.517803 = -47638.737949 nChanged 0 SP:Iteration 22F (1099.310000 sec): 3 clusters Score: Raw -49649.255751 + Penalty 2010.517803 = -47638.737949 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 6 (10437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.450000 sec): 2 clusters Score: Raw -1206404.097976 + Penalty 1503.630775 = -1204900.467201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.630000 sec): 3 clusters Score: Raw -1200497.011871 + Penalty 3007.261551 = -1197489.750320 nChanged 4524 SP:Iteration 1F (1099.820000 sec): 3 clusters Score: Raw -1202936.534721 + Penalty 3007.261551 = -1199929.273170 nChanged 623 SP:Iteration 2F (1100.060000 sec): 3 clusters Score: Raw -1203235.417589 + Penalty 3007.261551 = -1200228.156038 nChanged 607 SP:Iteration 3F (1100.240000 sec): 3 clusters Score: Raw -1203539.331378 + Penalty 3007.261551 = -1200532.069828 nChanged 558 SP:Iteration 4F (1100.510000 sec): 3 clusters Score: Raw -1203847.303903 + Penalty 3007.261551 = -1200840.042352 nChanged 554 SP:Iteration 5F (1100.690000 sec): 3 clusters Score: Raw -1204153.660235 + Penalty 3007.261551 = -1201146.398684 nChanged 551 SP:Iteration 6F (1100.930000 sec): 3 clusters Score: Raw -1204465.367104 + Penalty 3007.261551 = -1201458.105553 nChanged 517 SP:Iteration 7Q (1101.170000 sec): 3 clusters Score: Raw -1204780.387648 + Penalty 3007.261551 = -1201773.126097 nChanged 483 SP:Iteration 8Q (1101.400000 sec): 3 clusters Score: Raw -1205091.886049 + Penalty 3007.261551 = -1202084.624498 nChanged 454 SP:Iteration 9Q (1101.640000 sec): 3 clusters Score: Raw -1205372.386855 + Penalty 3007.261551 = -1202365.125304 nChanged 396 SP:Iteration 10Q (1101.880000 sec): 3 clusters Score: Raw -1205625.672328 + Penalty 3007.261551 = -1202618.410777 nChanged 351 SP:Iteration 11Q (1102.080000 sec): 3 clusters Score: Raw -1205859.427458 + Penalty 3007.261551 = -1202852.165907 nChanged 306 SP:Iteration 12Q (1102.330000 sec): 3 clusters Score: Raw -1206049.298835 + Penalty 3007.261551 = -1203042.037285 nChanged 250 SP:Iteration 13Q (1102.550000 sec): 3 clusters Score: Raw -1206195.114058 + Penalty 3007.261551 = -1203187.852507 nChanged 184 SP:Iteration 14Q (1102.760000 sec): 3 clusters Score: Raw -1206306.366438 + Penalty 3007.261551 = -1203299.104887 nChanged 177 SP:Iteration 15Q (1103.030000 sec): 3 clusters Score: Raw -1206397.806641 + Penalty 3007.261551 = -1203390.545090 nChanged 133 SP:Iteration 16Q (1103.270000 sec): 3 clusters Score: Raw -1206446.606744 + Penalty 3007.261551 = -1203439.345194 nChanged 84 SP:Iteration 17Q (1103.550000 sec): 3 clusters Score: Raw -1206476.998606 + Penalty 3007.261551 = -1203469.737055 nChanged 76 SP:Iteration 18Q (1103.780000 sec): 3 clusters Score: Raw -1206501.000113 + Penalty 3007.261551 = -1203493.738563 nChanged 61 SP:Iteration 19Q (1103.990000 sec): 3 clusters Score: Raw -1206524.396277 + Penalty 3007.261551 = -1203517.134727 nChanged 71 SP:Iteration 20F (1104.290000 sec): 3 clusters Score: Raw -1206552.543114 + Penalty 3007.261551 = -1203545.281563 nChanged 68 SP:Iteration 21Q (1104.510000 sec): 3 clusters Score: Raw -1206576.943124 + Penalty 3007.261551 = -1203569.681574 nChanged 64 SP:Iteration 22Q (1104.770000 sec): 3 clusters Score: Raw -1206600.357529 + Penalty 3007.261551 = -1203593.095978 nChanged 66 SP:Iteration 23Q (1104.970000 sec): 3 clusters Score: Raw -1206621.300337 + Penalty 3007.261551 = -1203614.038787 nChanged 49 SP:Iteration 24Q (1105.180000 sec): 3 clusters Score: Raw -1206633.540709 + Penalty 3007.261551 = -1203626.279158 nChanged 44 SP:Iteration 25Q (1105.370000 sec): 3 clusters Score: Raw -1206645.326472 + Penalty 3007.261551 = -1203638.064921 nChanged 34 SP:Iteration 26Q (1105.610000 sec): 3 clusters Score: Raw -1206655.594461 + Penalty 3007.261551 = -1203648.332910 nChanged 38 SP:Iteration 27Q (1105.880000 sec): 3 clusters Score: Raw -1206664.833118 + Penalty 3007.261551 = -1203657.571567 nChanged 36 SP:Iteration 28Q (1106.130000 sec): 3 clusters Score: Raw -1206672.267715 + Penalty 3007.261551 = -1203665.006165 nChanged 30 SP:Iteration 29Q (1106.430000 sec): 3 clusters Score: Raw -1206678.190296 + Penalty 3007.261551 = -1203670.928745 nChanged 23 SP:Iteration 30Q (1106.610000 sec): 3 clusters Score: Raw -1206683.512175 + Penalty 3007.261551 = -1203676.250625 nChanged 15 SP:Iteration 31Q (1106.800000 sec): 3 clusters Score: Raw -1206685.999471 + Penalty 3007.261551 = -1203678.737920 nChanged 11 SP:Iteration 32Q (1107.000000 sec): 3 clusters Score: Raw -1206687.674153 + Penalty 3007.261551 = -1203680.412602 nChanged 12 SP:Iteration 33Q (1107.200000 sec): 3 clusters Score: Raw -1206689.533392 + Penalty 3007.261551 = -1203682.271841 nChanged 9 SP:Iteration 34Q (1107.450000 sec): 3 clusters Score: Raw -1206690.577546 + Penalty 3007.261551 = -1203683.315996 nChanged 3 SP:Iteration 35Q (1107.710000 sec): 3 clusters Score: Raw -1206690.721970 + Penalty 3007.261551 = -1203683.460419 nChanged 1 SP:Iteration 36Q (1107.930000 sec): 3 clusters Score: Raw -1206690.839520 + Penalty 3007.261551 = -1203683.577969 nChanged 1 SP:Iteration 37Q (1108.140000 sec): 3 clusters Score: Raw -1206690.927790 + Penalty 3007.261551 = -1203683.666239 nChanged 0 SP:Iteration 38F (1108.400000 sec): 3 clusters Score: Raw -1206690.927790 + Penalty 3007.261551 = -1203683.666239 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 7 (3293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1108.500000 sec): 2 clusters Score: Raw -357404.288058 + Penalty 1316.177571 = -356088.110488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1108.710000 sec): 3 clusters Score: Raw -355847.233992 + Penalty 2632.355142 = -353214.878850 nChanged 1223 SP:Iteration 1F (1108.880000 sec): 3 clusters Score: Raw -356656.444253 + Penalty 2632.355142 = -354024.089111 nChanged 270 SP:Iteration 2F (1109.020000 sec): 3 clusters Score: Raw -356869.449414 + Penalty 2632.355142 = -354237.094272 nChanged 189 SP:Iteration 3F (1109.220000 sec): 3 clusters Score: Raw -357029.861366 + Penalty 2632.355142 = -354397.506224 nChanged 157 SP:Iteration 4Q (1109.390000 sec): 3 clusters Score: Raw -357148.819937 + Penalty 2632.355142 = -354516.464795 nChanged 140 SP:Iteration 5Q (1109.540000 sec): 3 clusters Score: Raw -357256.557436 + Penalty 2632.355142 = -354624.202294 nChanged 111 SP:Iteration 6Q (1109.690000 sec): 3 clusters Score: Raw -357339.361819 + Penalty 2632.355142 = -354707.006677 nChanged 109 SP:Iteration 7Q (1109.870000 sec): 3 clusters Score: Raw -357423.836491 + Penalty 2632.355142 = -354791.481349 nChanged 115 SP:Iteration 8Q (1110.000000 sec): 3 clusters Score: Raw -357505.142515 + Penalty 2632.355142 = -354872.787373 nChanged 111 SP:Iteration 9Q (1110.180000 sec): 3 clusters Score: Raw -357604.803609 + Penalty 2632.355142 = -354972.448467 nChanged 111 SP:Iteration 10Q (1110.360000 sec): 3 clusters Score: Raw -357683.491744 + Penalty 2632.355142 = -355051.136602 nChanged 82 SP:Iteration 11Q (1110.550000 sec): 3 clusters Score: Raw -357744.888923 + Penalty 2632.355142 = -355112.533781 nChanged 78 SP:Iteration 12Q (1110.730000 sec): 3 clusters Score: Raw -357792.043895 + Penalty 2632.355142 = -355159.688754 nChanged 54 SP:Iteration 13Q (1110.870000 sec): 3 clusters Score: Raw -357831.128411 + Penalty 2632.355142 = -355198.773269 nChanged 47 SP:Iteration 14Q (1111.040000 sec): 3 clusters Score: Raw -357852.213586 + Penalty 2632.355142 = -355219.858445 nChanged 29 SP:Iteration 15Q (1111.220000 sec): 3 clusters Score: Raw -357862.573655 + Penalty 2632.355142 = -355230.218513 nChanged 17 SP:Iteration 16Q (1111.400000 sec): 3 clusters Score: Raw -357868.362623 + Penalty 2632.355142 = -355236.007482 nChanged 13 SP:Iteration 17Q (1111.600000 sec): 3 clusters Score: Raw -357872.190457 + Penalty 2632.355142 = -355239.835315 nChanged 8 SP:Iteration 18Q (1111.780000 sec): 3 clusters Score: Raw -357875.307838 + Penalty 2632.355142 = -355242.952697 nChanged 13 SP:Iteration 19Q (1111.980000 sec): 3 clusters Score: Raw -357879.534099 + Penalty 2632.355142 = -355247.178957 nChanged 11 SP:Iteration 20F (1112.120000 sec): 3 clusters Score: Raw -357881.924902 + Penalty 2632.355142 = -355249.569760 nChanged 9 SP:Iteration 21Q (1112.270000 sec): 3 clusters Score: Raw -357883.745874 + Penalty 2632.355142 = -355251.390732 nChanged 3 SP:Iteration 22Q (1112.420000 sec): 3 clusters Score: Raw -357884.600358 + Penalty 2632.355142 = -355252.245216 nChanged 3 SP:Iteration 23Q (1112.540000 sec): 3 clusters Score: Raw -357885.156488 + Penalty 2632.355142 = -355252.801346 nChanged 1 SP:Iteration 24Q (1112.700000 sec): 3 clusters Score: Raw -357885.537106 + Penalty 2632.355142 = -355253.181964 nChanged 1 SP:Iteration 25Q (1112.860000 sec): 3 clusters Score: Raw -357885.621349 + Penalty 2632.355142 = -355253.266207 nChanged 0 SP:Iteration 26F (1113.010000 sec): 3 clusters Score: Raw -357885.621349 + Penalty 2632.355142 = -355253.266207 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 8 (31309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.250000 sec): 2 clusters Score: Raw -3597237.634113 + Penalty 1682.144892 = -3595555.489220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.640000 sec): 3 clusters Score: Raw -3577853.896016 + Penalty 3364.289784 = -3574489.606232 nChanged 14488 SP:Iteration 1F (1113.970000 sec): 3 clusters Score: Raw -3585854.050694 + Penalty 3364.289784 = -3582489.760910 nChanged 1280 SP:Iteration 2Q (1114.340000 sec): 3 clusters Score: Raw -3586197.182389 + Penalty 3364.289784 = -3582832.892605 nChanged 1171 SP:Iteration 3Q (1114.700000 sec): 3 clusters Score: Raw -3586512.804634 + Penalty 3364.289784 = -3583148.514850 nChanged 1096 SP:Iteration 4Q (1115.140000 sec): 3 clusters Score: Raw -3586815.179039 + Penalty 3364.289784 = -3583450.889255 nChanged 1109 SP:Iteration 5Q (1115.530000 sec): 3 clusters Score: Raw -3587168.131976 + Penalty 3364.289784 = -3583803.842192 nChanged 1221 SP:Iteration 6Q (1115.930000 sec): 3 clusters Score: Raw -3587609.830045 + Penalty 3364.289784 = -3584245.540260 nChanged 1370 SP:Iteration 7Q (1116.340000 sec): 3 clusters Score: Raw -3588183.321109 + Penalty 3364.289784 = -3584819.031325 nChanged 1541 SP:Iteration 8Q (1116.780000 sec): 3 clusters Score: Raw -3588928.705418 + Penalty 3364.289784 = -3585564.415634 nChanged 1696 SP:Iteration 9F (1117.090000 sec): 3 clusters Score: Raw -3589829.750733 + Penalty 3364.289784 = -3586465.460949 nChanged 1715 SP:Iteration 10F (1117.420000 sec): 3 clusters Score: Raw -3590773.324680 + Penalty 3364.289784 = -3587409.034896 nChanged 1631 SP:Iteration 11F (1117.720000 sec): 3 clusters Score: Raw -3591714.360035 + Penalty 3364.289784 = -3588350.070250 nChanged 1551 SP:Iteration 12Q (1118.090000 sec): 3 clusters Score: Raw -3592644.162458 + Penalty 3364.289784 = -3589279.872673 nChanged 1309 SP:Iteration 13Q (1118.460000 sec): 3 clusters Score: Raw -3593469.092577 + Penalty 3364.289784 = -3590104.802792 nChanged 1096 SP:Iteration 14Q (1118.800000 sec): 3 clusters Score: Raw -3594155.181028 + Penalty 3364.289784 = -3590790.891243 nChanged 945 SP:Iteration 15Q (1119.170000 sec): 3 clusters Score: Raw -3594760.325049 + Penalty 3364.289784 = -3591396.035265 nChanged 751 SP:Iteration 16Q (1119.520000 sec): 3 clusters Score: Raw -3595219.597510 + Penalty 3364.289784 = -3591855.307726 nChanged 628 SP:Iteration 17Q (1119.850000 sec): 3 clusters Score: Raw -3595613.902721 + Penalty 3364.289784 = -3592249.612937 nChanged 539 SP:Iteration 18Q (1120.140000 sec): 3 clusters Score: Raw -3595982.360745 + Penalty 3364.289784 = -3592618.070961 nChanged 431 SP:Iteration 19Q (1120.450000 sec): 3 clusters Score: Raw -3596276.468115 + Penalty 3364.289784 = -3592912.178331 nChanged 358 SP:Iteration 20F (1120.830000 sec): 3 clusters Score: Raw -3596522.946045 + Penalty 3364.289784 = -3593158.656261 nChanged 260 SP:Iteration 21Q (1121.100000 sec): 3 clusters Score: Raw -3596688.069970 + Penalty 3364.289784 = -3593323.780186 nChanged 207 SP:Iteration 22Q (1121.480000 sec): 3 clusters Score: Raw -3596812.207275 + Penalty 3364.289784 = -3593447.917490 nChanged 168 SP:Iteration 23Q (1121.780000 sec): 3 clusters Score: Raw -3596905.669672 + Penalty 3364.289784 = -3593541.379888 nChanged 141 SP:Iteration 24Q (1122.080000 sec): 3 clusters Score: Raw -3596981.258246 + Penalty 3364.289784 = -3593616.968461 nChanged 144 SP:Iteration 25Q (1122.480000 sec): 3 clusters Score: Raw -3597051.994488 + Penalty 3364.289784 = -3593687.704704 nChanged 114 SP:Iteration 26Q (1122.790000 sec): 3 clusters Score: Raw -3597111.040766 + Penalty 3364.289784 = -3593746.750981 nChanged 91 SP:Iteration 27Q (1123.160000 sec): 3 clusters Score: Raw -3597151.802841 + Penalty 3364.289784 = -3593787.513056 nChanged 82 SP:Iteration 28Q (1123.470000 sec): 3 clusters Score: Raw -3597190.172323 + Penalty 3364.289784 = -3593825.882539 nChanged 73 SP:Iteration 29Q (1123.790000 sec): 3 clusters Score: Raw -3597224.715563 + Penalty 3364.289784 = -3593860.425779 nChanged 69 SP:Iteration 30Q (1124.130000 sec): 3 clusters Score: Raw -3597253.827356 + Penalty 3364.289784 = -3593889.537572 nChanged 57 SP:Iteration 31Q (1124.440000 sec): 3 clusters Score: Raw -3597275.873386 + Penalty 3364.289784 = -3593911.583602 nChanged 42 SP:Iteration 32Q (1124.740000 sec): 3 clusters Score: Raw -3597291.636522 + Penalty 3364.289784 = -3593927.346737 nChanged 34 SP:Iteration 33Q (1125.120000 sec): 3 clusters Score: Raw -3597308.265174 + Penalty 3364.289784 = -3593943.975390 nChanged 43 SP:Iteration 34Q (1125.430000 sec): 3 clusters Score: Raw -3597329.319732 + Penalty 3364.289784 = -3593965.029948 nChanged 41 SP:Iteration 35Q (1125.720000 sec): 3 clusters Score: Raw -3597344.718522 + Penalty 3364.289784 = -3593980.428738 nChanged 29 SP:Iteration 36Q (1125.990000 sec): 3 clusters Score: Raw -3597358.345246 + Penalty 3364.289784 = -3593994.055461 nChanged 20 SP:Iteration 37Q (1126.390000 sec): 3 clusters Score: Raw -3597367.701691 + Penalty 3364.289784 = -3594003.411907 nChanged 26 SP:Iteration 38Q (1126.720000 sec): 3 clusters Score: Raw -3597378.797466 + Penalty 3364.289784 = -3594014.507682 nChanged 16 SP:Iteration 39Q (1127.050000 sec): 3 clusters Score: Raw -3597385.184704 + Penalty 3364.289784 = -3594020.894919 nChanged 17 SP:Iteration 40F (1127.370000 sec): 3 clusters Score: Raw -3597392.747017 + Penalty 3364.289784 = -3594028.457232 nChanged 18 SP:Iteration 41Q (1127.690000 sec): 3 clusters Score: Raw -3597398.797012 + Penalty 3364.289784 = -3594034.507228 nChanged 13 SP:Iteration 42Q (1127.990000 sec): 3 clusters Score: Raw -3597403.281597 + Penalty 3364.289784 = -3594038.991813 nChanged 13 SP:Iteration 43Q (1128.300000 sec): 3 clusters Score: Raw -3597407.682508 + Penalty 3364.289784 = -3594043.392724 nChanged 10 SP:Iteration 44Q (1128.640000 sec): 3 clusters Score: Raw -3597411.362391 + Penalty 3364.289784 = -3594047.072606 nChanged 14 SP:Iteration 45Q (1128.980000 sec): 3 clusters Score: Raw -3597417.451465 + Penalty 3364.289784 = -3594053.161680 nChanged 14 SP:Iteration 46Q (1129.300000 sec): 3 clusters Score: Raw -3597423.997053 + Penalty 3364.289784 = -3594059.707268 nChanged 14 SP:Iteration 47Q (1129.760000 sec): 3 clusters Score: Raw -3597430.650716 + Penalty 3364.289784 = -3594066.360931 nChanged 14 SP:Iteration 48Q (1130.030000 sec): 3 clusters Score: Raw -3597435.660500 + Penalty 3364.289784 = -3594071.370715 nChanged 14 SP:Iteration 49Q (1130.350000 sec): 3 clusters Score: Raw -3597440.334545 + Penalty 3364.289784 = -3594076.044761 nChanged 11 SP:Iteration 50Q (1130.690000 sec): 3 clusters Score: Raw -3597443.603713 + Penalty 3364.289784 = -3594079.313929 nChanged 4 SP:Iteration 51Q (1130.990000 sec): 3 clusters Score: Raw -3597445.133427 + Penalty 3364.289784 = -3594080.843643 nChanged 4 SP:Iteration 52Q (1131.320000 sec): 3 clusters Score: Raw -3597445.936905 + Penalty 3364.289784 = -3594081.647121 nChanged 3 SP:Iteration 53Q (1131.640000 sec): 3 clusters Score: Raw -3597446.926517 + Penalty 3364.289784 = -3594082.636732 nChanged 3 SP:Iteration 54Q (1131.920000 sec): 3 clusters Score: Raw -3597447.826424 + Penalty 3364.289784 = -3594083.536640 nChanged 3 SP:Iteration 55Q (1132.240000 sec): 3 clusters Score: Raw -3597449.132987 + Penalty 3364.289784 = -3594084.843203 nChanged 6 SP:Iteration 56Q (1132.580000 sec): 3 clusters Score: Raw -3597450.819436 + Penalty 3364.289784 = -3594086.529652 nChanged 4 SP:Iteration 57Q (1132.870000 sec): 3 clusters Score: Raw -3597452.265933 + Penalty 3364.289784 = -3594087.976149 nChanged 5 SP:Iteration 58Q (1133.260000 sec): 3 clusters Score: Raw -3597454.674154 + Penalty 3364.289784 = -3594090.384370 nChanged 6 SP:Iteration 59Q (1133.540000 sec): 3 clusters Score: Raw -3597457.000334 + Penalty 3364.289784 = -3594092.710550 nChanged 3 SP:Iteration 60F (1133.900000 sec): 3 clusters Score: Raw -3597458.143116 + Penalty 3364.289784 = -3594093.853332 nChanged 5 SP:Iteration 61Q (1134.190000 sec): 3 clusters Score: Raw -3597459.588706 + Penalty 3364.289784 = -3594095.298922 nChanged 3 SP:Iteration 62Q (1134.550000 sec): 3 clusters Score: Raw -3597460.679493 + Penalty 3364.289784 = -3594096.389709 nChanged 5 SP:Iteration 63Q (1134.880000 sec): 3 clusters Score: Raw -3597462.052684 + Penalty 3364.289784 = -3594097.762900 nChanged 2 SP:Iteration 64Q (1135.220000 sec): 3 clusters Score: Raw -3597463.181300 + Penalty 3364.289784 = -3594098.891516 nChanged 3 SP:Iteration 65Q (1135.540000 sec): 3 clusters Score: Raw -3597465.383028 + Penalty 3364.289784 = -3594101.093244 nChanged 4 SP:Iteration 66Q (1135.900000 sec): 3 clusters Score: Raw -3597469.085496 + Penalty 3364.289784 = -3594104.795712 nChanged 5 SP:Iteration 67Q (1136.180000 sec): 3 clusters Score: Raw -3597471.793000 + Penalty 3364.289784 = -3594107.503215 nChanged 7 SP:Iteration 68Q (1136.510000 sec): 3 clusters Score: Raw -3597474.632836 + Penalty 3364.289784 = -3594110.343051 nChanged 2 SP:Iteration 69Q (1136.810000 sec): 3 clusters Score: Raw -3597475.081065 + Penalty 3364.289784 = -3594110.791280 nChanged 2 SP:Iteration 70Q (1137.160000 sec): 3 clusters Score: Raw -3597475.445592 + Penalty 3364.289784 = -3594111.155808 nChanged 2 SP:Iteration 71Q (1137.520000 sec): 3 clusters Score: Raw -3597475.786904 + Penalty 3364.289784 = -3594111.497119 nChanged 0 SP:Iteration 72F (1137.930000 sec): 3 clusters Score: Raw -3597475.786904 + Penalty 3364.289784 = -3594111.497119 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 9 (273150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.110000 sec): 2 clusters Score: Raw -30517450.859244 + Penalty 2034.138661 = -30515416.720584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.620000 sec): 3 clusters Score: Raw -30335308.876653 + Penalty 4068.277321 = -30331240.599331 nChanged 133222 SP:Iteration 1F (1142.330000 sec): 3 clusters Score: Raw -30415018.419426 + Penalty 4068.277321 = -30410950.142104 nChanged 7621 SP:Iteration 2Q (1144.140000 sec): 3 clusters Score: Raw -30416831.033096 + Penalty 4068.277321 = -30412762.755774 nChanged 8795 SP:Iteration 3Q (1146.000000 sec): 3 clusters Score: Raw -30419345.143075 + Penalty 4068.277321 = -30415276.865753 nChanged 10067 SP:Iteration 4Q (1147.720000 sec): 3 clusters Score: Raw -30422682.486416 + Penalty 4068.277321 = -30418614.209095 nChanged 11514 SP:Iteration 5Q (1149.400000 sec): 3 clusters Score: Raw -30427323.375688 + Penalty 4068.277321 = -30423255.098366 nChanged 13237 SP:Iteration 6Q (1150.920000 sec): 3 clusters Score: Raw -30433987.286940 + Penalty 4068.277321 = -30429919.009619 nChanged 14980 SP:Iteration 7F (1152.450000 sec): 3 clusters Score: Raw -30443520.249859 + Penalty 4068.277321 = -30439451.972538 nChanged 16609 SP:Iteration 8F (1153.910000 sec): 3 clusters Score: Raw -30456149.258962 + Penalty 4068.277321 = -30452080.981641 nChanged 16119 SP:Iteration 9F (1155.310000 sec): 3 clusters Score: Raw -30467699.457290 + Penalty 4068.277321 = -30463631.179968 nChanged 12905 SP:Iteration 10Q (1156.790000 sec): 3 clusters Score: Raw -30474452.623384 + Penalty 4068.277321 = -30470384.346062 nChanged 8466 SP:Iteration 11Q (1158.250000 sec): 3 clusters Score: Raw -30477476.840678 + Penalty 4068.277321 = -30473408.563356 nChanged 5755 SP:Iteration 12Q (1159.790000 sec): 3 clusters Score: Raw -30479253.345686 + Penalty 4068.277321 = -30475185.068365 nChanged 5123 SP:Iteration 13Q (1161.280000 sec): 3 clusters Score: Raw -30480913.231444 + Penalty 4068.277321 = -30476844.954122 nChanged 5227 SP:Iteration 14Q (1162.700000 sec): 3 clusters Score: Raw -30482695.661740 + Penalty 4068.277321 = -30478627.384418 nChanged 5435 SP:Iteration 15Q (1164.120000 sec): 3 clusters Score: Raw -30484695.957348 + Penalty 4068.277321 = -30480627.680026 nChanged 5714 SP:Iteration 16Q (1165.500000 sec): 3 clusters Score: Raw -30487011.901491 + Penalty 4068.277321 = -30482943.624170 nChanged 5817 SP:Iteration 17Q (1166.900000 sec): 3 clusters Score: Raw -30489557.359116 + Penalty 4068.277321 = -30485489.081795 nChanged 5957 SP:Iteration 18Q (1168.310000 sec): 3 clusters Score: Raw -30492411.005561 + Penalty 4068.277321 = -30488342.728240 nChanged 6008 SP:Iteration 19Q (1169.710000 sec): 3 clusters Score: Raw -30495541.151290 + Penalty 4068.277321 = -30491472.873969 nChanged 5761 SP:Iteration 20F (1171.340000 sec): 3 clusters Score: Raw -30498750.052076 + Penalty 4068.277321 = -30494681.774755 nChanged 5521 SP:Iteration 21Q (1172.630000 sec): 3 clusters Score: Raw -30502050.781505 + Penalty 4068.277321 = -30497982.504183 nChanged 4982 SP:Iteration 22Q (1174.040000 sec): 3 clusters Score: Raw -30505136.977706 + Penalty 4068.277321 = -30501068.700385 nChanged 4423 SP:Iteration 23Q (1175.340000 sec): 3 clusters Score: Raw -30508012.631215 + Penalty 4068.277321 = -30503944.353893 nChanged 3857 SP:Iteration 24Q (1176.740000 sec): 3 clusters Score: Raw -30510665.791252 + Penalty 4068.277321 = -30506597.513930 nChanged 3179 SP:Iteration 25Q (1178.210000 sec): 3 clusters Score: Raw -30512965.198835 + Penalty 4068.277321 = -30508896.921514 nChanged 2399 SP:Iteration 26Q (1179.460000 sec): 3 clusters Score: Raw -30514739.388189 + Penalty 4068.277321 = -30510671.110867 nChanged 1669 SP:Iteration 27Q (1180.800000 sec): 3 clusters Score: Raw -30515998.953717 + Penalty 4068.277321 = -30511930.676395 nChanged 1008 SP:Iteration 28Q (1182.150000 sec): 3 clusters Score: Raw -30516786.886612 + Penalty 4068.277321 = -30512718.609291 nChanged 563 SP:Iteration 29Q (1183.570000 sec): 3 clusters Score: Raw -30517227.220098 + Penalty 4068.277321 = -30513158.942777 nChanged 253 SP:Iteration 30Q (1185.010000 sec): 3 clusters Score: Raw -30517415.709054 + Penalty 4068.277321 = -30513347.431732 nChanged 134 SP:Iteration 31Q (1186.370000 sec): 3 clusters Score: Raw -30517514.424313 + Penalty 4068.277321 = -30513446.146992 nChanged 72 SP:Iteration 32Q (1187.790000 sec): 3 clusters Score: Raw -30517567.512820 + Penalty 4068.277321 = -30513499.235499 nChanged 48 SP:Iteration 33Q (1189.140000 sec): 3 clusters Score: Raw -30517601.707048 + Penalty 4068.277321 = -30513533.429727 nChanged 31 SP:Iteration 34Q (1190.480000 sec): 3 clusters Score: Raw -30517630.972069 + Penalty 4068.277321 = -30513562.694747 nChanged 24 SP:Iteration 35Q (1191.860000 sec): 3 clusters Score: Raw -30517649.981746 + Penalty 4068.277321 = -30513581.704425 nChanged 12 SP:Iteration 36Q (1193.360000 sec): 3 clusters Score: Raw -30517660.842025 + Penalty 4068.277321 = -30513592.564703 nChanged 12 SP:Iteration 37Q (1194.750000 sec): 3 clusters Score: Raw -30517668.640981 + Penalty 4068.277321 = -30513600.363660 nChanged 9 SP:Iteration 38Q (1196.310000 sec): 3 clusters Score: Raw -30517676.981525 + Penalty 4068.277321 = -30513608.704204 nChanged 6 SP:Iteration 39Q (1197.710000 sec): 3 clusters Score: Raw -30517681.359804 + Penalty 4068.277321 = -30513613.082483 nChanged 4 SP:Iteration 40F (1199.120000 sec): 3 clusters Score: Raw -30517684.629440 + Penalty 4068.277321 = -30513616.352119 nChanged 8 SP:Iteration 41Q (1200.510000 sec): 3 clusters Score: Raw -30517691.206716 + Penalty 4068.277321 = -30513622.929394 nChanged 3 SP:Iteration 42Q (1201.940000 sec): 3 clusters Score: Raw -30517692.670955 + Penalty 4068.277321 = -30513624.393633 nChanged 1 SP:Iteration 43Q (1203.290000 sec): 3 clusters Score: Raw -30517693.001139 + Penalty 4068.277321 = -30513624.723817 nChanged 1 SP:Iteration 44Q (1204.640000 sec): 3 clusters Score: Raw -30517693.864851 + Penalty 4068.277321 = -30513625.587529 nChanged 0 SP:Iteration 45F (1205.980000 sec): 3 clusters Score: Raw -30517693.864851 + Penalty 4068.277321 = -30513625.587529 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 10 (18138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.220000 sec): 2 clusters Score: Raw -2091918.272507 + Penalty 1593.436725 = -2090324.835782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.560000 sec): 3 clusters Score: Raw -2081221.179534 + Penalty 3186.873451 = -2078034.306084 nChanged 8050 SP:Iteration 1F (1206.840000 sec): 3 clusters Score: Raw -2085478.190262 + Penalty 3186.873451 = -2082291.316811 nChanged 886 SP:Iteration 2Q (1207.120000 sec): 3 clusters Score: Raw -2085759.751487 + Penalty 3186.873451 = -2082572.878037 nChanged 761 SP:Iteration 3Q (1207.400000 sec): 3 clusters Score: Raw -2085976.506192 + Penalty 3186.873451 = -2082789.632741 nChanged 635 SP:Iteration 4Q (1207.690000 sec): 3 clusters Score: Raw -2086154.383466 + Penalty 3186.873451 = -2082967.510015 nChanged 575 SP:Iteration 5Q (1207.980000 sec): 3 clusters Score: Raw -2086300.374722 + Penalty 3186.873451 = -2083113.501271 nChanged 491 SP:Iteration 6Q (1208.240000 sec): 3 clusters Score: Raw -2086430.428781 + Penalty 3186.873451 = -2083243.555330 nChanged 463 SP:Iteration 7Q (1208.540000 sec): 3 clusters Score: Raw -2086567.495470 + Penalty 3186.873451 = -2083380.622019 nChanged 493 SP:Iteration 8Q (1208.850000 sec): 3 clusters Score: Raw -2086708.125162 + Penalty 3186.873451 = -2083521.251711 nChanged 465 SP:Iteration 9Q (1209.160000 sec): 3 clusters Score: Raw -2086859.337606 + Penalty 3186.873451 = -2083672.464156 nChanged 512 SP:Iteration 10Q (1209.390000 sec): 3 clusters Score: Raw -2087058.760122 + Penalty 3186.873451 = -2083871.886671 nChanged 602 SP:Iteration 11Q (1209.700000 sec): 3 clusters Score: Raw -2087335.732197 + Penalty 3186.873451 = -2084148.858746 nChanged 636 SP:Iteration 12Q (1209.980000 sec): 3 clusters Score: Raw -2087658.767170 + Penalty 3186.873451 = -2084471.893720 nChanged 735 SP:Iteration 13Q (1210.280000 sec): 3 clusters Score: Raw -2088085.217643 + Penalty 3186.873451 = -2084898.344193 nChanged 800 SP:Iteration 14Q (1210.580000 sec): 3 clusters Score: Raw -2088584.468055 + Penalty 3186.873451 = -2085397.594604 nChanged 820 SP:Iteration 15Q (1210.880000 sec): 3 clusters Score: Raw -2089101.509360 + Penalty 3186.873451 = -2085914.635909 nChanged 741 SP:Iteration 16Q (1211.210000 sec): 3 clusters Score: Raw -2089589.965239 + Penalty 3186.873451 = -2086403.091788 nChanged 705 SP:Iteration 17Q (1211.500000 sec): 3 clusters Score: Raw -2090062.763891 + Penalty 3186.873451 = -2086875.890440 nChanged 598 SP:Iteration 18Q (1211.810000 sec): 3 clusters Score: Raw -2090461.376404 + Penalty 3186.873451 = -2087274.502953 nChanged 499 SP:Iteration 19Q (1212.140000 sec): 3 clusters Score: Raw -2090774.289306 + Penalty 3186.873451 = -2087587.415855 nChanged 390 SP:Iteration 20F (1212.380000 sec): 3 clusters Score: Raw -2091018.063441 + Penalty 3186.873451 = -2087831.189991 nChanged 325 SP:Iteration 21Q (1212.670000 sec): 3 clusters Score: Raw -2091214.732331 + Penalty 3186.873451 = -2088027.858881 nChanged 261 SP:Iteration 22Q (1212.990000 sec): 3 clusters Score: Raw -2091360.864296 + Penalty 3186.873451 = -2088173.990846 nChanged 197 SP:Iteration 23Q (1213.290000 sec): 3 clusters Score: Raw -2091472.147369 + Penalty 3186.873451 = -2088285.273918 nChanged 188 SP:Iteration 24Q (1213.520000 sec): 3 clusters Score: Raw -2091573.326226 + Penalty 3186.873451 = -2088386.452775 nChanged 147 SP:Iteration 25Q (1213.860000 sec): 3 clusters Score: Raw -2091650.184510 + Penalty 3186.873451 = -2088463.311059 nChanged 131 SP:Iteration 26Q (1214.150000 sec): 3 clusters Score: Raw -2091721.716373 + Penalty 3186.873451 = -2088534.842922 nChanged 112 SP:Iteration 27Q (1214.430000 sec): 3 clusters Score: Raw -2091782.528050 + Penalty 3186.873451 = -2088595.654599 nChanged 102 SP:Iteration 28Q (1214.710000 sec): 3 clusters Score: Raw -2091840.570153 + Penalty 3186.873451 = -2088653.696702 nChanged 93 SP:Iteration 29Q (1215.040000 sec): 3 clusters Score: Raw -2091895.497688 + Penalty 3186.873451 = -2088708.624237 nChanged 68 SP:Iteration 30Q (1215.320000 sec): 3 clusters Score: Raw -2091933.197892 + Penalty 3186.873451 = -2088746.324442 nChanged 54 SP:Iteration 31Q (1215.550000 sec): 3 clusters Score: Raw -2091963.279612 + Penalty 3186.873451 = -2088776.406161 nChanged 40 SP:Iteration 32Q (1215.780000 sec): 3 clusters Score: Raw -2091984.034595 + Penalty 3186.873451 = -2088797.161144 nChanged 27 SP:Iteration 33Q (1216.070000 sec): 3 clusters Score: Raw -2092000.642150 + Penalty 3186.873451 = -2088813.768699 nChanged 28 SP:Iteration 34Q (1216.300000 sec): 3 clusters Score: Raw -2092015.920798 + Penalty 3186.873451 = -2088829.047348 nChanged 18 SP:Iteration 35Q (1216.560000 sec): 3 clusters Score: Raw -2092025.632624 + Penalty 3186.873451 = -2088838.759173 nChanged 23 SP:Iteration 36Q (1216.830000 sec): 3 clusters Score: Raw -2092036.023460 + Penalty 3186.873451 = -2088849.150009 nChanged 20 SP:Iteration 37Q (1217.070000 sec): 3 clusters Score: Raw -2092049.865845 + Penalty 3186.873451 = -2088862.992394 nChanged 13 SP:Iteration 38Q (1217.340000 sec): 3 clusters Score: Raw -2092056.731781 + Penalty 3186.873451 = -2088869.858330 nChanged 10 SP:Iteration 39Q (1217.540000 sec): 3 clusters Score: Raw -2092061.205757 + Penalty 3186.873451 = -2088874.332306 nChanged 5 SP:Iteration 40F (1217.820000 sec): 3 clusters Score: Raw -2092063.302158 + Penalty 3186.873451 = -2088876.428708 nChanged 4 SP:Iteration 41Q (1218.120000 sec): 3 clusters Score: Raw -2092064.973790 + Penalty 3186.873451 = -2088878.100339 nChanged 4 SP:Iteration 42Q (1218.370000 sec): 3 clusters Score: Raw -2092067.044521 + Penalty 3186.873451 = -2088880.171070 nChanged 6 SP:Iteration 43Q (1218.650000 sec): 3 clusters Score: Raw -2092072.141166 + Penalty 3186.873451 = -2088885.267716 nChanged 11 SP:Iteration 44Q (1218.910000 sec): 3 clusters Score: Raw -2092078.892723 + Penalty 3186.873451 = -2088892.019272 nChanged 9 SP:Iteration 45Q (1219.180000 sec): 3 clusters Score: Raw -2092084.818551 + Penalty 3186.873451 = -2088897.945100 nChanged 7 SP:Iteration 46Q (1219.400000 sec): 3 clusters Score: Raw -2092090.395989 + Penalty 3186.873451 = -2088903.522539 nChanged 11 SP:Iteration 47Q (1219.640000 sec): 3 clusters Score: Raw -2092097.081829 + Penalty 3186.873451 = -2088910.208378 nChanged 5 SP:Iteration 48Q (1219.890000 sec): 3 clusters Score: Raw -2092099.761016 + Penalty 3186.873451 = -2088912.887565 nChanged 4 SP:Iteration 49Q (1220.160000 sec): 3 clusters Score: Raw -2092101.723767 + Penalty 3186.873451 = -2088914.850316 nChanged 5 SP:Iteration 50Q (1220.360000 sec): 3 clusters Score: Raw -2092104.834838 + Penalty 3186.873451 = -2088917.961387 nChanged 6 SP:Iteration 51Q (1220.600000 sec): 3 clusters Score: Raw -2092108.786825 + Penalty 3186.873451 = -2088921.913374 nChanged 5 SP:Iteration 52Q (1220.860000 sec): 3 clusters Score: Raw -2092112.929182 + Penalty 3186.873451 = -2088926.055731 nChanged 7 SP:Iteration 53Q (1221.100000 sec): 3 clusters Score: Raw -2092119.122595 + Penalty 3186.873451 = -2088932.249144 nChanged 11 SP:Iteration 54Q (1221.370000 sec): 3 clusters Score: Raw -2092128.247874 + Penalty 3186.873451 = -2088941.374424 nChanged 8 SP:Iteration 55Q (1221.590000 sec): 3 clusters Score: Raw -2092133.207897 + Penalty 3186.873451 = -2088946.334446 nChanged 7 SP:Iteration 56Q (1221.920000 sec): 3 clusters Score: Raw -2092137.618476 + Penalty 3186.873451 = -2088950.745025 nChanged 4 SP:Iteration 57Q (1222.190000 sec): 3 clusters Score: Raw -2092139.164975 + Penalty 3186.873451 = -2088952.291524 nChanged 3 SP:Iteration 58Q (1222.390000 sec): 3 clusters Score: Raw -2092142.270140 + Penalty 3186.873451 = -2088955.396689 nChanged 4 SP:Iteration 59Q (1222.650000 sec): 3 clusters Score: Raw -2092144.500056 + Penalty 3186.873451 = -2088957.626605 nChanged 6 SP:Iteration 60F (1222.880000 sec): 3 clusters Score: Raw -2092148.442975 + Penalty 3186.873451 = -2088961.569525 nChanged 5 SP:Iteration 61Q (1223.150000 sec): 3 clusters Score: Raw -2092151.077820 + Penalty 3186.873451 = -2088964.204369 nChanged 3 SP:Iteration 62Q (1223.420000 sec): 3 clusters Score: Raw -2092153.903455 + Penalty 3186.873451 = -2088967.030005 nChanged 5 SP:Iteration 63Q (1223.680000 sec): 3 clusters Score: Raw -2092157.324821 + Penalty 3186.873451 = -2088970.451370 nChanged 3 SP:Iteration 64Q (1223.940000 sec): 3 clusters Score: Raw -2092158.761548 + Penalty 3186.873451 = -2088971.888097 nChanged 0 SP:Iteration 65F (1224.220000 sec): 3 clusters Score: Raw -2092158.761548 + Penalty 3186.873451 = -2088971.888097 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 11 (4744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1224.330000 sec): 2 clusters Score: Raw -499642.632156 + Penalty 1375.503340 = -498267.128816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1224.520000 sec): 3 clusters Score: Raw -497225.337480 + Penalty 2751.006681 = -494474.330799 nChanged 1922 SP:Iteration 1F (1224.740000 sec): 3 clusters Score: Raw -498272.733584 + Penalty 2751.006681 = -495521.726904 nChanged 349 SP:Iteration 2F (1224.940000 sec): 3 clusters Score: Raw -498440.008686 + Penalty 2751.006681 = -495689.002005 nChanged 247 SP:Iteration 3F (1225.150000 sec): 3 clusters Score: Raw -498560.980336 + Penalty 2751.006681 = -495809.973655 nChanged 206 SP:Iteration 4Q (1225.390000 sec): 3 clusters Score: Raw -498683.435921 + Penalty 2751.006681 = -495932.429240 nChanged 195 SP:Iteration 5Q (1225.580000 sec): 3 clusters Score: Raw -498797.552050 + Penalty 2751.006681 = -496046.545369 nChanged 188 SP:Iteration 6Q (1225.780000 sec): 3 clusters Score: Raw -498927.713335 + Penalty 2751.006681 = -496176.706654 nChanged 183 SP:Iteration 7Q (1226.000000 sec): 3 clusters Score: Raw -499046.069332 + Penalty 2751.006681 = -496295.062651 nChanged 149 SP:Iteration 8Q (1226.180000 sec): 3 clusters Score: Raw -499148.638963 + Penalty 2751.006681 = -496397.632282 nChanged 147 SP:Iteration 9Q (1226.400000 sec): 3 clusters Score: Raw -499257.139918 + Penalty 2751.006681 = -496506.133237 nChanged 154 SP:Iteration 10Q (1226.600000 sec): 3 clusters Score: Raw -499399.330111 + Penalty 2751.006681 = -496648.323431 nChanged 163 SP:Iteration 11Q (1226.750000 sec): 3 clusters Score: Raw -499552.330374 + Penalty 2751.006681 = -496801.323693 nChanged 130 SP:Iteration 12Q (1226.930000 sec): 3 clusters Score: Raw -499651.458081 + Penalty 2751.006681 = -496900.451401 nChanged 105 SP:Iteration 13Q (1227.100000 sec): 3 clusters Score: Raw -499717.688601 + Penalty 2751.006681 = -496966.681921 nChanged 78 SP:Iteration 14Q (1227.340000 sec): 3 clusters Score: Raw -499769.930466 + Penalty 2751.006681 = -497018.923786 nChanged 74 SP:Iteration 15Q (1227.500000 sec): 3 clusters Score: Raw -499806.976947 + Penalty 2751.006681 = -497055.970266 nChanged 55 SP:Iteration 16Q (1227.730000 sec): 3 clusters Score: Raw -499833.625335 + Penalty 2751.006681 = -497082.618654 nChanged 55 SP:Iteration 17Q (1227.930000 sec): 3 clusters Score: Raw -499860.718173 + Penalty 2751.006681 = -497109.711493 nChanged 51 SP:Iteration 18Q (1228.120000 sec): 3 clusters Score: Raw -499885.458274 + Penalty 2751.006681 = -497134.451594 nChanged 51 SP:Iteration 19Q (1228.370000 sec): 3 clusters Score: Raw -499904.158934 + Penalty 2751.006681 = -497153.152253 nChanged 32 SP:Iteration 20F (1228.600000 sec): 3 clusters Score: Raw -499916.275796 + Penalty 2751.006681 = -497165.269115 nChanged 31 SP:Iteration 21Q (1228.860000 sec): 3 clusters Score: Raw -499929.199064 + Penalty 2751.006681 = -497178.192383 nChanged 25 SP:Iteration 22Q (1229.040000 sec): 3 clusters Score: Raw -499940.321982 + Penalty 2751.006681 = -497189.315301 nChanged 23 SP:Iteration 23Q (1229.260000 sec): 3 clusters Score: Raw -499949.428087 + Penalty 2751.006681 = -497198.421406 nChanged 15 SP:Iteration 24Q (1229.450000 sec): 3 clusters Score: Raw -499957.999526 + Penalty 2751.006681 = -497206.992846 nChanged 17 SP:Iteration 25Q (1229.620000 sec): 3 clusters Score: Raw -499965.639320 + Penalty 2751.006681 = -497214.632640 nChanged 14 SP:Iteration 26Q (1229.820000 sec): 3 clusters Score: Raw -499970.909318 + Penalty 2751.006681 = -497219.902638 nChanged 16 SP:Iteration 27Q (1230.020000 sec): 3 clusters Score: Raw -499976.553808 + Penalty 2751.006681 = -497225.547127 nChanged 9 SP:Iteration 28Q (1230.190000 sec): 3 clusters Score: Raw -499980.669213 + Penalty 2751.006681 = -497229.662533 nChanged 13 SP:Iteration 29Q (1230.360000 sec): 3 clusters Score: Raw -499987.953801 + Penalty 2751.006681 = -497236.947120 nChanged 15 SP:Iteration 30Q (1230.560000 sec): 3 clusters Score: Raw -499995.056436 + Penalty 2751.006681 = -497244.049756 nChanged 9 SP:Iteration 31Q (1230.770000 sec): 3 clusters Score: Raw -499999.053073 + Penalty 2751.006681 = -497248.046393 nChanged 4 SP:Iteration 32Q (1231.010000 sec): 3 clusters Score: Raw -500002.166497 + Penalty 2751.006681 = -497251.159816 nChanged 8 SP:Iteration 33Q (1231.200000 sec): 3 clusters Score: Raw -500005.812847 + Penalty 2751.006681 = -497254.806166 nChanged 7 SP:Iteration 34Q (1231.420000 sec): 3 clusters Score: Raw -500009.882994 + Penalty 2751.006681 = -497258.876313 nChanged 9 SP:Iteration 35Q (1231.600000 sec): 3 clusters Score: Raw -500014.224089 + Penalty 2751.006681 = -497263.217408 nChanged 12 SP:Iteration 36Q (1231.860000 sec): 3 clusters Score: Raw -500020.703307 + Penalty 2751.006681 = -497269.696627 nChanged 9 SP:Iteration 37Q (1232.050000 sec): 3 clusters Score: Raw -500025.615694 + Penalty 2751.006681 = -497274.609013 nChanged 9 SP:Iteration 38Q (1232.290000 sec): 3 clusters Score: Raw -500028.460482 + Penalty 2751.006681 = -497277.453802 nChanged 4 SP:Iteration 39Q (1232.440000 sec): 3 clusters Score: Raw -500030.411415 + Penalty 2751.006681 = -497279.404734 nChanged 9 SP:Iteration 40F (1232.640000 sec): 3 clusters Score: Raw -500034.719647 + Penalty 2751.006681 = -497283.712966 nChanged 7 SP:Iteration 41Q (1232.810000 sec): 3 clusters Score: Raw -500037.288705 + Penalty 2751.006681 = -497286.282025 nChanged 8 SP:Iteration 42Q (1232.990000 sec): 3 clusters Score: Raw -500040.168046 + Penalty 2751.006681 = -497289.161365 nChanged 5 SP:Iteration 43Q (1233.110000 sec): 3 clusters Score: Raw -500042.410744 + Penalty 2751.006681 = -497291.404063 nChanged 5 SP:Iteration 44Q (1233.280000 sec): 3 clusters Score: Raw -500044.564572 + Penalty 2751.006681 = -497293.557892 nChanged 7 SP:Iteration 45Q (1233.520000 sec): 3 clusters Score: Raw -500046.732041 + Penalty 2751.006681 = -497295.725361 nChanged 4 SP:Iteration 46Q (1233.720000 sec): 3 clusters Score: Raw -500047.839696 + Penalty 2751.006681 = -497296.833016 nChanged 3 SP:Iteration 47Q (1233.960000 sec): 3 clusters Score: Raw -500048.298409 + Penalty 2751.006681 = -497297.291728 nChanged 2 SP:Iteration 48Q (1234.160000 sec): 3 clusters Score: Raw -500048.970498 + Penalty 2751.006681 = -497297.963817 nChanged 4 SP:Iteration 49Q (1234.370000 sec): 3 clusters Score: Raw -500050.231469 + Penalty 2751.006681 = -497299.224788 nChanged 0 SP:Iteration 50F (1234.560000 sec): 3 clusters Score: Raw -500050.231469 + Penalty 2751.006681 = -497299.224788 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 12 (29550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1234.840000 sec): 2 clusters Score: Raw -3239936.290225 + Penalty 1672.748841 = -3238263.541384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1235.170000 sec): 3 clusters Score: Raw -3221675.678805 + Penalty 3345.497682 = -3218330.181122 nChanged 13584 SP:Iteration 1F (1235.540000 sec): 3 clusters Score: Raw -3229193.209174 + Penalty 3345.497682 = -3225847.711492 nChanged 1385 SP:Iteration 2Q (1235.890000 sec): 3 clusters Score: Raw -3229698.658674 + Penalty 3345.497682 = -3226353.160991 nChanged 1361 SP:Iteration 3Q (1236.320000 sec): 3 clusters Score: Raw -3230254.338809 + Penalty 3345.497682 = -3226908.841127 nChanged 1425 SP:Iteration 4Q (1236.700000 sec): 3 clusters Score: Raw -3230912.610025 + Penalty 3345.497682 = -3227567.112343 nChanged 1520 SP:Iteration 5F (1237.050000 sec): 3 clusters Score: Raw -3231832.675933 + Penalty 3345.497682 = -3228487.178251 nChanged 1709 SP:Iteration 6F (1237.370000 sec): 3 clusters Score: Raw -3233120.615566 + Penalty 3345.497682 = -3229775.117883 nChanged 1847 SP:Iteration 7F (1237.670000 sec): 3 clusters Score: Raw -3234722.239215 + Penalty 3345.497682 = -3231376.741532 nChanged 1745 SP:Iteration 8F (1237.990000 sec): 3 clusters Score: Raw -3236182.683888 + Penalty 3345.497682 = -3232837.186206 nChanged 1434 SP:Iteration 9Q (1238.330000 sec): 3 clusters Score: Raw -3237205.910227 + Penalty 3345.497682 = -3233860.412544 nChanged 1124 SP:Iteration 10Q (1238.730000 sec): 3 clusters Score: Raw -3237925.190214 + Penalty 3345.497682 = -3234579.692532 nChanged 834 SP:Iteration 11Q (1239.080000 sec): 3 clusters Score: Raw -3238362.046464 + Penalty 3345.497682 = -3235016.548781 nChanged 611 SP:Iteration 12Q (1239.410000 sec): 3 clusters Score: Raw -3238647.358732 + Penalty 3345.497682 = -3235301.861050 nChanged 474 SP:Iteration 13Q (1239.710000 sec): 3 clusters Score: Raw -3238857.721097 + Penalty 3345.497682 = -3235512.223414 nChanged 416 SP:Iteration 14Q (1240.040000 sec): 3 clusters Score: Raw -3239038.727371 + Penalty 3345.497682 = -3235693.229688 nChanged 388 SP:Iteration 15Q (1240.340000 sec): 3 clusters Score: Raw -3239206.306120 + Penalty 3345.497682 = -3235860.808437 nChanged 361 SP:Iteration 16Q (1240.670000 sec): 3 clusters Score: Raw -3239361.623777 + Penalty 3345.497682 = -3236016.126094 nChanged 322 SP:Iteration 17Q (1240.990000 sec): 3 clusters Score: Raw -3239508.091750 + Penalty 3345.497682 = -3236162.594068 nChanged 276 SP:Iteration 18Q (1241.350000 sec): 3 clusters Score: Raw -3239628.894673 + Penalty 3345.497682 = -3236283.396990 nChanged 232 SP:Iteration 19Q (1241.710000 sec): 3 clusters Score: Raw -3239720.070473 + Penalty 3345.497682 = -3236374.572790 nChanged 183 SP:Iteration 20F (1242.010000 sec): 3 clusters Score: Raw -3239790.448735 + Penalty 3345.497682 = -3236444.951052 nChanged 163 SP:Iteration 21Q (1242.300000 sec): 3 clusters Score: Raw -3239849.110977 + Penalty 3345.497682 = -3236503.613294 nChanged 113 SP:Iteration 22Q (1242.620000 sec): 3 clusters Score: Raw -3239880.460925 + Penalty 3345.497682 = -3236534.963243 nChanged 96 SP:Iteration 23Q (1242.930000 sec): 3 clusters Score: Raw -3239908.864652 + Penalty 3345.497682 = -3236563.366969 nChanged 73 SP:Iteration 24Q (1243.250000 sec): 3 clusters Score: Raw -3239931.064206 + Penalty 3345.497682 = -3236585.566523 nChanged 71 SP:Iteration 25Q (1243.560000 sec): 3 clusters Score: Raw -3239953.872547 + Penalty 3345.497682 = -3236608.374865 nChanged 62 SP:Iteration 26Q (1243.860000 sec): 3 clusters Score: Raw -3239973.591910 + Penalty 3345.497682 = -3236628.094228 nChanged 49 SP:Iteration 27Q (1244.210000 sec): 3 clusters Score: Raw -3239988.471118 + Penalty 3345.497682 = -3236642.973435 nChanged 45 SP:Iteration 28Q (1244.610000 sec): 3 clusters Score: Raw -3240004.404622 + Penalty 3345.497682 = -3236658.906940 nChanged 42 SP:Iteration 29Q (1244.930000 sec): 3 clusters Score: Raw -3240017.118659 + Penalty 3345.497682 = -3236671.620976 nChanged 45 SP:Iteration 30Q (1245.250000 sec): 3 clusters Score: Raw -3240032.546293 + Penalty 3345.497682 = -3236687.048611 nChanged 58 SP:Iteration 31Q (1245.620000 sec): 3 clusters Score: Raw -3240052.322744 + Penalty 3345.497682 = -3236706.825062 nChanged 47 SP:Iteration 32Q (1245.970000 sec): 3 clusters Score: Raw -3240069.179103 + Penalty 3345.497682 = -3236723.681420 nChanged 46 SP:Iteration 33Q (1246.240000 sec): 3 clusters Score: Raw -3240084.005161 + Penalty 3345.497682 = -3236738.507479 nChanged 35 SP:Iteration 34Q (1246.600000 sec): 3 clusters Score: Raw -3240097.105046 + Penalty 3345.497682 = -3236751.607363 nChanged 33 SP:Iteration 35Q (1246.910000 sec): 3 clusters Score: Raw -3240110.918155 + Penalty 3345.497682 = -3236765.420473 nChanged 29 SP:Iteration 36Q (1247.190000 sec): 3 clusters Score: Raw -3240122.312245 + Penalty 3345.497682 = -3236776.814563 nChanged 23 SP:Iteration 37Q (1247.460000 sec): 3 clusters Score: Raw -3240132.027165 + Penalty 3345.497682 = -3236786.529482 nChanged 27 SP:Iteration 38Q (1247.810000 sec): 3 clusters Score: Raw -3240141.622089 + Penalty 3345.497682 = -3236796.124407 nChanged 24 SP:Iteration 39Q (1248.140000 sec): 3 clusters Score: Raw -3240149.665545 + Penalty 3345.497682 = -3236804.167863 nChanged 24 SP:Iteration 40F (1248.430000 sec): 3 clusters Score: Raw -3240158.013623 + Penalty 3345.497682 = -3236812.515940 nChanged 22 SP:Iteration 41Q (1248.800000 sec): 3 clusters Score: Raw -3240164.193154 + Penalty 3345.497682 = -3236818.695472 nChanged 17 SP:Iteration 42Q (1249.150000 sec): 3 clusters Score: Raw -3240172.181882 + Penalty 3345.497682 = -3236826.684199 nChanged 23 SP:Iteration 43Q (1249.490000 sec): 3 clusters Score: Raw -3240180.718187 + Penalty 3345.497682 = -3236835.220504 nChanged 22 SP:Iteration 44Q (1249.840000 sec): 3 clusters Score: Raw -3240187.627773 + Penalty 3345.497682 = -3236842.130090 nChanged 26 SP:Iteration 45Q (1250.200000 sec): 3 clusters Score: Raw -3240196.065312 + Penalty 3345.497682 = -3236850.567629 nChanged 19 SP:Iteration 46Q (1250.480000 sec): 3 clusters Score: Raw -3240205.043384 + Penalty 3345.497682 = -3236859.545701 nChanged 23 SP:Iteration 47Q (1250.840000 sec): 3 clusters Score: Raw -3240215.036051 + Penalty 3345.497682 = -3236869.538368 nChanged 12 SP:Iteration 48Q (1251.160000 sec): 3 clusters Score: Raw -3240219.482120 + Penalty 3345.497682 = -3236873.984438 nChanged 7 SP:Iteration 49Q (1251.440000 sec): 3 clusters Score: Raw -3240221.159086 + Penalty 3345.497682 = -3236875.661404 nChanged 7 SP:Iteration 50Q (1251.860000 sec): 3 clusters Score: Raw -3240223.093358 + Penalty 3345.497682 = -3236877.595675 nChanged 6 SP:Iteration 51Q (1252.170000 sec): 3 clusters Score: Raw -3240224.922358 + Penalty 3345.497682 = -3236879.424676 nChanged 7 SP:Iteration 52Q (1252.470000 sec): 3 clusters Score: Raw -3240227.433120 + Penalty 3345.497682 = -3236881.935438 nChanged 9 SP:Iteration 53Q (1252.810000 sec): 3 clusters Score: Raw -3240229.521178 + Penalty 3345.497682 = -3236884.023496 nChanged 5 SP:Iteration 54Q (1253.130000 sec): 3 clusters Score: Raw -3240230.237124 + Penalty 3345.497682 = -3236884.739442 nChanged 3 SP:Iteration 55Q (1253.430000 sec): 3 clusters Score: Raw -3240231.410672 + Penalty 3345.497682 = -3236885.912989 nChanged 4 SP:Iteration 56Q (1253.780000 sec): 3 clusters Score: Raw -3240233.126079 + Penalty 3345.497682 = -3236887.628396 nChanged 7 SP:Iteration 57Q (1254.120000 sec): 3 clusters Score: Raw -3240235.606984 + Penalty 3345.497682 = -3236890.109302 nChanged 8 SP:Iteration 58Q (1254.430000 sec): 3 clusters Score: Raw -3240238.715776 + Penalty 3345.497682 = -3236893.218094 nChanged 7 SP:Iteration 59Q (1254.750000 sec): 3 clusters Score: Raw -3240240.243329 + Penalty 3345.497682 = -3236894.745647 nChanged 6 SP:Iteration 60F (1255.080000 sec): 3 clusters Score: Raw -3240242.209671 + Penalty 3345.497682 = -3236896.711988 nChanged 8 SP:Iteration 61Q (1255.430000 sec): 3 clusters Score: Raw -3240245.239142 + Penalty 3345.497682 = -3236899.741460 nChanged 5 SP:Iteration 62Q (1255.750000 sec): 3 clusters Score: Raw -3240246.750360 + Penalty 3345.497682 = -3236901.252677 nChanged 5 SP:Iteration 63Q (1256.040000 sec): 3 clusters Score: Raw -3240248.586116 + Penalty 3345.497682 = -3236903.088433 nChanged 8 SP:Iteration 64Q (1256.330000 sec): 3 clusters Score: Raw -3240251.292757 + Penalty 3345.497682 = -3236905.795075 nChanged 5 SP:Iteration 65Q (1256.680000 sec): 3 clusters Score: Raw -3240252.652377 + Penalty 3345.497682 = -3236907.154695 nChanged 4 SP:Iteration 66Q (1256.950000 sec): 3 clusters Score: Raw -3240253.668568 + Penalty 3345.497682 = -3236908.170886 nChanged 3 SP:Iteration 67Q (1257.290000 sec): 3 clusters Score: Raw -3240254.184859 + Penalty 3345.497682 = -3236908.687176 nChanged 1 SP:Iteration 68Q (1257.670000 sec): 3 clusters Score: Raw -3240254.309872 + Penalty 3345.497682 = -3236908.812190 nChanged 1 SP:Iteration 69Q (1257.980000 sec): 3 clusters Score: Raw -3240254.504999 + Penalty 3345.497682 = -3236909.007316 nChanged 0 SP:Iteration 70F (1258.310000 sec): 3 clusters Score: Raw -3240254.504999 + Penalty 3345.497682 = -3236909.007316 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 13 (2416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.450000 sec): 2 clusters Score: Raw -280530.195220 + Penalty 1265.853641 = -279264.341579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.710000 sec): 3 clusters Score: Raw -279452.132594 + Penalty 2531.707282 = -276920.425312 nChanged 905 SP:Iteration 1F (1258.930000 sec): 3 clusters Score: Raw -280072.927735 + Penalty 2531.707282 = -277541.220453 nChanged 197 SP:Iteration 2F (1259.130000 sec): 3 clusters Score: Raw -280208.486064 + Penalty 2531.707282 = -277676.778782 nChanged 117 SP:Iteration 3Q (1259.380000 sec): 3 clusters Score: Raw -280278.784492 + Penalty 2531.707282 = -277747.077210 nChanged 78 SP:Iteration 4Q (1259.530000 sec): 3 clusters Score: Raw -280327.748350 + Penalty 2531.707282 = -277796.041068 nChanged 63 SP:Iteration 5Q (1259.710000 sec): 3 clusters Score: Raw -280362.084851 + Penalty 2531.707282 = -277830.377569 nChanged 48 SP:Iteration 6Q (1259.900000 sec): 3 clusters Score: Raw -280386.083936 + Penalty 2531.707282 = -277854.376655 nChanged 46 SP:Iteration 7Q (1260.140000 sec): 3 clusters Score: Raw -280408.767381 + Penalty 2531.707282 = -277877.060099 nChanged 45 SP:Iteration 8Q (1260.330000 sec): 3 clusters Score: Raw -280429.058755 + Penalty 2531.707282 = -277897.351473 nChanged 28 SP:Iteration 9Q (1260.510000 sec): 3 clusters Score: Raw -280438.130261 + Penalty 2531.707282 = -277906.422980 nChanged 30 SP:Iteration 10Q (1260.700000 sec): 3 clusters Score: Raw -280452.448942 + Penalty 2531.707282 = -277920.741660 nChanged 29 SP:Iteration 11Q (1260.900000 sec): 3 clusters Score: Raw -280466.536786 + Penalty 2531.707282 = -277934.829504 nChanged 26 SP:Iteration 12Q (1261.080000 sec): 3 clusters Score: Raw -280478.301738 + Penalty 2531.707282 = -277946.594456 nChanged 25 SP:Iteration 13Q (1261.310000 sec): 3 clusters Score: Raw -280487.768292 + Penalty 2531.707282 = -277956.061010 nChanged 24 SP:Iteration 14Q (1261.490000 sec): 3 clusters Score: Raw -280497.647450 + Penalty 2531.707282 = -277965.940169 nChanged 26 SP:Iteration 15Q (1261.680000 sec): 3 clusters Score: Raw -280512.674756 + Penalty 2531.707282 = -277980.967474 nChanged 28 SP:Iteration 16Q (1261.800000 sec): 3 clusters Score: Raw -280525.379990 + Penalty 2531.707282 = -277993.672709 nChanged 22 SP:Iteration 17Q (1261.980000 sec): 3 clusters Score: Raw -280536.933484 + Penalty 2531.707282 = -278005.226203 nChanged 28 SP:Iteration 18Q (1262.170000 sec): 3 clusters Score: Raw -280550.441715 + Penalty 2531.707282 = -278018.734433 nChanged 27 SP:Iteration 19Q (1262.360000 sec): 3 clusters Score: Raw -280563.067868 + Penalty 2531.707282 = -278031.360586 nChanged 26 SP:Iteration 20F (1262.650000 sec): 3 clusters Score: Raw -280577.685332 + Penalty 2531.707282 = -278045.978051 nChanged 34 SP:Iteration 21Q (1262.810000 sec): 3 clusters Score: Raw -280598.025984 + Penalty 2531.707282 = -278066.318702 nChanged 36 SP:Iteration 22Q (1263.020000 sec): 3 clusters Score: Raw -280620.499026 + Penalty 2531.707282 = -278088.791745 nChanged 39 SP:Iteration 23Q (1263.170000 sec): 3 clusters Score: Raw -280653.674660 + Penalty 2531.707282 = -278121.967378 nChanged 37 SP:Iteration 24Q (1263.380000 sec): 3 clusters Score: Raw -280684.104145 + Penalty 2531.707282 = -278152.396864 nChanged 26 SP:Iteration 25Q (1263.630000 sec): 3 clusters Score: Raw -280703.752185 + Penalty 2531.707282 = -278172.044903 nChanged 24 SP:Iteration 26Q (1263.820000 sec): 3 clusters Score: Raw -280724.355757 + Penalty 2531.707282 = -278192.648475 nChanged 26 SP:Iteration 27Q (1264.040000 sec): 3 clusters Score: Raw -280738.712369 + Penalty 2531.707282 = -278207.005087 nChanged 16 SP:Iteration 28Q (1264.240000 sec): 3 clusters Score: Raw -280748.699034 + Penalty 2531.707282 = -278216.991752 nChanged 12 SP:Iteration 29Q (1264.430000 sec): 3 clusters Score: Raw -280755.250753 + Penalty 2531.707282 = -278223.543471 nChanged 9 SP:Iteration 30Q (1264.630000 sec): 3 clusters Score: Raw -280760.381325 + Penalty 2531.707282 = -278228.674043 nChanged 6 SP:Iteration 31Q (1264.850000 sec): 3 clusters Score: Raw -280765.088960 + Penalty 2531.707282 = -278233.381679 nChanged 12 SP:Iteration 32Q (1264.960000 sec): 3 clusters Score: Raw -280773.816542 + Penalty 2531.707282 = -278242.109260 nChanged 11 SP:Iteration 33Q (1265.140000 sec): 3 clusters Score: Raw -280784.754471 + Penalty 2531.707282 = -278253.047189 nChanged 19 SP:Iteration 34Q (1265.350000 sec): 3 clusters Score: Raw -280799.461006 + Penalty 2531.707282 = -278267.753724 nChanged 15 SP:Iteration 35Q (1265.490000 sec): 3 clusters Score: Raw -280811.856295 + Penalty 2531.707282 = -278280.149014 nChanged 15 SP:Iteration 36Q (1265.630000 sec): 3 clusters Score: Raw -280823.477076 + Penalty 2531.707282 = -278291.769795 nChanged 9 SP:Iteration 37Q (1265.780000 sec): 3 clusters Score: Raw -280829.158340 + Penalty 2531.707282 = -278297.451058 nChanged 6 SP:Iteration 38Q (1265.870000 sec): 3 clusters Score: Raw -280832.677253 + Penalty 2531.707282 = -278300.969972 nChanged 5 SP:Iteration 39Q (1266.020000 sec): 3 clusters Score: Raw -280835.872574 + Penalty 2531.707282 = -278304.165292 nChanged 7 SP:Iteration 40F (1266.150000 sec): 3 clusters Score: Raw -280839.775407 + Penalty 2531.707282 = -278308.068126 nChanged 1 SP:Iteration 41Q (1266.320000 sec): 3 clusters Score: Raw -280840.395910 + Penalty 2531.707282 = -278308.688628 nChanged 2 SP:Iteration 42Q (1266.500000 sec): 3 clusters Score: Raw -280843.345285 + Penalty 2531.707282 = -278311.638003 nChanged 4 SP:Iteration 43Q (1266.680000 sec): 3 clusters Score: Raw -280845.642584 + Penalty 2531.707282 = -278313.935302 nChanged 3 SP:Iteration 44Q (1266.850000 sec): 3 clusters Score: Raw -280848.434470 + Penalty 2531.707282 = -278316.727188 nChanged 1 SP:Iteration 45Q (1267.030000 sec): 3 clusters Score: Raw -280848.827158 + Penalty 2531.707282 = -278317.119876 nChanged 1 SP:Iteration 46Q (1267.200000 sec): 3 clusters Score: Raw -280849.299030 + Penalty 2531.707282 = -278317.591748 nChanged 1 SP:Iteration 47Q (1267.410000 sec): 3 clusters Score: Raw -280849.761497 + Penalty 2531.707282 = -278318.054216 nChanged 3 SP:Iteration 48Q (1267.560000 sec): 3 clusters Score: Raw -280851.954263 + Penalty 2531.707282 = -278320.246981 nChanged 3 SP:Iteration 49Q (1267.720000 sec): 3 clusters Score: Raw -280854.563736 + Penalty 2531.707282 = -278322.856454 nChanged 3 SP:Iteration 50Q (1267.950000 sec): 3 clusters Score: Raw -280856.434079 + Penalty 2531.707282 = -278324.726798 nChanged 4 SP:Iteration 51Q (1268.110000 sec): 3 clusters Score: Raw -280859.403340 + Penalty 2531.707282 = -278327.696058 nChanged 6 SP:Iteration 52Q (1268.270000 sec): 3 clusters Score: Raw -280864.674749 + Penalty 2531.707282 = -278332.967467 nChanged 6 SP:Iteration 53Q (1268.460000 sec): 3 clusters Score: Raw -280868.229770 + Penalty 2531.707282 = -278336.522488 nChanged 1 SP:Iteration 54Q (1268.620000 sec): 3 clusters Score: Raw -280868.797842 + Penalty 2531.707282 = -278337.090560 nChanged 1 SP:Iteration 55Q (1268.760000 sec): 3 clusters Score: Raw -280869.660369 + Penalty 2531.707282 = -278337.953088 nChanged 1 SP:Iteration 56Q (1268.970000 sec): 3 clusters Score: Raw -280870.443594 + Penalty 2531.707282 = -278338.736312 nChanged 3 SP:Iteration 57Q (1269.150000 sec): 3 clusters Score: Raw -280873.150308 + Penalty 2531.707282 = -278341.443027 nChanged 2 SP:Iteration 58Q (1269.360000 sec): 3 clusters Score: Raw -280875.523306 + Penalty 2531.707282 = -278343.816025 nChanged 1 SP:Iteration 59Q (1269.560000 sec): 3 clusters Score: Raw -280876.628948 + Penalty 2531.707282 = -278344.921666 nChanged 0 SP:Iteration 60F (1269.770000 sec): 3 clusters Score: Raw -280876.628948 + Penalty 2531.707282 = -278344.921666 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 14 (15220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1269.900000 sec): 2 clusters Score: Raw -1736725.484300 + Penalty 1564.934415 = -1735160.549885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.210000 sec): 3 clusters Score: Raw -1727747.494395 + Penalty 3129.868830 = -1724617.625565 nChanged 6804 SP:Iteration 1F (1270.480000 sec): 3 clusters Score: Raw -1731373.258936 + Penalty 3129.868830 = -1728243.390106 nChanged 797 SP:Iteration 2F (1270.790000 sec): 3 clusters Score: Raw -1731657.371286 + Penalty 3129.868830 = -1728527.502455 nChanged 695 SP:Iteration 3Q (1271.070000 sec): 3 clusters Score: Raw -1731943.593433 + Penalty 3129.868830 = -1728813.724602 nChanged 686 SP:Iteration 4Q (1271.370000 sec): 3 clusters Score: Raw -1732304.843894 + Penalty 3129.868830 = -1729174.975064 nChanged 850 SP:Iteration 5F (1271.600000 sec): 3 clusters Score: Raw -1732788.453448 + Penalty 3129.868830 = -1729658.584618 nChanged 901 SP:Iteration 6F (1271.850000 sec): 3 clusters Score: Raw -1733400.632533 + Penalty 3129.868830 = -1730270.763703 nChanged 1018 SP:Iteration 7F (1272.090000 sec): 3 clusters Score: Raw -1734091.307284 + Penalty 3129.868830 = -1730961.438454 nChanged 1022 SP:Iteration 8F (1272.350000 sec): 3 clusters Score: Raw -1734718.972674 + Penalty 3129.868830 = -1731589.103843 nChanged 832 SP:Iteration 9F (1272.570000 sec): 3 clusters Score: Raw -1735179.005366 + Penalty 3129.868830 = -1732049.136536 nChanged 693 SP:Iteration 10Q (1272.840000 sec): 3 clusters Score: Raw -1735499.345854 + Penalty 3129.868830 = -1732369.477024 nChanged 510 SP:Iteration 11Q (1273.120000 sec): 3 clusters Score: Raw -1735691.741795 + Penalty 3129.868830 = -1732561.872965 nChanged 351 SP:Iteration 12Q (1273.380000 sec): 3 clusters Score: Raw -1735797.928517 + Penalty 3129.868830 = -1732668.059686 nChanged 267 SP:Iteration 13Q (1273.630000 sec): 3 clusters Score: Raw -1735865.953733 + Penalty 3129.868830 = -1732736.084903 nChanged 227 SP:Iteration 14Q (1273.820000 sec): 3 clusters Score: Raw -1735916.542293 + Penalty 3129.868830 = -1732786.673463 nChanged 160 SP:Iteration 15Q (1274.050000 sec): 3 clusters Score: Raw -1735954.926042 + Penalty 3129.868830 = -1732825.057211 nChanged 150 SP:Iteration 16Q (1274.290000 sec): 3 clusters Score: Raw -1735989.344975 + Penalty 3129.868830 = -1732859.476145 nChanged 137 SP:Iteration 17Q (1274.590000 sec): 3 clusters Score: Raw -1736015.899450 + Penalty 3129.868830 = -1732886.030620 nChanged 116 SP:Iteration 18Q (1274.870000 sec): 3 clusters Score: Raw -1736041.831989 + Penalty 3129.868830 = -1732911.963159 nChanged 128 SP:Iteration 19Q (1275.220000 sec): 3 clusters Score: Raw -1736069.986722 + Penalty 3129.868830 = -1732940.117892 nChanged 99 SP:Iteration 20F (1275.520000 sec): 3 clusters Score: Raw -1736090.726703 + Penalty 3129.868830 = -1732960.857872 nChanged 94 SP:Iteration 21Q (1275.910000 sec): 3 clusters Score: Raw -1736109.893674 + Penalty 3129.868830 = -1732980.024844 nChanged 96 SP:Iteration 22Q (1276.210000 sec): 3 clusters Score: Raw -1736126.695968 + Penalty 3129.868830 = -1732996.827138 nChanged 86 SP:Iteration 23Q (1276.540000 sec): 3 clusters Score: Raw -1736142.250318 + Penalty 3129.868830 = -1733012.381488 nChanged 103 SP:Iteration 24Q (1276.820000 sec): 3 clusters Score: Raw -1736160.150251 + Penalty 3129.868830 = -1733030.281421 nChanged 113 SP:Iteration 25Q (1277.100000 sec): 3 clusters Score: Raw -1736182.695140 + Penalty 3129.868830 = -1733052.826310 nChanged 130 SP:Iteration 26Q (1277.360000 sec): 3 clusters Score: Raw -1736212.055112 + Penalty 3129.868830 = -1733082.186282 nChanged 151 SP:Iteration 27Q (1277.630000 sec): 3 clusters Score: Raw -1736244.462026 + Penalty 3129.868830 = -1733114.593196 nChanged 123 SP:Iteration 28Q (1277.890000 sec): 3 clusters Score: Raw -1736269.751295 + Penalty 3129.868830 = -1733139.882464 nChanged 120 SP:Iteration 29Q (1278.120000 sec): 3 clusters Score: Raw -1736295.250532 + Penalty 3129.868830 = -1733165.381702 nChanged 129 SP:Iteration 30Q (1278.380000 sec): 3 clusters Score: Raw -1736325.595374 + Penalty 3129.868830 = -1733195.726544 nChanged 145 SP:Iteration 31Q (1278.660000 sec): 3 clusters Score: Raw -1736364.993881 + Penalty 3129.868830 = -1733235.125051 nChanged 166 SP:Iteration 32Q (1278.990000 sec): 3 clusters Score: Raw -1736413.468240 + Penalty 3129.868830 = -1733283.599410 nChanged 171 SP:Iteration 33Q (1279.260000 sec): 3 clusters Score: Raw -1736466.829846 + Penalty 3129.868830 = -1733336.961016 nChanged 180 SP:Iteration 34Q (1279.540000 sec): 3 clusters Score: Raw -1736525.206741 + Penalty 3129.868830 = -1733395.337911 nChanged 171 SP:Iteration 35Q (1279.830000 sec): 3 clusters Score: Raw -1736588.549720 + Penalty 3129.868830 = -1733458.680890 nChanged 177 SP:Iteration 36Q (1280.100000 sec): 3 clusters Score: Raw -1736651.944522 + Penalty 3129.868830 = -1733522.075692 nChanged 163 SP:Iteration 37Q (1280.340000 sec): 3 clusters Score: Raw -1736703.582726 + Penalty 3129.868830 = -1733573.713896 nChanged 118 SP:Iteration 38Q (1280.570000 sec): 3 clusters Score: Raw -1736738.024247 + Penalty 3129.868830 = -1733608.155417 nChanged 109 SP:Iteration 39Q (1280.830000 sec): 3 clusters Score: Raw -1736773.983226 + Penalty 3129.868830 = -1733644.114396 nChanged 112 SP:Iteration 40F (1281.040000 sec): 3 clusters Score: Raw -1736811.069705 + Penalty 3129.868830 = -1733681.200874 nChanged 104 SP:Iteration 41Q (1281.320000 sec): 3 clusters Score: Raw -1736845.768787 + Penalty 3129.868830 = -1733715.899957 nChanged 104 SP:Iteration 42Q (1281.590000 sec): 3 clusters Score: Raw -1736884.699426 + Penalty 3129.868830 = -1733754.830596 nChanged 108 SP:Iteration 43Q (1281.890000 sec): 3 clusters Score: Raw -1736931.803318 + Penalty 3129.868830 = -1733801.934488 nChanged 111 SP:Iteration 44Q (1282.190000 sec): 3 clusters Score: Raw -1736975.988707 + Penalty 3129.868830 = -1733846.119877 nChanged 83 SP:Iteration 45Q (1282.480000 sec): 3 clusters Score: Raw -1737008.422038 + Penalty 3129.868830 = -1733878.553208 nChanged 83 SP:Iteration 46Q (1282.730000 sec): 3 clusters Score: Raw -1737041.063176 + Penalty 3129.868830 = -1733911.194346 nChanged 66 SP:Iteration 47Q (1283.010000 sec): 3 clusters Score: Raw -1737065.304064 + Penalty 3129.868830 = -1733935.435233 nChanged 58 SP:Iteration 48Q (1283.280000 sec): 3 clusters Score: Raw -1737088.844857 + Penalty 3129.868830 = -1733958.976027 nChanged 48 SP:Iteration 49Q (1283.520000 sec): 3 clusters Score: Raw -1737107.995150 + Penalty 3129.868830 = -1733978.126320 nChanged 44 SP:Iteration 50Q (1283.750000 sec): 3 clusters Score: Raw -1737126.834197 + Penalty 3129.868830 = -1733996.965367 nChanged 30 SP:Iteration 51Q (1284.000000 sec): 3 clusters Score: Raw -1737138.765546 + Penalty 3129.868830 = -1734008.896716 nChanged 33 SP:Iteration 52Q (1284.270000 sec): 3 clusters Score: Raw -1737151.122911 + Penalty 3129.868830 = -1734021.254080 nChanged 23 SP:Iteration 53Q (1284.500000 sec): 3 clusters Score: Raw -1737160.281586 + Penalty 3129.868830 = -1734030.412756 nChanged 19 SP:Iteration 54Q (1284.820000 sec): 3 clusters Score: Raw -1737169.099405 + Penalty 3129.868830 = -1734039.230575 nChanged 16 SP:Iteration 55Q (1285.100000 sec): 3 clusters Score: Raw -1737173.820472 + Penalty 3129.868830 = -1734043.951642 nChanged 11 SP:Iteration 56Q (1285.400000 sec): 3 clusters Score: Raw -1737177.292361 + Penalty 3129.868830 = -1734047.423531 nChanged 14 SP:Iteration 57Q (1285.630000 sec): 3 clusters Score: Raw -1737183.206324 + Penalty 3129.868830 = -1734053.337494 nChanged 14 SP:Iteration 58Q (1285.910000 sec): 3 clusters Score: Raw -1737188.454777 + Penalty 3129.868830 = -1734058.585947 nChanged 14 SP:Iteration 59Q (1286.180000 sec): 3 clusters Score: Raw -1737193.113151 + Penalty 3129.868830 = -1734063.244321 nChanged 9 SP:Iteration 60F (1286.460000 sec): 3 clusters Score: Raw -1737196.526758 + Penalty 3129.868830 = -1734066.657927 nChanged 9 SP:Iteration 61Q (1286.690000 sec): 3 clusters Score: Raw -1737199.183233 + Penalty 3129.868830 = -1734069.314403 nChanged 5 SP:Iteration 62Q (1286.980000 sec): 3 clusters Score: Raw -1737200.626978 + Penalty 3129.868830 = -1734070.758148 nChanged 5 SP:Iteration 63Q (1287.210000 sec): 3 clusters Score: Raw -1737201.967694 + Penalty 3129.868830 = -1734072.098864 nChanged 7 SP:Iteration 64Q (1287.440000 sec): 3 clusters Score: Raw -1737203.236379 + Penalty 3129.868830 = -1734073.367549 nChanged 5 SP:Iteration 65Q (1287.680000 sec): 3 clusters Score: Raw -1737204.025207 + Penalty 3129.868830 = -1734074.156377 nChanged 1 SP:Iteration 66Q (1287.880000 sec): 3 clusters Score: Raw -1737204.306142 + Penalty 3129.868830 = -1734074.437312 nChanged 1 SP:Iteration 67Q (1288.100000 sec): 3 clusters Score: Raw -1737204.742591 + Penalty 3129.868830 = -1734074.873761 nChanged 0 SP:Iteration 68F (1288.340000 sec): 3 clusters Score: Raw -1737204.742591 + Penalty 3129.868830 = -1734074.873761 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 15 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1288.450000 sec): 2 clusters Score: Raw -31552.364358 + Penalty 955.132065 = -30597.232294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.630000 sec): 3 clusters Score: Raw -31734.144992 + Penalty 1910.264129 = -29823.880863 nChanged 90 SP:Iteration 1F (1288.810000 sec): 3 clusters Score: Raw -32051.520864 + Penalty 1910.264129 = -30141.256735 nChanged 28 SP:Iteration 2F (1288.940000 sec): 3 clusters Score: Raw -32158.345839 + Penalty 1910.264129 = -30248.081710 nChanged 16 SP:Iteration 3Q (1289.120000 sec): 3 clusters Score: Raw -32193.334307 + Penalty 1910.264129 = -30283.070178 nChanged 7 SP:Iteration 4Q (1289.250000 sec): 3 clusters Score: Raw -32250.163116 + Penalty 1910.264129 = -30339.898986 nChanged 5 SP:Iteration 5Q (1289.420000 sec): 3 clusters Score: Raw -32273.398292 + Penalty 1910.264129 = -30363.134163 nChanged 3 SP:Iteration 6Q (1289.600000 sec): 3 clusters Score: Raw -32289.038833 + Penalty 1910.264129 = -30378.774704 nChanged 4 SP:Iteration 7Q (1289.780000 sec): 3 clusters Score: Raw -32303.081867 + Penalty 1910.264129 = -30392.817738 nChanged 0 SP:Iteration 8F (1289.950000 sec): 3 clusters Score: Raw -32303.081867 + Penalty 1910.264129 = -30392.817738 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 16 (3383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1290.090000 sec): 2 clusters Score: Raw -385029.721362 + Penalty 1320.559202 = -383709.162160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1290.240000 sec): 3 clusters Score: Raw -383388.319582 + Penalty 2641.118405 = -380747.201177 nChanged 1264 SP:Iteration 1F (1290.380000 sec): 3 clusters Score: Raw -384088.559199 + Penalty 2641.118405 = -381447.440794 nChanged 256 SP:Iteration 2F (1290.520000 sec): 3 clusters Score: Raw -384222.317562 + Penalty 2641.118405 = -381581.199157 nChanged 151 SP:Iteration 3Q (1290.710000 sec): 3 clusters Score: Raw -384299.371203 + Penalty 2641.118405 = -381658.252798 nChanged 109 SP:Iteration 4Q (1290.870000 sec): 3 clusters Score: Raw -384348.710666 + Penalty 2641.118405 = -381707.592261 nChanged 101 SP:Iteration 5Q (1291.010000 sec): 3 clusters Score: Raw -384391.681323 + Penalty 2641.118405 = -381750.562918 nChanged 83 SP:Iteration 6Q (1291.150000 sec): 3 clusters Score: Raw -384433.842565 + Penalty 2641.118405 = -381792.724160 nChanged 95 SP:Iteration 7Q (1291.280000 sec): 3 clusters Score: Raw -384485.872672 + Penalty 2641.118405 = -381844.754267 nChanged 110 SP:Iteration 8Q (1291.420000 sec): 3 clusters Score: Raw -384543.165738 + Penalty 2641.118405 = -381902.047333 nChanged 100 SP:Iteration 9Q (1291.560000 sec): 3 clusters Score: Raw -384597.791399 + Penalty 2641.118405 = -381956.672995 nChanged 102 SP:Iteration 10Q (1291.710000 sec): 3 clusters Score: Raw -384658.070170 + Penalty 2641.118405 = -382016.951765 nChanged 104 SP:Iteration 11Q (1291.850000 sec): 3 clusters Score: Raw -384723.483268 + Penalty 2641.118405 = -382082.364863 nChanged 99 SP:Iteration 12Q (1292.000000 sec): 3 clusters Score: Raw -384789.599962 + Penalty 2641.118405 = -382148.481557 nChanged 116 SP:Iteration 13Q (1292.140000 sec): 3 clusters Score: Raw -384872.912841 + Penalty 2641.118405 = -382231.794436 nChanged 102 SP:Iteration 14Q (1292.280000 sec): 3 clusters Score: Raw -384948.275622 + Penalty 2641.118405 = -382307.157217 nChanged 75 SP:Iteration 15Q (1292.440000 sec): 3 clusters Score: Raw -384996.237261 + Penalty 2641.118405 = -382355.118856 nChanged 48 SP:Iteration 16Q (1292.650000 sec): 3 clusters Score: Raw -385026.523354 + Penalty 2641.118405 = -382385.404949 nChanged 36 SP:Iteration 17Q (1292.810000 sec): 3 clusters Score: Raw -385049.980878 + Penalty 2641.118405 = -382408.862473 nChanged 35 SP:Iteration 18Q (1292.990000 sec): 3 clusters Score: Raw -385070.940319 + Penalty 2641.118405 = -382429.821914 nChanged 26 SP:Iteration 19Q (1293.170000 sec): 3 clusters Score: Raw -385089.066228 + Penalty 2641.118405 = -382447.947823 nChanged 19 SP:Iteration 20F (1293.310000 sec): 3 clusters Score: Raw -385101.240174 + Penalty 2641.118405 = -382460.121769 nChanged 15 SP:Iteration 21Q (1293.530000 sec): 3 clusters Score: Raw -385110.964246 + Penalty 2641.118405 = -382469.845841 nChanged 11 SP:Iteration 22Q (1293.730000 sec): 3 clusters Score: Raw -385117.749479 + Penalty 2641.118405 = -382476.631074 nChanged 8 SP:Iteration 23Q (1293.930000 sec): 3 clusters Score: Raw -385124.894524 + Penalty 2641.118405 = -382483.776119 nChanged 11 SP:Iteration 24Q (1294.110000 sec): 3 clusters Score: Raw -385132.186101 + Penalty 2641.118405 = -382491.067696 nChanged 13 SP:Iteration 25Q (1294.310000 sec): 3 clusters Score: Raw -385143.237762 + Penalty 2641.118405 = -382502.119357 nChanged 22 SP:Iteration 26Q (1294.450000 sec): 3 clusters Score: Raw -385164.736680 + Penalty 2641.118405 = -382523.618275 nChanged 23 SP:Iteration 27Q (1294.590000 sec): 3 clusters Score: Raw -385184.802254 + Penalty 2641.118405 = -382543.683849 nChanged 17 SP:Iteration 28Q (1294.740000 sec): 3 clusters Score: Raw -385202.352457 + Penalty 2641.118405 = -382561.234052 nChanged 19 SP:Iteration 29Q (1294.890000 sec): 3 clusters Score: Raw -385224.242277 + Penalty 2641.118405 = -382583.123872 nChanged 8 SP:Iteration 30Q (1295.040000 sec): 3 clusters Score: Raw -385230.642055 + Penalty 2641.118405 = -382589.523650 nChanged 8 SP:Iteration 31Q (1295.210000 sec): 3 clusters Score: Raw -385236.205367 + Penalty 2641.118405 = -382595.086962 nChanged 5 SP:Iteration 32Q (1295.370000 sec): 3 clusters Score: Raw -385239.536593 + Penalty 2641.118405 = -382598.418188 nChanged 0 SP:Iteration 33F (1295.520000 sec): 3 clusters Score: Raw -385239.536593 + Penalty 2641.118405 = -382598.418188 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 17 (1941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1295.600000 sec): 2 clusters Score: Raw -216705.605735 + Penalty 1230.280770 = -215475.324965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1295.750000 sec): 3 clusters Score: Raw -215880.362745 + Penalty 2460.561540 = -213419.801205 nChanged 669 SP:Iteration 1F (1295.910000 sec): 3 clusters Score: Raw -216276.841363 + Penalty 2460.561540 = -213816.279824 nChanged 134 SP:Iteration 2F (1296.050000 sec): 3 clusters Score: Raw -216368.278036 + Penalty 2460.561540 = -213907.716497 nChanged 84 SP:Iteration 3Q (1296.200000 sec): 3 clusters Score: Raw -216428.069708 + Penalty 2460.561540 = -213967.508169 nChanged 70 SP:Iteration 4Q (1296.410000 sec): 3 clusters Score: Raw -216472.219516 + Penalty 2460.561540 = -214011.657976 nChanged 51 SP:Iteration 5Q (1296.590000 sec): 3 clusters Score: Raw -216502.239336 + Penalty 2460.561540 = -214041.677797 nChanged 38 SP:Iteration 6Q (1296.710000 sec): 3 clusters Score: Raw -216529.064529 + Penalty 2460.561540 = -214068.502990 nChanged 34 SP:Iteration 7Q (1296.850000 sec): 3 clusters Score: Raw -216553.515028 + Penalty 2460.561540 = -214092.953489 nChanged 27 SP:Iteration 8Q (1297.070000 sec): 3 clusters Score: Raw -216567.552341 + Penalty 2460.561540 = -214106.990802 nChanged 29 SP:Iteration 9Q (1297.260000 sec): 3 clusters Score: Raw -216590.426654 + Penalty 2460.561540 = -214129.865114 nChanged 29 SP:Iteration 10Q (1297.470000 sec): 3 clusters Score: Raw -216610.211957 + Penalty 2460.561540 = -214149.650417 nChanged 25 SP:Iteration 11Q (1297.670000 sec): 3 clusters Score: Raw -216628.611269 + Penalty 2460.561540 = -214168.049729 nChanged 23 SP:Iteration 12Q (1297.810000 sec): 3 clusters Score: Raw -216644.496979 + Penalty 2460.561540 = -214183.935440 nChanged 21 SP:Iteration 13Q (1298.000000 sec): 3 clusters Score: Raw -216659.820627 + Penalty 2460.561540 = -214199.259087 nChanged 24 SP:Iteration 14Q (1298.150000 sec): 3 clusters Score: Raw -216676.485738 + Penalty 2460.561540 = -214215.924198 nChanged 26 SP:Iteration 15Q (1298.330000 sec): 3 clusters Score: Raw -216699.526976 + Penalty 2460.561540 = -214238.965437 nChanged 48 SP:Iteration 16Q (1298.490000 sec): 3 clusters Score: Raw -216735.025144 + Penalty 2460.561540 = -214274.463605 nChanged 40 SP:Iteration 17Q (1298.730000 sec): 3 clusters Score: Raw -216755.346323 + Penalty 2460.561540 = -214294.784783 nChanged 35 SP:Iteration 18Q (1298.900000 sec): 3 clusters Score: Raw -216779.732679 + Penalty 2460.561540 = -214319.171139 nChanged 30 SP:Iteration 19Q (1299.090000 sec): 3 clusters Score: Raw -216808.253138 + Penalty 2460.561540 = -214347.691599 nChanged 37 SP:Iteration 20F (1299.320000 sec): 3 clusters Score: Raw -216842.559152 + Penalty 2460.561540 = -214381.997613 nChanged 33 SP:Iteration 21Q (1299.480000 sec): 3 clusters Score: Raw -216876.230089 + Penalty 2460.561540 = -214415.668549 nChanged 46 SP:Iteration 22Q (1299.670000 sec): 3 clusters Score: Raw -216913.049006 + Penalty 2460.561540 = -214452.487466 nChanged 52 SP:Iteration 23Q (1299.840000 sec): 3 clusters Score: Raw -216967.750090 + Penalty 2460.561540 = -214507.188551 nChanged 65 SP:Iteration 24Q (1299.990000 sec): 3 clusters Score: Raw -217058.771863 + Penalty 2460.561540 = -214598.210324 nChanged 74 SP:Iteration 25Q (1300.170000 sec): 3 clusters Score: Raw -217146.785753 + Penalty 2460.561540 = -214686.224214 nChanged 60 SP:Iteration 26Q (1300.340000 sec): 3 clusters Score: Raw -217233.637734 + Penalty 2460.561540 = -214773.076194 nChanged 63 SP:Iteration 27Q (1300.540000 sec): 3 clusters Score: Raw -217310.674727 + Penalty 2460.561540 = -214850.113187 nChanged 43 SP:Iteration 28Q (1300.680000 sec): 3 clusters Score: Raw -217352.944709 + Penalty 2460.561540 = -214892.383169 nChanged 34 SP:Iteration 29Q (1300.860000 sec): 3 clusters Score: Raw -217381.194313 + Penalty 2460.561540 = -214920.632774 nChanged 25 SP:Iteration 30Q (1301.070000 sec): 3 clusters Score: Raw -217400.926580 + Penalty 2460.561540 = -214940.365041 nChanged 20 SP:Iteration 31Q (1301.290000 sec): 3 clusters Score: Raw -217416.315736 + Penalty 2460.561540 = -214955.754197 nChanged 14 SP:Iteration 32Q (1301.470000 sec): 3 clusters Score: Raw -217426.617599 + Penalty 2460.561540 = -214966.056060 nChanged 5 SP:Iteration 33Q (1301.700000 sec): 3 clusters Score: Raw -217428.305785 + Penalty 2460.561540 = -214967.744245 nChanged 3 SP:Iteration 34Q (1301.850000 sec): 3 clusters Score: Raw -217429.584052 + Penalty 2460.561540 = -214969.022513 nChanged 1 SP:Iteration 35Q (1302.040000 sec): 3 clusters Score: Raw -217429.926503 + Penalty 2460.561540 = -214969.364963 nChanged 0 SP:Iteration 36F (1302.250000 sec): 3 clusters Score: Raw -217429.926503 + Penalty 2460.561540 = -214969.364963 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 18 (23056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.440000 sec): 2 clusters Score: Raw -2642884.924301 + Penalty 1632.423214 = -2641252.501087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.690000 sec): 3 clusters Score: Raw -2628874.746223 + Penalty 3264.846428 = -2625609.899794 nChanged 10561 SP:Iteration 1F (1302.990000 sec): 3 clusters Score: Raw -2634608.476559 + Penalty 3264.846428 = -2631343.630131 nChanged 1039 SP:Iteration 2Q (1303.310000 sec): 3 clusters Score: Raw -2635003.337443 + Penalty 3264.846428 = -2631738.491015 nChanged 1075 SP:Iteration 3Q (1303.570000 sec): 3 clusters Score: Raw -2635515.417109 + Penalty 3264.846428 = -2632250.570680 nChanged 1194 SP:Iteration 4F (1303.890000 sec): 3 clusters Score: Raw -2636249.264614 + Penalty 3264.846428 = -2632984.418186 nChanged 1423 SP:Iteration 5F (1304.170000 sec): 3 clusters Score: Raw -2637295.646599 + Penalty 3264.846428 = -2634030.800171 nChanged 1710 SP:Iteration 6F (1304.470000 sec): 3 clusters Score: Raw -2638602.282679 + Penalty 3264.846428 = -2635337.436251 nChanged 1737 SP:Iteration 7F (1304.760000 sec): 3 clusters Score: Raw -2639856.461256 + Penalty 3264.846428 = -2636591.614827 nChanged 1524 SP:Iteration 8F (1305.040000 sec): 3 clusters Score: Raw -2640744.894572 + Penalty 3264.846428 = -2637480.048144 nChanged 1163 SP:Iteration 9F (1305.350000 sec): 3 clusters Score: Raw -2641227.314327 + Penalty 3264.846428 = -2637962.467898 nChanged 737 SP:Iteration 10Q (1305.690000 sec): 3 clusters Score: Raw -2641460.337172 + Penalty 3264.846428 = -2638195.490743 nChanged 522 SP:Iteration 11Q (1305.950000 sec): 3 clusters Score: Raw -2641596.082643 + Penalty 3264.846428 = -2638331.236215 nChanged 398 SP:Iteration 12Q (1306.240000 sec): 3 clusters Score: Raw -2641690.542420 + Penalty 3264.846428 = -2638425.695991 nChanged 336 SP:Iteration 13Q (1306.550000 sec): 3 clusters Score: Raw -2641762.337573 + Penalty 3264.846428 = -2638497.491145 nChanged 312 SP:Iteration 14Q (1306.920000 sec): 3 clusters Score: Raw -2641831.721559 + Penalty 3264.846428 = -2638566.875130 nChanged 317 SP:Iteration 15Q (1307.280000 sec): 3 clusters Score: Raw -2641906.492219 + Penalty 3264.846428 = -2638641.645790 nChanged 296 SP:Iteration 16Q (1307.660000 sec): 3 clusters Score: Raw -2641971.429552 + Penalty 3264.846428 = -2638706.583123 nChanged 303 SP:Iteration 17Q (1307.920000 sec): 3 clusters Score: Raw -2642041.456596 + Penalty 3264.846428 = -2638776.610167 nChanged 298 SP:Iteration 18Q (1308.220000 sec): 3 clusters Score: Raw -2642105.513631 + Penalty 3264.846428 = -2638840.667202 nChanged 281 SP:Iteration 19Q (1308.510000 sec): 3 clusters Score: Raw -2642170.779529 + Penalty 3264.846428 = -2638905.933100 nChanged 283 SP:Iteration 20F (1308.820000 sec): 3 clusters Score: Raw -2642234.877747 + Penalty 3264.846428 = -2638970.031318 nChanged 276 SP:Iteration 21Q (1309.140000 sec): 3 clusters Score: Raw -2642300.983507 + Penalty 3264.846428 = -2639036.137079 nChanged 294 SP:Iteration 22Q (1309.400000 sec): 3 clusters Score: Raw -2642378.226940 + Penalty 3264.846428 = -2639113.380512 nChanged 286 SP:Iteration 23Q (1309.680000 sec): 3 clusters Score: Raw -2642461.163520 + Penalty 3264.846428 = -2639196.317092 nChanged 295 SP:Iteration 24Q (1310.020000 sec): 3 clusters Score: Raw -2642546.782932 + Penalty 3264.846428 = -2639281.936504 nChanged 291 SP:Iteration 25Q (1310.320000 sec): 3 clusters Score: Raw -2642624.342761 + Penalty 3264.846428 = -2639359.496333 nChanged 246 SP:Iteration 26Q (1310.720000 sec): 3 clusters Score: Raw -2642692.572015 + Penalty 3264.846428 = -2639427.725587 nChanged 240 SP:Iteration 27Q (1311.010000 sec): 3 clusters Score: Raw -2642758.060138 + Penalty 3264.846428 = -2639493.213710 nChanged 221 SP:Iteration 28Q (1311.350000 sec): 3 clusters Score: Raw -2642818.836818 + Penalty 3264.846428 = -2639553.990390 nChanged 218 SP:Iteration 29Q (1311.640000 sec): 3 clusters Score: Raw -2642880.714761 + Penalty 3264.846428 = -2639615.868332 nChanged 195 SP:Iteration 30Q (1311.900000 sec): 3 clusters Score: Raw -2642936.308171 + Penalty 3264.846428 = -2639671.461743 nChanged 190 SP:Iteration 31Q (1312.260000 sec): 3 clusters Score: Raw -2642991.594254 + Penalty 3264.846428 = -2639726.747825 nChanged 160 SP:Iteration 32Q (1312.550000 sec): 3 clusters Score: Raw -2643038.611049 + Penalty 3264.846428 = -2639773.764621 nChanged 141 SP:Iteration 33Q (1312.870000 sec): 3 clusters Score: Raw -2643082.922626 + Penalty 3264.846428 = -2639818.076198 nChanged 133 SP:Iteration 34Q (1313.170000 sec): 3 clusters Score: Raw -2643120.569121 + Penalty 3264.846428 = -2639855.722693 nChanged 106 SP:Iteration 35Q (1313.520000 sec): 3 clusters Score: Raw -2643147.539497 + Penalty 3264.846428 = -2639882.693068 nChanged 94 SP:Iteration 36Q (1313.800000 sec): 3 clusters Score: Raw -2643170.977665 + Penalty 3264.846428 = -2639906.131236 nChanged 104 SP:Iteration 37Q (1314.080000 sec): 3 clusters Score: Raw -2643198.322488 + Penalty 3264.846428 = -2639933.476059 nChanged 93 SP:Iteration 38Q (1314.380000 sec): 3 clusters Score: Raw -2643219.283242 + Penalty 3264.846428 = -2639954.436814 nChanged 66 SP:Iteration 39Q (1314.680000 sec): 3 clusters Score: Raw -2643235.874202 + Penalty 3264.846428 = -2639971.027774 nChanged 72 SP:Iteration 40F (1314.980000 sec): 3 clusters Score: Raw -2643255.642915 + Penalty 3264.846428 = -2639990.796487 nChanged 76 SP:Iteration 41Q (1315.320000 sec): 3 clusters Score: Raw -2643280.837811 + Penalty 3264.846428 = -2640015.991382 nChanged 79 SP:Iteration 42Q (1315.610000 sec): 3 clusters Score: Raw -2643305.905895 + Penalty 3264.846428 = -2640041.059466 nChanged 72 SP:Iteration 43Q (1315.910000 sec): 3 clusters Score: Raw -2643324.636341 + Penalty 3264.846428 = -2640059.789912 nChanged 53 SP:Iteration 44Q (1316.250000 sec): 3 clusters Score: Raw -2643338.184292 + Penalty 3264.846428 = -2640073.337864 nChanged 44 SP:Iteration 45Q (1316.550000 sec): 3 clusters Score: Raw -2643350.557601 + Penalty 3264.846428 = -2640085.711173 nChanged 38 SP:Iteration 46Q (1316.880000 sec): 3 clusters Score: Raw -2643359.498674 + Penalty 3264.846428 = -2640094.652245 nChanged 28 SP:Iteration 47Q (1317.230000 sec): 3 clusters Score: Raw -2643365.629793 + Penalty 3264.846428 = -2640100.783364 nChanged 20 SP:Iteration 48Q (1317.570000 sec): 3 clusters Score: Raw -2643369.688743 + Penalty 3264.846428 = -2640104.842314 nChanged 18 SP:Iteration 49Q (1317.900000 sec): 3 clusters Score: Raw -2643374.436250 + Penalty 3264.846428 = -2640109.589821 nChanged 25 SP:Iteration 50Q (1318.280000 sec): 3 clusters Score: Raw -2643381.391153 + Penalty 3264.846428 = -2640116.544724 nChanged 20 SP:Iteration 51Q (1318.650000 sec): 3 clusters Score: Raw -2643387.376152 + Penalty 3264.846428 = -2640122.529723 nChanged 22 SP:Iteration 52Q (1318.910000 sec): 3 clusters Score: Raw -2643392.963126 + Penalty 3264.846428 = -2640128.116697 nChanged 19 SP:Iteration 53Q (1319.210000 sec): 3 clusters Score: Raw -2643397.691817 + Penalty 3264.846428 = -2640132.845389 nChanged 16 SP:Iteration 54Q (1319.560000 sec): 3 clusters Score: Raw -2643402.463704 + Penalty 3264.846428 = -2640137.617276 nChanged 10 SP:Iteration 55Q (1319.840000 sec): 3 clusters Score: Raw -2643404.469338 + Penalty 3264.846428 = -2640139.622909 nChanged 5 SP:Iteration 56Q (1320.110000 sec): 3 clusters Score: Raw -2643405.117189 + Penalty 3264.846428 = -2640140.270760 nChanged 2 SP:Iteration 57Q (1320.390000 sec): 3 clusters Score: Raw -2643405.515139 + Penalty 3264.846428 = -2640140.668710 nChanged 1 SP:Iteration 58Q (1320.680000 sec): 3 clusters Score: Raw -2643405.718563 + Penalty 3264.846428 = -2640140.872135 nChanged 3 SP:Iteration 59Q (1320.940000 sec): 3 clusters Score: Raw -2643406.515393 + Penalty 3264.846428 = -2640141.668964 nChanged 6 SP:Iteration 60F (1321.250000 sec): 3 clusters Score: Raw -2643407.154486 + Penalty 3264.846428 = -2640142.308058 nChanged 4 SP:Iteration 61Q (1321.570000 sec): 3 clusters Score: Raw -2643407.600108 + Penalty 3264.846428 = -2640142.753679 nChanged 1 SP:Iteration 62Q (1321.830000 sec): 3 clusters Score: Raw -2643407.669456 + Penalty 3264.846428 = -2640142.823028 nChanged 0 SP:Iteration 63F (1322.150000 sec): 3 clusters Score: Raw -2643407.669456 + Penalty 3264.846428 = -2640142.823028 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 19 (22184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1322.320000 sec): 2 clusters Score: Raw -2553132.314943 + Penalty 1626.158070 = -2551506.156873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1322.610000 sec): 3 clusters Score: Raw -2539681.688165 + Penalty 3252.316141 = -2536429.372024 nChanged 10120 SP:Iteration 1F (1322.860000 sec): 3 clusters Score: Raw -2545217.485446 + Penalty 3252.316141 = -2541965.169305 nChanged 1048 SP:Iteration 2Q (1323.160000 sec): 3 clusters Score: Raw -2545683.528350 + Penalty 3252.316141 = -2542431.212209 nChanged 1151 SP:Iteration 3F (1323.470000 sec): 3 clusters Score: Raw -2546304.982489 + Penalty 3252.316141 = -2543052.666348 nChanged 1256 SP:Iteration 4F (1323.830000 sec): 3 clusters Score: Raw -2546975.480637 + Penalty 3252.316141 = -2543723.164496 nChanged 1357 SP:Iteration 5F (1324.180000 sec): 3 clusters Score: Raw -2547691.780447 + Penalty 3252.316141 = -2544439.464306 nChanged 1408 SP:Iteration 6F (1324.490000 sec): 3 clusters Score: Raw -2548471.838359 + Penalty 3252.316141 = -2545219.522219 nChanged 1387 SP:Iteration 7F (1324.780000 sec): 3 clusters Score: Raw -2549359.231678 + Penalty 3252.316141 = -2546106.915538 nChanged 1382 SP:Iteration 8F (1325.110000 sec): 3 clusters Score: Raw -2550416.982861 + Penalty 3252.316141 = -2547164.666720 nChanged 1251 SP:Iteration 9F (1325.410000 sec): 3 clusters Score: Raw -2551425.826494 + Penalty 3252.316141 = -2548173.510353 nChanged 1028 SP:Iteration 10Q (1325.750000 sec): 3 clusters Score: Raw -2552347.791713 + Penalty 3252.316141 = -2549095.475572 nChanged 769 SP:Iteration 11Q (1326.130000 sec): 3 clusters Score: Raw -2553125.853679 + Penalty 3252.316141 = -2549873.537538 nChanged 505 SP:Iteration 12Q (1326.450000 sec): 3 clusters Score: Raw -2553643.866397 + Penalty 3252.316141 = -2550391.550256 nChanged 366 SP:Iteration 13Q (1326.840000 sec): 3 clusters Score: Raw -2554011.252910 + Penalty 3252.316141 = -2550758.936769 nChanged 240 SP:Iteration 14Q (1327.130000 sec): 3 clusters Score: Raw -2554247.948510 + Penalty 3252.316141 = -2550995.632369 nChanged 171 SP:Iteration 15Q (1327.500000 sec): 3 clusters Score: Raw -2554422.709788 + Penalty 3252.316141 = -2551170.393647 nChanged 114 SP:Iteration 16Q (1327.770000 sec): 3 clusters Score: Raw -2554523.258863 + Penalty 3252.316141 = -2551270.942722 nChanged 93 SP:Iteration 17Q (1328.080000 sec): 3 clusters Score: Raw -2554589.356998 + Penalty 3252.316141 = -2551337.040858 nChanged 60 SP:Iteration 18Q (1328.390000 sec): 3 clusters Score: Raw -2554620.870962 + Penalty 3252.316141 = -2551368.554822 nChanged 48 SP:Iteration 19Q (1328.640000 sec): 3 clusters Score: Raw -2554660.508269 + Penalty 3252.316141 = -2551408.192128 nChanged 44 SP:Iteration 20F (1328.930000 sec): 3 clusters Score: Raw -2554696.168803 + Penalty 3252.316141 = -2551443.852662 nChanged 38 SP:Iteration 21Q (1329.230000 sec): 3 clusters Score: Raw -2554720.634488 + Penalty 3252.316141 = -2551468.318347 nChanged 33 SP:Iteration 22Q (1329.570000 sec): 3 clusters Score: Raw -2554735.380421 + Penalty 3252.316141 = -2551483.064280 nChanged 18 SP:Iteration 23Q (1329.770000 sec): 3 clusters Score: Raw -2554742.776578 + Penalty 3252.316141 = -2551490.460437 nChanged 15 SP:Iteration 24Q (1330.070000 sec): 3 clusters Score: Raw -2554748.185808 + Penalty 3252.316141 = -2551495.869667 nChanged 14 SP:Iteration 25Q (1330.340000 sec): 3 clusters Score: Raw -2554752.590927 + Penalty 3252.316141 = -2551500.274786 nChanged 5 SP:Iteration 26Q (1330.670000 sec): 3 clusters Score: Raw -2554753.922018 + Penalty 3252.316141 = -2551501.605877 nChanged 6 SP:Iteration 27Q (1330.930000 sec): 3 clusters Score: Raw -2554755.128040 + Penalty 3252.316141 = -2551502.811899 nChanged 3 SP:Iteration 28Q (1331.240000 sec): 3 clusters Score: Raw -2554755.842894 + Penalty 3252.316141 = -2551503.526753 nChanged 1 SP:Iteration 29Q (1331.540000 sec): 3 clusters Score: Raw -2554755.949612 + Penalty 3252.316141 = -2551503.633471 nChanged 0 SP:Iteration 30F (1331.910000 sec): 3 clusters Score: Raw -2554755.949612 + Penalty 3252.316141 = -2551503.633471 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 20 (1611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1332.040000 sec): 2 clusters Score: Raw -159691.576679 + Penalty 1199.999187 = -158491.577492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1332.200000 sec): 3 clusters Score: Raw -159081.987959 + Penalty 2399.998375 = -156681.989585 nChanged 532 SP:Iteration 1F (1332.400000 sec): 3 clusters Score: Raw -159566.583564 + Penalty 2399.998375 = -157166.585190 nChanged 160 SP:Iteration 2F (1332.570000 sec): 3 clusters Score: Raw -159731.763111 + Penalty 2399.998375 = -157331.764737 nChanged 95 SP:Iteration 3F (1332.720000 sec): 3 clusters Score: Raw -159810.846724 + Penalty 2399.998375 = -157410.848350 nChanged 46 SP:Iteration 4Q (1332.900000 sec): 3 clusters Score: Raw -159849.898974 + Penalty 2399.998375 = -157449.900599 nChanged 30 SP:Iteration 5Q (1333.060000 sec): 3 clusters Score: Raw -159873.406469 + Penalty 2399.998375 = -157473.408094 nChanged 19 SP:Iteration 6Q (1333.280000 sec): 3 clusters Score: Raw -159887.849287 + Penalty 2399.998375 = -157487.850913 nChanged 15 SP:Iteration 7Q (1333.430000 sec): 3 clusters Score: Raw -159901.381358 + Penalty 2399.998375 = -157501.382984 nChanged 14 SP:Iteration 8Q (1333.610000 sec): 3 clusters Score: Raw -159912.688168 + Penalty 2399.998375 = -157512.689793 nChanged 11 SP:Iteration 9Q (1333.790000 sec): 3 clusters Score: Raw -159921.109784 + Penalty 2399.998375 = -157521.111410 nChanged 9 SP:Iteration 10Q (1333.970000 sec): 3 clusters Score: Raw -159927.892760 + Penalty 2399.998375 = -157527.894386 nChanged 9 SP:Iteration 11Q (1334.200000 sec): 3 clusters Score: Raw -159935.174514 + Penalty 2399.998375 = -157535.176140 nChanged 6 SP:Iteration 12Q (1334.420000 sec): 3 clusters Score: Raw -159938.635071 + Penalty 2399.998375 = -157538.636696 nChanged 5 SP:Iteration 13Q (1334.620000 sec): 3 clusters Score: Raw -159940.601370 + Penalty 2399.998375 = -157540.602995 nChanged 6 SP:Iteration 14Q (1334.790000 sec): 3 clusters Score: Raw -159943.364815 + Penalty 2399.998375 = -157543.366441 nChanged 4 SP:Iteration 15Q (1334.970000 sec): 3 clusters Score: Raw -159946.942933 + Penalty 2399.998375 = -157546.944559 nChanged 7 SP:Iteration 16Q (1335.160000 sec): 3 clusters Score: Raw -159950.019339 + Penalty 2399.998375 = -157550.020964 nChanged 7 SP:Iteration 17Q (1335.370000 sec): 3 clusters Score: Raw -159952.944271 + Penalty 2399.998375 = -157552.945897 nChanged 7 SP:Iteration 18Q (1335.560000 sec): 3 clusters Score: Raw -159956.002256 + Penalty 2399.998375 = -157556.003881 nChanged 4 SP:Iteration 19Q (1335.740000 sec): 3 clusters Score: Raw -159958.312401 + Penalty 2399.998375 = -157558.314027 nChanged 2 SP:Iteration 20F (1335.940000 sec): 3 clusters Score: Raw -159959.366834 + Penalty 2399.998375 = -157559.368459 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 21 (2135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1336.080000 sec): 2 clusters Score: Raw -226810.043829 + Penalty 1245.761063 = -225564.282766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1336.240000 sec): 3 clusters Score: Raw -225977.627880 + Penalty 2491.522126 = -223486.105754 nChanged 797 SP:Iteration 1F (1336.440000 sec): 3 clusters Score: Raw -226878.430560 + Penalty 2491.522126 = -224386.908434 nChanged 222 SP:Iteration 2F (1336.580000 sec): 3 clusters Score: Raw -227329.261705 + Penalty 2491.522126 = -224837.739579 nChanged 210 SP:Iteration 3F (1336.750000 sec): 3 clusters Score: Raw -227903.995995 + Penalty 2491.522126 = -225412.473869 nChanged 193 SP:Iteration 4F (1336.920000 sec): 3 clusters Score: Raw -228624.722258 + Penalty 2491.522126 = -226133.200132 nChanged 132 SP:Iteration 5F (1337.100000 sec): 3 clusters Score: Raw -228940.132484 + Penalty 2491.522126 = -226448.610359 nChanged 84 SP:Iteration 6Q (1337.240000 sec): 3 clusters Score: Raw -229064.853369 + Penalty 2491.522126 = -226573.331243 nChanged 69 SP:Iteration 7Q (1337.410000 sec): 3 clusters Score: Raw -229170.137605 + Penalty 2491.522126 = -226678.615479 nChanged 50 SP:Iteration 8Q (1337.570000 sec): 3 clusters Score: Raw -229253.757289 + Penalty 2491.522126 = -226762.235164 nChanged 44 SP:Iteration 9Q (1337.710000 sec): 3 clusters Score: Raw -229319.669930 + Penalty 2491.522126 = -226828.147804 nChanged 34 SP:Iteration 10Q (1337.810000 sec): 3 clusters Score: Raw -229395.001195 + Penalty 2491.522126 = -226903.479069 nChanged 30 SP:Iteration 11Q (1337.950000 sec): 3 clusters Score: Raw -229449.818827 + Penalty 2491.522126 = -226958.296701 nChanged 19 SP:Iteration 12Q (1338.100000 sec): 3 clusters Score: Raw -229500.180329 + Penalty 2491.522126 = -227008.658203 nChanged 14 SP:Iteration 13Q (1338.190000 sec): 3 clusters Score: Raw -229522.851140 + Penalty 2491.522126 = -227031.329014 nChanged 15 SP:Iteration 14Q (1338.340000 sec): 3 clusters Score: Raw -229558.284018 + Penalty 2491.522126 = -227066.761892 nChanged 17 SP:Iteration 15Q (1338.480000 sec): 3 clusters Score: Raw -229612.280106 + Penalty 2491.522126 = -227120.757980 nChanged 16 SP:Iteration 16Q (1338.580000 sec): 3 clusters Score: Raw -229737.262971 + Penalty 2491.522126 = -227245.740845 nChanged 22 SP:Iteration 17Q (1338.720000 sec): 3 clusters Score: Raw -229938.367221 + Penalty 2491.522126 = -227446.845095 nChanged 7 SP:Iteration 18Q (1338.860000 sec): 3 clusters Score: Raw -229957.138215 + Penalty 2491.522126 = -227465.616089 nChanged 2 SP:Iteration 19Q (1339.010000 sec): 3 clusters Score: Raw -229982.311881 + Penalty 2491.522126 = -227490.789755 nChanged 3 SP:Iteration 20F (1339.100000 sec): 3 clusters Score: Raw -230155.934561 + Penalty 2491.522126 = -227664.412435 nChanged 30 SP:Iteration 21Q (1339.250000 sec): 3 clusters Score: Raw -230895.917694 + Penalty 2491.522126 = -228404.395568 nChanged 22 SP:Iteration 22Q (1339.390000 sec): 3 clusters Score: Raw -231422.796524 + Penalty 2491.522126 = -228931.274398 nChanged 9 SP:Iteration 23Q (1339.540000 sec): 3 clusters Score: Raw -231435.426157 + Penalty 2491.522126 = -228943.904031 nChanged 6 SP:Iteration 24Q (1339.680000 sec): 3 clusters Score: Raw -231458.255926 + Penalty 2491.522126 = -228966.733800 nChanged 7 SP:Iteration 25Q (1339.820000 sec): 3 clusters Score: Raw -231485.842817 + Penalty 2491.522126 = -228994.320691 nChanged 11 SP:Iteration 26Q (1339.960000 sec): 3 clusters Score: Raw -231497.383788 + Penalty 2491.522126 = -229005.861662 nChanged 3 SP:Iteration 27Q (1340.060000 sec): 3 clusters Score: Raw -231498.905765 + Penalty 2491.522126 = -229007.383640 nChanged 1 SP:Iteration 28Q (1340.200000 sec): 3 clusters Score: Raw -231499.329926 + Penalty 2491.522126 = -229007.807800 nChanged 1 SP:Iteration 29Q (1340.350000 sec): 3 clusters Score: Raw -231499.898153 + Penalty 2491.522126 = -229008.376027 nChanged 2 SP:Iteration 30Q (1340.440000 sec): 3 clusters Score: Raw -231501.421620 + Penalty 2491.522126 = -229009.899494 nChanged 1 SP:Iteration 31Q (1340.590000 sec): 3 clusters Score: Raw -231501.771196 + Penalty 2491.522126 = -229010.249070 nChanged 2 SP:Iteration 32Q (1340.730000 sec): 3 clusters Score: Raw -231502.913602 + Penalty 2491.522126 = -229011.391476 nChanged 1 SP:Iteration 33Q (1340.880000 sec): 3 clusters Score: Raw -231503.308629 + Penalty 2491.522126 = -229011.786503 nChanged 1 SP:Iteration 34Q (1340.970000 sec): 3 clusters Score: Raw -231503.607142 + Penalty 2491.522126 = -229012.085016 nChanged 2 SP:Iteration 35Q (1341.120000 sec): 3 clusters Score: Raw -231504.285782 + Penalty 2491.522126 = -229012.763656 nChanged 1 SP:Iteration 36Q (1341.260000 sec): 3 clusters Score: Raw -231504.655239 + Penalty 2491.522126 = -229013.133113 nChanged 1 SP:Iteration 37Q (1341.360000 sec): 3 clusters Score: Raw -231505.334794 + Penalty 2491.522126 = -229013.812669 nChanged 0 SP:Iteration 38F (1341.500000 sec): 3 clusters Score: Raw -231507.577454 + Penalty 2491.522126 = -229016.055328 nChanged 1 SP:Iteration 39Q (1341.640000 sec): 3 clusters Score: Raw -231508.564018 + Penalty 2491.522126 = -229017.041892 nChanged 2 SP:Iteration 40F (1341.790000 sec): 3 clusters Score: Raw -231509.081489 + Penalty 2491.522126 = -229017.559363 nChanged 2 SP:Iteration 41Q (1341.880000 sec): 3 clusters Score: Raw -231510.146029 + Penalty 2491.522126 = -229018.623903 nChanged 2 SP:Iteration 42Q (1342.020000 sec): 3 clusters Score: Raw -231510.816863 + Penalty 2491.522126 = -229019.294737 nChanged 1 SP:Iteration 43Q (1342.170000 sec): 3 clusters Score: Raw -231511.054036 + Penalty 2491.522126 = -229019.531910 nChanged 0 SP:Iteration 44F (1342.260000 sec): 3 clusters Score: Raw -231511.054036 + Penalty 2491.522126 = -229019.531910 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 22 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1342.360000 sec): 2 clusters Score: Raw -151147.048865 + Penalty 1166.141361 = -149980.907503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1342.580000 sec): 3 clusters Score: Raw -150679.698098 + Penalty 2332.282723 = -148347.415375 nChanged 403 SP:Iteration 1F (1342.750000 sec): 3 clusters Score: Raw -150980.430238 + Penalty 2332.282723 = -148648.147515 nChanged 89 SP:Iteration 2F (1342.920000 sec): 3 clusters Score: Raw -151049.539499 + Penalty 2332.282723 = -148717.256776 nChanged 48 SP:Iteration 3Q (1343.090000 sec): 3 clusters Score: Raw -151088.543315 + Penalty 2332.282723 = -148756.260593 nChanged 31 SP:Iteration 4Q (1343.260000 sec): 3 clusters Score: Raw -151115.236722 + Penalty 2332.282723 = -148782.953999 nChanged 21 SP:Iteration 5Q (1343.460000 sec): 3 clusters Score: Raw -151130.935595 + Penalty 2332.282723 = -148798.652872 nChanged 20 SP:Iteration 6Q (1343.610000 sec): 3 clusters Score: Raw -151145.003675 + Penalty 2332.282723 = -148812.720952 nChanged 13 SP:Iteration 7Q (1343.790000 sec): 3 clusters Score: Raw -151155.039415 + Penalty 2332.282723 = -148822.756692 nChanged 3 SP:Iteration 8Q (1343.980000 sec): 3 clusters Score: Raw -151158.078291 + Penalty 2332.282723 = -148825.795568 nChanged 5 SP:Iteration 9Q (1344.160000 sec): 3 clusters Score: Raw -151160.544999 + Penalty 2332.282723 = -148828.262276 nChanged 1 SP:Iteration 10Q (1344.350000 sec): 3 clusters Score: Raw -151161.366956 + Penalty 2332.282723 = -148829.084233 nChanged 1 SP:Iteration 11Q (1344.560000 sec): 3 clusters Score: Raw -151161.684536 + Penalty 2332.282723 = -148829.401813 nChanged 1 SP:Iteration 12Q (1344.760000 sec): 3 clusters Score: Raw -151162.167278 + Penalty 2332.282723 = -148829.884555 nChanged 1 SP:Iteration 13Q (1344.950000 sec): 3 clusters Score: Raw -151163.362688 + Penalty 2332.282723 = -148831.079965 nChanged 1 SP:Iteration 14Q (1345.160000 sec): 3 clusters Score: Raw -151163.506306 + Penalty 2332.282723 = -148831.223583 nChanged 0 SP:Iteration 15F (1345.350000 sec): 3 clusters Score: Raw -151163.506306 + Penalty 2332.282723 = -148831.223583 nChanged 0 Iteration 59Q (1361.930000 sec): 27 clusters Score: Raw -51061639.351306 + Penalty 55103.196386 = -51006536.154920 nChanged 292 Iteration 60F (1391.200000 sec): 27 clusters Score: Raw -51061909.507595 + Penalty 55103.196386 = -51006806.311209 nChanged 446 Iteration 61Q (1406.670000 sec): 27 clusters Score: Raw -51062049.664240 + Penalty 55103.196386 = -51006946.467854 nChanged 231 Iteration 62Q (1421.650000 sec): 27 clusters Score: Raw -51062136.850623 + Penalty 55103.196386 = -51007033.654237 nChanged 155 Iteration 63Q (1438.510000 sec): 27 clusters Score: Raw -51062216.631179 + Penalty 55103.196386 = -51007113.434793 nChanged 139 Iteration 64Q (1456.620000 sec): 27 clusters Score: Raw -51062275.649897 + Penalty 55103.196386 = -51007172.453511 nChanged 141 Iteration 65Q (1474.800000 sec): 27 clusters Score: Raw -51062306.579507 + Penalty 55103.196386 = -51007203.383121 nChanged 112 Iteration 66Q (1492.690000 sec): 27 clusters Score: Raw -51062320.935900 + Penalty 55103.196386 = -51007217.739514 nChanged 93 Iteration 67Q (1510.210000 sec): 27 clusters Score: Raw -51062336.328037 + Penalty 55103.196386 = -51007233.131651 nChanged 94 Iteration 68Q (1534.910000 sec): 27 clusters Score: Raw -51062357.226040 + Penalty 55103.196386 = -51007254.029654 nChanged 86 Iteration 69Q (1552.110000 sec): 27 clusters Score: Raw -51062394.009737 + Penalty 55103.196386 = -51007290.813351 nChanged 89 Iteration 70Q (1568.540000 sec): 27 clusters Score: Raw -51062472.726759 + Penalty 55103.196386 = -51007369.530373 nChanged 116 Iteration 71Q (1583.400000 sec): 27 clusters Score: Raw -51062802.562204 + Penalty 55103.196386 = -51007699.365819 nChanged 93 Iteration 72Q (1599.890000 sec): 27 clusters Score: Raw -51063125.158710 + Penalty 55103.196386 = -51008021.962324 nChanged 66 Iteration 73Q (1616.170000 sec): 27 clusters Score: Raw -51063146.739534 + Penalty 55103.196386 = -51008043.543149 nChanged 55 Iteration 74Q (1632.830000 sec): 27 clusters Score: Raw -51063151.753171 + Penalty 55103.196386 = -51008048.556785 nChanged 40 Iteration 75Q (1649.220000 sec): 27 clusters Score: Raw -51063153.483860 + Penalty 55103.196386 = -51008050.287474 nChanged 43 Iteration 76Q (1669.790000 sec): 27 clusters Score: Raw -51063155.988404 + Penalty 55103.196386 = -51008052.792018 nChanged 50 Iteration 77Q (1686.450000 sec): 27 clusters Score: Raw -51063158.930449 + Penalty 55103.196386 = -51008055.734064 nChanged 39 Iteration 78Q (1702.000000 sec): 27 clusters Score: Raw -51063162.113790 + Penalty 55103.196386 = -51008058.917404 nChanged 40 Iteration 79Q (1718.670000 sec): 27 clusters Score: Raw -51063164.528665 + Penalty 55103.196386 = -51008061.332279 nChanged 27 Iteration 80F (1743.600000 sec): 27 clusters Score: Raw -51063270.947806 + Penalty 55103.196386 = -51008167.751421 nChanged 58 Iteration 81Q (1760.590000 sec): 27 clusters Score: Raw -51063564.513773 + Penalty 55103.196386 = -51008461.317387 nChanged 53 Iteration 82Q (1777.500000 sec): 27 clusters Score: Raw -51063749.901655 + Penalty 55103.196386 = -51008646.705269 nChanged 27 Iteration 83Q (1794.230000 sec): 27 clusters Score: Raw -51063760.372038 + Penalty 55103.196386 = -51008657.175652 nChanged 19 Iteration 84Q (1815.570000 sec): 27 clusters Score: Raw -51063761.360849 + Penalty 55103.196386 = -51008658.164463 nChanged 21 Iteration 85Q (1832.640000 sec): 27 clusters Score: Raw -51063761.958067 + Penalty 55103.196386 = -51008658.761682 nChanged 11 Iteration 86Q (1849.140000 sec): 27 clusters Score: Raw -51063762.209900 + Penalty 55103.196386 = -51008659.013514 nChanged 13 Iteration 87Q (1865.910000 sec): 27 clusters Score: Raw -51063762.473951 + Penalty 55103.196386 = -51008659.277565 nChanged 10 Iteration 88Q (1881.980000 sec): 27 clusters Score: Raw -51063762.712870 + Penalty 55103.196386 = -51008659.516484 nChanged 8 Iteration 89Q (1899.130000 sec): 27 clusters Score: Raw -51063762.984438 + Penalty 55103.196386 = -51008659.788052 nChanged 12 Iteration 90Q (1915.260000 sec): 27 clusters Score: Raw -51063763.201390 + Penalty 55103.196386 = -51008660.005005 nChanged 7 Iteration 91Q (1932.000000 sec): 27 clusters Score: Raw -51063763.289701 + Penalty 55103.196386 = -51008660.093315 nChanged 5 Iteration 92Q (1952.570000 sec): 27 clusters Score: Raw -51063763.374533 + Penalty 55103.196386 = -51008660.178147 nChanged 3 Iteration 93Q (1969.390000 sec): 27 clusters Score: Raw -51063763.406195 + Penalty 55103.196386 = -51008660.209809 nChanged 4 Iteration 94Q (1985.070000 sec): 27 clusters Score: Raw -51063763.457067 + Penalty 55103.196386 = -51008660.260682 nChanged 2 Iteration 95Q (2001.290000 sec): 27 clusters Score: Raw -51063763.481051 + Penalty 55103.196386 = -51008660.284665 nChanged 1 Iteration 96Q (2017.460000 sec): 27 clusters Score: Raw -51063763.489643 + Penalty 55103.196386 = -51008660.293258 nChanged 0 Iteration 97F (2041.390000 sec): 27 clusters Score: Raw -51063763.489643 + Penalty 55103.196386 = -51008660.293258 nChanged 0 Compute initial score before splitting: Score: Raw -51063763.489643 + Penalty 55103.196386 = -51008660.293258 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 1 (3553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.480000 sec): 2 clusters Score: Raw -399181.349582 + Penalty 1328.526484 = -397852.823098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.720000 sec): 3 clusters Score: Raw -397428.586826 + Penalty 2657.052969 = -394771.533857 nChanged 1377 SP:Iteration 1F (2041.920000 sec): 3 clusters Score: Raw -398170.356088 + Penalty 2657.052969 = -395513.303120 nChanged 240 SP:Iteration 2F (2042.140000 sec): 3 clusters Score: Raw -398312.779679 + Penalty 2657.052969 = -395655.726710 nChanged 160 SP:Iteration 3Q (2042.300000 sec): 3 clusters Score: Raw -398395.673095 + Penalty 2657.052969 = -395738.620126 nChanged 125 SP:Iteration 4Q (2042.520000 sec): 3 clusters Score: Raw -398451.380508 + Penalty 2657.052969 = -395794.327540 nChanged 100 SP:Iteration 5Q (2042.690000 sec): 3 clusters Score: Raw -398494.132345 + Penalty 2657.052969 = -395837.079376 nChanged 98 SP:Iteration 6Q (2042.860000 sec): 3 clusters Score: Raw -398535.912923 + Penalty 2657.052969 = -395878.859954 nChanged 84 SP:Iteration 7Q (2043.050000 sec): 3 clusters Score: Raw -398571.722038 + Penalty 2657.052969 = -395914.669069 nChanged 72 SP:Iteration 8Q (2043.270000 sec): 3 clusters Score: Raw -398606.093426 + Penalty 2657.052969 = -395949.040457 nChanged 79 SP:Iteration 9Q (2043.440000 sec): 3 clusters Score: Raw -398641.752112 + Penalty 2657.052969 = -395984.699143 nChanged 64 SP:Iteration 10Q (2043.590000 sec): 3 clusters Score: Raw -398671.887774 + Penalty 2657.052969 = -396014.834805 nChanged 76 SP:Iteration 11Q (2043.750000 sec): 3 clusters Score: Raw -398707.566969 + Penalty 2657.052969 = -396050.514001 nChanged 67 SP:Iteration 12Q (2043.940000 sec): 3 clusters Score: Raw -398738.958770 + Penalty 2657.052969 = -396081.905801 nChanged 80 SP:Iteration 13Q (2044.160000 sec): 3 clusters Score: Raw -398784.233003 + Penalty 2657.052969 = -396127.180034 nChanged 81 SP:Iteration 14Q (2044.350000 sec): 3 clusters Score: Raw -398837.591140 + Penalty 2657.052969 = -396180.538171 nChanged 81 SP:Iteration 15Q (2044.550000 sec): 3 clusters Score: Raw -398897.134646 + Penalty 2657.052969 = -396240.081678 nChanged 74 SP:Iteration 16Q (2044.710000 sec): 3 clusters Score: Raw -398946.623031 + Penalty 2657.052969 = -396289.570062 nChanged 71 SP:Iteration 17Q (2044.900000 sec): 3 clusters Score: Raw -398996.064109 + Penalty 2657.052969 = -396339.011140 nChanged 70 SP:Iteration 18Q (2045.100000 sec): 3 clusters Score: Raw -399046.178419 + Penalty 2657.052969 = -396389.125450 nChanged 56 SP:Iteration 19Q (2045.280000 sec): 3 clusters Score: Raw -399090.800639 + Penalty 2657.052969 = -396433.747670 nChanged 53 SP:Iteration 20F (2045.470000 sec): 3 clusters Score: Raw -399122.695838 + Penalty 2657.052969 = -396465.642869 nChanged 34 SP:Iteration 21Q (2045.630000 sec): 3 clusters Score: Raw -399148.298740 + Penalty 2657.052969 = -396491.245771 nChanged 30 SP:Iteration 22Q (2045.860000 sec): 3 clusters Score: Raw -399168.444834 + Penalty 2657.052969 = -396511.391866 nChanged 30 SP:Iteration 23Q (2046.010000 sec): 3 clusters Score: Raw -399191.241574 + Penalty 2657.052969 = -396534.188605 nChanged 17 SP:Iteration 24Q (2046.230000 sec): 3 clusters Score: Raw -399202.968309 + Penalty 2657.052969 = -396545.915340 nChanged 18 SP:Iteration 25Q (2046.430000 sec): 3 clusters Score: Raw -399215.031976 + Penalty 2657.052969 = -396557.979007 nChanged 16 SP:Iteration 26Q (2046.630000 sec): 3 clusters Score: Raw -399225.593312 + Penalty 2657.052969 = -396568.540343 nChanged 12 SP:Iteration 27Q (2046.820000 sec): 3 clusters Score: Raw -399233.397108 + Penalty 2657.052969 = -396576.344140 nChanged 10 SP:Iteration 28Q (2047.000000 sec): 3 clusters Score: Raw -399238.967030 + Penalty 2657.052969 = -396581.914062 nChanged 6 SP:Iteration 29Q (2047.190000 sec): 3 clusters Score: Raw -399243.411118 + Penalty 2657.052969 = -396586.358149 nChanged 4 SP:Iteration 30Q (2047.400000 sec): 3 clusters Score: Raw -399247.630884 + Penalty 2657.052969 = -396590.577916 nChanged 6 SP:Iteration 31Q (2047.610000 sec): 3 clusters Score: Raw -399249.847785 + Penalty 2657.052969 = -396592.794817 nChanged 2 SP:Iteration 32Q (2047.810000 sec): 3 clusters Score: Raw -399250.284067 + Penalty 2657.052969 = -396593.231099 nChanged 1 SP:Iteration 33Q (2047.990000 sec): 3 clusters Score: Raw -399250.910251 + Penalty 2657.052969 = -396593.857282 nChanged 1 SP:Iteration 34Q (2048.160000 sec): 3 clusters Score: Raw -399252.165359 + Penalty 2657.052969 = -396595.112390 nChanged 0 SP:Iteration 35F (2048.330000 sec): 3 clusters Score: Raw -399252.165359 + Penalty 2657.052969 = -396595.112390 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 2 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2048.470000 sec): 2 clusters Score: Raw -58423.066478 + Penalty 1018.420089 = -57404.646389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2048.650000 sec): 3 clusters Score: Raw -58321.052161 + Penalty 2036.840178 = -56284.211983 nChanged 117 SP:Iteration 1F (2048.780000 sec): 3 clusters Score: Raw -58480.934959 + Penalty 2036.840178 = -56444.094780 nChanged 32 SP:Iteration 2F (2048.990000 sec): 3 clusters Score: Raw -58534.890480 + Penalty 2036.840178 = -56498.050302 nChanged 15 SP:Iteration 3Q (2049.170000 sec): 3 clusters Score: Raw -58558.996510 + Penalty 2036.840178 = -56522.156332 nChanged 10 SP:Iteration 4Q (2049.330000 sec): 3 clusters Score: Raw -58578.865227 + Penalty 2036.840178 = -56542.025048 nChanged 5 SP:Iteration 5Q (2049.530000 sec): 3 clusters Score: Raw -58586.383043 + Penalty 2036.840178 = -56549.542864 nChanged 5 SP:Iteration 6Q (2049.710000 sec): 3 clusters Score: Raw -58593.866667 + Penalty 2036.840178 = -56557.026489 nChanged 1 SP:Iteration 7Q (2049.960000 sec): 3 clusters Score: Raw -58595.067568 + Penalty 2036.840178 = -56558.227389 nChanged 0 SP:Iteration 8F (2050.090000 sec): 3 clusters Score: Raw -58595.067568 + Penalty 2036.840178 = -56558.227389 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 3 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2050.190000 sec): 2 clusters Score: Raw -66391.920505 + Penalty 1030.308387 = -65361.612118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2050.370000 sec): 3 clusters Score: Raw -66264.895521 + Penalty 2060.616774 = -64204.278747 nChanged 130 SP:Iteration 1F (2050.560000 sec): 3 clusters Score: Raw -66454.473299 + Penalty 2060.616774 = -64393.856525 nChanged 30 SP:Iteration 2F (2050.740000 sec): 3 clusters Score: Raw -66498.809140 + Penalty 2060.616774 = -64438.192366 nChanged 20 SP:Iteration 3Q (2050.890000 sec): 3 clusters Score: Raw -66531.375910 + Penalty 2060.616774 = -64470.759136 nChanged 15 SP:Iteration 4Q (2051.080000 sec): 3 clusters Score: Raw -66552.650599 + Penalty 2060.616774 = -64492.033826 nChanged 6 SP:Iteration 5Q (2051.280000 sec): 3 clusters Score: Raw -66558.609788 + Penalty 2060.616774 = -64497.993014 nChanged 2 SP:Iteration 6Q (2051.440000 sec): 3 clusters Score: Raw -66563.951253 + Penalty 2060.616774 = -64503.334479 nChanged 3 SP:Iteration 7Q (2051.630000 sec): 3 clusters Score: Raw -66567.075053 + Penalty 2060.616774 = -64506.458279 nChanged 2 SP:Iteration 8Q (2051.790000 sec): 3 clusters Score: Raw -66568.720232 + Penalty 2060.616774 = -64508.103458 nChanged 2 SP:Iteration 9Q (2051.970000 sec): 3 clusters Score: Raw -66571.832306 + Penalty 2060.616774 = -64511.215533 nChanged 0 SP:Iteration 10F (2052.140000 sec): 3 clusters Score: Raw -66571.832306 + Penalty 2060.616774 = -64511.215533 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 4 (6898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2052.270000 sec): 2 clusters Score: Raw -780624.230722 + Penalty 1436.335354 = -779187.895368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2052.450000 sec): 3 clusters Score: Raw -776873.369020 + Penalty 2872.670708 = -774000.698312 nChanged 2908 SP:Iteration 1F (2052.690000 sec): 3 clusters Score: Raw -778365.200094 + Penalty 2872.670708 = -775492.529386 nChanged 405 SP:Iteration 2F (2052.870000 sec): 3 clusters Score: Raw -778534.726212 + Penalty 2872.670708 = -775662.055504 nChanged 314 SP:Iteration 3Q (2053.050000 sec): 3 clusters Score: Raw -778648.728830 + Penalty 2872.670708 = -775776.058122 nChanged 225 SP:Iteration 4Q (2053.290000 sec): 3 clusters Score: Raw -778727.877855 + Penalty 2872.670708 = -775855.207147 nChanged 207 SP:Iteration 5Q (2053.430000 sec): 3 clusters Score: Raw -778795.792331 + Penalty 2872.670708 = -775923.121623 nChanged 159 SP:Iteration 6Q (2053.600000 sec): 3 clusters Score: Raw -778847.003346 + Penalty 2872.670708 = -775974.332638 nChanged 130 SP:Iteration 7Q (2053.830000 sec): 3 clusters Score: Raw -778884.022904 + Penalty 2872.670708 = -776011.352197 nChanged 109 SP:Iteration 8Q (2054.010000 sec): 3 clusters Score: Raw -778915.541844 + Penalty 2872.670708 = -776042.871136 nChanged 112 SP:Iteration 9Q (2054.240000 sec): 3 clusters Score: Raw -778950.298680 + Penalty 2872.670708 = -776077.627972 nChanged 137 SP:Iteration 10Q (2054.480000 sec): 3 clusters Score: Raw -778991.829432 + Penalty 2872.670708 = -776119.158724 nChanged 135 SP:Iteration 11Q (2054.700000 sec): 3 clusters Score: Raw -779038.202200 + Penalty 2872.670708 = -776165.531492 nChanged 150 SP:Iteration 12Q (2054.870000 sec): 3 clusters Score: Raw -779098.362569 + Penalty 2872.670708 = -776225.691861 nChanged 193 SP:Iteration 13Q (2055.060000 sec): 3 clusters Score: Raw -779178.608341 + Penalty 2872.670708 = -776305.937633 nChanged 203 SP:Iteration 14Q (2055.310000 sec): 3 clusters Score: Raw -779268.024647 + Penalty 2872.670708 = -776395.353939 nChanged 218 SP:Iteration 15Q (2055.550000 sec): 3 clusters Score: Raw -779384.285747 + Penalty 2872.670708 = -776511.615040 nChanged 294 SP:Iteration 16Q (2055.750000 sec): 3 clusters Score: Raw -779556.175667 + Penalty 2872.670708 = -776683.504959 nChanged 286 SP:Iteration 17Q (2055.960000 sec): 3 clusters Score: Raw -779744.104732 + Penalty 2872.670708 = -776871.434025 nChanged 297 SP:Iteration 18Q (2056.140000 sec): 3 clusters Score: Raw -779958.783148 + Penalty 2872.670708 = -777086.112440 nChanged 272 SP:Iteration 19Q (2056.350000 sec): 3 clusters Score: Raw -780190.913498 + Penalty 2872.670708 = -777318.242791 nChanged 230 SP:Iteration 20F (2056.560000 sec): 3 clusters Score: Raw -780388.326003 + Penalty 2872.670708 = -777515.655295 nChanged 172 SP:Iteration 21Q (2056.770000 sec): 3 clusters Score: Raw -780521.800285 + Penalty 2872.670708 = -777649.129577 nChanged 117 SP:Iteration 22Q (2057.020000 sec): 3 clusters Score: Raw -780621.996916 + Penalty 2872.670708 = -777749.326208 nChanged 80 SP:Iteration 23Q (2057.250000 sec): 3 clusters Score: Raw -780695.075150 + Penalty 2872.670708 = -777822.404442 nChanged 60 SP:Iteration 24Q (2057.470000 sec): 3 clusters Score: Raw -780762.079563 + Penalty 2872.670708 = -777889.408855 nChanged 37 SP:Iteration 25Q (2057.660000 sec): 3 clusters Score: Raw -780801.984252 + Penalty 2872.670708 = -777929.313544 nChanged 24 SP:Iteration 26Q (2057.890000 sec): 3 clusters Score: Raw -780823.690879 + Penalty 2872.670708 = -777951.020171 nChanged 12 SP:Iteration 27Q (2058.110000 sec): 3 clusters Score: Raw -780837.361077 + Penalty 2872.670708 = -777964.690369 nChanged 13 SP:Iteration 28Q (2058.340000 sec): 3 clusters Score: Raw -780850.935707 + Penalty 2872.670708 = -777978.264999 nChanged 7 SP:Iteration 29Q (2058.550000 sec): 3 clusters Score: Raw -780857.960360 + Penalty 2872.670708 = -777985.289652 nChanged 1 SP:Iteration 30Q (2058.730000 sec): 3 clusters Score: Raw -780858.423066 + Penalty 2872.670708 = -777985.752358 nChanged 0 SP:Iteration 31F (2058.960000 sec): 3 clusters Score: Raw -780858.423066 + Penalty 2872.670708 = -777985.752358 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 5 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2059.030000 sec): 2 clusters Score: Raw -35061.618134 + Penalty 945.763476 = -34115.854658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2059.220000 sec): 3 clusters Score: Raw -35063.337135 + Penalty 1891.526952 = -33171.810183 nChanged 73 SP:Iteration 1F (2059.430000 sec): 3 clusters Score: Raw -35262.702310 + Penalty 1891.526952 = -33371.175358 nChanged 22 SP:Iteration 2F (2059.590000 sec): 3 clusters Score: Raw -35339.381564 + Penalty 1891.526952 = -33447.854612 nChanged 16 SP:Iteration 3Q (2059.750000 sec): 3 clusters Score: Raw -35414.140214 + Penalty 1891.526952 = -33522.613262 nChanged 4 SP:Iteration 4Q (2059.940000 sec): 3 clusters Score: Raw -35424.527117 + Penalty 1891.526952 = -33533.000164 nChanged 5 SP:Iteration 5Q (2060.170000 sec): 3 clusters Score: Raw -35438.590055 + Penalty 1891.526952 = -33547.063103 nChanged 5 SP:Iteration 6Q (2060.300000 sec): 3 clusters Score: Raw -35448.087011 + Penalty 1891.526952 = -33556.560059 nChanged 3 SP:Iteration 7Q (2060.450000 sec): 3 clusters Score: Raw -35455.239793 + Penalty 1891.526952 = -33563.712841 nChanged 2 SP:Iteration 8Q (2060.620000 sec): 3 clusters Score: Raw -35459.994511 + Penalty 1891.526952 = -33568.467558 nChanged 1 SP:Iteration 9Q (2060.750000 sec): 3 clusters Score: Raw -35461.141496 + Penalty 1891.526952 = -33569.614543 nChanged 0 SP:Iteration 10F (2060.960000 sec): 3 clusters Score: Raw -35461.141496 + Penalty 1891.526952 = -33569.614543 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 6 (10509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2061.090000 sec): 2 clusters Score: Raw -1214687.318937 + Penalty 1504.747938 = -1213182.570999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2061.320000 sec): 3 clusters Score: Raw -1208763.928259 + Penalty 3009.495876 = -1205754.432382 nChanged 4531 SP:Iteration 1F (2061.590000 sec): 3 clusters Score: Raw -1211160.737925 + Penalty 3009.495876 = -1208151.242049 nChanged 599 SP:Iteration 2F (2061.870000 sec): 3 clusters Score: Raw -1211396.607400 + Penalty 3009.495876 = -1208387.111524 nChanged 469 SP:Iteration 3Q (2062.070000 sec): 3 clusters Score: Raw -1211593.315862 + Penalty 3009.495876 = -1208583.819986 nChanged 471 SP:Iteration 4Q (2062.290000 sec): 3 clusters Score: Raw -1211780.305843 + Penalty 3009.495876 = -1208770.809967 nChanged 401 SP:Iteration 5Q (2062.540000 sec): 3 clusters Score: Raw -1211940.188762 + Penalty 3009.495876 = -1208930.692885 nChanged 391 SP:Iteration 6Q (2062.790000 sec): 3 clusters Score: Raw -1212089.390170 + Penalty 3009.495876 = -1209079.894294 nChanged 377 SP:Iteration 7Q (2062.950000 sec): 3 clusters Score: Raw -1212244.142748 + Penalty 3009.495876 = -1209234.646871 nChanged 420 SP:Iteration 8Q (2063.220000 sec): 3 clusters Score: Raw -1212443.294153 + Penalty 3009.495876 = -1209433.798276 nChanged 458 SP:Iteration 9Q (2063.420000 sec): 3 clusters Score: Raw -1212682.256966 + Penalty 3009.495876 = -1209672.761090 nChanged 505 SP:Iteration 10Q (2063.650000 sec): 3 clusters Score: Raw -1212981.455735 + Penalty 3009.495876 = -1209971.959859 nChanged 542 SP:Iteration 11F (2063.840000 sec): 3 clusters Score: Raw -1213322.408240 + Penalty 3009.495876 = -1210312.912363 nChanged 527 SP:Iteration 12F (2064.090000 sec): 3 clusters Score: Raw -1213674.480673 + Penalty 3009.495876 = -1210664.984797 nChanged 481 SP:Iteration 13Q (2064.340000 sec): 3 clusters Score: Raw -1214011.547826 + Penalty 3009.495876 = -1211002.051950 nChanged 416 SP:Iteration 14Q (2064.510000 sec): 3 clusters Score: Raw -1214291.663410 + Penalty 3009.495876 = -1211282.167533 nChanged 288 SP:Iteration 15Q (2064.720000 sec): 3 clusters Score: Raw -1214474.306424 + Penalty 3009.495876 = -1211464.810548 nChanged 204 SP:Iteration 16Q (2064.950000 sec): 3 clusters Score: Raw -1214607.407365 + Penalty 3009.495876 = -1211597.911489 nChanged 154 SP:Iteration 17Q (2065.200000 sec): 3 clusters Score: Raw -1214703.536551 + Penalty 3009.495876 = -1211694.040674 nChanged 101 SP:Iteration 18Q (2065.470000 sec): 3 clusters Score: Raw -1214765.111898 + Penalty 3009.495876 = -1211755.616021 nChanged 74 SP:Iteration 19Q (2065.660000 sec): 3 clusters Score: Raw -1214809.492658 + Penalty 3009.495876 = -1211799.996781 nChanged 51 SP:Iteration 20F (2065.910000 sec): 3 clusters Score: Raw -1214841.102654 + Penalty 3009.495876 = -1211831.606778 nChanged 41 SP:Iteration 21Q (2066.140000 sec): 3 clusters Score: Raw -1214869.164347 + Penalty 3009.495876 = -1211859.668471 nChanged 28 SP:Iteration 22Q (2066.400000 sec): 3 clusters Score: Raw -1214888.935822 + Penalty 3009.495876 = -1211879.439946 nChanged 25 SP:Iteration 23Q (2066.650000 sec): 3 clusters Score: Raw -1214907.353462 + Penalty 3009.495876 = -1211897.857586 nChanged 16 SP:Iteration 24Q (2066.890000 sec): 3 clusters Score: Raw -1214916.882038 + Penalty 3009.495876 = -1211907.386162 nChanged 8 SP:Iteration 25Q (2067.170000 sec): 3 clusters Score: Raw -1214920.657662 + Penalty 3009.495876 = -1211911.161786 nChanged 7 SP:Iteration 26Q (2067.430000 sec): 3 clusters Score: Raw -1214924.133017 + Penalty 3009.495876 = -1211914.637141 nChanged 6 SP:Iteration 27Q (2067.580000 sec): 3 clusters Score: Raw -1214927.812102 + Penalty 3009.495876 = -1211918.316226 nChanged 10 SP:Iteration 28Q (2067.770000 sec): 3 clusters Score: Raw -1214932.942690 + Penalty 3009.495876 = -1211923.446814 nChanged 6 SP:Iteration 29Q (2068.010000 sec): 3 clusters Score: Raw -1214937.461521 + Penalty 3009.495876 = -1211927.965645 nChanged 8 SP:Iteration 30Q (2068.230000 sec): 3 clusters Score: Raw -1214944.240990 + Penalty 3009.495876 = -1211934.745114 nChanged 10 SP:Iteration 31Q (2068.460000 sec): 3 clusters Score: Raw -1214952.851469 + Penalty 3009.495876 = -1211943.355592 nChanged 11 SP:Iteration 32Q (2068.660000 sec): 3 clusters Score: Raw -1214960.072790 + Penalty 3009.495876 = -1211950.576914 nChanged 4 SP:Iteration 33Q (2068.890000 sec): 3 clusters Score: Raw -1214962.889047 + Penalty 3009.495876 = -1211953.393171 nChanged 4 SP:Iteration 34Q (2069.110000 sec): 3 clusters Score: Raw -1214966.334504 + Penalty 3009.495876 = -1211956.838627 nChanged 1 SP:Iteration 35Q (2069.300000 sec): 3 clusters Score: Raw -1214966.837692 + Penalty 3009.495876 = -1211957.341816 nChanged 1 SP:Iteration 36Q (2069.500000 sec): 3 clusters Score: Raw -1214967.987808 + Penalty 3009.495876 = -1211958.491932 nChanged 2 SP:Iteration 37Q (2069.720000 sec): 3 clusters Score: Raw -1214968.920181 + Penalty 3009.495876 = -1211959.424304 nChanged 0 SP:Iteration 38F (2069.980000 sec): 3 clusters Score: Raw -1214968.920181 + Penalty 3009.495876 = -1211959.424304 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 7 (3298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2070.090000 sec): 2 clusters Score: Raw -357917.545753 + Penalty 1316.424119 = -356601.121634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2070.340000 sec): 3 clusters Score: Raw -356340.255959 + Penalty 2632.848239 = -353707.407720 nChanged 1237 SP:Iteration 1F (2070.530000 sec): 3 clusters Score: Raw -357062.539320 + Penalty 2632.848239 = -354429.691082 nChanged 230 SP:Iteration 2F (2070.730000 sec): 3 clusters Score: Raw -357176.582930 + Penalty 2632.848239 = -354543.734691 nChanged 130 SP:Iteration 3Q (2070.890000 sec): 3 clusters Score: Raw -357248.690413 + Penalty 2632.848239 = -354615.842175 nChanged 98 SP:Iteration 4Q (2071.090000 sec): 3 clusters Score: Raw -357300.823750 + Penalty 2632.848239 = -354667.975511 nChanged 99 SP:Iteration 5Q (2071.300000 sec): 3 clusters Score: Raw -357344.724932 + Penalty 2632.848239 = -354711.876694 nChanged 68 SP:Iteration 6Q (2071.490000 sec): 3 clusters Score: Raw -357372.663382 + Penalty 2632.848239 = -354739.815143 nChanged 59 SP:Iteration 7Q (2071.690000 sec): 3 clusters Score: Raw -357405.502613 + Penalty 2632.848239 = -354772.654375 nChanged 72 SP:Iteration 8Q (2071.870000 sec): 3 clusters Score: Raw -357439.462187 + Penalty 2632.848239 = -354806.613948 nChanged 58 SP:Iteration 9Q (2072.060000 sec): 3 clusters Score: Raw -357469.669800 + Penalty 2632.848239 = -354836.821562 nChanged 54 SP:Iteration 10Q (2072.310000 sec): 3 clusters Score: Raw -357489.056247 + Penalty 2632.848239 = -354856.208008 nChanged 42 SP:Iteration 11Q (2072.510000 sec): 3 clusters Score: Raw -357503.626842 + Penalty 2632.848239 = -354870.778604 nChanged 37 SP:Iteration 12Q (2072.720000 sec): 3 clusters Score: Raw -357517.096649 + Penalty 2632.848239 = -354884.248411 nChanged 31 SP:Iteration 13Q (2072.890000 sec): 3 clusters Score: Raw -357529.301932 + Penalty 2632.848239 = -354896.453693 nChanged 30 SP:Iteration 14Q (2073.080000 sec): 3 clusters Score: Raw -357540.962091 + Penalty 2632.848239 = -354908.113853 nChanged 30 SP:Iteration 15Q (2073.310000 sec): 3 clusters Score: Raw -357552.424720 + Penalty 2632.848239 = -354919.576481 nChanged 24 SP:Iteration 16Q (2073.470000 sec): 3 clusters Score: Raw -357561.071065 + Penalty 2632.848239 = -354928.222827 nChanged 20 SP:Iteration 17Q (2073.710000 sec): 3 clusters Score: Raw -357568.607106 + Penalty 2632.848239 = -354935.758868 nChanged 25 SP:Iteration 18Q (2073.990000 sec): 3 clusters Score: Raw -357577.816228 + Penalty 2632.848239 = -354944.967989 nChanged 22 SP:Iteration 19Q (2074.170000 sec): 3 clusters Score: Raw -357584.408343 + Penalty 2632.848239 = -354951.560104 nChanged 18 SP:Iteration 20F (2074.390000 sec): 3 clusters Score: Raw -357590.047267 + Penalty 2632.848239 = -354957.199028 nChanged 15 SP:Iteration 21Q (2074.620000 sec): 3 clusters Score: Raw -357593.423244 + Penalty 2632.848239 = -354960.575005 nChanged 9 SP:Iteration 22Q (2074.800000 sec): 3 clusters Score: Raw -357597.013837 + Penalty 2632.848239 = -354964.165598 nChanged 12 SP:Iteration 23Q (2074.970000 sec): 3 clusters Score: Raw -357600.854029 + Penalty 2632.848239 = -354968.005790 nChanged 12 SP:Iteration 24Q (2075.130000 sec): 3 clusters Score: Raw -357603.701741 + Penalty 2632.848239 = -354970.853502 nChanged 8 SP:Iteration 25Q (2075.330000 sec): 3 clusters Score: Raw -357605.819014 + Penalty 2632.848239 = -354972.970776 nChanged 9 SP:Iteration 26Q (2075.490000 sec): 3 clusters Score: Raw -357608.905871 + Penalty 2632.848239 = -354976.057632 nChanged 7 SP:Iteration 27Q (2075.680000 sec): 3 clusters Score: Raw -357611.303040 + Penalty 2632.848239 = -354978.454801 nChanged 2 SP:Iteration 28Q (2075.830000 sec): 3 clusters Score: Raw -357612.089885 + Penalty 2632.848239 = -354979.241646 nChanged 2 SP:Iteration 29Q (2075.990000 sec): 3 clusters Score: Raw -357612.859630 + Penalty 2632.848239 = -354980.011392 nChanged 1 SP:Iteration 30Q (2076.160000 sec): 3 clusters Score: Raw -357613.028427 + Penalty 2632.848239 = -354980.180188 nChanged 1 SP:Iteration 31Q (2076.320000 sec): 3 clusters Score: Raw -357613.289952 + Penalty 2632.848239 = -354980.441714 nChanged 1 SP:Iteration 32Q (2076.480000 sec): 3 clusters Score: Raw -357613.406281 + Penalty 2632.848239 = -354980.558042 nChanged 0 SP:Iteration 33F (2076.640000 sec): 3 clusters Score: Raw -357613.406281 + Penalty 2632.848239 = -354980.558042 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 8 (31235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2076.860000 sec): 2 clusters Score: Raw -3588851.510854 + Penalty 1681.760363 = -3587169.750491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.180000 sec): 3 clusters Score: Raw -3569480.937909 + Penalty 3363.520725 = -3566117.417184 nChanged 14425 SP:Iteration 1F (2077.550000 sec): 3 clusters Score: Raw -3577541.963563 + Penalty 3363.520725 = -3574178.442838 nChanged 1302 SP:Iteration 2Q (2077.910000 sec): 3 clusters Score: Raw -3577976.957680 + Penalty 3363.520725 = -3574613.436955 nChanged 1326 SP:Iteration 3Q (2078.250000 sec): 3 clusters Score: Raw -3578403.810517 + Penalty 3363.520725 = -3575040.289791 nChanged 1265 SP:Iteration 4Q (2078.590000 sec): 3 clusters Score: Raw -3578858.098332 + Penalty 3363.520725 = -3575494.577606 nChanged 1235 SP:Iteration 5Q (2078.960000 sec): 3 clusters Score: Raw -3579344.554460 + Penalty 3363.520725 = -3575981.033735 nChanged 1278 SP:Iteration 6Q (2079.350000 sec): 3 clusters Score: Raw -3579876.527381 + Penalty 3363.520725 = -3576513.006656 nChanged 1358 SP:Iteration 7Q (2079.750000 sec): 3 clusters Score: Raw -3580506.699825 + Penalty 3363.520725 = -3577143.179099 nChanged 1412 SP:Iteration 8Q (2080.190000 sec): 3 clusters Score: Raw -3581266.923263 + Penalty 3363.520725 = -3577903.402537 nChanged 1471 SP:Iteration 9Q (2080.470000 sec): 3 clusters Score: Raw -3582041.743365 + Penalty 3363.520725 = -3578678.222639 nChanged 1430 SP:Iteration 10Q (2080.810000 sec): 3 clusters Score: Raw -3582747.134665 + Penalty 3363.520725 = -3579383.613940 nChanged 1313 SP:Iteration 11Q (2081.260000 sec): 3 clusters Score: Raw -3583303.810145 + Penalty 3363.520725 = -3579940.289419 nChanged 1097 SP:Iteration 12Q (2081.690000 sec): 3 clusters Score: Raw -3583730.011662 + Penalty 3363.520725 = -3580366.490937 nChanged 969 SP:Iteration 13Q (2082.080000 sec): 3 clusters Score: Raw -3584091.530646 + Penalty 3363.520725 = -3580728.009921 nChanged 897 SP:Iteration 14Q (2082.430000 sec): 3 clusters Score: Raw -3584405.840670 + Penalty 3363.520725 = -3581042.319945 nChanged 871 SP:Iteration 15Q (2082.770000 sec): 3 clusters Score: Raw -3584701.000091 + Penalty 3363.520725 = -3581337.479365 nChanged 868 SP:Iteration 16Q (2083.050000 sec): 3 clusters Score: Raw -3585027.244263 + Penalty 3363.520725 = -3581663.723538 nChanged 900 SP:Iteration 17Q (2083.420000 sec): 3 clusters Score: Raw -3585382.915860 + Penalty 3363.520725 = -3582019.395135 nChanged 958 SP:Iteration 18Q (2083.800000 sec): 3 clusters Score: Raw -3585783.000222 + Penalty 3363.520725 = -3582419.479497 nChanged 1027 SP:Iteration 19Q (2084.120000 sec): 3 clusters Score: Raw -3586256.401641 + Penalty 3363.520725 = -3582892.880915 nChanged 1045 SP:Iteration 20F (2084.500000 sec): 3 clusters Score: Raw -3586753.290900 + Penalty 3363.520725 = -3583389.770175 nChanged 941 SP:Iteration 21Q (2084.840000 sec): 3 clusters Score: Raw -3587235.268561 + Penalty 3363.520725 = -3583871.747835 nChanged 828 SP:Iteration 22Q (2085.190000 sec): 3 clusters Score: Raw -3587661.884842 + Penalty 3363.520725 = -3584298.364117 nChanged 674 SP:Iteration 23Q (2085.570000 sec): 3 clusters Score: Raw -3588030.529186 + Penalty 3363.520725 = -3584667.008461 nChanged 536 SP:Iteration 24Q (2085.880000 sec): 3 clusters Score: Raw -3588307.090297 + Penalty 3363.520725 = -3584943.569572 nChanged 375 SP:Iteration 25Q (2086.180000 sec): 3 clusters Score: Raw -3588495.476762 + Penalty 3363.520725 = -3585131.956037 nChanged 281 SP:Iteration 26Q (2086.530000 sec): 3 clusters Score: Raw -3588639.972186 + Penalty 3363.520725 = -3585276.451461 nChanged 224 SP:Iteration 27Q (2086.920000 sec): 3 clusters Score: Raw -3588762.662044 + Penalty 3363.520725 = -3585399.141319 nChanged 164 SP:Iteration 28Q (2087.340000 sec): 3 clusters Score: Raw -3588848.955036 + Penalty 3363.520725 = -3585485.434311 nChanged 98 SP:Iteration 29Q (2087.600000 sec): 3 clusters Score: Raw -3588893.536062 + Penalty 3363.520725 = -3585530.015336 nChanged 81 SP:Iteration 30Q (2087.980000 sec): 3 clusters Score: Raw -3588936.091288 + Penalty 3363.520725 = -3585572.570562 nChanged 69 SP:Iteration 31Q (2088.320000 sec): 3 clusters Score: Raw -3588978.263975 + Penalty 3363.520725 = -3585614.743250 nChanged 69 SP:Iteration 32Q (2088.660000 sec): 3 clusters Score: Raw -3589013.711468 + Penalty 3363.520725 = -3585650.190743 nChanged 45 SP:Iteration 33Q (2088.940000 sec): 3 clusters Score: Raw -3589039.893453 + Penalty 3363.520725 = -3585676.372728 nChanged 36 SP:Iteration 34Q (2089.310000 sec): 3 clusters Score: Raw -3589057.017275 + Penalty 3363.520725 = -3585693.496550 nChanged 29 SP:Iteration 35Q (2089.640000 sec): 3 clusters Score: Raw -3589072.303854 + Penalty 3363.520725 = -3585708.783128 nChanged 29 SP:Iteration 36Q (2090.030000 sec): 3 clusters Score: Raw -3589089.769984 + Penalty 3363.520725 = -3585726.249258 nChanged 27 SP:Iteration 37Q (2090.360000 sec): 3 clusters Score: Raw -3589105.046415 + Penalty 3363.520725 = -3585741.525690 nChanged 19 SP:Iteration 38Q (2090.690000 sec): 3 clusters Score: Raw -3589117.539346 + Penalty 3363.520725 = -3585754.018621 nChanged 16 SP:Iteration 39Q (2091.040000 sec): 3 clusters Score: Raw -3589126.314525 + Penalty 3363.520725 = -3585762.793800 nChanged 13 SP:Iteration 40F (2091.440000 sec): 3 clusters Score: Raw -3589134.411161 + Penalty 3363.520725 = -3585770.890436 nChanged 11 SP:Iteration 41Q (2091.740000 sec): 3 clusters Score: Raw -3589141.587108 + Penalty 3363.520725 = -3585778.066383 nChanged 12 SP:Iteration 42Q (2092.060000 sec): 3 clusters Score: Raw -3589147.204745 + Penalty 3363.520725 = -3585783.684019 nChanged 3 SP:Iteration 43Q (2092.400000 sec): 3 clusters Score: Raw -3589149.691242 + Penalty 3363.520725 = -3585786.170517 nChanged 7 SP:Iteration 44Q (2092.690000 sec): 3 clusters Score: Raw -3589153.836552 + Penalty 3363.520725 = -3585790.315827 nChanged 3 SP:Iteration 45Q (2092.960000 sec): 3 clusters Score: Raw -3589156.814395 + Penalty 3363.520725 = -3585793.293670 nChanged 1 SP:Iteration 46Q (2093.290000 sec): 3 clusters Score: Raw -3589157.474591 + Penalty 3363.520725 = -3585793.953865 nChanged 0 SP:Iteration 47F (2093.670000 sec): 3 clusters Score: Raw -3589157.474591 + Penalty 3363.520725 = -3585793.953865 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 9 (272943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2094.860000 sec): 2 clusters Score: Raw -30495192.883793 + Penalty 2034.015467 = -30493158.868325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2096.380000 sec): 3 clusters Score: Raw -30312978.311704 + Penalty 4068.030935 = -30308910.280769 nChanged 133140 SP:Iteration 1F (2097.780000 sec): 3 clusters Score: Raw -30392822.072498 + Penalty 4068.030935 = -30388754.041563 nChanged 7749 SP:Iteration 2Q (2099.180000 sec): 3 clusters Score: Raw -30394502.692410 + Penalty 4068.030935 = -30390434.661476 nChanged 8879 SP:Iteration 3Q (2100.610000 sec): 3 clusters Score: Raw -30396778.412933 + Penalty 4068.030935 = -30392710.381998 nChanged 10518 SP:Iteration 4Q (2102.430000 sec): 3 clusters Score: Raw -30400051.954501 + Penalty 4068.030935 = -30395983.923566 nChanged 12289 SP:Iteration 5Q (2104.050000 sec): 3 clusters Score: Raw -30404847.166693 + Penalty 4068.030935 = -30400779.135758 nChanged 14771 SP:Iteration 6F (2105.490000 sec): 3 clusters Score: Raw -30412428.309253 + Penalty 4068.030935 = -30408360.278318 nChanged 18116 SP:Iteration 7F (2106.890000 sec): 3 clusters Score: Raw -30424676.004170 + Penalty 4068.030935 = -30420607.973235 nChanged 21087 SP:Iteration 8F (2108.370000 sec): 3 clusters Score: Raw -30442308.027409 + Penalty 4068.030935 = -30438239.996474 nChanged 20940 SP:Iteration 9F (2109.890000 sec): 3 clusters Score: Raw -30461938.771318 + Penalty 4068.030935 = -30457870.740383 nChanged 16486 SP:Iteration 10F (2111.460000 sec): 3 clusters Score: Raw -30477765.502648 + Penalty 4068.030935 = -30473697.471713 nChanged 10344 SP:Iteration 11Q (2112.960000 sec): 3 clusters Score: Raw -30487530.512733 + Penalty 4068.030935 = -30483462.481798 nChanged 5343 SP:Iteration 12Q (2114.360000 sec): 3 clusters Score: Raw -30492399.391615 + Penalty 4068.030935 = -30488331.360680 nChanged 2255 SP:Iteration 13Q (2115.700000 sec): 3 clusters Score: Raw -30494337.901803 + Penalty 4068.030935 = -30490269.870868 nChanged 782 SP:Iteration 14Q (2116.890000 sec): 3 clusters Score: Raw -30495036.720276 + Penalty 4068.030935 = -30490968.689342 nChanged 257 SP:Iteration 15Q (2118.230000 sec): 3 clusters Score: Raw -30495269.662991 + Penalty 4068.030935 = -30491201.632056 nChanged 71 SP:Iteration 16Q (2119.420000 sec): 3 clusters Score: Raw -30495347.280490 + Penalty 4068.030935 = -30491279.249555 nChanged 32 SP:Iteration 17Q (2120.740000 sec): 3 clusters Score: Raw -30495386.275259 + Penalty 4068.030935 = -30491318.244324 nChanged 19 SP:Iteration 18Q (2121.930000 sec): 3 clusters Score: Raw -30495406.411757 + Penalty 4068.030935 = -30491338.380822 nChanged 9 SP:Iteration 19Q (2123.190000 sec): 3 clusters Score: Raw -30495414.257811 + Penalty 4068.030935 = -30491346.226876 nChanged 6 SP:Iteration 20F (2124.520000 sec): 3 clusters Score: Raw -30495418.541650 + Penalty 4068.030935 = -30491350.510715 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 10 (18036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.810000 sec): 2 clusters Score: Raw -2080703.667108 + Penalty 1592.520319 = -2079111.146789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.080000 sec): 3 clusters Score: Raw -2069929.317354 + Penalty 3185.040638 = -2066744.276717 nChanged 8156 SP:Iteration 1F (2125.410000 sec): 3 clusters Score: Raw -2074341.057626 + Penalty 3185.040638 = -2071156.016988 nChanged 806 SP:Iteration 2Q (2125.750000 sec): 3 clusters Score: Raw -2074595.138182 + Penalty 3185.040638 = -2071410.097544 nChanged 714 SP:Iteration 3Q (2126.040000 sec): 3 clusters Score: Raw -2074827.431680 + Penalty 3185.040638 = -2071642.391042 nChanged 681 SP:Iteration 4Q (2126.290000 sec): 3 clusters Score: Raw -2075057.785623 + Penalty 3185.040638 = -2071872.744985 nChanged 666 SP:Iteration 5Q (2126.550000 sec): 3 clusters Score: Raw -2075312.806282 + Penalty 3185.040638 = -2072127.765644 nChanged 760 SP:Iteration 6Q (2126.850000 sec): 3 clusters Score: Raw -2075679.317697 + Penalty 3185.040638 = -2072494.277059 nChanged 868 SP:Iteration 7Q (2127.150000 sec): 3 clusters Score: Raw -2076185.801916 + Penalty 3185.040638 = -2073000.761278 nChanged 934 SP:Iteration 8F (2127.420000 sec): 3 clusters Score: Raw -2076832.681915 + Penalty 3185.040638 = -2073647.641277 nChanged 922 SP:Iteration 9F (2127.700000 sec): 3 clusters Score: Raw -2077531.516194 + Penalty 3185.040638 = -2074346.475557 nChanged 834 SP:Iteration 10Q (2128.010000 sec): 3 clusters Score: Raw -2078172.408742 + Penalty 3185.040638 = -2074987.368104 nChanged 701 SP:Iteration 11Q (2128.280000 sec): 3 clusters Score: Raw -2078699.367239 + Penalty 3185.040638 = -2075514.326601 nChanged 560 SP:Iteration 12Q (2128.560000 sec): 3 clusters Score: Raw -2079112.548312 + Penalty 3185.040638 = -2075927.507674 nChanged 426 SP:Iteration 13Q (2128.880000 sec): 3 clusters Score: Raw -2079406.077794 + Penalty 3185.040638 = -2076221.037156 nChanged 354 SP:Iteration 14Q (2129.140000 sec): 3 clusters Score: Raw -2079652.629867 + Penalty 3185.040638 = -2076467.589229 nChanged 337 SP:Iteration 15Q (2129.440000 sec): 3 clusters Score: Raw -2079881.722968 + Penalty 3185.040638 = -2076696.682331 nChanged 265 SP:Iteration 16Q (2129.720000 sec): 3 clusters Score: Raw -2080070.588878 + Penalty 3185.040638 = -2076885.548240 nChanged 234 SP:Iteration 17Q (2130.000000 sec): 3 clusters Score: Raw -2080249.960150 + Penalty 3185.040638 = -2077064.919512 nChanged 181 SP:Iteration 18Q (2130.210000 sec): 3 clusters Score: Raw -2080393.518161 + Penalty 3185.040638 = -2077208.477523 nChanged 143 SP:Iteration 19Q (2130.420000 sec): 3 clusters Score: Raw -2080489.233294 + Penalty 3185.040638 = -2077304.192657 nChanged 120 SP:Iteration 20F (2130.700000 sec): 3 clusters Score: Raw -2080575.907362 + Penalty 3185.040638 = -2077390.866724 nChanged 107 SP:Iteration 21Q (2131.020000 sec): 3 clusters Score: Raw -2080651.542884 + Penalty 3185.040638 = -2077466.502246 nChanged 78 SP:Iteration 22Q (2131.200000 sec): 3 clusters Score: Raw -2080697.190366 + Penalty 3185.040638 = -2077512.149728 nChanged 68 SP:Iteration 23Q (2131.380000 sec): 3 clusters Score: Raw -2080733.940673 + Penalty 3185.040638 = -2077548.900036 nChanged 55 SP:Iteration 24Q (2131.590000 sec): 3 clusters Score: Raw -2080764.757295 + Penalty 3185.040638 = -2077579.716657 nChanged 44 SP:Iteration 25Q (2131.800000 sec): 3 clusters Score: Raw -2080789.642208 + Penalty 3185.040638 = -2077604.601571 nChanged 26 SP:Iteration 26Q (2132.040000 sec): 3 clusters Score: Raw -2080806.628913 + Penalty 3185.040638 = -2077621.588275 nChanged 25 SP:Iteration 27Q (2132.280000 sec): 3 clusters Score: Raw -2080821.816129 + Penalty 3185.040638 = -2077636.775491 nChanged 22 SP:Iteration 28Q (2132.570000 sec): 3 clusters Score: Raw -2080836.213501 + Penalty 3185.040638 = -2077651.172863 nChanged 17 SP:Iteration 29Q (2132.840000 sec): 3 clusters Score: Raw -2080849.310211 + Penalty 3185.040638 = -2077664.269573 nChanged 19 SP:Iteration 30Q (2133.130000 sec): 3 clusters Score: Raw -2080861.095728 + Penalty 3185.040638 = -2077676.055090 nChanged 14 SP:Iteration 31Q (2133.400000 sec): 3 clusters Score: Raw -2080866.341882 + Penalty 3185.040638 = -2077681.301244 nChanged 5 SP:Iteration 32Q (2133.640000 sec): 3 clusters Score: Raw -2080868.921780 + Penalty 3185.040638 = -2077683.881143 nChanged 3 SP:Iteration 33Q (2133.860000 sec): 3 clusters Score: Raw -2080870.913523 + Penalty 3185.040638 = -2077685.872886 nChanged 3 SP:Iteration 34Q (2134.100000 sec): 3 clusters Score: Raw -2080872.479986 + Penalty 3185.040638 = -2077687.439348 nChanged 4 SP:Iteration 35Q (2134.320000 sec): 3 clusters Score: Raw -2080877.467336 + Penalty 3185.040638 = -2077692.426699 nChanged 5 SP:Iteration 36Q (2134.550000 sec): 3 clusters Score: Raw -2080879.803672 + Penalty 3185.040638 = -2077694.763035 nChanged 6 SP:Iteration 37Q (2134.840000 sec): 3 clusters Score: Raw -2080881.884842 + Penalty 3185.040638 = -2077696.844204 nChanged 5 SP:Iteration 38Q (2135.070000 sec): 3 clusters Score: Raw -2080884.025400 + Penalty 3185.040638 = -2077698.984762 nChanged 8 SP:Iteration 39Q (2135.330000 sec): 3 clusters Score: Raw -2080887.866780 + Penalty 3185.040638 = -2077702.826142 nChanged 9 SP:Iteration 40F (2135.540000 sec): 3 clusters Score: Raw -2080892.297928 + Penalty 3185.040638 = -2077707.257291 nChanged 7 SP:Iteration 41Q (2135.810000 sec): 3 clusters Score: Raw -2080895.625575 + Penalty 3185.040638 = -2077710.584937 nChanged 4 SP:Iteration 42Q (2136.140000 sec): 3 clusters Score: Raw -2080897.486320 + Penalty 3185.040638 = -2077712.445683 nChanged 3 SP:Iteration 43Q (2136.380000 sec): 3 clusters Score: Raw -2080898.613917 + Penalty 3185.040638 = -2077713.573279 nChanged 4 SP:Iteration 44Q (2136.660000 sec): 3 clusters Score: Raw -2080900.788672 + Penalty 3185.040638 = -2077715.748034 nChanged 3 SP:Iteration 45Q (2136.950000 sec): 3 clusters Score: Raw -2080901.719761 + Penalty 3185.040638 = -2077716.679123 nChanged 3 SP:Iteration 46Q (2137.150000 sec): 3 clusters Score: Raw -2080903.098718 + Penalty 3185.040638 = -2077718.058080 nChanged 3 SP:Iteration 47Q (2137.440000 sec): 3 clusters Score: Raw -2080904.858103 + Penalty 3185.040638 = -2077719.817465 nChanged 0 SP:Iteration 48F (2137.690000 sec): 3 clusters Score: Raw -2080904.858103 + Penalty 3185.040638 = -2077719.817465 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 11 (4486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2137.800000 sec): 2 clusters Score: Raw -472009.012111 + Penalty 1366.416466 = -470642.595645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.030000 sec): 3 clusters Score: Raw -469748.986546 + Penalty 2732.832932 = -467016.153614 nChanged 1798 SP:Iteration 1F (2138.180000 sec): 3 clusters Score: Raw -470861.762259 + Penalty 2732.832932 = -468128.929327 nChanged 404 SP:Iteration 2F (2138.380000 sec): 3 clusters Score: Raw -471245.032295 + Penalty 2732.832932 = -468512.199363 nChanged 368 SP:Iteration 3F (2138.600000 sec): 3 clusters Score: Raw -471618.786149 + Penalty 2732.832932 = -468885.953217 nChanged 306 SP:Iteration 4F (2138.840000 sec): 3 clusters Score: Raw -471900.105958 + Penalty 2732.832932 = -469167.273026 nChanged 260 SP:Iteration 5F (2139.010000 sec): 3 clusters Score: Raw -472156.165909 + Penalty 2732.832932 = -469423.332976 nChanged 216 SP:Iteration 6Q (2139.240000 sec): 3 clusters Score: Raw -472422.675646 + Penalty 2732.832932 = -469689.842714 nChanged 211 SP:Iteration 7Q (2139.430000 sec): 3 clusters Score: Raw -472738.597844 + Penalty 2732.832932 = -470005.764912 nChanged 173 SP:Iteration 8Q (2139.640000 sec): 3 clusters Score: Raw -473032.152832 + Penalty 2732.832932 = -470299.319899 nChanged 108 SP:Iteration 9Q (2139.880000 sec): 3 clusters Score: Raw -473175.176947 + Penalty 2732.832932 = -470442.344015 nChanged 75 SP:Iteration 10Q (2140.060000 sec): 3 clusters Score: Raw -473237.406135 + Penalty 2732.832932 = -470504.573203 nChanged 40 SP:Iteration 11Q (2140.240000 sec): 3 clusters Score: Raw -473259.712672 + Penalty 2732.832932 = -470526.879739 nChanged 18 SP:Iteration 12Q (2140.460000 sec): 3 clusters Score: Raw -473266.979559 + Penalty 2732.832932 = -470534.146627 nChanged 15 SP:Iteration 13Q (2140.640000 sec): 3 clusters Score: Raw -473271.414225 + Penalty 2732.832932 = -470538.581292 nChanged 6 SP:Iteration 14Q (2140.810000 sec): 3 clusters Score: Raw -473273.146464 + Penalty 2732.832932 = -470540.313532 nChanged 6 SP:Iteration 15Q (2141.000000 sec): 3 clusters Score: Raw -473275.698912 + Penalty 2732.832932 = -470542.865980 nChanged 5 SP:Iteration 16Q (2141.240000 sec): 3 clusters Score: Raw -473278.046493 + Penalty 2732.832932 = -470545.213560 nChanged 4 SP:Iteration 17Q (2141.390000 sec): 3 clusters Score: Raw -473279.219547 + Penalty 2732.832932 = -470546.386615 nChanged 1 SP:Iteration 18Q (2141.660000 sec): 3 clusters Score: Raw -473279.843924 + Penalty 2732.832932 = -470547.010992 nChanged 2 SP:Iteration 19Q (2141.870000 sec): 3 clusters Score: Raw -473280.134339 + Penalty 2732.832932 = -470547.301407 nChanged 0 SP:Iteration 20F (2142.040000 sec): 3 clusters Score: Raw -473280.134339 + Penalty 2732.832932 = -470547.301407 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 12 (29509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2142.280000 sec): 2 clusters Score: Raw -3233995.294720 + Penalty 1672.523219 = -3232322.771501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.570000 sec): 3 clusters Score: Raw -3215756.648450 + Penalty 3345.046439 = -3212411.602012 nChanged 13549 SP:Iteration 1F (2142.990000 sec): 3 clusters Score: Raw -3223242.213638 + Penalty 3345.046439 = -3219897.167199 nChanged 1395 SP:Iteration 2Q (2143.310000 sec): 3 clusters Score: Raw -3223760.518186 + Penalty 3345.046439 = -3220415.471748 nChanged 1537 SP:Iteration 3F (2143.670000 sec): 3 clusters Score: Raw -3224473.387676 + Penalty 3345.046439 = -3221128.341237 nChanged 1860 SP:Iteration 4F (2144.020000 sec): 3 clusters Score: Raw -3225615.584138 + Penalty 3345.046439 = -3222270.537699 nChanged 2239 SP:Iteration 5F (2144.370000 sec): 3 clusters Score: Raw -3227339.979427 + Penalty 3345.046439 = -3223994.932988 nChanged 2421 SP:Iteration 6F (2144.710000 sec): 3 clusters Score: Raw -3229533.106561 + Penalty 3345.046439 = -3226188.060123 nChanged 2144 SP:Iteration 7F (2145.080000 sec): 3 clusters Score: Raw -3231636.264855 + Penalty 3345.046439 = -3228291.218417 nChanged 1455 SP:Iteration 8Q (2145.500000 sec): 3 clusters Score: Raw -3233076.355261 + Penalty 3345.046439 = -3229731.308822 nChanged 724 SP:Iteration 9Q (2145.840000 sec): 3 clusters Score: Raw -3233778.062493 + Penalty 3345.046439 = -3230433.016054 nChanged 277 SP:Iteration 10Q (2146.170000 sec): 3 clusters Score: Raw -3234031.381856 + Penalty 3345.046439 = -3230686.335418 nChanged 117 SP:Iteration 11Q (2146.550000 sec): 3 clusters Score: Raw -3234136.454698 + Penalty 3345.046439 = -3230791.408259 nChanged 60 SP:Iteration 12Q (2146.840000 sec): 3 clusters Score: Raw -3234196.529150 + Penalty 3345.046439 = -3230851.482712 nChanged 26 SP:Iteration 13Q (2147.160000 sec): 3 clusters Score: Raw -3234228.041627 + Penalty 3345.046439 = -3230882.995188 nChanged 21 SP:Iteration 14Q (2147.440000 sec): 3 clusters Score: Raw -3234250.576125 + Penalty 3345.046439 = -3230905.529686 nChanged 7 SP:Iteration 15Q (2147.750000 sec): 3 clusters Score: Raw -3234259.130518 + Penalty 3345.046439 = -3230914.084079 nChanged 6 SP:Iteration 16Q (2148.040000 sec): 3 clusters Score: Raw -3234266.265046 + Penalty 3345.046439 = -3230921.218608 nChanged 7 SP:Iteration 17Q (2148.360000 sec): 3 clusters Score: Raw -3234273.428763 + Penalty 3345.046439 = -3230928.382325 nChanged 3 SP:Iteration 18Q (2148.640000 sec): 3 clusters Score: Raw -3234276.026330 + Penalty 3345.046439 = -3230930.979891 nChanged 1 SP:Iteration 19Q (2148.980000 sec): 3 clusters Score: Raw -3234277.719065 + Penalty 3345.046439 = -3230932.672627 nChanged 1 SP:Iteration 20F (2149.340000 sec): 3 clusters Score: Raw -3234279.053169 + Penalty 3345.046439 = -3230934.006730 nChanged 1 SP:Iteration 21Q (2149.690000 sec): 3 clusters Score: Raw -3234279.401716 + Penalty 3345.046439 = -3230934.355277 nChanged 1 SP:Iteration 22Q (2150.010000 sec): 3 clusters Score: Raw -3234281.037211 + Penalty 3345.046439 = -3230935.990773 nChanged 1 SP:Iteration 23Q (2150.260000 sec): 3 clusters Score: Raw -3234282.125207 + Penalty 3345.046439 = -3230937.078768 nChanged 1 SP:Iteration 24Q (2150.580000 sec): 3 clusters Score: Raw -3234282.864205 + Penalty 3345.046439 = -3230937.817766 nChanged 0 SP:Iteration 25F (2150.920000 sec): 3 clusters Score: Raw -3234282.864205 + Penalty 3345.046439 = -3230937.817766 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 13 (2416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2151.050000 sec): 2 clusters Score: Raw -280530.195220 + Penalty 1265.853641 = -279264.341579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2151.280000 sec): 3 clusters Score: Raw -279456.664446 + Penalty 2531.707282 = -276924.957164 nChanged 832 SP:Iteration 1F (2151.480000 sec): 3 clusters Score: Raw -279969.873816 + Penalty 2531.707282 = -277438.166534 nChanged 163 SP:Iteration 2F (2151.680000 sec): 3 clusters Score: Raw -280081.393689 + Penalty 2531.707282 = -277549.686407 nChanged 111 SP:Iteration 3Q (2151.950000 sec): 3 clusters Score: Raw -280165.705900 + Penalty 2531.707282 = -277633.998618 nChanged 109 SP:Iteration 4Q (2152.180000 sec): 3 clusters Score: Raw -280248.705663 + Penalty 2531.707282 = -277716.998381 nChanged 101 SP:Iteration 5Q (2152.330000 sec): 3 clusters Score: Raw -280318.732267 + Penalty 2531.707282 = -277787.024985 nChanged 91 SP:Iteration 6Q (2152.520000 sec): 3 clusters Score: Raw -280387.430599 + Penalty 2531.707282 = -277855.723318 nChanged 89 SP:Iteration 7Q (2152.700000 sec): 3 clusters Score: Raw -280449.003706 + Penalty 2531.707282 = -277917.296424 nChanged 75 SP:Iteration 8Q (2152.940000 sec): 3 clusters Score: Raw -280502.095060 + Penalty 2531.707282 = -277970.387779 nChanged 63 SP:Iteration 9Q (2153.120000 sec): 3 clusters Score: Raw -280547.254159 + Penalty 2531.707282 = -278015.546878 nChanged 46 SP:Iteration 10Q (2153.380000 sec): 3 clusters Score: Raw -280580.744455 + Penalty 2531.707282 = -278049.037174 nChanged 40 SP:Iteration 11Q (2153.560000 sec): 3 clusters Score: Raw -280607.414801 + Penalty 2531.707282 = -278075.707520 nChanged 34 SP:Iteration 12Q (2153.760000 sec): 3 clusters Score: Raw -280626.831660 + Penalty 2531.707282 = -278095.124378 nChanged 30 SP:Iteration 13Q (2153.950000 sec): 3 clusters Score: Raw -280649.561836 + Penalty 2531.707282 = -278117.854555 nChanged 34 SP:Iteration 14Q (2154.200000 sec): 3 clusters Score: Raw -280677.336344 + Penalty 2531.707282 = -278145.629062 nChanged 21 SP:Iteration 15Q (2154.340000 sec): 3 clusters Score: Raw -280697.459140 + Penalty 2531.707282 = -278165.751859 nChanged 23 SP:Iteration 16Q (2154.510000 sec): 3 clusters Score: Raw -280719.823003 + Penalty 2531.707282 = -278188.115721 nChanged 18 SP:Iteration 17Q (2154.700000 sec): 3 clusters Score: Raw -280735.534275 + Penalty 2531.707282 = -278203.826993 nChanged 18 SP:Iteration 18Q (2154.870000 sec): 3 clusters Score: Raw -280745.299424 + Penalty 2531.707282 = -278213.592143 nChanged 8 SP:Iteration 19Q (2155.030000 sec): 3 clusters Score: Raw -280754.590678 + Penalty 2531.707282 = -278222.883396 nChanged 15 SP:Iteration 20F (2155.200000 sec): 3 clusters Score: Raw -280769.823122 + Penalty 2531.707282 = -278238.115840 nChanged 15 SP:Iteration 21Q (2155.380000 sec): 3 clusters Score: Raw -280785.909526 + Penalty 2531.707282 = -278254.202245 nChanged 10 SP:Iteration 22Q (2155.630000 sec): 3 clusters Score: Raw -280795.494661 + Penalty 2531.707282 = -278263.787379 nChanged 10 SP:Iteration 23Q (2155.780000 sec): 3 clusters Score: Raw -280804.696638 + Penalty 2531.707282 = -278272.989356 nChanged 8 SP:Iteration 24Q (2155.980000 sec): 3 clusters Score: Raw -280815.867981 + Penalty 2531.707282 = -278284.160699 nChanged 9 SP:Iteration 25Q (2156.160000 sec): 3 clusters Score: Raw -280825.677058 + Penalty 2531.707282 = -278293.969777 nChanged 8 SP:Iteration 26Q (2156.310000 sec): 3 clusters Score: Raw -280830.304723 + Penalty 2531.707282 = -278298.597441 nChanged 2 SP:Iteration 27Q (2156.510000 sec): 3 clusters Score: Raw -280831.872504 + Penalty 2531.707282 = -278300.165223 nChanged 2 SP:Iteration 28Q (2156.710000 sec): 3 clusters Score: Raw -280833.863702 + Penalty 2531.707282 = -278302.156420 nChanged 2 SP:Iteration 29Q (2156.890000 sec): 3 clusters Score: Raw -280834.625782 + Penalty 2531.707282 = -278302.918500 nChanged 1 SP:Iteration 30Q (2157.100000 sec): 3 clusters Score: Raw -280835.279682 + Penalty 2531.707282 = -278303.572401 nChanged 0 SP:Iteration 31F (2157.310000 sec): 3 clusters Score: Raw -280835.279682 + Penalty 2531.707282 = -278303.572401 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 14 (15156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2157.490000 sec): 2 clusters Score: Raw -1729493.569154 + Penalty 1564.249663 = -1727929.319491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2157.730000 sec): 3 clusters Score: Raw -1720592.773122 + Penalty 3128.499326 = -1717464.273796 nChanged 6706 SP:Iteration 1F (2157.950000 sec): 3 clusters Score: Raw -1724444.622857 + Penalty 3128.499326 = -1721316.123531 nChanged 1093 SP:Iteration 2F (2158.180000 sec): 3 clusters Score: Raw -1725180.651863 + Penalty 3128.499326 = -1722052.152537 nChanged 1185 SP:Iteration 3F (2158.420000 sec): 3 clusters Score: Raw -1726158.373628 + Penalty 3128.499326 = -1723029.874302 nChanged 1256 SP:Iteration 4F (2158.660000 sec): 3 clusters Score: Raw -1727163.370149 + Penalty 3128.499326 = -1724034.870823 nChanged 1090 SP:Iteration 5F (2158.910000 sec): 3 clusters Score: Raw -1727898.282663 + Penalty 3128.499326 = -1724769.783337 nChanged 862 SP:Iteration 6F (2159.140000 sec): 3 clusters Score: Raw -1728341.495014 + Penalty 3128.499326 = -1725212.995688 nChanged 594 SP:Iteration 7Q (2159.390000 sec): 3 clusters Score: Raw -1728580.302733 + Penalty 3128.499326 = -1725451.803407 nChanged 379 SP:Iteration 8Q (2159.590000 sec): 3 clusters Score: Raw -1728711.307854 + Penalty 3128.499326 = -1725582.808528 nChanged 276 SP:Iteration 9Q (2159.830000 sec): 3 clusters Score: Raw -1728806.039096 + Penalty 3128.499326 = -1725677.539770 nChanged 232 SP:Iteration 10Q (2160.060000 sec): 3 clusters Score: Raw -1728872.712735 + Penalty 3128.499326 = -1725744.213409 nChanged 199 SP:Iteration 11Q (2160.260000 sec): 3 clusters Score: Raw -1728923.035349 + Penalty 3128.499326 = -1725794.536023 nChanged 160 SP:Iteration 12Q (2160.540000 sec): 3 clusters Score: Raw -1728961.700776 + Penalty 3128.499326 = -1725833.201450 nChanged 144 SP:Iteration 13Q (2160.750000 sec): 3 clusters Score: Raw -1728996.803274 + Penalty 3128.499326 = -1725868.303948 nChanged 147 SP:Iteration 14Q (2160.970000 sec): 3 clusters Score: Raw -1729030.942936 + Penalty 3128.499326 = -1725902.443610 nChanged 137 SP:Iteration 15Q (2161.260000 sec): 3 clusters Score: Raw -1729063.782627 + Penalty 3128.499326 = -1725935.283301 nChanged 141 SP:Iteration 16Q (2161.530000 sec): 3 clusters Score: Raw -1729095.839002 + Penalty 3128.499326 = -1725967.339676 nChanged 134 SP:Iteration 17Q (2161.830000 sec): 3 clusters Score: Raw -1729126.764240 + Penalty 3128.499326 = -1725998.264914 nChanged 132 SP:Iteration 18Q (2162.070000 sec): 3 clusters Score: Raw -1729160.945708 + Penalty 3128.499326 = -1726032.446382 nChanged 152 SP:Iteration 19Q (2162.370000 sec): 3 clusters Score: Raw -1729203.458922 + Penalty 3128.499326 = -1726074.959596 nChanged 155 SP:Iteration 20F (2162.600000 sec): 3 clusters Score: Raw -1729248.843548 + Penalty 3128.499326 = -1726120.344222 nChanged 161 SP:Iteration 21Q (2162.870000 sec): 3 clusters Score: Raw -1729301.441541 + Penalty 3128.499326 = -1726172.942215 nChanged 163 SP:Iteration 22Q (2163.150000 sec): 3 clusters Score: Raw -1729356.709940 + Penalty 3128.499326 = -1726228.210614 nChanged 171 SP:Iteration 23Q (2163.430000 sec): 3 clusters Score: Raw -1729414.894212 + Penalty 3128.499326 = -1726286.394886 nChanged 160 SP:Iteration 24Q (2163.700000 sec): 3 clusters Score: Raw -1729469.822604 + Penalty 3128.499326 = -1726341.323278 nChanged 137 SP:Iteration 25Q (2164.000000 sec): 3 clusters Score: Raw -1729510.599281 + Penalty 3128.499326 = -1726382.099955 nChanged 117 SP:Iteration 26Q (2164.240000 sec): 3 clusters Score: Raw -1729544.124686 + Penalty 3128.499326 = -1726415.625360 nChanged 94 SP:Iteration 27Q (2164.510000 sec): 3 clusters Score: Raw -1729572.955995 + Penalty 3128.499326 = -1726444.456669 nChanged 111 SP:Iteration 28Q (2164.830000 sec): 3 clusters Score: Raw -1729611.046237 + Penalty 3128.499326 = -1726482.546911 nChanged 103 SP:Iteration 29Q (2165.110000 sec): 3 clusters Score: Raw -1729650.375418 + Penalty 3128.499326 = -1726521.876092 nChanged 102 SP:Iteration 30Q (2165.350000 sec): 3 clusters Score: Raw -1729693.357709 + Penalty 3128.499326 = -1726564.858383 nChanged 102 SP:Iteration 31Q (2165.640000 sec): 3 clusters Score: Raw -1729735.466561 + Penalty 3128.499326 = -1726606.967235 nChanged 88 SP:Iteration 32Q (2165.900000 sec): 3 clusters Score: Raw -1729766.492618 + Penalty 3128.499326 = -1726637.993292 nChanged 79 SP:Iteration 33Q (2166.160000 sec): 3 clusters Score: Raw -1729795.184177 + Penalty 3128.499326 = -1726666.684851 nChanged 59 SP:Iteration 34Q (2166.470000 sec): 3 clusters Score: Raw -1729815.650671 + Penalty 3128.499326 = -1726687.151345 nChanged 53 SP:Iteration 35Q (2166.740000 sec): 3 clusters Score: Raw -1729834.316979 + Penalty 3128.499326 = -1726705.817653 nChanged 47 SP:Iteration 36Q (2166.960000 sec): 3 clusters Score: Raw -1729851.785618 + Penalty 3128.499326 = -1726723.286292 nChanged 41 SP:Iteration 37Q (2167.190000 sec): 3 clusters Score: Raw -1729866.833482 + Penalty 3128.499326 = -1726738.334156 nChanged 38 SP:Iteration 38Q (2167.500000 sec): 3 clusters Score: Raw -1729884.721359 + Penalty 3128.499326 = -1726756.222033 nChanged 37 SP:Iteration 39Q (2167.730000 sec): 3 clusters Score: Raw -1729899.623522 + Penalty 3128.499326 = -1726771.124196 nChanged 36 SP:Iteration 40F (2167.970000 sec): 3 clusters Score: Raw -1729914.620978 + Penalty 3128.499326 = -1726786.121652 nChanged 35 SP:Iteration 41Q (2168.270000 sec): 3 clusters Score: Raw -1729927.476542 + Penalty 3128.499326 = -1726798.977216 nChanged 23 SP:Iteration 42Q (2168.540000 sec): 3 clusters Score: Raw -1729936.522384 + Penalty 3128.499326 = -1726808.023058 nChanged 15 SP:Iteration 43Q (2168.780000 sec): 3 clusters Score: Raw -1729942.282453 + Penalty 3128.499326 = -1726813.783127 nChanged 10 SP:Iteration 44Q (2169.090000 sec): 3 clusters Score: Raw -1729944.880392 + Penalty 3128.499326 = -1726816.381066 nChanged 7 SP:Iteration 45Q (2169.350000 sec): 3 clusters Score: Raw -1729946.767787 + Penalty 3128.499326 = -1726818.268461 nChanged 3 SP:Iteration 46Q (2169.630000 sec): 3 clusters Score: Raw -1729947.685887 + Penalty 3128.499326 = -1726819.186561 nChanged 8 SP:Iteration 47Q (2169.900000 sec): 3 clusters Score: Raw -1729950.935982 + Penalty 3128.499326 = -1726822.436656 nChanged 11 SP:Iteration 48Q (2170.160000 sec): 3 clusters Score: Raw -1729954.498188 + Penalty 3128.499326 = -1726825.998862 nChanged 6 SP:Iteration 49Q (2170.380000 sec): 3 clusters Score: Raw -1729956.434086 + Penalty 3128.499326 = -1726827.934760 nChanged 4 SP:Iteration 50Q (2170.640000 sec): 3 clusters Score: Raw -1729957.156692 + Penalty 3128.499326 = -1726828.657366 nChanged 3 SP:Iteration 51Q (2170.970000 sec): 3 clusters Score: Raw -1729958.214779 + Penalty 3128.499326 = -1726829.715453 nChanged 1 SP:Iteration 52Q (2171.170000 sec): 3 clusters Score: Raw -1729958.610058 + Penalty 3128.499326 = -1726830.110732 nChanged 0 SP:Iteration 53F (2171.460000 sec): 3 clusters Score: Raw -1729958.610058 + Penalty 3128.499326 = -1726830.110732 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 15 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2171.570000 sec): 2 clusters Score: Raw -22029.344506 + Penalty 898.532227 = -21130.812280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2171.790000 sec): 3 clusters Score: Raw -22208.756983 + Penalty 1797.064453 = -20411.692530 nChanged 60 SP:Iteration 1F (2171.990000 sec): 3 clusters Score: Raw -22416.354020 + Penalty 1797.064453 = -20619.289566 nChanged 18 SP:Iteration 2F (2172.190000 sec): 3 clusters Score: Raw -22494.070583 + Penalty 1797.064453 = -20697.006130 nChanged 10 SP:Iteration 3Q (2172.420000 sec): 3 clusters Score: Raw -22513.721240 + Penalty 1797.064453 = -20716.656786 nChanged 7 SP:Iteration 4Q (2172.630000 sec): 3 clusters Score: Raw -22528.303258 + Penalty 1797.064453 = -20731.238805 nChanged 4 SP:Iteration 5Q (2172.870000 sec): 3 clusters Score: Raw -22534.057525 + Penalty 1797.064453 = -20736.993072 nChanged 1 SP:Iteration 6Q (2173.030000 sec): 3 clusters Score: Raw -22538.267891 + Penalty 1797.064453 = -20741.203437 nChanged 1 SP:Iteration 7Q (2173.180000 sec): 3 clusters Score: Raw -22545.042593 + Penalty 1797.064453 = -20747.978140 nChanged 0 SP:Iteration 8F (2173.330000 sec): 3 clusters Score: Raw -22545.042593 + Penalty 1797.064453 = -20747.978140 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 16 (3379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2173.450000 sec): 2 clusters Score: Raw -384574.008528 + Penalty 1320.366952 = -383253.641576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2173.710000 sec): 3 clusters Score: Raw -382972.121181 + Penalty 2640.733903 = -380331.387278 nChanged 1302 SP:Iteration 1F (2173.910000 sec): 3 clusters Score: Raw -383668.774766 + Penalty 2640.733903 = -381028.040863 nChanged 263 SP:Iteration 2F (2174.090000 sec): 3 clusters Score: Raw -383800.840415 + Penalty 2640.733903 = -381160.106512 nChanged 163 SP:Iteration 3Q (2174.300000 sec): 3 clusters Score: Raw -383886.014068 + Penalty 2640.733903 = -381245.280164 nChanged 106 SP:Iteration 4Q (2174.450000 sec): 3 clusters Score: Raw -383949.092585 + Penalty 2640.733903 = -381308.358682 nChanged 99 SP:Iteration 5Q (2174.660000 sec): 3 clusters Score: Raw -383989.990874 + Penalty 2640.733903 = -381349.256970 nChanged 61 SP:Iteration 6Q (2174.830000 sec): 3 clusters Score: Raw -384015.013810 + Penalty 2640.733903 = -381374.279906 nChanged 48 SP:Iteration 7Q (2175.010000 sec): 3 clusters Score: Raw -384039.050725 + Penalty 2640.733903 = -381398.316822 nChanged 47 SP:Iteration 8Q (2175.220000 sec): 3 clusters Score: Raw -384057.073773 + Penalty 2640.733903 = -381416.339869 nChanged 42 SP:Iteration 9Q (2175.410000 sec): 3 clusters Score: Raw -384074.422236 + Penalty 2640.733903 = -381433.688333 nChanged 35 SP:Iteration 10Q (2175.640000 sec): 3 clusters Score: Raw -384087.648696 + Penalty 2640.733903 = -381446.914793 nChanged 26 SP:Iteration 11Q (2175.790000 sec): 3 clusters Score: Raw -384098.680156 + Penalty 2640.733903 = -381457.946253 nChanged 26 SP:Iteration 12Q (2176.010000 sec): 3 clusters Score: Raw -384105.367465 + Penalty 2640.733903 = -381464.633562 nChanged 11 SP:Iteration 13Q (2176.160000 sec): 3 clusters Score: Raw -384107.678275 + Penalty 2640.733903 = -381466.944372 nChanged 12 SP:Iteration 14Q (2176.340000 sec): 3 clusters Score: Raw -384112.039080 + Penalty 2640.733903 = -381471.305177 nChanged 13 SP:Iteration 15Q (2176.490000 sec): 3 clusters Score: Raw -384116.117176 + Penalty 2640.733903 = -381475.383273 nChanged 15 SP:Iteration 16Q (2176.670000 sec): 3 clusters Score: Raw -384120.855686 + Penalty 2640.733903 = -381480.121783 nChanged 16 SP:Iteration 17Q (2176.810000 sec): 3 clusters Score: Raw -384124.641409 + Penalty 2640.733903 = -381483.907506 nChanged 12 SP:Iteration 18Q (2177.040000 sec): 3 clusters Score: Raw -384127.058338 + Penalty 2640.733903 = -381486.324435 nChanged 12 SP:Iteration 19Q (2177.180000 sec): 3 clusters Score: Raw -384130.632108 + Penalty 2640.733903 = -381489.898205 nChanged 5 SP:Iteration 20F (2177.340000 sec): 3 clusters Score: Raw -384131.828764 + Penalty 2640.733903 = -381491.094861 nChanged 6 SP:Iteration 21Q (2177.520000 sec): 3 clusters Score: Raw -384133.292924 + Penalty 2640.733903 = -381492.559021 nChanged 6 SP:Iteration 22Q (2177.730000 sec): 3 clusters Score: Raw -384135.094412 + Penalty 2640.733903 = -381494.360509 nChanged 5 SP:Iteration 23Q (2177.910000 sec): 3 clusters Score: Raw -384136.237931 + Penalty 2640.733903 = -381495.504028 nChanged 4 SP:Iteration 24Q (2178.100000 sec): 3 clusters Score: Raw -384137.336018 + Penalty 2640.733903 = -381496.602115 nChanged 4 SP:Iteration 25Q (2178.310000 sec): 3 clusters Score: Raw -384138.066448 + Penalty 2640.733903 = -381497.332545 nChanged 1 SP:Iteration 26Q (2178.500000 sec): 3 clusters Score: Raw -384138.279427 + Penalty 2640.733903 = -381497.545524 nChanged 1 SP:Iteration 27Q (2178.660000 sec): 3 clusters Score: Raw -384138.373461 + Penalty 2640.733903 = -381497.639558 nChanged 1 SP:Iteration 28Q (2178.870000 sec): 3 clusters Score: Raw -384138.439401 + Penalty 2640.733903 = -381497.705498 nChanged 1 SP:Iteration 29Q (2179.050000 sec): 3 clusters Score: Raw -384138.606698 + Penalty 2640.733903 = -381497.872795 nChanged 0 SP:Iteration 30F (2179.230000 sec): 3 clusters Score: Raw -384138.606698 + Penalty 2640.733903 = -381497.872795 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 17 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2179.310000 sec): 2 clusters Score: Raw -227183.437663 + Penalty 1238.125430 = -225945.312233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2179.480000 sec): 3 clusters Score: Raw -226322.320580 + Penalty 2476.250860 = -223846.069720 nChanged 698 SP:Iteration 1F (2179.640000 sec): 3 clusters Score: Raw -226780.855985 + Penalty 2476.250860 = -224304.605125 nChanged 173 SP:Iteration 2F (2179.840000 sec): 3 clusters Score: Raw -226915.914082 + Penalty 2476.250860 = -224439.663221 nChanged 107 SP:Iteration 3F (2180.040000 sec): 3 clusters Score: Raw -226999.931928 + Penalty 2476.250860 = -224523.681068 nChanged 92 SP:Iteration 4Q (2180.210000 sec): 3 clusters Score: Raw -227103.765576 + Penalty 2476.250860 = -224627.514716 nChanged 102 SP:Iteration 5F (2180.390000 sec): 3 clusters Score: Raw -227212.550680 + Penalty 2476.250860 = -224736.299819 nChanged 96 SP:Iteration 6Q (2180.560000 sec): 3 clusters Score: Raw -227325.571201 + Penalty 2476.250860 = -224849.320341 nChanged 89 SP:Iteration 7Q (2180.720000 sec): 3 clusters Score: Raw -227451.868471 + Penalty 2476.250860 = -224975.617611 nChanged 95 SP:Iteration 8Q (2180.900000 sec): 3 clusters Score: Raw -227564.378826 + Penalty 2476.250860 = -225088.127965 nChanged 79 SP:Iteration 9Q (2181.150000 sec): 3 clusters Score: Raw -227669.343384 + Penalty 2476.250860 = -225193.092524 nChanged 79 SP:Iteration 10Q (2181.310000 sec): 3 clusters Score: Raw -227792.733534 + Penalty 2476.250860 = -225316.482673 nChanged 68 SP:Iteration 11Q (2181.490000 sec): 3 clusters Score: Raw -227898.159053 + Penalty 2476.250860 = -225421.908193 nChanged 48 SP:Iteration 12Q (2181.700000 sec): 3 clusters Score: Raw -227950.111599 + Penalty 2476.250860 = -225473.860739 nChanged 24 SP:Iteration 13Q (2181.940000 sec): 3 clusters Score: Raw -227971.054556 + Penalty 2476.250860 = -225494.803696 nChanged 16 SP:Iteration 14Q (2182.130000 sec): 3 clusters Score: Raw -227980.745324 + Penalty 2476.250860 = -225504.494464 nChanged 9 SP:Iteration 15Q (2182.300000 sec): 3 clusters Score: Raw -227987.819956 + Penalty 2476.250860 = -225511.569096 nChanged 10 SP:Iteration 16Q (2182.460000 sec): 3 clusters Score: Raw -227991.908714 + Penalty 2476.250860 = -225515.657854 nChanged 5 SP:Iteration 17Q (2182.600000 sec): 3 clusters Score: Raw -227995.033656 + Penalty 2476.250860 = -225518.782795 nChanged 3 SP:Iteration 18Q (2182.760000 sec): 3 clusters Score: Raw -227996.582464 + Penalty 2476.250860 = -225520.331604 nChanged 2 SP:Iteration 19Q (2182.930000 sec): 3 clusters Score: Raw -227997.722097 + Penalty 2476.250860 = -225521.471237 nChanged 2 SP:Iteration 20F (2183.110000 sec): 3 clusters Score: Raw -227998.579587 + Penalty 2476.250860 = -225522.328727 nChanged 1 SP:Iteration 21Q (2183.300000 sec): 3 clusters Score: Raw -227999.524186 + Penalty 2476.250860 = -225523.273326 nChanged 1 SP:Iteration 22Q (2183.460000 sec): 3 clusters Score: Raw -227999.918039 + Penalty 2476.250860 = -225523.667179 nChanged 0 SP:Iteration 23F (2183.600000 sec): 3 clusters Score: Raw -227999.918039 + Penalty 2476.250860 = -225523.667179 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 18 (23041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2183.770000 sec): 2 clusters Score: Raw -2641274.389466 + Penalty 1632.317459 = -2639642.072007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2184.080000 sec): 3 clusters Score: Raw -2627110.400649 + Penalty 3264.634918 = -2623845.765731 nChanged 10631 SP:Iteration 1F (2184.350000 sec): 3 clusters Score: Raw -2633117.178676 + Penalty 3264.634918 = -2629852.543758 nChanged 1324 SP:Iteration 2F (2184.630000 sec): 3 clusters Score: Raw -2633790.599727 + Penalty 3264.634918 = -2630525.964809 nChanged 1612 SP:Iteration 3F (2184.900000 sec): 3 clusters Score: Raw -2634946.324368 + Penalty 3264.634918 = -2631681.689450 nChanged 2044 SP:Iteration 4F (2185.190000 sec): 3 clusters Score: Raw -2636772.224701 + Penalty 3264.634918 = -2633507.589783 nChanged 2079 SP:Iteration 5F (2185.490000 sec): 3 clusters Score: Raw -2638680.673475 + Penalty 3264.634918 = -2635416.038557 nChanged 1659 SP:Iteration 6F (2185.800000 sec): 3 clusters Score: Raw -2639991.899084 + Penalty 3264.634918 = -2636727.264166 nChanged 1084 SP:Iteration 7Q (2186.140000 sec): 3 clusters Score: Raw -2640644.759012 + Penalty 3264.634918 = -2637380.124094 nChanged 652 SP:Iteration 8Q (2186.430000 sec): 3 clusters Score: Raw -2640972.840393 + Penalty 3264.634918 = -2637708.205475 nChanged 417 SP:Iteration 9Q (2186.720000 sec): 3 clusters Score: Raw -2641158.402673 + Penalty 3264.634918 = -2637893.767755 nChanged 312 SP:Iteration 10Q (2187.040000 sec): 3 clusters Score: Raw -2641278.332235 + Penalty 3264.634918 = -2638013.697317 nChanged 228 SP:Iteration 11Q (2187.360000 sec): 3 clusters Score: Raw -2641360.227318 + Penalty 3264.634918 = -2638095.592400 nChanged 184 SP:Iteration 12Q (2187.670000 sec): 3 clusters Score: Raw -2641415.587664 + Penalty 3264.634918 = -2638150.952746 nChanged 147 SP:Iteration 13Q (2187.950000 sec): 3 clusters Score: Raw -2641460.315133 + Penalty 3264.634918 = -2638195.680215 nChanged 151 SP:Iteration 14Q (2188.270000 sec): 3 clusters Score: Raw -2641504.865144 + Penalty 3264.634918 = -2638240.230226 nChanged 127 SP:Iteration 15Q (2188.580000 sec): 3 clusters Score: Raw -2641544.330311 + Penalty 3264.634918 = -2638279.695394 nChanged 125 SP:Iteration 16Q (2188.870000 sec): 3 clusters Score: Raw -2641580.120055 + Penalty 3264.634918 = -2638315.485137 nChanged 103 SP:Iteration 17Q (2189.140000 sec): 3 clusters Score: Raw -2641609.579761 + Penalty 3264.634918 = -2638344.944843 nChanged 88 SP:Iteration 18Q (2189.470000 sec): 3 clusters Score: Raw -2641633.791396 + Penalty 3264.634918 = -2638369.156478 nChanged 92 SP:Iteration 19Q (2189.740000 sec): 3 clusters Score: Raw -2641658.837326 + Penalty 3264.634918 = -2638394.202408 nChanged 76 SP:Iteration 20F (2190.040000 sec): 3 clusters Score: Raw -2641681.663563 + Penalty 3264.634918 = -2638417.028645 nChanged 73 SP:Iteration 21Q (2190.300000 sec): 3 clusters Score: Raw -2641704.331272 + Penalty 3264.634918 = -2638439.696354 nChanged 59 SP:Iteration 22Q (2190.640000 sec): 3 clusters Score: Raw -2641721.254911 + Penalty 3264.634918 = -2638456.619994 nChanged 41 SP:Iteration 23Q (2190.920000 sec): 3 clusters Score: Raw -2641730.093319 + Penalty 3264.634918 = -2638465.458401 nChanged 28 SP:Iteration 24Q (2191.280000 sec): 3 clusters Score: Raw -2641737.332020 + Penalty 3264.634918 = -2638472.697102 nChanged 27 SP:Iteration 25Q (2191.630000 sec): 3 clusters Score: Raw -2641743.509609 + Penalty 3264.634918 = -2638478.874691 nChanged 27 SP:Iteration 26Q (2191.940000 sec): 3 clusters Score: Raw -2641749.759688 + Penalty 3264.634918 = -2638485.124770 nChanged 26 SP:Iteration 27Q (2192.340000 sec): 3 clusters Score: Raw -2641757.283050 + Penalty 3264.634918 = -2638492.648132 nChanged 25 SP:Iteration 28Q (2192.670000 sec): 3 clusters Score: Raw -2641763.706942 + Penalty 3264.634918 = -2638499.072024 nChanged 16 SP:Iteration 29Q (2193.020000 sec): 3 clusters Score: Raw -2641768.296723 + Penalty 3264.634918 = -2638503.661805 nChanged 17 SP:Iteration 30Q (2193.330000 sec): 3 clusters Score: Raw -2641771.716974 + Penalty 3264.634918 = -2638507.082056 nChanged 16 SP:Iteration 31Q (2193.620000 sec): 3 clusters Score: Raw -2641775.925620 + Penalty 3264.634918 = -2638511.290702 nChanged 9 SP:Iteration 32Q (2193.900000 sec): 3 clusters Score: Raw -2641778.176142 + Penalty 3264.634918 = -2638513.541225 nChanged 10 SP:Iteration 33Q (2194.200000 sec): 3 clusters Score: Raw -2641780.431780 + Penalty 3264.634918 = -2638515.796862 nChanged 12 SP:Iteration 34Q (2194.510000 sec): 3 clusters Score: Raw -2641782.926354 + Penalty 3264.634918 = -2638518.291436 nChanged 12 SP:Iteration 35Q (2194.840000 sec): 3 clusters Score: Raw -2641785.267495 + Penalty 3264.634918 = -2638520.632577 nChanged 4 SP:Iteration 36Q (2195.120000 sec): 3 clusters Score: Raw -2641786.375990 + Penalty 3264.634918 = -2638521.741072 nChanged 4 SP:Iteration 37Q (2195.440000 sec): 3 clusters Score: Raw -2641787.330915 + Penalty 3264.634918 = -2638522.695997 nChanged 3 SP:Iteration 38Q (2195.740000 sec): 3 clusters Score: Raw -2641787.965547 + Penalty 3264.634918 = -2638523.330629 nChanged 2 SP:Iteration 39Q (2196.080000 sec): 3 clusters Score: Raw -2641788.332602 + Penalty 3264.634918 = -2638523.697685 nChanged 3 SP:Iteration 40F (2196.400000 sec): 3 clusters Score: Raw -2641788.868711 + Penalty 3264.634918 = -2638524.233793 nChanged 2 SP:Iteration 41Q (2196.730000 sec): 3 clusters Score: Raw -2641789.292622 + Penalty 3264.634918 = -2638524.657704 nChanged 1 SP:Iteration 42Q (2197.060000 sec): 3 clusters Score: Raw -2641789.607394 + Penalty 3264.634918 = -2638524.972476 nChanged 1 SP:Iteration 43Q (2197.340000 sec): 3 clusters Score: Raw -2641789.777417 + Penalty 3264.634918 = -2638525.142499 nChanged 0 SP:Iteration 44F (2197.630000 sec): 3 clusters Score: Raw -2641789.777417 + Penalty 3264.634918 = -2638525.142499 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 19 (22169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2197.860000 sec): 2 clusters Score: Raw -2551400.592686 + Penalty 1626.048157 = -2549774.544530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2198.210000 sec): 3 clusters Score: Raw -2538003.633028 + Penalty 3252.096314 = -2534751.536715 nChanged 10052 SP:Iteration 1F (2198.450000 sec): 3 clusters Score: Raw -2543493.173970 + Penalty 3252.096314 = -2540241.077657 nChanged 1056 SP:Iteration 2Q (2198.760000 sec): 3 clusters Score: Raw -2543919.900951 + Penalty 3252.096314 = -2540667.804638 nChanged 993 SP:Iteration 3Q (2199.060000 sec): 3 clusters Score: Raw -2544424.832568 + Penalty 3252.096314 = -2541172.736254 nChanged 1092 SP:Iteration 4Q (2199.330000 sec): 3 clusters Score: Raw -2545063.285430 + Penalty 3252.096314 = -2541811.189116 nChanged 1260 SP:Iteration 5F (2199.710000 sec): 3 clusters Score: Raw -2545795.323545 + Penalty 3252.096314 = -2542543.227232 nChanged 1365 SP:Iteration 6F (2200.030000 sec): 3 clusters Score: Raw -2546543.392013 + Penalty 3252.096314 = -2543291.295700 nChanged 1471 SP:Iteration 7F (2200.320000 sec): 3 clusters Score: Raw -2547564.879188 + Penalty 3252.096314 = -2544312.782874 nChanged 1516 SP:Iteration 8F (2200.640000 sec): 3 clusters Score: Raw -2548788.335982 + Penalty 3252.096314 = -2545536.239668 nChanged 1366 SP:Iteration 9F (2200.910000 sec): 3 clusters Score: Raw -2549951.875418 + Penalty 3252.096314 = -2546699.779104 nChanged 1101 SP:Iteration 10Q (2201.230000 sec): 3 clusters Score: Raw -2550937.799485 + Penalty 3252.096314 = -2547685.703172 nChanged 789 SP:Iteration 11Q (2201.520000 sec): 3 clusters Score: Raw -2551684.552129 + Penalty 3252.096314 = -2548432.455816 nChanged 506 SP:Iteration 12Q (2201.820000 sec): 3 clusters Score: Raw -2552191.022111 + Penalty 3252.096314 = -2548938.925797 nChanged 327 SP:Iteration 13Q (2202.130000 sec): 3 clusters Score: Raw -2552525.733278 + Penalty 3252.096314 = -2549273.636964 nChanged 224 SP:Iteration 14Q (2202.400000 sec): 3 clusters Score: Raw -2552730.729889 + Penalty 3252.096314 = -2549478.633576 nChanged 128 SP:Iteration 15Q (2202.670000 sec): 3 clusters Score: Raw -2552819.548676 + Penalty 3252.096314 = -2549567.452363 nChanged 79 SP:Iteration 16Q (2202.970000 sec): 3 clusters Score: Raw -2552864.116997 + Penalty 3252.096314 = -2549612.020684 nChanged 64 SP:Iteration 17Q (2203.190000 sec): 3 clusters Score: Raw -2552901.679912 + Penalty 3252.096314 = -2549649.583598 nChanged 53 SP:Iteration 18Q (2203.480000 sec): 3 clusters Score: Raw -2552937.752597 + Penalty 3252.096314 = -2549685.656283 nChanged 39 SP:Iteration 19Q (2203.730000 sec): 3 clusters Score: Raw -2552968.749277 + Penalty 3252.096314 = -2549716.652964 nChanged 31 SP:Iteration 20F (2204.060000 sec): 3 clusters Score: Raw -2552989.142584 + Penalty 3252.096314 = -2549737.046270 nChanged 25 SP:Iteration 21Q (2204.300000 sec): 3 clusters Score: Raw -2553000.198372 + Penalty 3252.096314 = -2549748.102059 nChanged 23 SP:Iteration 22Q (2204.580000 sec): 3 clusters Score: Raw -2553008.455235 + Penalty 3252.096314 = -2549756.358922 nChanged 20 SP:Iteration 23Q (2204.840000 sec): 3 clusters Score: Raw -2553014.831349 + Penalty 3252.096314 = -2549762.735036 nChanged 11 SP:Iteration 24Q (2205.140000 sec): 3 clusters Score: Raw -2553017.068378 + Penalty 3252.096314 = -2549764.972065 nChanged 5 SP:Iteration 25Q (2205.420000 sec): 3 clusters Score: Raw -2553017.665940 + Penalty 3252.096314 = -2549765.569626 nChanged 3 SP:Iteration 26Q (2205.670000 sec): 3 clusters Score: Raw -2553018.334142 + Penalty 3252.096314 = -2549766.237828 nChanged 3 SP:Iteration 27Q (2205.940000 sec): 3 clusters Score: Raw -2553018.945879 + Penalty 3252.096314 = -2549766.849565 nChanged 0 SP:Iteration 28F (2206.240000 sec): 3 clusters Score: Raw -2553018.945879 + Penalty 3252.096314 = -2549766.849565 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 20 (1606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.380000 sec): 2 clusters Score: Raw -159215.275798 + Penalty 1199.494058 = -158015.781740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2206.530000 sec): 3 clusters Score: Raw -158602.941525 + Penalty 2398.988116 = -156203.953409 nChanged 576 SP:Iteration 1F (2206.760000 sec): 3 clusters Score: Raw -159054.311599 + Penalty 2398.988116 = -156655.323483 nChanged 144 SP:Iteration 2F (2206.950000 sec): 3 clusters Score: Raw -159185.540474 + Penalty 2398.988116 = -156786.552358 nChanged 84 SP:Iteration 3F (2207.110000 sec): 3 clusters Score: Raw -159268.904343 + Penalty 2398.988116 = -156869.916227 nChanged 65 SP:Iteration 4Q (2207.360000 sec): 3 clusters Score: Raw -159340.982532 + Penalty 2398.988116 = -156941.994416 nChanged 55 SP:Iteration 5Q (2207.510000 sec): 3 clusters Score: Raw -159406.233425 + Penalty 2398.988116 = -157007.245309 nChanged 58 SP:Iteration 6Q (2207.710000 sec): 3 clusters Score: Raw -159476.104188 + Penalty 2398.988116 = -157077.116072 nChanged 59 SP:Iteration 7Q (2207.890000 sec): 3 clusters Score: Raw -159552.929129 + Penalty 2398.988116 = -157153.941014 nChanged 56 SP:Iteration 8Q (2208.100000 sec): 3 clusters Score: Raw -159625.618648 + Penalty 2398.988116 = -157226.630532 nChanged 49 SP:Iteration 9Q (2208.240000 sec): 3 clusters Score: Raw -159687.361903 + Penalty 2398.988116 = -157288.373787 nChanged 43 SP:Iteration 10Q (2208.390000 sec): 3 clusters Score: Raw -159743.629777 + Penalty 2398.988116 = -157344.641661 nChanged 41 SP:Iteration 11Q (2208.580000 sec): 3 clusters Score: Raw -159796.177073 + Penalty 2398.988116 = -157397.188958 nChanged 38 SP:Iteration 12Q (2208.780000 sec): 3 clusters Score: Raw -159834.468243 + Penalty 2398.988116 = -157435.480127 nChanged 28 SP:Iteration 13Q (2208.960000 sec): 3 clusters Score: Raw -159866.075352 + Penalty 2398.988116 = -157467.087237 nChanged 26 SP:Iteration 14Q (2209.130000 sec): 3 clusters Score: Raw -159895.316432 + Penalty 2398.988116 = -157496.328316 nChanged 25 SP:Iteration 15Q (2209.290000 sec): 3 clusters Score: Raw -159917.079169 + Penalty 2398.988116 = -157518.091053 nChanged 20 SP:Iteration 16Q (2209.490000 sec): 3 clusters Score: Raw -159939.666910 + Penalty 2398.988116 = -157540.678794 nChanged 15 SP:Iteration 17Q (2209.670000 sec): 3 clusters Score: Raw -159951.235809 + Penalty 2398.988116 = -157552.247693 nChanged 8 SP:Iteration 18Q (2209.840000 sec): 3 clusters Score: Raw -159957.579376 + Penalty 2398.988116 = -157558.591260 nChanged 9 SP:Iteration 19Q (2210.020000 sec): 3 clusters Score: Raw -159965.281372 + Penalty 2398.988116 = -157566.293256 nChanged 9 SP:Iteration 20F (2210.170000 sec): 3 clusters Score: Raw -159971.921247 + Penalty 2398.988116 = -157572.933131 nChanged 6 SP:Iteration 21Q (2210.360000 sec): 3 clusters Score: Raw -159974.123746 + Penalty 2398.988116 = -157575.135630 nChanged 2 SP:Iteration 22Q (2210.530000 sec): 3 clusters Score: Raw -159976.841519 + Penalty 2398.988116 = -157577.853403 nChanged 1 SP:Iteration 23Q (2210.710000 sec): 3 clusters Score: Raw -159977.217534 + Penalty 2398.988116 = -157578.229418 nChanged 0 SP:Iteration 24F (2210.900000 sec): 3 clusters Score: Raw -159977.217534 + Penalty 2398.988116 = -157578.229418 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 21 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2211.000000 sec): 2 clusters Score: Raw -97492.982646 + Penalty 1110.017063 = -96382.965583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2211.170000 sec): 3 clusters Score: Raw -97231.359946 + Penalty 2220.034126 = -95011.325820 nChanged 278 SP:Iteration 1F (2211.380000 sec): 3 clusters Score: Raw -97607.647388 + Penalty 2220.034126 = -95387.613262 nChanged 94 SP:Iteration 2F (2211.540000 sec): 3 clusters Score: Raw -97786.706962 + Penalty 2220.034126 = -95566.672835 nChanged 76 SP:Iteration 3F (2211.670000 sec): 3 clusters Score: Raw -98041.149435 + Penalty 2220.034126 = -95821.115308 nChanged 76 SP:Iteration 4F (2211.860000 sec): 3 clusters Score: Raw -98285.499931 + Penalty 2220.034126 = -96065.465805 nChanged 42 SP:Iteration 5Q (2212.090000 sec): 3 clusters Score: Raw -98377.162564 + Penalty 2220.034126 = -96157.128437 nChanged 26 SP:Iteration 6Q (2212.250000 sec): 3 clusters Score: Raw -98416.728495 + Penalty 2220.034126 = -96196.694369 nChanged 10 SP:Iteration 7Q (2212.430000 sec): 3 clusters Score: Raw -98428.456720 + Penalty 2220.034126 = -96208.422594 nChanged 2 SP:Iteration 8Q (2212.630000 sec): 3 clusters Score: Raw -98429.605558 + Penalty 2220.034126 = -96209.571431 nChanged 1 SP:Iteration 9Q (2212.770000 sec): 3 clusters Score: Raw -98430.050495 + Penalty 2220.034126 = -96210.016369 nChanged 0 SP:Iteration 10F (2212.910000 sec): 3 clusters Score: Raw -98430.050495 + Penalty 2220.034126 = -96210.016369 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 22 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2213.010000 sec): 2 clusters Score: Raw -151147.048865 + Penalty 1166.141361 = -149980.907503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2213.150000 sec): 3 clusters Score: Raw -150696.802165 + Penalty 2332.282723 = -148364.519442 nChanged 394 SP:Iteration 1F (2213.290000 sec): 3 clusters Score: Raw -151016.782937 + Penalty 2332.282723 = -148684.500214 nChanged 114 SP:Iteration 2F (2213.390000 sec): 3 clusters Score: Raw -151111.948022 + Penalty 2332.282723 = -148779.665299 nChanged 44 SP:Iteration 3Q (2213.540000 sec): 3 clusters Score: Raw -151150.036906 + Penalty 2332.282723 = -148817.754183 nChanged 38 SP:Iteration 4Q (2213.680000 sec): 3 clusters Score: Raw -151179.428409 + Penalty 2332.282723 = -148847.145686 nChanged 29 SP:Iteration 5Q (2213.830000 sec): 3 clusters Score: Raw -151203.262266 + Penalty 2332.282723 = -148870.979543 nChanged 33 SP:Iteration 6Q (2213.970000 sec): 3 clusters Score: Raw -151231.053709 + Penalty 2332.282723 = -148898.770986 nChanged 20 SP:Iteration 7Q (2214.110000 sec): 3 clusters Score: Raw -151249.072150 + Penalty 2332.282723 = -148916.789428 nChanged 19 SP:Iteration 8Q (2214.260000 sec): 3 clusters Score: Raw -151265.775131 + Penalty 2332.282723 = -148933.492408 nChanged 11 SP:Iteration 9Q (2214.400000 sec): 3 clusters Score: Raw -151275.503440 + Penalty 2332.282723 = -148943.220717 nChanged 14 SP:Iteration 10Q (2214.580000 sec): 3 clusters Score: Raw -151284.784629 + Penalty 2332.282723 = -148952.501906 nChanged 3 SP:Iteration 11Q (2214.710000 sec): 3 clusters Score: Raw -151287.477902 + Penalty 2332.282723 = -148955.195179 nChanged 2 SP:Iteration 12Q (2214.850000 sec): 3 clusters Score: Raw -151290.431586 + Penalty 2332.282723 = -148958.148863 nChanged 5 SP:Iteration 13Q (2215.030000 sec): 3 clusters Score: Raw -151293.775324 + Penalty 2332.282723 = -148961.492601 nChanged 4 SP:Iteration 14Q (2215.210000 sec): 3 clusters Score: Raw -151295.659995 + Penalty 2332.282723 = -148963.377272 nChanged 3 SP:Iteration 15Q (2215.350000 sec): 3 clusters Score: Raw -151297.416195 + Penalty 2332.282723 = -148965.133472 nChanged 1 SP:Iteration 16Q (2215.470000 sec): 3 clusters Score: Raw -151297.900048 + Penalty 2332.282723 = -148965.617325 nChanged 2 SP:Iteration 17Q (2215.610000 sec): 3 clusters Score: Raw -151299.530656 + Penalty 2332.282723 = -148967.247933 nChanged 1 SP:Iteration 18Q (2215.820000 sec): 3 clusters Score: Raw -151299.845479 + Penalty 2332.282723 = -148967.562756 nChanged 0 SP:Iteration 19F (2215.940000 sec): 3 clusters Score: Raw -151299.845479 + Penalty 2332.282723 = -148967.562756 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 23 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2216.050000 sec): 2 clusters Score: Raw -71227.780226 + Penalty 1045.091301 = -70182.688925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2216.200000 sec): 3 clusters Score: Raw -71100.231391 + Penalty 2090.182602 = -69010.048789 nChanged 150 SP:Iteration 1F (2216.360000 sec): 3 clusters Score: Raw -71277.796161 + Penalty 2090.182602 = -69187.613559 nChanged 40 SP:Iteration 2F (2216.500000 sec): 3 clusters Score: Raw -71353.366959 + Penalty 2090.182602 = -69263.184358 nChanged 37 SP:Iteration 3F (2216.640000 sec): 3 clusters Score: Raw -71423.876694 + Penalty 2090.182602 = -69333.694092 nChanged 27 SP:Iteration 4Q (2216.780000 sec): 3 clusters Score: Raw -71466.626241 + Penalty 2090.182602 = -69376.443639 nChanged 20 SP:Iteration 5Q (2216.950000 sec): 3 clusters Score: Raw -71495.694185 + Penalty 2090.182602 = -69405.511583 nChanged 17 SP:Iteration 6Q (2217.100000 sec): 3 clusters Score: Raw -71527.754406 + Penalty 2090.182602 = -69437.571804 nChanged 13 SP:Iteration 7Q (2217.290000 sec): 3 clusters Score: Raw -71548.386507 + Penalty 2090.182602 = -69458.203905 nChanged 12 SP:Iteration 8Q (2217.390000 sec): 3 clusters Score: Raw -71576.092197 + Penalty 2090.182602 = -69485.909595 nChanged 11 SP:Iteration 9Q (2217.580000 sec): 3 clusters Score: Raw -71602.305919 + Penalty 2090.182602 = -69512.123317 nChanged 11 SP:Iteration 10Q (2217.770000 sec): 3 clusters Score: Raw -71631.527429 + Penalty 2090.182602 = -69541.344827 nChanged 14 SP:Iteration 11Q (2217.950000 sec): 3 clusters Score: Raw -71686.143591 + Penalty 2090.182602 = -69595.960990 nChanged 18 SP:Iteration 12Q (2218.100000 sec): 3 clusters Score: Raw -71759.303151 + Penalty 2090.182602 = -69669.120549 nChanged 11 SP:Iteration 13Q (2218.310000 sec): 3 clusters Score: Raw -71782.096140 + Penalty 2090.182602 = -69691.913538 nChanged 5 SP:Iteration 14Q (2218.510000 sec): 3 clusters Score: Raw -71795.362169 + Penalty 2090.182602 = -69705.179567 nChanged 5 SP:Iteration 15Q (2218.710000 sec): 3 clusters Score: Raw -71801.417111 + Penalty 2090.182602 = -69711.234509 nChanged 3 SP:Iteration 16Q (2218.840000 sec): 3 clusters Score: Raw -71805.890915 + Penalty 2090.182602 = -69715.708314 nChanged 5 SP:Iteration 17Q (2219.020000 sec): 3 clusters Score: Raw -71813.327747 + Penalty 2090.182602 = -69723.145146 nChanged 1 SP:Iteration 18Q (2219.170000 sec): 3 clusters Score: Raw -71813.939328 + Penalty 2090.182602 = -69723.756726 nChanged 0 SP:Iteration 19F (2219.310000 sec): 3 clusters Score: Raw -71813.939328 + Penalty 2090.182602 = -69723.756726 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 24 (5176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2219.420000 sec): 2 clusters Score: Raw -591387.041745 + Penalty 1389.665523 = -589997.376222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2219.640000 sec): 3 clusters Score: Raw -588710.887479 + Penalty 2779.331047 = -585931.556432 nChanged 2115 SP:Iteration 1F (2219.810000 sec): 3 clusters Score: Raw -589966.278625 + Penalty 2779.331047 = -587186.947578 nChanged 455 SP:Iteration 2F (2219.970000 sec): 3 clusters Score: Raw -590301.344772 + Penalty 2779.331047 = -587522.013725 nChanged 369 SP:Iteration 3F (2220.150000 sec): 3 clusters Score: Raw -590598.566410 + Penalty 2779.331047 = -587819.235363 nChanged 340 SP:Iteration 4F (2220.310000 sec): 3 clusters Score: Raw -590865.756612 + Penalty 2779.331047 = -588086.425566 nChanged 282 SP:Iteration 5F (2220.490000 sec): 3 clusters Score: Raw -591105.270039 + Penalty 2779.331047 = -588325.938992 nChanged 214 SP:Iteration 6Q (2220.720000 sec): 3 clusters Score: Raw -591278.389124 + Penalty 2779.331047 = -588499.058077 nChanged 147 SP:Iteration 7Q (2220.970000 sec): 3 clusters Score: Raw -591394.465759 + Penalty 2779.331047 = -588615.134713 nChanged 113 SP:Iteration 8Q (2221.160000 sec): 3 clusters Score: Raw -591463.691495 + Penalty 2779.331047 = -588684.360448 nChanged 88 SP:Iteration 9Q (2221.350000 sec): 3 clusters Score: Raw -591509.401374 + Penalty 2779.331047 = -588730.070327 nChanged 62 SP:Iteration 10Q (2221.510000 sec): 3 clusters Score: Raw -591538.684188 + Penalty 2779.331047 = -588759.353141 nChanged 47 SP:Iteration 11Q (2221.690000 sec): 3 clusters Score: Raw -591555.267028 + Penalty 2779.331047 = -588775.935981 nChanged 26 SP:Iteration 12Q (2221.870000 sec): 3 clusters Score: Raw -591565.069962 + Penalty 2779.331047 = -588785.738915 nChanged 20 SP:Iteration 13Q (2222.030000 sec): 3 clusters Score: Raw -591573.058949 + Penalty 2779.331047 = -588793.727903 nChanged 13 SP:Iteration 14Q (2222.200000 sec): 3 clusters Score: Raw -591577.761006 + Penalty 2779.331047 = -588798.429959 nChanged 10 SP:Iteration 15Q (2222.390000 sec): 3 clusters Score: Raw -591580.826633 + Penalty 2779.331047 = -588801.495586 nChanged 17 SP:Iteration 16Q (2222.560000 sec): 3 clusters Score: Raw -591587.146043 + Penalty 2779.331047 = -588807.814997 nChanged 14 SP:Iteration 17Q (2222.670000 sec): 3 clusters Score: Raw -591592.733307 + Penalty 2779.331047 = -588813.402260 nChanged 11 SP:Iteration 18Q (2222.820000 sec): 3 clusters Score: Raw -591596.987869 + Penalty 2779.331047 = -588817.656822 nChanged 11 SP:Iteration 19Q (2222.970000 sec): 3 clusters Score: Raw -591600.215495 + Penalty 2779.331047 = -588820.884448 nChanged 8 SP:Iteration 20F (2223.160000 sec): 3 clusters Score: Raw -591602.109589 + Penalty 2779.331047 = -588822.778542 nChanged 7 SP:Iteration 21Q (2223.310000 sec): 3 clusters Score: Raw -591604.877369 + Penalty 2779.331047 = -588825.546322 nChanged 7 SP:Iteration 22Q (2223.490000 sec): 3 clusters Score: Raw -591607.071513 + Penalty 2779.331047 = -588827.740466 nChanged 6 SP:Iteration 23Q (2223.650000 sec): 3 clusters Score: Raw -591608.819472 + Penalty 2779.331047 = -588829.488426 nChanged 4 SP:Iteration 24Q (2223.810000 sec): 3 clusters Score: Raw -591609.989922 + Penalty 2779.331047 = -588830.658875 nChanged 2 SP:Iteration 25Q (2223.990000 sec): 3 clusters Score: Raw -591610.347670 + Penalty 2779.331047 = -588831.016623 nChanged 2 SP:Iteration 26Q (2224.160000 sec): 3 clusters Score: Raw -591610.546937 + Penalty 2779.331047 = -588831.215890 nChanged 1 SP:Iteration 27Q (2224.330000 sec): 3 clusters Score: Raw -591610.915909 + Penalty 2779.331047 = -588831.584862 nChanged 1 SP:Iteration 28Q (2224.520000 sec): 3 clusters Score: Raw -591611.385194 + Penalty 2779.331047 = -588832.054147 nChanged 2 SP:Iteration 29Q (2224.720000 sec): 3 clusters Score: Raw -591611.758158 + Penalty 2779.331047 = -588832.427111 nChanged 1 SP:Iteration 30Q (2224.890000 sec): 3 clusters Score: Raw -591611.941877 + Penalty 2779.331047 = -588832.610830 nChanged 2 SP:Iteration 31Q (2225.060000 sec): 3 clusters Score: Raw -591612.543125 + Penalty 2779.331047 = -588833.212078 nChanged 1 SP:Iteration 32Q (2225.270000 sec): 3 clusters Score: Raw -591612.854483 + Penalty 2779.331047 = -588833.523436 nChanged 0 SP:Iteration 33F (2225.470000 sec): 3 clusters Score: Raw -591612.854483 + Penalty 2779.331047 = -588833.523436 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 25 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2225.610000 sec): 2 clusters Score: Raw -16209.301415 + Penalty 825.728209 = -15383.573205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2225.770000 sec): 3 clusters Score: Raw -16366.828426 + Penalty 1651.456419 = -14715.372008 nChanged 23 SP:Iteration 1F (2225.940000 sec): 3 clusters Score: Raw -16451.717180 + Penalty 1651.456419 = -14800.260762 nChanged 5 SP:Iteration 2Q (2226.090000 sec): 3 clusters Score: Raw -16483.184272 + Penalty 1651.456419 = -14831.727854 nChanged 3 SP:Iteration 3Q (2226.290000 sec): 3 clusters Score: Raw -16524.737359 + Penalty 1651.456419 = -14873.280940 nChanged 1 SP:Iteration 4Q (2226.430000 sec): 3 clusters Score: Raw -16528.460213 + Penalty 1651.456419 = -14877.003794 nChanged 3 SP:Iteration 5Q (2226.640000 sec): 3 clusters Score: Raw -16540.287360 + Penalty 1651.456419 = -14888.830942 nChanged 3 SP:Iteration 6Q (2226.820000 sec): 3 clusters Score: Raw -16553.792887 + Penalty 1651.456419 = -14902.336468 nChanged 0 SP:Iteration 7F (2227.010000 sec): 3 clusters Score: Raw -16553.792887 + Penalty 1651.456419 = -14902.336468 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 26 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2227.100000 sec): 2 clusters Score: Raw -146857.601882 + Penalty 1167.008691 = -145690.593191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2227.270000 sec): 3 clusters Score: Raw -146395.085835 + Penalty 2334.017382 = -144061.068453 nChanged 417 SP:Iteration 1F (2227.430000 sec): 3 clusters Score: Raw -146753.039440 + Penalty 2334.017382 = -144419.022058 nChanged 117 SP:Iteration 2F (2227.610000 sec): 3 clusters Score: Raw -146907.437631 + Penalty 2334.017382 = -144573.420249 nChanged 76 SP:Iteration 3F (2227.800000 sec): 3 clusters Score: Raw -146998.906542 + Penalty 2334.017382 = -144664.889160 nChanged 48 SP:Iteration 4Q (2227.960000 sec): 3 clusters Score: Raw -147085.864277 + Penalty 2334.017382 = -144751.846895 nChanged 59 SP:Iteration 5Q (2228.100000 sec): 3 clusters Score: Raw -147189.494954 + Penalty 2334.017382 = -144855.477572 nChanged 63 SP:Iteration 6Q (2228.250000 sec): 3 clusters Score: Raw -147290.752714 + Penalty 2334.017382 = -144956.735332 nChanged 58 SP:Iteration 7Q (2228.400000 sec): 3 clusters Score: Raw -147384.736527 + Penalty 2334.017382 = -145050.719145 nChanged 66 SP:Iteration 8F (2228.550000 sec): 3 clusters Score: Raw -147492.363269 + Penalty 2334.017382 = -145158.345887 nChanged 48 SP:Iteration 9Q (2228.670000 sec): 3 clusters Score: Raw -147572.949472 + Penalty 2334.017382 = -145238.932090 nChanged 28 SP:Iteration 10Q (2228.810000 sec): 3 clusters Score: Raw -147619.102617 + Penalty 2334.017382 = -145285.085235 nChanged 17 SP:Iteration 11Q (2228.950000 sec): 3 clusters Score: Raw -147646.046189 + Penalty 2334.017382 = -145312.028807 nChanged 10 SP:Iteration 12Q (2229.130000 sec): 3 clusters Score: Raw -147659.839370 + Penalty 2334.017382 = -145325.821988 nChanged 8 SP:Iteration 13Q (2229.320000 sec): 3 clusters Score: Raw -147670.389233 + Penalty 2334.017382 = -145336.371851 nChanged 7 SP:Iteration 14Q (2229.510000 sec): 3 clusters Score: Raw -147676.868953 + Penalty 2334.017382 = -145342.851571 nChanged 5 SP:Iteration 15Q (2229.710000 sec): 3 clusters Score: Raw -147682.433297 + Penalty 2334.017382 = -145348.415915 nChanged 8 SP:Iteration 16Q (2229.850000 sec): 3 clusters Score: Raw -147691.480839 + Penalty 2334.017382 = -145357.463457 nChanged 7 SP:Iteration 17Q (2230.040000 sec): 3 clusters Score: Raw -147697.779015 + Penalty 2334.017382 = -145363.761633 nChanged 5 SP:Iteration 18Q (2230.260000 sec): 3 clusters Score: Raw -147701.997293 + Penalty 2334.017382 = -145367.979911 nChanged 5 SP:Iteration 19Q (2230.430000 sec): 3 clusters Score: Raw -147706.312364 + Penalty 2334.017382 = -145372.294982 nChanged 3 SP:Iteration 20F (2230.630000 sec): 3 clusters Score: Raw -147708.794265 + Penalty 2334.017382 = -145374.776883 nChanged 3 SP:Iteration 21Q (2230.750000 sec): 3 clusters Score: Raw -147715.296998 + Penalty 2334.017382 = -145381.279616 nChanged 6 SP:Iteration 22Q (2230.890000 sec): 3 clusters Score: Raw -147735.154704 + Penalty 2334.017382 = -145401.137322 nChanged 15 SP:Iteration 23Q (2231.050000 sec): 3 clusters Score: Raw -147777.461339 + Penalty 2334.017382 = -145443.443957 nChanged 21 SP:Iteration 24Q (2231.230000 sec): 3 clusters Score: Raw -147850.143669 + Penalty 2334.017382 = -145516.126287 nChanged 13 SP:Iteration 25Q (2231.440000 sec): 3 clusters Score: Raw -147873.687996 + Penalty 2334.017382 = -145539.670614 nChanged 7 SP:Iteration 26Q (2231.630000 sec): 3 clusters Score: Raw -147880.221630 + Penalty 2334.017382 = -145546.204248 nChanged 4 SP:Iteration 27Q (2231.800000 sec): 3 clusters Score: Raw -147883.393575 + Penalty 2334.017382 = -145549.376193 nChanged 6 SP:Iteration 28Q (2231.980000 sec): 3 clusters Score: Raw -147887.863414 + Penalty 2334.017382 = -145553.846032 nChanged 4 SP:Iteration 29Q (2232.170000 sec): 3 clusters Score: Raw -147890.395705 + Penalty 2334.017382 = -145556.378323 nChanged 1 SP:Iteration 30Q (2232.390000 sec): 3 clusters Score: Raw -147890.933326 + Penalty 2334.017382 = -145556.915944 nChanged 2 SP:Iteration 31Q (2232.570000 sec): 3 clusters Score: Raw -147891.765254 + Penalty 2334.017382 = -145557.747872 nChanged 1 SP:Iteration 32Q (2232.790000 sec): 3 clusters Score: Raw -147892.297831 + Penalty 2334.017382 = -145558.280449 nChanged 0 SP:Iteration 33F (2232.980000 sec): 3 clusters Score: Raw -147892.297831 + Penalty 2334.017382 = -145558.280449 nChanged 0 ------ Evaluating fit on full set of 1384417 points ------ Score: Raw -153161211.113678 + Penalty 59744.836357 = -153101466.277321 Time taken for this iteration:2277.210000 seconds. 20->27 Clusters: Score -153101466.277321, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.83 GB would take us to total of 3.32 GB. ------ Running on subset of 461472 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 7 (5485 points): Lose 364.300838 but Gain 2119.353707 Iteration 0F (2318.610000 sec): 20 clusters Score: Raw -48613879.016420 + Penalty 40267.720436 = -48573611.295984 nChanged 435782 Iteration 1F (2336.220000 sec): 20 clusters Score: Raw -50145069.980792 + Penalty 40267.720436 = -50104802.260356 nChanged 177024 Iteration 2F (2353.380000 sec): 20 clusters Score: Raw -50488579.092588 + Penalty 40267.720436 = -50448311.372152 nChanged 109823 Deleting Class 5 (2139 points): Lose 2024.851727 but Gain 2119.353707 Iteration 3F (2370.320000 sec): 19 clusters Score: Raw -50645726.304969 + Penalty 38148.366729 = -50607577.938241 nChanged 78272 Iteration 4F (2386.430000 sec): 19 clusters Score: Raw -50746125.295578 + Penalty 38148.366729 = -50707976.928849 nChanged 57568 Deleting Class 20 (1622 points): Lose 1888.741114 but Gain 2119.353707 Iteration 5F (2402.130000 sec): 18 clusters Score: Raw -50815804.006245 + Penalty 36029.013021 = -50779774.993223 nChanged 47196 Iteration 6F (2417.070000 sec): 18 clusters Score: Raw -50864360.961572 + Penalty 36029.013021 = -50828331.948550 nChanged 36448 Iteration 7F (2432.000000 sec): 18 clusters Score: Raw -50892075.377101 + Penalty 36029.013021 = -50856046.364080 nChanged 30877 Iteration 8F (2447.420000 sec): 18 clusters Score: Raw -50911280.595921 + Penalty 36029.013021 = -50875251.582899 nChanged 27463 Iteration 9F (2463.080000 sec): 18 clusters Score: Raw -50926610.130864 + Penalty 36029.013021 = -50890581.117843 nChanged 24865 Iteration 10F (2476.750000 sec): 18 clusters Score: Raw -50941014.624657 + Penalty 36029.013021 = -50904985.611635 nChanged 23048 Iteration 11Q (2487.150000 sec): 18 clusters Score: Raw -50954998.771796 + Penalty 36029.013021 = -50918969.758775 nChanged 20201 Iteration 12Q (2497.370000 sec): 18 clusters Score: Raw -50968407.674785 + Penalty 36029.013021 = -50932378.661763 nChanged 16182 Iteration 13Q (2508.220000 sec): 18 clusters Score: Raw -50979234.577380 + Penalty 36029.013021 = -50943205.564359 nChanged 11540 Iteration 14Q (2518.700000 sec): 18 clusters Score: Raw -50986393.653042 + Penalty 36029.013021 = -50950364.640020 nChanged 7588 Iteration 15Q (2528.980000 sec): 18 clusters Score: Raw -50990527.586923 + Penalty 36029.013021 = -50954498.573902 nChanged 5433 Iteration 16Q (2538.930000 sec): 18 clusters Score: Raw -50993189.004453 + Penalty 36029.013021 = -50957159.991431 nChanged 4057 Iteration 17Q (2549.250000 sec): 18 clusters Score: Raw -50995189.779516 + Penalty 36029.013021 = -50959160.766494 nChanged 3077 Iteration 18Q (2559.550000 sec): 18 clusters Score: Raw -50996459.359857 + Penalty 36029.013021 = -50960430.346836 nChanged 2279 Iteration 19Q (2569.730000 sec): 18 clusters Score: Raw -50997077.804391 + Penalty 36029.013021 = -50961048.791370 nChanged 1693 Writing temp clu file Because OldScore, -50960430.346836, is greater than current (better) Score,-50961048.791370 Compute initial score before splitting: Score: Raw -50997077.804391 + Penalty 36029.013021 = -50961048.791370 Memory request: 0.01 GB would take us to total of 3.32 GB. Trying to split cluster 1 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2569.900000 sec): 2 clusters Score: Raw -256972.400474 + Penalty 1261.629084 = -255710.771389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2570.140000 sec): 3 clusters Score: Raw -255954.028694 + Penalty 2523.258169 = -253430.770526 nChanged 853 SP:Iteration 1F (2570.280000 sec): 3 clusters Score: Raw -256636.699979 + Penalty 2523.258169 = -254113.441810 nChanged 260 SP:Iteration 2F (2570.460000 sec): 3 clusters Score: Raw -257077.251681 + Penalty 2523.258169 = -254553.993512 nChanged 209 SP:Iteration 3F (2570.600000 sec): 3 clusters Score: Raw -257512.826505 + Penalty 2523.258169 = -254989.568336 nChanged 183 SP:Iteration 4F (2570.780000 sec): 3 clusters Score: Raw -257795.888574 + Penalty 2523.258169 = -255272.630405 nChanged 145 SP:Iteration 5F (2570.960000 sec): 3 clusters Score: Raw -258014.431368 + Penalty 2523.258169 = -255491.173200 nChanged 107 SP:Iteration 6Q (2571.100000 sec): 3 clusters Score: Raw -258163.628646 + Penalty 2523.258169 = -255640.370477 nChanged 87 SP:Iteration 7Q (2571.270000 sec): 3 clusters Score: Raw -258276.271989 + Penalty 2523.258169 = -255753.013820 nChanged 75 SP:Iteration 8Q (2571.470000 sec): 3 clusters Score: Raw -258406.709534 + Penalty 2523.258169 = -255883.451365 nChanged 67 SP:Iteration 9Q (2571.620000 sec): 3 clusters Score: Raw -258540.265845 + Penalty 2523.258169 = -256017.007676 nChanged 52 SP:Iteration 10Q (2571.770000 sec): 3 clusters Score: Raw -258676.229785 + Penalty 2523.258169 = -256152.971617 nChanged 39 SP:Iteration 11Q (2571.870000 sec): 3 clusters Score: Raw -258801.503931 + Penalty 2523.258169 = -256278.245762 nChanged 34 SP:Iteration 12Q (2572.020000 sec): 3 clusters Score: Raw -258893.679570 + Penalty 2523.258169 = -256370.421402 nChanged 18 SP:Iteration 13Q (2572.160000 sec): 3 clusters Score: Raw -258926.858001 + Penalty 2523.258169 = -256403.599833 nChanged 18 SP:Iteration 14Q (2572.260000 sec): 3 clusters Score: Raw -258962.026756 + Penalty 2523.258169 = -256438.768588 nChanged 7 SP:Iteration 15Q (2572.430000 sec): 3 clusters Score: Raw -258973.414833 + Penalty 2523.258169 = -256450.156664 nChanged 3 SP:Iteration 16Q (2572.570000 sec): 3 clusters Score: Raw -258980.255512 + Penalty 2523.258169 = -256456.997344 nChanged 4 SP:Iteration 17Q (2572.760000 sec): 3 clusters Score: Raw -258984.760517 + Penalty 2523.258169 = -256461.502349 nChanged 4 SP:Iteration 18Q (2572.900000 sec): 3 clusters Score: Raw -258988.288313 + Penalty 2523.258169 = -256465.030144 nChanged 2 SP:Iteration 19Q (2573.020000 sec): 3 clusters Score: Raw -258991.009548 + Penalty 2523.258169 = -256467.751380 nChanged 0 SP:Iteration 20F (2573.210000 sec): 3 clusters Score: Raw -258991.009548 + Penalty 2523.258169 = -256467.751380 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 2 (33016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2573.550000 sec): 2 clusters Score: Raw -3798861.018534 + Penalty 1690.771480 = -3797170.247054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2573.870000 sec): 3 clusters Score: Raw -3778286.481325 + Penalty 3381.542961 = -3774904.938364 nChanged 15275 SP:Iteration 1F (2574.220000 sec): 3 clusters Score: Raw -3786957.869980 + Penalty 3381.542961 = -3783576.327019 nChanged 1535 SP:Iteration 2Q (2574.590000 sec): 3 clusters Score: Raw -3787587.596310 + Penalty 3381.542961 = -3784206.053349 nChanged 1817 SP:Iteration 3F (2574.910000 sec): 3 clusters Score: Raw -3788705.281102 + Penalty 3381.542961 = -3785323.738141 nChanged 2369 SP:Iteration 4F (2575.280000 sec): 3 clusters Score: Raw -3790696.881346 + Penalty 3381.542961 = -3787315.338385 nChanged 2897 SP:Iteration 5F (2575.640000 sec): 3 clusters Score: Raw -3793409.108690 + Penalty 3381.542961 = -3790027.565729 nChanged 2869 SP:Iteration 6F (2575.950000 sec): 3 clusters Score: Raw -3796198.299681 + Penalty 3381.542961 = -3792816.756720 nChanged 2208 SP:Iteration 7F (2576.300000 sec): 3 clusters Score: Raw -3798503.797346 + Penalty 3381.542961 = -3795122.254386 nChanged 1515 SP:Iteration 8Q (2576.600000 sec): 3 clusters Score: Raw -3800269.723222 + Penalty 3381.542961 = -3796888.180261 nChanged 937 SP:Iteration 9Q (2576.900000 sec): 3 clusters Score: Raw -3801146.464382 + Penalty 3381.542961 = -3797764.921421 nChanged 479 SP:Iteration 10Q (2577.200000 sec): 3 clusters Score: Raw -3801362.118297 + Penalty 3381.542961 = -3797980.575336 nChanged 256 SP:Iteration 11Q (2577.560000 sec): 3 clusters Score: Raw -3801421.818954 + Penalty 3381.542961 = -3798040.275994 nChanged 141 SP:Iteration 12Q (2577.850000 sec): 3 clusters Score: Raw -3801443.155136 + Penalty 3381.542961 = -3798061.612175 nChanged 79 SP:Iteration 13Q (2578.210000 sec): 3 clusters Score: Raw -3801451.476115 + Penalty 3381.542961 = -3798069.933154 nChanged 57 SP:Iteration 14Q (2578.510000 sec): 3 clusters Score: Raw -3801456.617565 + Penalty 3381.542961 = -3798075.074605 nChanged 44 SP:Iteration 15Q (2578.910000 sec): 3 clusters Score: Raw -3801459.420486 + Penalty 3381.542961 = -3798077.877525 nChanged 25 SP:Iteration 16Q (2579.230000 sec): 3 clusters Score: Raw -3801461.297052 + Penalty 3381.542961 = -3798079.754091 nChanged 14 SP:Iteration 17Q (2579.590000 sec): 3 clusters Score: Raw -3801462.098694 + Penalty 3381.542961 = -3798080.555734 nChanged 10 SP:Iteration 18Q (2579.920000 sec): 3 clusters Score: Raw -3801462.517062 + Penalty 3381.542961 = -3798080.974102 nChanged 6 SP:Iteration 19Q (2580.320000 sec): 3 clusters Score: Raw -3801462.831122 + Penalty 3381.542961 = -3798081.288161 nChanged 6 SP:Iteration 20F (2580.710000 sec): 3 clusters Score: Raw -3801463.076171 + Penalty 3381.542961 = -3798081.533211 nChanged 3 SP:Iteration 21Q (2581.010000 sec): 3 clusters Score: Raw -3801463.178622 + Penalty 3381.542961 = -3798081.635661 nChanged 2 SP:Iteration 22Q (2581.370000 sec): 3 clusters Score: Raw -3801463.215726 + Penalty 3381.542961 = -3798081.672766 nChanged 1 SP:Iteration 23Q (2581.720000 sec): 3 clusters Score: Raw -3801463.228496 + Penalty 3381.542961 = -3798081.685535 nChanged 1 SP:Iteration 24Q (2582.050000 sec): 3 clusters Score: Raw -3801463.267346 + Penalty 3381.542961 = -3798081.724385 nChanged 1 SP:Iteration 25Q (2582.350000 sec): 3 clusters Score: Raw -3801463.282198 + Penalty 3381.542961 = -3798081.739238 nChanged 0 SP:Iteration 26F (2582.680000 sec): 3 clusters Score: Raw -3801463.282198 + Penalty 3381.542961 = -3798081.739238 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 3 (23619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2582.890000 sec): 2 clusters Score: Raw -2709236.409017 + Penalty 1636.343597 = -2707600.065420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2583.250000 sec): 3 clusters Score: Raw -2695028.938107 + Penalty 3272.687194 = -2691756.250912 nChanged 10660 SP:Iteration 1F (2583.550000 sec): 3 clusters Score: Raw -2701019.325449 + Penalty 3272.687194 = -2697746.638254 nChanged 1506 SP:Iteration 2F (2583.900000 sec): 3 clusters Score: Raw -2702120.133929 + Penalty 3272.687194 = -2698847.446735 nChanged 1943 SP:Iteration 3F (2584.150000 sec): 3 clusters Score: Raw -2703931.999237 + Penalty 3272.687194 = -2700659.312043 nChanged 2125 SP:Iteration 4F (2584.440000 sec): 3 clusters Score: Raw -2705611.479973 + Penalty 3272.687194 = -2702338.792779 nChanged 1835 SP:Iteration 5F (2584.800000 sec): 3 clusters Score: Raw -2706819.914752 + Penalty 3272.687194 = -2703547.227558 nChanged 1411 SP:Iteration 6F (2585.060000 sec): 3 clusters Score: Raw -2707670.968674 + Penalty 3272.687194 = -2704398.281479 nChanged 1081 SP:Iteration 7Q (2585.370000 sec): 3 clusters Score: Raw -2708355.313792 + Penalty 3272.687194 = -2705082.626598 nChanged 911 SP:Iteration 8Q (2585.700000 sec): 3 clusters Score: Raw -2709044.222471 + Penalty 3272.687194 = -2705771.535276 nChanged 779 SP:Iteration 9Q (2586.000000 sec): 3 clusters Score: Raw -2709693.676049 + Penalty 3272.687194 = -2706420.988854 nChanged 623 SP:Iteration 10Q (2586.300000 sec): 3 clusters Score: Raw -2710245.549273 + Penalty 3272.687194 = -2706972.862079 nChanged 453 SP:Iteration 11Q (2586.620000 sec): 3 clusters Score: Raw -2710599.485142 + Penalty 3272.687194 = -2707326.797948 nChanged 322 SP:Iteration 12Q (2586.890000 sec): 3 clusters Score: Raw -2710864.464947 + Penalty 3272.687194 = -2707591.777753 nChanged 234 SP:Iteration 13Q (2587.200000 sec): 3 clusters Score: Raw -2711052.219492 + Penalty 3272.687194 = -2707779.532298 nChanged 183 SP:Iteration 14Q (2587.490000 sec): 3 clusters Score: Raw -2711197.803364 + Penalty 3272.687194 = -2707925.116170 nChanged 148 SP:Iteration 15Q (2587.780000 sec): 3 clusters Score: Raw -2711329.892072 + Penalty 3272.687194 = -2708057.204877 nChanged 116 SP:Iteration 16Q (2588.060000 sec): 3 clusters Score: Raw -2711421.074483 + Penalty 3272.687194 = -2708148.387288 nChanged 77 SP:Iteration 17Q (2588.340000 sec): 3 clusters Score: Raw -2711473.570925 + Penalty 3272.687194 = -2708200.883731 nChanged 68 SP:Iteration 18Q (2588.660000 sec): 3 clusters Score: Raw -2711518.604045 + Penalty 3272.687194 = -2708245.916850 nChanged 41 SP:Iteration 19Q (2588.950000 sec): 3 clusters Score: Raw -2711539.120189 + Penalty 3272.687194 = -2708266.432994 nChanged 38 SP:Iteration 20F (2589.260000 sec): 3 clusters Score: Raw -2711558.126395 + Penalty 3272.687194 = -2708285.439201 nChanged 34 SP:Iteration 21Q (2589.550000 sec): 3 clusters Score: Raw -2711572.905430 + Penalty 3272.687194 = -2708300.218235 nChanged 26 SP:Iteration 22Q (2589.840000 sec): 3 clusters Score: Raw -2711581.445111 + Penalty 3272.687194 = -2708308.757916 nChanged 20 SP:Iteration 23Q (2590.120000 sec): 3 clusters Score: Raw -2711586.704454 + Penalty 3272.687194 = -2708314.017259 nChanged 15 SP:Iteration 24Q (2590.380000 sec): 3 clusters Score: Raw -2711590.192447 + Penalty 3272.687194 = -2708317.505252 nChanged 11 SP:Iteration 25Q (2590.630000 sec): 3 clusters Score: Raw -2711592.946486 + Penalty 3272.687194 = -2708320.259292 nChanged 6 SP:Iteration 26Q (2590.930000 sec): 3 clusters Score: Raw -2711594.302708 + Penalty 3272.687194 = -2708321.615513 nChanged 3 SP:Iteration 27Q (2591.200000 sec): 3 clusters Score: Raw -2711594.936717 + Penalty 3272.687194 = -2708322.249522 nChanged 1 SP:Iteration 28Q (2591.450000 sec): 3 clusters Score: Raw -2711595.430047 + Penalty 3272.687194 = -2708322.742853 nChanged 1 SP:Iteration 29Q (2591.730000 sec): 3 clusters Score: Raw -2711595.636998 + Penalty 3272.687194 = -2708322.949803 nChanged 0 SP:Iteration 30F (2592.050000 sec): 3 clusters Score: Raw -2711595.636998 + Penalty 3272.687194 = -2708322.949803 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 4 (1990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2592.160000 sec): 2 clusters Score: Raw -200288.195801 + Penalty 1234.332112 = -199053.863690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2592.340000 sec): 3 clusters Score: Raw -199693.441919 + Penalty 2468.664223 = -197224.777696 nChanged 759 SP:Iteration 1F (2592.530000 sec): 3 clusters Score: Raw -201731.899941 + Penalty 2468.664223 = -199263.235718 nChanged 337 SP:Iteration 2F (2592.670000 sec): 3 clusters Score: Raw -202778.831717 + Penalty 2468.664223 = -200310.167493 nChanged 187 SP:Iteration 3F (2592.780000 sec): 3 clusters Score: Raw -203360.629968 + Penalty 2468.664223 = -200891.965745 nChanged 98 SP:Iteration 4Q (2592.940000 sec): 3 clusters Score: Raw -203710.090385 + Penalty 2468.664223 = -201241.426162 nChanged 47 SP:Iteration 5Q (2593.140000 sec): 3 clusters Score: Raw -203884.937487 + Penalty 2468.664223 = -201416.273264 nChanged 26 SP:Iteration 6Q (2593.330000 sec): 3 clusters Score: Raw -203972.486257 + Penalty 2468.664223 = -201503.822033 nChanged 27 SP:Iteration 7Q (2593.470000 sec): 3 clusters Score: Raw -204075.991263 + Penalty 2468.664223 = -201607.327039 nChanged 23 SP:Iteration 8Q (2593.680000 sec): 3 clusters Score: Raw -204180.667677 + Penalty 2468.664223 = -201712.003454 nChanged 22 SP:Iteration 9Q (2593.820000 sec): 3 clusters Score: Raw -204261.789409 + Penalty 2468.664223 = -201793.125185 nChanged 10 SP:Iteration 10Q (2594.000000 sec): 3 clusters Score: Raw -204306.019897 + Penalty 2468.664223 = -201837.355674 nChanged 5 SP:Iteration 11Q (2594.220000 sec): 3 clusters Score: Raw -204320.122833 + Penalty 2468.664223 = -201851.458609 nChanged 1 SP:Iteration 12Q (2594.350000 sec): 3 clusters Score: Raw -204339.753560 + Penalty 2468.664223 = -201871.089337 nChanged 1 SP:Iteration 13Q (2594.560000 sec): 3 clusters Score: Raw -204344.546514 + Penalty 2468.664223 = -201875.882291 nChanged 2 SP:Iteration 14Q (2594.720000 sec): 3 clusters Score: Raw -204345.849838 + Penalty 2468.664223 = -201877.185615 nChanged 0 SP:Iteration 15F (2594.910000 sec): 3 clusters Score: Raw -204345.849838 + Penalty 2468.664223 = -201877.185615 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 6 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2594.990000 sec): 2 clusters Score: Raw -114031.914434 + Penalty 1156.677633 = -112875.236801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2595.180000 sec): 3 clusters Score: Raw -113723.797965 + Penalty 2313.355266 = -111410.442699 nChanged 407 SP:Iteration 1F (2595.320000 sec): 3 clusters Score: Raw -114877.972811 + Penalty 2313.355266 = -112564.617545 nChanged 230 SP:Iteration 2F (2595.470000 sec): 3 clusters Score: Raw -115764.742541 + Penalty 2313.355266 = -113451.387275 nChanged 172 SP:Iteration 3F (2595.640000 sec): 3 clusters Score: Raw -116549.588781 + Penalty 2313.355266 = -114236.233514 nChanged 97 SP:Iteration 4F (2595.760000 sec): 3 clusters Score: Raw -116945.308741 + Penalty 2313.355266 = -114631.953474 nChanged 19 SP:Iteration 5Q (2595.930000 sec): 3 clusters Score: Raw -117070.859287 + Penalty 2313.355266 = -114757.504021 nChanged 15 SP:Iteration 6Q (2596.120000 sec): 3 clusters Score: Raw -117087.213980 + Penalty 2313.355266 = -114773.858713 nChanged 3 SP:Iteration 7Q (2596.310000 sec): 3 clusters Score: Raw -117097.146672 + Penalty 2313.355266 = -114783.791405 nChanged 2 SP:Iteration 8Q (2596.480000 sec): 3 clusters Score: Raw -117099.313497 + Penalty 2313.355266 = -114785.958231 nChanged 0 SP:Iteration 9F (2596.660000 sec): 3 clusters Score: Raw -117099.313497 + Penalty 2313.355266 = -114785.958231 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 8 (6173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2596.790000 sec): 2 clusters Score: Raw -696723.693675 + Penalty 1418.290286 = -695305.403389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2596.970000 sec): 3 clusters Score: Raw -693368.731909 + Penalty 2836.580572 = -690532.151336 nChanged 2614 SP:Iteration 1F (2597.170000 sec): 3 clusters Score: Raw -694764.916913 + Penalty 2836.580572 = -691928.336341 nChanged 397 SP:Iteration 2F (2597.350000 sec): 3 clusters Score: Raw -694961.398430 + Penalty 2836.580572 = -692124.817858 nChanged 310 SP:Iteration 3F (2597.530000 sec): 3 clusters Score: Raw -695097.721318 + Penalty 2836.580572 = -692261.140746 nChanged 260 SP:Iteration 4Q (2597.760000 sec): 3 clusters Score: Raw -695211.339492 + Penalty 2836.580572 = -692374.758920 nChanged 224 SP:Iteration 5Q (2597.970000 sec): 3 clusters Score: Raw -695300.758782 + Penalty 2836.580572 = -692464.178209 nChanged 185 SP:Iteration 6Q (2598.170000 sec): 3 clusters Score: Raw -695380.050620 + Penalty 2836.580572 = -692543.470047 nChanged 202 SP:Iteration 7Q (2598.330000 sec): 3 clusters Score: Raw -695474.974400 + Penalty 2836.580572 = -692638.393827 nChanged 237 SP:Iteration 8Q (2598.550000 sec): 3 clusters Score: Raw -695601.167824 + Penalty 2836.580572 = -692764.587252 nChanged 248 SP:Iteration 9Q (2598.790000 sec): 3 clusters Score: Raw -695735.007770 + Penalty 2836.580572 = -692898.427197 nChanged 280 SP:Iteration 10Q (2598.990000 sec): 3 clusters Score: Raw -695933.458702 + Penalty 2836.580572 = -693096.878130 nChanged 292 SP:Iteration 11Q (2599.230000 sec): 3 clusters Score: Raw -696172.901808 + Penalty 2836.580572 = -693336.321236 nChanged 287 SP:Iteration 12Q (2599.430000 sec): 3 clusters Score: Raw -696413.908800 + Penalty 2836.580572 = -693577.328228 nChanged 229 SP:Iteration 13Q (2599.660000 sec): 3 clusters Score: Raw -696601.977079 + Penalty 2836.580572 = -693765.396506 nChanged 188 SP:Iteration 14Q (2599.870000 sec): 3 clusters Score: Raw -696761.291390 + Penalty 2836.580572 = -693924.710818 nChanged 132 SP:Iteration 15Q (2600.070000 sec): 3 clusters Score: Raw -696866.846305 + Penalty 2836.580572 = -694030.265732 nChanged 87 SP:Iteration 16Q (2600.240000 sec): 3 clusters Score: Raw -696938.935277 + Penalty 2836.580572 = -694102.354704 nChanged 71 SP:Iteration 17Q (2600.450000 sec): 3 clusters Score: Raw -697007.287530 + Penalty 2836.580572 = -694170.706958 nChanged 63 SP:Iteration 18Q (2600.650000 sec): 3 clusters Score: Raw -697060.285507 + Penalty 2836.580572 = -694223.704934 nChanged 41 SP:Iteration 19Q (2600.800000 sec): 3 clusters Score: Raw -697092.005966 + Penalty 2836.580572 = -694255.425394 nChanged 18 SP:Iteration 20F (2600.960000 sec): 3 clusters Score: Raw -697123.843574 + Penalty 2836.580572 = -694287.263002 nChanged 19 SP:Iteration 21Q (2601.160000 sec): 3 clusters Score: Raw -697142.170424 + Penalty 2836.580572 = -694305.589852 nChanged 15 SP:Iteration 22Q (2601.330000 sec): 3 clusters Score: Raw -697150.994996 + Penalty 2836.580572 = -694314.414424 nChanged 10 SP:Iteration 23Q (2601.530000 sec): 3 clusters Score: Raw -697156.525623 + Penalty 2836.580572 = -694319.945050 nChanged 6 SP:Iteration 24Q (2601.730000 sec): 3 clusters Score: Raw -697161.016695 + Penalty 2836.580572 = -694324.436123 nChanged 5 SP:Iteration 25Q (2601.930000 sec): 3 clusters Score: Raw -697163.621826 + Penalty 2836.580572 = -694327.041254 nChanged 4 SP:Iteration 26Q (2602.070000 sec): 3 clusters Score: Raw -697167.302732 + Penalty 2836.580572 = -694330.722159 nChanged 6 SP:Iteration 27Q (2602.310000 sec): 3 clusters Score: Raw -697170.453167 + Penalty 2836.580572 = -694333.872594 nChanged 2 SP:Iteration 28Q (2602.490000 sec): 3 clusters Score: Raw -697171.600758 + Penalty 2836.580572 = -694335.020185 nChanged 0 SP:Iteration 29F (2602.630000 sec): 3 clusters Score: Raw -697171.600758 + Penalty 2836.580572 = -694335.020185 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 9 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2602.770000 sec): 2 clusters Score: Raw -73594.258685 + Penalty 1053.504945 = -72540.753741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2602.930000 sec): 3 clusters Score: Raw -73524.843954 + Penalty 2107.009889 = -71417.834065 nChanged 180 SP:Iteration 1F (2603.080000 sec): 3 clusters Score: Raw -74009.242426 + Penalty 2107.009889 = -71902.232537 nChanged 88 SP:Iteration 2F (2603.290000 sec): 3 clusters Score: Raw -74671.031948 + Penalty 2107.009889 = -72564.022059 nChanged 73 SP:Iteration 3F (2603.380000 sec): 3 clusters Score: Raw -74921.645641 + Penalty 2107.009889 = -72814.635752 nChanged 37 SP:Iteration 4F (2603.530000 sec): 3 clusters Score: Raw -75044.077058 + Penalty 2107.009889 = -72937.067169 nChanged 16 SP:Iteration 5Q (2603.640000 sec): 3 clusters Score: Raw -75095.402295 + Penalty 2107.009889 = -72988.392406 nChanged 8 SP:Iteration 6Q (2603.760000 sec): 3 clusters Score: Raw -75120.682059 + Penalty 2107.009889 = -73013.672170 nChanged 3 SP:Iteration 7Q (2603.880000 sec): 3 clusters Score: Raw -75131.131666 + Penalty 2107.009889 = -73024.121777 nChanged 1 SP:Iteration 8Q (2604.010000 sec): 3 clusters Score: Raw -75133.702815 + Penalty 2107.009889 = -73026.692926 nChanged 1 SP:Iteration 9Q (2604.170000 sec): 3 clusters Score: Raw -75137.894754 + Penalty 2107.009889 = -73030.884865 nChanged 0 SP:Iteration 10F (2604.290000 sec): 3 clusters Score: Raw -75137.894754 + Penalty 2107.009889 = -73030.884865 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 10 (14633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2604.450000 sec): 2 clusters Score: Raw -1678497.115049 + Penalty 1558.543111 = -1676938.571938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2604.730000 sec): 3 clusters Score: Raw -1669926.283424 + Penalty 3117.086223 = -1666809.197201 nChanged 6513 SP:Iteration 1F (2604.930000 sec): 3 clusters Score: Raw -1673401.853319 + Penalty 3117.086223 = -1670284.767096 nChanged 788 SP:Iteration 2F (2605.190000 sec): 3 clusters Score: Raw -1673703.564354 + Penalty 3117.086223 = -1670586.478132 nChanged 635 SP:Iteration 3Q (2605.500000 sec): 3 clusters Score: Raw -1673954.178492 + Penalty 3117.086223 = -1670837.092269 nChanged 616 SP:Iteration 4Q (2605.700000 sec): 3 clusters Score: Raw -1674193.793792 + Penalty 3117.086223 = -1671076.707570 nChanged 550 SP:Iteration 5Q (2605.950000 sec): 3 clusters Score: Raw -1674449.450859 + Penalty 3117.086223 = -1671332.364636 nChanged 647 SP:Iteration 6Q (2606.170000 sec): 3 clusters Score: Raw -1674876.184740 + Penalty 3117.086223 = -1671759.098518 nChanged 785 SP:Iteration 7F (2606.430000 sec): 3 clusters Score: Raw -1675466.540998 + Penalty 3117.086223 = -1672349.454776 nChanged 836 SP:Iteration 8F (2606.640000 sec): 3 clusters Score: Raw -1676165.422940 + Penalty 3117.086223 = -1673048.336718 nChanged 753 SP:Iteration 9F (2606.930000 sec): 3 clusters Score: Raw -1676883.665119 + Penalty 3117.086223 = -1673766.578897 nChanged 625 SP:Iteration 10Q (2607.150000 sec): 3 clusters Score: Raw -1677555.827172 + Penalty 3117.086223 = -1674438.740949 nChanged 487 SP:Iteration 11Q (2607.330000 sec): 3 clusters Score: Raw -1678034.194535 + Penalty 3117.086223 = -1674917.108313 nChanged 359 SP:Iteration 12Q (2607.560000 sec): 3 clusters Score: Raw -1678296.380522 + Penalty 3117.086223 = -1675179.294299 nChanged 291 SP:Iteration 13Q (2607.820000 sec): 3 clusters Score: Raw -1678474.584905 + Penalty 3117.086223 = -1675357.498682 nChanged 204 SP:Iteration 14Q (2608.050000 sec): 3 clusters Score: Raw -1678573.616094 + Penalty 3117.086223 = -1675456.529871 nChanged 141 SP:Iteration 15Q (2608.230000 sec): 3 clusters Score: Raw -1678638.389185 + Penalty 3117.086223 = -1675521.302962 nChanged 118 SP:Iteration 16Q (2608.460000 sec): 3 clusters Score: Raw -1678685.644937 + Penalty 3117.086223 = -1675568.558714 nChanged 84 SP:Iteration 17Q (2608.720000 sec): 3 clusters Score: Raw -1678722.541932 + Penalty 3117.086223 = -1675605.455710 nChanged 72 SP:Iteration 18Q (2608.960000 sec): 3 clusters Score: Raw -1678752.212566 + Penalty 3117.086223 = -1675635.126344 nChanged 70 SP:Iteration 19Q (2609.210000 sec): 3 clusters Score: Raw -1678786.155173 + Penalty 3117.086223 = -1675669.068951 nChanged 59 SP:Iteration 20F (2609.480000 sec): 3 clusters Score: Raw -1678809.440805 + Penalty 3117.086223 = -1675692.354583 nChanged 37 SP:Iteration 21Q (2609.750000 sec): 3 clusters Score: Raw -1678821.443178 + Penalty 3117.086223 = -1675704.356955 nChanged 34 SP:Iteration 22Q (2609.940000 sec): 3 clusters Score: Raw -1678834.041784 + Penalty 3117.086223 = -1675716.955561 nChanged 32 SP:Iteration 23Q (2610.170000 sec): 3 clusters Score: Raw -1678846.819753 + Penalty 3117.086223 = -1675729.733530 nChanged 30 SP:Iteration 24Q (2610.370000 sec): 3 clusters Score: Raw -1678856.453519 + Penalty 3117.086223 = -1675739.367296 nChanged 18 SP:Iteration 25Q (2610.620000 sec): 3 clusters Score: Raw -1678861.288567 + Penalty 3117.086223 = -1675744.202345 nChanged 19 SP:Iteration 26Q (2610.870000 sec): 3 clusters Score: Raw -1678866.582241 + Penalty 3117.086223 = -1675749.496018 nChanged 11 SP:Iteration 27Q (2611.080000 sec): 3 clusters Score: Raw -1678869.687633 + Penalty 3117.086223 = -1675752.601410 nChanged 7 SP:Iteration 28Q (2611.330000 sec): 3 clusters Score: Raw -1678871.942898 + Penalty 3117.086223 = -1675754.856676 nChanged 11 SP:Iteration 29Q (2611.550000 sec): 3 clusters Score: Raw -1678875.199609 + Penalty 3117.086223 = -1675758.113386 nChanged 7 SP:Iteration 30Q (2611.750000 sec): 3 clusters Score: Raw -1678877.365424 + Penalty 3117.086223 = -1675760.279201 nChanged 11 SP:Iteration 31Q (2611.970000 sec): 3 clusters Score: Raw -1678880.973638 + Penalty 3117.086223 = -1675763.887415 nChanged 6 SP:Iteration 32Q (2612.180000 sec): 3 clusters Score: Raw -1678882.696251 + Penalty 3117.086223 = -1675765.610028 nChanged 5 SP:Iteration 33Q (2612.390000 sec): 3 clusters Score: Raw -1678884.552360 + Penalty 3117.086223 = -1675767.466138 nChanged 2 SP:Iteration 34Q (2612.680000 sec): 3 clusters Score: Raw -1678885.174439 + Penalty 3117.086223 = -1675768.088216 nChanged 4 SP:Iteration 35Q (2612.890000 sec): 3 clusters Score: Raw -1678886.337730 + Penalty 3117.086223 = -1675769.251508 nChanged 3 SP:Iteration 36Q (2613.070000 sec): 3 clusters Score: Raw -1678887.002094 + Penalty 3117.086223 = -1675769.915871 nChanged 2 SP:Iteration 37Q (2613.310000 sec): 3 clusters Score: Raw -1678887.505849 + Penalty 3117.086223 = -1675770.419627 nChanged 3 SP:Iteration 38Q (2613.530000 sec): 3 clusters Score: Raw -1678888.280143 + Penalty 3117.086223 = -1675771.193921 nChanged 1 SP:Iteration 39Q (2613.780000 sec): 3 clusters Score: Raw -1678888.434146 + Penalty 3117.086223 = -1675771.347924 nChanged 1 SP:Iteration 40F (2613.990000 sec): 3 clusters Score: Raw -1678888.598167 + Penalty 3117.086223 = -1675771.511944 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 11 (33535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2614.350000 sec): 2 clusters Score: Raw -3793181.861061 + Penalty 1693.306054 = -3791488.555007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2614.640000 sec): 3 clusters Score: Raw -3772359.232399 + Penalty 3386.612108 = -3768972.620291 nChanged 15575 SP:Iteration 1F (2614.980000 sec): 3 clusters Score: Raw -3781909.735325 + Penalty 3386.612108 = -3778523.123217 nChanged 2261 SP:Iteration 2F (2615.350000 sec): 3 clusters Score: Raw -3783885.538021 + Penalty 3386.612108 = -3780498.925913 nChanged 2843 SP:Iteration 3F (2615.650000 sec): 3 clusters Score: Raw -3786876.097093 + Penalty 3386.612108 = -3783489.484985 nChanged 3298 SP:Iteration 4F (2615.990000 sec): 3 clusters Score: Raw -3790895.852637 + Penalty 3386.612108 = -3787509.240528 nChanged 3185 SP:Iteration 5F (2616.390000 sec): 3 clusters Score: Raw -3795224.015141 + Penalty 3386.612108 = -3791837.403033 nChanged 2584 SP:Iteration 6F (2616.760000 sec): 3 clusters Score: Raw -3798922.630247 + Penalty 3386.612108 = -3795536.018139 nChanged 2088 SP:Iteration 7F (2617.160000 sec): 3 clusters Score: Raw -3802788.724624 + Penalty 3386.612108 = -3799402.112515 nChanged 1611 SP:Iteration 8Q (2617.530000 sec): 3 clusters Score: Raw -3804743.119523 + Penalty 3386.612108 = -3801356.507415 nChanged 1058 SP:Iteration 9Q (2617.880000 sec): 3 clusters Score: Raw -3805967.863493 + Penalty 3386.612108 = -3802581.251385 nChanged 678 SP:Iteration 10Q (2618.210000 sec): 3 clusters Score: Raw -3806819.972465 + Penalty 3386.612108 = -3803433.360356 nChanged 384 SP:Iteration 11Q (2618.550000 sec): 3 clusters Score: Raw -3807169.938253 + Penalty 3386.612108 = -3803783.326145 nChanged 254 SP:Iteration 12Q (2618.890000 sec): 3 clusters Score: Raw -3807321.360378 + Penalty 3386.612108 = -3803934.748270 nChanged 181 SP:Iteration 13Q (2619.270000 sec): 3 clusters Score: Raw -3807402.709552 + Penalty 3386.612108 = -3804016.097444 nChanged 137 SP:Iteration 14Q (2619.680000 sec): 3 clusters Score: Raw -3807459.599519 + Penalty 3386.612108 = -3804072.987411 nChanged 115 SP:Iteration 15Q (2620.070000 sec): 3 clusters Score: Raw -3807492.243103 + Penalty 3386.612108 = -3804105.630995 nChanged 84 SP:Iteration 16Q (2620.360000 sec): 3 clusters Score: Raw -3807507.778869 + Penalty 3386.612108 = -3804121.166760 nChanged 51 SP:Iteration 17Q (2620.690000 sec): 3 clusters Score: Raw -3807514.568476 + Penalty 3386.612108 = -3804127.956368 nChanged 31 SP:Iteration 18Q (2621.080000 sec): 3 clusters Score: Raw -3807517.780038 + Penalty 3386.612108 = -3804131.167929 nChanged 30 SP:Iteration 19Q (2621.420000 sec): 3 clusters Score: Raw -3807521.136678 + Penalty 3386.612108 = -3804134.524570 nChanged 18 SP:Iteration 20F (2621.820000 sec): 3 clusters Score: Raw -3807522.218647 + Penalty 3386.612108 = -3804135.606539 nChanged 11 SP:Iteration 21Q (2622.150000 sec): 3 clusters Score: Raw -3807522.771806 + Penalty 3386.612108 = -3804136.159698 nChanged 8 SP:Iteration 22Q (2622.550000 sec): 3 clusters Score: Raw -3807523.067249 + Penalty 3386.612108 = -3804136.455140 nChanged 3 SP:Iteration 23Q (2622.930000 sec): 3 clusters Score: Raw -3807523.211150 + Penalty 3386.612108 = -3804136.599042 nChanged 4 SP:Iteration 24Q (2623.330000 sec): 3 clusters Score: Raw -3807523.394241 + Penalty 3386.612108 = -3804136.782133 nChanged 2 SP:Iteration 25Q (2623.670000 sec): 3 clusters Score: Raw -3807523.498417 + Penalty 3386.612108 = -3804136.886309 nChanged 2 SP:Iteration 26Q (2624.080000 sec): 3 clusters Score: Raw -3807523.567727 + Penalty 3386.612108 = -3804136.955619 nChanged 2 SP:Iteration 27Q (2624.450000 sec): 3 clusters Score: Raw -3807523.622043 + Penalty 3386.612108 = -3804137.009934 nChanged 1 SP:Iteration 28Q (2624.780000 sec): 3 clusters Score: Raw -3807523.658384 + Penalty 3386.612108 = -3804137.046276 nChanged 0 SP:Iteration 29F (2625.130000 sec): 3 clusters Score: Raw -3807523.658384 + Penalty 3386.612108 = -3804137.046276 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 12 (4381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2625.270000 sec): 2 clusters Score: Raw -462429.975625 + Penalty 1362.567747 = -461067.407879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2625.550000 sec): 3 clusters Score: Raw -460259.609795 + Penalty 2725.135494 = -457534.474301 nChanged 1701 SP:Iteration 1F (2625.760000 sec): 3 clusters Score: Raw -461329.898750 + Penalty 2725.135494 = -458604.763256 nChanged 386 SP:Iteration 2F (2625.970000 sec): 3 clusters Score: Raw -461626.324211 + Penalty 2725.135494 = -458901.188718 nChanged 271 SP:Iteration 3F (2626.150000 sec): 3 clusters Score: Raw -461841.956070 + Penalty 2725.135494 = -459116.820577 nChanged 267 SP:Iteration 4F (2626.370000 sec): 3 clusters Score: Raw -462144.745238 + Penalty 2725.135494 = -459419.609745 nChanged 288 SP:Iteration 5F (2626.600000 sec): 3 clusters Score: Raw -462752.850552 + Penalty 2725.135494 = -460027.715059 nChanged 292 SP:Iteration 6F (2626.820000 sec): 3 clusters Score: Raw -463155.536383 + Penalty 2725.135494 = -460430.400889 nChanged 307 SP:Iteration 7F (2626.990000 sec): 3 clusters Score: Raw -463440.985486 + Penalty 2725.135494 = -460715.849992 nChanged 254 SP:Iteration 8F (2627.180000 sec): 3 clusters Score: Raw -463682.855053 + Penalty 2725.135494 = -460957.719560 nChanged 211 SP:Iteration 9Q (2627.340000 sec): 3 clusters Score: Raw -463902.514443 + Penalty 2725.135494 = -461177.378950 nChanged 145 SP:Iteration 10Q (2627.570000 sec): 3 clusters Score: Raw -464046.260698 + Penalty 2725.135494 = -461321.125204 nChanged 101 SP:Iteration 11Q (2627.770000 sec): 3 clusters Score: Raw -464148.324280 + Penalty 2725.135494 = -461423.188787 nChanged 81 SP:Iteration 12Q (2627.940000 sec): 3 clusters Score: Raw -464227.417778 + Penalty 2725.135494 = -461502.282284 nChanged 73 SP:Iteration 13Q (2628.170000 sec): 3 clusters Score: Raw -464333.563067 + Penalty 2725.135494 = -461608.427573 nChanged 82 SP:Iteration 14Q (2628.330000 sec): 3 clusters Score: Raw -464498.447325 + Penalty 2725.135494 = -461773.311832 nChanged 92 SP:Iteration 15Q (2628.530000 sec): 3 clusters Score: Raw -464656.793263 + Penalty 2725.135494 = -461931.657770 nChanged 77 SP:Iteration 16Q (2628.720000 sec): 3 clusters Score: Raw -464818.066852 + Penalty 2725.135494 = -462092.931358 nChanged 62 SP:Iteration 17Q (2628.900000 sec): 3 clusters Score: Raw -464980.177605 + Penalty 2725.135494 = -462255.042111 nChanged 53 SP:Iteration 18Q (2629.100000 sec): 3 clusters Score: Raw -465237.781200 + Penalty 2725.135494 = -462512.645707 nChanged 52 SP:Iteration 19Q (2629.250000 sec): 3 clusters Score: Raw -465629.745787 + Penalty 2725.135494 = -462904.610294 nChanged 51 SP:Iteration 20F (2629.400000 sec): 3 clusters Score: Raw -465951.286218 + Penalty 2725.135494 = -463226.150724 nChanged 22 SP:Iteration 21Q (2629.570000 sec): 3 clusters Score: Raw -466100.694398 + Penalty 2725.135494 = -463375.558904 nChanged 21 SP:Iteration 22Q (2629.700000 sec): 3 clusters Score: Raw -466316.488382 + Penalty 2725.135494 = -463591.352888 nChanged 20 SP:Iteration 23Q (2629.850000 sec): 3 clusters Score: Raw -466706.952880 + Penalty 2725.135494 = -463981.817387 nChanged 12 SP:Iteration 24Q (2630.000000 sec): 3 clusters Score: Raw -466935.046693 + Penalty 2725.135494 = -464209.911200 nChanged 4 SP:Iteration 25Q (2630.180000 sec): 3 clusters Score: Raw -466941.679102 + Penalty 2725.135494 = -464216.543609 nChanged 1 SP:Iteration 26Q (2630.380000 sec): 3 clusters Score: Raw -466942.635703 + Penalty 2725.135494 = -464217.500210 nChanged 0 SP:Iteration 27F (2630.620000 sec): 3 clusters Score: Raw -466942.635703 + Penalty 2725.135494 = -464217.500210 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 13 (35512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2630.940000 sec): 2 clusters Score: Raw -3888553.288584 + Penalty 1702.614216 = -3886850.674367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2631.300000 sec): 3 clusters Score: Raw -3866364.321568 + Penalty 3405.228433 = -3862959.093135 nChanged 16389 SP:Iteration 1F (2631.700000 sec): 3 clusters Score: Raw -3875697.855386 + Penalty 3405.228433 = -3872292.626954 nChanged 1468 SP:Iteration 2Q (2632.110000 sec): 3 clusters Score: Raw -3876196.078563 + Penalty 3405.228433 = -3872790.850130 nChanged 1474 SP:Iteration 3Q (2632.500000 sec): 3 clusters Score: Raw -3876790.417633 + Penalty 3405.228433 = -3873385.189200 nChanged 1560 SP:Iteration 4Q (2632.870000 sec): 3 clusters Score: Raw -3877533.948777 + Penalty 3405.228433 = -3874128.720344 nChanged 1631 SP:Iteration 5Q (2633.190000 sec): 3 clusters Score: Raw -3878424.158242 + Penalty 3405.228433 = -3875018.929810 nChanged 1736 SP:Iteration 6Q (2633.530000 sec): 3 clusters Score: Raw -3879425.553500 + Penalty 3405.228433 = -3876020.325068 nChanged 1756 SP:Iteration 7Q (2633.910000 sec): 3 clusters Score: Raw -3880400.241049 + Penalty 3405.228433 = -3876995.012617 nChanged 1650 SP:Iteration 8Q (2634.300000 sec): 3 clusters Score: Raw -3881305.472708 + Penalty 3405.228433 = -3877900.244275 nChanged 1580 SP:Iteration 9Q (2634.690000 sec): 3 clusters Score: Raw -3882128.396261 + Penalty 3405.228433 = -3878723.167829 nChanged 1483 SP:Iteration 10Q (2635.040000 sec): 3 clusters Score: Raw -3882873.691351 + Penalty 3405.228433 = -3879468.462919 nChanged 1381 SP:Iteration 11Q (2635.470000 sec): 3 clusters Score: Raw -3883570.714150 + Penalty 3405.228433 = -3880165.485718 nChanged 1318 SP:Iteration 12Q (2635.820000 sec): 3 clusters Score: Raw -3884265.257650 + Penalty 3405.228433 = -3880860.029217 nChanged 1243 SP:Iteration 13Q (2636.180000 sec): 3 clusters Score: Raw -3884917.525299 + Penalty 3405.228433 = -3881512.296866 nChanged 1170 SP:Iteration 14Q (2636.520000 sec): 3 clusters Score: Raw -3885504.449169 + Penalty 3405.228433 = -3882099.220737 nChanged 1010 SP:Iteration 15Q (2636.880000 sec): 3 clusters Score: Raw -3886000.693208 + Penalty 3405.228433 = -3882595.464775 nChanged 934 SP:Iteration 16Q (2637.280000 sec): 3 clusters Score: Raw -3886414.635784 + Penalty 3405.228433 = -3883009.407351 nChanged 819 SP:Iteration 17Q (2637.650000 sec): 3 clusters Score: Raw -3886761.903601 + Penalty 3405.228433 = -3883356.675168 nChanged 751 SP:Iteration 18Q (2638.040000 sec): 3 clusters Score: Raw -3887077.215964 + Penalty 3405.228433 = -3883671.987532 nChanged 671 SP:Iteration 19Q (2638.400000 sec): 3 clusters Score: Raw -3887356.385244 + Penalty 3405.228433 = -3883951.156811 nChanged 573 SP:Iteration 20F (2638.760000 sec): 3 clusters Score: Raw -3887596.313500 + Penalty 3405.228433 = -3884191.085068 nChanged 492 SP:Iteration 21Q (2639.180000 sec): 3 clusters Score: Raw -3887800.847139 + Penalty 3405.228433 = -3884395.618706 nChanged 418 SP:Iteration 22Q (2639.530000 sec): 3 clusters Score: Raw -3887974.393001 + Penalty 3405.228433 = -3884569.164569 nChanged 342 SP:Iteration 23Q (2639.900000 sec): 3 clusters Score: Raw -3888114.995195 + Penalty 3405.228433 = -3884709.766762 nChanged 313 SP:Iteration 24Q (2640.260000 sec): 3 clusters Score: Raw -3888242.207722 + Penalty 3405.228433 = -3884836.979289 nChanged 265 SP:Iteration 25Q (2640.600000 sec): 3 clusters Score: Raw -3888357.882876 + Penalty 3405.228433 = -3884952.654443 nChanged 223 SP:Iteration 26Q (2640.960000 sec): 3 clusters Score: Raw -3888447.982527 + Penalty 3405.228433 = -3885042.754094 nChanged 159 SP:Iteration 27Q (2641.360000 sec): 3 clusters Score: Raw -3888505.224453 + Penalty 3405.228433 = -3885099.996021 nChanged 130 SP:Iteration 28Q (2641.690000 sec): 3 clusters Score: Raw -3888552.564873 + Penalty 3405.228433 = -3885147.336440 nChanged 112 SP:Iteration 29Q (2642.060000 sec): 3 clusters Score: Raw -3888593.023753 + Penalty 3405.228433 = -3885187.795321 nChanged 92 SP:Iteration 30Q (2642.510000 sec): 3 clusters Score: Raw -3888634.923217 + Penalty 3405.228433 = -3885229.694784 nChanged 91 SP:Iteration 31Q (2642.850000 sec): 3 clusters Score: Raw -3888669.771675 + Penalty 3405.228433 = -3885264.543243 nChanged 75 SP:Iteration 32Q (2643.170000 sec): 3 clusters Score: Raw -3888695.985185 + Penalty 3405.228433 = -3885290.756752 nChanged 59 SP:Iteration 33Q (2643.530000 sec): 3 clusters Score: Raw -3888720.318089 + Penalty 3405.228433 = -3885315.089657 nChanged 51 SP:Iteration 34Q (2643.900000 sec): 3 clusters Score: Raw -3888742.939479 + Penalty 3405.228433 = -3885337.711047 nChanged 48 SP:Iteration 35Q (2644.230000 sec): 3 clusters Score: Raw -3888761.952908 + Penalty 3405.228433 = -3885356.724476 nChanged 37 SP:Iteration 36Q (2644.570000 sec): 3 clusters Score: Raw -3888775.145790 + Penalty 3405.228433 = -3885369.917357 nChanged 30 SP:Iteration 37Q (2644.930000 sec): 3 clusters Score: Raw -3888785.739334 + Penalty 3405.228433 = -3885380.510901 nChanged 26 SP:Iteration 38Q (2645.300000 sec): 3 clusters Score: Raw -3888795.907796 + Penalty 3405.228433 = -3885390.679363 nChanged 20 SP:Iteration 39Q (2645.770000 sec): 3 clusters Score: Raw -3888802.863169 + Penalty 3405.228433 = -3885397.634737 nChanged 15 SP:Iteration 40F (2646.120000 sec): 3 clusters Score: Raw -3888808.244084 + Penalty 3405.228433 = -3885403.015651 nChanged 12 SP:Iteration 41Q (2646.500000 sec): 3 clusters Score: Raw -3888813.088782 + Penalty 3405.228433 = -3885407.860350 nChanged 12 SP:Iteration 42Q (2646.830000 sec): 3 clusters Score: Raw -3888816.762478 + Penalty 3405.228433 = -3885411.534045 nChanged 11 SP:Iteration 43Q (2647.200000 sec): 3 clusters Score: Raw -3888821.151884 + Penalty 3405.228433 = -3885415.923452 nChanged 16 SP:Iteration 44Q (2647.590000 sec): 3 clusters Score: Raw -3888826.347597 + Penalty 3405.228433 = -3885421.119165 nChanged 10 SP:Iteration 45Q (2647.920000 sec): 3 clusters Score: Raw -3888829.521377 + Penalty 3405.228433 = -3885424.292945 nChanged 11 SP:Iteration 46Q (2648.300000 sec): 3 clusters Score: Raw -3888833.137949 + Penalty 3405.228433 = -3885427.909516 nChanged 13 SP:Iteration 47Q (2648.690000 sec): 3 clusters Score: Raw -3888837.808622 + Penalty 3405.228433 = -3885432.580189 nChanged 11 SP:Iteration 48Q (2649.160000 sec): 3 clusters Score: Raw -3888841.692373 + Penalty 3405.228433 = -3885436.463941 nChanged 12 SP:Iteration 49Q (2649.560000 sec): 3 clusters Score: Raw -3888846.237875 + Penalty 3405.228433 = -3885441.009443 nChanged 10 SP:Iteration 50Q (2650.000000 sec): 3 clusters Score: Raw -3888850.651410 + Penalty 3405.228433 = -3885445.422977 nChanged 8 SP:Iteration 51Q (2650.380000 sec): 3 clusters Score: Raw -3888853.553721 + Penalty 3405.228433 = -3885448.325289 nChanged 11 SP:Iteration 52Q (2650.760000 sec): 3 clusters Score: Raw -3888859.655101 + Penalty 3405.228433 = -3885454.426669 nChanged 13 SP:Iteration 53Q (2651.140000 sec): 3 clusters Score: Raw -3888864.883918 + Penalty 3405.228433 = -3885459.655485 nChanged 10 SP:Iteration 54Q (2651.530000 sec): 3 clusters Score: Raw -3888868.240517 + Penalty 3405.228433 = -3885463.012085 nChanged 5 SP:Iteration 55Q (2651.930000 sec): 3 clusters Score: Raw -3888870.281076 + Penalty 3405.228433 = -3885465.052644 nChanged 6 SP:Iteration 56Q (2652.280000 sec): 3 clusters Score: Raw -3888873.335074 + Penalty 3405.228433 = -3885468.106641 nChanged 9 SP:Iteration 57Q (2652.680000 sec): 3 clusters Score: Raw -3888877.580287 + Penalty 3405.228433 = -3885472.351854 nChanged 14 SP:Iteration 58Q (2653.140000 sec): 3 clusters Score: Raw -3888883.682375 + Penalty 3405.228433 = -3885478.453943 nChanged 16 SP:Iteration 59Q (2653.490000 sec): 3 clusters Score: Raw -3888889.277857 + Penalty 3405.228433 = -3885484.049424 nChanged 8 SP:Iteration 60F (2653.820000 sec): 3 clusters Score: Raw -3888892.626194 + Penalty 3405.228433 = -3885487.397762 nChanged 3 SP:Iteration 61Q (2654.210000 sec): 3 clusters Score: Raw -3888894.290086 + Penalty 3405.228433 = -3885489.061653 nChanged 6 SP:Iteration 62Q (2654.570000 sec): 3 clusters Score: Raw -3888896.526044 + Penalty 3405.228433 = -3885491.297611 nChanged 6 SP:Iteration 63Q (2654.970000 sec): 3 clusters Score: Raw -3888899.052920 + Penalty 3405.228433 = -3885493.824487 nChanged 6 SP:Iteration 64Q (2655.330000 sec): 3 clusters Score: Raw -3888902.075146 + Penalty 3405.228433 = -3885496.846713 nChanged 4 SP:Iteration 65Q (2655.760000 sec): 3 clusters Score: Raw -3888904.374751 + Penalty 3405.228433 = -3885499.146318 nChanged 3 SP:Iteration 66Q (2656.140000 sec): 3 clusters Score: Raw -3888905.612698 + Penalty 3405.228433 = -3885500.384266 nChanged 2 SP:Iteration 67Q (2656.510000 sec): 3 clusters Score: Raw -3888906.130676 + Penalty 3405.228433 = -3885500.902243 nChanged 2 SP:Iteration 68Q (2656.850000 sec): 3 clusters Score: Raw -3888907.143466 + Penalty 3405.228433 = -3885501.915033 nChanged 1 SP:Iteration 69Q (2657.220000 sec): 3 clusters Score: Raw -3888907.359349 + Penalty 3405.228433 = -3885502.130916 nChanged 0 SP:Iteration 70F (2657.570000 sec): 3 clusters Score: Raw -3888907.359349 + Penalty 3405.228433 = -3885502.130916 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 14 (270696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2659.280000 sec): 2 clusters Score: Raw -30233375.312799 + Penalty 2032.672151 = -30231342.640648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2660.710000 sec): 3 clusters Score: Raw -30052503.561609 + Penalty 4065.344302 = -30048438.217307 nChanged 132187 SP:Iteration 1F (2662.200000 sec): 3 clusters Score: Raw -30131977.076170 + Penalty 4065.344302 = -30127911.731868 nChanged 8042 SP:Iteration 2Q (2663.830000 sec): 3 clusters Score: Raw -30134452.619129 + Penalty 4065.344302 = -30130387.274827 nChanged 9741 SP:Iteration 3Q (2665.410000 sec): 3 clusters Score: Raw -30137360.448072 + Penalty 4065.344302 = -30133295.103770 nChanged 10948 SP:Iteration 4Q (2667.000000 sec): 3 clusters Score: Raw -30140640.215151 + Penalty 4065.344302 = -30136574.870849 nChanged 11865 SP:Iteration 5Q (2668.570000 sec): 3 clusters Score: Raw -30144717.245601 + Penalty 4065.344302 = -30140651.901299 nChanged 13138 SP:Iteration 6Q (2670.270000 sec): 3 clusters Score: Raw -30150327.371973 + Penalty 4065.344302 = -30146262.027671 nChanged 15214 SP:Iteration 7F (2671.840000 sec): 3 clusters Score: Raw -30158729.374570 + Penalty 4065.344302 = -30154664.030268 nChanged 17582 SP:Iteration 8F (2673.230000 sec): 3 clusters Score: Raw -30171118.917647 + Penalty 4065.344302 = -30167053.573345 nChanged 19020 SP:Iteration 9F (2674.540000 sec): 3 clusters Score: Raw -30187082.711784 + Penalty 4065.344302 = -30183017.367482 nChanged 17946 SP:Iteration 10F (2676.000000 sec): 3 clusters Score: Raw -30203621.256179 + Penalty 4065.344302 = -30199555.911877 nChanged 14310 SP:Iteration 11F (2677.440000 sec): 3 clusters Score: Raw -30216895.803402 + Penalty 4065.344302 = -30212830.459100 nChanged 10002 SP:Iteration 12Q (2678.920000 sec): 3 clusters Score: Raw -30225846.079018 + Penalty 4065.344302 = -30221780.734716 nChanged 6552 SP:Iteration 13Q (2680.290000 sec): 3 clusters Score: Raw -30231392.222481 + Penalty 4065.344302 = -30227326.878179 nChanged 4316 SP:Iteration 14Q (2681.650000 sec): 3 clusters Score: Raw -30234974.046152 + Penalty 4065.344302 = -30230908.701850 nChanged 2816 SP:Iteration 15Q (2683.120000 sec): 3 clusters Score: Raw -30237324.256440 + Penalty 4065.344302 = -30233258.912138 nChanged 1766 SP:Iteration 16Q (2684.480000 sec): 3 clusters Score: Raw -30238994.058646 + Penalty 4065.344302 = -30234928.714344 nChanged 1094 SP:Iteration 17Q (2685.850000 sec): 3 clusters Score: Raw -30240301.998708 + Penalty 4065.344302 = -30236236.654405 nChanged 706 SP:Iteration 18Q (2687.030000 sec): 3 clusters Score: Raw -30241209.566854 + Penalty 4065.344302 = -30237144.222551 nChanged 475 SP:Iteration 19Q (2688.220000 sec): 3 clusters Score: Raw -30241818.241081 + Penalty 4065.344302 = -30237752.896779 nChanged 296 SP:Iteration 20F (2689.530000 sec): 3 clusters Score: Raw -30242111.214958 + Penalty 4065.344302 = -30238045.870656 nChanged 192 SP:Iteration 21Q (2690.880000 sec): 3 clusters Score: Raw -30242219.088320 + Penalty 4065.344302 = -30238153.744018 nChanged 120 SP:Iteration 22Q (2692.080000 sec): 3 clusters Score: Raw -30242263.562690 + Penalty 4065.344302 = -30238198.218388 nChanged 66 SP:Iteration 23Q (2693.400000 sec): 3 clusters Score: Raw -30242280.631962 + Penalty 4065.344302 = -30238215.287660 nChanged 53 SP:Iteration 24Q (2694.700000 sec): 3 clusters Score: Raw -30242292.727740 + Penalty 4065.344302 = -30238227.383438 nChanged 26 SP:Iteration 25Q (2695.980000 sec): 3 clusters Score: Raw -30242298.206777 + Penalty 4065.344302 = -30238232.862475 nChanged 25 SP:Iteration 26Q (2697.330000 sec): 3 clusters Score: Raw -30242301.872192 + Penalty 4065.344302 = -30238236.527890 nChanged 15 SP:Iteration 27Q (2698.780000 sec): 3 clusters Score: Raw -30242303.803256 + Penalty 4065.344302 = -30238238.458954 nChanged 6 SP:Iteration 28Q (2700.240000 sec): 3 clusters Score: Raw -30242304.420463 + Penalty 4065.344302 = -30238239.076160 nChanged 4 SP:Iteration 29Q (2701.910000 sec): 3 clusters Score: Raw -30242305.113201 + Penalty 4065.344302 = -30238239.768899 nChanged 6 SP:Iteration 30Q (2703.310000 sec): 3 clusters Score: Raw -30242305.452867 + Penalty 4065.344302 = -30238240.108565 nChanged 1 SP:Iteration 31Q (2704.720000 sec): 3 clusters Score: Raw -30242305.550284 + Penalty 4065.344302 = -30238240.205982 nChanged 1 SP:Iteration 32Q (2706.030000 sec): 3 clusters Score: Raw -30242305.574708 + Penalty 4065.344302 = -30238240.230406 nChanged 0 SP:Iteration 33F (2707.420000 sec): 3 clusters Score: Raw -30242305.574708 + Penalty 4065.344302 = -30238240.230406 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 15 (20489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2707.700000 sec): 2 clusters Score: Raw -2348028.511452 + Penalty 1613.242058 = -2346415.269393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2708.030000 sec): 3 clusters Score: Raw -2335749.757659 + Penalty 3226.484117 = -2332523.273543 nChanged 9206 SP:Iteration 1F (2708.300000 sec): 3 clusters Score: Raw -2341315.755523 + Penalty 3226.484117 = -2338089.271406 nChanged 1586 SP:Iteration 2F (2708.590000 sec): 3 clusters Score: Raw -2342750.753236 + Penalty 3226.484117 = -2339524.269120 nChanged 2045 SP:Iteration 3F (2708.890000 sec): 3 clusters Score: Raw -2344768.928027 + Penalty 3226.484117 = -2341542.443911 nChanged 2038 SP:Iteration 4F (2709.180000 sec): 3 clusters Score: Raw -2346531.001217 + Penalty 3226.484117 = -2343304.517100 nChanged 1594 SP:Iteration 5F (2709.420000 sec): 3 clusters Score: Raw -2347762.790001 + Penalty 3226.484117 = -2344536.305885 nChanged 1066 SP:Iteration 6F (2709.700000 sec): 3 clusters Score: Raw -2348504.634575 + Penalty 3226.484117 = -2345278.150458 nChanged 739 SP:Iteration 7Q (2710.000000 sec): 3 clusters Score: Raw -2348959.521289 + Penalty 3226.484117 = -2345733.037173 nChanged 538 SP:Iteration 8Q (2710.300000 sec): 3 clusters Score: Raw -2349270.074593 + Penalty 3226.484117 = -2346043.590477 nChanged 400 SP:Iteration 9Q (2710.550000 sec): 3 clusters Score: Raw -2349482.569711 + Penalty 3226.484117 = -2346256.085595 nChanged 286 SP:Iteration 10Q (2710.820000 sec): 3 clusters Score: Raw -2349618.072793 + Penalty 3226.484117 = -2346391.588677 nChanged 209 SP:Iteration 11Q (2711.140000 sec): 3 clusters Score: Raw -2349717.358919 + Penalty 3226.484117 = -2346490.874803 nChanged 163 SP:Iteration 12Q (2711.440000 sec): 3 clusters Score: Raw -2349795.334825 + Penalty 3226.484117 = -2346568.850709 nChanged 130 SP:Iteration 13Q (2711.720000 sec): 3 clusters Score: Raw -2349859.074153 + Penalty 3226.484117 = -2346632.590036 nChanged 105 SP:Iteration 14Q (2712.140000 sec): 3 clusters Score: Raw -2349910.586142 + Penalty 3226.484117 = -2346684.102025 nChanged 92 SP:Iteration 15Q (2712.480000 sec): 3 clusters Score: Raw -2349960.955555 + Penalty 3226.484117 = -2346734.471439 nChanged 80 SP:Iteration 16Q (2712.750000 sec): 3 clusters Score: Raw -2349996.066475 + Penalty 3226.484117 = -2346769.582358 nChanged 58 SP:Iteration 17Q (2713.020000 sec): 3 clusters Score: Raw -2350021.763129 + Penalty 3226.484117 = -2346795.279013 nChanged 37 SP:Iteration 18Q (2713.350000 sec): 3 clusters Score: Raw -2350035.654689 + Penalty 3226.484117 = -2346809.170573 nChanged 33 SP:Iteration 19Q (2713.660000 sec): 3 clusters Score: Raw -2350047.173829 + Penalty 3226.484117 = -2346820.689712 nChanged 24 SP:Iteration 20F (2713.970000 sec): 3 clusters Score: Raw -2350053.863566 + Penalty 3226.484117 = -2346827.379449 nChanged 14 SP:Iteration 21Q (2714.330000 sec): 3 clusters Score: Raw -2350058.209742 + Penalty 3226.484117 = -2346831.725625 nChanged 14 SP:Iteration 22Q (2714.660000 sec): 3 clusters Score: Raw -2350061.987619 + Penalty 3226.484117 = -2346835.503503 nChanged 14 SP:Iteration 23Q (2714.930000 sec): 3 clusters Score: Raw -2350064.761154 + Penalty 3226.484117 = -2346838.277037 nChanged 9 SP:Iteration 24Q (2715.220000 sec): 3 clusters Score: Raw -2350066.750401 + Penalty 3226.484117 = -2346840.266285 nChanged 6 SP:Iteration 25Q (2715.510000 sec): 3 clusters Score: Raw -2350068.083046 + Penalty 3226.484117 = -2346841.598929 nChanged 7 SP:Iteration 26Q (2715.790000 sec): 3 clusters Score: Raw -2350071.259714 + Penalty 3226.484117 = -2346844.775598 nChanged 7 SP:Iteration 27Q (2716.120000 sec): 3 clusters Score: Raw -2350073.011029 + Penalty 3226.484117 = -2346846.526912 nChanged 9 SP:Iteration 28Q (2716.430000 sec): 3 clusters Score: Raw -2350075.423001 + Penalty 3226.484117 = -2346848.938884 nChanged 9 SP:Iteration 29Q (2716.680000 sec): 3 clusters Score: Raw -2350078.408379 + Penalty 3226.484117 = -2346851.924262 nChanged 7 SP:Iteration 30Q (2717.000000 sec): 3 clusters Score: Raw -2350080.979425 + Penalty 3226.484117 = -2346854.495309 nChanged 12 SP:Iteration 31Q (2717.220000 sec): 3 clusters Score: Raw -2350084.684112 + Penalty 3226.484117 = -2346858.199995 nChanged 10 SP:Iteration 32Q (2717.490000 sec): 3 clusters Score: Raw -2350087.805050 + Penalty 3226.484117 = -2346861.320933 nChanged 10 SP:Iteration 33Q (2717.740000 sec): 3 clusters Score: Raw -2350093.445960 + Penalty 3226.484117 = -2346866.961843 nChanged 14 SP:Iteration 34Q (2718.060000 sec): 3 clusters Score: Raw -2350099.212159 + Penalty 3226.484117 = -2346872.728042 nChanged 15 SP:Iteration 35Q (2718.240000 sec): 3 clusters Score: Raw -2350104.046215 + Penalty 3226.484117 = -2346877.562098 nChanged 14 SP:Iteration 36Q (2718.500000 sec): 3 clusters Score: Raw -2350108.081986 + Penalty 3226.484117 = -2346881.597869 nChanged 7 SP:Iteration 37Q (2718.730000 sec): 3 clusters Score: Raw -2350110.751761 + Penalty 3226.484117 = -2346884.267644 nChanged 7 SP:Iteration 38Q (2719.020000 sec): 3 clusters Score: Raw -2350113.481533 + Penalty 3226.484117 = -2346886.997416 nChanged 7 SP:Iteration 39Q (2719.280000 sec): 3 clusters Score: Raw -2350115.655376 + Penalty 3226.484117 = -2346889.171260 nChanged 9 SP:Iteration 40F (2719.540000 sec): 3 clusters Score: Raw -2350119.752981 + Penalty 3226.484117 = -2346893.268864 nChanged 11 SP:Iteration 41Q (2719.800000 sec): 3 clusters Score: Raw -2350122.339071 + Penalty 3226.484117 = -2346895.854955 nChanged 7 SP:Iteration 42Q (2720.020000 sec): 3 clusters Score: Raw -2350124.208573 + Penalty 3226.484117 = -2346897.724456 nChanged 4 SP:Iteration 43Q (2720.320000 sec): 3 clusters Score: Raw -2350124.989152 + Penalty 3226.484117 = -2346898.505035 nChanged 2 SP:Iteration 44Q (2720.560000 sec): 3 clusters Score: Raw -2350125.239570 + Penalty 3226.484117 = -2346898.755453 nChanged 0 SP:Iteration 45F (2720.840000 sec): 3 clusters Score: Raw -2350125.239570 + Penalty 3226.484117 = -2346898.755453 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 16 (3362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2720.930000 sec): 2 clusters Score: Raw -383329.077358 + Penalty 1319.547339 = -382009.530019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2721.070000 sec): 3 clusters Score: Raw -381710.471808 + Penalty 2639.094677 = -379071.377131 nChanged 1276 SP:Iteration 1F (2721.200000 sec): 3 clusters Score: Raw -382419.804731 + Penalty 2639.094677 = -379780.710054 nChanged 251 SP:Iteration 2F (2721.340000 sec): 3 clusters Score: Raw -382559.230796 + Penalty 2639.094677 = -379920.136119 nChanged 167 SP:Iteration 3Q (2721.480000 sec): 3 clusters Score: Raw -382658.491460 + Penalty 2639.094677 = -380019.396783 nChanged 146 SP:Iteration 4Q (2721.620000 sec): 3 clusters Score: Raw -382746.278809 + Penalty 2639.094677 = -380107.184132 nChanged 115 SP:Iteration 5Q (2721.800000 sec): 3 clusters Score: Raw -382810.228389 + Penalty 2639.094677 = -380171.133712 nChanged 108 SP:Iteration 6Q (2721.980000 sec): 3 clusters Score: Raw -382872.540203 + Penalty 2639.094677 = -380233.445526 nChanged 91 SP:Iteration 7Q (2722.140000 sec): 3 clusters Score: Raw -382920.513740 + Penalty 2639.094677 = -380281.419063 nChanged 84 SP:Iteration 8Q (2722.300000 sec): 3 clusters Score: Raw -382972.132189 + Penalty 2639.094677 = -380333.037512 nChanged 88 SP:Iteration 9Q (2722.420000 sec): 3 clusters Score: Raw -383025.789357 + Penalty 2639.094677 = -380386.694680 nChanged 83 SP:Iteration 10Q (2722.510000 sec): 3 clusters Score: Raw -383077.494626 + Penalty 2639.094677 = -380438.399949 nChanged 91 SP:Iteration 11Q (2722.660000 sec): 3 clusters Score: Raw -383145.231902 + Penalty 2639.094677 = -380506.137225 nChanged 96 SP:Iteration 12Q (2722.800000 sec): 3 clusters Score: Raw -383218.765453 + Penalty 2639.094677 = -380579.670776 nChanged 78 SP:Iteration 13Q (2722.900000 sec): 3 clusters Score: Raw -383284.806539 + Penalty 2639.094677 = -380645.711862 nChanged 77 SP:Iteration 14Q (2723.000000 sec): 3 clusters Score: Raw -383347.109370 + Penalty 2639.094677 = -380708.014693 nChanged 64 SP:Iteration 15Q (2723.090000 sec): 3 clusters Score: Raw -383398.943973 + Penalty 2639.094677 = -380759.849296 nChanged 36 SP:Iteration 16Q (2723.190000 sec): 3 clusters Score: Raw -383426.935545 + Penalty 2639.094677 = -380787.840868 nChanged 31 SP:Iteration 17Q (2723.280000 sec): 3 clusters Score: Raw -383454.845596 + Penalty 2639.094677 = -380815.750919 nChanged 28 SP:Iteration 18Q (2723.380000 sec): 3 clusters Score: Raw -383478.100281 + Penalty 2639.094677 = -380839.005604 nChanged 19 SP:Iteration 19Q (2723.520000 sec): 3 clusters Score: Raw -383489.393694 + Penalty 2639.094677 = -380850.299017 nChanged 15 SP:Iteration 20F (2723.660000 sec): 3 clusters Score: Raw -383498.521379 + Penalty 2639.094677 = -380859.426702 nChanged 9 SP:Iteration 21Q (2723.760000 sec): 3 clusters Score: Raw -383504.474526 + Penalty 2639.094677 = -380865.379848 nChanged 6 SP:Iteration 22Q (2723.900000 sec): 3 clusters Score: Raw -383506.614616 + Penalty 2639.094677 = -380867.519938 nChanged 4 SP:Iteration 23Q (2724.040000 sec): 3 clusters Score: Raw -383510.451084 + Penalty 2639.094677 = -380871.356407 nChanged 6 SP:Iteration 24Q (2724.190000 sec): 3 clusters Score: Raw -383513.310148 + Penalty 2639.094677 = -380874.215471 nChanged 5 SP:Iteration 25Q (2724.370000 sec): 3 clusters Score: Raw -383515.198338 + Penalty 2639.094677 = -380876.103661 nChanged 3 SP:Iteration 26Q (2724.510000 sec): 3 clusters Score: Raw -383515.936136 + Penalty 2639.094677 = -380876.841459 nChanged 1 SP:Iteration 27Q (2724.650000 sec): 3 clusters Score: Raw -383516.441895 + Penalty 2639.094677 = -380877.347218 nChanged 1 SP:Iteration 28Q (2724.800000 sec): 3 clusters Score: Raw -383516.605544 + Penalty 2639.094677 = -380877.510867 nChanged 0 SP:Iteration 29F (2724.980000 sec): 3 clusters Score: Raw -383516.605544 + Penalty 2639.094677 = -380877.510867 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 17 (7110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2725.110000 sec): 2 clusters Score: Raw -801485.230225 + Penalty 1441.254347 = -800043.975877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2725.310000 sec): 3 clusters Score: Raw -797563.569142 + Penalty 2882.508695 = -794681.060447 nChanged 3004 SP:Iteration 1F (2725.500000 sec): 3 clusters Score: Raw -799159.693374 + Penalty 2882.508695 = -796277.184679 nChanged 450 SP:Iteration 2F (2725.650000 sec): 3 clusters Score: Raw -799351.391318 + Penalty 2882.508695 = -796468.882623 nChanged 347 SP:Iteration 3Q (2725.850000 sec): 3 clusters Score: Raw -799484.870090 + Penalty 2882.508695 = -796602.361395 nChanged 298 SP:Iteration 4Q (2726.000000 sec): 3 clusters Score: Raw -799603.230155 + Penalty 2882.508695 = -796720.721460 nChanged 229 SP:Iteration 5Q (2726.180000 sec): 3 clusters Score: Raw -799694.991927 + Penalty 2882.508695 = -796812.483232 nChanged 216 SP:Iteration 6Q (2726.350000 sec): 3 clusters Score: Raw -799780.557361 + Penalty 2882.508695 = -796898.048666 nChanged 214 SP:Iteration 7Q (2726.490000 sec): 3 clusters Score: Raw -799856.834704 + Penalty 2882.508695 = -796974.326009 nChanged 207 SP:Iteration 8Q (2726.730000 sec): 3 clusters Score: Raw -799946.036340 + Penalty 2882.508695 = -797063.527645 nChanged 236 SP:Iteration 9Q (2726.940000 sec): 3 clusters Score: Raw -800051.015128 + Penalty 2882.508695 = -797168.506433 nChanged 245 SP:Iteration 10Q (2727.140000 sec): 3 clusters Score: Raw -800173.995774 + Penalty 2882.508695 = -797291.487079 nChanged 275 SP:Iteration 11Q (2727.420000 sec): 3 clusters Score: Raw -800336.643538 + Penalty 2882.508695 = -797454.134843 nChanged 304 SP:Iteration 12Q (2727.620000 sec): 3 clusters Score: Raw -800535.853248 + Penalty 2882.508695 = -797653.344553 nChanged 294 SP:Iteration 13Q (2727.830000 sec): 3 clusters Score: Raw -800749.544568 + Penalty 2882.508695 = -797867.035873 nChanged 294 SP:Iteration 14Q (2728.040000 sec): 3 clusters Score: Raw -800987.084835 + Penalty 2882.508695 = -798104.576141 nChanged 251 SP:Iteration 15Q (2728.240000 sec): 3 clusters Score: Raw -801205.899154 + Penalty 2882.508695 = -798323.390459 nChanged 231 SP:Iteration 16Q (2728.480000 sec): 3 clusters Score: Raw -801409.051564 + Penalty 2882.508695 = -798526.542869 nChanged 188 SP:Iteration 17Q (2728.650000 sec): 3 clusters Score: Raw -801561.744958 + Penalty 2882.508695 = -798679.236263 nChanged 142 SP:Iteration 18Q (2728.840000 sec): 3 clusters Score: Raw -801677.807235 + Penalty 2882.508695 = -798795.298541 nChanged 86 SP:Iteration 19Q (2729.010000 sec): 3 clusters Score: Raw -801749.809798 + Penalty 2882.508695 = -798867.301103 nChanged 63 SP:Iteration 20F (2729.240000 sec): 3 clusters Score: Raw -801801.047183 + Penalty 2882.508695 = -798918.538488 nChanged 53 SP:Iteration 21Q (2729.480000 sec): 3 clusters Score: Raw -801838.623015 + Penalty 2882.508695 = -798956.114320 nChanged 38 SP:Iteration 22Q (2729.650000 sec): 3 clusters Score: Raw -801864.737053 + Penalty 2882.508695 = -798982.228359 nChanged 26 SP:Iteration 23Q (2729.880000 sec): 3 clusters Score: Raw -801882.627219 + Penalty 2882.508695 = -799000.118525 nChanged 17 SP:Iteration 24Q (2730.100000 sec): 3 clusters Score: Raw -801895.791733 + Penalty 2882.508695 = -799013.283038 nChanged 12 SP:Iteration 25Q (2730.290000 sec): 3 clusters Score: Raw -801904.999169 + Penalty 2882.508695 = -799022.490474 nChanged 12 SP:Iteration 26Q (2730.480000 sec): 3 clusters Score: Raw -801914.066930 + Penalty 2882.508695 = -799031.558236 nChanged 9 SP:Iteration 27Q (2730.690000 sec): 3 clusters Score: Raw -801919.733092 + Penalty 2882.508695 = -799037.224397 nChanged 10 SP:Iteration 28Q (2730.890000 sec): 3 clusters Score: Raw -801926.792570 + Penalty 2882.508695 = -799044.283875 nChanged 8 SP:Iteration 29Q (2731.110000 sec): 3 clusters Score: Raw -801932.333659 + Penalty 2882.508695 = -799049.824964 nChanged 2 SP:Iteration 30Q (2731.350000 sec): 3 clusters Score: Raw -801933.339984 + Penalty 2882.508695 = -799050.831289 nChanged 1 SP:Iteration 31Q (2731.580000 sec): 3 clusters Score: Raw -801933.983271 + Penalty 2882.508695 = -799051.474576 nChanged 1 SP:Iteration 32Q (2731.780000 sec): 3 clusters Score: Raw -801934.717959 + Penalty 2882.508695 = -799052.209264 nChanged 2 SP:Iteration 33Q (2731.980000 sec): 3 clusters Score: Raw -801935.667503 + Penalty 2882.508695 = -799053.158808 nChanged 3 SP:Iteration 34Q (2732.230000 sec): 3 clusters Score: Raw -801936.396086 + Penalty 2882.508695 = -799053.887391 nChanged 1 SP:Iteration 35Q (2732.420000 sec): 3 clusters Score: Raw -801937.022283 + Penalty 2882.508695 = -799054.513588 nChanged 3 SP:Iteration 36Q (2732.620000 sec): 3 clusters Score: Raw -801938.086756 + Penalty 2882.508695 = -799055.578061 nChanged 0 SP:Iteration 37F (2732.800000 sec): 3 clusters Score: Raw -801938.086756 + Penalty 2882.508695 = -799055.578061 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 18 (2095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2732.940000 sec): 2 clusters Score: Raw -231505.676640 + Penalty 1242.687685 = -230262.988955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2733.160000 sec): 3 clusters Score: Raw -230631.641282 + Penalty 2485.375371 = -228146.265912 nChanged 719 SP:Iteration 1F (2733.320000 sec): 3 clusters Score: Raw -231033.499881 + Penalty 2485.375371 = -228548.124510 nChanged 137 SP:Iteration 2F (2733.510000 sec): 3 clusters Score: Raw -231122.633517 + Penalty 2485.375371 = -228637.258147 nChanged 92 SP:Iteration 3Q (2733.740000 sec): 3 clusters Score: Raw -231186.469535 + Penalty 2485.375371 = -228701.094164 nChanged 74 SP:Iteration 4Q (2733.930000 sec): 3 clusters Score: Raw -231241.286130 + Penalty 2485.375371 = -228755.910760 nChanged 58 SP:Iteration 5Q (2734.120000 sec): 3 clusters Score: Raw -231287.246218 + Penalty 2485.375371 = -228801.870847 nChanged 49 SP:Iteration 6Q (2734.310000 sec): 3 clusters Score: Raw -231314.393706 + Penalty 2485.375371 = -228829.018335 nChanged 41 SP:Iteration 7Q (2734.530000 sec): 3 clusters Score: Raw -231333.181521 + Penalty 2485.375371 = -228847.806151 nChanged 24 SP:Iteration 8Q (2734.730000 sec): 3 clusters Score: Raw -231346.055537 + Penalty 2485.375371 = -228860.680167 nChanged 26 SP:Iteration 9Q (2734.950000 sec): 3 clusters Score: Raw -231361.627306 + Penalty 2485.375371 = -228876.251936 nChanged 25 SP:Iteration 10Q (2735.110000 sec): 3 clusters Score: Raw -231374.546977 + Penalty 2485.375371 = -228889.171607 nChanged 19 SP:Iteration 11Q (2735.300000 sec): 3 clusters Score: Raw -231382.300613 + Penalty 2485.375371 = -228896.925242 nChanged 13 SP:Iteration 12Q (2735.480000 sec): 3 clusters Score: Raw -231386.976543 + Penalty 2485.375371 = -228901.601172 nChanged 4 SP:Iteration 13Q (2735.630000 sec): 3 clusters Score: Raw -231388.686522 + Penalty 2485.375371 = -228903.311151 nChanged 6 SP:Iteration 14Q (2735.780000 sec): 3 clusters Score: Raw -231391.377873 + Penalty 2485.375371 = -228906.002503 nChanged 5 SP:Iteration 15Q (2735.930000 sec): 3 clusters Score: Raw -231393.302351 + Penalty 2485.375371 = -228907.926980 nChanged 2 SP:Iteration 16Q (2736.110000 sec): 3 clusters Score: Raw -231393.812156 + Penalty 2485.375371 = -228908.436786 nChanged 2 SP:Iteration 17Q (2736.290000 sec): 3 clusters Score: Raw -231394.590244 + Penalty 2485.375371 = -228909.214874 nChanged 2 SP:Iteration 18Q (2736.430000 sec): 3 clusters Score: Raw -231394.959803 + Penalty 2485.375371 = -228909.584433 nChanged 2 SP:Iteration 19Q (2736.630000 sec): 3 clusters Score: Raw -231395.726264 + Penalty 2485.375371 = -228910.350893 nChanged 5 SP:Iteration 20F (2736.740000 sec): 3 clusters Score: Raw -231397.092470 + Penalty 2485.375371 = -228911.717100 nChanged 4 SP:Iteration 21Q (2736.930000 sec): 3 clusters Score: Raw -231398.833253 + Penalty 2485.375371 = -228913.457883 nChanged 3 SP:Iteration 22Q (2737.070000 sec): 3 clusters Score: Raw -231400.063631 + Penalty 2485.375371 = -228914.688260 nChanged 6 SP:Iteration 23Q (2737.200000 sec): 3 clusters Score: Raw -231402.177423 + Penalty 2485.375371 = -228916.802052 nChanged 4 SP:Iteration 24Q (2737.360000 sec): 3 clusters Score: Raw -231404.148864 + Penalty 2485.375371 = -228918.773493 nChanged 4 SP:Iteration 25Q (2737.500000 sec): 3 clusters Score: Raw -231405.868994 + Penalty 2485.375371 = -228920.493623 nChanged 2 SP:Iteration 26Q (2737.670000 sec): 3 clusters Score: Raw -231406.366793 + Penalty 2485.375371 = -228920.991422 nChanged 3 SP:Iteration 27Q (2737.820000 sec): 3 clusters Score: Raw -231407.467170 + Penalty 2485.375371 = -228922.091800 nChanged 6 SP:Iteration 28Q (2738.030000 sec): 3 clusters Score: Raw -231409.031121 + Penalty 2485.375371 = -228923.655751 nChanged 5 SP:Iteration 29Q (2738.220000 sec): 3 clusters Score: Raw -231411.724653 + Penalty 2485.375371 = -228926.349283 nChanged 8 SP:Iteration 30Q (2738.410000 sec): 3 clusters Score: Raw -231415.180113 + Penalty 2485.375371 = -228929.804743 nChanged 3 SP:Iteration 31Q (2738.550000 sec): 3 clusters Score: Raw -231415.787490 + Penalty 2485.375371 = -228930.412119 nChanged 0 SP:Iteration 32F (2738.700000 sec): 3 clusters Score: Raw -231415.787490 + Penalty 2485.375371 = -228930.412119 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 19 (601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2738.810000 sec): 2 clusters Score: Raw -65748.688704 + Penalty 1039.771677 = -64708.917027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2738.950000 sec): 3 clusters Score: Raw -65602.583183 + Penalty 2079.543354 = -63523.039829 nChanged 154 SP:Iteration 1F (2739.110000 sec): 3 clusters Score: Raw -65821.567161 + Penalty 2079.543354 = -63742.023807 nChanged 43 SP:Iteration 2F (2739.280000 sec): 3 clusters Score: Raw -65878.395227 + Penalty 2079.543354 = -63798.851874 nChanged 12 SP:Iteration 3Q (2739.470000 sec): 3 clusters Score: Raw -65894.150491 + Penalty 2079.543354 = -63814.607137 nChanged 12 SP:Iteration 4Q (2739.680000 sec): 3 clusters Score: Raw -65914.861361 + Penalty 2079.543354 = -63835.318008 nChanged 8 SP:Iteration 5Q (2739.820000 sec): 3 clusters Score: Raw -65929.754947 + Penalty 2079.543354 = -63850.211594 nChanged 8 SP:Iteration 6Q (2740.020000 sec): 3 clusters Score: Raw -65942.215550 + Penalty 2079.543354 = -63862.672197 nChanged 4 SP:Iteration 7Q (2740.220000 sec): 3 clusters Score: Raw -65955.766820 + Penalty 2079.543354 = -63876.223466 nChanged 8 SP:Iteration 8Q (2740.400000 sec): 3 clusters Score: Raw -65965.628550 + Penalty 2079.543354 = -63886.085196 nChanged 8 SP:Iteration 9Q (2740.610000 sec): 3 clusters Score: Raw -65977.251832 + Penalty 2079.543354 = -63897.708479 nChanged 7 SP:Iteration 10Q (2740.800000 sec): 3 clusters Score: Raw -65992.343959 + Penalty 2079.543354 = -63912.800605 nChanged 3 SP:Iteration 11Q (2741.010000 sec): 3 clusters Score: Raw -66003.597979 + Penalty 2079.543354 = -63924.054625 nChanged 5 SP:Iteration 12Q (2741.220000 sec): 3 clusters Score: Raw -66020.993845 + Penalty 2079.543354 = -63941.450491 nChanged 6 SP:Iteration 13Q (2741.410000 sec): 3 clusters Score: Raw -66033.658439 + Penalty 2079.543354 = -63954.115086 nChanged 11 SP:Iteration 14Q (2741.590000 sec): 3 clusters Score: Raw -66067.762278 + Penalty 2079.543354 = -63988.218925 nChanged 10 SP:Iteration 15Q (2741.790000 sec): 3 clusters Score: Raw -66094.500357 + Penalty 2079.543354 = -64014.957003 nChanged 11 SP:Iteration 16Q (2741.950000 sec): 3 clusters Score: Raw -66143.615053 + Penalty 2079.543354 = -64064.071699 nChanged 14 SP:Iteration 17Q (2742.130000 sec): 3 clusters Score: Raw -66179.534391 + Penalty 2079.543354 = -64099.991037 nChanged 9 SP:Iteration 18Q (2742.290000 sec): 3 clusters Score: Raw -66199.461704 + Penalty 2079.543354 = -64119.918350 nChanged 7 SP:Iteration 19Q (2742.400000 sec): 3 clusters Score: Raw -66209.245330 + Penalty 2079.543354 = -64129.701976 nChanged 4 SP:Iteration 20F (2742.590000 sec): 3 clusters Score: Raw -66217.016277 + Penalty 2079.543354 = -64137.472923 nChanged 9 SP:Iteration 21Q (2742.700000 sec): 3 clusters Score: Raw -66239.990949 + Penalty 2079.543354 = -64160.447595 nChanged 7 SP:Iteration 22Q (2742.860000 sec): 3 clusters Score: Raw -66249.681874 + Penalty 2079.543354 = -64170.138521 nChanged 5 SP:Iteration 23Q (2743.010000 sec): 3 clusters Score: Raw -66267.978535 + Penalty 2079.543354 = -64188.435181 nChanged 5 SP:Iteration 24Q (2743.140000 sec): 3 clusters Score: Raw -66276.193155 + Penalty 2079.543354 = -64196.649801 nChanged 4 SP:Iteration 25Q (2743.250000 sec): 3 clusters Score: Raw -66281.001541 + Penalty 2079.543354 = -64201.458187 nChanged 2 SP:Iteration 26Q (2743.390000 sec): 3 clusters Score: Raw -66283.426243 + Penalty 2079.543354 = -64203.882889 nChanged 1 SP:Iteration 27Q (2743.560000 sec): 3 clusters Score: Raw -66284.658993 + Penalty 2079.543354 = -64205.115639 nChanged 2 SP:Iteration 28Q (2743.750000 sec): 3 clusters Score: Raw -66286.868424 + Penalty 2079.543354 = -64207.325070 nChanged 1 SP:Iteration 29Q (2743.950000 sec): 3 clusters Score: Raw -66289.672443 + Penalty 2079.543354 = -64210.129089 nChanged 2 SP:Iteration 30Q (2744.110000 sec): 3 clusters Score: Raw -66293.810943 + Penalty 2079.543354 = -64214.267589 nChanged 3 SP:Iteration 31Q (2744.290000 sec): 3 clusters Score: Raw -66299.658143 + Penalty 2079.543354 = -64220.114789 nChanged 1 SP:Iteration 32Q (2744.490000 sec): 3 clusters Score: Raw -66300.743268 + Penalty 2079.543354 = -64221.199914 nChanged 1 SP:Iteration 33Q (2744.660000 sec): 3 clusters Score: Raw -66302.405902 + Penalty 2079.543354 = -64222.862548 nChanged 3 SP:Iteration 34Q (2744.790000 sec): 3 clusters Score: Raw -66308.564559 + Penalty 2079.543354 = -64229.021205 nChanged 1 SP:Iteration 35Q (2744.940000 sec): 3 clusters Score: Raw -66310.667263 + Penalty 2079.543354 = -64231.123909 nChanged 1 SP:Iteration 36Q (2745.110000 sec): 3 clusters Score: Raw -66312.338912 + Penalty 2079.543354 = -64232.795558 nChanged 0 SP:Iteration 37F (2745.270000 sec): 3 clusters Score: Raw -66312.338912 + Penalty 2079.543354 = -64232.795558 nChanged 0 Deleting Class 23 (77 points): Lose 958.072129 but Gain 2119.353707 Iteration 20F (2769.620000 sec): 27 clusters Score: Raw -51046389.869767 + Penalty 55103.196386 = -50991286.673381 nChanged 7296 Iteration 21Q (2785.310000 sec): 27 clusters Score: Raw -51049939.201512 + Penalty 55103.196386 = -50994836.005126 nChanged 3839 Iteration 22Q (2801.000000 sec): 27 clusters Score: Raw -51051398.060615 + Penalty 55103.196386 = -50996294.864229 nChanged 2613 Iteration 23Q (2816.010000 sec): 27 clusters Score: Raw -51052253.775068 + Penalty 55103.196386 = -50997150.578683 nChanged 1970 Iteration 24Q (2828.950000 sec): 27 clusters Score: Raw -51052812.114289 + Penalty 55103.196386 = -50997708.917903 nChanged 1528 Iteration 25Q (2843.020000 sec): 27 clusters Score: Raw -51053248.412655 + Penalty 55103.196386 = -50998145.216269 nChanged 1245 Iteration 26Q (2856.860000 sec): 27 clusters Score: Raw -51053641.707105 + Penalty 55103.196386 = -50998538.510719 nChanged 1012 Iteration 27Q (2871.250000 sec): 27 clusters Score: Raw -51053939.781316 + Penalty 55103.196386 = -50998836.584930 nChanged 806 Iteration 28Q (2884.310000 sec): 27 clusters Score: Raw -51054218.327126 + Penalty 55103.196386 = -50999115.130740 nChanged 683 Iteration 29Q (2898.200000 sec): 27 clusters Score: Raw -51054562.476569 + Penalty 55103.196386 = -50999459.280183 nChanged 598 Iteration 30Q (2911.800000 sec): 27 clusters Score: Raw -51055140.220878 + Penalty 55103.196386 = -51000037.024492 nChanged 523 Iteration 31Q (2925.490000 sec): 27 clusters Score: Raw -51055843.789350 + Penalty 55103.196386 = -51000740.592964 nChanged 441 Iteration 32Q (2939.750000 sec): 27 clusters Score: Raw -51055901.218729 + Penalty 55103.196386 = -51000798.022343 nChanged 409 Iteration 33Q (2954.170000 sec): 27 clusters Score: Raw -51055952.546197 + Penalty 55103.196386 = -51000849.349811 nChanged 376 Iteration 34Q (2967.600000 sec): 27 clusters Score: Raw -51056001.188277 + Penalty 55103.196386 = -51000897.991892 nChanged 343 Iteration 35Q (2981.440000 sec): 27 clusters Score: Raw -51056039.974536 + Penalty 55103.196386 = -51000936.778150 nChanged 319 Iteration 36Q (2999.290000 sec): 27 clusters Score: Raw -51056076.340055 + Penalty 55103.196386 = -51000973.143669 nChanged 269 Iteration 37Q (3012.910000 sec): 27 clusters Score: Raw -51056102.730836 + Penalty 55103.196386 = -51000999.534450 nChanged 249 Iteration 38Q (3026.230000 sec): 27 clusters Score: Raw -51056128.924918 + Penalty 55103.196386 = -51001025.728532 nChanged 239 Iteration 39Q (3039.970000 sec): 27 clusters Score: Raw -51056155.036747 + Penalty 55103.196386 = -51001051.840361 nChanged 245 Iteration 40F (3064.090000 sec): 27 clusters Score: Raw -51056286.384188 + Penalty 55103.196386 = -51001183.187802 nChanged 296 Iteration 41Q (3078.340000 sec): 27 clusters Score: Raw -51056430.580037 + Penalty 55103.196386 = -51001327.383651 nChanged 284 Iteration 42Q (3092.780000 sec): 27 clusters Score: Raw -51056577.684599 + Penalty 55103.196386 = -51001474.488214 nChanged 269 Iteration 43Q (3106.990000 sec): 27 clusters Score: Raw -51056694.312682 + Penalty 55103.196386 = -51001591.116296 nChanged 233 Iteration 44Q (3121.660000 sec): 27 clusters Score: Raw -51056742.666286 + Penalty 55103.196386 = -51001639.469900 nChanged 190 Iteration 45Q (3138.120000 sec): 27 clusters Score: Raw -51056784.347596 + Penalty 55103.196386 = -51001681.151211 nChanged 193 Iteration 46Q (3151.480000 sec): 27 clusters Score: Raw -51056806.225335 + Penalty 55103.196386 = -51001703.028949 nChanged 165 Iteration 47Q (3165.020000 sec): 27 clusters Score: Raw -51056826.186424 + Penalty 55103.196386 = -51001722.990038 nChanged 136 Iteration 48Q (3178.540000 sec): 27 clusters Score: Raw -51056837.523345 + Penalty 55103.196386 = -51001734.326959 nChanged 109 Iteration 49Q (3192.100000 sec): 27 clusters Score: Raw -51056846.220607 + Penalty 55103.196386 = -51001743.024221 nChanged 89 Iteration 50Q (3205.700000 sec): 27 clusters Score: Raw -51056851.946427 + Penalty 55103.196386 = -51001748.750041 nChanged 85 Iteration 51Q (3219.750000 sec): 27 clusters Score: Raw -51056857.431221 + Penalty 55103.196386 = -51001754.234835 nChanged 79 Iteration 52Q (3232.610000 sec): 27 clusters Score: Raw -51056862.325643 + Penalty 55103.196386 = -51001759.129257 nChanged 55 Iteration 53Q (3245.540000 sec): 27 clusters Score: Raw -51056866.151413 + Penalty 55103.196386 = -51001762.955028 nChanged 53 Iteration 54Q (3261.130000 sec): 27 clusters Score: Raw -51056869.845519 + Penalty 55103.196386 = -51001766.649133 nChanged 43 Iteration 55Q (3275.790000 sec): 27 clusters Score: Raw -51056873.281211 + Penalty 55103.196386 = -51001770.084825 nChanged 46 Iteration 56Q (3289.180000 sec): 27 clusters Score: Raw -51056877.277303 + Penalty 55103.196386 = -51001774.080917 nChanged 47 Iteration 57Q (3302.820000 sec): 27 clusters Score: Raw -51056880.720485 + Penalty 55103.196386 = -51001777.524099 nChanged 58 Iteration 58Q (3316.840000 sec): 27 clusters Score: Raw -51056884.377983 + Penalty 55103.196386 = -51001781.181597 nChanged 38 Writing temp clu file Because OldScore, -51001777.524099, is greater than current (better) Score,-51001781.181597 Compute initial score before splitting: Score: Raw -51056884.377983 + Penalty 55103.196386 = -51001781.181597 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 1 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3317.090000 sec): 2 clusters Score: Raw -84006.432285 + Penalty 1070.476877 = -82935.955408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3317.250000 sec): 3 clusters Score: Raw -83830.194849 + Penalty 2140.953755 = -81689.241094 nChanged 181 SP:Iteration 1F (3317.430000 sec): 3 clusters Score: Raw -84000.302795 + Penalty 2140.953755 = -81859.349040 nChanged 44 SP:Iteration 2F (3317.680000 sec): 3 clusters Score: Raw -84047.777979 + Penalty 2140.953755 = -81906.824224 nChanged 20 SP:Iteration 3Q (3317.840000 sec): 3 clusters Score: Raw -84075.280756 + Penalty 2140.953755 = -81934.327001 nChanged 10 SP:Iteration 4Q (3318.050000 sec): 3 clusters Score: Raw -84084.500781 + Penalty 2140.953755 = -81943.547027 nChanged 8 SP:Iteration 5Q (3318.260000 sec): 3 clusters Score: Raw -84095.625555 + Penalty 2140.953755 = -81954.671800 nChanged 7 SP:Iteration 6Q (3318.400000 sec): 3 clusters Score: Raw -84104.949436 + Penalty 2140.953755 = -81963.995681 nChanged 7 SP:Iteration 7Q (3318.600000 sec): 3 clusters Score: Raw -84111.275487 + Penalty 2140.953755 = -81970.321732 nChanged 3 SP:Iteration 8Q (3318.780000 sec): 3 clusters Score: Raw -84114.852697 + Penalty 2140.953755 = -81973.898942 nChanged 0 SP:Iteration 9F (3319.030000 sec): 3 clusters Score: Raw -84114.852697 + Penalty 2140.953755 = -81973.898942 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 2 (30253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3319.300000 sec): 2 clusters Score: Raw -3483446.769716 + Penalty 1676.569478 = -3481770.200238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3319.660000 sec): 3 clusters Score: Raw -3464728.060552 + Penalty 3353.138955 = -3461374.921596 nChanged 14018 SP:Iteration 1F (3320.000000 sec): 3 clusters Score: Raw -3472391.076308 + Penalty 3353.138955 = -3469037.937353 nChanged 1281 SP:Iteration 2Q (3320.370000 sec): 3 clusters Score: Raw -3472768.503177 + Penalty 3353.138955 = -3469415.364221 nChanged 1195 SP:Iteration 3Q (3320.690000 sec): 3 clusters Score: Raw -3473131.029487 + Penalty 3353.138955 = -3469777.890531 nChanged 1202 SP:Iteration 4Q (3321.150000 sec): 3 clusters Score: Raw -3473563.771493 + Penalty 3353.138955 = -3470210.632538 nChanged 1272 SP:Iteration 5Q (3321.530000 sec): 3 clusters Score: Raw -3474124.550721 + Penalty 3353.138955 = -3470771.411766 nChanged 1475 SP:Iteration 6Q (3321.930000 sec): 3 clusters Score: Raw -3474883.768500 + Penalty 3353.138955 = -3471530.629545 nChanged 1597 SP:Iteration 7F (3322.250000 sec): 3 clusters Score: Raw -3475887.521526 + Penalty 3353.138955 = -3472534.382570 nChanged 1716 SP:Iteration 8F (3322.620000 sec): 3 clusters Score: Raw -3477094.611801 + Penalty 3353.138955 = -3473741.472845 nChanged 1609 SP:Iteration 9F (3322.960000 sec): 3 clusters Score: Raw -3478306.835632 + Penalty 3353.138955 = -3474953.696677 nChanged 1449 SP:Iteration 10Q (3323.370000 sec): 3 clusters Score: Raw -3479394.185937 + Penalty 3353.138955 = -3476041.046981 nChanged 1146 SP:Iteration 11Q (3323.750000 sec): 3 clusters Score: Raw -3480221.176285 + Penalty 3353.138955 = -3476868.037329 nChanged 938 SP:Iteration 12Q (3324.110000 sec): 3 clusters Score: Raw -3480842.305712 + Penalty 3353.138955 = -3477489.166756 nChanged 790 SP:Iteration 13Q (3324.450000 sec): 3 clusters Score: Raw -3481365.937540 + Penalty 3353.138955 = -3478012.798585 nChanged 670 SP:Iteration 14Q (3324.830000 sec): 3 clusters Score: Raw -3481827.618601 + Penalty 3353.138955 = -3478474.479646 nChanged 550 SP:Iteration 15Q (3325.150000 sec): 3 clusters Score: Raw -3482211.248147 + Penalty 3353.138955 = -3478858.109192 nChanged 464 SP:Iteration 16Q (3325.460000 sec): 3 clusters Score: Raw -3482549.236452 + Penalty 3353.138955 = -3479196.097497 nChanged 385 SP:Iteration 17Q (3325.790000 sec): 3 clusters Score: Raw -3482818.783944 + Penalty 3353.138955 = -3479465.644988 nChanged 307 SP:Iteration 18Q (3326.110000 sec): 3 clusters Score: Raw -3483047.884016 + Penalty 3353.138955 = -3479694.745060 nChanged 219 SP:Iteration 19Q (3326.440000 sec): 3 clusters Score: Raw -3483216.168183 + Penalty 3353.138955 = -3479863.029227 nChanged 158 SP:Iteration 20F (3326.750000 sec): 3 clusters Score: Raw -3483333.914582 + Penalty 3353.138955 = -3479980.775626 nChanged 112 SP:Iteration 21Q (3327.040000 sec): 3 clusters Score: Raw -3483419.076407 + Penalty 3353.138955 = -3480065.937451 nChanged 75 SP:Iteration 22Q (3327.350000 sec): 3 clusters Score: Raw -3483473.555385 + Penalty 3353.138955 = -3480120.416429 nChanged 58 SP:Iteration 23Q (3327.730000 sec): 3 clusters Score: Raw -3483525.884827 + Penalty 3353.138955 = -3480172.745871 nChanged 48 SP:Iteration 24Q (3328.020000 sec): 3 clusters Score: Raw -3483567.192612 + Penalty 3353.138955 = -3480214.053657 nChanged 37 SP:Iteration 25Q (3328.330000 sec): 3 clusters Score: Raw -3483603.205855 + Penalty 3353.138955 = -3480250.066899 nChanged 19 SP:Iteration 26Q (3328.650000 sec): 3 clusters Score: Raw -3483625.972144 + Penalty 3353.138955 = -3480272.833188 nChanged 15 SP:Iteration 27Q (3328.970000 sec): 3 clusters Score: Raw -3483639.686991 + Penalty 3353.138955 = -3480286.548036 nChanged 8 SP:Iteration 28Q (3329.330000 sec): 3 clusters Score: Raw -3483651.068696 + Penalty 3353.138955 = -3480297.929740 nChanged 10 SP:Iteration 29Q (3329.670000 sec): 3 clusters Score: Raw -3483660.569857 + Penalty 3353.138955 = -3480307.430901 nChanged 7 SP:Iteration 30Q (3329.980000 sec): 3 clusters Score: Raw -3483666.966524 + Penalty 3353.138955 = -3480313.827568 nChanged 4 SP:Iteration 31Q (3330.300000 sec): 3 clusters Score: Raw -3483668.720897 + Penalty 3353.138955 = -3480315.581941 nChanged 1 SP:Iteration 32Q (3330.610000 sec): 3 clusters Score: Raw -3483669.295015 + Penalty 3353.138955 = -3480316.156059 nChanged 2 SP:Iteration 33Q (3331.020000 sec): 3 clusters Score: Raw -3483671.385385 + Penalty 3353.138955 = -3480318.246430 nChanged 4 SP:Iteration 34Q (3331.450000 sec): 3 clusters Score: Raw -3483675.363839 + Penalty 3353.138955 = -3480322.224883 nChanged 1 SP:Iteration 35Q (3331.840000 sec): 3 clusters Score: Raw -3483678.126192 + Penalty 3353.138955 = -3480324.987236 nChanged 3 SP:Iteration 36Q (3332.070000 sec): 3 clusters Score: Raw -3483679.783086 + Penalty 3353.138955 = -3480326.644131 nChanged 1 SP:Iteration 37Q (3332.420000 sec): 3 clusters Score: Raw -3483681.103605 + Penalty 3353.138955 = -3480327.964650 nChanged 2 SP:Iteration 38Q (3332.780000 sec): 3 clusters Score: Raw -3483682.459948 + Penalty 3353.138955 = -3480329.320993 nChanged 1 SP:Iteration 39Q (3333.100000 sec): 3 clusters Score: Raw -3483684.691625 + Penalty 3353.138955 = -3480331.552670 nChanged 1 SP:Iteration 40F (3333.460000 sec): 3 clusters Score: Raw -3483685.302168 + Penalty 3353.138955 = -3480332.163212 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 3 (21743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3333.640000 sec): 2 clusters Score: Raw -2502854.453748 + Penalty 1622.895161 = -2501231.558587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3333.960000 sec): 3 clusters Score: Raw -2489626.932769 + Penalty 3245.790322 = -2486381.142447 nChanged 9863 SP:Iteration 1F (3334.250000 sec): 3 clusters Score: Raw -2494888.870809 + Penalty 3245.790322 = -2491643.080486 nChanged 979 SP:Iteration 2Q (3334.550000 sec): 3 clusters Score: Raw -2495208.526899 + Penalty 3245.790322 = -2491962.736577 nChanged 927 SP:Iteration 3Q (3334.910000 sec): 3 clusters Score: Raw -2495540.181620 + Penalty 3245.790322 = -2492294.391298 nChanged 965 SP:Iteration 4Q (3335.230000 sec): 3 clusters Score: Raw -2495976.791897 + Penalty 3245.790322 = -2492731.001574 nChanged 1216 SP:Iteration 5F (3335.590000 sec): 3 clusters Score: Raw -2496652.232444 + Penalty 3245.790322 = -2493406.442121 nChanged 1453 SP:Iteration 6F (3335.920000 sec): 3 clusters Score: Raw -2497641.830074 + Penalty 3245.790322 = -2494396.039752 nChanged 1632 SP:Iteration 7F (3336.270000 sec): 3 clusters Score: Raw -2498976.280555 + Penalty 3245.790322 = -2495730.490233 nChanged 1617 SP:Iteration 8F (3336.580000 sec): 3 clusters Score: Raw -2500459.966912 + Penalty 3245.790322 = -2497214.176590 nChanged 1259 SP:Iteration 9F (3336.870000 sec): 3 clusters Score: Raw -2501640.063001 + Penalty 3245.790322 = -2498394.272679 nChanged 770 SP:Iteration 10Q (3337.150000 sec): 3 clusters Score: Raw -2502368.121781 + Penalty 3245.790322 = -2499122.331459 nChanged 398 SP:Iteration 11Q (3337.500000 sec): 3 clusters Score: Raw -2502749.887958 + Penalty 3245.790322 = -2499504.097636 nChanged 166 SP:Iteration 12Q (3337.840000 sec): 3 clusters Score: Raw -2502920.494151 + Penalty 3245.790322 = -2499674.703828 nChanged 66 SP:Iteration 13Q (3338.090000 sec): 3 clusters Score: Raw -2503010.366216 + Penalty 3245.790322 = -2499764.575894 nChanged 37 SP:Iteration 14Q (3338.350000 sec): 3 clusters Score: Raw -2503058.635799 + Penalty 3245.790322 = -2499812.845476 nChanged 19 SP:Iteration 15Q (3338.650000 sec): 3 clusters Score: Raw -2503084.946220 + Penalty 3245.790322 = -2499839.155898 nChanged 4 SP:Iteration 16Q (3338.940000 sec): 3 clusters Score: Raw -2503091.021408 + Penalty 3245.790322 = -2499845.231086 nChanged 6 SP:Iteration 17Q (3339.250000 sec): 3 clusters Score: Raw -2503099.105688 + Penalty 3245.790322 = -2499853.315366 nChanged 5 SP:Iteration 18Q (3339.520000 sec): 3 clusters Score: Raw -2503105.207832 + Penalty 3245.790322 = -2499859.417510 nChanged 1 SP:Iteration 19Q (3339.800000 sec): 3 clusters Score: Raw -2503106.759052 + Penalty 3245.790322 = -2499860.968729 nChanged 1 SP:Iteration 20F (3340.120000 sec): 3 clusters Score: Raw -2503107.645473 + Penalty 3245.790322 = -2499861.855151 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 4 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3340.230000 sec): 2 clusters Score: Raw -87577.465672 + Penalty 1103.207908 = -86474.257764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3340.420000 sec): 3 clusters Score: Raw -87463.305104 + Penalty 2206.415816 = -85256.889288 nChanged 279 SP:Iteration 1F (3340.560000 sec): 3 clusters Score: Raw -88209.874548 + Penalty 2206.415816 = -86003.458732 nChanged 108 SP:Iteration 2F (3340.770000 sec): 3 clusters Score: Raw -88492.441599 + Penalty 2206.415816 = -86286.025783 nChanged 64 SP:Iteration 3F (3340.960000 sec): 3 clusters Score: Raw -88679.242272 + Penalty 2206.415816 = -86472.826455 nChanged 48 SP:Iteration 4F (3341.150000 sec): 3 clusters Score: Raw -88854.893341 + Penalty 2206.415816 = -86648.477524 nChanged 26 SP:Iteration 5Q (3341.320000 sec): 3 clusters Score: Raw -88929.512774 + Penalty 2206.415816 = -86723.096957 nChanged 18 SP:Iteration 6Q (3341.500000 sec): 3 clusters Score: Raw -88960.989341 + Penalty 2206.415816 = -86754.573525 nChanged 7 SP:Iteration 7Q (3341.660000 sec): 3 clusters Score: Raw -88968.306890 + Penalty 2206.415816 = -86761.891073 nChanged 5 SP:Iteration 8Q (3341.860000 sec): 3 clusters Score: Raw -88972.929729 + Penalty 2206.415816 = -86766.513913 nChanged 3 SP:Iteration 9Q (3342.080000 sec): 3 clusters Score: Raw -88978.273313 + Penalty 2206.415816 = -86771.857496 nChanged 5 SP:Iteration 10Q (3342.260000 sec): 3 clusters Score: Raw -88987.078531 + Penalty 2206.415816 = -86780.662715 nChanged 4 SP:Iteration 11Q (3342.470000 sec): 3 clusters Score: Raw -89001.916217 + Penalty 2206.415816 = -86795.500401 nChanged 10 SP:Iteration 12Q (3342.670000 sec): 3 clusters Score: Raw -89039.757895 + Penalty 2206.415816 = -86833.342079 nChanged 9 SP:Iteration 13Q (3342.890000 sec): 3 clusters Score: Raw -89082.435078 + Penalty 2206.415816 = -86876.019262 nChanged 14 SP:Iteration 14Q (3343.030000 sec): 3 clusters Score: Raw -89166.298684 + Penalty 2206.415816 = -86959.882868 nChanged 5 SP:Iteration 15Q (3343.170000 sec): 3 clusters Score: Raw -89196.700238 + Penalty 2206.415816 = -86990.284422 nChanged 2 SP:Iteration 16Q (3343.310000 sec): 3 clusters Score: Raw -89210.084716 + Penalty 2206.415816 = -87003.668899 nChanged 2 SP:Iteration 17Q (3343.400000 sec): 3 clusters Score: Raw -89215.888557 + Penalty 2206.415816 = -87009.472740 nChanged 1 SP:Iteration 18Q (3343.530000 sec): 3 clusters Score: Raw -89229.048053 + Penalty 2206.415816 = -87022.632236 nChanged 1 SP:Iteration 19Q (3343.720000 sec): 3 clusters Score: Raw -89236.632399 + Penalty 2206.415816 = -87030.216582 nChanged 1 SP:Iteration 20F (3343.950000 sec): 3 clusters Score: Raw -89237.473849 + Penalty 2206.415816 = -87031.058032 nChanged 1 SP:Iteration 21Q (3344.110000 sec): 3 clusters Score: Raw -89237.909184 + Penalty 2206.415816 = -87031.493368 nChanged 0 SP:Iteration 22F (3344.310000 sec): 3 clusters Score: Raw -89237.909184 + Penalty 2206.415816 = -87031.493368 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 5 (2008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3344.440000 sec): 2 clusters Score: Raw -216729.059681 + Penalty 1235.795353 = -215493.264328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3344.610000 sec): 3 clusters Score: Raw -215906.478894 + Penalty 2471.590706 = -213434.888187 nChanged 699 SP:Iteration 1F (3344.810000 sec): 3 clusters Score: Raw -216364.127817 + Penalty 2471.590706 = -213892.537111 nChanged 170 SP:Iteration 2F (3344.910000 sec): 3 clusters Score: Raw -216490.012665 + Penalty 2471.590706 = -214018.421958 nChanged 85 SP:Iteration 3Q (3345.050000 sec): 3 clusters Score: Raw -216541.403974 + Penalty 2471.590706 = -214069.813268 nChanged 56 SP:Iteration 4Q (3345.200000 sec): 3 clusters Score: Raw -216578.934537 + Penalty 2471.590706 = -214107.343831 nChanged 42 SP:Iteration 5Q (3345.340000 sec): 3 clusters Score: Raw -216602.290782 + Penalty 2471.590706 = -214130.700076 nChanged 43 SP:Iteration 6Q (3345.490000 sec): 3 clusters Score: Raw -216630.271030 + Penalty 2471.590706 = -214158.680324 nChanged 42 SP:Iteration 7Q (3345.630000 sec): 3 clusters Score: Raw -216655.419679 + Penalty 2471.590706 = -214183.828972 nChanged 26 SP:Iteration 8Q (3345.770000 sec): 3 clusters Score: Raw -216669.143889 + Penalty 2471.590706 = -214197.553183 nChanged 26 SP:Iteration 9Q (3345.910000 sec): 3 clusters Score: Raw -216684.632965 + Penalty 2471.590706 = -214213.042259 nChanged 21 SP:Iteration 10Q (3346.010000 sec): 3 clusters Score: Raw -216693.623254 + Penalty 2471.590706 = -214222.032548 nChanged 15 SP:Iteration 11Q (3346.150000 sec): 3 clusters Score: Raw -216702.521079 + Penalty 2471.590706 = -214230.930373 nChanged 15 SP:Iteration 12Q (3346.290000 sec): 3 clusters Score: Raw -216709.913365 + Penalty 2471.590706 = -214238.322659 nChanged 13 SP:Iteration 13Q (3346.430000 sec): 3 clusters Score: Raw -216715.923849 + Penalty 2471.590706 = -214244.333142 nChanged 14 SP:Iteration 14Q (3346.570000 sec): 3 clusters Score: Raw -216722.384738 + Penalty 2471.590706 = -214250.794031 nChanged 14 SP:Iteration 15Q (3346.710000 sec): 3 clusters Score: Raw -216729.133700 + Penalty 2471.590706 = -214257.542994 nChanged 13 SP:Iteration 16Q (3346.840000 sec): 3 clusters Score: Raw -216736.976440 + Penalty 2471.590706 = -214265.385734 nChanged 10 SP:Iteration 17Q (3346.990000 sec): 3 clusters Score: Raw -216741.689009 + Penalty 2471.590706 = -214270.098303 nChanged 14 SP:Iteration 18Q (3347.170000 sec): 3 clusters Score: Raw -216747.769499 + Penalty 2471.590706 = -214276.178793 nChanged 15 SP:Iteration 19Q (3347.350000 sec): 3 clusters Score: Raw -216756.343768 + Penalty 2471.590706 = -214284.753061 nChanged 12 SP:Iteration 20F (3347.490000 sec): 3 clusters Score: Raw -216763.666414 + Penalty 2471.590706 = -214292.075707 nChanged 14 SP:Iteration 21Q (3347.670000 sec): 3 clusters Score: Raw -216773.788893 + Penalty 2471.590706 = -214302.198186 nChanged 18 SP:Iteration 22Q (3347.850000 sec): 3 clusters Score: Raw -216783.850610 + Penalty 2471.590706 = -214312.259903 nChanged 14 SP:Iteration 23Q (3348.040000 sec): 3 clusters Score: Raw -216790.950901 + Penalty 2471.590706 = -214319.360195 nChanged 9 SP:Iteration 24Q (3348.210000 sec): 3 clusters Score: Raw -216795.255221 + Penalty 2471.590706 = -214323.664515 nChanged 11 SP:Iteration 25Q (3348.320000 sec): 3 clusters Score: Raw -216800.178334 + Penalty 2471.590706 = -214328.587627 nChanged 4 SP:Iteration 26Q (3348.560000 sec): 3 clusters Score: Raw -216801.729405 + Penalty 2471.590706 = -214330.138699 nChanged 9 SP:Iteration 27Q (3348.760000 sec): 3 clusters Score: Raw -216806.369323 + Penalty 2471.590706 = -214334.778616 nChanged 9 SP:Iteration 28Q (3348.920000 sec): 3 clusters Score: Raw -216810.555236 + Penalty 2471.590706 = -214338.964530 nChanged 7 SP:Iteration 29Q (3349.090000 sec): 3 clusters Score: Raw -216812.997683 + Penalty 2471.590706 = -214341.406976 nChanged 4 SP:Iteration 30Q (3349.260000 sec): 3 clusters Score: Raw -216814.331046 + Penalty 2471.590706 = -214342.740339 nChanged 3 SP:Iteration 31Q (3349.430000 sec): 3 clusters Score: Raw -216815.975825 + Penalty 2471.590706 = -214344.385119 nChanged 3 SP:Iteration 32Q (3349.650000 sec): 3 clusters Score: Raw -216816.896025 + Penalty 2471.590706 = -214345.305318 nChanged 2 SP:Iteration 33Q (3349.810000 sec): 3 clusters Score: Raw -216817.823176 + Penalty 2471.590706 = -214346.232470 nChanged 3 SP:Iteration 34Q (3349.970000 sec): 3 clusters Score: Raw -216818.924121 + Penalty 2471.590706 = -214347.333415 nChanged 2 SP:Iteration 35Q (3350.130000 sec): 3 clusters Score: Raw -216819.911672 + Penalty 2471.590706 = -214348.320966 nChanged 4 SP:Iteration 36Q (3350.300000 sec): 3 clusters Score: Raw -216820.873078 + Penalty 2471.590706 = -214349.282372 nChanged 4 SP:Iteration 37Q (3350.500000 sec): 3 clusters Score: Raw -216822.440198 + Penalty 2471.590706 = -214350.849492 nChanged 0 SP:Iteration 38F (3350.640000 sec): 3 clusters Score: Raw -216822.440198 + Penalty 2471.590706 = -214350.849492 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 6 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3350.730000 sec): 2 clusters Score: Raw -26851.455482 + Penalty 920.231078 = -25931.224404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3350.900000 sec): 3 clusters Score: Raw -27028.866477 + Penalty 1840.462156 = -25188.404321 nChanged 56 SP:Iteration 1F (3351.080000 sec): 3 clusters Score: Raw -27147.610116 + Penalty 1840.462156 = -25307.147960 nChanged 16 SP:Iteration 2F (3351.210000 sec): 3 clusters Score: Raw -27179.992517 + Penalty 1840.462156 = -25339.530361 nChanged 12 SP:Iteration 3Q (3351.410000 sec): 3 clusters Score: Raw -27225.073638 + Penalty 1840.462156 = -25384.611482 nChanged 9 SP:Iteration 4Q (3351.670000 sec): 3 clusters Score: Raw -27275.705543 + Penalty 1840.462156 = -25435.243387 nChanged 5 SP:Iteration 5Q (3351.850000 sec): 3 clusters Score: Raw -27288.087428 + Penalty 1840.462156 = -25447.625272 nChanged 4 SP:Iteration 6Q (3352.040000 sec): 3 clusters Score: Raw -27300.876690 + Penalty 1840.462156 = -25460.414534 nChanged 3 SP:Iteration 7Q (3352.230000 sec): 3 clusters Score: Raw -27306.477658 + Penalty 1840.462156 = -25466.015502 nChanged 1 SP:Iteration 8Q (3352.430000 sec): 3 clusters Score: Raw -27307.427523 + Penalty 1840.462156 = -25466.965367 nChanged 1 SP:Iteration 9Q (3352.650000 sec): 3 clusters Score: Raw -27308.664752 + Penalty 1840.462156 = -25468.202596 nChanged 0 SP:Iteration 10F (3352.880000 sec): 3 clusters Score: Raw -27308.664752 + Penalty 1840.462156 = -25468.202596 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 7 (9666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3353.050000 sec): 2 clusters Score: Raw -1117174.230623 + Penalty 1491.160101 = -1115683.070522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3353.350000 sec): 3 clusters Score: Raw -1111664.670954 + Penalty 2982.320202 = -1108682.350752 nChanged 4152 SP:Iteration 1F (3353.570000 sec): 3 clusters Score: Raw -1113827.386453 + Penalty 2982.320202 = -1110845.066251 nChanged 598 SP:Iteration 2F (3353.780000 sec): 3 clusters Score: Raw -1114096.587436 + Penalty 2982.320202 = -1111114.267234 nChanged 536 SP:Iteration 3F (3354.010000 sec): 3 clusters Score: Raw -1114366.429384 + Penalty 2982.320202 = -1111384.109182 nChanged 535 SP:Iteration 4F (3354.230000 sec): 3 clusters Score: Raw -1114651.248277 + Penalty 2982.320202 = -1111668.928075 nChanged 545 SP:Iteration 5F (3354.530000 sec): 3 clusters Score: Raw -1114962.372674 + Penalty 2982.320202 = -1111980.052472 nChanged 584 SP:Iteration 6F (3354.720000 sec): 3 clusters Score: Raw -1115335.045109 + Penalty 2982.320202 = -1112352.724907 nChanged 568 SP:Iteration 7F (3354.960000 sec): 3 clusters Score: Raw -1115724.460415 + Penalty 2982.320202 = -1112742.140213 nChanged 535 SP:Iteration 8F (3355.190000 sec): 3 clusters Score: Raw -1116148.376240 + Penalty 2982.320202 = -1113166.056038 nChanged 496 SP:Iteration 9F (3355.440000 sec): 3 clusters Score: Raw -1116528.620099 + Penalty 2982.320202 = -1113546.299897 nChanged 354 SP:Iteration 10Q (3355.650000 sec): 3 clusters Score: Raw -1116798.522084 + Penalty 2982.320202 = -1113816.201882 nChanged 257 SP:Iteration 11Q (3355.940000 sec): 3 clusters Score: Raw -1116999.655191 + Penalty 2982.320202 = -1114017.334989 nChanged 184 SP:Iteration 12Q (3356.200000 sec): 3 clusters Score: Raw -1117152.049270 + Penalty 2982.320202 = -1114169.729068 nChanged 111 SP:Iteration 13Q (3356.360000 sec): 3 clusters Score: Raw -1117236.506208 + Penalty 2982.320202 = -1114254.186006 nChanged 65 SP:Iteration 14Q (3356.580000 sec): 3 clusters Score: Raw -1117291.358335 + Penalty 2982.320202 = -1114309.038133 nChanged 40 SP:Iteration 15Q (3356.840000 sec): 3 clusters Score: Raw -1117325.889368 + Penalty 2982.320202 = -1114343.569166 nChanged 31 SP:Iteration 16Q (3357.020000 sec): 3 clusters Score: Raw -1117353.946189 + Penalty 2982.320202 = -1114371.625987 nChanged 21 SP:Iteration 17Q (3357.220000 sec): 3 clusters Score: Raw -1117376.804400 + Penalty 2982.320202 = -1114394.484198 nChanged 12 SP:Iteration 18Q (3357.430000 sec): 3 clusters Score: Raw -1117388.429116 + Penalty 2982.320202 = -1114406.108914 nChanged 8 SP:Iteration 19Q (3357.680000 sec): 3 clusters Score: Raw -1117394.557165 + Penalty 2982.320202 = -1114412.236963 nChanged 2 SP:Iteration 20F (3357.880000 sec): 3 clusters Score: Raw -1117395.908713 + Penalty 2982.320202 = -1114413.588511 nChanged 3 SP:Iteration 21Q (3358.100000 sec): 3 clusters Score: Raw -1117398.245600 + Penalty 2982.320202 = -1114415.925398 nChanged 4 SP:Iteration 22Q (3358.270000 sec): 3 clusters Score: Raw -1117401.930333 + Penalty 2982.320202 = -1114419.610131 nChanged 6 SP:Iteration 23Q (3358.460000 sec): 3 clusters Score: Raw -1117406.724141 + Penalty 2982.320202 = -1114424.403939 nChanged 4 SP:Iteration 24Q (3358.630000 sec): 3 clusters Score: Raw -1117408.785807 + Penalty 2982.320202 = -1114426.465605 nChanged 1 SP:Iteration 25Q (3358.820000 sec): 3 clusters Score: Raw -1117409.613914 + Penalty 2982.320202 = -1114427.293712 nChanged 2 SP:Iteration 26Q (3359.080000 sec): 3 clusters Score: Raw -1117410.984574 + Penalty 2982.320202 = -1114428.664372 nChanged 1 SP:Iteration 27Q (3359.330000 sec): 3 clusters Score: Raw -1117411.670538 + Penalty 2982.320202 = -1114429.350336 nChanged 0 SP:Iteration 28F (3359.530000 sec): 3 clusters Score: Raw -1117411.670538 + Penalty 2982.320202 = -1114429.350336 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 8 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3359.680000 sec): 2 clusters Score: Raw -454052.755639 + Penalty 1348.512676 = -452704.242963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3359.870000 sec): 3 clusters Score: Raw -452127.141142 + Penalty 2697.025352 = -449430.115789 nChanged 1567 SP:Iteration 1F (3360.100000 sec): 3 clusters Score: Raw -453046.453864 + Penalty 2697.025352 = -450349.428511 nChanged 315 SP:Iteration 2F (3360.290000 sec): 3 clusters Score: Raw -453270.171389 + Penalty 2697.025352 = -450573.146037 nChanged 259 SP:Iteration 3F (3360.460000 sec): 3 clusters Score: Raw -453436.838951 + Penalty 2697.025352 = -450739.813599 nChanged 205 SP:Iteration 4F (3360.680000 sec): 3 clusters Score: Raw -453582.843899 + Penalty 2697.025352 = -450885.818547 nChanged 188 SP:Iteration 5Q (3360.830000 sec): 3 clusters Score: Raw -453774.576776 + Penalty 2697.025352 = -451077.551424 nChanged 230 SP:Iteration 6F (3361.070000 sec): 3 clusters Score: Raw -454024.930543 + Penalty 2697.025352 = -451327.905190 nChanged 241 SP:Iteration 7F (3361.300000 sec): 3 clusters Score: Raw -454229.482036 + Penalty 2697.025352 = -451532.456684 nChanged 179 SP:Iteration 8Q (3361.530000 sec): 3 clusters Score: Raw -454347.349274 + Penalty 2697.025352 = -451650.323922 nChanged 149 SP:Iteration 9Q (3361.670000 sec): 3 clusters Score: Raw -454423.046145 + Penalty 2697.025352 = -451726.020793 nChanged 98 SP:Iteration 10Q (3361.830000 sec): 3 clusters Score: Raw -454469.405695 + Penalty 2697.025352 = -451772.380343 nChanged 56 SP:Iteration 11Q (3362.000000 sec): 3 clusters Score: Raw -454493.056605 + Penalty 2697.025352 = -451796.031252 nChanged 51 SP:Iteration 12Q (3362.180000 sec): 3 clusters Score: Raw -454515.303176 + Penalty 2697.025352 = -451818.277824 nChanged 47 SP:Iteration 13Q (3362.340000 sec): 3 clusters Score: Raw -454530.920521 + Penalty 2697.025352 = -451833.895168 nChanged 34 SP:Iteration 14Q (3362.540000 sec): 3 clusters Score: Raw -454542.438295 + Penalty 2697.025352 = -451845.412943 nChanged 29 SP:Iteration 15Q (3362.750000 sec): 3 clusters Score: Raw -454553.657225 + Penalty 2697.025352 = -451856.631872 nChanged 20 SP:Iteration 16Q (3362.940000 sec): 3 clusters Score: Raw -454558.190831 + Penalty 2697.025352 = -451861.165479 nChanged 9 SP:Iteration 17Q (3363.170000 sec): 3 clusters Score: Raw -454561.251337 + Penalty 2697.025352 = -451864.225985 nChanged 10 SP:Iteration 18Q (3363.380000 sec): 3 clusters Score: Raw -454563.541175 + Penalty 2697.025352 = -451866.515823 nChanged 8 SP:Iteration 19Q (3363.600000 sec): 3 clusters Score: Raw -454565.291517 + Penalty 2697.025352 = -451868.266165 nChanged 4 SP:Iteration 20F (3363.760000 sec): 3 clusters Score: Raw -454565.838343 + Penalty 2697.025352 = -451868.812991 nChanged 1 SP:Iteration 21Q (3363.950000 sec): 3 clusters Score: Raw -454565.997805 + Penalty 2697.025352 = -451868.972453 nChanged 1 SP:Iteration 22Q (3364.200000 sec): 3 clusters Score: Raw -454566.133823 + Penalty 2697.025352 = -451869.108470 nChanged 1 SP:Iteration 23Q (3364.340000 sec): 3 clusters Score: Raw -454566.353078 + Penalty 2697.025352 = -451869.327725 nChanged 2 SP:Iteration 24Q (3364.520000 sec): 3 clusters Score: Raw -454567.195305 + Penalty 2697.025352 = -451870.169953 nChanged 5 SP:Iteration 25Q (3364.660000 sec): 3 clusters Score: Raw -454568.379526 + Penalty 2697.025352 = -451871.354174 nChanged 5 SP:Iteration 26Q (3364.840000 sec): 3 clusters Score: Raw -454569.808629 + Penalty 2697.025352 = -451872.783276 nChanged 6 SP:Iteration 27Q (3365.030000 sec): 3 clusters Score: Raw -454571.154350 + Penalty 2697.025352 = -451874.128998 nChanged 7 SP:Iteration 28Q (3365.210000 sec): 3 clusters Score: Raw -454573.129206 + Penalty 2697.025352 = -451876.103854 nChanged 5 SP:Iteration 29Q (3365.450000 sec): 3 clusters Score: Raw -454573.856336 + Penalty 2697.025352 = -451876.830983 nChanged 5 SP:Iteration 30Q (3365.640000 sec): 3 clusters Score: Raw -454574.827887 + Penalty 2697.025352 = -451877.802535 nChanged 1 SP:Iteration 31Q (3365.820000 sec): 3 clusters Score: Raw -454574.967763 + Penalty 2697.025352 = -451877.942410 nChanged 0 SP:Iteration 32F (3366.010000 sec): 3 clusters Score: Raw -454574.967763 + Penalty 2697.025352 = -451877.942410 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 9 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3366.110000 sec): 2 clusters Score: Raw -71282.864256 + Penalty 1044.567107 = -70238.297149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3366.240000 sec): 3 clusters Score: Raw -71163.354711 + Penalty 2089.134214 = -69074.220497 nChanged 152 SP:Iteration 1F (3366.420000 sec): 3 clusters Score: Raw -71331.261581 + Penalty 2089.134214 = -69242.127367 nChanged 37 SP:Iteration 2F (3366.530000 sec): 3 clusters Score: Raw -71384.000839 + Penalty 2089.134214 = -69294.866625 nChanged 19 SP:Iteration 3Q (3366.680000 sec): 3 clusters Score: Raw -71412.412157 + Penalty 2089.134214 = -69323.277944 nChanged 12 SP:Iteration 4Q (3366.810000 sec): 3 clusters Score: Raw -71429.104143 + Penalty 2089.134214 = -69339.969929 nChanged 9 SP:Iteration 5Q (3366.970000 sec): 3 clusters Score: Raw -71445.711470 + Penalty 2089.134214 = -69356.577256 nChanged 13 SP:Iteration 6Q (3367.120000 sec): 3 clusters Score: Raw -71472.242052 + Penalty 2089.134214 = -69383.107838 nChanged 12 SP:Iteration 7Q (3367.320000 sec): 3 clusters Score: Raw -71493.143354 + Penalty 2089.134214 = -69404.009141 nChanged 11 SP:Iteration 8Q (3367.470000 sec): 3 clusters Score: Raw -71532.659792 + Penalty 2089.134214 = -69443.525578 nChanged 9 SP:Iteration 9Q (3367.680000 sec): 3 clusters Score: Raw -71565.878884 + Penalty 2089.134214 = -69476.744670 nChanged 10 SP:Iteration 10Q (3367.860000 sec): 3 clusters Score: Raw -71590.655099 + Penalty 2089.134214 = -69501.520885 nChanged 7 SP:Iteration 11Q (3368.010000 sec): 3 clusters Score: Raw -71600.621852 + Penalty 2089.134214 = -69511.487639 nChanged 5 SP:Iteration 12Q (3368.160000 sec): 3 clusters Score: Raw -71608.633170 + Penalty 2089.134214 = -69519.498956 nChanged 3 SP:Iteration 13Q (3368.380000 sec): 3 clusters Score: Raw -71611.779980 + Penalty 2089.134214 = -69522.645767 nChanged 1 SP:Iteration 14Q (3368.560000 sec): 3 clusters Score: Raw -71612.562473 + Penalty 2089.134214 = -69523.428260 nChanged 1 SP:Iteration 15Q (3368.780000 sec): 3 clusters Score: Raw -71613.464701 + Penalty 2089.134214 = -69524.330487 nChanged 0 SP:Iteration 16F (3368.970000 sec): 3 clusters Score: Raw -71613.464701 + Penalty 2089.134214 = -69524.330487 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 10 (17267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3369.160000 sec): 2 clusters Score: Raw -1974631.730260 + Penalty 1585.439772 = -1973046.290488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3369.480000 sec): 3 clusters Score: Raw -1964324.908195 + Penalty 3170.879544 = -1961154.028651 nChanged 7674 SP:Iteration 1F (3369.830000 sec): 3 clusters Score: Raw -1968380.313250 + Penalty 3170.879544 = -1965209.433706 nChanged 846 SP:Iteration 2Q (3370.180000 sec): 3 clusters Score: Raw -1968700.321145 + Penalty 3170.879544 = -1965529.441600 nChanged 831 SP:Iteration 3Q (3370.490000 sec): 3 clusters Score: Raw -1969043.396875 + Penalty 3170.879544 = -1965872.517330 nChanged 904 SP:Iteration 4F (3370.770000 sec): 3 clusters Score: Raw -1969495.228558 + Penalty 3170.879544 = -1966324.349014 nChanged 1036 SP:Iteration 5F (3371.100000 sec): 3 clusters Score: Raw -1970097.864866 + Penalty 3170.879544 = -1966926.985322 nChanged 1141 SP:Iteration 6F (3371.390000 sec): 3 clusters Score: Raw -1970911.189619 + Penalty 3170.879544 = -1967740.310075 nChanged 1204 SP:Iteration 7F (3371.690000 sec): 3 clusters Score: Raw -1971808.826267 + Penalty 3170.879544 = -1968637.946722 nChanged 1076 SP:Iteration 8F (3371.980000 sec): 3 clusters Score: Raw -1972598.442443 + Penalty 3170.879544 = -1969427.562898 nChanged 833 SP:Iteration 9Q (3372.200000 sec): 3 clusters Score: Raw -1973146.922329 + Penalty 3170.879544 = -1969976.042784 nChanged 650 SP:Iteration 10Q (3372.460000 sec): 3 clusters Score: Raw -1973649.984350 + Penalty 3170.879544 = -1970479.104805 nChanged 600 SP:Iteration 11Q (3372.770000 sec): 3 clusters Score: Raw -1974333.502421 + Penalty 3170.879544 = -1971162.622876 nChanged 573 SP:Iteration 12Q (3373.080000 sec): 3 clusters Score: Raw -1974927.027059 + Penalty 3170.879544 = -1971756.147515 nChanged 439 SP:Iteration 13Q (3373.380000 sec): 3 clusters Score: Raw -1975223.846286 + Penalty 3170.879544 = -1972052.966741 nChanged 299 SP:Iteration 14Q (3373.660000 sec): 3 clusters Score: Raw -1975378.337774 + Penalty 3170.879544 = -1972207.458230 nChanged 189 SP:Iteration 15Q (3373.960000 sec): 3 clusters Score: Raw -1975450.650250 + Penalty 3170.879544 = -1972279.770705 nChanged 134 SP:Iteration 16Q (3374.320000 sec): 3 clusters Score: Raw -1975491.273660 + Penalty 3170.879544 = -1972320.394116 nChanged 84 SP:Iteration 17Q (3374.550000 sec): 3 clusters Score: Raw -1975510.172447 + Penalty 3170.879544 = -1972339.292902 nChanged 70 SP:Iteration 18Q (3374.860000 sec): 3 clusters Score: Raw -1975524.922882 + Penalty 3170.879544 = -1972354.043338 nChanged 56 SP:Iteration 19Q (3375.120000 sec): 3 clusters Score: Raw -1975534.227298 + Penalty 3170.879544 = -1972363.347754 nChanged 49 SP:Iteration 20F (3375.410000 sec): 3 clusters Score: Raw -1975540.058135 + Penalty 3170.879544 = -1972369.178591 nChanged 25 SP:Iteration 21Q (3375.740000 sec): 3 clusters Score: Raw -1975543.348692 + Penalty 3170.879544 = -1972372.469148 nChanged 26 SP:Iteration 22Q (3376.010000 sec): 3 clusters Score: Raw -1975546.747384 + Penalty 3170.879544 = -1972375.867839 nChanged 16 SP:Iteration 23Q (3376.330000 sec): 3 clusters Score: Raw -1975548.488683 + Penalty 3170.879544 = -1972377.609138 nChanged 14 SP:Iteration 24Q (3376.570000 sec): 3 clusters Score: Raw -1975549.896814 + Penalty 3170.879544 = -1972379.017270 nChanged 5 SP:Iteration 25Q (3376.830000 sec): 3 clusters Score: Raw -1975550.278542 + Penalty 3170.879544 = -1972379.398997 nChanged 4 SP:Iteration 26Q (3377.110000 sec): 3 clusters Score: Raw -1975550.692054 + Penalty 3170.879544 = -1972379.812510 nChanged 2 SP:Iteration 27Q (3377.440000 sec): 3 clusters Score: Raw -1975550.815582 + Penalty 3170.879544 = -1972379.936037 nChanged 1 SP:Iteration 28Q (3377.730000 sec): 3 clusters Score: Raw -1975550.828006 + Penalty 3170.879544 = -1972379.948461 nChanged 0 SP:Iteration 29F (3377.960000 sec): 3 clusters Score: Raw -1975550.828006 + Penalty 3170.879544 = -1972379.948461 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 11 (22407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3378.140000 sec): 2 clusters Score: Raw -2575578.168242 + Penalty 1627.783412 = -2573950.384830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3378.480000 sec): 3 clusters Score: Raw -2561973.793874 + Penalty 3255.566824 = -2558718.227050 nChanged 10190 SP:Iteration 1F (3378.770000 sec): 3 clusters Score: Raw -2567814.904123 + Penalty 3255.566824 = -2564559.337299 nChanged 1328 SP:Iteration 2F (3379.070000 sec): 3 clusters Score: Raw -2568613.698526 + Penalty 3255.566824 = -2565358.131702 nChanged 1456 SP:Iteration 3F (3379.390000 sec): 3 clusters Score: Raw -2569528.261559 + Penalty 3255.566824 = -2566272.694735 nChanged 1551 SP:Iteration 4F (3379.740000 sec): 3 clusters Score: Raw -2570434.113666 + Penalty 3255.566824 = -2567178.546842 nChanged 1543 SP:Iteration 5F (3380.030000 sec): 3 clusters Score: Raw -2571328.686698 + Penalty 3255.566824 = -2568073.119874 nChanged 1404 SP:Iteration 6F (3380.330000 sec): 3 clusters Score: Raw -2572168.834811 + Penalty 3255.566824 = -2568913.267987 nChanged 1221 SP:Iteration 7F (3380.680000 sec): 3 clusters Score: Raw -2572940.304191 + Penalty 3255.566824 = -2569684.737367 nChanged 1141 SP:Iteration 8F (3381.030000 sec): 3 clusters Score: Raw -2573686.138643 + Penalty 3255.566824 = -2570430.571819 nChanged 941 SP:Iteration 9Q (3381.340000 sec): 3 clusters Score: Raw -2574340.203162 + Penalty 3255.566824 = -2571084.636338 nChanged 806 SP:Iteration 10Q (3381.620000 sec): 3 clusters Score: Raw -2574951.825402 + Penalty 3255.566824 = -2571696.258578 nChanged 612 SP:Iteration 11Q (3381.940000 sec): 3 clusters Score: Raw -2575510.428927 + Penalty 3255.566824 = -2572254.862104 nChanged 475 SP:Iteration 12Q (3382.270000 sec): 3 clusters Score: Raw -2576033.339508 + Penalty 3255.566824 = -2572777.772684 nChanged 379 SP:Iteration 13Q (3382.610000 sec): 3 clusters Score: Raw -2576473.639032 + Penalty 3255.566824 = -2573218.072208 nChanged 282 SP:Iteration 14Q (3382.930000 sec): 3 clusters Score: Raw -2576810.008741 + Penalty 3255.566824 = -2573554.441917 nChanged 205 SP:Iteration 15Q (3383.240000 sec): 3 clusters Score: Raw -2577026.069540 + Penalty 3255.566824 = -2573770.502716 nChanged 157 SP:Iteration 16Q (3383.560000 sec): 3 clusters Score: Raw -2577162.749487 + Penalty 3255.566824 = -2573907.182663 nChanged 111 SP:Iteration 17Q (3383.830000 sec): 3 clusters Score: Raw -2577240.554370 + Penalty 3255.566824 = -2573984.987546 nChanged 68 SP:Iteration 18Q (3384.180000 sec): 3 clusters Score: Raw -2577277.019611 + Penalty 3255.566824 = -2574021.452787 nChanged 47 SP:Iteration 19Q (3384.470000 sec): 3 clusters Score: Raw -2577304.378363 + Penalty 3255.566824 = -2574048.811539 nChanged 43 SP:Iteration 20F (3384.760000 sec): 3 clusters Score: Raw -2577325.315912 + Penalty 3255.566824 = -2574069.749088 nChanged 29 SP:Iteration 21Q (3385.040000 sec): 3 clusters Score: Raw -2577336.939895 + Penalty 3255.566824 = -2574081.373071 nChanged 30 SP:Iteration 22Q (3385.390000 sec): 3 clusters Score: Raw -2577349.421050 + Penalty 3255.566824 = -2574093.854226 nChanged 30 SP:Iteration 23Q (3385.690000 sec): 3 clusters Score: Raw -2577363.523883 + Penalty 3255.566824 = -2574107.957060 nChanged 23 SP:Iteration 24Q (3385.970000 sec): 3 clusters Score: Raw -2577371.549970 + Penalty 3255.566824 = -2574115.983146 nChanged 17 SP:Iteration 25Q (3386.250000 sec): 3 clusters Score: Raw -2577376.463455 + Penalty 3255.566824 = -2574120.896631 nChanged 15 SP:Iteration 26Q (3386.520000 sec): 3 clusters Score: Raw -2577380.584016 + Penalty 3255.566824 = -2574125.017192 nChanged 4 SP:Iteration 27Q (3386.830000 sec): 3 clusters Score: Raw -2577381.996065 + Penalty 3255.566824 = -2574126.429241 nChanged 5 SP:Iteration 28Q (3387.130000 sec): 3 clusters Score: Raw -2577382.958617 + Penalty 3255.566824 = -2574127.391793 nChanged 2 SP:Iteration 29Q (3387.390000 sec): 3 clusters Score: Raw -2577383.636571 + Penalty 3255.566824 = -2574128.069747 nChanged 2 SP:Iteration 30Q (3387.730000 sec): 3 clusters Score: Raw -2577383.849921 + Penalty 3255.566824 = -2574128.283097 nChanged 1 SP:Iteration 31Q (3388.000000 sec): 3 clusters Score: Raw -2577383.940037 + Penalty 3255.566824 = -2574128.373213 nChanged 0 SP:Iteration 32F (3388.280000 sec): 3 clusters Score: Raw -2577383.940037 + Penalty 3255.566824 = -2574128.373213 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 12 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3388.380000 sec): 2 clusters Score: Raw -69629.138935 + Penalty 1040.041835 = -68589.097100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3388.540000 sec): 3 clusters Score: Raw -69476.738978 + Penalty 2080.083670 = -67396.655309 nChanged 136 SP:Iteration 1F (3388.730000 sec): 3 clusters Score: Raw -69637.584786 + Penalty 2080.083670 = -67557.501116 nChanged 38 SP:Iteration 2F (3388.920000 sec): 3 clusters Score: Raw -69695.325236 + Penalty 2080.083670 = -67615.241566 nChanged 26 SP:Iteration 3Q (3389.100000 sec): 3 clusters Score: Raw -69735.364919 + Penalty 2080.083670 = -67655.281249 nChanged 12 SP:Iteration 4Q (3389.240000 sec): 3 clusters Score: Raw -69754.413018 + Penalty 2080.083670 = -67674.329348 nChanged 11 SP:Iteration 5Q (3389.410000 sec): 3 clusters Score: Raw -69774.548429 + Penalty 2080.083670 = -67694.464759 nChanged 9 SP:Iteration 6Q (3389.530000 sec): 3 clusters Score: Raw -69790.485110 + Penalty 2080.083670 = -67710.401440 nChanged 6 SP:Iteration 7Q (3389.720000 sec): 3 clusters Score: Raw -69800.392543 + Penalty 2080.083670 = -67720.308873 nChanged 7 SP:Iteration 8Q (3389.930000 sec): 3 clusters Score: Raw -69808.078722 + Penalty 2080.083670 = -67727.995052 nChanged 8 SP:Iteration 9Q (3390.070000 sec): 3 clusters Score: Raw -69822.654204 + Penalty 2080.083670 = -67742.570534 nChanged 5 SP:Iteration 10Q (3390.270000 sec): 3 clusters Score: Raw -69834.204860 + Penalty 2080.083670 = -67754.121190 nChanged 7 SP:Iteration 11Q (3390.410000 sec): 3 clusters Score: Raw -69849.226909 + Penalty 2080.083670 = -67769.143239 nChanged 9 SP:Iteration 12Q (3390.590000 sec): 3 clusters Score: Raw -69861.464120 + Penalty 2080.083670 = -67781.380451 nChanged 6 SP:Iteration 13Q (3390.710000 sec): 3 clusters Score: Raw -69872.583250 + Penalty 2080.083670 = -67792.499580 nChanged 6 SP:Iteration 14Q (3390.880000 sec): 3 clusters Score: Raw -69896.968937 + Penalty 2080.083670 = -67816.885267 nChanged 7 SP:Iteration 15Q (3391.000000 sec): 3 clusters Score: Raw -69934.672449 + Penalty 2080.083670 = -67854.588779 nChanged 7 SP:Iteration 16Q (3391.210000 sec): 3 clusters Score: Raw -69948.332682 + Penalty 2080.083670 = -67868.249012 nChanged 5 SP:Iteration 17Q (3391.310000 sec): 3 clusters Score: Raw -69953.914650 + Penalty 2080.083670 = -67873.830981 nChanged 5 SP:Iteration 18Q (3391.450000 sec): 3 clusters Score: Raw -69959.105010 + Penalty 2080.083670 = -67879.021341 nChanged 6 SP:Iteration 19Q (3391.590000 sec): 3 clusters Score: Raw -69970.311176 + Penalty 2080.083670 = -67890.227507 nChanged 3 SP:Iteration 20F (3391.730000 sec): 3 clusters Score: Raw -69974.036283 + Penalty 2080.083670 = -67893.952614 nChanged 3 SP:Iteration 21Q (3391.850000 sec): 3 clusters Score: Raw -69976.161776 + Penalty 2080.083670 = -67896.078106 nChanged 2 SP:Iteration 22Q (3392.060000 sec): 3 clusters Score: Raw -69977.955093 + Penalty 2080.083670 = -67897.871423 nChanged 2 SP:Iteration 23Q (3392.160000 sec): 3 clusters Score: Raw -69979.591783 + Penalty 2080.083670 = -67899.508114 nChanged 0 SP:Iteration 24F (3392.360000 sec): 3 clusters Score: Raw -69979.591783 + Penalty 2080.083670 = -67899.508114 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 13 (33816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3392.630000 sec): 2 clusters Score: Raw -3703571.454142 + Penalty 1694.662018 = -3701876.792123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3392.990000 sec): 3 clusters Score: Raw -3682490.212093 + Penalty 3389.324036 = -3679100.888056 nChanged 15575 SP:Iteration 1F (3393.350000 sec): 3 clusters Score: Raw -3691158.125512 + Penalty 3389.324036 = -3687768.801476 nChanged 1489 SP:Iteration 2Q (3393.700000 sec): 3 clusters Score: Raw -3691651.319543 + Penalty 3389.324036 = -3688261.995506 nChanged 1485 SP:Iteration 3Q (3394.010000 sec): 3 clusters Score: Raw -3692195.971750 + Penalty 3389.324036 = -3688806.647714 nChanged 1539 SP:Iteration 4Q (3394.420000 sec): 3 clusters Score: Raw -3692860.738921 + Penalty 3389.324036 = -3689471.414885 nChanged 1703 SP:Iteration 5F (3394.700000 sec): 3 clusters Score: Raw -3693777.212083 + Penalty 3389.324036 = -3690387.888047 nChanged 1889 SP:Iteration 6F (3395.090000 sec): 3 clusters Score: Raw -3694988.860406 + Penalty 3389.324036 = -3691599.536369 nChanged 2065 SP:Iteration 7F (3395.430000 sec): 3 clusters Score: Raw -3696552.366852 + Penalty 3389.324036 = -3693163.042816 nChanged 2146 SP:Iteration 8F (3395.760000 sec): 3 clusters Score: Raw -3698302.180871 + Penalty 3389.324036 = -3694912.856835 nChanged 1931 SP:Iteration 9F (3396.090000 sec): 3 clusters Score: Raw -3699933.818511 + Penalty 3389.324036 = -3696544.494475 nChanged 1535 SP:Iteration 10Q (3396.490000 sec): 3 clusters Score: Raw -3700884.616714 + Penalty 3389.324036 = -3697495.292678 nChanged 1029 SP:Iteration 11Q (3396.880000 sec): 3 clusters Score: Raw -3701362.087669 + Penalty 3389.324036 = -3697972.763633 nChanged 747 SP:Iteration 12Q (3397.240000 sec): 3 clusters Score: Raw -3701707.531591 + Penalty 3389.324036 = -3698318.207555 nChanged 647 SP:Iteration 13Q (3397.610000 sec): 3 clusters Score: Raw -3701978.375483 + Penalty 3389.324036 = -3698589.051447 nChanged 601 SP:Iteration 14Q (3397.950000 sec): 3 clusters Score: Raw -3702235.374828 + Penalty 3389.324036 = -3698846.050792 nChanged 604 SP:Iteration 15Q (3398.340000 sec): 3 clusters Score: Raw -3702499.446553 + Penalty 3389.324036 = -3699110.122516 nChanged 538 SP:Iteration 16Q (3398.690000 sec): 3 clusters Score: Raw -3702725.922778 + Penalty 3389.324036 = -3699336.598741 nChanged 481 SP:Iteration 17Q (3399.050000 sec): 3 clusters Score: Raw -3702936.148904 + Penalty 3389.324036 = -3699546.824868 nChanged 465 SP:Iteration 18Q (3399.430000 sec): 3 clusters Score: Raw -3703142.932058 + Penalty 3389.324036 = -3699753.608022 nChanged 420 SP:Iteration 19Q (3399.790000 sec): 3 clusters Score: Raw -3703329.282829 + Penalty 3389.324036 = -3699939.958793 nChanged 383 SP:Iteration 20F (3400.130000 sec): 3 clusters Score: Raw -3703494.037641 + Penalty 3389.324036 = -3700104.713605 nChanged 358 SP:Iteration 21Q (3400.470000 sec): 3 clusters Score: Raw -3703642.032229 + Penalty 3389.324036 = -3700252.708192 nChanged 325 SP:Iteration 22Q (3400.780000 sec): 3 clusters Score: Raw -3703771.756866 + Penalty 3389.324036 = -3700382.432830 nChanged 292 SP:Iteration 23Q (3401.160000 sec): 3 clusters Score: Raw -3703882.090911 + Penalty 3389.324036 = -3700492.766875 nChanged 258 SP:Iteration 24Q (3401.530000 sec): 3 clusters Score: Raw -3703981.090264 + Penalty 3389.324036 = -3700591.766228 nChanged 209 SP:Iteration 25Q (3401.860000 sec): 3 clusters Score: Raw -3704054.744341 + Penalty 3389.324036 = -3700665.420304 nChanged 171 SP:Iteration 26Q (3402.290000 sec): 3 clusters Score: Raw -3704113.907911 + Penalty 3389.324036 = -3700724.583874 nChanged 149 SP:Iteration 27Q (3402.650000 sec): 3 clusters Score: Raw -3704158.913171 + Penalty 3389.324036 = -3700769.589135 nChanged 132 SP:Iteration 28Q (3403.000000 sec): 3 clusters Score: Raw -3704201.577277 + Penalty 3389.324036 = -3700812.253241 nChanged 113 SP:Iteration 29Q (3403.310000 sec): 3 clusters Score: Raw -3704233.414754 + Penalty 3389.324036 = -3700844.090718 nChanged 101 SP:Iteration 30Q (3403.680000 sec): 3 clusters Score: Raw -3704261.391626 + Penalty 3389.324036 = -3700872.067589 nChanged 80 SP:Iteration 31Q (3404.020000 sec): 3 clusters Score: Raw -3704281.805087 + Penalty 3389.324036 = -3700892.481051 nChanged 78 SP:Iteration 32Q (3404.340000 sec): 3 clusters Score: Raw -3704300.766215 + Penalty 3389.324036 = -3700911.442179 nChanged 69 SP:Iteration 33Q (3404.690000 sec): 3 clusters Score: Raw -3704320.580315 + Penalty 3389.324036 = -3700931.256279 nChanged 52 SP:Iteration 34Q (3405.030000 sec): 3 clusters Score: Raw -3704333.796668 + Penalty 3389.324036 = -3700944.472632 nChanged 48 SP:Iteration 35Q (3405.390000 sec): 3 clusters Score: Raw -3704344.842977 + Penalty 3389.324036 = -3700955.518941 nChanged 43 SP:Iteration 36Q (3405.710000 sec): 3 clusters Score: Raw -3704355.086754 + Penalty 3389.324036 = -3700965.762718 nChanged 37 SP:Iteration 37Q (3406.070000 sec): 3 clusters Score: Raw -3704363.127009 + Penalty 3389.324036 = -3700973.802973 nChanged 25 SP:Iteration 38Q (3406.420000 sec): 3 clusters Score: Raw -3704368.634599 + Penalty 3389.324036 = -3700979.310563 nChanged 21 SP:Iteration 39Q (3406.790000 sec): 3 clusters Score: Raw -3704374.014090 + Penalty 3389.324036 = -3700984.690054 nChanged 24 SP:Iteration 40F (3407.170000 sec): 3 clusters Score: Raw -3704378.485242 + Penalty 3389.324036 = -3700989.161206 nChanged 21 SP:Iteration 41Q (3407.600000 sec): 3 clusters Score: Raw -3704382.697786 + Penalty 3389.324036 = -3700993.373750 nChanged 13 SP:Iteration 42Q (3407.960000 sec): 3 clusters Score: Raw -3704384.979375 + Penalty 3389.324036 = -3700995.655338 nChanged 12 SP:Iteration 43Q (3408.360000 sec): 3 clusters Score: Raw -3704387.648416 + Penalty 3389.324036 = -3700998.324380 nChanged 16 SP:Iteration 44Q (3408.690000 sec): 3 clusters Score: Raw -3704390.720545 + Penalty 3389.324036 = -3701001.396509 nChanged 12 SP:Iteration 45Q (3409.060000 sec): 3 clusters Score: Raw -3704392.010325 + Penalty 3389.324036 = -3701002.686289 nChanged 6 SP:Iteration 46Q (3409.450000 sec): 3 clusters Score: Raw -3704392.771304 + Penalty 3389.324036 = -3701003.447267 nChanged 6 SP:Iteration 47Q (3409.840000 sec): 3 clusters Score: Raw -3704393.512872 + Penalty 3389.324036 = -3701004.188836 nChanged 4 SP:Iteration 48Q (3410.210000 sec): 3 clusters Score: Raw -3704393.918150 + Penalty 3389.324036 = -3701004.594113 nChanged 4 SP:Iteration 49Q (3410.600000 sec): 3 clusters Score: Raw -3704394.390355 + Penalty 3389.324036 = -3701005.066319 nChanged 4 SP:Iteration 50Q (3410.940000 sec): 3 clusters Score: Raw -3704395.050970 + Penalty 3389.324036 = -3701005.726934 nChanged 7 SP:Iteration 51Q (3411.280000 sec): 3 clusters Score: Raw -3704395.949819 + Penalty 3389.324036 = -3701006.625783 nChanged 7 SP:Iteration 52Q (3411.640000 sec): 3 clusters Score: Raw -3704396.899646 + Penalty 3389.324036 = -3701007.575610 nChanged 1 SP:Iteration 53Q (3412.000000 sec): 3 clusters Score: Raw -3704396.954971 + Penalty 3389.324036 = -3701007.630934 nChanged 0 SP:Iteration 54F (3412.320000 sec): 3 clusters Score: Raw -3704396.954971 + Penalty 3389.324036 = -3701007.630934 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 14 (270899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3414.190000 sec): 2 clusters Score: Raw -30264382.270333 + Penalty 2032.793967 = -30262349.476366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3415.700000 sec): 3 clusters Score: Raw -30083794.370560 + Penalty 4065.587934 = -30079728.782626 nChanged 132149 SP:Iteration 1F (3417.110000 sec): 3 clusters Score: Raw -30162645.013977 + Penalty 4065.587934 = -30158579.426042 nChanged 8037 SP:Iteration 2Q (3418.770000 sec): 3 clusters Score: Raw -30164497.727675 + Penalty 4065.587934 = -30160432.139740 nChanged 9109 SP:Iteration 3Q (3420.510000 sec): 3 clusters Score: Raw -30167060.110656 + Penalty 4065.587934 = -30162994.522722 nChanged 10880 SP:Iteration 4Q (3422.120000 sec): 3 clusters Score: Raw -30170993.010649 + Penalty 4065.587934 = -30166927.422714 nChanged 13589 SP:Iteration 5F (3423.600000 sec): 3 clusters Score: Raw -30177379.041722 + Penalty 4065.587934 = -30173313.453788 nChanged 16779 SP:Iteration 6F (3425.160000 sec): 3 clusters Score: Raw -30187535.362729 + Penalty 4065.587934 = -30183469.774795 nChanged 19846 SP:Iteration 7F (3426.770000 sec): 3 clusters Score: Raw -30202303.554295 + Penalty 4065.587934 = -30198237.966360 nChanged 21260 SP:Iteration 8F (3428.380000 sec): 3 clusters Score: Raw -30220697.625293 + Penalty 4065.587934 = -30216632.037358 nChanged 19483 SP:Iteration 9F (3429.940000 sec): 3 clusters Score: Raw -30238883.176190 + Penalty 4065.587934 = -30234817.588256 nChanged 14382 SP:Iteration 10F (3431.620000 sec): 3 clusters Score: Raw -30252646.430993 + Penalty 4065.587934 = -30248580.843059 nChanged 8219 SP:Iteration 11Q (3433.290000 sec): 3 clusters Score: Raw -30260253.627530 + Penalty 4065.587934 = -30256188.039596 nChanged 3558 SP:Iteration 12Q (3434.730000 sec): 3 clusters Score: Raw -30263287.509341 + Penalty 4065.587934 = -30259221.921407 nChanged 1214 SP:Iteration 13Q (3436.200000 sec): 3 clusters Score: Raw -30264330.534894 + Penalty 4065.587934 = -30260264.946960 nChanged 383 SP:Iteration 14Q (3437.660000 sec): 3 clusters Score: Raw -30264740.899248 + Penalty 4065.587934 = -30260675.311313 nChanged 167 SP:Iteration 15Q (3439.160000 sec): 3 clusters Score: Raw -30264926.063938 + Penalty 4065.587934 = -30260860.476003 nChanged 109 SP:Iteration 16Q (3440.520000 sec): 3 clusters Score: Raw -30265011.645373 + Penalty 4065.587934 = -30260946.057439 nChanged 75 SP:Iteration 17Q (3441.980000 sec): 3 clusters Score: Raw -30265067.672075 + Penalty 4065.587934 = -30261002.084141 nChanged 59 SP:Iteration 18Q (3443.450000 sec): 3 clusters Score: Raw -30265102.065246 + Penalty 4065.587934 = -30261036.477312 nChanged 37 SP:Iteration 19Q (3444.920000 sec): 3 clusters Score: Raw -30265120.049215 + Penalty 4065.587934 = -30261054.461281 nChanged 24 SP:Iteration 20F (3446.280000 sec): 3 clusters Score: Raw -30265129.204086 + Penalty 4065.587934 = -30261063.616152 nChanged 20 SP:Iteration 21Q (3447.680000 sec): 3 clusters Score: Raw -30265136.362304 + Penalty 4065.587934 = -30261070.774370 nChanged 10 SP:Iteration 22Q (3449.070000 sec): 3 clusters Score: Raw -30265140.255663 + Penalty 4065.587934 = -30261074.667729 nChanged 13 SP:Iteration 23Q (3450.580000 sec): 3 clusters Score: Raw -30265146.409275 + Penalty 4065.587934 = -30261080.821341 nChanged 10 SP:Iteration 24Q (3451.960000 sec): 3 clusters Score: Raw -30265150.235718 + Penalty 4065.587934 = -30261084.647784 nChanged 9 SP:Iteration 25Q (3453.410000 sec): 3 clusters Score: Raw -30265154.930169 + Penalty 4065.587934 = -30261089.342234 nChanged 9 SP:Iteration 26Q (3454.860000 sec): 3 clusters Score: Raw -30265159.624951 + Penalty 4065.587934 = -30261094.037016 nChanged 9 SP:Iteration 27Q (3456.300000 sec): 3 clusters Score: Raw -30265163.757574 + Penalty 4065.587934 = -30261098.169639 nChanged 12 SP:Iteration 28Q (3457.770000 sec): 3 clusters Score: Raw -30265167.409875 + Penalty 4065.587934 = -30261101.821940 nChanged 4 SP:Iteration 29Q (3459.200000 sec): 3 clusters Score: Raw -30265169.255036 + Penalty 4065.587934 = -30261103.667101 nChanged 3 SP:Iteration 30Q (3460.610000 sec): 3 clusters Score: Raw -30265170.268630 + Penalty 4065.587934 = -30261104.680695 nChanged 5 SP:Iteration 31Q (3462.070000 sec): 3 clusters Score: Raw -30265171.197893 + Penalty 4065.587934 = -30261105.609958 nChanged 2 SP:Iteration 32Q (3463.450000 sec): 3 clusters Score: Raw -30265172.009932 + Penalty 4065.587934 = -30261106.421998 nChanged 3 SP:Iteration 33Q (3465.030000 sec): 3 clusters Score: Raw -30265173.596414 + Penalty 4065.587934 = -30261108.008479 nChanged 1 SP:Iteration 34Q (3466.500000 sec): 3 clusters Score: Raw -30265173.895912 + Penalty 4065.587934 = -30261108.307978 nChanged 0 SP:Iteration 35F (3468.020000 sec): 3 clusters Score: Raw -30265173.895912 + Penalty 4065.587934 = -30261108.307978 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 15 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3468.240000 sec): 2 clusters Score: Raw -155811.145824 + Penalty 1174.495156 = -154636.650668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3468.440000 sec): 3 clusters Score: Raw -155283.497305 + Penalty 2348.990312 = -152934.506992 nChanged 432 SP:Iteration 1F (3468.620000 sec): 3 clusters Score: Raw -155599.359085 + Penalty 2348.990312 = -153250.368773 nChanged 93 SP:Iteration 2F (3468.810000 sec): 3 clusters Score: Raw -155664.388023 + Penalty 2348.990312 = -153315.397711 nChanged 50 SP:Iteration 3Q (3468.960000 sec): 3 clusters Score: Raw -155700.205604 + Penalty 2348.990312 = -153351.215292 nChanged 39 SP:Iteration 4Q (3469.130000 sec): 3 clusters Score: Raw -155726.021017 + Penalty 2348.990312 = -153377.030705 nChanged 23 SP:Iteration 5Q (3469.330000 sec): 3 clusters Score: Raw -155745.852477 + Penalty 2348.990312 = -153396.862165 nChanged 19 SP:Iteration 6Q (3469.520000 sec): 3 clusters Score: Raw -155757.173439 + Penalty 2348.990312 = -153408.183127 nChanged 12 SP:Iteration 7Q (3469.660000 sec): 3 clusters Score: Raw -155767.248187 + Penalty 2348.990312 = -153418.257875 nChanged 16 SP:Iteration 8Q (3469.910000 sec): 3 clusters Score: Raw -155775.522750 + Penalty 2348.990312 = -153426.532438 nChanged 8 SP:Iteration 9Q (3470.020000 sec): 3 clusters Score: Raw -155782.054184 + Penalty 2348.990312 = -153433.063872 nChanged 6 SP:Iteration 10Q (3470.150000 sec): 3 clusters Score: Raw -155784.672487 + Penalty 2348.990312 = -153435.682175 nChanged 3 SP:Iteration 11Q (3470.330000 sec): 3 clusters Score: Raw -155786.098423 + Penalty 2348.990312 = -153437.108111 nChanged 4 SP:Iteration 12Q (3470.510000 sec): 3 clusters Score: Raw -155788.161177 + Penalty 2348.990312 = -153439.170865 nChanged 4 SP:Iteration 13Q (3470.640000 sec): 3 clusters Score: Raw -155790.312602 + Penalty 2348.990312 = -153441.322290 nChanged 3 SP:Iteration 14Q (3470.790000 sec): 3 clusters Score: Raw -155792.573966 + Penalty 2348.990312 = -153443.583654 nChanged 3 SP:Iteration 15Q (3470.980000 sec): 3 clusters Score: Raw -155794.197449 + Penalty 2348.990312 = -153445.207137 nChanged 0 SP:Iteration 16F (3471.150000 sec): 3 clusters Score: Raw -155794.197449 + Penalty 2348.990312 = -153445.207137 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 16 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3471.240000 sec): 2 clusters Score: Raw -388425.235213 + Penalty 1321.993879 = -387103.241334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3471.390000 sec): 3 clusters Score: Raw -386721.828525 + Penalty 2643.987758 = -384077.840766 nChanged 1332 SP:Iteration 1F (3471.540000 sec): 3 clusters Score: Raw -387474.118258 + Penalty 2643.987758 = -384830.130500 nChanged 239 SP:Iteration 2F (3471.690000 sec): 3 clusters Score: Raw -387609.633478 + Penalty 2643.987758 = -384965.645719 nChanged 162 SP:Iteration 3Q (3471.830000 sec): 3 clusters Score: Raw -387690.365347 + Penalty 2643.987758 = -385046.377589 nChanged 138 SP:Iteration 4Q (3471.980000 sec): 3 clusters Score: Raw -387752.046004 + Penalty 2643.987758 = -385108.058246 nChanged 90 SP:Iteration 5Q (3472.170000 sec): 3 clusters Score: Raw -387790.728678 + Penalty 2643.987758 = -385146.740919 nChanged 88 SP:Iteration 6Q (3472.360000 sec): 3 clusters Score: Raw -387835.914876 + Penalty 2643.987758 = -385191.927118 nChanged 76 SP:Iteration 7Q (3472.530000 sec): 3 clusters Score: Raw -387867.111674 + Penalty 2643.987758 = -385223.123915 nChanged 62 SP:Iteration 8Q (3472.720000 sec): 3 clusters Score: Raw -387888.567229 + Penalty 2643.987758 = -385244.579471 nChanged 45 SP:Iteration 9Q (3472.870000 sec): 3 clusters Score: Raw -387902.244588 + Penalty 2643.987758 = -385258.256829 nChanged 42 SP:Iteration 10Q (3473.050000 sec): 3 clusters Score: Raw -387916.626693 + Penalty 2643.987758 = -385272.638935 nChanged 40 SP:Iteration 11Q (3473.230000 sec): 3 clusters Score: Raw -387931.228085 + Penalty 2643.987758 = -385287.240326 nChanged 29 SP:Iteration 12Q (3473.370000 sec): 3 clusters Score: Raw -387940.965453 + Penalty 2643.987758 = -385296.977694 nChanged 24 SP:Iteration 13Q (3473.560000 sec): 3 clusters Score: Raw -387950.698906 + Penalty 2643.987758 = -385306.711147 nChanged 29 SP:Iteration 14Q (3473.710000 sec): 3 clusters Score: Raw -387962.352528 + Penalty 2643.987758 = -385318.364770 nChanged 21 SP:Iteration 15Q (3473.900000 sec): 3 clusters Score: Raw -387970.720283 + Penalty 2643.987758 = -385326.732524 nChanged 20 SP:Iteration 16Q (3474.050000 sec): 3 clusters Score: Raw -387976.718425 + Penalty 2643.987758 = -385332.730667 nChanged 20 SP:Iteration 17Q (3474.230000 sec): 3 clusters Score: Raw -387983.606854 + Penalty 2643.987758 = -385339.619095 nChanged 23 SP:Iteration 18Q (3474.410000 sec): 3 clusters Score: Raw -387992.638046 + Penalty 2643.987758 = -385348.650287 nChanged 25 SP:Iteration 19Q (3474.540000 sec): 3 clusters Score: Raw -388001.679835 + Penalty 2643.987758 = -385357.692076 nChanged 26 SP:Iteration 20F (3474.730000 sec): 3 clusters Score: Raw -388011.898114 + Penalty 2643.987758 = -385367.910356 nChanged 18 SP:Iteration 21Q (3474.870000 sec): 3 clusters Score: Raw -388016.703020 + Penalty 2643.987758 = -385372.715261 nChanged 10 SP:Iteration 22Q (3475.010000 sec): 3 clusters Score: Raw -388019.918362 + Penalty 2643.987758 = -385375.930604 nChanged 12 SP:Iteration 23Q (3475.190000 sec): 3 clusters Score: Raw -388026.200741 + Penalty 2643.987758 = -385382.212983 nChanged 19 SP:Iteration 24Q (3475.420000 sec): 3 clusters Score: Raw -388031.750117 + Penalty 2643.987758 = -385387.762359 nChanged 14 SP:Iteration 25Q (3475.590000 sec): 3 clusters Score: Raw -388037.072999 + Penalty 2643.987758 = -385393.085240 nChanged 17 SP:Iteration 26Q (3475.770000 sec): 3 clusters Score: Raw -388044.252212 + Penalty 2643.987758 = -385400.264454 nChanged 18 SP:Iteration 27Q (3475.920000 sec): 3 clusters Score: Raw -388049.863617 + Penalty 2643.987758 = -385405.875859 nChanged 22 SP:Iteration 28Q (3476.100000 sec): 3 clusters Score: Raw -388054.572676 + Penalty 2643.987758 = -385410.584917 nChanged 7 SP:Iteration 29Q (3476.250000 sec): 3 clusters Score: Raw -388057.009096 + Penalty 2643.987758 = -385413.021337 nChanged 10 SP:Iteration 30Q (3476.390000 sec): 3 clusters Score: Raw -388059.660626 + Penalty 2643.987758 = -385415.672868 nChanged 13 SP:Iteration 31Q (3476.590000 sec): 3 clusters Score: Raw -388063.408391 + Penalty 2643.987758 = -385419.420633 nChanged 18 SP:Iteration 32Q (3476.730000 sec): 3 clusters Score: Raw -388068.941978 + Penalty 2643.987758 = -385424.954220 nChanged 15 SP:Iteration 33Q (3476.870000 sec): 3 clusters Score: Raw -388073.228494 + Penalty 2643.987758 = -385429.240736 nChanged 12 SP:Iteration 34Q (3477.010000 sec): 3 clusters Score: Raw -388076.037201 + Penalty 2643.987758 = -385432.049442 nChanged 14 SP:Iteration 35Q (3477.160000 sec): 3 clusters Score: Raw -388080.389761 + Penalty 2643.987758 = -385436.402003 nChanged 12 SP:Iteration 36Q (3477.300000 sec): 3 clusters Score: Raw -388083.472921 + Penalty 2643.987758 = -385439.485162 nChanged 14 SP:Iteration 37Q (3477.440000 sec): 3 clusters Score: Raw -388088.715774 + Penalty 2643.987758 = -385444.728016 nChanged 18 SP:Iteration 38Q (3477.580000 sec): 3 clusters Score: Raw -388094.687179 + Penalty 2643.987758 = -385450.699421 nChanged 18 SP:Iteration 39Q (3477.730000 sec): 3 clusters Score: Raw -388100.603371 + Penalty 2643.987758 = -385456.615613 nChanged 23 SP:Iteration 40F (3477.870000 sec): 3 clusters Score: Raw -388107.264403 + Penalty 2643.987758 = -385463.276645 nChanged 26 SP:Iteration 41Q (3478.020000 sec): 3 clusters Score: Raw -388120.904545 + Penalty 2643.987758 = -385476.916786 nChanged 42 SP:Iteration 42Q (3478.210000 sec): 3 clusters Score: Raw -388139.796570 + Penalty 2643.987758 = -385495.808812 nChanged 45 SP:Iteration 43Q (3478.360000 sec): 3 clusters Score: Raw -388159.066319 + Penalty 2643.987758 = -385515.078561 nChanged 37 SP:Iteration 44Q (3478.540000 sec): 3 clusters Score: Raw -388179.242884 + Penalty 2643.987758 = -385535.255126 nChanged 44 SP:Iteration 45Q (3478.680000 sec): 3 clusters Score: Raw -388203.111682 + Penalty 2643.987758 = -385559.123924 nChanged 47 SP:Iteration 46Q (3478.840000 sec): 3 clusters Score: Raw -388230.843553 + Penalty 2643.987758 = -385586.855795 nChanged 43 SP:Iteration 47Q (3479.010000 sec): 3 clusters Score: Raw -388251.909376 + Penalty 2643.987758 = -385607.921617 nChanged 41 SP:Iteration 48Q (3479.170000 sec): 3 clusters Score: Raw -388278.261608 + Penalty 2643.987758 = -385634.273849 nChanged 40 SP:Iteration 49Q (3479.310000 sec): 3 clusters Score: Raw -388299.385058 + Penalty 2643.987758 = -385655.397299 nChanged 38 SP:Iteration 50Q (3479.440000 sec): 3 clusters Score: Raw -388319.154345 + Penalty 2643.987758 = -385675.166586 nChanged 36 SP:Iteration 51Q (3479.590000 sec): 3 clusters Score: Raw -388338.314784 + Penalty 2643.987758 = -385694.327025 nChanged 42 SP:Iteration 52Q (3479.750000 sec): 3 clusters Score: Raw -388362.531711 + Penalty 2643.987758 = -385718.543953 nChanged 38 SP:Iteration 53Q (3479.930000 sec): 3 clusters Score: Raw -388391.042027 + Penalty 2643.987758 = -385747.054269 nChanged 36 SP:Iteration 54Q (3480.110000 sec): 3 clusters Score: Raw -388415.428778 + Penalty 2643.987758 = -385771.441019 nChanged 29 SP:Iteration 55Q (3480.310000 sec): 3 clusters Score: Raw -388432.219026 + Penalty 2643.987758 = -385788.231267 nChanged 20 SP:Iteration 56Q (3480.530000 sec): 3 clusters Score: Raw -388443.239771 + Penalty 2643.987758 = -385799.252013 nChanged 17 SP:Iteration 57Q (3480.740000 sec): 3 clusters Score: Raw -388453.154168 + Penalty 2643.987758 = -385809.166410 nChanged 23 SP:Iteration 58Q (3480.910000 sec): 3 clusters Score: Raw -388467.597765 + Penalty 2643.987758 = -385823.610007 nChanged 23 SP:Iteration 59Q (3481.110000 sec): 3 clusters Score: Raw -388479.615720 + Penalty 2643.987758 = -385835.627962 nChanged 19 SP:Iteration 60F (3481.290000 sec): 3 clusters Score: Raw -388495.422722 + Penalty 2643.987758 = -385851.434964 nChanged 24 SP:Iteration 61Q (3481.510000 sec): 3 clusters Score: Raw -388513.010089 + Penalty 2643.987758 = -385869.022331 nChanged 19 SP:Iteration 62Q (3481.750000 sec): 3 clusters Score: Raw -388523.266946 + Penalty 2643.987758 = -385879.279188 nChanged 8 SP:Iteration 63Q (3482.020000 sec): 3 clusters Score: Raw -388527.161247 + Penalty 2643.987758 = -385883.173488 nChanged 8 SP:Iteration 64Q (3482.200000 sec): 3 clusters Score: Raw -388531.473804 + Penalty 2643.987758 = -385887.486046 nChanged 7 SP:Iteration 65Q (3482.380000 sec): 3 clusters Score: Raw -388536.050970 + Penalty 2643.987758 = -385892.063212 nChanged 7 SP:Iteration 66Q (3482.550000 sec): 3 clusters Score: Raw -388539.837863 + Penalty 2643.987758 = -385895.850104 nChanged 6 SP:Iteration 67Q (3482.710000 sec): 3 clusters Score: Raw -388542.261175 + Penalty 2643.987758 = -385898.273417 nChanged 2 SP:Iteration 68Q (3482.940000 sec): 3 clusters Score: Raw -388543.168507 + Penalty 2643.987758 = -385899.180748 nChanged 2 SP:Iteration 69Q (3483.090000 sec): 3 clusters Score: Raw -388544.523998 + Penalty 2643.987758 = -385900.536240 nChanged 1 SP:Iteration 70Q (3483.240000 sec): 3 clusters Score: Raw -388544.850735 + Penalty 2643.987758 = -385900.862977 nChanged 3 SP:Iteration 71Q (3483.380000 sec): 3 clusters Score: Raw -388545.620714 + Penalty 2643.987758 = -385901.632955 nChanged 3 SP:Iteration 72Q (3483.520000 sec): 3 clusters Score: Raw -388547.573307 + Penalty 2643.987758 = -385903.585548 nChanged 4 SP:Iteration 73Q (3483.690000 sec): 3 clusters Score: Raw -388549.745997 + Penalty 2643.987758 = -385905.758238 nChanged 3 SP:Iteration 74Q (3483.840000 sec): 3 clusters Score: Raw -388550.937324 + Penalty 2643.987758 = -385906.949566 nChanged 2 SP:Iteration 75Q (3483.970000 sec): 3 clusters Score: Raw -388552.268581 + Penalty 2643.987758 = -385908.280822 nChanged 2 SP:Iteration 76Q (3484.160000 sec): 3 clusters Score: Raw -388553.576243 + Penalty 2643.987758 = -385909.588485 nChanged 2 SP:Iteration 77Q (3484.300000 sec): 3 clusters Score: Raw -388554.393525 + Penalty 2643.987758 = -385910.405767 nChanged 0 SP:Iteration 78F (3484.500000 sec): 3 clusters Score: Raw -388554.393525 + Penalty 2643.987758 = -385910.405767 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 17 (3106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3484.630000 sec): 2 clusters Score: Raw -347826.632346 + Penalty 1306.677288 = -346519.955058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3484.760000 sec): 3 clusters Score: Raw -346322.110650 + Penalty 2613.354576 = -343708.756074 nChanged 1169 SP:Iteration 1F (3484.930000 sec): 3 clusters Score: Raw -346988.039266 + Penalty 2613.354576 = -344374.684690 nChanged 232 SP:Iteration 2F (3485.060000 sec): 3 clusters Score: Raw -347117.809954 + Penalty 2613.354576 = -344504.455378 nChanged 144 SP:Iteration 3Q (3485.230000 sec): 3 clusters Score: Raw -347189.235335 + Penalty 2613.354576 = -344575.880759 nChanged 102 SP:Iteration 4Q (3485.420000 sec): 3 clusters Score: Raw -347234.674916 + Penalty 2613.354576 = -344621.320340 nChanged 62 SP:Iteration 5Q (3485.600000 sec): 3 clusters Score: Raw -347258.758728 + Penalty 2613.354576 = -344645.404152 nChanged 41 SP:Iteration 6Q (3485.740000 sec): 3 clusters Score: Raw -347275.278876 + Penalty 2613.354576 = -344661.924300 nChanged 40 SP:Iteration 7Q (3485.860000 sec): 3 clusters Score: Raw -347289.092835 + Penalty 2613.354576 = -344675.738259 nChanged 27 SP:Iteration 8Q (3486.020000 sec): 3 clusters Score: Raw -347297.649905 + Penalty 2613.354576 = -344684.295328 nChanged 23 SP:Iteration 9Q (3486.160000 sec): 3 clusters Score: Raw -347304.309319 + Penalty 2613.354576 = -344690.954743 nChanged 28 SP:Iteration 10Q (3486.300000 sec): 3 clusters Score: Raw -347318.070590 + Penalty 2613.354576 = -344704.716014 nChanged 26 SP:Iteration 11Q (3486.450000 sec): 3 clusters Score: Raw -347328.520314 + Penalty 2613.354576 = -344715.165738 nChanged 23 SP:Iteration 12Q (3486.610000 sec): 3 clusters Score: Raw -347337.543730 + Penalty 2613.354576 = -344724.189154 nChanged 22 SP:Iteration 13Q (3486.760000 sec): 3 clusters Score: Raw -347345.957018 + Penalty 2613.354576 = -344732.602442 nChanged 23 SP:Iteration 14Q (3486.900000 sec): 3 clusters Score: Raw -347355.380448 + Penalty 2613.354576 = -344742.025872 nChanged 29 SP:Iteration 15Q (3487.040000 sec): 3 clusters Score: Raw -347367.858247 + Penalty 2613.354576 = -344754.503671 nChanged 31 SP:Iteration 16Q (3487.190000 sec): 3 clusters Score: Raw -347377.812743 + Penalty 2613.354576 = -344764.458167 nChanged 20 SP:Iteration 17Q (3487.330000 sec): 3 clusters Score: Raw -347384.383471 + Penalty 2613.354576 = -344771.028895 nChanged 22 SP:Iteration 18Q (3487.480000 sec): 3 clusters Score: Raw -347394.220495 + Penalty 2613.354576 = -344780.865919 nChanged 27 SP:Iteration 19Q (3487.630000 sec): 3 clusters Score: Raw -347405.867148 + Penalty 2613.354576 = -344792.512572 nChanged 34 SP:Iteration 20F (3487.760000 sec): 3 clusters Score: Raw -347419.536930 + Penalty 2613.354576 = -344806.182353 nChanged 38 SP:Iteration 21Q (3487.900000 sec): 3 clusters Score: Raw -347434.610634 + Penalty 2613.354576 = -344821.256057 nChanged 29 SP:Iteration 22Q (3488.050000 sec): 3 clusters Score: Raw -347449.043714 + Penalty 2613.354576 = -344835.689138 nChanged 36 SP:Iteration 23Q (3488.200000 sec): 3 clusters Score: Raw -347465.462767 + Penalty 2613.354576 = -344852.108191 nChanged 41 SP:Iteration 24Q (3488.340000 sec): 3 clusters Score: Raw -347484.945990 + Penalty 2613.354576 = -344871.591414 nChanged 49 SP:Iteration 25Q (3488.450000 sec): 3 clusters Score: Raw -347506.845102 + Penalty 2613.354576 = -344893.490525 nChanged 43 SP:Iteration 26Q (3488.670000 sec): 3 clusters Score: Raw -347526.093413 + Penalty 2613.354576 = -344912.738836 nChanged 39 SP:Iteration 27Q (3488.830000 sec): 3 clusters Score: Raw -347541.834357 + Penalty 2613.354576 = -344928.479780 nChanged 30 SP:Iteration 28Q (3489.030000 sec): 3 clusters Score: Raw -347555.069046 + Penalty 2613.354576 = -344941.714470 nChanged 37 SP:Iteration 29Q (3489.150000 sec): 3 clusters Score: Raw -347575.303776 + Penalty 2613.354576 = -344961.949200 nChanged 37 SP:Iteration 30Q (3489.310000 sec): 3 clusters Score: Raw -347592.092237 + Penalty 2613.354576 = -344978.737660 nChanged 34 SP:Iteration 31Q (3489.450000 sec): 3 clusters Score: Raw -347612.606697 + Penalty 2613.354576 = -344999.252121 nChanged 28 SP:Iteration 32Q (3489.590000 sec): 3 clusters Score: Raw -347628.247499 + Penalty 2613.354576 = -345014.892923 nChanged 32 SP:Iteration 33Q (3489.730000 sec): 3 clusters Score: Raw -347647.481771 + Penalty 2613.354576 = -345034.127195 nChanged 41 SP:Iteration 34Q (3489.870000 sec): 3 clusters Score: Raw -347668.666131 + Penalty 2613.354576 = -345055.311555 nChanged 36 SP:Iteration 35Q (3490.020000 sec): 3 clusters Score: Raw -347693.994882 + Penalty 2613.354576 = -345080.640306 nChanged 40 SP:Iteration 36Q (3490.150000 sec): 3 clusters Score: Raw -347714.521283 + Penalty 2613.354576 = -345101.166707 nChanged 25 SP:Iteration 37Q (3490.290000 sec): 3 clusters Score: Raw -347728.174461 + Penalty 2613.354576 = -345114.819885 nChanged 24 SP:Iteration 38Q (3490.440000 sec): 3 clusters Score: Raw -347740.431266 + Penalty 2613.354576 = -345127.076690 nChanged 20 SP:Iteration 39Q (3490.590000 sec): 3 clusters Score: Raw -347754.780989 + Penalty 2613.354576 = -345141.426413 nChanged 27 SP:Iteration 40F (3490.740000 sec): 3 clusters Score: Raw -347774.689843 + Penalty 2613.354576 = -345161.335267 nChanged 25 SP:Iteration 41Q (3490.890000 sec): 3 clusters Score: Raw -347792.504579 + Penalty 2613.354576 = -345179.150003 nChanged 27 SP:Iteration 42Q (3491.040000 sec): 3 clusters Score: Raw -347808.715656 + Penalty 2613.354576 = -345195.361080 nChanged 20 SP:Iteration 43Q (3491.180000 sec): 3 clusters Score: Raw -347819.336588 + Penalty 2613.354576 = -345205.982012 nChanged 19 SP:Iteration 44Q (3491.320000 sec): 3 clusters Score: Raw -347830.871313 + Penalty 2613.354576 = -345217.516737 nChanged 26 SP:Iteration 45Q (3491.470000 sec): 3 clusters Score: Raw -347849.302716 + Penalty 2613.354576 = -345235.948139 nChanged 21 SP:Iteration 46Q (3491.610000 sec): 3 clusters Score: Raw -347859.914984 + Penalty 2613.354576 = -345246.560408 nChanged 11 SP:Iteration 47Q (3491.740000 sec): 3 clusters Score: Raw -347864.590777 + Penalty 2613.354576 = -345251.236200 nChanged 10 SP:Iteration 48Q (3491.920000 sec): 3 clusters Score: Raw -347870.823953 + Penalty 2613.354576 = -345257.469377 nChanged 13 SP:Iteration 49Q (3492.090000 sec): 3 clusters Score: Raw -347879.017725 + Penalty 2613.354576 = -345265.663149 nChanged 14 SP:Iteration 50Q (3492.260000 sec): 3 clusters Score: Raw -347889.270990 + Penalty 2613.354576 = -345275.916414 nChanged 17 SP:Iteration 51Q (3492.440000 sec): 3 clusters Score: Raw -347897.703877 + Penalty 2613.354576 = -345284.349301 nChanged 12 SP:Iteration 52Q (3492.590000 sec): 3 clusters Score: Raw -347905.534678 + Penalty 2613.354576 = -345292.180102 nChanged 13 SP:Iteration 53Q (3492.780000 sec): 3 clusters Score: Raw -347911.916388 + Penalty 2613.354576 = -345298.561812 nChanged 5 SP:Iteration 54Q (3492.930000 sec): 3 clusters Score: Raw -347915.887400 + Penalty 2613.354576 = -345302.532824 nChanged 0 SP:Iteration 55F (3493.120000 sec): 3 clusters Score: Raw -347915.887400 + Penalty 2613.354576 = -345302.532824 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 18 (2330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3493.230000 sec): 2 clusters Score: Raw -257206.303780 + Penalty 1259.963826 = -255946.339953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3493.380000 sec): 3 clusters Score: Raw -256166.619285 + Penalty 2519.927653 = -253646.691632 nChanged 858 SP:Iteration 1F (3493.540000 sec): 3 clusters Score: Raw -256669.087511 + Penalty 2519.927653 = -254149.159859 nChanged 162 SP:Iteration 2F (3493.670000 sec): 3 clusters Score: Raw -256767.181217 + Penalty 2519.927653 = -254247.253565 nChanged 97 SP:Iteration 3Q (3493.850000 sec): 3 clusters Score: Raw -256822.546325 + Penalty 2519.927653 = -254302.618672 nChanged 59 SP:Iteration 4Q (3493.960000 sec): 3 clusters Score: Raw -256852.402470 + Penalty 2519.927653 = -254332.474818 nChanged 46 SP:Iteration 5Q (3494.140000 sec): 3 clusters Score: Raw -256877.766569 + Penalty 2519.927653 = -254357.838916 nChanged 52 SP:Iteration 6Q (3494.230000 sec): 3 clusters Score: Raw -256901.662630 + Penalty 2519.927653 = -254381.734977 nChanged 25 SP:Iteration 7Q (3494.470000 sec): 3 clusters Score: Raw -256911.564051 + Penalty 2519.927653 = -254391.636398 nChanged 22 SP:Iteration 8Q (3494.690000 sec): 3 clusters Score: Raw -256919.155562 + Penalty 2519.927653 = -254399.227909 nChanged 17 SP:Iteration 9Q (3494.890000 sec): 3 clusters Score: Raw -256924.040384 + Penalty 2519.927653 = -254404.112731 nChanged 14 SP:Iteration 10Q (3495.040000 sec): 3 clusters Score: Raw -256929.246447 + Penalty 2519.927653 = -254409.318794 nChanged 16 SP:Iteration 11Q (3495.230000 sec): 3 clusters Score: Raw -256934.929441 + Penalty 2519.927653 = -254415.001788 nChanged 13 SP:Iteration 12Q (3495.370000 sec): 3 clusters Score: Raw -256941.745930 + Penalty 2519.927653 = -254421.818277 nChanged 9 SP:Iteration 13Q (3495.490000 sec): 3 clusters Score: Raw -256944.430309 + Penalty 2519.927653 = -254424.502657 nChanged 9 SP:Iteration 14Q (3495.620000 sec): 3 clusters Score: Raw -256947.339033 + Penalty 2519.927653 = -254427.411381 nChanged 9 SP:Iteration 15Q (3495.750000 sec): 3 clusters Score: Raw -256950.689218 + Penalty 2519.927653 = -254430.761566 nChanged 9 SP:Iteration 16Q (3495.880000 sec): 3 clusters Score: Raw -256954.540889 + Penalty 2519.927653 = -254434.613236 nChanged 8 SP:Iteration 17Q (3496.010000 sec): 3 clusters Score: Raw -256958.617895 + Penalty 2519.927653 = -254438.690242 nChanged 8 SP:Iteration 18Q (3496.130000 sec): 3 clusters Score: Raw -256962.151830 + Penalty 2519.927653 = -254442.224177 nChanged 10 SP:Iteration 19Q (3496.260000 sec): 3 clusters Score: Raw -256968.653106 + Penalty 2519.927653 = -254448.725453 nChanged 13 SP:Iteration 20F (3496.390000 sec): 3 clusters Score: Raw -256977.893225 + Penalty 2519.927653 = -254457.965572 nChanged 15 SP:Iteration 21Q (3496.520000 sec): 3 clusters Score: Raw -256985.354261 + Penalty 2519.927653 = -254465.426608 nChanged 14 SP:Iteration 22Q (3496.650000 sec): 3 clusters Score: Raw -256991.147231 + Penalty 2519.927653 = -254471.219579 nChanged 16 SP:Iteration 23Q (3496.770000 sec): 3 clusters Score: Raw -256997.326545 + Penalty 2519.927653 = -254477.398892 nChanged 14 SP:Iteration 24Q (3496.900000 sec): 3 clusters Score: Raw -257001.798563 + Penalty 2519.927653 = -254481.870910 nChanged 5 SP:Iteration 25Q (3497.030000 sec): 3 clusters Score: Raw -257003.264236 + Penalty 2519.927653 = -254483.336583 nChanged 6 SP:Iteration 26Q (3497.160000 sec): 3 clusters Score: Raw -257007.159906 + Penalty 2519.927653 = -254487.232254 nChanged 5 SP:Iteration 27Q (3497.290000 sec): 3 clusters Score: Raw -257008.561907 + Penalty 2519.927653 = -254488.634255 nChanged 5 SP:Iteration 28Q (3497.410000 sec): 3 clusters Score: Raw -257010.280570 + Penalty 2519.927653 = -254490.352917 nChanged 4 SP:Iteration 29Q (3497.540000 sec): 3 clusters Score: Raw -257011.662109 + Penalty 2519.927653 = -254491.734456 nChanged 4 SP:Iteration 30Q (3497.670000 sec): 3 clusters Score: Raw -257012.837458 + Penalty 2519.927653 = -254492.909805 nChanged 3 SP:Iteration 31Q (3497.800000 sec): 3 clusters Score: Raw -257014.140031 + Penalty 2519.927653 = -254494.212379 nChanged 7 SP:Iteration 32Q (3497.940000 sec): 3 clusters Score: Raw -257017.752028 + Penalty 2519.927653 = -254497.824375 nChanged 5 SP:Iteration 33Q (3498.070000 sec): 3 clusters Score: Raw -257019.020225 + Penalty 2519.927653 = -254499.092572 nChanged 3 SP:Iteration 34Q (3498.280000 sec): 3 clusters Score: Raw -257020.347859 + Penalty 2519.927653 = -254500.420207 nChanged 3 SP:Iteration 35Q (3498.410000 sec): 3 clusters Score: Raw -257022.347813 + Penalty 2519.927653 = -254502.420160 nChanged 6 SP:Iteration 36Q (3498.550000 sec): 3 clusters Score: Raw -257025.498099 + Penalty 2519.927653 = -254505.570447 nChanged 7 SP:Iteration 37Q (3498.690000 sec): 3 clusters Score: Raw -257028.773033 + Penalty 2519.927653 = -254508.845381 nChanged 5 SP:Iteration 38Q (3498.820000 sec): 3 clusters Score: Raw -257032.647640 + Penalty 2519.927653 = -254512.719988 nChanged 7 SP:Iteration 39Q (3498.960000 sec): 3 clusters Score: Raw -257036.837918 + Penalty 2519.927653 = -254516.910266 nChanged 7 SP:Iteration 40F (3499.100000 sec): 3 clusters Score: Raw -257041.920520 + Penalty 2519.927653 = -254521.992868 nChanged 5 SP:Iteration 41Q (3499.230000 sec): 3 clusters Score: Raw -257045.165370 + Penalty 2519.927653 = -254525.237717 nChanged 8 SP:Iteration 42Q (3499.420000 sec): 3 clusters Score: Raw -257050.781996 + Penalty 2519.927653 = -254530.854343 nChanged 11 SP:Iteration 43Q (3499.560000 sec): 3 clusters Score: Raw -257055.617482 + Penalty 2519.927653 = -254535.689830 nChanged 13 SP:Iteration 44Q (3499.690000 sec): 3 clusters Score: Raw -257060.138118 + Penalty 2519.927653 = -254540.210466 nChanged 8 SP:Iteration 45Q (3499.830000 sec): 3 clusters Score: Raw -257063.281918 + Penalty 2519.927653 = -254543.354265 nChanged 10 SP:Iteration 46Q (3499.990000 sec): 3 clusters Score: Raw -257067.028179 + Penalty 2519.927653 = -254547.100527 nChanged 5 SP:Iteration 47Q (3500.120000 sec): 3 clusters Score: Raw -257069.369972 + Penalty 2519.927653 = -254549.442319 nChanged 5 SP:Iteration 48Q (3500.250000 sec): 3 clusters Score: Raw -257071.264444 + Penalty 2519.927653 = -254551.336791 nChanged 4 SP:Iteration 49Q (3500.350000 sec): 3 clusters Score: Raw -257073.733383 + Penalty 2519.927653 = -254553.805731 nChanged 7 SP:Iteration 50Q (3500.440000 sec): 3 clusters Score: Raw -257075.840435 + Penalty 2519.927653 = -254555.912783 nChanged 5 SP:Iteration 51Q (3500.590000 sec): 3 clusters Score: Raw -257078.697491 + Penalty 2519.927653 = -254558.769838 nChanged 8 SP:Iteration 52Q (3500.690000 sec): 3 clusters Score: Raw -257082.226013 + Penalty 2519.927653 = -254562.298360 nChanged 8 SP:Iteration 53Q (3500.790000 sec): 3 clusters Score: Raw -257086.543290 + Penalty 2519.927653 = -254566.615637 nChanged 8 SP:Iteration 54Q (3500.920000 sec): 3 clusters Score: Raw -257090.068687 + Penalty 2519.927653 = -254570.141034 nChanged 8 SP:Iteration 55Q (3501.050000 sec): 3 clusters Score: Raw -257095.023212 + Penalty 2519.927653 = -254575.095559 nChanged 9 SP:Iteration 56Q (3501.220000 sec): 3 clusters Score: Raw -257099.456901 + Penalty 2519.927653 = -254579.529248 nChanged 9 SP:Iteration 57Q (3501.400000 sec): 3 clusters Score: Raw -257105.945689 + Penalty 2519.927653 = -254586.018036 nChanged 13 SP:Iteration 58Q (3501.590000 sec): 3 clusters Score: Raw -257115.710316 + Penalty 2519.927653 = -254595.782663 nChanged 16 SP:Iteration 59Q (3501.790000 sec): 3 clusters Score: Raw -257124.918785 + Penalty 2519.927653 = -254604.991132 nChanged 14 SP:Iteration 60F (3501.960000 sec): 3 clusters Score: Raw -257136.703030 + Penalty 2519.927653 = -254616.775377 nChanged 16 SP:Iteration 61Q (3502.090000 sec): 3 clusters Score: Raw -257152.276040 + Penalty 2519.927653 = -254632.348387 nChanged 19 SP:Iteration 62Q (3502.210000 sec): 3 clusters Score: Raw -257162.158995 + Penalty 2519.927653 = -254642.231342 nChanged 21 SP:Iteration 63Q (3502.310000 sec): 3 clusters Score: Raw -257173.355194 + Penalty 2519.927653 = -254653.427541 nChanged 19 SP:Iteration 64Q (3502.440000 sec): 3 clusters Score: Raw -257185.009496 + Penalty 2519.927653 = -254665.081843 nChanged 20 SP:Iteration 65Q (3502.520000 sec): 3 clusters Score: Raw -257198.005591 + Penalty 2519.927653 = -254678.077938 nChanged 12 SP:Iteration 66Q (3502.660000 sec): 3 clusters Score: Raw -257205.486248 + Penalty 2519.927653 = -254685.558596 nChanged 11 SP:Iteration 67Q (3502.780000 sec): 3 clusters Score: Raw -257209.880913 + Penalty 2519.927653 = -254689.953261 nChanged 10 SP:Iteration 68Q (3502.910000 sec): 3 clusters Score: Raw -257216.572825 + Penalty 2519.927653 = -254696.645173 nChanged 13 SP:Iteration 69Q (3503.070000 sec): 3 clusters Score: Raw -257224.414496 + Penalty 2519.927653 = -254704.486843 nChanged 6 SP:Iteration 70Q (3503.180000 sec): 3 clusters Score: Raw -257229.062809 + Penalty 2519.927653 = -254709.135156 nChanged 7 SP:Iteration 71Q (3503.320000 sec): 3 clusters Score: Raw -257233.008104 + Penalty 2519.927653 = -254713.080451 nChanged 6 SP:Iteration 72Q (3503.450000 sec): 3 clusters Score: Raw -257235.093745 + Penalty 2519.927653 = -254715.166093 nChanged 3 SP:Iteration 73Q (3503.590000 sec): 3 clusters Score: Raw -257236.554866 + Penalty 2519.927653 = -254716.627213 nChanged 1 SP:Iteration 74Q (3503.750000 sec): 3 clusters Score: Raw -257236.876157 + Penalty 2519.927653 = -254716.948504 nChanged 3 SP:Iteration 75Q (3503.880000 sec): 3 clusters Score: Raw -257237.835712 + Penalty 2519.927653 = -254717.908060 nChanged 1 SP:Iteration 76Q (3504.010000 sec): 3 clusters Score: Raw -257238.148728 + Penalty 2519.927653 = -254718.221075 nChanged 1 SP:Iteration 77Q (3504.110000 sec): 3 clusters Score: Raw -257238.370807 + Penalty 2519.927653 = -254718.443154 nChanged 1 SP:Iteration 78Q (3504.290000 sec): 3 clusters Score: Raw -257238.783999 + Penalty 2519.927653 = -254718.856347 nChanged 1 SP:Iteration 79Q (3504.510000 sec): 3 clusters Score: Raw -257239.500326 + Penalty 2519.927653 = -254719.572673 nChanged 2 SP:Iteration 80F (3504.710000 sec): 3 clusters Score: Raw -257240.176414 + Penalty 2519.927653 = -254720.248761 nChanged 1 SP:Iteration 81Q (3504.880000 sec): 3 clusters Score: Raw -257240.541910 + Penalty 2519.927653 = -254720.614257 nChanged 0 SP:Iteration 82F (3505.110000 sec): 3 clusters Score: Raw -257240.541910 + Penalty 2519.927653 = -254720.614257 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 19 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3505.180000 sec): 2 clusters Score: Raw -66307.663922 + Penalty 1041.385929 = -65266.277993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3505.390000 sec): 3 clusters Score: Raw -66166.509446 + Penalty 2082.771857 = -64083.737589 nChanged 150 SP:Iteration 1F (3505.600000 sec): 3 clusters Score: Raw -66323.892735 + Penalty 2082.771857 = -64241.120878 nChanged 40 SP:Iteration 2F (3505.780000 sec): 3 clusters Score: Raw -66381.728811 + Penalty 2082.771857 = -64298.956954 nChanged 26 SP:Iteration 3Q (3505.890000 sec): 3 clusters Score: Raw -66421.482907 + Penalty 2082.771857 = -64338.711049 nChanged 14 SP:Iteration 4Q (3506.050000 sec): 3 clusters Score: Raw -66448.577235 + Penalty 2082.771857 = -64365.805378 nChanged 15 SP:Iteration 5Q (3506.210000 sec): 3 clusters Score: Raw -66499.909578 + Penalty 2082.771857 = -64417.137721 nChanged 14 SP:Iteration 6Q (3506.310000 sec): 3 clusters Score: Raw -66548.191714 + Penalty 2082.771857 = -64465.419857 nChanged 15 SP:Iteration 7Q (3506.460000 sec): 3 clusters Score: Raw -66573.792498 + Penalty 2082.771857 = -64491.020641 nChanged 12 SP:Iteration 8Q (3506.610000 sec): 3 clusters Score: Raw -66601.459321 + Penalty 2082.771857 = -64518.687464 nChanged 13 SP:Iteration 9Q (3506.710000 sec): 3 clusters Score: Raw -66651.435197 + Penalty 2082.771857 = -64568.663340 nChanged 22 SP:Iteration 10Q (3506.860000 sec): 3 clusters Score: Raw -66702.233408 + Penalty 2082.771857 = -64619.461551 nChanged 23 SP:Iteration 11Q (3507.010000 sec): 3 clusters Score: Raw -66758.303216 + Penalty 2082.771857 = -64675.531359 nChanged 22 SP:Iteration 12Q (3507.160000 sec): 3 clusters Score: Raw -66839.956936 + Penalty 2082.771857 = -64757.185079 nChanged 31 SP:Iteration 13F (3507.270000 sec): 3 clusters Score: Raw -66949.954673 + Penalty 2082.771857 = -64867.182816 nChanged 28 SP:Iteration 14Q (3507.420000 sec): 3 clusters Score: Raw -67012.147272 + Penalty 2082.771857 = -64929.375415 nChanged 17 SP:Iteration 15Q (3507.610000 sec): 3 clusters Score: Raw -67051.687006 + Penalty 2082.771857 = -64968.915149 nChanged 11 SP:Iteration 16Q (3507.740000 sec): 3 clusters Score: Raw -67076.017908 + Penalty 2082.771857 = -64993.246051 nChanged 6 SP:Iteration 17Q (3507.910000 sec): 3 clusters Score: Raw -67089.439687 + Penalty 2082.771857 = -65006.667830 nChanged 4 SP:Iteration 18Q (3508.010000 sec): 3 clusters Score: Raw -67102.524231 + Penalty 2082.771857 = -65019.752374 nChanged 6 SP:Iteration 19Q (3508.160000 sec): 3 clusters Score: Raw -67119.884485 + Penalty 2082.771857 = -65037.112628 nChanged 4 SP:Iteration 20F (3508.300000 sec): 3 clusters Score: Raw -67128.594968 + Penalty 2082.771857 = -65045.823110 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 20 (1249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3508.370000 sec): 2 clusters Score: Raw -144405.134118 + Penalty 1158.641008 = -143246.493110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3508.510000 sec): 3 clusters Score: Raw -143993.408134 + Penalty 2317.282016 = -141676.126118 nChanged 352 SP:Iteration 1F (3508.670000 sec): 3 clusters Score: Raw -144246.039547 + Penalty 2317.282016 = -141928.757531 nChanged 79 SP:Iteration 2F (3508.870000 sec): 3 clusters Score: Raw -144301.744035 + Penalty 2317.282016 = -141984.462020 nChanged 39 SP:Iteration 3Q (3509.040000 sec): 3 clusters Score: Raw -144329.430932 + Penalty 2317.282016 = -142012.148916 nChanged 29 SP:Iteration 4Q (3509.200000 sec): 3 clusters Score: Raw -144355.864942 + Penalty 2317.282016 = -142038.582926 nChanged 21 SP:Iteration 5Q (3509.350000 sec): 3 clusters Score: Raw -144370.942485 + Penalty 2317.282016 = -142053.660469 nChanged 17 SP:Iteration 6Q (3509.500000 sec): 3 clusters Score: Raw -144383.708068 + Penalty 2317.282016 = -142066.426052 nChanged 17 SP:Iteration 7Q (3509.640000 sec): 3 clusters Score: Raw -144393.348501 + Penalty 2317.282016 = -142076.066485 nChanged 9 SP:Iteration 8Q (3509.830000 sec): 3 clusters Score: Raw -144399.121213 + Penalty 2317.282016 = -142081.839197 nChanged 7 SP:Iteration 9Q (3510.050000 sec): 3 clusters Score: Raw -144404.052510 + Penalty 2317.282016 = -142086.770494 nChanged 7 SP:Iteration 10Q (3510.210000 sec): 3 clusters Score: Raw -144407.413836 + Penalty 2317.282016 = -142090.131821 nChanged 7 SP:Iteration 11Q (3510.410000 sec): 3 clusters Score: Raw -144410.535471 + Penalty 2317.282016 = -142093.253455 nChanged 3 SP:Iteration 12Q (3510.630000 sec): 3 clusters Score: Raw -144415.311085 + Penalty 2317.282016 = -142098.029069 nChanged 3 SP:Iteration 13Q (3510.800000 sec): 3 clusters Score: Raw -144417.136886 + Penalty 2317.282016 = -142099.854871 nChanged 5 SP:Iteration 14Q (3510.970000 sec): 3 clusters Score: Raw -144419.617628 + Penalty 2317.282016 = -142102.335612 nChanged 2 SP:Iteration 15Q (3511.200000 sec): 3 clusters Score: Raw -144420.949739 + Penalty 2317.282016 = -142103.667723 nChanged 2 SP:Iteration 16Q (3511.380000 sec): 3 clusters Score: Raw -144423.095853 + Penalty 2317.282016 = -142105.813838 nChanged 1 SP:Iteration 17Q (3511.590000 sec): 3 clusters Score: Raw -144424.194715 + Penalty 2317.282016 = -142106.912700 nChanged 0 SP:Iteration 18F (3511.790000 sec): 3 clusters Score: Raw -144424.194715 + Penalty 2317.282016 = -142106.912700 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 21 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3511.890000 sec): 2 clusters Score: Raw -123169.420739 + Penalty 1143.231147 = -122026.189592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3512.070000 sec): 3 clusters Score: Raw -122813.366854 + Penalty 2286.462295 = -120526.904559 nChanged 339 SP:Iteration 1F (3512.290000 sec): 3 clusters Score: Raw -123174.460311 + Penalty 2286.462295 = -120887.998016 nChanged 92 SP:Iteration 2F (3512.440000 sec): 3 clusters Score: Raw -123352.064999 + Penalty 2286.462295 = -121065.602704 nChanged 80 SP:Iteration 3F (3512.650000 sec): 3 clusters Score: Raw -123542.203542 + Penalty 2286.462295 = -121255.741247 nChanged 77 SP:Iteration 4F (3512.820000 sec): 3 clusters Score: Raw -123741.983760 + Penalty 2286.462295 = -121455.521465 nChanged 72 SP:Iteration 5F (3513.000000 sec): 3 clusters Score: Raw -123894.771058 + Penalty 2286.462295 = -121608.308763 nChanged 58 SP:Iteration 6F (3513.210000 sec): 3 clusters Score: Raw -124013.676530 + Penalty 2286.462295 = -121727.214235 nChanged 42 SP:Iteration 7Q (3513.420000 sec): 3 clusters Score: Raw -124099.390857 + Penalty 2286.462295 = -121812.928563 nChanged 38 SP:Iteration 8Q (3513.610000 sec): 3 clusters Score: Raw -124169.654911 + Penalty 2286.462295 = -121883.192617 nChanged 32 SP:Iteration 9Q (3513.830000 sec): 3 clusters Score: Raw -124236.560945 + Penalty 2286.462295 = -121950.098650 nChanged 17 SP:Iteration 10Q (3514.070000 sec): 3 clusters Score: Raw -124280.409974 + Penalty 2286.462295 = -121993.947679 nChanged 17 SP:Iteration 11Q (3514.220000 sec): 3 clusters Score: Raw -124319.107363 + Penalty 2286.462295 = -122032.645068 nChanged 11 SP:Iteration 12Q (3514.430000 sec): 3 clusters Score: Raw -124337.184288 + Penalty 2286.462295 = -122050.721994 nChanged 5 SP:Iteration 13Q (3514.610000 sec): 3 clusters Score: Raw -124342.871845 + Penalty 2286.462295 = -122056.409550 nChanged 2 SP:Iteration 14Q (3514.840000 sec): 3 clusters Score: Raw -124344.829327 + Penalty 2286.462295 = -122058.367032 nChanged 1 SP:Iteration 15Q (3515.000000 sec): 3 clusters Score: Raw -124345.551900 + Penalty 2286.462295 = -122059.089605 nChanged 1 SP:Iteration 16Q (3515.150000 sec): 3 clusters Score: Raw -124345.895105 + Penalty 2286.462295 = -122059.432810 nChanged 0 SP:Iteration 17F (3515.330000 sec): 3 clusters Score: Raw -124345.895105 + Penalty 2286.462295 = -122059.432810 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 22 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3515.450000 sec): 2 clusters Score: Raw -127719.532745 + Penalty 1166.141361 = -126553.391384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3515.640000 sec): 3 clusters Score: Raw -127277.312630 + Penalty 2332.282723 = -124945.029908 nChanged 416 SP:Iteration 1F (3515.790000 sec): 3 clusters Score: Raw -127770.808044 + Penalty 2332.282723 = -125438.525321 nChanged 146 SP:Iteration 2F (3516.020000 sec): 3 clusters Score: Raw -128028.088247 + Penalty 2332.282723 = -125695.805524 nChanged 97 SP:Iteration 3F (3516.220000 sec): 3 clusters Score: Raw -128188.373221 + Penalty 2332.282723 = -125856.090498 nChanged 60 SP:Iteration 4Q (3516.430000 sec): 3 clusters Score: Raw -128300.650604 + Penalty 2332.282723 = -125968.367881 nChanged 48 SP:Iteration 5Q (3516.640000 sec): 3 clusters Score: Raw -128364.097918 + Penalty 2332.282723 = -126031.815195 nChanged 43 SP:Iteration 6Q (3516.840000 sec): 3 clusters Score: Raw -128441.850242 + Penalty 2332.282723 = -126109.567519 nChanged 36 SP:Iteration 7Q (3517.030000 sec): 3 clusters Score: Raw -128514.403185 + Penalty 2332.282723 = -126182.120462 nChanged 36 SP:Iteration 8Q (3517.240000 sec): 3 clusters Score: Raw -128589.524094 + Penalty 2332.282723 = -126257.241371 nChanged 25 SP:Iteration 9Q (3517.440000 sec): 3 clusters Score: Raw -128681.848153 + Penalty 2332.282723 = -126349.565430 nChanged 38 SP:Iteration 10Q (3517.630000 sec): 3 clusters Score: Raw -128747.624187 + Penalty 2332.282723 = -126415.341464 nChanged 17 SP:Iteration 11Q (3517.890000 sec): 3 clusters Score: Raw -128761.799926 + Penalty 2332.282723 = -126429.517203 nChanged 8 SP:Iteration 12Q (3518.070000 sec): 3 clusters Score: Raw -128766.237356 + Penalty 2332.282723 = -126433.954633 nChanged 7 SP:Iteration 13Q (3518.260000 sec): 3 clusters Score: Raw -128771.043265 + Penalty 2332.282723 = -126438.760542 nChanged 3 SP:Iteration 14Q (3518.490000 sec): 3 clusters Score: Raw -128772.397224 + Penalty 2332.282723 = -126440.114501 nChanged 0 SP:Iteration 15F (3518.690000 sec): 3 clusters Score: Raw -128772.397224 + Penalty 2332.282723 = -126440.114501 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 24 (7028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3518.810000 sec): 2 clusters Score: Raw -794952.651497 + Penalty 1439.369336 = -793513.282162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3519.050000 sec): 3 clusters Score: Raw -791128.615694 + Penalty 2878.738671 = -788249.877023 nChanged 2951 SP:Iteration 1F (3519.260000 sec): 3 clusters Score: Raw -792754.559082 + Penalty 2878.738671 = -789875.820411 nChanged 435 SP:Iteration 2F (3519.460000 sec): 3 clusters Score: Raw -792958.425715 + Penalty 2878.738671 = -790079.687044 nChanged 330 SP:Iteration 3Q (3519.670000 sec): 3 clusters Score: Raw -793106.972433 + Penalty 2878.738671 = -790228.233762 nChanged 280 SP:Iteration 4Q (3519.810000 sec): 3 clusters Score: Raw -793234.217271 + Penalty 2878.738671 = -790355.478600 nChanged 261 SP:Iteration 5Q (3520.000000 sec): 3 clusters Score: Raw -793366.758771 + Penalty 2878.738671 = -790488.020100 nChanged 261 SP:Iteration 6Q (3520.280000 sec): 3 clusters Score: Raw -793494.041291 + Penalty 2878.738671 = -790615.302620 nChanged 245 SP:Iteration 7Q (3520.520000 sec): 3 clusters Score: Raw -793635.129142 + Penalty 2878.738671 = -790756.390471 nChanged 247 SP:Iteration 8Q (3520.780000 sec): 3 clusters Score: Raw -793776.619079 + Penalty 2878.738671 = -790897.880408 nChanged 245 SP:Iteration 9Q (3521.000000 sec): 3 clusters Score: Raw -793914.177100 + Penalty 2878.738671 = -791035.438429 nChanged 257 SP:Iteration 10Q (3521.280000 sec): 3 clusters Score: Raw -794059.583270 + Penalty 2878.738671 = -791180.844599 nChanged 251 SP:Iteration 11Q (3521.510000 sec): 3 clusters Score: Raw -794216.011355 + Penalty 2878.738671 = -791337.272684 nChanged 236 SP:Iteration 12Q (3521.720000 sec): 3 clusters Score: Raw -794366.965325 + Penalty 2878.738671 = -791488.226654 nChanged 206 SP:Iteration 13Q (3521.880000 sec): 3 clusters Score: Raw -794511.023177 + Penalty 2878.738671 = -791632.284506 nChanged 198 SP:Iteration 14Q (3522.090000 sec): 3 clusters Score: Raw -794659.365317 + Penalty 2878.738671 = -791780.626646 nChanged 157 SP:Iteration 15Q (3522.320000 sec): 3 clusters Score: Raw -794772.902236 + Penalty 2878.738671 = -791894.163565 nChanged 98 SP:Iteration 16Q (3522.520000 sec): 3 clusters Score: Raw -794842.575484 + Penalty 2878.738671 = -791963.836813 nChanged 77 SP:Iteration 17Q (3522.750000 sec): 3 clusters Score: Raw -794904.408453 + Penalty 2878.738671 = -792025.669782 nChanged 65 SP:Iteration 18Q (3522.960000 sec): 3 clusters Score: Raw -794966.682197 + Penalty 2878.738671 = -792087.943525 nChanged 51 SP:Iteration 19Q (3523.200000 sec): 3 clusters Score: Raw -795024.562192 + Penalty 2878.738671 = -792145.823521 nChanged 37 SP:Iteration 20F (3523.370000 sec): 3 clusters Score: Raw -795066.612525 + Penalty 2878.738671 = -792187.873854 nChanged 25 SP:Iteration 21Q (3523.540000 sec): 3 clusters Score: Raw -795098.045008 + Penalty 2878.738671 = -792219.306337 nChanged 18 SP:Iteration 22Q (3523.790000 sec): 3 clusters Score: Raw -795115.936703 + Penalty 2878.738671 = -792237.198032 nChanged 9 SP:Iteration 23Q (3523.970000 sec): 3 clusters Score: Raw -795124.952748 + Penalty 2878.738671 = -792246.214077 nChanged 7 SP:Iteration 24Q (3524.170000 sec): 3 clusters Score: Raw -795132.737000 + Penalty 2878.738671 = -792253.998329 nChanged 8 SP:Iteration 25Q (3524.380000 sec): 3 clusters Score: Raw -795141.301377 + Penalty 2878.738671 = -792262.562706 nChanged 4 SP:Iteration 26Q (3524.580000 sec): 3 clusters Score: Raw -795144.950876 + Penalty 2878.738671 = -792266.212205 nChanged 2 SP:Iteration 27Q (3524.810000 sec): 3 clusters Score: Raw -795148.691651 + Penalty 2878.738671 = -792269.952980 nChanged 2 SP:Iteration 28Q (3524.970000 sec): 3 clusters Score: Raw -795150.261358 + Penalty 2878.738671 = -792271.522687 nChanged 4 SP:Iteration 29Q (3525.160000 sec): 3 clusters Score: Raw -795154.055101 + Penalty 2878.738671 = -792275.316430 nChanged 0 SP:Iteration 30F (3525.340000 sec): 3 clusters Score: Raw -795154.055101 + Penalty 2878.738671 = -792275.316430 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 25 (3909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3525.430000 sec): 2 clusters Score: Raw -413960.327607 + Penalty 1344.043491 = -412616.284116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3525.640000 sec): 3 clusters Score: Raw -412012.767334 + Penalty 2688.086981 = -409324.680352 nChanged 1518 SP:Iteration 1F (3525.840000 sec): 3 clusters Score: Raw -412986.189978 + Penalty 2688.086981 = -410298.102997 nChanged 350 SP:Iteration 2F (3526.020000 sec): 3 clusters Score: Raw -413305.283590 + Penalty 2688.086981 = -410617.196609 nChanged 289 SP:Iteration 3F (3526.300000 sec): 3 clusters Score: Raw -413627.202725 + Penalty 2688.086981 = -410939.115744 nChanged 284 SP:Iteration 4F (3526.510000 sec): 3 clusters Score: Raw -413858.227244 + Penalty 2688.086981 = -411170.140262 nChanged 224 SP:Iteration 5F (3526.750000 sec): 3 clusters Score: Raw -414008.537371 + Penalty 2688.086981 = -411320.450389 nChanged 180 SP:Iteration 6Q (3526.980000 sec): 3 clusters Score: Raw -414151.472044 + Penalty 2688.086981 = -411463.385062 nChanged 174 SP:Iteration 7Q (3527.260000 sec): 3 clusters Score: Raw -414257.346215 + Penalty 2688.086981 = -411569.259233 nChanged 120 SP:Iteration 8Q (3527.460000 sec): 3 clusters Score: Raw -414324.897342 + Penalty 2688.086981 = -411636.810361 nChanged 88 SP:Iteration 9Q (3527.670000 sec): 3 clusters Score: Raw -414368.217916 + Penalty 2688.086981 = -411680.130934 nChanged 64 SP:Iteration 10Q (3527.930000 sec): 3 clusters Score: Raw -414395.996791 + Penalty 2688.086981 = -411707.909810 nChanged 39 SP:Iteration 11Q (3528.170000 sec): 3 clusters Score: Raw -414410.378369 + Penalty 2688.086981 = -411722.291388 nChanged 26 SP:Iteration 12Q (3528.330000 sec): 3 clusters Score: Raw -414420.603256 + Penalty 2688.086981 = -411732.516275 nChanged 22 SP:Iteration 13Q (3528.610000 sec): 3 clusters Score: Raw -414428.092472 + Penalty 2688.086981 = -411740.005491 nChanged 18 SP:Iteration 14Q (3528.820000 sec): 3 clusters Score: Raw -414433.233924 + Penalty 2688.086981 = -411745.146943 nChanged 11 SP:Iteration 15Q (3529.060000 sec): 3 clusters Score: Raw -414437.108562 + Penalty 2688.086981 = -411749.021581 nChanged 13 SP:Iteration 16Q (3529.360000 sec): 3 clusters Score: Raw -414439.927900 + Penalty 2688.086981 = -411751.840919 nChanged 6 SP:Iteration 17Q (3529.560000 sec): 3 clusters Score: Raw -414441.088642 + Penalty 2688.086981 = -411753.001661 nChanged 1 SP:Iteration 18Q (3529.810000 sec): 3 clusters Score: Raw -414441.353430 + Penalty 2688.086981 = -411753.266449 nChanged 3 SP:Iteration 19Q (3530.010000 sec): 3 clusters Score: Raw -414441.994265 + Penalty 2688.086981 = -411753.907284 nChanged 0 SP:Iteration 20F (3530.200000 sec): 3 clusters Score: Raw -414441.994265 + Penalty 2688.086981 = -411753.907284 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 26 (2356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.300000 sec): 2 clusters Score: Raw -273560.415281 + Penalty 1261.767089 = -272298.648193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.540000 sec): 3 clusters Score: Raw -272552.424947 + Penalty 2523.534177 = -270028.890770 nChanged 839 SP:Iteration 1F (3530.730000 sec): 3 clusters Score: Raw -273069.837853 + Penalty 2523.534177 = -270546.303675 nChanged 145 SP:Iteration 2F (3530.880000 sec): 3 clusters Score: Raw -273160.373610 + Penalty 2523.534177 = -270636.839433 nChanged 83 SP:Iteration 3Q (3531.120000 sec): 3 clusters Score: Raw -273206.014962 + Penalty 2523.534177 = -270682.480785 nChanged 63 SP:Iteration 4Q (3531.320000 sec): 3 clusters Score: Raw -273247.494544 + Penalty 2523.534177 = -270723.960367 nChanged 57 SP:Iteration 5Q (3531.490000 sec): 3 clusters Score: Raw -273281.242043 + Penalty 2523.534177 = -270757.707866 nChanged 48 SP:Iteration 6Q (3531.700000 sec): 3 clusters Score: Raw -273306.651792 + Penalty 2523.534177 = -270783.117615 nChanged 37 SP:Iteration 7Q (3531.900000 sec): 3 clusters Score: Raw -273322.753679 + Penalty 2523.534177 = -270799.219502 nChanged 30 SP:Iteration 8Q (3532.100000 sec): 3 clusters Score: Raw -273335.369758 + Penalty 2523.534177 = -270811.835581 nChanged 26 SP:Iteration 9Q (3532.260000 sec): 3 clusters Score: Raw -273346.275488 + Penalty 2523.534177 = -270822.741311 nChanged 20 SP:Iteration 10Q (3532.440000 sec): 3 clusters Score: Raw -273356.321632 + Penalty 2523.534177 = -270832.787455 nChanged 23 SP:Iteration 11Q (3532.610000 sec): 3 clusters Score: Raw -273367.813555 + Penalty 2523.534177 = -270844.279378 nChanged 27 SP:Iteration 12Q (3532.740000 sec): 3 clusters Score: Raw -273377.827297 + Penalty 2523.534177 = -270854.293120 nChanged 16 SP:Iteration 13Q (3532.920000 sec): 3 clusters Score: Raw -273383.489179 + Penalty 2523.534177 = -270859.955002 nChanged 11 SP:Iteration 14Q (3533.060000 sec): 3 clusters Score: Raw -273388.616605 + Penalty 2523.534177 = -270865.082428 nChanged 14 SP:Iteration 15Q (3533.280000 sec): 3 clusters Score: Raw -273393.159319 + Penalty 2523.534177 = -270869.625142 nChanged 10 SP:Iteration 16Q (3533.400000 sec): 3 clusters Score: Raw -273395.707652 + Penalty 2523.534177 = -270872.173475 nChanged 10 SP:Iteration 17Q (3533.630000 sec): 3 clusters Score: Raw -273400.970867 + Penalty 2523.534177 = -270877.436690 nChanged 18 SP:Iteration 18Q (3533.780000 sec): 3 clusters Score: Raw -273408.345908 + Penalty 2523.534177 = -270884.811731 nChanged 14 SP:Iteration 19Q (3533.940000 sec): 3 clusters Score: Raw -273414.129161 + Penalty 2523.534177 = -270890.594984 nChanged 17 SP:Iteration 20F (3534.180000 sec): 3 clusters Score: Raw -273420.142083 + Penalty 2523.534177 = -270896.607906 nChanged 19 SP:Iteration 21Q (3534.360000 sec): 3 clusters Score: Raw -273427.131332 + Penalty 2523.534177 = -270903.597155 nChanged 14 SP:Iteration 22Q (3534.560000 sec): 3 clusters Score: Raw -273432.117672 + Penalty 2523.534177 = -270908.583495 nChanged 18 SP:Iteration 23Q (3534.730000 sec): 3 clusters Score: Raw -273439.916025 + Penalty 2523.534177 = -270916.381848 nChanged 20 SP:Iteration 24Q (3534.900000 sec): 3 clusters Score: Raw -273448.273977 + Penalty 2523.534177 = -270924.739800 nChanged 19 SP:Iteration 25Q (3535.100000 sec): 3 clusters Score: Raw -273456.366110 + Penalty 2523.534177 = -270932.831933 nChanged 19 SP:Iteration 26Q (3535.250000 sec): 3 clusters Score: Raw -273464.629410 + Penalty 2523.534177 = -270941.095233 nChanged 17 SP:Iteration 27Q (3535.450000 sec): 3 clusters Score: Raw -273470.956616 + Penalty 2523.534177 = -270947.422439 nChanged 12 SP:Iteration 28Q (3535.600000 sec): 3 clusters Score: Raw -273477.775949 + Penalty 2523.534177 = -270954.241772 nChanged 18 SP:Iteration 29Q (3535.700000 sec): 3 clusters Score: Raw -273484.762983 + Penalty 2523.534177 = -270961.228806 nChanged 14 SP:Iteration 30Q (3535.900000 sec): 3 clusters Score: Raw -273492.155183 + Penalty 2523.534177 = -270968.621006 nChanged 19 SP:Iteration 31Q (3536.020000 sec): 3 clusters Score: Raw -273501.744696 + Penalty 2523.534177 = -270978.210519 nChanged 26 SP:Iteration 32Q (3536.200000 sec): 3 clusters Score: Raw -273514.295523 + Penalty 2523.534177 = -270990.761346 nChanged 29 SP:Iteration 33Q (3536.300000 sec): 3 clusters Score: Raw -273532.046819 + Penalty 2523.534177 = -271008.512642 nChanged 33 SP:Iteration 34Q (3536.540000 sec): 3 clusters Score: Raw -273554.869997 + Penalty 2523.534177 = -271031.335820 nChanged 39 SP:Iteration 35Q (3536.690000 sec): 3 clusters Score: Raw -273577.300859 + Penalty 2523.534177 = -271053.766682 nChanged 30 SP:Iteration 36Q (3536.860000 sec): 3 clusters Score: Raw -273595.899273 + Penalty 2523.534177 = -271072.365095 nChanged 35 SP:Iteration 37Q (3537.010000 sec): 3 clusters Score: Raw -273617.955357 + Penalty 2523.534177 = -271094.421180 nChanged 33 SP:Iteration 38Q (3537.170000 sec): 3 clusters Score: Raw -273639.505005 + Penalty 2523.534177 = -271115.970828 nChanged 33 SP:Iteration 39Q (3537.320000 sec): 3 clusters Score: Raw -273659.625517 + Penalty 2523.534177 = -271136.091340 nChanged 21 SP:Iteration 40F (3537.420000 sec): 3 clusters Score: Raw -273669.649039 + Penalty 2523.534177 = -271146.114862 nChanged 16 SP:Iteration 41Q (3537.560000 sec): 3 clusters Score: Raw -273677.359980 + Penalty 2523.534177 = -271153.825803 nChanged 13 SP:Iteration 42Q (3537.720000 sec): 3 clusters Score: Raw -273683.796824 + Penalty 2523.534177 = -271160.262647 nChanged 12 SP:Iteration 43Q (3537.870000 sec): 3 clusters Score: Raw -273689.456608 + Penalty 2523.534177 = -271165.922431 nChanged 15 SP:Iteration 44Q (3537.970000 sec): 3 clusters Score: Raw -273695.823416 + Penalty 2523.534177 = -271172.289239 nChanged 11 SP:Iteration 45Q (3538.120000 sec): 3 clusters Score: Raw -273699.139629 + Penalty 2523.534177 = -271175.605452 nChanged 3 SP:Iteration 46Q (3538.270000 sec): 3 clusters Score: Raw -273699.928221 + Penalty 2523.534177 = -271176.394044 nChanged 3 SP:Iteration 47Q (3538.420000 sec): 3 clusters Score: Raw -273701.594729 + Penalty 2523.534177 = -271178.060552 nChanged 2 SP:Iteration 48Q (3538.610000 sec): 3 clusters Score: Raw -273702.276141 + Penalty 2523.534177 = -271178.741963 nChanged 3 SP:Iteration 49Q (3538.790000 sec): 3 clusters Score: Raw -273704.333639 + Penalty 2523.534177 = -271180.799462 nChanged 1 SP:Iteration 50Q (3538.940000 sec): 3 clusters Score: Raw -273704.646868 + Penalty 2523.534177 = -271181.112691 nChanged 0 SP:Iteration 51F (3539.110000 sec): 3 clusters Score: Raw -273704.646868 + Penalty 2523.534177 = -271181.112691 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 27 (18443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3539.330000 sec): 2 clusters Score: Raw -2124103.873799 + Penalty 1596.146528 = -2122507.727271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3539.620000 sec): 3 clusters Score: Raw -2113064.436607 + Penalty 3192.293056 = -2109872.143550 nChanged 8341 SP:Iteration 1F (3539.900000 sec): 3 clusters Score: Raw -2117474.823499 + Penalty 3192.293056 = -2114282.530442 nChanged 831 SP:Iteration 2Q (3540.180000 sec): 3 clusters Score: Raw -2117716.464548 + Penalty 3192.293056 = -2114524.171491 nChanged 719 SP:Iteration 3Q (3540.490000 sec): 3 clusters Score: Raw -2117924.521016 + Penalty 3192.293056 = -2114732.227960 nChanged 617 SP:Iteration 4Q (3540.800000 sec): 3 clusters Score: Raw -2118075.180097 + Penalty 3192.293056 = -2114882.887041 nChanged 558 SP:Iteration 5Q (3541.080000 sec): 3 clusters Score: Raw -2118194.455918 + Penalty 3192.293056 = -2115002.162862 nChanged 441 SP:Iteration 6Q (3541.460000 sec): 3 clusters Score: Raw -2118290.668776 + Penalty 3192.293056 = -2115098.375720 nChanged 403 SP:Iteration 7Q (3541.740000 sec): 3 clusters Score: Raw -2118371.677964 + Penalty 3192.293056 = -2115179.384908 nChanged 373 SP:Iteration 8Q (3542.070000 sec): 3 clusters Score: Raw -2118450.879879 + Penalty 3192.293056 = -2115258.586823 nChanged 337 SP:Iteration 9Q (3542.410000 sec): 3 clusters Score: Raw -2118518.476549 + Penalty 3192.293056 = -2115326.183493 nChanged 334 SP:Iteration 10Q (3542.740000 sec): 3 clusters Score: Raw -2118586.494415 + Penalty 3192.293056 = -2115394.201359 nChanged 347 SP:Iteration 11Q (3543.050000 sec): 3 clusters Score: Raw -2118655.649282 + Penalty 3192.293056 = -2115463.356225 nChanged 351 SP:Iteration 12Q (3543.350000 sec): 3 clusters Score: Raw -2118726.862882 + Penalty 3192.293056 = -2115534.569826 nChanged 361 SP:Iteration 13Q (3543.700000 sec): 3 clusters Score: Raw -2118811.131869 + Penalty 3192.293056 = -2115618.838813 nChanged 376 SP:Iteration 14Q (3543.950000 sec): 3 clusters Score: Raw -2118919.819517 + Penalty 3192.293056 = -2115727.526461 nChanged 423 SP:Iteration 15Q (3544.200000 sec): 3 clusters Score: Raw -2119072.990696 + Penalty 3192.293056 = -2115880.697639 nChanged 498 SP:Iteration 16Q (3544.530000 sec): 3 clusters Score: Raw -2119269.262833 + Penalty 3192.293056 = -2116076.969776 nChanged 561 SP:Iteration 17Q (3544.850000 sec): 3 clusters Score: Raw -2119543.938232 + Penalty 3192.293056 = -2116351.645176 nChanged 639 SP:Iteration 18Q (3545.160000 sec): 3 clusters Score: Raw -2119890.718114 + Penalty 3192.293056 = -2116698.425058 nChanged 709 SP:Iteration 19Q (3545.550000 sec): 3 clusters Score: Raw -2120303.438501 + Penalty 3192.293056 = -2117111.145444 nChanged 720 SP:Iteration 20F (3545.800000 sec): 3 clusters Score: Raw -2120713.574952 + Penalty 3192.293056 = -2117521.281896 nChanged 666 SP:Iteration 21Q (3546.100000 sec): 3 clusters Score: Raw -2121046.765822 + Penalty 3192.293056 = -2117854.472765 nChanged 579 SP:Iteration 22Q (3546.350000 sec): 3 clusters Score: Raw -2121317.831958 + Penalty 3192.293056 = -2118125.538901 nChanged 502 SP:Iteration 23Q (3546.620000 sec): 3 clusters Score: Raw -2121550.829810 + Penalty 3192.293056 = -2118358.536753 nChanged 456 SP:Iteration 24Q (3546.890000 sec): 3 clusters Score: Raw -2121750.768104 + Penalty 3192.293056 = -2118558.475048 nChanged 387 SP:Iteration 25Q (3547.120000 sec): 3 clusters Score: Raw -2121910.309546 + Penalty 3192.293056 = -2118718.016489 nChanged 367 SP:Iteration 26Q (3547.400000 sec): 3 clusters Score: Raw -2122057.752818 + Penalty 3192.293056 = -2118865.459761 nChanged 338 SP:Iteration 27Q (3547.660000 sec): 3 clusters Score: Raw -2122194.770865 + Penalty 3192.293056 = -2119002.477808 nChanged 326 SP:Iteration 28Q (3547.940000 sec): 3 clusters Score: Raw -2122333.643114 + Penalty 3192.293056 = -2119141.350058 nChanged 325 SP:Iteration 29Q (3548.230000 sec): 3 clusters Score: Raw -2122483.096722 + Penalty 3192.293056 = -2119290.803666 nChanged 324 SP:Iteration 30Q (3548.550000 sec): 3 clusters Score: Raw -2122657.385201 + Penalty 3192.293056 = -2119465.092145 nChanged 331 SP:Iteration 31Q (3548.820000 sec): 3 clusters Score: Raw -2122836.188475 + Penalty 3192.293056 = -2119643.895419 nChanged 341 SP:Iteration 32Q (3549.060000 sec): 3 clusters Score: Raw -2123040.289656 + Penalty 3192.293056 = -2119847.996600 nChanged 300 SP:Iteration 33Q (3549.340000 sec): 3 clusters Score: Raw -2123232.641975 + Penalty 3192.293056 = -2120040.348919 nChanged 284 SP:Iteration 34Q (3549.610000 sec): 3 clusters Score: Raw -2123408.629853 + Penalty 3192.293056 = -2120216.336797 nChanged 224 SP:Iteration 35Q (3549.840000 sec): 3 clusters Score: Raw -2123533.997548 + Penalty 3192.293056 = -2120341.704491 nChanged 183 SP:Iteration 36Q (3550.080000 sec): 3 clusters Score: Raw -2123641.486511 + Penalty 3192.293056 = -2120449.193455 nChanged 181 SP:Iteration 37Q (3550.420000 sec): 3 clusters Score: Raw -2123761.136243 + Penalty 3192.293056 = -2120568.843187 nChanged 160 SP:Iteration 38Q (3550.650000 sec): 3 clusters Score: Raw -2123873.893312 + Penalty 3192.293056 = -2120681.600255 nChanged 125 SP:Iteration 39Q (3550.930000 sec): 3 clusters Score: Raw -2123959.944318 + Penalty 3192.293056 = -2120767.651262 nChanged 98 SP:Iteration 40F (3551.210000 sec): 3 clusters Score: Raw -2124032.954329 + Penalty 3192.293056 = -2120840.661273 nChanged 78 SP:Iteration 41Q (3551.450000 sec): 3 clusters Score: Raw -2124095.958309 + Penalty 3192.293056 = -2120903.665253 nChanged 69 SP:Iteration 42Q (3551.740000 sec): 3 clusters Score: Raw -2124148.938494 + Penalty 3192.293056 = -2120956.645437 nChanged 42 SP:Iteration 43Q (3551.940000 sec): 3 clusters Score: Raw -2124181.029621 + Penalty 3192.293056 = -2120988.736564 nChanged 38 SP:Iteration 44Q (3552.190000 sec): 3 clusters Score: Raw -2124207.478708 + Penalty 3192.293056 = -2121015.185652 nChanged 35 SP:Iteration 45Q (3552.460000 sec): 3 clusters Score: Raw -2124234.417626 + Penalty 3192.293056 = -2121042.124569 nChanged 26 SP:Iteration 46Q (3552.720000 sec): 3 clusters Score: Raw -2124252.350731 + Penalty 3192.293056 = -2121060.057675 nChanged 20 SP:Iteration 47Q (3552.980000 sec): 3 clusters Score: Raw -2124269.482623 + Penalty 3192.293056 = -2121077.189567 nChanged 15 SP:Iteration 48Q (3553.240000 sec): 3 clusters Score: Raw -2124281.694476 + Penalty 3192.293056 = -2121089.401420 nChanged 17 SP:Iteration 49Q (3553.490000 sec): 3 clusters Score: Raw -2124295.655293 + Penalty 3192.293056 = -2121103.362237 nChanged 13 SP:Iteration 50Q (3553.800000 sec): 3 clusters Score: Raw -2124307.773173 + Penalty 3192.293056 = -2121115.480117 nChanged 11 SP:Iteration 51Q (3554.080000 sec): 3 clusters Score: Raw -2124317.304128 + Penalty 3192.293056 = -2121125.011072 nChanged 11 SP:Iteration 52Q (3554.330000 sec): 3 clusters Score: Raw -2124327.348650 + Penalty 3192.293056 = -2121135.055594 nChanged 9 SP:Iteration 53Q (3554.640000 sec): 3 clusters Score: Raw -2124334.221036 + Penalty 3192.293056 = -2121141.927980 nChanged 4 SP:Iteration 54Q (3554.920000 sec): 3 clusters Score: Raw -2124336.729098 + Penalty 3192.293056 = -2121144.436041 nChanged 4 SP:Iteration 55Q (3555.190000 sec): 3 clusters Score: Raw -2124341.565792 + Penalty 3192.293056 = -2121149.272735 nChanged 3 SP:Iteration 56Q (3555.420000 sec): 3 clusters Score: Raw -2124343.276423 + Penalty 3192.293056 = -2121150.983366 nChanged 3 SP:Iteration 57Q (3555.670000 sec): 3 clusters Score: Raw -2124345.916643 + Penalty 3192.293056 = -2121153.623587 nChanged 4 SP:Iteration 58Q (3555.970000 sec): 3 clusters Score: Raw -2124350.182693 + Penalty 3192.293056 = -2121157.889637 nChanged 3 SP:Iteration 59Q (3556.210000 sec): 3 clusters Score: Raw -2124352.735780 + Penalty 3192.293056 = -2121160.442724 nChanged 3 SP:Iteration 60F (3556.530000 sec): 3 clusters Score: Raw -2124354.397295 + Penalty 3192.293056 = -2121162.104238 nChanged 1 SP:Iteration 61Q (3556.800000 sec): 3 clusters Score: Raw -2124354.981947 + Penalty 3192.293056 = -2121162.688890 nChanged 0 SP:Iteration 62F (3557.090000 sec): 3 clusters Score: Raw -2124354.981947 + Penalty 3192.293056 = -2121162.688890 nChanged 0 Iteration 59Q (3573.440000 sec): 30 clusters Score: Raw -51061640.878549 + Penalty 61461.257507 = -51000179.621042 nChanged 505 Iteration 60F (3603.160000 sec): 30 clusters Score: Raw -51061697.008943 + Penalty 61461.257507 = -51000235.751435 nChanged 168 Iteration 61Q (3620.860000 sec): 30 clusters Score: Raw -51061747.124462 + Penalty 61461.257507 = -51000285.866955 nChanged 125 Iteration 62Q (3645.170000 sec): 30 clusters Score: Raw -51061771.713336 + Penalty 61461.257507 = -51000310.455828 nChanged 104 Iteration 63Q (3661.200000 sec): 30 clusters Score: Raw -51061787.673963 + Penalty 61461.257507 = -51000326.416456 nChanged 77 Iteration 64Q (3676.840000 sec): 30 clusters Score: Raw -51061832.066089 + Penalty 61461.257507 = -51000370.808582 nChanged 69 Iteration 65Q (3692.400000 sec): 30 clusters Score: Raw -51061839.632566 + Penalty 61461.257507 = -51000378.375059 nChanged 58 Iteration 66Q (3707.870000 sec): 30 clusters Score: Raw -51061846.404064 + Penalty 61461.257507 = -51000385.146557 nChanged 55 Iteration 67Q (3723.700000 sec): 30 clusters Score: Raw -51061851.300361 + Penalty 61461.257507 = -51000390.042854 nChanged 54 Iteration 68Q (3739.650000 sec): 30 clusters Score: Raw -51061855.602149 + Penalty 61461.257507 = -51000394.344641 nChanged 41 Iteration 69Q (3755.750000 sec): 30 clusters Score: Raw -51061857.885741 + Penalty 61461.257507 = -51000396.628233 nChanged 34 Iteration 70Q (3774.920000 sec): 30 clusters Score: Raw -51061859.693551 + Penalty 61461.257507 = -51000398.436044 nChanged 37 Iteration 71Q (3791.400000 sec): 30 clusters Score: Raw -51061861.868530 + Penalty 61461.257507 = -51000400.611022 nChanged 33 Iteration 72Q (3808.990000 sec): 30 clusters Score: Raw -51061863.768367 + Penalty 61461.257507 = -51000402.510860 nChanged 41 Iteration 73Q (3826.450000 sec): 30 clusters Score: Raw -51061865.702562 + Penalty 61461.257507 = -51000404.445055 nChanged 29 Iteration 74Q (3843.930000 sec): 30 clusters Score: Raw -51061867.119980 + Penalty 61461.257507 = -51000405.862473 nChanged 26 Iteration 75Q (3860.510000 sec): 30 clusters Score: Raw -51061868.614275 + Penalty 61461.257507 = -51000407.356767 nChanged 28 Iteration 76Q (3878.300000 sec): 30 clusters Score: Raw -51061870.116455 + Penalty 61461.257507 = -51000408.858947 nChanged 20 Iteration 77Q (3895.160000 sec): 30 clusters Score: Raw -51061871.470175 + Penalty 61461.257507 = -51000410.212668 nChanged 24 Iteration 78Q (3914.260000 sec): 30 clusters Score: Raw -51061873.439852 + Penalty 61461.257507 = -51000412.182345 nChanged 22 Iteration 79Q (3931.070000 sec): 30 clusters Score: Raw -51061874.528573 + Penalty 61461.257507 = -51000413.271066 nChanged 17 Iteration 80F (3959.570000 sec): 30 clusters Score: Raw -51061875.431215 + Penalty 61461.257507 = -51000414.173708 nChanged 17 Iteration 81Q (3976.850000 sec): 30 clusters Score: Raw -51061876.623127 + Penalty 61461.257507 = -51000415.365620 nChanged 14 Iteration 82Q (3995.020000 sec): 30 clusters Score: Raw -51061877.386329 + Penalty 61461.257507 = -51000416.128822 nChanged 17 Iteration 83Q (4012.190000 sec): 30 clusters Score: Raw -51061878.373991 + Penalty 61461.257507 = -51000417.116483 nChanged 13 Iteration 84Q (4029.400000 sec): 30 clusters Score: Raw -51061879.096532 + Penalty 61461.257507 = -51000417.839025 nChanged 17 Iteration 85Q (4046.420000 sec): 30 clusters Score: Raw -51061880.787357 + Penalty 61461.257507 = -51000419.529849 nChanged 25 Iteration 86Q (4065.800000 sec): 30 clusters Score: Raw -51061883.716104 + Penalty 61461.257507 = -51000422.458597 nChanged 31 Iteration 87Q (4082.680000 sec): 30 clusters Score: Raw -51061886.035610 + Penalty 61461.257507 = -51000424.778103 nChanged 31 Iteration 88Q (4099.230000 sec): 30 clusters Score: Raw -51061889.362760 + Penalty 61461.257507 = -51000428.105253 nChanged 33 Iteration 89Q (4115.990000 sec): 30 clusters Score: Raw -51061891.418674 + Penalty 61461.257507 = -51000430.161166 nChanged 20 Iteration 90Q (4132.520000 sec): 30 clusters Score: Raw -51061893.244412 + Penalty 61461.257507 = -51000431.986905 nChanged 20 Iteration 91Q (4149.470000 sec): 30 clusters Score: Raw -51061894.951707 + Penalty 61461.257507 = -51000433.694200 nChanged 19 Iteration 92Q (4166.670000 sec): 30 clusters Score: Raw -51061895.998669 + Penalty 61461.257507 = -51000434.741162 nChanged 18 Iteration 93Q (4184.330000 sec): 30 clusters Score: Raw -51061897.074002 + Penalty 61461.257507 = -51000435.816495 nChanged 16 Iteration 94Q (4206.470000 sec): 30 clusters Score: Raw -51061897.809349 + Penalty 61461.257507 = -51000436.551842 nChanged 15 Iteration 95Q (4223.400000 sec): 30 clusters Score: Raw -51061898.298610 + Penalty 61461.257507 = -51000437.041103 nChanged 11 Iteration 96Q (4240.490000 sec): 30 clusters Score: Raw -51061898.748260 + Penalty 61461.257507 = -51000437.490753 nChanged 9 Iteration 97Q (4257.640000 sec): 30 clusters Score: Raw -51061898.997253 + Penalty 61461.257507 = -51000437.739746 nChanged 2 Iteration 98Q (4274.750000 sec): 30 clusters Score: Raw -51061899.024515 + Penalty 61461.257507 = -51000437.767007 nChanged 1 Writing temp clu file Because OldScore, -51000437.739746, is greater than current (better) Score,-51000437.767007 Compute initial score before splitting: Score: Raw -51061899.024515 + Penalty 61461.257507 = -51000437.767007 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 1 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4275.020000 sec): 2 clusters Score: Raw -84343.209990 + Penalty 1071.146981 = -83272.063008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4275.270000 sec): 3 clusters Score: Raw -84174.475976 + Penalty 2142.293963 = -82032.182013 nChanged 185 SP:Iteration 1F (4275.440000 sec): 3 clusters Score: Raw -84375.410692 + Penalty 2142.293963 = -82233.116729 nChanged 45 SP:Iteration 2F (4275.680000 sec): 3 clusters Score: Raw -84418.086285 + Penalty 2142.293963 = -82275.792322 nChanged 23 SP:Iteration 3Q (4275.810000 sec): 3 clusters Score: Raw -84437.480837 + Penalty 2142.293963 = -82295.186875 nChanged 15 SP:Iteration 4Q (4276.010000 sec): 3 clusters Score: Raw -84458.891682 + Penalty 2142.293963 = -82316.597719 nChanged 9 SP:Iteration 5Q (4276.200000 sec): 3 clusters Score: Raw -84468.542689 + Penalty 2142.293963 = -82326.248726 nChanged 6 SP:Iteration 6Q (4276.420000 sec): 3 clusters Score: Raw -84479.378224 + Penalty 2142.293963 = -82337.084261 nChanged 6 SP:Iteration 7Q (4276.570000 sec): 3 clusters Score: Raw -84484.263492 + Penalty 2142.293963 = -82341.969529 nChanged 4 SP:Iteration 8Q (4276.710000 sec): 3 clusters Score: Raw -84488.620940 + Penalty 2142.293963 = -82346.326977 nChanged 3 SP:Iteration 9Q (4276.950000 sec): 3 clusters Score: Raw -84490.632030 + Penalty 2142.293963 = -82348.338067 nChanged 3 SP:Iteration 10Q (4277.140000 sec): 3 clusters Score: Raw -84493.780708 + Penalty 2142.293963 = -82351.486745 nChanged 3 SP:Iteration 11Q (4277.290000 sec): 3 clusters Score: Raw -84496.850673 + Penalty 2142.293963 = -82354.556710 nChanged 1 SP:Iteration 12Q (4277.480000 sec): 3 clusters Score: Raw -84498.651870 + Penalty 2142.293963 = -82356.357907 nChanged 2 SP:Iteration 13Q (4277.630000 sec): 3 clusters Score: Raw -84500.419207 + Penalty 2142.293963 = -82358.125244 nChanged 1 SP:Iteration 14Q (4277.780000 sec): 3 clusters Score: Raw -84501.608889 + Penalty 2142.293963 = -82359.314926 nChanged 2 SP:Iteration 15Q (4277.950000 sec): 3 clusters Score: Raw -84504.386755 + Penalty 2142.293963 = -82362.092792 nChanged 3 SP:Iteration 16Q (4278.110000 sec): 3 clusters Score: Raw -84507.188097 + Penalty 2142.293963 = -82364.894134 nChanged 2 SP:Iteration 17Q (4278.280000 sec): 3 clusters Score: Raw -84514.563842 + Penalty 2142.293963 = -82372.269879 nChanged 3 SP:Iteration 18Q (4278.460000 sec): 3 clusters Score: Raw -84517.382661 + Penalty 2142.293963 = -82375.088698 nChanged 1 SP:Iteration 19Q (4278.660000 sec): 3 clusters Score: Raw -84518.243815 + Penalty 2142.293963 = -82375.949852 nChanged 1 SP:Iteration 20F (4278.810000 sec): 3 clusters Score: Raw -84519.041402 + Penalty 2142.293963 = -82376.747439 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 2 (30260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4279.080000 sec): 2 clusters Score: Raw -3484083.802154 + Penalty 1676.607073 = -3482407.195081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4279.460000 sec): 3 clusters Score: Raw -3465476.911035 + Penalty 3353.214146 = -3462123.696889 nChanged 13795 SP:Iteration 1F (4279.800000 sec): 3 clusters Score: Raw -3473199.253244 + Penalty 3353.214146 = -3469846.039099 nChanged 1312 SP:Iteration 2Q (4280.220000 sec): 3 clusters Score: Raw -3473614.977945 + Penalty 3353.214146 = -3470261.763799 nChanged 1366 SP:Iteration 3Q (4280.560000 sec): 3 clusters Score: Raw -3474104.452141 + Penalty 3353.214146 = -3470751.237995 nChanged 1514 SP:Iteration 4F (4280.900000 sec): 3 clusters Score: Raw -3474765.808334 + Penalty 3353.214146 = -3471412.594189 nChanged 1736 SP:Iteration 5F (4281.240000 sec): 3 clusters Score: Raw -3475696.849022 + Penalty 3353.214146 = -3472343.634877 nChanged 1990 SP:Iteration 6F (4281.600000 sec): 3 clusters Score: Raw -3477014.948782 + Penalty 3353.214146 = -3473661.734636 nChanged 2236 SP:Iteration 7F (4281.900000 sec): 3 clusters Score: Raw -3478822.568197 + Penalty 3353.214146 = -3475469.354051 nChanged 2164 SP:Iteration 8F (4282.280000 sec): 3 clusters Score: Raw -3480806.366767 + Penalty 3353.214146 = -3477453.152621 nChanged 1733 SP:Iteration 9F (4282.620000 sec): 3 clusters Score: Raw -3482445.498129 + Penalty 3353.214146 = -3479092.283983 nChanged 1082 SP:Iteration 10Q (4282.940000 sec): 3 clusters Score: Raw -3483430.228497 + Penalty 3353.214146 = -3480077.014351 nChanged 529 SP:Iteration 11Q (4283.280000 sec): 3 clusters Score: Raw -3483881.137073 + Penalty 3353.214146 = -3480527.922927 nChanged 227 SP:Iteration 12Q (4283.640000 sec): 3 clusters Score: Raw -3484091.376189 + Penalty 3353.214146 = -3480738.162043 nChanged 100 SP:Iteration 13Q (4283.990000 sec): 3 clusters Score: Raw -3484200.689550 + Penalty 3353.214146 = -3480847.475405 nChanged 44 SP:Iteration 14Q (4284.290000 sec): 3 clusters Score: Raw -3484243.746181 + Penalty 3353.214146 = -3480890.532035 nChanged 22 SP:Iteration 15Q (4284.600000 sec): 3 clusters Score: Raw -3484270.231165 + Penalty 3353.214146 = -3480917.017020 nChanged 17 SP:Iteration 16Q (4284.960000 sec): 3 clusters Score: Raw -3484292.071343 + Penalty 3353.214146 = -3480938.857197 nChanged 10 SP:Iteration 17Q (4285.300000 sec): 3 clusters Score: Raw -3484304.800329 + Penalty 3353.214146 = -3480951.586184 nChanged 3 SP:Iteration 18Q (4285.600000 sec): 3 clusters Score: Raw -3484306.668795 + Penalty 3353.214146 = -3480953.454650 nChanged 1 SP:Iteration 19Q (4286.030000 sec): 3 clusters Score: Raw -3484308.244491 + Penalty 3353.214146 = -3480955.030345 nChanged 1 SP:Iteration 20F (4286.390000 sec): 3 clusters Score: Raw -3484309.033450 + Penalty 3353.214146 = -3480955.819304 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 3 (21732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4286.650000 sec): 2 clusters Score: Raw -2501686.687157 + Penalty 1622.812930 = -2500063.874227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4286.920000 sec): 3 clusters Score: Raw -2488639.271658 + Penalty 3245.625860 = -2485393.645798 nChanged 9787 SP:Iteration 1F (4287.250000 sec): 3 clusters Score: Raw -2493994.694399 + Penalty 3245.625860 = -2490749.068539 nChanged 1099 SP:Iteration 2F (4287.580000 sec): 3 clusters Score: Raw -2494382.050502 + Penalty 3245.625860 = -2491136.424642 nChanged 1033 SP:Iteration 3Q (4287.940000 sec): 3 clusters Score: Raw -2494782.405825 + Penalty 3245.625860 = -2491536.779965 nChanged 1076 SP:Iteration 4Q (4288.320000 sec): 3 clusters Score: Raw -2495245.052988 + Penalty 3245.625860 = -2491999.427128 nChanged 1173 SP:Iteration 5F (4288.640000 sec): 3 clusters Score: Raw -2495884.412917 + Penalty 3245.625860 = -2492638.787057 nChanged 1387 SP:Iteration 6F (4288.950000 sec): 3 clusters Score: Raw -2496817.652430 + Penalty 3245.625860 = -2493572.026570 nChanged 1494 SP:Iteration 7F (4289.290000 sec): 3 clusters Score: Raw -2497945.312110 + Penalty 3245.625860 = -2494699.686250 nChanged 1396 SP:Iteration 8F (4289.570000 sec): 3 clusters Score: Raw -2499116.319696 + Penalty 3245.625860 = -2495870.693836 nChanged 1196 SP:Iteration 9F (4289.880000 sec): 3 clusters Score: Raw -2500154.758543 + Penalty 3245.625860 = -2496909.132683 nChanged 857 SP:Iteration 10Q (4290.240000 sec): 3 clusters Score: Raw -2500919.198831 + Penalty 3245.625860 = -2497673.572971 nChanged 513 SP:Iteration 11Q (4290.550000 sec): 3 clusters Score: Raw -2501381.102795 + Penalty 3245.625860 = -2498135.476935 nChanged 261 SP:Iteration 12Q (4290.880000 sec): 3 clusters Score: Raw -2501622.888759 + Penalty 3245.625860 = -2498377.262899 nChanged 113 SP:Iteration 13Q (4291.200000 sec): 3 clusters Score: Raw -2501727.404081 + Penalty 3245.625860 = -2498481.778221 nChanged 67 SP:Iteration 14Q (4291.530000 sec): 3 clusters Score: Raw -2501791.420035 + Penalty 3245.625860 = -2498545.794175 nChanged 28 SP:Iteration 15Q (4291.790000 sec): 3 clusters Score: Raw -2501822.591960 + Penalty 3245.625860 = -2498576.966100 nChanged 14 SP:Iteration 16Q (4292.100000 sec): 3 clusters Score: Raw -2501835.395582 + Penalty 3245.625860 = -2498589.769722 nChanged 6 SP:Iteration 17Q (4292.370000 sec): 3 clusters Score: Raw -2501842.043784 + Penalty 3245.625860 = -2498596.417924 nChanged 5 SP:Iteration 18Q (4292.670000 sec): 3 clusters Score: Raw -2501848.476793 + Penalty 3245.625860 = -2498602.850933 nChanged 4 SP:Iteration 19Q (4293.020000 sec): 3 clusters Score: Raw -2501852.410975 + Penalty 3245.625860 = -2498606.785115 nChanged 4 SP:Iteration 20F (4293.250000 sec): 3 clusters Score: Raw -2501856.263122 + Penalty 3245.625860 = -2498610.637262 nChanged 2 SP:Iteration 21Q (4293.550000 sec): 3 clusters Score: Raw -2501858.394274 + Penalty 3245.625860 = -2498612.768414 nChanged 1 SP:Iteration 22Q (4293.860000 sec): 3 clusters Score: Raw -2501859.126823 + Penalty 3245.625860 = -2498613.500963 nChanged 1 SP:Iteration 23Q (4294.100000 sec): 3 clusters Score: Raw -2501859.894234 + Penalty 3245.625860 = -2498614.268374 nChanged 0 SP:Iteration 24F (4294.390000 sec): 3 clusters Score: Raw -2501859.894234 + Penalty 3245.625860 = -2498614.268374 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 4 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4294.520000 sec): 2 clusters Score: Raw -48278.708167 + Penalty 1004.924195 = -47273.783972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4294.690000 sec): 3 clusters Score: Raw -48274.346154 + Penalty 2009.848390 = -46264.497765 nChanged 126 SP:Iteration 1F (4294.840000 sec): 3 clusters Score: Raw -48555.422820 + Penalty 2009.848390 = -46545.574431 nChanged 34 SP:Iteration 2F (4294.980000 sec): 3 clusters Score: Raw -48646.826512 + Penalty 2009.848390 = -46636.978122 nChanged 32 SP:Iteration 3F (4295.160000 sec): 3 clusters Score: Raw -48712.115053 + Penalty 2009.848390 = -46702.266664 nChanged 17 SP:Iteration 4Q (4295.300000 sec): 3 clusters Score: Raw -48753.753015 + Penalty 2009.848390 = -46743.904625 nChanged 13 SP:Iteration 5Q (4295.430000 sec): 3 clusters Score: Raw -48774.218489 + Penalty 2009.848390 = -46764.370100 nChanged 4 SP:Iteration 6Q (4295.640000 sec): 3 clusters Score: Raw -48786.473228 + Penalty 2009.848390 = -46776.624839 nChanged 5 SP:Iteration 7Q (4295.810000 sec): 3 clusters Score: Raw -48802.368165 + Penalty 2009.848390 = -46792.519776 nChanged 6 SP:Iteration 8Q (4295.980000 sec): 3 clusters Score: Raw -48816.941551 + Penalty 2009.848390 = -46807.093161 nChanged 2 SP:Iteration 9Q (4296.120000 sec): 3 clusters Score: Raw -48819.632180 + Penalty 2009.848390 = -46809.783790 nChanged 1 SP:Iteration 10Q (4296.260000 sec): 3 clusters Score: Raw -48820.613112 + Penalty 2009.848390 = -46810.764722 nChanged 2 SP:Iteration 11Q (4296.440000 sec): 3 clusters Score: Raw -48823.277689 + Penalty 2009.848390 = -46813.429300 nChanged 0 SP:Iteration 12F (4296.630000 sec): 3 clusters Score: Raw -48823.277689 + Penalty 2009.848390 = -46813.429300 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 5 (2014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4296.720000 sec): 2 clusters Score: Raw -217307.664323 + Penalty 1236.280187 = -216071.384136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4296.880000 sec): 3 clusters Score: Raw -216409.170456 + Penalty 2472.560374 = -213936.610082 nChanged 726 SP:Iteration 1F (4297.030000 sec): 3 clusters Score: Raw -216864.070173 + Penalty 2472.560374 = -214391.509800 nChanged 153 SP:Iteration 2F (4297.220000 sec): 3 clusters Score: Raw -216973.990899 + Penalty 2472.560374 = -214501.430525 nChanged 99 SP:Iteration 3Q (4297.400000 sec): 3 clusters Score: Raw -217055.982998 + Penalty 2472.560374 = -214583.422624 nChanged 79 SP:Iteration 4Q (4297.560000 sec): 3 clusters Score: Raw -217113.477829 + Penalty 2472.560374 = -214640.917455 nChanged 53 SP:Iteration 5Q (4297.740000 sec): 3 clusters Score: Raw -217151.270325 + Penalty 2472.560374 = -214678.709951 nChanged 57 SP:Iteration 6Q (4297.910000 sec): 3 clusters Score: Raw -217188.095291 + Penalty 2472.560374 = -214715.534917 nChanged 46 SP:Iteration 7Q (4298.100000 sec): 3 clusters Score: Raw -217216.495083 + Penalty 2472.560374 = -214743.934709 nChanged 49 SP:Iteration 8Q (4298.290000 sec): 3 clusters Score: Raw -217252.118840 + Penalty 2472.560374 = -214779.558466 nChanged 38 SP:Iteration 9Q (4298.450000 sec): 3 clusters Score: Raw -217277.261631 + Penalty 2472.560374 = -214804.701257 nChanged 32 SP:Iteration 10Q (4298.660000 sec): 3 clusters Score: Raw -217300.664827 + Penalty 2472.560374 = -214828.104453 nChanged 40 SP:Iteration 11Q (4298.850000 sec): 3 clusters Score: Raw -217327.705220 + Penalty 2472.560374 = -214855.144847 nChanged 39 SP:Iteration 12Q (4299.040000 sec): 3 clusters Score: Raw -217355.379446 + Penalty 2472.560374 = -214882.819072 nChanged 34 SP:Iteration 13Q (4299.220000 sec): 3 clusters Score: Raw -217376.025606 + Penalty 2472.560374 = -214903.465232 nChanged 27 SP:Iteration 14Q (4299.410000 sec): 3 clusters Score: Raw -217396.347633 + Penalty 2472.560374 = -214923.787260 nChanged 26 SP:Iteration 15Q (4299.550000 sec): 3 clusters Score: Raw -217415.941190 + Penalty 2472.560374 = -214943.380816 nChanged 29 SP:Iteration 16Q (4299.710000 sec): 3 clusters Score: Raw -217437.421162 + Penalty 2472.560374 = -214964.860788 nChanged 26 SP:Iteration 17Q (4299.860000 sec): 3 clusters Score: Raw -217458.562846 + Penalty 2472.560374 = -214986.002472 nChanged 26 SP:Iteration 18Q (4299.960000 sec): 3 clusters Score: Raw -217474.479348 + Penalty 2472.560374 = -215001.918974 nChanged 16 SP:Iteration 19Q (4300.200000 sec): 3 clusters Score: Raw -217482.232987 + Penalty 2472.560374 = -215009.672613 nChanged 6 SP:Iteration 20F (4300.350000 sec): 3 clusters Score: Raw -217485.510814 + Penalty 2472.560374 = -215012.950441 nChanged 7 SP:Iteration 21Q (4300.530000 sec): 3 clusters Score: Raw -217489.126804 + Penalty 2472.560374 = -215016.566430 nChanged 6 SP:Iteration 22Q (4300.700000 sec): 3 clusters Score: Raw -217492.300025 + Penalty 2472.560374 = -215019.739651 nChanged 7 SP:Iteration 23Q (4300.860000 sec): 3 clusters Score: Raw -217495.770925 + Penalty 2472.560374 = -215023.210551 nChanged 6 SP:Iteration 24Q (4301.060000 sec): 3 clusters Score: Raw -217498.661964 + Penalty 2472.560374 = -215026.101590 nChanged 8 SP:Iteration 25Q (4301.260000 sec): 3 clusters Score: Raw -217503.386069 + Penalty 2472.560374 = -215030.825696 nChanged 18 SP:Iteration 26Q (4301.420000 sec): 3 clusters Score: Raw -217514.002506 + Penalty 2472.560374 = -215041.442132 nChanged 18 SP:Iteration 27Q (4301.620000 sec): 3 clusters Score: Raw -217527.145645 + Penalty 2472.560374 = -215054.585271 nChanged 19 SP:Iteration 28Q (4301.830000 sec): 3 clusters Score: Raw -217539.577021 + Penalty 2472.560374 = -215067.016647 nChanged 19 SP:Iteration 29Q (4302.040000 sec): 3 clusters Score: Raw -217553.881806 + Penalty 2472.560374 = -215081.321432 nChanged 20 SP:Iteration 30Q (4302.190000 sec): 3 clusters Score: Raw -217572.073516 + Penalty 2472.560374 = -215099.513142 nChanged 18 SP:Iteration 31Q (4302.370000 sec): 3 clusters Score: Raw -217590.212832 + Penalty 2472.560374 = -215117.652458 nChanged 20 SP:Iteration 32Q (4302.530000 sec): 3 clusters Score: Raw -217607.866484 + Penalty 2472.560374 = -215135.306110 nChanged 19 SP:Iteration 33Q (4302.690000 sec): 3 clusters Score: Raw -217621.727986 + Penalty 2472.560374 = -215149.167612 nChanged 20 SP:Iteration 34Q (4302.870000 sec): 3 clusters Score: Raw -217633.417680 + Penalty 2472.560374 = -215160.857306 nChanged 15 SP:Iteration 35Q (4303.090000 sec): 3 clusters Score: Raw -217644.347525 + Penalty 2472.560374 = -215171.787151 nChanged 15 SP:Iteration 36Q (4303.300000 sec): 3 clusters Score: Raw -217654.377731 + Penalty 2472.560374 = -215181.817357 nChanged 14 SP:Iteration 37Q (4303.490000 sec): 3 clusters Score: Raw -217662.500651 + Penalty 2472.560374 = -215189.940277 nChanged 13 SP:Iteration 38Q (4303.680000 sec): 3 clusters Score: Raw -217669.936835 + Penalty 2472.560374 = -215197.376461 nChanged 9 SP:Iteration 39Q (4303.840000 sec): 3 clusters Score: Raw -217673.244802 + Penalty 2472.560374 = -215200.684428 nChanged 5 SP:Iteration 40F (4303.970000 sec): 3 clusters Score: Raw -217675.046781 + Penalty 2472.560374 = -215202.486407 nChanged 5 SP:Iteration 41Q (4304.130000 sec): 3 clusters Score: Raw -217676.407527 + Penalty 2472.560374 = -215203.847153 nChanged 3 SP:Iteration 42Q (4304.300000 sec): 3 clusters Score: Raw -217677.048136 + Penalty 2472.560374 = -215204.487762 nChanged 0 SP:Iteration 43F (4304.480000 sec): 3 clusters Score: Raw -217677.048136 + Penalty 2472.560374 = -215204.487762 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 6 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4304.560000 sec): 2 clusters Score: Raw -27833.030749 + Penalty 926.864652 = -26906.166096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4304.780000 sec): 3 clusters Score: Raw -27914.980757 + Penalty 1853.729304 = -26061.251453 nChanged 86 SP:Iteration 1F (4304.980000 sec): 3 clusters Score: Raw -28105.128955 + Penalty 1853.729304 = -26251.399650 nChanged 23 SP:Iteration 2F (4305.160000 sec): 3 clusters Score: Raw -28163.793862 + Penalty 1853.729304 = -26310.064557 nChanged 13 SP:Iteration 3Q (4305.300000 sec): 3 clusters Score: Raw -28197.301793 + Penalty 1853.729304 = -26343.572489 nChanged 6 SP:Iteration 4Q (4305.430000 sec): 3 clusters Score: Raw -28217.413696 + Penalty 1853.729304 = -26363.684392 nChanged 6 SP:Iteration 5Q (4305.620000 sec): 3 clusters Score: Raw -28235.777126 + Penalty 1853.729304 = -26382.047822 nChanged 2 SP:Iteration 6Q (4305.830000 sec): 3 clusters Score: Raw -28238.025980 + Penalty 1853.729304 = -26384.296675 nChanged 1 SP:Iteration 7Q (4306.080000 sec): 3 clusters Score: Raw -28239.088737 + Penalty 1853.729304 = -26385.359432 nChanged 4 SP:Iteration 8Q (4306.260000 sec): 3 clusters Score: Raw -28251.022523 + Penalty 1853.729304 = -26397.293219 nChanged 4 SP:Iteration 9Q (4306.440000 sec): 3 clusters Score: Raw -28263.669017 + Penalty 1853.729304 = -26409.939713 nChanged 2 SP:Iteration 10Q (4306.620000 sec): 3 clusters Score: Raw -28268.553634 + Penalty 1853.729304 = -26414.824330 nChanged 2 SP:Iteration 11Q (4306.800000 sec): 3 clusters Score: Raw -28274.479643 + Penalty 1853.729304 = -26420.750339 nChanged 4 SP:Iteration 12Q (4306.960000 sec): 3 clusters Score: Raw -28286.409498 + Penalty 1853.729304 = -26432.680193 nChanged 1 SP:Iteration 13Q (4307.130000 sec): 3 clusters Score: Raw -28294.279998 + Penalty 1853.729304 = -26440.550693 nChanged 2 SP:Iteration 14Q (4307.290000 sec): 3 clusters Score: Raw -28300.784620 + Penalty 1853.729304 = -26447.055316 nChanged 3 SP:Iteration 15Q (4307.460000 sec): 3 clusters Score: Raw -28308.168225 + Penalty 1853.729304 = -26454.438921 nChanged 1 SP:Iteration 16Q (4307.630000 sec): 3 clusters Score: Raw -28309.896892 + Penalty 1853.729304 = -26456.167588 nChanged 0 SP:Iteration 17F (4307.860000 sec): 3 clusters Score: Raw -28309.896892 + Penalty 1853.729304 = -26456.167588 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 7 (9708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4307.980000 sec): 2 clusters Score: Raw -1121984.362510 + Penalty 1491.864655 = -1120492.497855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4308.220000 sec): 3 clusters Score: Raw -1116514.803134 + Penalty 2983.729309 = -1113531.073825 nChanged 4150 SP:Iteration 1F (4308.510000 sec): 3 clusters Score: Raw -1118713.877488 + Penalty 2983.729309 = -1115730.148179 nChanged 566 SP:Iteration 2F (4308.760000 sec): 3 clusters Score: Raw -1118928.522955 + Penalty 2983.729309 = -1115944.793646 nChanged 448 SP:Iteration 3Q (4308.960000 sec): 3 clusters Score: Raw -1119084.294762 + Penalty 2983.729309 = -1116100.565452 nChanged 366 SP:Iteration 4Q (4309.200000 sec): 3 clusters Score: Raw -1119211.912354 + Penalty 2983.729309 = -1116228.183045 nChanged 300 SP:Iteration 5Q (4309.400000 sec): 3 clusters Score: Raw -1119320.155988 + Penalty 2983.729309 = -1116336.426679 nChanged 300 SP:Iteration 6Q (4309.600000 sec): 3 clusters Score: Raw -1119419.776986 + Penalty 2983.729309 = -1116436.047677 nChanged 271 SP:Iteration 7Q (4309.810000 sec): 3 clusters Score: Raw -1119516.608236 + Penalty 2983.729309 = -1116532.878927 nChanged 275 SP:Iteration 8Q (4310.050000 sec): 3 clusters Score: Raw -1119644.443869 + Penalty 2983.729309 = -1116660.714560 nChanged 313 SP:Iteration 9Q (4310.230000 sec): 3 clusters Score: Raw -1119784.098453 + Penalty 2983.729309 = -1116800.369144 nChanged 340 SP:Iteration 10Q (4310.510000 sec): 3 clusters Score: Raw -1119961.800962 + Penalty 2983.729309 = -1116978.071652 nChanged 405 SP:Iteration 11Q (4310.760000 sec): 3 clusters Score: Raw -1120227.457909 + Penalty 2983.729309 = -1117243.728600 nChanged 448 SP:Iteration 12Q (4311.040000 sec): 3 clusters Score: Raw -1120538.680238 + Penalty 2983.729309 = -1117554.950929 nChanged 459 SP:Iteration 13Q (4311.220000 sec): 3 clusters Score: Raw -1120858.716340 + Penalty 2983.729309 = -1117874.987031 nChanged 422 SP:Iteration 14Q (4311.470000 sec): 3 clusters Score: Raw -1121119.241122 + Penalty 2983.729309 = -1118135.511813 nChanged 352 SP:Iteration 15Q (4311.700000 sec): 3 clusters Score: Raw -1121338.874240 + Penalty 2983.729309 = -1118355.144930 nChanged 274 SP:Iteration 16Q (4311.900000 sec): 3 clusters Score: Raw -1121492.352763 + Penalty 2983.729309 = -1118508.623454 nChanged 228 SP:Iteration 17Q (4312.080000 sec): 3 clusters Score: Raw -1121607.415754 + Penalty 2983.729309 = -1118623.686444 nChanged 167 SP:Iteration 18Q (4312.270000 sec): 3 clusters Score: Raw -1121691.299314 + Penalty 2983.729309 = -1118707.570005 nChanged 129 SP:Iteration 19Q (4312.510000 sec): 3 clusters Score: Raw -1121735.457520 + Penalty 2983.729309 = -1118751.728210 nChanged 82 SP:Iteration 20F (4312.740000 sec): 3 clusters Score: Raw -1121766.104571 + Penalty 2983.729309 = -1118782.375262 nChanged 84 SP:Iteration 21Q (4312.960000 sec): 3 clusters Score: Raw -1121794.662939 + Penalty 2983.729309 = -1118810.933630 nChanged 78 SP:Iteration 22Q (4313.210000 sec): 3 clusters Score: Raw -1121815.176518 + Penalty 2983.729309 = -1118831.447209 nChanged 61 SP:Iteration 23Q (4313.440000 sec): 3 clusters Score: Raw -1121832.084669 + Penalty 2983.729309 = -1118848.355360 nChanged 62 SP:Iteration 24Q (4313.670000 sec): 3 clusters Score: Raw -1121849.383419 + Penalty 2983.729309 = -1118865.654110 nChanged 62 SP:Iteration 25Q (4313.900000 sec): 3 clusters Score: Raw -1121864.993062 + Penalty 2983.729309 = -1118881.263753 nChanged 53 SP:Iteration 26Q (4314.140000 sec): 3 clusters Score: Raw -1121876.671744 + Penalty 2983.729309 = -1118892.942435 nChanged 54 SP:Iteration 27Q (4314.360000 sec): 3 clusters Score: Raw -1121890.178691 + Penalty 2983.729309 = -1118906.449381 nChanged 53 SP:Iteration 28Q (4314.610000 sec): 3 clusters Score: Raw -1121905.152702 + Penalty 2983.729309 = -1118921.423392 nChanged 59 SP:Iteration 29Q (4314.820000 sec): 3 clusters Score: Raw -1121922.563579 + Penalty 2983.729309 = -1118938.834270 nChanged 63 SP:Iteration 30Q (4315.020000 sec): 3 clusters Score: Raw -1121943.643123 + Penalty 2983.729309 = -1118959.913814 nChanged 70 SP:Iteration 31Q (4315.290000 sec): 3 clusters Score: Raw -1121968.944023 + Penalty 2983.729309 = -1118985.214714 nChanged 73 SP:Iteration 32Q (4315.460000 sec): 3 clusters Score: Raw -1121995.604045 + Penalty 2983.729309 = -1119011.874736 nChanged 69 SP:Iteration 33Q (4315.750000 sec): 3 clusters Score: Raw -1122019.577500 + Penalty 2983.729309 = -1119035.848191 nChanged 64 SP:Iteration 34Q (4315.940000 sec): 3 clusters Score: Raw -1122043.892797 + Penalty 2983.729309 = -1119060.163488 nChanged 65 SP:Iteration 35Q (4316.190000 sec): 3 clusters Score: Raw -1122068.257715 + Penalty 2983.729309 = -1119084.528405 nChanged 64 SP:Iteration 36Q (4316.450000 sec): 3 clusters Score: Raw -1122088.831793 + Penalty 2983.729309 = -1119105.102484 nChanged 51 SP:Iteration 37Q (4316.690000 sec): 3 clusters Score: Raw -1122104.385447 + Penalty 2983.729309 = -1119120.656138 nChanged 52 SP:Iteration 38Q (4316.930000 sec): 3 clusters Score: Raw -1122118.750354 + Penalty 2983.729309 = -1119135.021045 nChanged 42 SP:Iteration 39Q (4317.220000 sec): 3 clusters Score: Raw -1122137.132900 + Penalty 2983.729309 = -1119153.403591 nChanged 48 SP:Iteration 40F (4317.390000 sec): 3 clusters Score: Raw -1122152.722338 + Penalty 2983.729309 = -1119168.993028 nChanged 46 SP:Iteration 41Q (4317.610000 sec): 3 clusters Score: Raw -1122164.158550 + Penalty 2983.729309 = -1119180.429241 nChanged 32 SP:Iteration 42Q (4317.850000 sec): 3 clusters Score: Raw -1122170.653215 + Penalty 2983.729309 = -1119186.923906 nChanged 23 SP:Iteration 43Q (4318.060000 sec): 3 clusters Score: Raw -1122174.805453 + Penalty 2983.729309 = -1119191.076144 nChanged 11 SP:Iteration 44Q (4318.270000 sec): 3 clusters Score: Raw -1122176.491970 + Penalty 2983.729309 = -1119192.762660 nChanged 14 SP:Iteration 45Q (4318.480000 sec): 3 clusters Score: Raw -1122178.690188 + Penalty 2983.729309 = -1119194.960879 nChanged 7 SP:Iteration 46Q (4318.690000 sec): 3 clusters Score: Raw -1122179.462097 + Penalty 2983.729309 = -1119195.732787 nChanged 6 SP:Iteration 47Q (4318.950000 sec): 3 clusters Score: Raw -1122180.261093 + Penalty 2983.729309 = -1119196.531783 nChanged 7 SP:Iteration 48Q (4319.180000 sec): 3 clusters Score: Raw -1122181.225040 + Penalty 2983.729309 = -1119197.495731 nChanged 8 SP:Iteration 49Q (4319.470000 sec): 3 clusters Score: Raw -1122182.585999 + Penalty 2983.729309 = -1119198.856689 nChanged 4 SP:Iteration 50Q (4319.710000 sec): 3 clusters Score: Raw -1122183.054606 + Penalty 2983.729309 = -1119199.325297 nChanged 2 SP:Iteration 51Q (4319.970000 sec): 3 clusters Score: Raw -1122183.723777 + Penalty 2983.729309 = -1119199.994467 nChanged 3 SP:Iteration 52Q (4320.190000 sec): 3 clusters Score: Raw -1122184.154204 + Penalty 2983.729309 = -1119200.424895 nChanged 1 SP:Iteration 53Q (4320.430000 sec): 3 clusters Score: Raw -1122184.211508 + Penalty 2983.729309 = -1119200.482199 nChanged 1 SP:Iteration 54Q (4320.610000 sec): 3 clusters Score: Raw -1122184.258792 + Penalty 2983.729309 = -1119200.529482 nChanged 1 SP:Iteration 55Q (4320.870000 sec): 3 clusters Score: Raw -1122184.462572 + Penalty 2983.729309 = -1119200.733263 nChanged 4 SP:Iteration 56Q (4321.080000 sec): 3 clusters Score: Raw -1122185.128866 + Penalty 2983.729309 = -1119201.399556 nChanged 2 SP:Iteration 57Q (4321.310000 sec): 3 clusters Score: Raw -1122185.370050 + Penalty 2983.729309 = -1119201.640740 nChanged 3 SP:Iteration 58Q (4321.590000 sec): 3 clusters Score: Raw -1122185.841874 + Penalty 2983.729309 = -1119202.112564 nChanged 2 SP:Iteration 59Q (4321.830000 sec): 3 clusters Score: Raw -1122186.027938 + Penalty 2983.729309 = -1119202.298629 nChanged 1 SP:Iteration 60F (4322.090000 sec): 3 clusters Score: Raw -1122186.095892 + Penalty 2983.729309 = -1119202.366583 nChanged 1 SP:Iteration 61Q (4322.400000 sec): 3 clusters Score: Raw -1122186.181459 + Penalty 2983.729309 = -1119202.452149 nChanged 1 SP:Iteration 62Q (4322.620000 sec): 3 clusters Score: Raw -1122186.284732 + Penalty 2983.729309 = -1119202.555423 nChanged 2 SP:Iteration 63Q (4322.880000 sec): 3 clusters Score: Raw -1122186.549240 + Penalty 2983.729309 = -1119202.819931 nChanged 5 SP:Iteration 64Q (4323.130000 sec): 3 clusters Score: Raw -1122187.144787 + Penalty 2983.729309 = -1119203.415477 nChanged 3 SP:Iteration 65Q (4323.450000 sec): 3 clusters Score: Raw -1122187.434062 + Penalty 2983.729309 = -1119203.704753 nChanged 2 SP:Iteration 66Q (4323.650000 sec): 3 clusters Score: Raw -1122187.599996 + Penalty 2983.729309 = -1119203.870687 nChanged 3 SP:Iteration 67Q (4323.850000 sec): 3 clusters Score: Raw -1122187.832890 + Penalty 2983.729309 = -1119204.103581 nChanged 2 SP:Iteration 68Q (4324.090000 sec): 3 clusters Score: Raw -1122188.135010 + Penalty 2983.729309 = -1119204.405701 nChanged 3 SP:Iteration 69Q (4324.310000 sec): 3 clusters Score: Raw -1122188.713005 + Penalty 2983.729309 = -1119204.983696 nChanged 3 SP:Iteration 70Q (4324.550000 sec): 3 clusters Score: Raw -1122189.043526 + Penalty 2983.729309 = -1119205.314217 nChanged 2 SP:Iteration 71Q (4324.770000 sec): 3 clusters Score: Raw -1122189.354717 + Penalty 2983.729309 = -1119205.625408 nChanged 2 SP:Iteration 72Q (4324.950000 sec): 3 clusters Score: Raw -1122189.541950 + Penalty 2983.729309 = -1119205.812641 nChanged 2 SP:Iteration 73Q (4325.140000 sec): 3 clusters Score: Raw -1122189.715251 + Penalty 2983.729309 = -1119205.985942 nChanged 0 SP:Iteration 74F (4325.350000 sec): 3 clusters Score: Raw -1122189.715251 + Penalty 2983.729309 = -1119205.985942 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 8 (3470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4325.450000 sec): 2 clusters Score: Raw -391897.474259 + Penalty 1324.685354 = -390572.788905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4325.620000 sec): 3 clusters Score: Raw -390178.515692 + Penalty 2649.370709 = -387529.144983 nChanged 1372 SP:Iteration 1F (4325.810000 sec): 3 clusters Score: Raw -390950.198678 + Penalty 2649.370709 = -388300.827970 nChanged 262 SP:Iteration 2F (4325.970000 sec): 3 clusters Score: Raw -391127.205222 + Penalty 2649.370709 = -388477.834513 nChanged 197 SP:Iteration 3F (4326.130000 sec): 3 clusters Score: Raw -391274.712252 + Penalty 2649.370709 = -388625.341543 nChanged 180 SP:Iteration 4F (4326.300000 sec): 3 clusters Score: Raw -391423.858825 + Penalty 2649.370709 = -388774.488116 nChanged 160 SP:Iteration 5Q (4326.470000 sec): 3 clusters Score: Raw -391574.265788 + Penalty 2649.370709 = -388924.895079 nChanged 156 SP:Iteration 6Q (4326.640000 sec): 3 clusters Score: Raw -391720.794177 + Penalty 2649.370709 = -389071.423468 nChanged 156 SP:Iteration 7Q (4326.770000 sec): 3 clusters Score: Raw -391835.267975 + Penalty 2649.370709 = -389185.897266 nChanged 128 SP:Iteration 8Q (4326.930000 sec): 3 clusters Score: Raw -391943.135382 + Penalty 2649.370709 = -389293.764673 nChanged 124 SP:Iteration 9Q (4327.080000 sec): 3 clusters Score: Raw -392036.199842 + Penalty 2649.370709 = -389386.829133 nChanged 121 SP:Iteration 10Q (4327.220000 sec): 3 clusters Score: Raw -392114.784103 + Penalty 2649.370709 = -389465.413395 nChanged 110 SP:Iteration 11Q (4327.420000 sec): 3 clusters Score: Raw -392195.468498 + Penalty 2649.370709 = -389546.097789 nChanged 104 SP:Iteration 12Q (4327.640000 sec): 3 clusters Score: Raw -392263.354678 + Penalty 2649.370709 = -389613.983969 nChanged 76 SP:Iteration 13Q (4327.760000 sec): 3 clusters Score: Raw -392306.054979 + Penalty 2649.370709 = -389656.684271 nChanged 65 SP:Iteration 14Q (4327.930000 sec): 3 clusters Score: Raw -392337.494836 + Penalty 2649.370709 = -389688.124127 nChanged 56 SP:Iteration 15Q (4328.130000 sec): 3 clusters Score: Raw -392363.752269 + Penalty 2649.370709 = -389714.381560 nChanged 38 SP:Iteration 16Q (4328.310000 sec): 3 clusters Score: Raw -392379.202482 + Penalty 2649.370709 = -389729.831774 nChanged 39 SP:Iteration 17Q (4328.490000 sec): 3 clusters Score: Raw -392397.968556 + Penalty 2649.370709 = -389748.597848 nChanged 32 SP:Iteration 18Q (4328.670000 sec): 3 clusters Score: Raw -392407.950839 + Penalty 2649.370709 = -389758.580130 nChanged 24 SP:Iteration 19Q (4328.860000 sec): 3 clusters Score: Raw -392415.682750 + Penalty 2649.370709 = -389766.312042 nChanged 17 SP:Iteration 20F (4329.030000 sec): 3 clusters Score: Raw -392420.609894 + Penalty 2649.370709 = -389771.239186 nChanged 12 SP:Iteration 21Q (4329.290000 sec): 3 clusters Score: Raw -392423.653931 + Penalty 2649.370709 = -389774.283223 nChanged 6 SP:Iteration 22Q (4329.480000 sec): 3 clusters Score: Raw -392426.130523 + Penalty 2649.370709 = -389776.759814 nChanged 5 SP:Iteration 23Q (4329.670000 sec): 3 clusters Score: Raw -392427.241364 + Penalty 2649.370709 = -389777.870655 nChanged 5 SP:Iteration 24Q (4329.830000 sec): 3 clusters Score: Raw -392428.273882 + Penalty 2649.370709 = -389778.903173 nChanged 1 SP:Iteration 25Q (4329.990000 sec): 3 clusters Score: Raw -392428.542111 + Penalty 2649.370709 = -389779.171403 nChanged 1 SP:Iteration 26Q (4330.180000 sec): 3 clusters Score: Raw -392429.051847 + Penalty 2649.370709 = -389779.681138 nChanged 0 SP:Iteration 27F (4330.330000 sec): 3 clusters Score: Raw -392429.051847 + Penalty 2649.370709 = -389779.681138 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 9 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.450000 sec): 2 clusters Score: Raw -71282.864256 + Penalty 1044.567107 = -70238.297149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.580000 sec): 3 clusters Score: Raw -71161.380571 + Penalty 2089.134214 = -69072.246357 nChanged 149 SP:Iteration 1F (4330.710000 sec): 3 clusters Score: Raw -71330.886200 + Penalty 2089.134214 = -69241.751986 nChanged 35 SP:Iteration 2F (4330.840000 sec): 3 clusters Score: Raw -71386.787633 + Penalty 2089.134214 = -69297.653419 nChanged 23 SP:Iteration 3Q (4330.990000 sec): 3 clusters Score: Raw -71418.631571 + Penalty 2089.134214 = -69329.497357 nChanged 19 SP:Iteration 4Q (4331.120000 sec): 3 clusters Score: Raw -71445.771915 + Penalty 2089.134214 = -69356.637701 nChanged 11 SP:Iteration 5Q (4331.250000 sec): 3 clusters Score: Raw -71465.056415 + Penalty 2089.134214 = -69375.922201 nChanged 11 SP:Iteration 6Q (4331.430000 sec): 3 clusters Score: Raw -71486.744363 + Penalty 2089.134214 = -69397.610150 nChanged 9 SP:Iteration 7Q (4331.570000 sec): 3 clusters Score: Raw -71504.529907 + Penalty 2089.134214 = -69415.395694 nChanged 12 SP:Iteration 8Q (4331.760000 sec): 3 clusters Score: Raw -71521.232064 + Penalty 2089.134214 = -69432.097851 nChanged 2 SP:Iteration 9Q (4331.900000 sec): 3 clusters Score: Raw -71522.820280 + Penalty 2089.134214 = -69433.686066 nChanged 1 SP:Iteration 10Q (4332.050000 sec): 3 clusters Score: Raw -71523.599950 + Penalty 2089.134214 = -69434.465736 nChanged 0 SP:Iteration 11F (4332.180000 sec): 3 clusters Score: Raw -71523.599950 + Penalty 2089.134214 = -69434.465736 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 10 (17880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4332.370000 sec): 2 clusters Score: Raw -2043301.684762 + Penalty 1591.108683 = -2041710.576079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4332.680000 sec): 3 clusters Score: Raw -2032574.919055 + Penalty 3182.217366 = -2029392.701690 nChanged 8056 SP:Iteration 1F (4333.010000 sec): 3 clusters Score: Raw -2036883.365789 + Penalty 3182.217366 = -2033701.148423 nChanged 831 SP:Iteration 2Q (4333.260000 sec): 3 clusters Score: Raw -2037159.233440 + Penalty 3182.217366 = -2033977.016074 nChanged 795 SP:Iteration 3Q (4333.590000 sec): 3 clusters Score: Raw -2037410.377647 + Penalty 3182.217366 = -2034228.160281 nChanged 691 SP:Iteration 4Q (4333.820000 sec): 3 clusters Score: Raw -2037643.220633 + Penalty 3182.217366 = -2034461.003268 nChanged 682 SP:Iteration 5Q (4334.120000 sec): 3 clusters Score: Raw -2037863.510919 + Penalty 3182.217366 = -2034681.293553 nChanged 663 SP:Iteration 6Q (4334.420000 sec): 3 clusters Score: Raw -2038097.915831 + Penalty 3182.217366 = -2034915.698465 nChanged 697 SP:Iteration 7Q (4334.630000 sec): 3 clusters Score: Raw -2038403.064827 + Penalty 3182.217366 = -2035220.847461 nChanged 840 SP:Iteration 8Q (4334.930000 sec): 3 clusters Score: Raw -2038870.081763 + Penalty 3182.217366 = -2035687.864398 nChanged 1020 SP:Iteration 9F (4335.240000 sec): 3 clusters Score: Raw -2039566.040150 + Penalty 3182.217366 = -2036383.822784 nChanged 1140 SP:Iteration 10F (4335.550000 sec): 3 clusters Score: Raw -2040507.401699 + Penalty 3182.217366 = -2037325.184333 nChanged 1173 SP:Iteration 11F (4335.870000 sec): 3 clusters Score: Raw -2041556.816572 + Penalty 3182.217366 = -2038374.599206 nChanged 944 SP:Iteration 12F (4336.160000 sec): 3 clusters Score: Raw -2042398.842847 + Penalty 3182.217366 = -2039216.625481 nChanged 615 SP:Iteration 13Q (4336.470000 sec): 3 clusters Score: Raw -2042900.159515 + Penalty 3182.217366 = -2039717.942149 nChanged 378 SP:Iteration 14Q (4336.740000 sec): 3 clusters Score: Raw -2043170.265444 + Penalty 3182.217366 = -2039988.048078 nChanged 227 SP:Iteration 15Q (4336.990000 sec): 3 clusters Score: Raw -2043322.388711 + Penalty 3182.217366 = -2040140.171346 nChanged 151 SP:Iteration 16Q (4337.250000 sec): 3 clusters Score: Raw -2043422.914853 + Penalty 3182.217366 = -2040240.697487 nChanged 95 SP:Iteration 17Q (4337.490000 sec): 3 clusters Score: Raw -2043482.076086 + Penalty 3182.217366 = -2040299.858720 nChanged 61 SP:Iteration 18Q (4337.800000 sec): 3 clusters Score: Raw -2043522.322170 + Penalty 3182.217366 = -2040340.104804 nChanged 32 SP:Iteration 19Q (4338.030000 sec): 3 clusters Score: Raw -2043544.857415 + Penalty 3182.217366 = -2040362.640050 nChanged 27 SP:Iteration 20F (4338.360000 sec): 3 clusters Score: Raw -2043562.889980 + Penalty 3182.217366 = -2040380.672614 nChanged 15 SP:Iteration 21Q (4338.570000 sec): 3 clusters Score: Raw -2043571.489655 + Penalty 3182.217366 = -2040389.272289 nChanged 5 SP:Iteration 22Q (4338.900000 sec): 3 clusters Score: Raw -2043573.953343 + Penalty 3182.217366 = -2040391.735977 nChanged 4 SP:Iteration 23Q (4339.130000 sec): 3 clusters Score: Raw -2043577.002252 + Penalty 3182.217366 = -2040394.784886 nChanged 6 SP:Iteration 24Q (4339.390000 sec): 3 clusters Score: Raw -2043580.291518 + Penalty 3182.217366 = -2040398.074152 nChanged 3 SP:Iteration 25Q (4339.590000 sec): 3 clusters Score: Raw -2043581.877347 + Penalty 3182.217366 = -2040399.659981 nChanged 4 SP:Iteration 26Q (4339.890000 sec): 3 clusters Score: Raw -2043584.966507 + Penalty 3182.217366 = -2040402.749141 nChanged 5 SP:Iteration 27Q (4340.180000 sec): 3 clusters Score: Raw -2043586.996080 + Penalty 3182.217366 = -2040404.778714 nChanged 5 SP:Iteration 28Q (4340.470000 sec): 3 clusters Score: Raw -2043589.391158 + Penalty 3182.217366 = -2040407.173792 nChanged 6 SP:Iteration 29Q (4340.770000 sec): 3 clusters Score: Raw -2043593.641626 + Penalty 3182.217366 = -2040411.424260 nChanged 4 SP:Iteration 30Q (4341.050000 sec): 3 clusters Score: Raw -2043595.997673 + Penalty 3182.217366 = -2040413.780307 nChanged 7 SP:Iteration 31Q (4341.360000 sec): 3 clusters Score: Raw -2043598.798189 + Penalty 3182.217366 = -2040416.580823 nChanged 2 SP:Iteration 32Q (4341.690000 sec): 3 clusters Score: Raw -2043599.621501 + Penalty 3182.217366 = -2040417.404135 nChanged 0 SP:Iteration 33F (4342.000000 sec): 3 clusters Score: Raw -2043599.621501 + Penalty 3182.217366 = -2040417.404135 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 11 (21364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4342.230000 sec): 2 clusters Score: Raw -2459862.015600 + Penalty 1620.037663 = -2458241.977937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4342.470000 sec): 3 clusters Score: Raw -2447024.201183 + Penalty 3240.075326 = -2443784.125857 nChanged 9752 SP:Iteration 1F (4342.770000 sec): 3 clusters Score: Raw -2452713.263797 + Penalty 3240.075326 = -2449473.188472 nChanged 1300 SP:Iteration 2F (4343.120000 sec): 3 clusters Score: Raw -2453377.227950 + Penalty 3240.075326 = -2450137.152624 nChanged 1436 SP:Iteration 3F (4343.450000 sec): 3 clusters Score: Raw -2454261.704239 + Penalty 3240.075326 = -2451021.628913 nChanged 1497 SP:Iteration 4F (4343.790000 sec): 3 clusters Score: Raw -2455306.725529 + Penalty 3240.075326 = -2452066.650203 nChanged 1497 SP:Iteration 5F (4344.090000 sec): 3 clusters Score: Raw -2456474.977058 + Penalty 3240.075326 = -2453234.901732 nChanged 1354 SP:Iteration 6F (4344.440000 sec): 3 clusters Score: Raw -2457551.536601 + Penalty 3240.075326 = -2454311.461275 nChanged 1025 SP:Iteration 7Q (4344.780000 sec): 3 clusters Score: Raw -2458351.925247 + Penalty 3240.075326 = -2455111.849921 nChanged 767 SP:Iteration 8Q (4345.130000 sec): 3 clusters Score: Raw -2458919.320577 + Penalty 3240.075326 = -2455679.245251 nChanged 525 SP:Iteration 9Q (4345.420000 sec): 3 clusters Score: Raw -2459288.851000 + Penalty 3240.075326 = -2456048.775674 nChanged 369 SP:Iteration 10Q (4345.740000 sec): 3 clusters Score: Raw -2459533.884448 + Penalty 3240.075326 = -2456293.809122 nChanged 227 SP:Iteration 11Q (4346.060000 sec): 3 clusters Score: Raw -2459677.086204 + Penalty 3240.075326 = -2456437.010878 nChanged 175 SP:Iteration 12Q (4346.320000 sec): 3 clusters Score: Raw -2459802.630613 + Penalty 3240.075326 = -2456562.555287 nChanged 126 SP:Iteration 13Q (4346.640000 sec): 3 clusters Score: Raw -2459889.509552 + Penalty 3240.075326 = -2456649.434226 nChanged 81 SP:Iteration 14Q (4346.980000 sec): 3 clusters Score: Raw -2459942.369499 + Penalty 3240.075326 = -2456702.294173 nChanged 63 SP:Iteration 15Q (4347.240000 sec): 3 clusters Score: Raw -2459989.168312 + Penalty 3240.075326 = -2456749.092986 nChanged 47 SP:Iteration 16Q (4347.520000 sec): 3 clusters Score: Raw -2460021.845811 + Penalty 3240.075326 = -2456781.770485 nChanged 30 SP:Iteration 17Q (4347.810000 sec): 3 clusters Score: Raw -2460042.258003 + Penalty 3240.075326 = -2456802.182677 nChanged 26 SP:Iteration 18Q (4348.150000 sec): 3 clusters Score: Raw -2460062.256575 + Penalty 3240.075326 = -2456822.181249 nChanged 15 SP:Iteration 19Q (4348.490000 sec): 3 clusters Score: Raw -2460070.787594 + Penalty 3240.075326 = -2456830.712268 nChanged 11 SP:Iteration 20F (4348.770000 sec): 3 clusters Score: Raw -2460078.036826 + Penalty 3240.075326 = -2456837.961500 nChanged 9 SP:Iteration 21Q (4349.110000 sec): 3 clusters Score: Raw -2460083.984009 + Penalty 3240.075326 = -2456843.908683 nChanged 7 SP:Iteration 22Q (4349.440000 sec): 3 clusters Score: Raw -2460087.514802 + Penalty 3240.075326 = -2456847.439476 nChanged 3 SP:Iteration 23Q (4349.770000 sec): 3 clusters Score: Raw -2460088.662677 + Penalty 3240.075326 = -2456848.587351 nChanged 1 SP:Iteration 24Q (4350.040000 sec): 3 clusters Score: Raw -2460089.136019 + Penalty 3240.075326 = -2456849.060693 nChanged 0 SP:Iteration 25F (4350.350000 sec): 3 clusters Score: Raw -2460089.136019 + Penalty 3240.075326 = -2456849.060693 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 12 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4350.500000 sec): 2 clusters Score: Raw -69629.138935 + Penalty 1040.041835 = -68589.097100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4350.630000 sec): 3 clusters Score: Raw -69520.131545 + Penalty 2080.083670 = -67440.047875 nChanged 140 SP:Iteration 1F (4350.830000 sec): 3 clusters Score: Raw -69689.623220 + Penalty 2080.083670 = -67609.539550 nChanged 34 SP:Iteration 2F (4351.000000 sec): 3 clusters Score: Raw -69758.972374 + Penalty 2080.083670 = -67678.888704 nChanged 22 SP:Iteration 3Q (4351.180000 sec): 3 clusters Score: Raw -69801.001729 + Penalty 2080.083670 = -67720.918059 nChanged 11 SP:Iteration 4Q (4351.360000 sec): 3 clusters Score: Raw -69825.837006 + Penalty 2080.083670 = -67745.753336 nChanged 8 SP:Iteration 5Q (4351.550000 sec): 3 clusters Score: Raw -69843.865325 + Penalty 2080.083670 = -67763.781655 nChanged 11 SP:Iteration 6Q (4351.680000 sec): 3 clusters Score: Raw -69889.125070 + Penalty 2080.083670 = -67809.041400 nChanged 14 SP:Iteration 7Q (4351.860000 sec): 3 clusters Score: Raw -69937.443019 + Penalty 2080.083670 = -67857.359349 nChanged 17 SP:Iteration 8Q (4351.990000 sec): 3 clusters Score: Raw -69955.753212 + Penalty 2080.083670 = -67875.669543 nChanged 8 SP:Iteration 9Q (4352.170000 sec): 3 clusters Score: Raw -69978.272017 + Penalty 2080.083670 = -67898.188348 nChanged 6 SP:Iteration 10Q (4352.390000 sec): 3 clusters Score: Raw -69987.184551 + Penalty 2080.083670 = -67907.100881 nChanged 4 SP:Iteration 11Q (4352.570000 sec): 3 clusters Score: Raw -69992.712450 + Penalty 2080.083670 = -67912.628780 nChanged 7 SP:Iteration 12Q (4352.710000 sec): 3 clusters Score: Raw -69999.624367 + Penalty 2080.083670 = -67919.540697 nChanged 4 SP:Iteration 13Q (4352.940000 sec): 3 clusters Score: Raw -70004.720875 + Penalty 2080.083670 = -67924.637205 nChanged 2 SP:Iteration 14Q (4353.120000 sec): 3 clusters Score: Raw -70007.591598 + Penalty 2080.083670 = -67927.507929 nChanged 3 SP:Iteration 15Q (4353.290000 sec): 3 clusters Score: Raw -70010.957532 + Penalty 2080.083670 = -67930.873862 nChanged 4 SP:Iteration 16Q (4353.470000 sec): 3 clusters Score: Raw -70014.933819 + Penalty 2080.083670 = -67934.850149 nChanged 0 SP:Iteration 17F (4353.630000 sec): 3 clusters Score: Raw -70014.933819 + Penalty 2080.083670 = -67934.850149 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 13 (33790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4353.880000 sec): 2 clusters Score: Raw -3700720.760541 + Penalty 1694.537029 = -3699026.223511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4354.150000 sec): 3 clusters Score: Raw -3679631.839419 + Penalty 3389.074058 = -3676242.765360 nChanged 15822 SP:Iteration 1F (4354.490000 sec): 3 clusters Score: Raw -3688417.992711 + Penalty 3389.074058 = -3685028.918652 nChanged 1351 SP:Iteration 2Q (4354.830000 sec): 3 clusters Score: Raw -3688837.656650 + Penalty 3389.074058 = -3685448.582592 nChanged 1385 SP:Iteration 3Q (4355.200000 sec): 3 clusters Score: Raw -3689328.339487 + Penalty 3389.074058 = -3685939.265428 nChanged 1474 SP:Iteration 4Q (4355.520000 sec): 3 clusters Score: Raw -3689936.216097 + Penalty 3389.074058 = -3686547.142039 nChanged 1623 SP:Iteration 5Q (4355.840000 sec): 3 clusters Score: Raw -3690709.093350 + Penalty 3389.074058 = -3687320.019291 nChanged 1830 SP:Iteration 6F (4356.210000 sec): 3 clusters Score: Raw -3691732.978380 + Penalty 3389.074058 = -3688343.904322 nChanged 1942 SP:Iteration 7F (4356.560000 sec): 3 clusters Score: Raw -3692974.276868 + Penalty 3389.074058 = -3689585.202809 nChanged 2054 SP:Iteration 8F (4356.920000 sec): 3 clusters Score: Raw -3694439.276979 + Penalty 3389.074058 = -3691050.202921 nChanged 1906 SP:Iteration 9F (4357.330000 sec): 3 clusters Score: Raw -3696045.789743 + Penalty 3389.074058 = -3692656.715685 nChanged 1738 SP:Iteration 10F (4357.690000 sec): 3 clusters Score: Raw -3697803.745654 + Penalty 3389.074058 = -3694414.671595 nChanged 1315 SP:Iteration 11Q (4358.050000 sec): 3 clusters Score: Raw -3699182.741376 + Penalty 3389.074058 = -3695793.667318 nChanged 941 SP:Iteration 12Q (4358.460000 sec): 3 clusters Score: Raw -3699900.984949 + Penalty 3389.074058 = -3696511.910890 nChanged 656 SP:Iteration 13Q (4358.830000 sec): 3 clusters Score: Raw -3700304.013069 + Penalty 3389.074058 = -3696914.939010 nChanged 520 SP:Iteration 14Q (4359.230000 sec): 3 clusters Score: Raw -3700601.249808 + Penalty 3389.074058 = -3697212.175749 nChanged 422 SP:Iteration 15Q (4359.570000 sec): 3 clusters Score: Raw -3700814.507461 + Penalty 3389.074058 = -3697425.433403 nChanged 350 SP:Iteration 16Q (4359.930000 sec): 3 clusters Score: Raw -3700977.951709 + Penalty 3389.074058 = -3697588.877650 nChanged 302 SP:Iteration 17Q (4360.350000 sec): 3 clusters Score: Raw -3701102.823934 + Penalty 3389.074058 = -3697713.749876 nChanged 244 SP:Iteration 18Q (4360.710000 sec): 3 clusters Score: Raw -3701189.472350 + Penalty 3389.074058 = -3697800.398291 nChanged 184 SP:Iteration 19Q (4361.060000 sec): 3 clusters Score: Raw -3701247.758889 + Penalty 3389.074058 = -3697858.684831 nChanged 151 SP:Iteration 20F (4361.410000 sec): 3 clusters Score: Raw -3701294.068924 + Penalty 3389.074058 = -3697904.994866 nChanged 133 SP:Iteration 21Q (4361.820000 sec): 3 clusters Score: Raw -3701335.459399 + Penalty 3389.074058 = -3697946.385340 nChanged 130 SP:Iteration 22Q (4362.150000 sec): 3 clusters Score: Raw -3701371.137175 + Penalty 3389.074058 = -3697982.063116 nChanged 125 SP:Iteration 23Q (4362.540000 sec): 3 clusters Score: Raw -3701406.343457 + Penalty 3389.074058 = -3698017.269398 nChanged 108 SP:Iteration 24Q (4362.940000 sec): 3 clusters Score: Raw -3701436.718259 + Penalty 3389.074058 = -3698047.644201 nChanged 82 SP:Iteration 25Q (4363.230000 sec): 3 clusters Score: Raw -3701458.556194 + Penalty 3389.074058 = -3698069.482136 nChanged 57 SP:Iteration 26Q (4363.650000 sec): 3 clusters Score: Raw -3701474.398257 + Penalty 3389.074058 = -3698085.324198 nChanged 56 SP:Iteration 27Q (4364.040000 sec): 3 clusters Score: Raw -3701491.047901 + Penalty 3389.074058 = -3698101.973843 nChanged 53 SP:Iteration 28Q (4364.350000 sec): 3 clusters Score: Raw -3701506.063962 + Penalty 3389.074058 = -3698116.989903 nChanged 48 SP:Iteration 29Q (4364.790000 sec): 3 clusters Score: Raw -3701517.592822 + Penalty 3389.074058 = -3698128.518763 nChanged 39 SP:Iteration 30Q (4365.130000 sec): 3 clusters Score: Raw -3701526.643166 + Penalty 3389.074058 = -3698137.569107 nChanged 25 SP:Iteration 31Q (4365.440000 sec): 3 clusters Score: Raw -3701531.520722 + Penalty 3389.074058 = -3698142.446663 nChanged 18 SP:Iteration 32Q (4365.810000 sec): 3 clusters Score: Raw -3701534.938189 + Penalty 3389.074058 = -3698145.864131 nChanged 13 SP:Iteration 33Q (4366.140000 sec): 3 clusters Score: Raw -3701537.176476 + Penalty 3389.074058 = -3698148.102418 nChanged 11 SP:Iteration 34Q (4366.450000 sec): 3 clusters Score: Raw -3701538.764458 + Penalty 3389.074058 = -3698149.690399 nChanged 12 SP:Iteration 35Q (4366.740000 sec): 3 clusters Score: Raw -3701540.418014 + Penalty 3389.074058 = -3698151.343956 nChanged 8 SP:Iteration 36Q (4367.110000 sec): 3 clusters Score: Raw -3701541.531816 + Penalty 3389.074058 = -3698152.457758 nChanged 6 SP:Iteration 37Q (4367.430000 sec): 3 clusters Score: Raw -3701542.590569 + Penalty 3389.074058 = -3698153.516511 nChanged 3 SP:Iteration 38Q (4367.810000 sec): 3 clusters Score: Raw -3701542.842816 + Penalty 3389.074058 = -3698153.768757 nChanged 2 SP:Iteration 39Q (4368.100000 sec): 3 clusters Score: Raw -3701543.367766 + Penalty 3389.074058 = -3698154.293707 nChanged 2 SP:Iteration 40F (4368.470000 sec): 3 clusters Score: Raw -3701543.721817 + Penalty 3389.074058 = -3698154.647759 nChanged 2 SP:Iteration 41Q (4368.830000 sec): 3 clusters Score: Raw -3701543.909890 + Penalty 3389.074058 = -3698154.835832 nChanged 0 SP:Iteration 42F (4369.200000 sec): 3 clusters Score: Raw -3701543.909890 + Penalty 3389.074058 = -3698154.835832 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 14 (270498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4370.450000 sec): 2 clusters Score: Raw -30219702.309464 + Penalty 2032.553247 = -30217669.756217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4372.020000 sec): 3 clusters Score: Raw -30039609.988891 + Penalty 4065.106495 = -30035544.882396 nChanged 131368 SP:Iteration 1F (4373.690000 sec): 3 clusters Score: Raw -30118326.346408 + Penalty 4065.106495 = -30114261.239913 nChanged 8602 SP:Iteration 2Q (4375.330000 sec): 3 clusters Score: Raw -30120697.527167 + Penalty 4065.106495 = -30116632.420672 nChanged 11470 SP:Iteration 3Q (4376.960000 sec): 3 clusters Score: Raw -30125111.810366 + Penalty 4065.106495 = -30121046.703872 nChanged 15815 SP:Iteration 4F (4378.440000 sec): 3 clusters Score: Raw -30133589.631428 + Penalty 4065.106495 = -30129524.524934 nChanged 20947 SP:Iteration 5F (4379.920000 sec): 3 clusters Score: Raw -30148667.542210 + Penalty 4065.106495 = -30144602.435716 nChanged 24699 SP:Iteration 6F (4381.530000 sec): 3 clusters Score: Raw -30170816.733897 + Penalty 4065.106495 = -30166751.627402 nChanged 23445 SP:Iteration 7F (4383.100000 sec): 3 clusters Score: Raw -30194633.453466 + Penalty 4065.106495 = -30190568.346972 nChanged 15908 SP:Iteration 8F (4384.630000 sec): 3 clusters Score: Raw -30210886.933639 + Penalty 4065.106495 = -30206821.827144 nChanged 7009 SP:Iteration 9Q (4386.130000 sec): 3 clusters Score: Raw -30217495.229812 + Penalty 4065.106495 = -30213430.123317 nChanged 2198 SP:Iteration 10Q (4387.620000 sec): 3 clusters Score: Raw -30219355.102862 + Penalty 4065.106495 = -30215289.996367 nChanged 611 SP:Iteration 11Q (4389.020000 sec): 3 clusters Score: Raw -30219857.296042 + Penalty 4065.106495 = -30215792.189547 nChanged 208 SP:Iteration 12Q (4390.440000 sec): 3 clusters Score: Raw -30220028.998154 + Penalty 4065.106495 = -30215963.891659 nChanged 97 SP:Iteration 13Q (4391.980000 sec): 3 clusters Score: Raw -30220114.417495 + Penalty 4065.106495 = -30216049.311001 nChanged 70 SP:Iteration 14Q (4393.420000 sec): 3 clusters Score: Raw -30220167.681525 + Penalty 4065.106495 = -30216102.575030 nChanged 50 SP:Iteration 15Q (4394.960000 sec): 3 clusters Score: Raw -30220199.465731 + Penalty 4065.106495 = -30216134.359237 nChanged 32 SP:Iteration 16Q (4396.320000 sec): 3 clusters Score: Raw -30220220.751145 + Penalty 4065.106495 = -30216155.644650 nChanged 19 SP:Iteration 17Q (4397.840000 sec): 3 clusters Score: Raw -30220231.147807 + Penalty 4065.106495 = -30216166.041312 nChanged 20 SP:Iteration 18Q (4399.260000 sec): 3 clusters Score: Raw -30220245.642899 + Penalty 4065.106495 = -30216180.536405 nChanged 18 SP:Iteration 19Q (4400.670000 sec): 3 clusters Score: Raw -30220256.543229 + Penalty 4065.106495 = -30216191.436734 nChanged 14 SP:Iteration 20F (4402.140000 sec): 3 clusters Score: Raw -30220261.648016 + Penalty 4065.106495 = -30216196.541521 nChanged 5 SP:Iteration 21Q (4403.540000 sec): 3 clusters Score: Raw -30220263.407152 + Penalty 4065.106495 = -30216198.300657 nChanged 5 SP:Iteration 22Q (4405.060000 sec): 3 clusters Score: Raw -30220264.409746 + Penalty 4065.106495 = -30216199.303251 nChanged 2 SP:Iteration 23Q (4406.480000 sec): 3 clusters Score: Raw -30220265.201100 + Penalty 4065.106495 = -30216200.094606 nChanged 1 SP:Iteration 24Q (4407.860000 sec): 3 clusters Score: Raw -30220265.533559 + Penalty 4065.106495 = -30216200.427064 nChanged 0 SP:Iteration 25F (4409.170000 sec): 3 clusters Score: Raw -30220265.533559 + Penalty 4065.106495 = -30216200.427064 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 15 (1376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4409.390000 sec): 2 clusters Score: Raw -155714.435947 + Penalty 1174.377103 = -154540.058844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4409.610000 sec): 3 clusters Score: Raw -155217.310880 + Penalty 2348.754206 = -152868.556674 nChanged 462 SP:Iteration 1F (4409.810000 sec): 3 clusters Score: Raw -155589.390196 + Penalty 2348.754206 = -153240.635990 nChanged 105 SP:Iteration 2F (4409.980000 sec): 3 clusters Score: Raw -155685.848754 + Penalty 2348.754206 = -153337.094548 nChanged 66 SP:Iteration 3Q (4410.230000 sec): 3 clusters Score: Raw -155740.489419 + Penalty 2348.754206 = -153391.735213 nChanged 47 SP:Iteration 4Q (4410.440000 sec): 3 clusters Score: Raw -155776.287890 + Penalty 2348.754206 = -153427.533684 nChanged 27 SP:Iteration 5Q (4410.650000 sec): 3 clusters Score: Raw -155800.560413 + Penalty 2348.754206 = -153451.806207 nChanged 25 SP:Iteration 6Q (4410.870000 sec): 3 clusters Score: Raw -155822.854502 + Penalty 2348.754206 = -153474.100296 nChanged 24 SP:Iteration 7Q (4411.080000 sec): 3 clusters Score: Raw -155843.845106 + Penalty 2348.754206 = -153495.090900 nChanged 23 SP:Iteration 8Q (4411.330000 sec): 3 clusters Score: Raw -155863.692191 + Penalty 2348.754206 = -153514.937985 nChanged 23 SP:Iteration 9Q (4411.590000 sec): 3 clusters Score: Raw -155882.688590 + Penalty 2348.754206 = -153533.934384 nChanged 25 SP:Iteration 10Q (4411.750000 sec): 3 clusters Score: Raw -155908.436371 + Penalty 2348.754206 = -153559.682165 nChanged 21 SP:Iteration 11Q (4411.990000 sec): 3 clusters Score: Raw -155924.979339 + Penalty 2348.754206 = -153576.225133 nChanged 18 SP:Iteration 12Q (4412.170000 sec): 3 clusters Score: Raw -155941.425319 + Penalty 2348.754206 = -153592.671113 nChanged 16 SP:Iteration 13Q (4412.360000 sec): 3 clusters Score: Raw -155950.979584 + Penalty 2348.754206 = -153602.225378 nChanged 6 SP:Iteration 14Q (4412.560000 sec): 3 clusters Score: Raw -155955.246894 + Penalty 2348.754206 = -153606.492688 nChanged 9 SP:Iteration 15Q (4412.720000 sec): 3 clusters Score: Raw -155961.326959 + Penalty 2348.754206 = -153612.572753 nChanged 7 SP:Iteration 16Q (4412.890000 sec): 3 clusters Score: Raw -155967.035916 + Penalty 2348.754206 = -153618.281710 nChanged 4 SP:Iteration 17Q (4413.070000 sec): 3 clusters Score: Raw -155969.147825 + Penalty 2348.754206 = -153620.393619 nChanged 4 SP:Iteration 18Q (4413.260000 sec): 3 clusters Score: Raw -155973.125130 + Penalty 2348.754206 = -153624.370924 nChanged 7 SP:Iteration 19Q (4413.470000 sec): 3 clusters Score: Raw -155977.991792 + Penalty 2348.754206 = -153629.237586 nChanged 5 SP:Iteration 20F (4413.650000 sec): 3 clusters Score: Raw -155981.814650 + Penalty 2348.754206 = -153633.060444 nChanged 4 SP:Iteration 21Q (4413.850000 sec): 3 clusters Score: Raw -155983.183995 + Penalty 2348.754206 = -153634.429789 nChanged 2 SP:Iteration 22Q (4414.000000 sec): 3 clusters Score: Raw -155984.694077 + Penalty 2348.754206 = -153635.939871 nChanged 0 SP:Iteration 23F (4414.180000 sec): 3 clusters Score: Raw -155984.694077 + Penalty 2348.754206 = -153635.939871 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 16 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4414.300000 sec): 2 clusters Score: Raw -388425.235213 + Penalty 1321.993879 = -387103.241334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4414.500000 sec): 3 clusters Score: Raw -386728.024102 + Penalty 2643.987758 = -384084.036343 nChanged 1345 SP:Iteration 1F (4414.700000 sec): 3 clusters Score: Raw -387443.519065 + Penalty 2643.987758 = -384799.531307 nChanged 224 SP:Iteration 2F (4414.920000 sec): 3 clusters Score: Raw -387545.202487 + Penalty 2643.987758 = -384901.214729 nChanged 144 SP:Iteration 3Q (4415.080000 sec): 3 clusters Score: Raw -387602.590874 + Penalty 2643.987758 = -384958.603116 nChanged 102 SP:Iteration 4Q (4415.280000 sec): 3 clusters Score: Raw -387651.845199 + Penalty 2643.987758 = -385007.857440 nChanged 90 SP:Iteration 5Q (4415.510000 sec): 3 clusters Score: Raw -387690.707961 + Penalty 2643.987758 = -385046.720202 nChanged 76 SP:Iteration 6Q (4415.700000 sec): 3 clusters Score: Raw -387719.599507 + Penalty 2643.987758 = -385075.611748 nChanged 56 SP:Iteration 7Q (4415.860000 sec): 3 clusters Score: Raw -387740.948356 + Penalty 2643.987758 = -385096.960598 nChanged 43 SP:Iteration 8Q (4416.060000 sec): 3 clusters Score: Raw -387755.881966 + Penalty 2643.987758 = -385111.894207 nChanged 33 SP:Iteration 9Q (4416.270000 sec): 3 clusters Score: Raw -387765.175553 + Penalty 2643.987758 = -385121.187794 nChanged 18 SP:Iteration 10Q (4416.470000 sec): 3 clusters Score: Raw -387769.254264 + Penalty 2643.987758 = -385125.266505 nChanged 20 SP:Iteration 11Q (4416.680000 sec): 3 clusters Score: Raw -387775.405284 + Penalty 2643.987758 = -385131.417525 nChanged 25 SP:Iteration 12Q (4416.820000 sec): 3 clusters Score: Raw -387783.932065 + Penalty 2643.987758 = -385139.944306 nChanged 24 SP:Iteration 13Q (4416.960000 sec): 3 clusters Score: Raw -387791.393693 + Penalty 2643.987758 = -385147.405935 nChanged 23 SP:Iteration 14Q (4417.170000 sec): 3 clusters Score: Raw -387797.906694 + Penalty 2643.987758 = -385153.918936 nChanged 28 SP:Iteration 15Q (4417.390000 sec): 3 clusters Score: Raw -387804.611749 + Penalty 2643.987758 = -385160.623991 nChanged 21 SP:Iteration 16Q (4417.540000 sec): 3 clusters Score: Raw -387808.852439 + Penalty 2643.987758 = -385164.864680 nChanged 10 SP:Iteration 17Q (4417.790000 sec): 3 clusters Score: Raw -387811.550157 + Penalty 2643.987758 = -385167.562399 nChanged 14 SP:Iteration 18Q (4418.010000 sec): 3 clusters Score: Raw -387813.593970 + Penalty 2643.987758 = -385169.606211 nChanged 7 SP:Iteration 19Q (4418.170000 sec): 3 clusters Score: Raw -387815.498268 + Penalty 2643.987758 = -385171.510510 nChanged 11 SP:Iteration 20F (4418.420000 sec): 3 clusters Score: Raw -387818.249184 + Penalty 2643.987758 = -385174.261425 nChanged 9 SP:Iteration 21Q (4418.610000 sec): 3 clusters Score: Raw -387820.098581 + Penalty 2643.987758 = -385176.110822 nChanged 9 SP:Iteration 22Q (4418.800000 sec): 3 clusters Score: Raw -387822.661118 + Penalty 2643.987758 = -385178.673359 nChanged 4 SP:Iteration 23Q (4418.960000 sec): 3 clusters Score: Raw -387824.049841 + Penalty 2643.987758 = -385180.062083 nChanged 11 SP:Iteration 24Q (4419.160000 sec): 3 clusters Score: Raw -387827.324650 + Penalty 2643.987758 = -385183.336891 nChanged 11 SP:Iteration 25Q (4419.340000 sec): 3 clusters Score: Raw -387829.684969 + Penalty 2643.987758 = -385185.697211 nChanged 13 SP:Iteration 26Q (4419.470000 sec): 3 clusters Score: Raw -387833.911576 + Penalty 2643.987758 = -385189.923818 nChanged 12 SP:Iteration 27Q (4419.640000 sec): 3 clusters Score: Raw -387836.370669 + Penalty 2643.987758 = -385192.382911 nChanged 5 SP:Iteration 28Q (4419.820000 sec): 3 clusters Score: Raw -387837.714924 + Penalty 2643.987758 = -385193.727165 nChanged 5 SP:Iteration 29Q (4420.050000 sec): 3 clusters Score: Raw -387838.446556 + Penalty 2643.987758 = -385194.458798 nChanged 4 SP:Iteration 30Q (4420.280000 sec): 3 clusters Score: Raw -387839.558510 + Penalty 2643.987758 = -385195.570752 nChanged 2 SP:Iteration 31Q (4420.460000 sec): 3 clusters Score: Raw -387840.429047 + Penalty 2643.987758 = -385196.441289 nChanged 6 SP:Iteration 32Q (4420.670000 sec): 3 clusters Score: Raw -387842.180163 + Penalty 2643.987758 = -385198.192404 nChanged 12 SP:Iteration 33Q (4420.820000 sec): 3 clusters Score: Raw -387845.162621 + Penalty 2643.987758 = -385201.174863 nChanged 14 SP:Iteration 34Q (4420.980000 sec): 3 clusters Score: Raw -387851.083235 + Penalty 2643.987758 = -385207.095476 nChanged 20 SP:Iteration 35Q (4421.130000 sec): 3 clusters Score: Raw -387857.839681 + Penalty 2643.987758 = -385213.851923 nChanged 19 SP:Iteration 36Q (4421.290000 sec): 3 clusters Score: Raw -387864.265266 + Penalty 2643.987758 = -385220.277508 nChanged 27 SP:Iteration 37Q (4421.510000 sec): 3 clusters Score: Raw -387872.881264 + Penalty 2643.987758 = -385228.893506 nChanged 23 SP:Iteration 38Q (4421.720000 sec): 3 clusters Score: Raw -387880.077128 + Penalty 2643.987758 = -385236.089369 nChanged 19 SP:Iteration 39Q (4421.860000 sec): 3 clusters Score: Raw -387887.838963 + Penalty 2643.987758 = -385243.851205 nChanged 21 SP:Iteration 40F (4422.020000 sec): 3 clusters Score: Raw -387897.016730 + Penalty 2643.987758 = -385253.028972 nChanged 27 SP:Iteration 41Q (4422.210000 sec): 3 clusters Score: Raw -387907.456246 + Penalty 2643.987758 = -385263.468487 nChanged 31 SP:Iteration 42Q (4422.380000 sec): 3 clusters Score: Raw -387918.046334 + Penalty 2643.987758 = -385274.058576 nChanged 34 SP:Iteration 43Q (4422.560000 sec): 3 clusters Score: Raw -387931.679793 + Penalty 2643.987758 = -385287.692034 nChanged 35 SP:Iteration 44Q (4422.720000 sec): 3 clusters Score: Raw -387945.454304 + Penalty 2643.987758 = -385301.466545 nChanged 47 SP:Iteration 45Q (4422.890000 sec): 3 clusters Score: Raw -387963.283479 + Penalty 2643.987758 = -385319.295721 nChanged 61 SP:Iteration 46Q (4423.070000 sec): 3 clusters Score: Raw -387986.532735 + Penalty 2643.987758 = -385342.544977 nChanged 48 SP:Iteration 47Q (4423.290000 sec): 3 clusters Score: Raw -388009.277612 + Penalty 2643.987758 = -385365.289853 nChanged 53 SP:Iteration 48Q (4423.460000 sec): 3 clusters Score: Raw -388037.056647 + Penalty 2643.987758 = -385393.068889 nChanged 56 SP:Iteration 49Q (4423.640000 sec): 3 clusters Score: Raw -388065.873619 + Penalty 2643.987758 = -385421.885861 nChanged 64 SP:Iteration 50Q (4423.850000 sec): 3 clusters Score: Raw -388097.619398 + Penalty 2643.987758 = -385453.631640 nChanged 60 SP:Iteration 51Q (4423.990000 sec): 3 clusters Score: Raw -388130.640129 + Penalty 2643.987758 = -385486.652371 nChanged 60 SP:Iteration 52Q (4424.140000 sec): 3 clusters Score: Raw -388170.804666 + Penalty 2643.987758 = -385526.816908 nChanged 48 SP:Iteration 53Q (4424.290000 sec): 3 clusters Score: Raw -388197.889593 + Penalty 2643.987758 = -385553.901834 nChanged 46 SP:Iteration 54Q (4424.440000 sec): 3 clusters Score: Raw -388228.834416 + Penalty 2643.987758 = -385584.846658 nChanged 50 SP:Iteration 55Q (4424.590000 sec): 3 clusters Score: Raw -388255.908102 + Penalty 2643.987758 = -385611.920344 nChanged 41 SP:Iteration 56Q (4424.740000 sec): 3 clusters Score: Raw -388285.143739 + Penalty 2643.987758 = -385641.155980 nChanged 50 SP:Iteration 57Q (4424.890000 sec): 3 clusters Score: Raw -388319.726610 + Penalty 2643.987758 = -385675.738852 nChanged 46 SP:Iteration 58Q (4425.040000 sec): 3 clusters Score: Raw -388352.700088 + Penalty 2643.987758 = -385708.712329 nChanged 44 SP:Iteration 59Q (4425.180000 sec): 3 clusters Score: Raw -388378.441901 + Penalty 2643.987758 = -385734.454142 nChanged 37 SP:Iteration 60F (4425.320000 sec): 3 clusters Score: Raw -388405.857335 + Penalty 2643.987758 = -385761.869577 nChanged 37 SP:Iteration 61Q (4425.460000 sec): 3 clusters Score: Raw -388433.038012 + Penalty 2643.987758 = -385789.050254 nChanged 36 SP:Iteration 62Q (4425.630000 sec): 3 clusters Score: Raw -388458.320757 + Penalty 2643.987758 = -385814.332998 nChanged 23 SP:Iteration 63Q (4425.850000 sec): 3 clusters Score: Raw -388473.548152 + Penalty 2643.987758 = -385829.560393 nChanged 19 SP:Iteration 64Q (4426.050000 sec): 3 clusters Score: Raw -388488.718740 + Penalty 2643.987758 = -385844.730981 nChanged 13 SP:Iteration 65Q (4426.210000 sec): 3 clusters Score: Raw -388496.357538 + Penalty 2643.987758 = -385852.369779 nChanged 12 SP:Iteration 66Q (4426.430000 sec): 3 clusters Score: Raw -388505.214644 + Penalty 2643.987758 = -385861.226886 nChanged 11 SP:Iteration 67Q (4426.550000 sec): 3 clusters Score: Raw -388513.029773 + Penalty 2643.987758 = -385869.042014 nChanged 10 SP:Iteration 68Q (4426.730000 sec): 3 clusters Score: Raw -388519.151803 + Penalty 2643.987758 = -385875.164045 nChanged 6 SP:Iteration 69Q (4426.850000 sec): 3 clusters Score: Raw -388522.697731 + Penalty 2643.987758 = -385878.709973 nChanged 8 SP:Iteration 70Q (4427.030000 sec): 3 clusters Score: Raw -388529.676718 + Penalty 2643.987758 = -385885.688960 nChanged 7 SP:Iteration 71Q (4427.260000 sec): 3 clusters Score: Raw -388536.562148 + Penalty 2643.987758 = -385892.574389 nChanged 5 SP:Iteration 72Q (4427.470000 sec): 3 clusters Score: Raw -388540.171890 + Penalty 2643.987758 = -385896.184131 nChanged 2 SP:Iteration 73Q (4427.630000 sec): 3 clusters Score: Raw -388541.688617 + Penalty 2643.987758 = -385897.700859 nChanged 2 SP:Iteration 74Q (4427.850000 sec): 3 clusters Score: Raw -388542.341023 + Penalty 2643.987758 = -385898.353265 nChanged 1 SP:Iteration 75Q (4428.000000 sec): 3 clusters Score: Raw -388542.876275 + Penalty 2643.987758 = -385898.888517 nChanged 3 SP:Iteration 76Q (4428.180000 sec): 3 clusters Score: Raw -388544.586990 + Penalty 2643.987758 = -385900.599232 nChanged 2 SP:Iteration 77Q (4428.370000 sec): 3 clusters Score: Raw -388546.257021 + Penalty 2643.987758 = -385902.269263 nChanged 1 SP:Iteration 78Q (4428.530000 sec): 3 clusters Score: Raw -388548.151707 + Penalty 2643.987758 = -385904.163948 nChanged 0 SP:Iteration 79F (4428.720000 sec): 3 clusters Score: Raw -388548.151707 + Penalty 2643.987758 = -385904.163948 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 17 (3077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4428.830000 sec): 2 clusters Score: Raw -344485.027728 + Penalty 1305.152936 = -343179.874792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4429.070000 sec): 3 clusters Score: Raw -342970.201089 + Penalty 2610.305872 = -340359.895217 nChanged 1187 SP:Iteration 1F (4429.240000 sec): 3 clusters Score: Raw -343642.592642 + Penalty 2610.305872 = -341032.286770 nChanged 236 SP:Iteration 2F (4429.390000 sec): 3 clusters Score: Raw -343779.712316 + Penalty 2610.305872 = -341169.406444 nChanged 151 SP:Iteration 3Q (4429.610000 sec): 3 clusters Score: Raw -343862.914500 + Penalty 2610.305872 = -341252.608628 nChanged 111 SP:Iteration 4Q (4429.870000 sec): 3 clusters Score: Raw -343925.217192 + Penalty 2610.305872 = -341314.911320 nChanged 98 SP:Iteration 5Q (4430.030000 sec): 3 clusters Score: Raw -343974.181995 + Penalty 2610.305872 = -341363.876123 nChanged 73 SP:Iteration 6Q (4430.220000 sec): 3 clusters Score: Raw -344009.621894 + Penalty 2610.305872 = -341399.316022 nChanged 66 SP:Iteration 7Q (4430.440000 sec): 3 clusters Score: Raw -344038.260328 + Penalty 2610.305872 = -341427.954456 nChanged 54 SP:Iteration 8Q (4430.690000 sec): 3 clusters Score: Raw -344060.196110 + Penalty 2610.305872 = -341449.890238 nChanged 42 SP:Iteration 9Q (4430.850000 sec): 3 clusters Score: Raw -344075.956772 + Penalty 2610.305872 = -341465.650900 nChanged 40 SP:Iteration 10Q (4431.010000 sec): 3 clusters Score: Raw -344093.771850 + Penalty 2610.305872 = -341483.465978 nChanged 40 SP:Iteration 11Q (4431.310000 sec): 3 clusters Score: Raw -344113.466842 + Penalty 2610.305872 = -341503.160970 nChanged 30 SP:Iteration 12Q (4431.490000 sec): 3 clusters Score: Raw -344126.355219 + Penalty 2610.305872 = -341516.049347 nChanged 27 SP:Iteration 13Q (4431.680000 sec): 3 clusters Score: Raw -344136.870560 + Penalty 2610.305872 = -341526.564688 nChanged 19 SP:Iteration 14Q (4431.910000 sec): 3 clusters Score: Raw -344144.277132 + Penalty 2610.305872 = -341533.971260 nChanged 16 SP:Iteration 15Q (4432.100000 sec): 3 clusters Score: Raw -344151.127771 + Penalty 2610.305872 = -341540.821899 nChanged 14 SP:Iteration 16Q (4432.230000 sec): 3 clusters Score: Raw -344156.141477 + Penalty 2610.305872 = -341545.835605 nChanged 20 SP:Iteration 17Q (4432.380000 sec): 3 clusters Score: Raw -344164.324248 + Penalty 2610.305872 = -341554.018376 nChanged 23 SP:Iteration 18Q (4432.540000 sec): 3 clusters Score: Raw -344171.184605 + Penalty 2610.305872 = -341560.878733 nChanged 19 SP:Iteration 19Q (4432.730000 sec): 3 clusters Score: Raw -344178.173934 + Penalty 2610.305872 = -341567.868062 nChanged 20 SP:Iteration 20F (4432.900000 sec): 3 clusters Score: Raw -344186.511061 + Penalty 2610.305872 = -341576.205189 nChanged 32 SP:Iteration 21Q (4433.060000 sec): 3 clusters Score: Raw -344201.086018 + Penalty 2610.305872 = -341590.780146 nChanged 34 SP:Iteration 22Q (4433.270000 sec): 3 clusters Score: Raw -344217.505343 + Penalty 2610.305872 = -341607.199471 nChanged 22 SP:Iteration 23Q (4433.430000 sec): 3 clusters Score: Raw -344228.231322 + Penalty 2610.305872 = -341617.925450 nChanged 20 SP:Iteration 24Q (4433.570000 sec): 3 clusters Score: Raw -344235.391501 + Penalty 2610.305872 = -341625.085629 nChanged 20 SP:Iteration 25Q (4433.780000 sec): 3 clusters Score: Raw -344245.986521 + Penalty 2610.305872 = -341635.680649 nChanged 23 SP:Iteration 26Q (4433.920000 sec): 3 clusters Score: Raw -344257.264188 + Penalty 2610.305872 = -341646.958316 nChanged 26 SP:Iteration 27Q (4434.090000 sec): 3 clusters Score: Raw -344273.390720 + Penalty 2610.305872 = -341663.084848 nChanged 31 SP:Iteration 28Q (4434.250000 sec): 3 clusters Score: Raw -344292.252350 + Penalty 2610.305872 = -341681.946478 nChanged 35 SP:Iteration 29Q (4434.410000 sec): 3 clusters Score: Raw -344312.045966 + Penalty 2610.305872 = -341701.740094 nChanged 20 SP:Iteration 30Q (4434.570000 sec): 3 clusters Score: Raw -344322.737509 + Penalty 2610.305872 = -341712.431637 nChanged 24 SP:Iteration 31Q (4434.740000 sec): 3 clusters Score: Raw -344334.101082 + Penalty 2610.305872 = -341723.795210 nChanged 22 SP:Iteration 32Q (4434.920000 sec): 3 clusters Score: Raw -344342.957498 + Penalty 2610.305872 = -341732.651626 nChanged 23 SP:Iteration 33Q (4435.120000 sec): 3 clusters Score: Raw -344354.874657 + Penalty 2610.305872 = -341744.568785 nChanged 30 SP:Iteration 34Q (4435.280000 sec): 3 clusters Score: Raw -344375.433110 + Penalty 2610.305872 = -341765.127239 nChanged 26 SP:Iteration 35Q (4435.430000 sec): 3 clusters Score: Raw -344388.009010 + Penalty 2610.305872 = -341777.703138 nChanged 26 SP:Iteration 36Q (4435.580000 sec): 3 clusters Score: Raw -344405.099151 + Penalty 2610.305872 = -341794.793279 nChanged 30 SP:Iteration 37Q (4435.740000 sec): 3 clusters Score: Raw -344425.061384 + Penalty 2610.305872 = -341814.755512 nChanged 24 SP:Iteration 38Q (4435.900000 sec): 3 clusters Score: Raw -344440.861689 + Penalty 2610.305872 = -341830.555818 nChanged 25 SP:Iteration 39Q (4436.060000 sec): 3 clusters Score: Raw -344452.583007 + Penalty 2610.305872 = -341842.277135 nChanged 9 SP:Iteration 40F (4436.220000 sec): 3 clusters Score: Raw -344457.137827 + Penalty 2610.305872 = -341846.831955 nChanged 10 SP:Iteration 41Q (4436.420000 sec): 3 clusters Score: Raw -344462.068765 + Penalty 2610.305872 = -341851.762893 nChanged 8 SP:Iteration 42Q (4436.590000 sec): 3 clusters Score: Raw -344465.235751 + Penalty 2610.305872 = -341854.929879 nChanged 3 SP:Iteration 43Q (4436.760000 sec): 3 clusters Score: Raw -344467.088669 + Penalty 2610.305872 = -341856.782797 nChanged 5 SP:Iteration 44Q (4436.920000 sec): 3 clusters Score: Raw -344470.838069 + Penalty 2610.305872 = -341860.532197 nChanged 9 SP:Iteration 45Q (4437.110000 sec): 3 clusters Score: Raw -344476.928564 + Penalty 2610.305872 = -341866.622692 nChanged 13 SP:Iteration 46Q (4437.270000 sec): 3 clusters Score: Raw -344488.027401 + Penalty 2610.305872 = -341877.721529 nChanged 12 SP:Iteration 47Q (4437.430000 sec): 3 clusters Score: Raw -344496.101232 + Penalty 2610.305872 = -341885.795360 nChanged 7 SP:Iteration 48Q (4437.590000 sec): 3 clusters Score: Raw -344500.217811 + Penalty 2610.305872 = -341889.911939 nChanged 11 SP:Iteration 49Q (4437.750000 sec): 3 clusters Score: Raw -344508.438394 + Penalty 2610.305872 = -341898.132522 nChanged 12 SP:Iteration 50Q (4437.950000 sec): 3 clusters Score: Raw -344515.405451 + Penalty 2610.305872 = -341905.099579 nChanged 18 SP:Iteration 51Q (4438.090000 sec): 3 clusters Score: Raw -344527.728249 + Penalty 2610.305872 = -341917.422377 nChanged 14 SP:Iteration 52Q (4438.280000 sec): 3 clusters Score: Raw -344535.512776 + Penalty 2610.305872 = -341925.206904 nChanged 9 SP:Iteration 53Q (4438.440000 sec): 3 clusters Score: Raw -344541.247457 + Penalty 2610.305872 = -341930.941585 nChanged 7 SP:Iteration 54Q (4438.580000 sec): 3 clusters Score: Raw -344547.105520 + Penalty 2610.305872 = -341936.799648 nChanged 10 SP:Iteration 55Q (4438.750000 sec): 3 clusters Score: Raw -344552.512606 + Penalty 2610.305872 = -341942.206734 nChanged 5 SP:Iteration 56Q (4438.910000 sec): 3 clusters Score: Raw -344554.572013 + Penalty 2610.305872 = -341944.266141 nChanged 3 SP:Iteration 57Q (4439.070000 sec): 3 clusters Score: Raw -344556.612713 + Penalty 2610.305872 = -341946.306841 nChanged 6 SP:Iteration 58Q (4439.230000 sec): 3 clusters Score: Raw -344559.930318 + Penalty 2610.305872 = -341949.624446 nChanged 4 SP:Iteration 59Q (4439.390000 sec): 3 clusters Score: Raw -344562.135832 + Penalty 2610.305872 = -341951.829960 nChanged 8 SP:Iteration 60F (4439.590000 sec): 3 clusters Score: Raw -344567.265869 + Penalty 2610.305872 = -341956.959997 nChanged 8 SP:Iteration 61Q (4439.770000 sec): 3 clusters Score: Raw -344571.563955 + Penalty 2610.305872 = -341961.258083 nChanged 5 SP:Iteration 62Q (4439.920000 sec): 3 clusters Score: Raw -344574.480203 + Penalty 2610.305872 = -341964.174331 nChanged 4 SP:Iteration 63Q (4440.070000 sec): 3 clusters Score: Raw -344576.762474 + Penalty 2610.305872 = -341966.456602 nChanged 3 SP:Iteration 64Q (4440.210000 sec): 3 clusters Score: Raw -344577.740111 + Penalty 2610.305872 = -341967.434239 nChanged 2 SP:Iteration 65Q (4440.360000 sec): 3 clusters Score: Raw -344578.152499 + Penalty 2610.305872 = -341967.846627 nChanged 3 SP:Iteration 66Q (4440.500000 sec): 3 clusters Score: Raw -344579.968009 + Penalty 2610.305872 = -341969.662137 nChanged 4 SP:Iteration 67Q (4440.640000 sec): 3 clusters Score: Raw -344582.099798 + Penalty 2610.305872 = -341971.793926 nChanged 2 SP:Iteration 68Q (4440.840000 sec): 3 clusters Score: Raw -344582.365730 + Penalty 2610.305872 = -341972.059858 nChanged 0 SP:Iteration 69F (4441.000000 sec): 3 clusters Score: Raw -344582.365730 + Penalty 2610.305872 = -341972.059858 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 18 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4441.090000 sec): 2 clusters Score: Raw -257778.124790 + Penalty 1260.312165 = -256517.812625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4441.240000 sec): 3 clusters Score: Raw -256755.212932 + Penalty 2520.624330 = -254234.588602 nChanged 814 SP:Iteration 1F (4441.400000 sec): 3 clusters Score: Raw -257254.841583 + Penalty 2520.624330 = -254734.217253 nChanged 174 SP:Iteration 2F (4441.570000 sec): 3 clusters Score: Raw -257372.798690 + Penalty 2520.624330 = -254852.174360 nChanged 107 SP:Iteration 3Q (4441.720000 sec): 3 clusters Score: Raw -257433.180464 + Penalty 2520.624330 = -254912.556134 nChanged 61 SP:Iteration 4Q (4441.860000 sec): 3 clusters Score: Raw -257463.989467 + Penalty 2520.624330 = -254943.365137 nChanged 36 SP:Iteration 5Q (4442.000000 sec): 3 clusters Score: Raw -257475.787642 + Penalty 2520.624330 = -254955.163312 nChanged 13 SP:Iteration 6Q (4442.150000 sec): 3 clusters Score: Raw -257479.477574 + Penalty 2520.624330 = -254958.853243 nChanged 8 SP:Iteration 7Q (4442.320000 sec): 3 clusters Score: Raw -257481.912429 + Penalty 2520.624330 = -254961.288099 nChanged 9 SP:Iteration 8Q (4442.430000 sec): 3 clusters Score: Raw -257485.371670 + Penalty 2520.624330 = -254964.747340 nChanged 8 SP:Iteration 9Q (4442.570000 sec): 3 clusters Score: Raw -257488.568224 + Penalty 2520.624330 = -254967.943894 nChanged 8 SP:Iteration 10Q (4442.760000 sec): 3 clusters Score: Raw -257491.451557 + Penalty 2520.624330 = -254970.827227 nChanged 3 SP:Iteration 11Q (4442.900000 sec): 3 clusters Score: Raw -257493.479792 + Penalty 2520.624330 = -254972.855462 nChanged 6 SP:Iteration 12Q (4443.060000 sec): 3 clusters Score: Raw -257497.691794 + Penalty 2520.624330 = -254977.067464 nChanged 9 SP:Iteration 13Q (4443.240000 sec): 3 clusters Score: Raw -257501.666580 + Penalty 2520.624330 = -254981.042250 nChanged 5 SP:Iteration 14Q (4443.390000 sec): 3 clusters Score: Raw -257504.033524 + Penalty 2520.624330 = -254983.409193 nChanged 10 SP:Iteration 15Q (4443.550000 sec): 3 clusters Score: Raw -257507.104132 + Penalty 2520.624330 = -254986.479802 nChanged 4 SP:Iteration 16Q (4443.720000 sec): 3 clusters Score: Raw -257508.414610 + Penalty 2520.624330 = -254987.790280 nChanged 7 SP:Iteration 17Q (4443.910000 sec): 3 clusters Score: Raw -257511.917396 + Penalty 2520.624330 = -254991.293066 nChanged 9 SP:Iteration 18Q (4444.100000 sec): 3 clusters Score: Raw -257513.769830 + Penalty 2520.624330 = -254993.145500 nChanged 7 SP:Iteration 19Q (4444.260000 sec): 3 clusters Score: Raw -257515.776787 + Penalty 2520.624330 = -254995.152457 nChanged 10 SP:Iteration 20F (4444.460000 sec): 3 clusters Score: Raw -257518.747516 + Penalty 2520.624330 = -254998.123186 nChanged 6 SP:Iteration 21Q (4444.590000 sec): 3 clusters Score: Raw -257520.552286 + Penalty 2520.624330 = -254999.927955 nChanged 10 SP:Iteration 22Q (4444.750000 sec): 3 clusters Score: Raw -257523.956807 + Penalty 2520.624330 = -255003.332476 nChanged 6 SP:Iteration 23Q (4444.910000 sec): 3 clusters Score: Raw -257527.051207 + Penalty 2520.624330 = -255006.426876 nChanged 10 SP:Iteration 24Q (4445.070000 sec): 3 clusters Score: Raw -257530.657416 + Penalty 2520.624330 = -255010.033086 nChanged 11 SP:Iteration 25Q (4445.230000 sec): 3 clusters Score: Raw -257535.414898 + Penalty 2520.624330 = -255014.790568 nChanged 11 SP:Iteration 26Q (4445.410000 sec): 3 clusters Score: Raw -257539.388063 + Penalty 2520.624330 = -255018.763733 nChanged 9 SP:Iteration 27Q (4445.550000 sec): 3 clusters Score: Raw -257542.338891 + Penalty 2520.624330 = -255021.714561 nChanged 4 SP:Iteration 28Q (4445.720000 sec): 3 clusters Score: Raw -257543.698222 + Penalty 2520.624330 = -255023.073892 nChanged 3 SP:Iteration 29Q (4445.910000 sec): 3 clusters Score: Raw -257545.167155 + Penalty 2520.624330 = -255024.542825 nChanged 2 SP:Iteration 30Q (4446.140000 sec): 3 clusters Score: Raw -257545.464848 + Penalty 2520.624330 = -255024.840518 nChanged 1 SP:Iteration 31Q (4446.300000 sec): 3 clusters Score: Raw -257545.658797 + Penalty 2520.624330 = -255025.034467 nChanged 1 SP:Iteration 32Q (4446.510000 sec): 3 clusters Score: Raw -257546.256562 + Penalty 2520.624330 = -255025.632232 nChanged 2 SP:Iteration 33Q (4446.710000 sec): 3 clusters Score: Raw -257546.486930 + Penalty 2520.624330 = -255025.862600 nChanged 0 SP:Iteration 34F (4446.930000 sec): 3 clusters Score: Raw -257546.486930 + Penalty 2520.624330 = -255025.862600 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 19 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4447.040000 sec): 2 clusters Score: Raw -66234.292562 + Penalty 1041.117998 = -65193.174564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4447.230000 sec): 3 clusters Score: Raw -66098.939741 + Penalty 2082.235995 = -64016.703745 nChanged 159 SP:Iteration 1F (4447.380000 sec): 3 clusters Score: Raw -66364.021146 + Penalty 2082.235995 = -64281.785151 nChanged 59 SP:Iteration 2F (4447.620000 sec): 3 clusters Score: Raw -66498.486164 + Penalty 2082.235995 = -64416.250169 nChanged 39 SP:Iteration 3F (4447.760000 sec): 3 clusters Score: Raw -66634.155027 + Penalty 2082.235995 = -64551.919031 nChanged 32 SP:Iteration 4F (4447.960000 sec): 3 clusters Score: Raw -66800.425726 + Penalty 2082.235995 = -64718.189731 nChanged 31 SP:Iteration 5F (4448.160000 sec): 3 clusters Score: Raw -66875.527106 + Penalty 2082.235995 = -64793.291111 nChanged 25 SP:Iteration 6Q (4448.350000 sec): 3 clusters Score: Raw -66930.463367 + Penalty 2082.235995 = -64848.227372 nChanged 14 SP:Iteration 7Q (4448.470000 sec): 3 clusters Score: Raw -66974.097397 + Penalty 2082.235995 = -64891.861401 nChanged 14 SP:Iteration 8Q (4448.620000 sec): 3 clusters Score: Raw -67006.183188 + Penalty 2082.235995 = -64923.947193 nChanged 9 SP:Iteration 9Q (4448.810000 sec): 3 clusters Score: Raw -67024.392540 + Penalty 2082.235995 = -64942.156544 nChanged 4 SP:Iteration 10Q (4449.000000 sec): 3 clusters Score: Raw -67032.709467 + Penalty 2082.235995 = -64950.473471 nChanged 4 SP:Iteration 11Q (4449.180000 sec): 3 clusters Score: Raw -67038.567707 + Penalty 2082.235995 = -64956.331712 nChanged 1 SP:Iteration 12Q (4449.370000 sec): 3 clusters Score: Raw -67042.814078 + Penalty 2082.235995 = -64960.578083 nChanged 2 SP:Iteration 13Q (4449.510000 sec): 3 clusters Score: Raw -67048.621720 + Penalty 2082.235995 = -64966.385724 nChanged 1 SP:Iteration 14Q (4449.610000 sec): 3 clusters Score: Raw -67050.115996 + Penalty 2082.235995 = -64967.880000 nChanged 2 SP:Iteration 15Q (4449.830000 sec): 3 clusters Score: Raw -67055.529974 + Penalty 2082.235995 = -64973.293978 nChanged 3 SP:Iteration 16Q (4450.020000 sec): 3 clusters Score: Raw -67065.850392 + Penalty 2082.235995 = -64983.614396 nChanged 3 SP:Iteration 17Q (4450.160000 sec): 3 clusters Score: Raw -67074.001455 + Penalty 2082.235995 = -64991.765459 nChanged 2 SP:Iteration 18Q (4450.370000 sec): 3 clusters Score: Raw -67078.428536 + Penalty 2082.235995 = -64996.192541 nChanged 1 SP:Iteration 19Q (4450.530000 sec): 3 clusters Score: Raw -67080.492807 + Penalty 2082.235995 = -64998.256812 nChanged 3 SP:Iteration 20F (4450.710000 sec): 3 clusters Score: Raw -67084.184470 + Penalty 2082.235995 = -65001.948474 nChanged 2 SP:Iteration 21Q (4450.860000 sec): 3 clusters Score: Raw -67086.521714 + Penalty 2082.235995 = -65004.285718 nChanged 0 SP:Iteration 22F (4451.080000 sec): 3 clusters Score: Raw -67086.521714 + Penalty 2082.235995 = -65004.285718 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 20 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4451.200000 sec): 2 clusters Score: Raw -144532.123560 + Penalty 1158.771060 = -143373.352500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4451.370000 sec): 3 clusters Score: Raw -144092.868701 + Penalty 2317.542120 = -141775.326582 nChanged 389 SP:Iteration 1F (4451.560000 sec): 3 clusters Score: Raw -144384.098124 + Penalty 2317.542120 = -142066.556004 nChanged 74 SP:Iteration 2F (4451.700000 sec): 3 clusters Score: Raw -144436.812059 + Penalty 2317.542120 = -142119.269939 nChanged 27 SP:Iteration 3Q (4451.880000 sec): 3 clusters Score: Raw -144463.177039 + Penalty 2317.542120 = -142145.634919 nChanged 26 SP:Iteration 4Q (4452.070000 sec): 3 clusters Score: Raw -144484.529062 + Penalty 2317.542120 = -142166.986943 nChanged 21 SP:Iteration 5Q (4452.240000 sec): 3 clusters Score: Raw -144503.320075 + Penalty 2317.542120 = -142185.777956 nChanged 21 SP:Iteration 6Q (4452.390000 sec): 3 clusters Score: Raw -144524.251793 + Penalty 2317.542120 = -142206.709673 nChanged 16 SP:Iteration 7Q (4452.650000 sec): 3 clusters Score: Raw -144538.689709 + Penalty 2317.542120 = -142221.147589 nChanged 16 SP:Iteration 8Q (4452.810000 sec): 3 clusters Score: Raw -144558.598486 + Penalty 2317.542120 = -142241.056366 nChanged 15 SP:Iteration 9Q (4453.060000 sec): 3 clusters Score: Raw -144568.025146 + Penalty 2317.542120 = -142250.483026 nChanged 8 SP:Iteration 10Q (4453.170000 sec): 3 clusters Score: Raw -144575.455217 + Penalty 2317.542120 = -142257.913097 nChanged 1 SP:Iteration 11Q (4453.360000 sec): 3 clusters Score: Raw -144575.985189 + Penalty 2317.542120 = -142258.443070 nChanged 0 SP:Iteration 12F (4453.580000 sec): 3 clusters Score: Raw -144575.985189 + Penalty 2317.542120 = -142258.443070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 21 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4453.710000 sec): 2 clusters Score: Raw -86789.052808 + Penalty 1083.587090 = -85705.465718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4453.890000 sec): 3 clusters Score: Raw -86636.168078 + Penalty 2167.174181 = -84468.993897 nChanged 202 SP:Iteration 1F (4454.040000 sec): 3 clusters Score: Raw -86938.498405 + Penalty 2167.174181 = -84771.324224 nChanged 68 SP:Iteration 2F (4454.240000 sec): 3 clusters Score: Raw -87057.054747 + Penalty 2167.174181 = -84889.880567 nChanged 36 SP:Iteration 3Q (4454.460000 sec): 3 clusters Score: Raw -87103.927552 + Penalty 2167.174181 = -84936.753371 nChanged 35 SP:Iteration 4Q (4454.630000 sec): 3 clusters Score: Raw -87149.220200 + Penalty 2167.174181 = -84982.046020 nChanged 27 SP:Iteration 5Q (4454.850000 sec): 3 clusters Score: Raw -87192.193745 + Penalty 2167.174181 = -85025.019564 nChanged 16 SP:Iteration 6Q (4455.040000 sec): 3 clusters Score: Raw -87212.627199 + Penalty 2167.174181 = -85045.453019 nChanged 14 SP:Iteration 7Q (4455.240000 sec): 3 clusters Score: Raw -87228.655024 + Penalty 2167.174181 = -85061.480844 nChanged 10 SP:Iteration 8Q (4455.400000 sec): 3 clusters Score: Raw -87248.188329 + Penalty 2167.174181 = -85081.014149 nChanged 8 SP:Iteration 9Q (4455.590000 sec): 3 clusters Score: Raw -87260.736879 + Penalty 2167.174181 = -85093.562698 nChanged 3 SP:Iteration 10Q (4455.800000 sec): 3 clusters Score: Raw -87267.542175 + Penalty 2167.174181 = -85100.367994 nChanged 6 SP:Iteration 11Q (4455.980000 sec): 3 clusters Score: Raw -87278.699191 + Penalty 2167.174181 = -85111.525010 nChanged 9 SP:Iteration 12Q (4456.180000 sec): 3 clusters Score: Raw -87295.083348 + Penalty 2167.174181 = -85127.909167 nChanged 3 SP:Iteration 13Q (4456.390000 sec): 3 clusters Score: Raw -87299.914944 + Penalty 2167.174181 = -85132.740763 nChanged 4 SP:Iteration 14Q (4456.600000 sec): 3 clusters Score: Raw -87306.273688 + Penalty 2167.174181 = -85139.099507 nChanged 2 SP:Iteration 15Q (4456.760000 sec): 3 clusters Score: Raw -87309.179509 + Penalty 2167.174181 = -85142.005328 nChanged 2 SP:Iteration 16Q (4456.980000 sec): 3 clusters Score: Raw -87313.028651 + Penalty 2167.174181 = -85145.854470 nChanged 2 SP:Iteration 17Q (4457.130000 sec): 3 clusters Score: Raw -87316.594456 + Penalty 2167.174181 = -85149.420275 nChanged 1 SP:Iteration 18Q (4457.350000 sec): 3 clusters Score: Raw -87317.643731 + Penalty 2167.174181 = -85150.469550 nChanged 1 SP:Iteration 19Q (4457.530000 sec): 3 clusters Score: Raw -87318.236917 + Penalty 2167.174181 = -85151.062736 nChanged 0 SP:Iteration 20F (4457.680000 sec): 3 clusters Score: Raw -87318.236917 + Penalty 2167.174181 = -85151.062736 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 22 (1312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4457.760000 sec): 2 clusters Score: Raw -128399.227218 + Penalty 1166.637545 = -127232.589673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4457.890000 sec): 3 clusters Score: Raw -127965.049998 + Penalty 2333.275090 = -125631.774908 nChanged 450 SP:Iteration 1F (4458.110000 sec): 3 clusters Score: Raw -128417.472127 + Penalty 2333.275090 = -126084.197037 nChanged 113 SP:Iteration 2F (4458.250000 sec): 3 clusters Score: Raw -128574.537416 + Penalty 2333.275090 = -126241.262326 nChanged 77 SP:Iteration 3F (4458.410000 sec): 3 clusters Score: Raw -128705.208926 + Penalty 2333.275090 = -126371.933836 nChanged 59 SP:Iteration 4Q (4458.570000 sec): 3 clusters Score: Raw -128803.400809 + Penalty 2333.275090 = -126470.125719 nChanged 57 SP:Iteration 5Q (4458.800000 sec): 3 clusters Score: Raw -128912.593241 + Penalty 2333.275090 = -126579.318151 nChanged 63 SP:Iteration 6Q (4458.920000 sec): 3 clusters Score: Raw -129010.364180 + Penalty 2333.275090 = -126677.089090 nChanged 44 SP:Iteration 7Q (4459.120000 sec): 3 clusters Score: Raw -129067.804507 + Penalty 2333.275090 = -126734.529417 nChanged 38 SP:Iteration 8Q (4459.270000 sec): 3 clusters Score: Raw -129114.823514 + Penalty 2333.275090 = -126781.548424 nChanged 30 SP:Iteration 9Q (4459.480000 sec): 3 clusters Score: Raw -129155.924760 + Penalty 2333.275090 = -126822.649670 nChanged 26 SP:Iteration 10Q (4459.650000 sec): 3 clusters Score: Raw -129190.833429 + Penalty 2333.275090 = -126857.558338 nChanged 31 SP:Iteration 11Q (4459.810000 sec): 3 clusters Score: Raw -129237.838427 + Penalty 2333.275090 = -126904.563337 nChanged 34 SP:Iteration 12Q (4459.960000 sec): 3 clusters Score: Raw -129290.510988 + Penalty 2333.275090 = -126957.235898 nChanged 21 SP:Iteration 13Q (4460.140000 sec): 3 clusters Score: Raw -129312.669077 + Penalty 2333.275090 = -126979.393987 nChanged 16 SP:Iteration 14Q (4460.280000 sec): 3 clusters Score: Raw -129328.029462 + Penalty 2333.275090 = -126994.754372 nChanged 11 SP:Iteration 15Q (4460.500000 sec): 3 clusters Score: Raw -129334.435932 + Penalty 2333.275090 = -127001.160842 nChanged 4 SP:Iteration 16Q (4460.650000 sec): 3 clusters Score: Raw -129337.545792 + Penalty 2333.275090 = -127004.270702 nChanged 5 SP:Iteration 17Q (4460.790000 sec): 3 clusters Score: Raw -129348.988883 + Penalty 2333.275090 = -127015.713793 nChanged 8 SP:Iteration 18Q (4460.980000 sec): 3 clusters Score: Raw -129355.867109 + Penalty 2333.275090 = -127022.592019 nChanged 9 SP:Iteration 19Q (4461.170000 sec): 3 clusters Score: Raw -129365.285724 + Penalty 2333.275090 = -127032.010634 nChanged 7 SP:Iteration 20F (4461.350000 sec): 3 clusters Score: Raw -129376.787031 + Penalty 2333.275090 = -127043.511940 nChanged 10 SP:Iteration 21Q (4461.580000 sec): 3 clusters Score: Raw -129394.156147 + Penalty 2333.275090 = -127060.881056 nChanged 7 SP:Iteration 22Q (4461.750000 sec): 3 clusters Score: Raw -129402.344873 + Penalty 2333.275090 = -127069.069783 nChanged 5 SP:Iteration 23Q (4461.960000 sec): 3 clusters Score: Raw -129405.461303 + Penalty 2333.275090 = -127072.186213 nChanged 0 SP:Iteration 24F (4462.140000 sec): 3 clusters Score: Raw -129405.461303 + Penalty 2333.275090 = -127072.186213 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 23 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4462.220000 sec): 2 clusters Score: Raw -41693.562926 + Penalty 975.229918 = -40718.333009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4462.400000 sec): 3 clusters Score: Raw -41718.713251 + Penalty 1950.459835 = -39768.253416 nChanged 94 SP:Iteration 1F (4462.630000 sec): 3 clusters Score: Raw -41891.447282 + Penalty 1950.459835 = -39940.987446 nChanged 17 SP:Iteration 2Q (4462.750000 sec): 3 clusters Score: Raw -41938.533970 + Penalty 1950.459835 = -39988.074135 nChanged 10 SP:Iteration 3Q (4462.940000 sec): 3 clusters Score: Raw -42008.712082 + Penalty 1950.459835 = -40058.252246 nChanged 9 SP:Iteration 4Q (4463.120000 sec): 3 clusters Score: Raw -42053.696956 + Penalty 1950.459835 = -40103.237120 nChanged 3 SP:Iteration 5Q (4463.310000 sec): 3 clusters Score: Raw -42106.667684 + Penalty 1950.459835 = -40156.207849 nChanged 3 SP:Iteration 6Q (4463.520000 sec): 3 clusters Score: Raw -42112.158035 + Penalty 1950.459835 = -40161.698200 nChanged 1 SP:Iteration 7Q (4463.730000 sec): 3 clusters Score: Raw -42114.075295 + Penalty 1950.459835 = -40163.615459 nChanged 2 SP:Iteration 8Q (4463.870000 sec): 3 clusters Score: Raw -42117.895052 + Penalty 1950.459835 = -40167.435216 nChanged 1 SP:Iteration 9Q (4464.050000 sec): 3 clusters Score: Raw -42119.165879 + Penalty 1950.459835 = -40168.706044 nChanged 1 SP:Iteration 10Q (4464.210000 sec): 3 clusters Score: Raw -42121.653690 + Penalty 1950.459835 = -40171.193855 nChanged 1 SP:Iteration 11Q (4464.450000 sec): 3 clusters Score: Raw -42122.479931 + Penalty 1950.459835 = -40172.020096 nChanged 0 SP:Iteration 12F (4464.610000 sec): 3 clusters Score: Raw -42122.479931 + Penalty 1950.459835 = -40172.020096 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 24 (7023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4464.770000 sec): 2 clusters Score: Raw -794392.667912 + Penalty 1439.253685 = -792953.414227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4465.030000 sec): 3 clusters Score: Raw -790557.473576 + Penalty 2878.507371 = -787678.966206 nChanged 2909 SP:Iteration 1F (4465.230000 sec): 3 clusters Score: Raw -792083.681181 + Penalty 2878.507371 = -789205.173810 nChanged 444 SP:Iteration 2F (4465.440000 sec): 3 clusters Score: Raw -792268.620327 + Penalty 2878.507371 = -789390.112956 nChanged 331 SP:Iteration 3Q (4465.610000 sec): 3 clusters Score: Raw -792385.047259 + Penalty 2878.507371 = -789506.539888 nChanged 263 SP:Iteration 4Q (4465.830000 sec): 3 clusters Score: Raw -792483.753029 + Penalty 2878.507371 = -789605.245659 nChanged 218 SP:Iteration 5Q (4466.050000 sec): 3 clusters Score: Raw -792555.444404 + Penalty 2878.507371 = -789676.937033 nChanged 176 SP:Iteration 6Q (4466.270000 sec): 3 clusters Score: Raw -792611.485970 + Penalty 2878.507371 = -789732.978599 nChanged 156 SP:Iteration 7Q (4466.470000 sec): 3 clusters Score: Raw -792661.249334 + Penalty 2878.507371 = -789782.741963 nChanged 146 SP:Iteration 8Q (4466.640000 sec): 3 clusters Score: Raw -792711.816257 + Penalty 2878.507371 = -789833.308887 nChanged 144 SP:Iteration 9Q (4466.820000 sec): 3 clusters Score: Raw -792758.204734 + Penalty 2878.507371 = -789879.697363 nChanged 131 SP:Iteration 10Q (4467.020000 sec): 3 clusters Score: Raw -792802.425272 + Penalty 2878.507371 = -789923.917902 nChanged 142 SP:Iteration 11Q (4467.160000 sec): 3 clusters Score: Raw -792849.411080 + Penalty 2878.507371 = -789970.903709 nChanged 153 SP:Iteration 12Q (4467.380000 sec): 3 clusters Score: Raw -792909.668824 + Penalty 2878.507371 = -790031.161453 nChanged 157 SP:Iteration 13Q (4467.590000 sec): 3 clusters Score: Raw -792976.077566 + Penalty 2878.507371 = -790097.570195 nChanged 191 SP:Iteration 14Q (4467.750000 sec): 3 clusters Score: Raw -793062.309855 + Penalty 2878.507371 = -790183.802485 nChanged 205 SP:Iteration 15Q (4467.950000 sec): 3 clusters Score: Raw -793164.662168 + Penalty 2878.507371 = -790286.154797 nChanged 246 SP:Iteration 16Q (4468.090000 sec): 3 clusters Score: Raw -793297.164576 + Penalty 2878.507371 = -790418.657205 nChanged 276 SP:Iteration 17Q (4468.230000 sec): 3 clusters Score: Raw -793464.683937 + Penalty 2878.507371 = -790586.176566 nChanged 281 SP:Iteration 18Q (4468.450000 sec): 3 clusters Score: Raw -793665.115586 + Penalty 2878.507371 = -790786.608215 nChanged 286 SP:Iteration 19Q (4468.640000 sec): 3 clusters Score: Raw -793885.328121 + Penalty 2878.507371 = -791006.820751 nChanged 260 SP:Iteration 20F (4468.830000 sec): 3 clusters Score: Raw -794099.830186 + Penalty 2878.507371 = -791221.322815 nChanged 197 SP:Iteration 21Q (4469.050000 sec): 3 clusters Score: Raw -794257.419099 + Penalty 2878.507371 = -791378.911728 nChanged 134 SP:Iteration 22Q (4469.200000 sec): 3 clusters Score: Raw -794371.546121 + Penalty 2878.507371 = -791493.038750 nChanged 92 SP:Iteration 23Q (4469.350000 sec): 3 clusters Score: Raw -794460.842197 + Penalty 2878.507371 = -791582.334826 nChanged 57 SP:Iteration 24Q (4469.520000 sec): 3 clusters Score: Raw -794520.715327 + Penalty 2878.507371 = -791642.207956 nChanged 32 SP:Iteration 25Q (4469.730000 sec): 3 clusters Score: Raw -794561.429517 + Penalty 2878.507371 = -791682.922146 nChanged 25 SP:Iteration 26Q (4469.900000 sec): 3 clusters Score: Raw -794590.187105 + Penalty 2878.507371 = -791711.679734 nChanged 17 SP:Iteration 27Q (4470.110000 sec): 3 clusters Score: Raw -794612.416344 + Penalty 2878.507371 = -791733.908973 nChanged 14 SP:Iteration 28Q (4470.270000 sec): 3 clusters Score: Raw -794623.150157 + Penalty 2878.507371 = -791744.642786 nChanged 7 SP:Iteration 29Q (4470.480000 sec): 3 clusters Score: Raw -794629.821595 + Penalty 2878.507371 = -791751.314224 nChanged 4 SP:Iteration 30Q (4470.700000 sec): 3 clusters Score: Raw -794635.057845 + Penalty 2878.507371 = -791756.550474 nChanged 3 SP:Iteration 31Q (4470.950000 sec): 3 clusters Score: Raw -794637.888646 + Penalty 2878.507371 = -791759.381275 nChanged 3 SP:Iteration 32Q (4471.130000 sec): 3 clusters Score: Raw -794641.536550 + Penalty 2878.507371 = -791763.029180 nChanged 6 SP:Iteration 33Q (4471.360000 sec): 3 clusters Score: Raw -794651.704350 + Penalty 2878.507371 = -791773.196979 nChanged 5 SP:Iteration 34Q (4471.590000 sec): 3 clusters Score: Raw -794659.217869 + Penalty 2878.507371 = -791780.710498 nChanged 7 SP:Iteration 35Q (4471.840000 sec): 3 clusters Score: Raw -794665.818674 + Penalty 2878.507371 = -791787.311304 nChanged 2 SP:Iteration 36Q (4472.040000 sec): 3 clusters Score: Raw -794667.420253 + Penalty 2878.507371 = -791788.912882 nChanged 4 SP:Iteration 37Q (4472.270000 sec): 3 clusters Score: Raw -794670.947396 + Penalty 2878.507371 = -791792.440025 nChanged 3 SP:Iteration 38Q (4472.440000 sec): 3 clusters Score: Raw -794674.724394 + Penalty 2878.507371 = -791796.217023 nChanged 2 SP:Iteration 39Q (4472.670000 sec): 3 clusters Score: Raw -794677.987860 + Penalty 2878.507371 = -791799.480489 nChanged 3 SP:Iteration 40F (4472.850000 sec): 3 clusters Score: Raw -794682.765886 + Penalty 2878.507371 = -791804.258516 nChanged 2 SP:Iteration 41Q (4473.040000 sec): 3 clusters Score: Raw -794684.307686 + Penalty 2878.507371 = -791805.800315 nChanged 0 SP:Iteration 42F (4473.280000 sec): 3 clusters Score: Raw -794684.307686 + Penalty 2878.507371 = -791805.800315 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 25 (3926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4473.370000 sec): 2 clusters Score: Raw -415739.761081 + Penalty 1344.748661 = -414395.012420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4473.560000 sec): 3 clusters Score: Raw -413752.392699 + Penalty 2689.497322 = -411062.895377 nChanged 1590 SP:Iteration 1F (4473.790000 sec): 3 clusters Score: Raw -414576.927641 + Penalty 2689.497322 = -411887.430319 nChanged 258 SP:Iteration 2F (4474.030000 sec): 3 clusters Score: Raw -414724.729331 + Penalty 2689.497322 = -412035.232009 nChanged 199 SP:Iteration 3F (4474.260000 sec): 3 clusters Score: Raw -414833.635602 + Penalty 2689.497322 = -412144.138280 nChanged 167 SP:Iteration 4Q (4474.470000 sec): 3 clusters Score: Raw -414919.760642 + Penalty 2689.497322 = -412230.263320 nChanged 160 SP:Iteration 5Q (4474.680000 sec): 3 clusters Score: Raw -415012.737500 + Penalty 2689.497322 = -412323.240178 nChanged 145 SP:Iteration 6Q (4474.870000 sec): 3 clusters Score: Raw -415086.163036 + Penalty 2689.497322 = -412396.665714 nChanged 127 SP:Iteration 7Q (4475.120000 sec): 3 clusters Score: Raw -415147.779873 + Penalty 2689.497322 = -412458.282551 nChanged 106 SP:Iteration 8Q (4475.260000 sec): 3 clusters Score: Raw -415201.404852 + Penalty 2689.497322 = -412511.907530 nChanged 119 SP:Iteration 9Q (4475.460000 sec): 3 clusters Score: Raw -415277.721726 + Penalty 2689.497322 = -412588.224404 nChanged 134 SP:Iteration 10Q (4475.640000 sec): 3 clusters Score: Raw -415366.971719 + Penalty 2689.497322 = -412677.474397 nChanged 148 SP:Iteration 11Q (4475.810000 sec): 3 clusters Score: Raw -415457.744859 + Penalty 2689.497322 = -412768.247537 nChanged 138 SP:Iteration 12Q (4476.000000 sec): 3 clusters Score: Raw -415540.929397 + Penalty 2689.497322 = -412851.432075 nChanged 142 SP:Iteration 13Q (4476.130000 sec): 3 clusters Score: Raw -415635.342206 + Penalty 2689.497322 = -412945.844884 nChanged 145 SP:Iteration 14Q (4476.320000 sec): 3 clusters Score: Raw -415744.608754 + Penalty 2689.497322 = -413055.111432 nChanged 163 SP:Iteration 15Q (4476.520000 sec): 3 clusters Score: Raw -415870.269739 + Penalty 2689.497322 = -413180.772417 nChanged 150 SP:Iteration 16Q (4476.700000 sec): 3 clusters Score: Raw -415973.832581 + Penalty 2689.497322 = -413284.335259 nChanged 126 SP:Iteration 17Q (4476.860000 sec): 3 clusters Score: Raw -416051.644060 + Penalty 2689.497322 = -413362.146738 nChanged 89 SP:Iteration 18Q (4477.040000 sec): 3 clusters Score: Raw -416107.403211 + Penalty 2689.497322 = -413417.905889 nChanged 72 SP:Iteration 19Q (4477.210000 sec): 3 clusters Score: Raw -416155.819263 + Penalty 2689.497322 = -413466.321941 nChanged 54 SP:Iteration 20F (4477.380000 sec): 3 clusters Score: Raw -416185.399411 + Penalty 2689.497322 = -413495.902089 nChanged 35 SP:Iteration 21Q (4477.620000 sec): 3 clusters Score: Raw -416202.894857 + Penalty 2689.497322 = -413513.397535 nChanged 29 SP:Iteration 22Q (4477.800000 sec): 3 clusters Score: Raw -416218.732786 + Penalty 2689.497322 = -413529.235465 nChanged 26 SP:Iteration 23Q (4477.990000 sec): 3 clusters Score: Raw -416231.307993 + Penalty 2689.497322 = -413541.810671 nChanged 26 SP:Iteration 24Q (4478.200000 sec): 3 clusters Score: Raw -416245.758153 + Penalty 2689.497322 = -413556.260831 nChanged 17 SP:Iteration 25Q (4478.360000 sec): 3 clusters Score: Raw -416258.994556 + Penalty 2689.497322 = -413569.497234 nChanged 21 SP:Iteration 26Q (4478.510000 sec): 3 clusters Score: Raw -416270.276058 + Penalty 2689.497322 = -413580.778736 nChanged 17 SP:Iteration 27Q (4478.740000 sec): 3 clusters Score: Raw -416277.378490 + Penalty 2689.497322 = -413587.881169 nChanged 14 SP:Iteration 28Q (4478.980000 sec): 3 clusters Score: Raw -416282.858820 + Penalty 2689.497322 = -413593.361498 nChanged 8 SP:Iteration 29Q (4479.140000 sec): 3 clusters Score: Raw -416285.915708 + Penalty 2689.497322 = -413596.418386 nChanged 6 SP:Iteration 30Q (4479.300000 sec): 3 clusters Score: Raw -416287.422185 + Penalty 2689.497322 = -413597.924863 nChanged 5 SP:Iteration 31Q (4479.460000 sec): 3 clusters Score: Raw -416288.666036 + Penalty 2689.497322 = -413599.168714 nChanged 4 SP:Iteration 32Q (4479.650000 sec): 3 clusters Score: Raw -416289.999705 + Penalty 2689.497322 = -413600.502383 nChanged 2 SP:Iteration 33Q (4479.860000 sec): 3 clusters Score: Raw -416290.890459 + Penalty 2689.497322 = -413601.393137 nChanged 3 SP:Iteration 34Q (4480.040000 sec): 3 clusters Score: Raw -416292.410288 + Penalty 2689.497322 = -413602.912966 nChanged 1 SP:Iteration 35Q (4480.240000 sec): 3 clusters Score: Raw -416293.192518 + Penalty 2689.497322 = -413603.695196 nChanged 1 SP:Iteration 36Q (4480.400000 sec): 3 clusters Score: Raw -416293.731114 + Penalty 2689.497322 = -413604.233793 nChanged 2 SP:Iteration 37Q (4480.580000 sec): 3 clusters Score: Raw -416294.347030 + Penalty 2689.497322 = -413604.849708 nChanged 0 SP:Iteration 38F (4480.760000 sec): 3 clusters Score: Raw -416294.347030 + Penalty 2689.497322 = -413604.849708 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 26 (2363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4480.880000 sec): 2 clusters Score: Raw -274382.527183 + Penalty 1262.249183 = -273120.278001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4481.060000 sec): 3 clusters Score: Raw -273323.300102 + Penalty 2524.498365 = -270798.801737 nChanged 841 SP:Iteration 1F (4481.260000 sec): 3 clusters Score: Raw -273855.690867 + Penalty 2524.498365 = -271331.192502 nChanged 180 SP:Iteration 2F (4481.440000 sec): 3 clusters Score: Raw -273996.773219 + Penalty 2524.498365 = -271472.274854 nChanged 123 SP:Iteration 3F (4481.660000 sec): 3 clusters Score: Raw -274076.911193 + Penalty 2524.498365 = -271552.412828 nChanged 95 SP:Iteration 4Q (4481.850000 sec): 3 clusters Score: Raw -274142.207076 + Penalty 2524.498365 = -271617.708711 nChanged 80 SP:Iteration 5Q (4482.030000 sec): 3 clusters Score: Raw -274190.104056 + Penalty 2524.498365 = -271665.605691 nChanged 61 SP:Iteration 6Q (4482.200000 sec): 3 clusters Score: Raw -274229.282636 + Penalty 2524.498365 = -271704.784271 nChanged 38 SP:Iteration 7Q (4482.370000 sec): 3 clusters Score: Raw -274251.951483 + Penalty 2524.498365 = -271727.453118 nChanged 36 SP:Iteration 8Q (4482.600000 sec): 3 clusters Score: Raw -274273.069399 + Penalty 2524.498365 = -271748.571034 nChanged 32 SP:Iteration 9Q (4482.770000 sec): 3 clusters Score: Raw -274291.481971 + Penalty 2524.498365 = -271766.983606 nChanged 24 SP:Iteration 10Q (4482.950000 sec): 3 clusters Score: Raw -274307.083910 + Penalty 2524.498365 = -271782.585545 nChanged 22 SP:Iteration 11Q (4483.200000 sec): 3 clusters Score: Raw -274318.607430 + Penalty 2524.498365 = -271794.109064 nChanged 19 SP:Iteration 12Q (4483.340000 sec): 3 clusters Score: Raw -274326.208898 + Penalty 2524.498365 = -271801.710533 nChanged 19 SP:Iteration 13Q (4483.510000 sec): 3 clusters Score: Raw -274334.238755 + Penalty 2524.498365 = -271809.740390 nChanged 17 SP:Iteration 14Q (4483.700000 sec): 3 clusters Score: Raw -274342.520973 + Penalty 2524.498365 = -271818.022608 nChanged 15 SP:Iteration 15Q (4483.880000 sec): 3 clusters Score: Raw -274352.160341 + Penalty 2524.498365 = -271827.661976 nChanged 11 SP:Iteration 16Q (4484.060000 sec): 3 clusters Score: Raw -274359.568991 + Penalty 2524.498365 = -271835.070626 nChanged 17 SP:Iteration 17Q (4484.200000 sec): 3 clusters Score: Raw -274368.061871 + Penalty 2524.498365 = -271843.563505 nChanged 14 SP:Iteration 18Q (4484.460000 sec): 3 clusters Score: Raw -274375.803630 + Penalty 2524.498365 = -271851.305265 nChanged 15 SP:Iteration 19Q (4484.620000 sec): 3 clusters Score: Raw -274387.152419 + Penalty 2524.498365 = -271862.654054 nChanged 18 SP:Iteration 20F (4484.780000 sec): 3 clusters Score: Raw -274396.386703 + Penalty 2524.498365 = -271871.888337 nChanged 10 SP:Iteration 21Q (4484.920000 sec): 3 clusters Score: Raw -274400.028222 + Penalty 2524.498365 = -271875.529857 nChanged 9 SP:Iteration 22Q (4485.100000 sec): 3 clusters Score: Raw -274402.493584 + Penalty 2524.498365 = -271877.995219 nChanged 6 SP:Iteration 23Q (4485.240000 sec): 3 clusters Score: Raw -274404.118147 + Penalty 2524.498365 = -271879.619782 nChanged 7 SP:Iteration 24Q (4485.420000 sec): 3 clusters Score: Raw -274407.964494 + Penalty 2524.498365 = -271883.466129 nChanged 10 SP:Iteration 25Q (4485.600000 sec): 3 clusters Score: Raw -274413.906268 + Penalty 2524.498365 = -271889.407903 nChanged 7 SP:Iteration 26Q (4485.830000 sec): 3 clusters Score: Raw -274418.565828 + Penalty 2524.498365 = -271894.067463 nChanged 7 SP:Iteration 27Q (4486.040000 sec): 3 clusters Score: Raw -274421.268741 + Penalty 2524.498365 = -271896.770376 nChanged 12 SP:Iteration 28Q (4486.220000 sec): 3 clusters Score: Raw -274428.252140 + Penalty 2524.498365 = -271903.753775 nChanged 13 SP:Iteration 29Q (4486.400000 sec): 3 clusters Score: Raw -274433.583341 + Penalty 2524.498365 = -271909.084976 nChanged 8 SP:Iteration 30Q (4486.610000 sec): 3 clusters Score: Raw -274438.249978 + Penalty 2524.498365 = -271913.751613 nChanged 12 SP:Iteration 31Q (4486.770000 sec): 3 clusters Score: Raw -274445.040693 + Penalty 2524.498365 = -271920.542328 nChanged 11 SP:Iteration 32Q (4487.010000 sec): 3 clusters Score: Raw -274450.704310 + Penalty 2524.498365 = -271926.205944 nChanged 13 SP:Iteration 33Q (4487.200000 sec): 3 clusters Score: Raw -274457.208208 + Penalty 2524.498365 = -271932.709843 nChanged 5 SP:Iteration 34Q (4487.390000 sec): 3 clusters Score: Raw -274459.052441 + Penalty 2524.498365 = -271934.554076 nChanged 5 SP:Iteration 35Q (4487.540000 sec): 3 clusters Score: Raw -274461.143332 + Penalty 2524.498365 = -271936.644967 nChanged 4 SP:Iteration 36Q (4487.770000 sec): 3 clusters Score: Raw -274462.764366 + Penalty 2524.498365 = -271938.266001 nChanged 5 SP:Iteration 37Q (4487.920000 sec): 3 clusters Score: Raw -274465.424951 + Penalty 2524.498365 = -271940.926586 nChanged 6 SP:Iteration 38Q (4488.160000 sec): 3 clusters Score: Raw -274469.455154 + Penalty 2524.498365 = -271944.956788 nChanged 7 SP:Iteration 39Q (4488.360000 sec): 3 clusters Score: Raw -274473.244482 + Penalty 2524.498365 = -271948.746117 nChanged 6 SP:Iteration 40F (4488.510000 sec): 3 clusters Score: Raw -274475.976038 + Penalty 2524.498365 = -271951.477673 nChanged 2 SP:Iteration 41Q (4488.720000 sec): 3 clusters Score: Raw -274478.209544 + Penalty 2524.498365 = -271953.711179 nChanged 3 SP:Iteration 42Q (4488.950000 sec): 3 clusters Score: Raw -274480.470535 + Penalty 2524.498365 = -271955.972170 nChanged 4 SP:Iteration 43Q (4489.110000 sec): 3 clusters Score: Raw -274482.013847 + Penalty 2524.498365 = -271957.515482 nChanged 1 SP:Iteration 44Q (4489.330000 sec): 3 clusters Score: Raw -274482.497425 + Penalty 2524.498365 = -271957.999060 nChanged 0 SP:Iteration 45F (4489.490000 sec): 3 clusters Score: Raw -274482.497425 + Penalty 2524.498365 = -271957.999060 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 27 (18440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4489.660000 sec): 2 clusters Score: Raw -2123786.680445 + Penalty 1596.120093 = -2122190.560352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4489.970000 sec): 3 clusters Score: Raw -2112732.044534 + Penalty 3192.240187 = -2109539.804347 nChanged 8257 SP:Iteration 1F (4490.250000 sec): 3 clusters Score: Raw -2117225.717339 + Penalty 3192.240187 = -2114033.477152 nChanged 843 SP:Iteration 2Q (4490.560000 sec): 3 clusters Score: Raw -2117492.238333 + Penalty 3192.240187 = -2114299.998147 nChanged 760 SP:Iteration 3Q (4490.890000 sec): 3 clusters Score: Raw -2117700.555589 + Penalty 3192.240187 = -2114508.315402 nChanged 636 SP:Iteration 4Q (4491.200000 sec): 3 clusters Score: Raw -2117857.876891 + Penalty 3192.240187 = -2114665.636704 nChanged 519 SP:Iteration 5Q (4491.470000 sec): 3 clusters Score: Raw -2117980.527256 + Penalty 3192.240187 = -2114788.287070 nChanged 432 SP:Iteration 6Q (4491.740000 sec): 3 clusters Score: Raw -2118085.137768 + Penalty 3192.240187 = -2114892.897582 nChanged 441 SP:Iteration 7Q (4492.100000 sec): 3 clusters Score: Raw -2118197.583940 + Penalty 3192.240187 = -2115005.343754 nChanged 463 SP:Iteration 8Q (4492.370000 sec): 3 clusters Score: Raw -2118315.869338 + Penalty 3192.240187 = -2115123.629151 nChanged 416 SP:Iteration 9Q (4492.660000 sec): 3 clusters Score: Raw -2118433.801615 + Penalty 3192.240187 = -2115241.561429 nChanged 468 SP:Iteration 10Q (4493.010000 sec): 3 clusters Score: Raw -2118578.200545 + Penalty 3192.240187 = -2115385.960359 nChanged 510 SP:Iteration 11Q (4493.280000 sec): 3 clusters Score: Raw -2118770.105702 + Penalty 3192.240187 = -2115577.865516 nChanged 609 SP:Iteration 12Q (4493.580000 sec): 3 clusters Score: Raw -2119052.671629 + Penalty 3192.240187 = -2115860.431442 nChanged 683 SP:Iteration 13Q (4493.860000 sec): 3 clusters Score: Raw -2119378.438941 + Penalty 3192.240187 = -2116186.198755 nChanged 686 SP:Iteration 14Q (4494.180000 sec): 3 clusters Score: Raw -2119710.415661 + Penalty 3192.240187 = -2116518.175474 nChanged 653 SP:Iteration 15Q (4494.460000 sec): 3 clusters Score: Raw -2120030.292357 + Penalty 3192.240187 = -2116838.052170 nChanged 630 SP:Iteration 16Q (4494.770000 sec): 3 clusters Score: Raw -2120344.480490 + Penalty 3192.240187 = -2117152.240304 nChanged 578 SP:Iteration 17Q (4495.060000 sec): 3 clusters Score: Raw -2120614.186296 + Penalty 3192.240187 = -2117421.946109 nChanged 462 SP:Iteration 18Q (4495.340000 sec): 3 clusters Score: Raw -2120796.231980 + Penalty 3192.240187 = -2117603.991793 nChanged 372 SP:Iteration 19Q (4495.620000 sec): 3 clusters Score: Raw -2120914.616995 + Penalty 3192.240187 = -2117722.376809 nChanged 276 SP:Iteration 20F (4495.930000 sec): 3 clusters Score: Raw -2120990.224601 + Penalty 3192.240187 = -2117797.984415 nChanged 234 SP:Iteration 21Q (4496.250000 sec): 3 clusters Score: Raw -2121050.563062 + Penalty 3192.240187 = -2117858.322875 nChanged 193 SP:Iteration 22Q (4496.520000 sec): 3 clusters Score: Raw -2121089.513414 + Penalty 3192.240187 = -2117897.273228 nChanged 153 SP:Iteration 23Q (4496.800000 sec): 3 clusters Score: Raw -2121119.109754 + Penalty 3192.240187 = -2117926.869567 nChanged 140 SP:Iteration 24Q (4497.100000 sec): 3 clusters Score: Raw -2121143.315033 + Penalty 3192.240187 = -2117951.074846 nChanged 111 SP:Iteration 25Q (4497.370000 sec): 3 clusters Score: Raw -2121161.370698 + Penalty 3192.240187 = -2117969.130511 nChanged 112 SP:Iteration 26Q (4497.630000 sec): 3 clusters Score: Raw -2121179.957766 + Penalty 3192.240187 = -2117987.717580 nChanged 102 SP:Iteration 27Q (4497.870000 sec): 3 clusters Score: Raw -2121196.906015 + Penalty 3192.240187 = -2118004.665829 nChanged 103 SP:Iteration 28Q (4498.150000 sec): 3 clusters Score: Raw -2121214.563971 + Penalty 3192.240187 = -2118022.323785 nChanged 110 SP:Iteration 29Q (4498.420000 sec): 3 clusters Score: Raw -2121236.436733 + Penalty 3192.240187 = -2118044.196547 nChanged 104 SP:Iteration 30Q (4498.640000 sec): 3 clusters Score: Raw -2121254.815007 + Penalty 3192.240187 = -2118062.574820 nChanged 103 SP:Iteration 31Q (4498.960000 sec): 3 clusters Score: Raw -2121271.410327 + Penalty 3192.240187 = -2118079.170140 nChanged 103 SP:Iteration 32Q (4499.200000 sec): 3 clusters Score: Raw -2121290.407935 + Penalty 3192.240187 = -2118098.167748 nChanged 109 SP:Iteration 33Q (4499.510000 sec): 3 clusters Score: Raw -2121307.705426 + Penalty 3192.240187 = -2118115.465239 nChanged 103 SP:Iteration 34Q (4499.760000 sec): 3 clusters Score: Raw -2121327.384047 + Penalty 3192.240187 = -2118135.143860 nChanged 109 SP:Iteration 35Q (4500.080000 sec): 3 clusters Score: Raw -2121348.268308 + Penalty 3192.240187 = -2118156.028121 nChanged 123 SP:Iteration 36Q (4500.360000 sec): 3 clusters Score: Raw -2121374.362068 + Penalty 3192.240187 = -2118182.121881 nChanged 125 SP:Iteration 37Q (4500.660000 sec): 3 clusters Score: Raw -2121399.406813 + Penalty 3192.240187 = -2118207.166626 nChanged 132 SP:Iteration 38Q (4500.980000 sec): 3 clusters Score: Raw -2121426.946076 + Penalty 3192.240187 = -2118234.705890 nChanged 133 SP:Iteration 39Q (4501.320000 sec): 3 clusters Score: Raw -2121456.648308 + Penalty 3192.240187 = -2118264.408121 nChanged 141 SP:Iteration 40F (4501.610000 sec): 3 clusters Score: Raw -2121490.749393 + Penalty 3192.240187 = -2118298.509207 nChanged 149 SP:Iteration 41Q (4501.950000 sec): 3 clusters Score: Raw -2121523.902149 + Penalty 3192.240187 = -2118331.661962 nChanged 148 SP:Iteration 42Q (4502.240000 sec): 3 clusters Score: Raw -2121556.094597 + Penalty 3192.240187 = -2118363.854410 nChanged 156 SP:Iteration 43Q (4502.550000 sec): 3 clusters Score: Raw -2121592.708585 + Penalty 3192.240187 = -2118400.468398 nChanged 169 SP:Iteration 44Q (4502.820000 sec): 3 clusters Score: Raw -2121636.401719 + Penalty 3192.240187 = -2118444.161533 nChanged 167 SP:Iteration 45Q (4503.090000 sec): 3 clusters Score: Raw -2121673.972263 + Penalty 3192.240187 = -2118481.732076 nChanged 158 SP:Iteration 46Q (4503.340000 sec): 3 clusters Score: Raw -2121710.794154 + Penalty 3192.240187 = -2118518.553967 nChanged 169 SP:Iteration 47Q (4503.630000 sec): 3 clusters Score: Raw -2121752.358405 + Penalty 3192.240187 = -2118560.118218 nChanged 173 SP:Iteration 48Q (4503.950000 sec): 3 clusters Score: Raw -2121800.843075 + Penalty 3192.240187 = -2118608.602888 nChanged 183 SP:Iteration 49Q (4504.260000 sec): 3 clusters Score: Raw -2121854.450039 + Penalty 3192.240187 = -2118662.209852 nChanged 203 SP:Iteration 50Q (4504.620000 sec): 3 clusters Score: Raw -2121914.497937 + Penalty 3192.240187 = -2118722.257751 nChanged 178 SP:Iteration 51Q (4504.910000 sec): 3 clusters Score: Raw -2121969.783292 + Penalty 3192.240187 = -2118777.543105 nChanged 175 SP:Iteration 52Q (4505.200000 sec): 3 clusters Score: Raw -2122027.624383 + Penalty 3192.240187 = -2118835.384196 nChanged 198 SP:Iteration 53Q (4505.520000 sec): 3 clusters Score: Raw -2122093.979837 + Penalty 3192.240187 = -2118901.739650 nChanged 207 SP:Iteration 54Q (4505.760000 sec): 3 clusters Score: Raw -2122169.230062 + Penalty 3192.240187 = -2118976.989876 nChanged 213 SP:Iteration 55Q (4506.050000 sec): 3 clusters Score: Raw -2122252.472288 + Penalty 3192.240187 = -2119060.232102 nChanged 204 SP:Iteration 56Q (4506.250000 sec): 3 clusters Score: Raw -2122331.286640 + Penalty 3192.240187 = -2119139.046454 nChanged 212 SP:Iteration 57Q (4506.550000 sec): 3 clusters Score: Raw -2122423.118366 + Penalty 3192.240187 = -2119230.878179 nChanged 223 SP:Iteration 58Q (4506.800000 sec): 3 clusters Score: Raw -2122524.983999 + Penalty 3192.240187 = -2119332.743813 nChanged 236 SP:Iteration 59Q (4507.160000 sec): 3 clusters Score: Raw -2122634.884693 + Penalty 3192.240187 = -2119442.644507 nChanged 225 SP:Iteration 60F (4507.450000 sec): 3 clusters Score: Raw -2122734.836199 + Penalty 3192.240187 = -2119542.596012 nChanged 207 SP:Iteration 61Q (4507.830000 sec): 3 clusters Score: Raw -2122827.786620 + Penalty 3192.240187 = -2119635.546433 nChanged 207 SP:Iteration 62Q (4508.100000 sec): 3 clusters Score: Raw -2122925.064883 + Penalty 3192.240187 = -2119732.824697 nChanged 208 SP:Iteration 63Q (4508.350000 sec): 3 clusters Score: Raw -2123018.960842 + Penalty 3192.240187 = -2119826.720656 nChanged 204 SP:Iteration 64Q (4508.620000 sec): 3 clusters Score: Raw -2123122.320559 + Penalty 3192.240187 = -2119930.080372 nChanged 178 SP:Iteration 65Q (4508.920000 sec): 3 clusters Score: Raw -2123209.536745 + Penalty 3192.240187 = -2120017.296559 nChanged 159 SP:Iteration 66Q (4509.230000 sec): 3 clusters Score: Raw -2123284.979424 + Penalty 3192.240187 = -2120092.739237 nChanged 153 SP:Iteration 67Q (4509.530000 sec): 3 clusters Score: Raw -2123354.820126 + Penalty 3192.240187 = -2120162.579940 nChanged 126 SP:Iteration 68Q (4509.780000 sec): 3 clusters Score: Raw -2123410.441746 + Penalty 3192.240187 = -2120218.201560 nChanged 121 SP:Iteration 69Q (4510.050000 sec): 3 clusters Score: Raw -2123464.380468 + Penalty 3192.240187 = -2120272.140281 nChanged 110 SP:Iteration 70Q (4510.390000 sec): 3 clusters Score: Raw -2123513.686304 + Penalty 3192.240187 = -2120321.446117 nChanged 96 SP:Iteration 71Q (4510.730000 sec): 3 clusters Score: Raw -2123563.168913 + Penalty 3192.240187 = -2120370.928727 nChanged 106 SP:Iteration 72Q (4511.030000 sec): 3 clusters Score: Raw -2123619.823435 + Penalty 3192.240187 = -2120427.583249 nChanged 107 SP:Iteration 73Q (4511.310000 sec): 3 clusters Score: Raw -2123674.333484 + Penalty 3192.240187 = -2120482.093298 nChanged 88 SP:Iteration 74Q (4511.640000 sec): 3 clusters Score: Raw -2123719.335299 + Penalty 3192.240187 = -2120527.095113 nChanged 73 SP:Iteration 75Q (4511.920000 sec): 3 clusters Score: Raw -2123756.911384 + Penalty 3192.240187 = -2120564.671197 nChanged 73 SP:Iteration 76Q (4512.160000 sec): 3 clusters Score: Raw -2123796.694893 + Penalty 3192.240187 = -2120604.454706 nChanged 69 SP:Iteration 77Q (4512.450000 sec): 3 clusters Score: Raw -2123839.182611 + Penalty 3192.240187 = -2120646.942425 nChanged 54 SP:Iteration 78Q (4512.700000 sec): 3 clusters Score: Raw -2123867.280321 + Penalty 3192.240187 = -2120675.040135 nChanged 46 SP:Iteration 79Q (4512.970000 sec): 3 clusters Score: Raw -2123895.127933 + Penalty 3192.240187 = -2120702.887746 nChanged 29 SP:Iteration 80F (4513.240000 sec): 3 clusters Score: Raw -2123912.186460 + Penalty 3192.240187 = -2120719.946273 nChanged 29 SP:Iteration 81Q (4513.520000 sec): 3 clusters Score: Raw -2123930.017378 + Penalty 3192.240187 = -2120737.777191 nChanged 23 SP:Iteration 82Q (4513.790000 sec): 3 clusters Score: Raw -2123945.457147 + Penalty 3192.240187 = -2120753.216960 nChanged 26 SP:Iteration 83Q (4514.100000 sec): 3 clusters Score: Raw -2123962.412688 + Penalty 3192.240187 = -2120770.172501 nChanged 24 SP:Iteration 84Q (4514.420000 sec): 3 clusters Score: Raw -2123974.445475 + Penalty 3192.240187 = -2120782.205289 nChanged 10 SP:Iteration 85Q (4514.710000 sec): 3 clusters Score: Raw -2123978.563551 + Penalty 3192.240187 = -2120786.323364 nChanged 10 SP:Iteration 86Q (4515.000000 sec): 3 clusters Score: Raw -2123983.383406 + Penalty 3192.240187 = -2120791.143219 nChanged 5 SP:Iteration 87Q (4515.240000 sec): 3 clusters Score: Raw -2123985.944533 + Penalty 3192.240187 = -2120793.704346 nChanged 5 SP:Iteration 88Q (4515.510000 sec): 3 clusters Score: Raw -2123987.903343 + Penalty 3192.240187 = -2120795.663156 nChanged 5 SP:Iteration 89Q (4515.790000 sec): 3 clusters Score: Raw -2123991.195688 + Penalty 3192.240187 = -2120798.955501 nChanged 10 SP:Iteration 90Q (4516.080000 sec): 3 clusters Score: Raw -2123995.591722 + Penalty 3192.240187 = -2120803.351536 nChanged 7 SP:Iteration 91Q (4516.410000 sec): 3 clusters Score: Raw -2123998.875179 + Penalty 3192.240187 = -2120806.634992 nChanged 8 SP:Iteration 92Q (4516.680000 sec): 3 clusters Score: Raw -2124002.570491 + Penalty 3192.240187 = -2120810.330304 nChanged 8 SP:Iteration 93Q (4516.960000 sec): 3 clusters Score: Raw -2124008.804393 + Penalty 3192.240187 = -2120816.564206 nChanged 4 SP:Iteration 94Q (4517.320000 sec): 3 clusters Score: Raw -2124011.088213 + Penalty 3192.240187 = -2120818.848026 nChanged 3 SP:Iteration 95Q (4517.590000 sec): 3 clusters Score: Raw -2124012.697911 + Penalty 3192.240187 = -2120820.457725 nChanged 4 SP:Iteration 96Q (4517.870000 sec): 3 clusters Score: Raw -2124015.322088 + Penalty 3192.240187 = -2120823.081901 nChanged 6 SP:Iteration 97Q (4518.180000 sec): 3 clusters Score: Raw -2124021.467175 + Penalty 3192.240187 = -2120829.226989 nChanged 6 SP:Iteration 98Q (4518.500000 sec): 3 clusters Score: Raw -2124025.732175 + Penalty 3192.240187 = -2120833.491988 nChanged 10 SP:Iteration 99Q (4518.770000 sec): 3 clusters Score: Raw -2124031.966459 + Penalty 3192.240187 = -2120839.726273 nChanged 9 SP:Iteration 100F (4519.030000 sec): 3 clusters Score: Raw -2124039.367967 + Penalty 3192.240187 = -2120847.127781 nChanged 10 SP:Iteration 101Q (4519.300000 sec): 3 clusters Score: Raw -2124048.534531 + Penalty 3192.240187 = -2120856.294345 nChanged 10 SP:Iteration 102Q (4519.590000 sec): 3 clusters Score: Raw -2124056.884074 + Penalty 3192.240187 = -2120864.643887 nChanged 6 SP:Iteration 103Q (4519.870000 sec): 3 clusters Score: Raw -2124060.341026 + Penalty 3192.240187 = -2120868.100840 nChanged 1 SP:Iteration 104Q (4520.220000 sec): 3 clusters Score: Raw -2124060.624302 + Penalty 3192.240187 = -2120868.384116 nChanged 0 SP:Iteration 105F (4520.510000 sec): 3 clusters Score: Raw -2124060.624302 + Penalty 3192.240187 = -2120868.384116 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 28 (1349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4520.600000 sec): 2 clusters Score: Raw -158205.588357 + Penalty 1171.156814 = -157034.431543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4520.810000 sec): 3 clusters Score: Raw -157711.201314 + Penalty 2342.313628 = -155368.887686 nChanged 415 SP:Iteration 1F (4520.970000 sec): 3 clusters Score: Raw -158011.412250 + Penalty 2342.313628 = -155669.098622 nChanged 91 SP:Iteration 2F (4521.190000 sec): 3 clusters Score: Raw -158079.436750 + Penalty 2342.313628 = -155737.123122 nChanged 38 SP:Iteration 3Q (4521.400000 sec): 3 clusters Score: Raw -158111.595419 + Penalty 2342.313628 = -155769.281791 nChanged 25 SP:Iteration 4Q (4521.630000 sec): 3 clusters Score: Raw -158131.861574 + Penalty 2342.313628 = -155789.547946 nChanged 20 SP:Iteration 5Q (4521.810000 sec): 3 clusters Score: Raw -158146.490403 + Penalty 2342.313628 = -155804.176775 nChanged 19 SP:Iteration 6Q (4521.990000 sec): 3 clusters Score: Raw -158157.447404 + Penalty 2342.313628 = -155815.133776 nChanged 15 SP:Iteration 7Q (4522.190000 sec): 3 clusters Score: Raw -158163.443318 + Penalty 2342.313628 = -155821.129690 nChanged 14 SP:Iteration 8Q (4522.370000 sec): 3 clusters Score: Raw -158170.444884 + Penalty 2342.313628 = -155828.131256 nChanged 6 SP:Iteration 9Q (4522.610000 sec): 3 clusters Score: Raw -158173.303816 + Penalty 2342.313628 = -155830.990188 nChanged 4 SP:Iteration 10Q (4522.840000 sec): 3 clusters Score: Raw -158174.989867 + Penalty 2342.313628 = -155832.676239 nChanged 1 SP:Iteration 11Q (4523.040000 sec): 3 clusters Score: Raw -158175.312996 + Penalty 2342.313628 = -155832.999368 nChanged 0 SP:Iteration 12F (4523.230000 sec): 3 clusters Score: Raw -158175.312996 + Penalty 2342.313628 = -155832.999368 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 29 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4523.320000 sec): 2 clusters Score: Raw -38474.131707 + Penalty 952.377761 = -37521.753946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4523.480000 sec): 3 clusters Score: Raw -38443.196181 + Penalty 1904.755523 = -36538.440659 nChanged 68 SP:Iteration 1F (4523.670000 sec): 3 clusters Score: Raw -38566.809025 + Penalty 1904.755523 = -36662.053502 nChanged 11 SP:Iteration 2Q (4523.840000 sec): 3 clusters Score: Raw -38602.909826 + Penalty 1904.755523 = -36698.154303 nChanged 9 SP:Iteration 3Q (4524.000000 sec): 3 clusters Score: Raw -38635.939193 + Penalty 1904.755523 = -36731.183670 nChanged 4 SP:Iteration 4Q (4524.180000 sec): 3 clusters Score: Raw -38642.115489 + Penalty 1904.755523 = -36737.359967 nChanged 3 SP:Iteration 5Q (4524.370000 sec): 3 clusters Score: Raw -38650.101122 + Penalty 1904.755523 = -36745.345599 nChanged 3 SP:Iteration 6Q (4524.550000 sec): 3 clusters Score: Raw -38673.654953 + Penalty 1904.755523 = -36768.899430 nChanged 5 SP:Iteration 7Q (4524.690000 sec): 3 clusters Score: Raw -38683.093484 + Penalty 1904.755523 = -36778.337961 nChanged 1 SP:Iteration 8Q (4524.860000 sec): 3 clusters Score: Raw -38685.143774 + Penalty 1904.755523 = -36780.388252 nChanged 0 SP:Iteration 9F (4524.990000 sec): 3 clusters Score: Raw -38685.143774 + Penalty 1904.755523 = -36780.388252 nChanged 0 Iteration 99Q (4542.710000 sec): 30 clusters Score: Raw -51061899.036824 + Penalty 61461.257507 = -51000437.779317 nChanged 0 Iteration 100F (4569.500000 sec): 30 clusters Score: Raw -51061899.036824 + Penalty 61461.257507 = -51000437.779317 nChanged 0 Compute initial score before splitting: Score: Raw -51061899.036824 + Penalty 61461.257507 = -51000437.779317 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 1 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4569.570000 sec): 2 clusters Score: Raw -84343.209990 + Penalty 1071.146981 = -83272.063008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4569.690000 sec): 3 clusters Score: Raw -84118.489646 + Penalty 2142.293963 = -81976.195683 nChanged 206 SP:Iteration 1F (4569.860000 sec): 3 clusters Score: Raw -84359.911785 + Penalty 2142.293963 = -82217.617822 nChanged 64 SP:Iteration 2F (4569.980000 sec): 3 clusters Score: Raw -84463.592413 + Penalty 2142.293963 = -82321.298450 nChanged 34 SP:Iteration 3Q (4570.140000 sec): 3 clusters Score: Raw -84523.285427 + Penalty 2142.293963 = -82380.991464 nChanged 32 SP:Iteration 4Q (4570.250000 sec): 3 clusters Score: Raw -84593.020213 + Penalty 2142.293963 = -82450.726250 nChanged 20 SP:Iteration 5Q (4570.440000 sec): 3 clusters Score: Raw -84626.418139 + Penalty 2142.293963 = -82484.124176 nChanged 22 SP:Iteration 6Q (4570.580000 sec): 3 clusters Score: Raw -84656.709685 + Penalty 2142.293963 = -82514.415722 nChanged 17 SP:Iteration 7Q (4570.760000 sec): 3 clusters Score: Raw -84681.302546 + Penalty 2142.293963 = -82539.008583 nChanged 13 SP:Iteration 8Q (4570.910000 sec): 3 clusters Score: Raw -84696.477331 + Penalty 2142.293963 = -82554.183369 nChanged 3 SP:Iteration 9Q (4571.050000 sec): 3 clusters Score: Raw -84700.966051 + Penalty 2142.293963 = -82558.672088 nChanged 3 SP:Iteration 10Q (4571.220000 sec): 3 clusters Score: Raw -84705.659375 + Penalty 2142.293963 = -82563.365412 nChanged 3 SP:Iteration 11Q (4571.390000 sec): 3 clusters Score: Raw -84710.662692 + Penalty 2142.293963 = -82568.368729 nChanged 1 SP:Iteration 12Q (4571.540000 sec): 3 clusters Score: Raw -84712.544661 + Penalty 2142.293963 = -82570.250698 nChanged 0 SP:Iteration 13F (4571.700000 sec): 3 clusters Score: Raw -84712.544661 + Penalty 2142.293963 = -82570.250698 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 2 (30260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4571.910000 sec): 2 clusters Score: Raw -3484083.802154 + Penalty 1676.607073 = -3482407.195081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4572.300000 sec): 3 clusters Score: Raw -3465476.125137 + Penalty 3353.214146 = -3462122.910991 nChanged 13891 SP:Iteration 1F (4572.620000 sec): 3 clusters Score: Raw -3472986.181645 + Penalty 3353.214146 = -3469632.967499 nChanged 1356 SP:Iteration 2Q (4572.970000 sec): 3 clusters Score: Raw -3473429.939453 + Penalty 3353.214146 = -3470076.725307 nChanged 1386 SP:Iteration 3Q (4573.300000 sec): 3 clusters Score: Raw -3473951.617396 + Penalty 3353.214146 = -3470598.403250 nChanged 1596 SP:Iteration 4F (4573.670000 sec): 3 clusters Score: Raw -3474688.399995 + Penalty 3353.214146 = -3471335.185849 nChanged 1792 SP:Iteration 5F (4573.980000 sec): 3 clusters Score: Raw -3475638.209069 + Penalty 3353.214146 = -3472284.994923 nChanged 1985 SP:Iteration 6F (4574.240000 sec): 3 clusters Score: Raw -3476950.498980 + Penalty 3353.214146 = -3473597.284834 nChanged 2201 SP:Iteration 7F (4574.590000 sec): 3 clusters Score: Raw -3478671.811785 + Penalty 3353.214146 = -3475318.597639 nChanged 2083 SP:Iteration 8F (4574.890000 sec): 3 clusters Score: Raw -3480480.706934 + Penalty 3353.214146 = -3477127.492788 nChanged 1736 SP:Iteration 9F (4575.220000 sec): 3 clusters Score: Raw -3482074.951766 + Penalty 3353.214146 = -3478721.737620 nChanged 1191 SP:Iteration 10Q (4575.570000 sec): 3 clusters Score: Raw -3483186.380196 + Penalty 3353.214146 = -3479833.166050 nChanged 660 SP:Iteration 11Q (4575.880000 sec): 3 clusters Score: Raw -3483776.611638 + Penalty 3353.214146 = -3480423.397492 nChanged 284 SP:Iteration 12Q (4576.200000 sec): 3 clusters Score: Raw -3484010.356347 + Penalty 3353.214146 = -3480657.142201 nChanged 121 SP:Iteration 13Q (4576.510000 sec): 3 clusters Score: Raw -3484105.479029 + Penalty 3353.214146 = -3480752.264883 nChanged 59 SP:Iteration 14Q (4576.800000 sec): 3 clusters Score: Raw -3484158.828749 + Penalty 3353.214146 = -3480805.614603 nChanged 42 SP:Iteration 15Q (4577.140000 sec): 3 clusters Score: Raw -3484204.253480 + Penalty 3353.214146 = -3480851.039335 nChanged 27 SP:Iteration 16Q (4577.470000 sec): 3 clusters Score: Raw -3484234.016353 + Penalty 3353.214146 = -3480880.802207 nChanged 14 SP:Iteration 17Q (4577.770000 sec): 3 clusters Score: Raw -3484248.463028 + Penalty 3353.214146 = -3480895.248882 nChanged 7 SP:Iteration 18Q (4578.110000 sec): 3 clusters Score: Raw -3484255.551430 + Penalty 3353.214146 = -3480902.337284 nChanged 7 SP:Iteration 19Q (4578.450000 sec): 3 clusters Score: Raw -3484263.898458 + Penalty 3353.214146 = -3480910.684312 nChanged 5 SP:Iteration 20F (4578.780000 sec): 3 clusters Score: Raw -3484270.512852 + Penalty 3353.214146 = -3480917.298706 nChanged 3 SP:Iteration 21Q (4579.090000 sec): 3 clusters Score: Raw -3484273.758535 + Penalty 3353.214146 = -3480920.544389 nChanged 3 SP:Iteration 22Q (4579.450000 sec): 3 clusters Score: Raw -3484276.179610 + Penalty 3353.214146 = -3480922.965465 nChanged 1 SP:Iteration 23Q (4579.740000 sec): 3 clusters Score: Raw -3484277.183368 + Penalty 3353.214146 = -3480923.969223 nChanged 0 SP:Iteration 24F (4580.100000 sec): 3 clusters Score: Raw -3484277.183368 + Penalty 3353.214146 = -3480923.969223 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 3 (21732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4580.310000 sec): 2 clusters Score: Raw -2501686.687157 + Penalty 1622.812930 = -2500063.874227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4580.620000 sec): 3 clusters Score: Raw -2488594.775772 + Penalty 3245.625860 = -2485349.149912 nChanged 9780 SP:Iteration 1F (4580.940000 sec): 3 clusters Score: Raw -2493873.732654 + Penalty 3245.625860 = -2490628.106794 nChanged 928 SP:Iteration 2Q (4581.290000 sec): 3 clusters Score: Raw -2494137.250888 + Penalty 3245.625860 = -2490891.625028 nChanged 806 SP:Iteration 3Q (4581.550000 sec): 3 clusters Score: Raw -2494367.748813 + Penalty 3245.625860 = -2491122.122953 nChanged 724 SP:Iteration 4Q (4581.870000 sec): 3 clusters Score: Raw -2494592.187252 + Penalty 3245.625860 = -2491346.561392 nChanged 759 SP:Iteration 5Q (4582.230000 sec): 3 clusters Score: Raw -2494864.735690 + Penalty 3245.625860 = -2491619.109830 nChanged 854 SP:Iteration 6Q (4582.530000 sec): 3 clusters Score: Raw -2495202.274795 + Penalty 3245.625860 = -2491956.648935 nChanged 951 SP:Iteration 7Q (4582.830000 sec): 3 clusters Score: Raw -2495671.174265 + Penalty 3245.625860 = -2492425.548405 nChanged 1105 SP:Iteration 8F (4583.160000 sec): 3 clusters Score: Raw -2496310.595517 + Penalty 3245.625860 = -2493064.969657 nChanged 1291 SP:Iteration 9F (4583.430000 sec): 3 clusters Score: Raw -2497180.111634 + Penalty 3245.625860 = -2493934.485774 nChanged 1483 SP:Iteration 10F (4583.690000 sec): 3 clusters Score: Raw -2498326.805884 + Penalty 3245.625860 = -2495081.180024 nChanged 1435 SP:Iteration 11F (4584.040000 sec): 3 clusters Score: Raw -2499532.432263 + Penalty 3245.625860 = -2496286.806403 nChanged 1128 SP:Iteration 12F (4584.340000 sec): 3 clusters Score: Raw -2500523.328716 + Penalty 3245.625860 = -2497277.702856 nChanged 745 SP:Iteration 13Q (4584.690000 sec): 3 clusters Score: Raw -2501166.942672 + Penalty 3245.625860 = -2497921.316812 nChanged 415 SP:Iteration 14Q (4585.020000 sec): 3 clusters Score: Raw -2501529.290690 + Penalty 3245.625860 = -2498283.664830 nChanged 193 SP:Iteration 15Q (4585.320000 sec): 3 clusters Score: Raw -2501700.486026 + Penalty 3245.625860 = -2498454.860166 nChanged 93 SP:Iteration 16Q (4585.640000 sec): 3 clusters Score: Raw -2501785.257633 + Penalty 3245.625860 = -2498539.631773 nChanged 44 SP:Iteration 17Q (4585.860000 sec): 3 clusters Score: Raw -2501831.415863 + Penalty 3245.625860 = -2498585.790003 nChanged 24 SP:Iteration 18Q (4586.150000 sec): 3 clusters Score: Raw -2501853.900311 + Penalty 3245.625860 = -2498608.274451 nChanged 12 SP:Iteration 19Q (4586.460000 sec): 3 clusters Score: Raw -2501869.967798 + Penalty 3245.625860 = -2498624.341938 nChanged 12 SP:Iteration 20F (4586.740000 sec): 3 clusters Score: Raw -2501887.952664 + Penalty 3245.625860 = -2498642.326804 nChanged 12 SP:Iteration 21Q (4587.020000 sec): 3 clusters Score: Raw -2501903.453955 + Penalty 3245.625860 = -2498657.828095 nChanged 12 SP:Iteration 22Q (4587.290000 sec): 3 clusters Score: Raw -2501921.481571 + Penalty 3245.625860 = -2498675.855711 nChanged 10 SP:Iteration 23Q (4587.590000 sec): 3 clusters Score: Raw -2501935.668432 + Penalty 3245.625860 = -2498690.042572 nChanged 5 SP:Iteration 24Q (4587.950000 sec): 3 clusters Score: Raw -2501943.565269 + Penalty 3245.625860 = -2498697.939409 nChanged 5 SP:Iteration 25Q (4588.210000 sec): 3 clusters Score: Raw -2501949.531138 + Penalty 3245.625860 = -2498703.905278 nChanged 4 SP:Iteration 26Q (4588.490000 sec): 3 clusters Score: Raw -2501952.946247 + Penalty 3245.625860 = -2498707.320387 nChanged 2 SP:Iteration 27Q (4588.800000 sec): 3 clusters Score: Raw -2501954.742838 + Penalty 3245.625860 = -2498709.116978 nChanged 1 SP:Iteration 28Q (4589.120000 sec): 3 clusters Score: Raw -2501956.702371 + Penalty 3245.625860 = -2498711.076511 nChanged 2 SP:Iteration 29Q (4589.370000 sec): 3 clusters Score: Raw -2501963.016275 + Penalty 3245.625860 = -2498717.390415 nChanged 3 SP:Iteration 30Q (4589.710000 sec): 3 clusters Score: Raw -2501967.817186 + Penalty 3245.625860 = -2498722.191326 nChanged 3 SP:Iteration 31Q (4590.010000 sec): 3 clusters Score: Raw -2501971.080925 + Penalty 3245.625860 = -2498725.455065 nChanged 1 SP:Iteration 32Q (4590.290000 sec): 3 clusters Score: Raw -2501972.389779 + Penalty 3245.625860 = -2498726.763919 nChanged 2 SP:Iteration 33Q (4590.640000 sec): 3 clusters Score: Raw -2501975.451182 + Penalty 3245.625860 = -2498729.825322 nChanged 2 SP:Iteration 34Q (4590.870000 sec): 3 clusters Score: Raw -2501979.527215 + Penalty 3245.625860 = -2498733.901355 nChanged 1 SP:Iteration 35Q (4591.200000 sec): 3 clusters Score: Raw -2501980.166220 + Penalty 3245.625860 = -2498734.540360 nChanged 0 SP:Iteration 36F (4591.480000 sec): 3 clusters Score: Raw -2501980.166220 + Penalty 3245.625860 = -2498734.540360 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 4 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4591.600000 sec): 2 clusters Score: Raw -48278.708167 + Penalty 1004.924195 = -47273.783972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4591.830000 sec): 3 clusters Score: Raw -48272.260768 + Penalty 2009.848390 = -46262.412379 nChanged 128 SP:Iteration 1F (4592.020000 sec): 3 clusters Score: Raw -48600.224840 + Penalty 2009.848390 = -46590.376450 nChanged 38 SP:Iteration 2F (4592.230000 sec): 3 clusters Score: Raw -48725.657283 + Penalty 2009.848390 = -46715.808894 nChanged 27 SP:Iteration 3F (4592.440000 sec): 3 clusters Score: Raw -48787.261136 + Penalty 2009.848390 = -46777.412746 nChanged 12 SP:Iteration 4Q (4592.630000 sec): 3 clusters Score: Raw -48802.004288 + Penalty 2009.848390 = -46792.155899 nChanged 4 SP:Iteration 5Q (4592.800000 sec): 3 clusters Score: Raw -48809.597376 + Penalty 2009.848390 = -46799.748986 nChanged 5 SP:Iteration 6Q (4593.020000 sec): 3 clusters Score: Raw -48818.799130 + Penalty 2009.848390 = -46808.950741 nChanged 6 SP:Iteration 7Q (4593.190000 sec): 3 clusters Score: Raw -48830.119345 + Penalty 2009.848390 = -46820.270955 nChanged 3 SP:Iteration 8Q (4593.410000 sec): 3 clusters Score: Raw -48834.994461 + Penalty 2009.848390 = -46825.146072 nChanged 4 SP:Iteration 9Q (4593.590000 sec): 3 clusters Score: Raw -48841.166837 + Penalty 2009.848390 = -46831.318447 nChanged 3 SP:Iteration 10Q (4593.820000 sec): 3 clusters Score: Raw -48844.318577 + Penalty 2009.848390 = -46834.470188 nChanged 3 SP:Iteration 11Q (4594.060000 sec): 3 clusters Score: Raw -48849.135147 + Penalty 2009.848390 = -46839.286758 nChanged 4 SP:Iteration 12Q (4594.270000 sec): 3 clusters Score: Raw -48856.089316 + Penalty 2009.848390 = -46846.240926 nChanged 4 SP:Iteration 13Q (4594.410000 sec): 3 clusters Score: Raw -48867.175066 + Penalty 2009.848390 = -46857.326677 nChanged 7 SP:Iteration 14Q (4594.600000 sec): 3 clusters Score: Raw -48893.962832 + Penalty 2009.848390 = -46884.114443 nChanged 10 SP:Iteration 15Q (4594.770000 sec): 3 clusters Score: Raw -48943.985821 + Penalty 2009.848390 = -46934.137431 nChanged 6 SP:Iteration 16Q (4594.920000 sec): 3 clusters Score: Raw -48978.392132 + Penalty 2009.848390 = -46968.543742 nChanged 3 SP:Iteration 17Q (4595.090000 sec): 3 clusters Score: Raw -48991.135513 + Penalty 2009.848390 = -46981.287124 nChanged 3 SP:Iteration 18Q (4595.230000 sec): 3 clusters Score: Raw -48996.866835 + Penalty 2009.848390 = -46987.018446 nChanged 1 SP:Iteration 19Q (4595.370000 sec): 3 clusters Score: Raw -49001.698768 + Penalty 2009.848390 = -46991.850378 nChanged 1 SP:Iteration 20F (4595.520000 sec): 3 clusters Score: Raw -49006.210050 + Penalty 2009.848390 = -46996.361661 nChanged 3 SP:Iteration 21Q (4595.720000 sec): 3 clusters Score: Raw -49012.750090 + Penalty 2009.848390 = -47002.901701 nChanged 3 SP:Iteration 22Q (4595.840000 sec): 3 clusters Score: Raw -49025.485458 + Penalty 2009.848390 = -47015.637068 nChanged 1 SP:Iteration 23Q (4596.030000 sec): 3 clusters Score: Raw -49026.483939 + Penalty 2009.848390 = -47016.635549 nChanged 1 SP:Iteration 24Q (4596.260000 sec): 3 clusters Score: Raw -49027.503919 + Penalty 2009.848390 = -47017.655529 nChanged 0 SP:Iteration 25F (4596.430000 sec): 3 clusters Score: Raw -49027.503919 + Penalty 2009.848390 = -47017.655529 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 5 (2014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4596.530000 sec): 2 clusters Score: Raw -217307.664323 + Penalty 1236.280187 = -216071.384136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4596.690000 sec): 3 clusters Score: Raw -216442.537201 + Penalty 2472.560374 = -213969.976827 nChanged 706 SP:Iteration 1F (4596.910000 sec): 3 clusters Score: Raw -216814.882067 + Penalty 2472.560374 = -214342.321693 nChanged 143 SP:Iteration 2F (4597.070000 sec): 3 clusters Score: Raw -216909.125212 + Penalty 2472.560374 = -214436.564838 nChanged 93 SP:Iteration 3Q (4597.260000 sec): 3 clusters Score: Raw -216975.520624 + Penalty 2472.560374 = -214502.960250 nChanged 81 SP:Iteration 4Q (4597.470000 sec): 3 clusters Score: Raw -217040.167912 + Penalty 2472.560374 = -214567.607538 nChanged 78 SP:Iteration 5Q (4597.650000 sec): 3 clusters Score: Raw -217100.803430 + Penalty 2472.560374 = -214628.243056 nChanged 73 SP:Iteration 6Q (4597.810000 sec): 3 clusters Score: Raw -217153.125083 + Penalty 2472.560374 = -214680.564709 nChanged 47 SP:Iteration 7Q (4598.030000 sec): 3 clusters Score: Raw -217183.050059 + Penalty 2472.560374 = -214710.489685 nChanged 45 SP:Iteration 8Q (4598.190000 sec): 3 clusters Score: Raw -217208.091213 + Penalty 2472.560374 = -214735.530839 nChanged 36 SP:Iteration 9Q (4598.350000 sec): 3 clusters Score: Raw -217234.021576 + Penalty 2472.560374 = -214761.461202 nChanged 38 SP:Iteration 10Q (4598.510000 sec): 3 clusters Score: Raw -217261.708719 + Penalty 2472.560374 = -214789.148346 nChanged 29 SP:Iteration 11Q (4598.660000 sec): 3 clusters Score: Raw -217279.778348 + Penalty 2472.560374 = -214807.217975 nChanged 26 SP:Iteration 12Q (4598.800000 sec): 3 clusters Score: Raw -217293.495014 + Penalty 2472.560374 = -214820.934640 nChanged 28 SP:Iteration 13Q (4599.030000 sec): 3 clusters Score: Raw -217314.870781 + Penalty 2472.560374 = -214842.310407 nChanged 33 SP:Iteration 14Q (4599.140000 sec): 3 clusters Score: Raw -217340.819834 + Penalty 2472.560374 = -214868.259460 nChanged 37 SP:Iteration 15Q (4599.290000 sec): 3 clusters Score: Raw -217371.183274 + Penalty 2472.560374 = -214898.622901 nChanged 40 SP:Iteration 16Q (4599.440000 sec): 3 clusters Score: Raw -217406.154062 + Penalty 2472.560374 = -214933.593689 nChanged 33 SP:Iteration 17Q (4599.540000 sec): 3 clusters Score: Raw -217434.121110 + Penalty 2472.560374 = -214961.560736 nChanged 32 SP:Iteration 18Q (4599.740000 sec): 3 clusters Score: Raw -217464.033650 + Penalty 2472.560374 = -214991.473276 nChanged 24 SP:Iteration 19Q (4599.930000 sec): 3 clusters Score: Raw -217483.578149 + Penalty 2472.560374 = -215011.017775 nChanged 24 SP:Iteration 20F (4600.080000 sec): 3 clusters Score: Raw -217498.482362 + Penalty 2472.560374 = -215025.921988 nChanged 19 SP:Iteration 21Q (4600.180000 sec): 3 clusters Score: Raw -217511.207094 + Penalty 2472.560374 = -215038.646720 nChanged 23 SP:Iteration 22Q (4600.380000 sec): 3 clusters Score: Raw -217524.057441 + Penalty 2472.560374 = -215051.497067 nChanged 13 SP:Iteration 23Q (4600.530000 sec): 3 clusters Score: Raw -217533.411274 + Penalty 2472.560374 = -215060.850900 nChanged 13 SP:Iteration 24Q (4600.680000 sec): 3 clusters Score: Raw -217542.424591 + Penalty 2472.560374 = -215069.864217 nChanged 12 SP:Iteration 25Q (4600.870000 sec): 3 clusters Score: Raw -217549.282140 + Penalty 2472.560374 = -215076.721766 nChanged 7 SP:Iteration 26Q (4601.020000 sec): 3 clusters Score: Raw -217551.056193 + Penalty 2472.560374 = -215078.495820 nChanged 5 SP:Iteration 27Q (4601.170000 sec): 3 clusters Score: Raw -217553.753511 + Penalty 2472.560374 = -215081.193137 nChanged 9 SP:Iteration 28Q (4601.350000 sec): 3 clusters Score: Raw -217558.686707 + Penalty 2472.560374 = -215086.126333 nChanged 10 SP:Iteration 29Q (4601.560000 sec): 3 clusters Score: Raw -217565.378231 + Penalty 2472.560374 = -215092.817857 nChanged 6 SP:Iteration 30Q (4601.810000 sec): 3 clusters Score: Raw -217567.541485 + Penalty 2472.560374 = -215094.981111 nChanged 5 SP:Iteration 31Q (4601.970000 sec): 3 clusters Score: Raw -217569.386791 + Penalty 2472.560374 = -215096.826418 nChanged 2 SP:Iteration 32Q (4602.170000 sec): 3 clusters Score: Raw -217570.987959 + Penalty 2472.560374 = -215098.427585 nChanged 3 SP:Iteration 33Q (4602.360000 sec): 3 clusters Score: Raw -217573.253414 + Penalty 2472.560374 = -215100.693040 nChanged 4 SP:Iteration 34Q (4602.590000 sec): 3 clusters Score: Raw -217574.289411 + Penalty 2472.560374 = -215101.729037 nChanged 1 SP:Iteration 35Q (4602.760000 sec): 3 clusters Score: Raw -217574.567569 + Penalty 2472.560374 = -215102.007195 nChanged 0 SP:Iteration 36F (4602.920000 sec): 3 clusters Score: Raw -217574.567569 + Penalty 2472.560374 = -215102.007195 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 6 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4603.050000 sec): 2 clusters Score: Raw -27833.030749 + Penalty 926.864652 = -26906.166096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4603.210000 sec): 3 clusters Score: Raw -27939.694260 + Penalty 1853.729304 = -26085.964956 nChanged 80 SP:Iteration 1F (4603.420000 sec): 3 clusters Score: Raw -28101.137969 + Penalty 1853.729304 = -26247.408664 nChanged 20 SP:Iteration 2F (4603.600000 sec): 3 clusters Score: Raw -28138.715357 + Penalty 1853.729304 = -26284.986053 nChanged 9 SP:Iteration 3Q (4603.770000 sec): 3 clusters Score: Raw -28156.902910 + Penalty 1853.729304 = -26303.173606 nChanged 4 SP:Iteration 4Q (4603.940000 sec): 3 clusters Score: Raw -28181.816084 + Penalty 1853.729304 = -26328.086780 nChanged 2 SP:Iteration 5Q (4604.150000 sec): 3 clusters Score: Raw -28204.151734 + Penalty 1853.729304 = -26350.422429 nChanged 2 SP:Iteration 6Q (4604.320000 sec): 3 clusters Score: Raw -28212.043798 + Penalty 1853.729304 = -26358.314494 nChanged 1 SP:Iteration 7Q (4604.470000 sec): 3 clusters Score: Raw -28214.121589 + Penalty 1853.729304 = -26360.392285 nChanged 2 SP:Iteration 8Q (4604.580000 sec): 3 clusters Score: Raw -28223.868178 + Penalty 1853.729304 = -26370.138874 nChanged 1 SP:Iteration 9Q (4604.750000 sec): 3 clusters Score: Raw -28228.229567 + Penalty 1853.729304 = -26374.500263 nChanged 0 SP:Iteration 10F (4604.960000 sec): 3 clusters Score: Raw -28228.229567 + Penalty 1853.729304 = -26374.500263 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 7 (9708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.130000 sec): 2 clusters Score: Raw -1121984.362510 + Penalty 1491.864655 = -1120492.497855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.380000 sec): 3 clusters Score: Raw -1116455.707264 + Penalty 2983.729309 = -1113471.977954 nChanged 4177 SP:Iteration 1F (4605.610000 sec): 3 clusters Score: Raw -1118656.160275 + Penalty 2983.729309 = -1115672.430966 nChanged 625 SP:Iteration 2F (4605.840000 sec): 3 clusters Score: Raw -1118933.507216 + Penalty 2983.729309 = -1115949.777907 nChanged 489 SP:Iteration 3F (4606.050000 sec): 3 clusters Score: Raw -1119146.907589 + Penalty 2983.729309 = -1116163.178280 nChanged 464 SP:Iteration 4Q (4606.330000 sec): 3 clusters Score: Raw -1119347.618500 + Penalty 2983.729309 = -1116363.889191 nChanged 398 SP:Iteration 5Q (4606.500000 sec): 3 clusters Score: Raw -1119522.609366 + Penalty 2983.729309 = -1116538.880057 nChanged 362 SP:Iteration 6Q (4606.750000 sec): 3 clusters Score: Raw -1119684.496709 + Penalty 2983.729309 = -1116700.767400 nChanged 354 SP:Iteration 7Q (4607.010000 sec): 3 clusters Score: Raw -1119852.257490 + Penalty 2983.729309 = -1116868.528180 nChanged 351 SP:Iteration 8Q (4607.300000 sec): 3 clusters Score: Raw -1120039.952399 + Penalty 2983.729309 = -1117056.223090 nChanged 343 SP:Iteration 9Q (4607.520000 sec): 3 clusters Score: Raw -1120247.742890 + Penalty 2983.729309 = -1117264.013580 nChanged 316 SP:Iteration 10Q (4607.760000 sec): 3 clusters Score: Raw -1120437.563091 + Penalty 2983.729309 = -1117453.833782 nChanged 298 SP:Iteration 11Q (4608.000000 sec): 3 clusters Score: Raw -1120614.227991 + Penalty 2983.729309 = -1117630.498681 nChanged 334 SP:Iteration 12Q (4608.240000 sec): 3 clusters Score: Raw -1120818.451056 + Penalty 2983.729309 = -1117834.721747 nChanged 296 SP:Iteration 13Q (4608.470000 sec): 3 clusters Score: Raw -1120999.630041 + Penalty 2983.729309 = -1118015.900732 nChanged 281 SP:Iteration 14Q (4608.710000 sec): 3 clusters Score: Raw -1121172.143585 + Penalty 2983.729309 = -1118188.414276 nChanged 267 SP:Iteration 15Q (4608.930000 sec): 3 clusters Score: Raw -1121324.596818 + Penalty 2983.729309 = -1118340.867509 nChanged 214 SP:Iteration 16Q (4609.130000 sec): 3 clusters Score: Raw -1121448.227186 + Penalty 2983.729309 = -1118464.497877 nChanged 191 SP:Iteration 17Q (4609.400000 sec): 3 clusters Score: Raw -1121543.137283 + Penalty 2983.729309 = -1118559.407974 nChanged 159 SP:Iteration 18Q (4609.610000 sec): 3 clusters Score: Raw -1121621.177325 + Penalty 2983.729309 = -1118637.448016 nChanged 145 SP:Iteration 19Q (4609.780000 sec): 3 clusters Score: Raw -1121683.632657 + Penalty 2983.729309 = -1118699.903348 nChanged 127 SP:Iteration 20F (4609.990000 sec): 3 clusters Score: Raw -1121732.174326 + Penalty 2983.729309 = -1118748.445017 nChanged 113 SP:Iteration 21Q (4610.260000 sec): 3 clusters Score: Raw -1121770.542373 + Penalty 2983.729309 = -1118786.813063 nChanged 93 SP:Iteration 22Q (4610.550000 sec): 3 clusters Score: Raw -1121801.089905 + Penalty 2983.729309 = -1118817.360595 nChanged 83 SP:Iteration 23Q (4610.760000 sec): 3 clusters Score: Raw -1121828.582021 + Penalty 2983.729309 = -1118844.852712 nChanged 69 SP:Iteration 24Q (4611.030000 sec): 3 clusters Score: Raw -1121847.268247 + Penalty 2983.729309 = -1118863.538937 nChanged 51 SP:Iteration 25Q (4611.250000 sec): 3 clusters Score: Raw -1121863.589274 + Penalty 2983.729309 = -1118879.859965 nChanged 61 SP:Iteration 26Q (4611.490000 sec): 3 clusters Score: Raw -1121881.193769 + Penalty 2983.729309 = -1118897.464460 nChanged 58 SP:Iteration 27Q (4611.660000 sec): 3 clusters Score: Raw -1121896.982684 + Penalty 2983.729309 = -1118913.253375 nChanged 50 SP:Iteration 28Q (4611.880000 sec): 3 clusters Score: Raw -1121914.717652 + Penalty 2983.729309 = -1118930.988343 nChanged 54 SP:Iteration 29Q (4612.110000 sec): 3 clusters Score: Raw -1121937.432869 + Penalty 2983.729309 = -1118953.703559 nChanged 59 SP:Iteration 30Q (4612.320000 sec): 3 clusters Score: Raw -1121962.180824 + Penalty 2983.729309 = -1118978.451515 nChanged 52 SP:Iteration 31Q (4612.510000 sec): 3 clusters Score: Raw -1121981.278280 + Penalty 2983.729309 = -1118997.548971 nChanged 46 SP:Iteration 32Q (4612.700000 sec): 3 clusters Score: Raw -1121996.096288 + Penalty 2983.729309 = -1119012.366978 nChanged 37 SP:Iteration 33Q (4612.960000 sec): 3 clusters Score: Raw -1122009.766415 + Penalty 2983.729309 = -1119026.037106 nChanged 38 SP:Iteration 34Q (4613.240000 sec): 3 clusters Score: Raw -1122025.009409 + Penalty 2983.729309 = -1119041.280100 nChanged 42 SP:Iteration 35Q (4613.540000 sec): 3 clusters Score: Raw -1122036.141668 + Penalty 2983.729309 = -1119052.412358 nChanged 35 SP:Iteration 36Q (4613.770000 sec): 3 clusters Score: Raw -1122045.039906 + Penalty 2983.729309 = -1119061.310597 nChanged 27 SP:Iteration 37Q (4613.990000 sec): 3 clusters Score: Raw -1122054.338186 + Penalty 2983.729309 = -1119070.608877 nChanged 23 SP:Iteration 38Q (4614.240000 sec): 3 clusters Score: Raw -1122061.193206 + Penalty 2983.729309 = -1119077.463897 nChanged 20 SP:Iteration 39Q (4614.490000 sec): 3 clusters Score: Raw -1122067.029004 + Penalty 2983.729309 = -1119083.299694 nChanged 26 SP:Iteration 40F (4614.730000 sec): 3 clusters Score: Raw -1122074.691133 + Penalty 2983.729309 = -1119090.961824 nChanged 26 SP:Iteration 41Q (4615.000000 sec): 3 clusters Score: Raw -1122081.095973 + Penalty 2983.729309 = -1119097.366664 nChanged 27 SP:Iteration 42Q (4615.210000 sec): 3 clusters Score: Raw -1122089.063851 + Penalty 2983.729309 = -1119105.334542 nChanged 29 SP:Iteration 43Q (4615.430000 sec): 3 clusters Score: Raw -1122098.844223 + Penalty 2983.729309 = -1119115.114914 nChanged 28 SP:Iteration 44Q (4615.640000 sec): 3 clusters Score: Raw -1122108.564993 + Penalty 2983.729309 = -1119124.835684 nChanged 26 SP:Iteration 45Q (4615.880000 sec): 3 clusters Score: Raw -1122115.156061 + Penalty 2983.729309 = -1119131.426752 nChanged 22 SP:Iteration 46Q (4616.060000 sec): 3 clusters Score: Raw -1122120.453864 + Penalty 2983.729309 = -1119136.724555 nChanged 10 SP:Iteration 47Q (4616.270000 sec): 3 clusters Score: Raw -1122123.920524 + Penalty 2983.729309 = -1119140.191215 nChanged 10 SP:Iteration 48Q (4616.500000 sec): 3 clusters Score: Raw -1122125.946473 + Penalty 2983.729309 = -1119142.217164 nChanged 8 SP:Iteration 49Q (4616.710000 sec): 3 clusters Score: Raw -1122127.925227 + Penalty 2983.729309 = -1119144.195918 nChanged 10 SP:Iteration 50Q (4616.920000 sec): 3 clusters Score: Raw -1122131.973295 + Penalty 2983.729309 = -1119148.243985 nChanged 13 SP:Iteration 51Q (4617.090000 sec): 3 clusters Score: Raw -1122135.751306 + Penalty 2983.729309 = -1119152.021997 nChanged 7 SP:Iteration 52Q (4617.330000 sec): 3 clusters Score: Raw -1122137.831515 + Penalty 2983.729309 = -1119154.102206 nChanged 9 SP:Iteration 53Q (4617.520000 sec): 3 clusters Score: Raw -1122141.083502 + Penalty 2983.729309 = -1119157.354192 nChanged 11 SP:Iteration 54Q (4617.720000 sec): 3 clusters Score: Raw -1122144.040918 + Penalty 2983.729309 = -1119160.311609 nChanged 10 SP:Iteration 55Q (4617.910000 sec): 3 clusters Score: Raw -1122147.181572 + Penalty 2983.729309 = -1119163.452262 nChanged 10 SP:Iteration 56Q (4618.140000 sec): 3 clusters Score: Raw -1122150.512375 + Penalty 2983.729309 = -1119166.783066 nChanged 10 SP:Iteration 57Q (4618.340000 sec): 3 clusters Score: Raw -1122153.656196 + Penalty 2983.729309 = -1119169.926886 nChanged 13 SP:Iteration 58Q (4618.600000 sec): 3 clusters Score: Raw -1122158.593522 + Penalty 2983.729309 = -1119174.864213 nChanged 13 SP:Iteration 59Q (4618.820000 sec): 3 clusters Score: Raw -1122162.902730 + Penalty 2983.729309 = -1119179.173420 nChanged 12 SP:Iteration 60F (4619.060000 sec): 3 clusters Score: Raw -1122166.713514 + Penalty 2983.729309 = -1119182.984204 nChanged 15 SP:Iteration 61Q (4619.290000 sec): 3 clusters Score: Raw -1122172.088996 + Penalty 2983.729309 = -1119188.359687 nChanged 10 SP:Iteration 62Q (4619.530000 sec): 3 clusters Score: Raw -1122174.522751 + Penalty 2983.729309 = -1119190.793442 nChanged 8 SP:Iteration 63Q (4619.750000 sec): 3 clusters Score: Raw -1122176.667826 + Penalty 2983.729309 = -1119192.938517 nChanged 9 SP:Iteration 64Q (4620.000000 sec): 3 clusters Score: Raw -1122180.847410 + Penalty 2983.729309 = -1119197.118101 nChanged 10 SP:Iteration 65Q (4620.260000 sec): 3 clusters Score: Raw -1122183.981797 + Penalty 2983.729309 = -1119200.252487 nChanged 8 SP:Iteration 66Q (4620.480000 sec): 3 clusters Score: Raw -1122186.631833 + Penalty 2983.729309 = -1119202.902524 nChanged 12 SP:Iteration 67Q (4620.700000 sec): 3 clusters Score: Raw -1122191.183909 + Penalty 2983.729309 = -1119207.454600 nChanged 11 SP:Iteration 68Q (4620.930000 sec): 3 clusters Score: Raw -1122194.078047 + Penalty 2983.729309 = -1119210.348738 nChanged 11 SP:Iteration 69Q (4621.150000 sec): 3 clusters Score: Raw -1122198.269630 + Penalty 2983.729309 = -1119214.540321 nChanged 11 SP:Iteration 70Q (4621.330000 sec): 3 clusters Score: Raw -1122202.591083 + Penalty 2983.729309 = -1119218.861774 nChanged 12 SP:Iteration 71Q (4621.600000 sec): 3 clusters Score: Raw -1122206.178948 + Penalty 2983.729309 = -1119222.449639 nChanged 9 SP:Iteration 72Q (4621.860000 sec): 3 clusters Score: Raw -1122209.811348 + Penalty 2983.729309 = -1119226.082038 nChanged 8 SP:Iteration 73Q (4622.060000 sec): 3 clusters Score: Raw -1122212.014408 + Penalty 2983.729309 = -1119228.285099 nChanged 8 SP:Iteration 74Q (4622.260000 sec): 3 clusters Score: Raw -1122214.500243 + Penalty 2983.729309 = -1119230.770934 nChanged 6 SP:Iteration 75Q (4622.470000 sec): 3 clusters Score: Raw -1122215.761958 + Penalty 2983.729309 = -1119232.032648 nChanged 1 SP:Iteration 76Q (4622.730000 sec): 3 clusters Score: Raw -1122216.182340 + Penalty 2983.729309 = -1119232.453030 nChanged 2 SP:Iteration 77Q (4622.860000 sec): 3 clusters Score: Raw -1122217.107318 + Penalty 2983.729309 = -1119233.378009 nChanged 5 SP:Iteration 78Q (4623.070000 sec): 3 clusters Score: Raw -1122218.924760 + Penalty 2983.729309 = -1119235.195451 nChanged 9 SP:Iteration 79Q (4623.260000 sec): 3 clusters Score: Raw -1122223.018103 + Penalty 2983.729309 = -1119239.288793 nChanged 10 SP:Iteration 80F (4623.460000 sec): 3 clusters Score: Raw -1122226.738140 + Penalty 2983.729309 = -1119243.008831 nChanged 7 SP:Iteration 81Q (4623.680000 sec): 3 clusters Score: Raw -1122229.220603 + Penalty 2983.729309 = -1119245.491294 nChanged 7 SP:Iteration 82Q (4623.890000 sec): 3 clusters Score: Raw -1122231.297496 + Penalty 2983.729309 = -1119247.568186 nChanged 5 SP:Iteration 83Q (4624.110000 sec): 3 clusters Score: Raw -1122232.834251 + Penalty 2983.729309 = -1119249.104941 nChanged 3 SP:Iteration 84Q (4624.310000 sec): 3 clusters Score: Raw -1122233.456597 + Penalty 2983.729309 = -1119249.727288 nChanged 2 SP:Iteration 85Q (4624.560000 sec): 3 clusters Score: Raw -1122234.744479 + Penalty 2983.729309 = -1119251.015170 nChanged 6 SP:Iteration 86Q (4624.770000 sec): 3 clusters Score: Raw -1122236.997970 + Penalty 2983.729309 = -1119253.268660 nChanged 4 SP:Iteration 87Q (4625.010000 sec): 3 clusters Score: Raw -1122237.954601 + Penalty 2983.729309 = -1119254.225291 nChanged 4 SP:Iteration 88Q (4625.180000 sec): 3 clusters Score: Raw -1122239.257025 + Penalty 2983.729309 = -1119255.527716 nChanged 3 SP:Iteration 89Q (4625.410000 sec): 3 clusters Score: Raw -1122241.064466 + Penalty 2983.729309 = -1119257.335157 nChanged 5 SP:Iteration 90Q (4625.680000 sec): 3 clusters Score: Raw -1122243.282504 + Penalty 2983.729309 = -1119259.553195 nChanged 3 SP:Iteration 91Q (4625.860000 sec): 3 clusters Score: Raw -1122244.114187 + Penalty 2983.729309 = -1119260.384877 nChanged 3 SP:Iteration 92Q (4626.050000 sec): 3 clusters Score: Raw -1122245.920469 + Penalty 2983.729309 = -1119262.191160 nChanged 6 SP:Iteration 93Q (4626.290000 sec): 3 clusters Score: Raw -1122247.415381 + Penalty 2983.729309 = -1119263.686072 nChanged 0 SP:Iteration 94F (4626.520000 sec): 3 clusters Score: Raw -1122247.415381 + Penalty 2983.729309 = -1119263.686072 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 8 (3470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4626.630000 sec): 2 clusters Score: Raw -391897.474259 + Penalty 1324.685354 = -390572.788905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4626.840000 sec): 3 clusters Score: Raw -390237.601932 + Penalty 2649.370709 = -387588.231223 nChanged 1317 SP:Iteration 1F (4627.040000 sec): 3 clusters Score: Raw -391064.834895 + Penalty 2649.370709 = -388415.464186 nChanged 294 SP:Iteration 2F (4627.230000 sec): 3 clusters Score: Raw -391359.144644 + Penalty 2649.370709 = -388709.773936 nChanged 311 SP:Iteration 3F (4627.360000 sec): 3 clusters Score: Raw -391707.637396 + Penalty 2649.370709 = -389058.266687 nChanged 272 SP:Iteration 4F (4627.560000 sec): 3 clusters Score: Raw -391989.835426 + Penalty 2649.370709 = -389340.464717 nChanged 225 SP:Iteration 5F (4627.740000 sec): 3 clusters Score: Raw -392179.373935 + Penalty 2649.370709 = -389530.003226 nChanged 166 SP:Iteration 6Q (4627.890000 sec): 3 clusters Score: Raw -392294.435165 + Penalty 2649.370709 = -389645.064457 nChanged 109 SP:Iteration 7Q (4628.100000 sec): 3 clusters Score: Raw -392350.453451 + Penalty 2649.370709 = -389701.082742 nChanged 58 SP:Iteration 8Q (4628.340000 sec): 3 clusters Score: Raw -392373.924310 + Penalty 2649.370709 = -389724.553601 nChanged 34 SP:Iteration 9Q (4628.480000 sec): 3 clusters Score: Raw -392389.919319 + Penalty 2649.370709 = -389740.548610 nChanged 32 SP:Iteration 10Q (4628.700000 sec): 3 clusters Score: Raw -392403.687299 + Penalty 2649.370709 = -389754.316590 nChanged 22 SP:Iteration 11Q (4628.860000 sec): 3 clusters Score: Raw -392413.735189 + Penalty 2649.370709 = -389764.364481 nChanged 29 SP:Iteration 12Q (4629.100000 sec): 3 clusters Score: Raw -392424.519081 + Penalty 2649.370709 = -389775.148372 nChanged 16 SP:Iteration 13Q (4629.300000 sec): 3 clusters Score: Raw -392429.550904 + Penalty 2649.370709 = -389780.180195 nChanged 9 SP:Iteration 14Q (4629.530000 sec): 3 clusters Score: Raw -392433.403654 + Penalty 2649.370709 = -389784.032945 nChanged 6 SP:Iteration 15Q (4629.740000 sec): 3 clusters Score: Raw -392435.844199 + Penalty 2649.370709 = -389786.473491 nChanged 7 SP:Iteration 16Q (4629.920000 sec): 3 clusters Score: Raw -392437.472717 + Penalty 2649.370709 = -389788.102008 nChanged 5 SP:Iteration 17Q (4630.080000 sec): 3 clusters Score: Raw -392439.222091 + Penalty 2649.370709 = -389789.851383 nChanged 4 SP:Iteration 18Q (4630.270000 sec): 3 clusters Score: Raw -392440.031232 + Penalty 2649.370709 = -389790.660523 nChanged 3 SP:Iteration 19Q (4630.440000 sec): 3 clusters Score: Raw -392440.659773 + Penalty 2649.370709 = -389791.289064 nChanged 1 SP:Iteration 20F (4630.600000 sec): 3 clusters Score: Raw -392440.917074 + Penalty 2649.370709 = -389791.546366 nChanged 1 SP:Iteration 21Q (4630.780000 sec): 3 clusters Score: Raw -392441.112141 + Penalty 2649.370709 = -389791.741432 nChanged 0 SP:Iteration 22F (4630.960000 sec): 3 clusters Score: Raw -392441.112141 + Penalty 2649.370709 = -389791.741432 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 9 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.070000 sec): 2 clusters Score: Raw -71282.864256 + Penalty 1044.567107 = -70238.297149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.230000 sec): 3 clusters Score: Raw -71124.650753 + Penalty 2089.134214 = -69035.516540 nChanged 176 SP:Iteration 1F (4631.400000 sec): 3 clusters Score: Raw -71317.815922 + Penalty 2089.134214 = -69228.681708 nChanged 37 SP:Iteration 2F (4631.590000 sec): 3 clusters Score: Raw -71362.177179 + Penalty 2089.134214 = -69273.042966 nChanged 12 SP:Iteration 3Q (4631.820000 sec): 3 clusters Score: Raw -71378.974668 + Penalty 2089.134214 = -69289.840454 nChanged 13 SP:Iteration 4Q (4632.010000 sec): 3 clusters Score: Raw -71397.084490 + Penalty 2089.134214 = -69307.950277 nChanged 7 SP:Iteration 5Q (4632.240000 sec): 3 clusters Score: Raw -71407.417915 + Penalty 2089.134214 = -69318.283701 nChanged 5 SP:Iteration 6Q (4632.420000 sec): 3 clusters Score: Raw -71412.351113 + Penalty 2089.134214 = -69323.216900 nChanged 2 SP:Iteration 7Q (4632.620000 sec): 3 clusters Score: Raw -71414.587665 + Penalty 2089.134214 = -69325.453451 nChanged 4 SP:Iteration 8Q (4632.830000 sec): 3 clusters Score: Raw -71419.995363 + Penalty 2089.134214 = -69330.861150 nChanged 4 SP:Iteration 9Q (4633.000000 sec): 3 clusters Score: Raw -71422.209659 + Penalty 2089.134214 = -69333.075445 nChanged 2 SP:Iteration 10Q (4633.170000 sec): 3 clusters Score: Raw -71427.160874 + Penalty 2089.134214 = -69338.026660 nChanged 1 SP:Iteration 11Q (4633.350000 sec): 3 clusters Score: Raw -71427.918298 + Penalty 2089.134214 = -69338.784085 nChanged 0 SP:Iteration 12F (4633.500000 sec): 3 clusters Score: Raw -71427.918298 + Penalty 2089.134214 = -69338.784085 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 10 (17880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4633.680000 sec): 2 clusters Score: Raw -2043301.684762 + Penalty 1591.108683 = -2041710.576079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4634.000000 sec): 3 clusters Score: Raw -2032553.720727 + Penalty 3182.217366 = -2029371.503361 nChanged 8114 SP:Iteration 1F (4634.240000 sec): 3 clusters Score: Raw -2036972.878632 + Penalty 3182.217366 = -2033790.661266 nChanged 901 SP:Iteration 2F (4634.440000 sec): 3 clusters Score: Raw -2037306.168568 + Penalty 3182.217366 = -2034123.951202 nChanged 826 SP:Iteration 3Q (4634.720000 sec): 3 clusters Score: Raw -2037626.655232 + Penalty 3182.217366 = -2034444.437866 nChanged 803 SP:Iteration 4Q (4634.950000 sec): 3 clusters Score: Raw -2038026.046524 + Penalty 3182.217366 = -2034843.829158 nChanged 865 SP:Iteration 5Q (4635.250000 sec): 3 clusters Score: Raw -2038609.083604 + Penalty 3182.217366 = -2035426.866239 nChanged 1016 SP:Iteration 6F (4635.520000 sec): 3 clusters Score: Raw -2039436.590591 + Penalty 3182.217366 = -2036254.373225 nChanged 1072 SP:Iteration 7F (4635.740000 sec): 3 clusters Score: Raw -2040309.274133 + Penalty 3182.217366 = -2037127.056767 nChanged 1050 SP:Iteration 8F (4636.020000 sec): 3 clusters Score: Raw -2041055.182181 + Penalty 3182.217366 = -2037872.964815 nChanged 885 SP:Iteration 9Q (4636.290000 sec): 3 clusters Score: Raw -2041655.251501 + Penalty 3182.217366 = -2038473.034135 nChanged 775 SP:Iteration 10Q (4636.580000 sec): 3 clusters Score: Raw -2042195.813248 + Penalty 3182.217366 = -2039013.595882 nChanged 671 SP:Iteration 11Q (4636.900000 sec): 3 clusters Score: Raw -2042651.720523 + Penalty 3182.217366 = -2039469.503157 nChanged 554 SP:Iteration 12Q (4637.180000 sec): 3 clusters Score: Raw -2042940.192223 + Penalty 3182.217366 = -2039757.974857 nChanged 401 SP:Iteration 13Q (4637.440000 sec): 3 clusters Score: Raw -2043103.465771 + Penalty 3182.217366 = -2039921.248405 nChanged 312 SP:Iteration 14Q (4637.740000 sec): 3 clusters Score: Raw -2043210.165697 + Penalty 3182.217366 = -2040027.948331 nChanged 266 SP:Iteration 15Q (4638.060000 sec): 3 clusters Score: Raw -2043295.207645 + Penalty 3182.217366 = -2040112.990279 nChanged 211 SP:Iteration 16Q (4638.450000 sec): 3 clusters Score: Raw -2043355.985655 + Penalty 3182.217366 = -2040173.768289 nChanged 172 SP:Iteration 17Q (4638.770000 sec): 3 clusters Score: Raw -2043398.791046 + Penalty 3182.217366 = -2040216.573680 nChanged 145 SP:Iteration 18Q (4639.070000 sec): 3 clusters Score: Raw -2043431.612821 + Penalty 3182.217366 = -2040249.395456 nChanged 122 SP:Iteration 19Q (4639.320000 sec): 3 clusters Score: Raw -2043457.070254 + Penalty 3182.217366 = -2040274.852888 nChanged 110 SP:Iteration 20F (4639.630000 sec): 3 clusters Score: Raw -2043480.543889 + Penalty 3182.217366 = -2040298.326523 nChanged 118 SP:Iteration 21Q (4639.940000 sec): 3 clusters Score: Raw -2043510.145759 + Penalty 3182.217366 = -2040327.928393 nChanged 111 SP:Iteration 22Q (4640.210000 sec): 3 clusters Score: Raw -2043539.691822 + Penalty 3182.217366 = -2040357.474457 nChanged 112 SP:Iteration 23Q (4640.500000 sec): 3 clusters Score: Raw -2043568.327312 + Penalty 3182.217366 = -2040386.109947 nChanged 107 SP:Iteration 24Q (4640.750000 sec): 3 clusters Score: Raw -2043592.560246 + Penalty 3182.217366 = -2040410.342880 nChanged 87 SP:Iteration 25Q (4641.040000 sec): 3 clusters Score: Raw -2043608.044252 + Penalty 3182.217366 = -2040425.826886 nChanged 71 SP:Iteration 26Q (4641.310000 sec): 3 clusters Score: Raw -2043620.454440 + Penalty 3182.217366 = -2040438.237074 nChanged 64 SP:Iteration 27Q (4641.610000 sec): 3 clusters Score: Raw -2043630.815132 + Penalty 3182.217366 = -2040448.597766 nChanged 56 SP:Iteration 28Q (4641.890000 sec): 3 clusters Score: Raw -2043639.651615 + Penalty 3182.217366 = -2040457.434249 nChanged 49 SP:Iteration 29Q (4642.160000 sec): 3 clusters Score: Raw -2043647.953208 + Penalty 3182.217366 = -2040465.735842 nChanged 46 SP:Iteration 30Q (4642.440000 sec): 3 clusters Score: Raw -2043657.326080 + Penalty 3182.217366 = -2040475.108714 nChanged 52 SP:Iteration 31Q (4642.690000 sec): 3 clusters Score: Raw -2043667.740340 + Penalty 3182.217366 = -2040485.522974 nChanged 47 SP:Iteration 32Q (4642.980000 sec): 3 clusters Score: Raw -2043676.444143 + Penalty 3182.217366 = -2040494.226777 nChanged 56 SP:Iteration 33Q (4643.260000 sec): 3 clusters Score: Raw -2043686.472658 + Penalty 3182.217366 = -2040504.255292 nChanged 52 SP:Iteration 34Q (4643.570000 sec): 3 clusters Score: Raw -2043696.471543 + Penalty 3182.217366 = -2040514.254177 nChanged 54 SP:Iteration 35Q (4643.810000 sec): 3 clusters Score: Raw -2043704.855992 + Penalty 3182.217366 = -2040522.638626 nChanged 43 SP:Iteration 36Q (4644.060000 sec): 3 clusters Score: Raw -2043713.983343 + Penalty 3182.217366 = -2040531.765978 nChanged 46 SP:Iteration 37Q (4644.390000 sec): 3 clusters Score: Raw -2043723.118750 + Penalty 3182.217366 = -2040540.901385 nChanged 43 SP:Iteration 38Q (4644.680000 sec): 3 clusters Score: Raw -2043732.121569 + Penalty 3182.217366 = -2040549.904203 nChanged 43 SP:Iteration 39Q (4644.950000 sec): 3 clusters Score: Raw -2043738.972151 + Penalty 3182.217366 = -2040556.754785 nChanged 41 SP:Iteration 40F (4645.260000 sec): 3 clusters Score: Raw -2043746.629172 + Penalty 3182.217366 = -2040564.411806 nChanged 45 SP:Iteration 41Q (4645.570000 sec): 3 clusters Score: Raw -2043754.597807 + Penalty 3182.217366 = -2040572.380441 nChanged 33 SP:Iteration 42Q (4645.810000 sec): 3 clusters Score: Raw -2043759.849218 + Penalty 3182.217366 = -2040577.631852 nChanged 29 SP:Iteration 43Q (4646.080000 sec): 3 clusters Score: Raw -2043765.189379 + Penalty 3182.217366 = -2040582.972014 nChanged 27 SP:Iteration 44Q (4646.390000 sec): 3 clusters Score: Raw -2043769.473956 + Penalty 3182.217366 = -2040587.256590 nChanged 20 SP:Iteration 45Q (4646.720000 sec): 3 clusters Score: Raw -2043772.392793 + Penalty 3182.217366 = -2040590.175427 nChanged 22 SP:Iteration 46Q (4647.000000 sec): 3 clusters Score: Raw -2043775.306089 + Penalty 3182.217366 = -2040593.088723 nChanged 15 SP:Iteration 47Q (4647.230000 sec): 3 clusters Score: Raw -2043777.039335 + Penalty 3182.217366 = -2040594.821969 nChanged 12 SP:Iteration 48Q (4647.580000 sec): 3 clusters Score: Raw -2043779.205103 + Penalty 3182.217366 = -2040596.987737 nChanged 21 SP:Iteration 49Q (4647.870000 sec): 3 clusters Score: Raw -2043781.723454 + Penalty 3182.217366 = -2040599.506088 nChanged 13 SP:Iteration 50Q (4648.130000 sec): 3 clusters Score: Raw -2043783.076015 + Penalty 3182.217366 = -2040600.858649 nChanged 11 SP:Iteration 51Q (4648.400000 sec): 3 clusters Score: Raw -2043784.345767 + Penalty 3182.217366 = -2040602.128401 nChanged 6 SP:Iteration 52Q (4648.730000 sec): 3 clusters Score: Raw -2043785.118506 + Penalty 3182.217366 = -2040602.901140 nChanged 8 SP:Iteration 53Q (4648.990000 sec): 3 clusters Score: Raw -2043785.952221 + Penalty 3182.217366 = -2040603.734855 nChanged 7 SP:Iteration 54Q (4649.300000 sec): 3 clusters Score: Raw -2043786.679886 + Penalty 3182.217366 = -2040604.462520 nChanged 3 SP:Iteration 55Q (4649.550000 sec): 3 clusters Score: Raw -2043787.016753 + Penalty 3182.217366 = -2040604.799387 nChanged 3 SP:Iteration 56Q (4649.870000 sec): 3 clusters Score: Raw -2043787.304951 + Penalty 3182.217366 = -2040605.087585 nChanged 5 SP:Iteration 57Q (4650.110000 sec): 3 clusters Score: Raw -2043788.159108 + Penalty 3182.217366 = -2040605.941742 nChanged 8 SP:Iteration 58Q (4650.420000 sec): 3 clusters Score: Raw -2043789.085371 + Penalty 3182.217366 = -2040606.868005 nChanged 5 SP:Iteration 59Q (4650.690000 sec): 3 clusters Score: Raw -2043789.488282 + Penalty 3182.217366 = -2040607.270916 nChanged 5 SP:Iteration 60F (4650.980000 sec): 3 clusters Score: Raw -2043789.859557 + Penalty 3182.217366 = -2040607.642191 nChanged 2 SP:Iteration 61Q (4651.250000 sec): 3 clusters Score: Raw -2043790.055493 + Penalty 3182.217366 = -2040607.838127 nChanged 3 SP:Iteration 62Q (4651.510000 sec): 3 clusters Score: Raw -2043790.404554 + Penalty 3182.217366 = -2040608.187189 nChanged 2 SP:Iteration 63Q (4651.780000 sec): 3 clusters Score: Raw -2043790.718858 + Penalty 3182.217366 = -2040608.501493 nChanged 1 SP:Iteration 64Q (4652.030000 sec): 3 clusters Score: Raw -2043790.847749 + Penalty 3182.217366 = -2040608.630383 nChanged 2 SP:Iteration 65Q (4652.370000 sec): 3 clusters Score: Raw -2043791.095798 + Penalty 3182.217366 = -2040608.878432 nChanged 4 SP:Iteration 66Q (4652.650000 sec): 3 clusters Score: Raw -2043791.571633 + Penalty 3182.217366 = -2040609.354268 nChanged 5 SP:Iteration 67Q (4652.890000 sec): 3 clusters Score: Raw -2043792.137017 + Penalty 3182.217366 = -2040609.919651 nChanged 6 SP:Iteration 68Q (4653.160000 sec): 3 clusters Score: Raw -2043792.846158 + Penalty 3182.217366 = -2040610.628793 nChanged 5 SP:Iteration 69Q (4653.430000 sec): 3 clusters Score: Raw -2043793.347251 + Penalty 3182.217366 = -2040611.129885 nChanged 3 SP:Iteration 70Q (4653.690000 sec): 3 clusters Score: Raw -2043793.603641 + Penalty 3182.217366 = -2040611.386275 nChanged 2 SP:Iteration 71Q (4653.940000 sec): 3 clusters Score: Raw -2043793.773273 + Penalty 3182.217366 = -2040611.555907 nChanged 0 SP:Iteration 72F (4654.250000 sec): 3 clusters Score: Raw -2043793.773273 + Penalty 3182.217366 = -2040611.555907 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 11 (21364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4654.490000 sec): 2 clusters Score: Raw -2459862.015600 + Penalty 1620.037663 = -2458241.977937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4654.780000 sec): 3 clusters Score: Raw -2446914.959990 + Penalty 3240.075326 = -2443674.884664 nChanged 9787 SP:Iteration 1F (4655.080000 sec): 3 clusters Score: Raw -2452150.739118 + Penalty 3240.075326 = -2448910.663793 nChanged 887 SP:Iteration 2Q (4655.360000 sec): 3 clusters Score: Raw -2452426.490851 + Penalty 3240.075326 = -2449186.415525 nChanged 830 SP:Iteration 3Q (4655.630000 sec): 3 clusters Score: Raw -2452682.254724 + Penalty 3240.075326 = -2449442.179398 nChanged 805 SP:Iteration 4Q (4655.950000 sec): 3 clusters Score: Raw -2452969.203275 + Penalty 3240.075326 = -2449729.127949 nChanged 825 SP:Iteration 5Q (4656.220000 sec): 3 clusters Score: Raw -2453293.253209 + Penalty 3240.075326 = -2450053.177883 nChanged 841 SP:Iteration 6Q (4656.510000 sec): 3 clusters Score: Raw -2453661.412391 + Penalty 3240.075326 = -2450421.337065 nChanged 946 SP:Iteration 7Q (4656.800000 sec): 3 clusters Score: Raw -2454184.583706 + Penalty 3240.075326 = -2450944.508380 nChanged 1141 SP:Iteration 8F (4657.130000 sec): 3 clusters Score: Raw -2454945.941321 + Penalty 3240.075326 = -2451705.865995 nChanged 1355 SP:Iteration 9F (4657.470000 sec): 3 clusters Score: Raw -2455998.401491 + Penalty 3240.075326 = -2452758.326165 nChanged 1384 SP:Iteration 10F (4657.690000 sec): 3 clusters Score: Raw -2457153.514737 + Penalty 3240.075326 = -2453913.439411 nChanged 1238 SP:Iteration 11F (4657.960000 sec): 3 clusters Score: Raw -2458257.673826 + Penalty 3240.075326 = -2455017.598500 nChanged 879 SP:Iteration 12Q (4658.220000 sec): 3 clusters Score: Raw -2459046.403021 + Penalty 3240.075326 = -2455806.327695 nChanged 519 SP:Iteration 13Q (4658.490000 sec): 3 clusters Score: Raw -2459500.397099 + Penalty 3240.075326 = -2456260.321773 nChanged 256 SP:Iteration 14Q (4658.770000 sec): 3 clusters Score: Raw -2459731.784197 + Penalty 3240.075326 = -2456491.708871 nChanged 140 SP:Iteration 15Q (4659.030000 sec): 3 clusters Score: Raw -2459865.379469 + Penalty 3240.075326 = -2456625.304143 nChanged 69 SP:Iteration 16Q (4659.330000 sec): 3 clusters Score: Raw -2459930.377954 + Penalty 3240.075326 = -2456690.302629 nChanged 31 SP:Iteration 17Q (4659.590000 sec): 3 clusters Score: Raw -2459961.923161 + Penalty 3240.075326 = -2456721.847835 nChanged 20 SP:Iteration 18Q (4659.850000 sec): 3 clusters Score: Raw -2459975.877839 + Penalty 3240.075326 = -2456735.802513 nChanged 9 SP:Iteration 19Q (4660.100000 sec): 3 clusters Score: Raw -2459984.214818 + Penalty 3240.075326 = -2456744.139492 nChanged 7 SP:Iteration 20F (4660.350000 sec): 3 clusters Score: Raw -2459993.217377 + Penalty 3240.075326 = -2456753.142051 nChanged 13 SP:Iteration 21Q (4660.640000 sec): 3 clusters Score: Raw -2460016.005989 + Penalty 3240.075326 = -2456775.930663 nChanged 12 SP:Iteration 22Q (4660.910000 sec): 3 clusters Score: Raw -2460031.672561 + Penalty 3240.075326 = -2456791.597235 nChanged 11 SP:Iteration 23Q (4661.130000 sec): 3 clusters Score: Raw -2460043.315219 + Penalty 3240.075326 = -2456803.239893 nChanged 9 SP:Iteration 24Q (4661.400000 sec): 3 clusters Score: Raw -2460050.242626 + Penalty 3240.075326 = -2456810.167300 nChanged 4 SP:Iteration 25Q (4661.670000 sec): 3 clusters Score: Raw -2460054.563077 + Penalty 3240.075326 = -2456814.487751 nChanged 6 SP:Iteration 26Q (4661.920000 sec): 3 clusters Score: Raw -2460063.690316 + Penalty 3240.075326 = -2456823.614990 nChanged 6 SP:Iteration 27Q (4662.170000 sec): 3 clusters Score: Raw -2460070.325926 + Penalty 3240.075326 = -2456830.250600 nChanged 4 SP:Iteration 28Q (4662.440000 sec): 3 clusters Score: Raw -2460074.635769 + Penalty 3240.075326 = -2456834.560443 nChanged 2 SP:Iteration 29Q (4662.730000 sec): 3 clusters Score: Raw -2460077.094503 + Penalty 3240.075326 = -2456837.019177 nChanged 2 SP:Iteration 30Q (4663.020000 sec): 3 clusters Score: Raw -2460080.112856 + Penalty 3240.075326 = -2456840.037530 nChanged 1 SP:Iteration 31Q (4663.280000 sec): 3 clusters Score: Raw -2460082.818899 + Penalty 3240.075326 = -2456842.743573 nChanged 1 SP:Iteration 32Q (4663.560000 sec): 3 clusters Score: Raw -2460083.492555 + Penalty 3240.075326 = -2456843.417229 nChanged 1 SP:Iteration 33Q (4663.820000 sec): 3 clusters Score: Raw -2460085.842819 + Penalty 3240.075326 = -2456845.767494 nChanged 2 SP:Iteration 34Q (4664.060000 sec): 3 clusters Score: Raw -2460087.541707 + Penalty 3240.075326 = -2456847.466381 nChanged 1 SP:Iteration 35Q (4664.390000 sec): 3 clusters Score: Raw -2460088.197771 + Penalty 3240.075326 = -2456848.122445 nChanged 0 SP:Iteration 36F (4664.690000 sec): 3 clusters Score: Raw -2460088.197771 + Penalty 3240.075326 = -2456848.122445 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 12 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4664.810000 sec): 2 clusters Score: Raw -69629.138935 + Penalty 1040.041835 = -68589.097100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4665.000000 sec): 3 clusters Score: Raw -69500.855273 + Penalty 2080.083670 = -67420.771603 nChanged 152 SP:Iteration 1F (4665.200000 sec): 3 clusters Score: Raw -69689.716511 + Penalty 2080.083670 = -67609.632841 nChanged 33 SP:Iteration 2F (4665.380000 sec): 3 clusters Score: Raw -69732.667669 + Penalty 2080.083670 = -67652.583999 nChanged 18 SP:Iteration 3Q (4665.570000 sec): 3 clusters Score: Raw -69759.740910 + Penalty 2080.083670 = -67679.657240 nChanged 12 SP:Iteration 4Q (4665.760000 sec): 3 clusters Score: Raw -69785.768542 + Penalty 2080.083670 = -67705.684872 nChanged 13 SP:Iteration 5Q (4665.910000 sec): 3 clusters Score: Raw -69810.930723 + Penalty 2080.083670 = -67730.847053 nChanged 12 SP:Iteration 6Q (4666.040000 sec): 3 clusters Score: Raw -69834.783542 + Penalty 2080.083670 = -67754.699872 nChanged 10 SP:Iteration 7Q (4666.180000 sec): 3 clusters Score: Raw -69854.304503 + Penalty 2080.083670 = -67774.220834 nChanged 8 SP:Iteration 8Q (4666.320000 sec): 3 clusters Score: Raw -69877.529085 + Penalty 2080.083670 = -67797.445415 nChanged 16 SP:Iteration 9Q (4666.540000 sec): 3 clusters Score: Raw -69938.674373 + Penalty 2080.083670 = -67858.590703 nChanged 13 SP:Iteration 10Q (4666.710000 sec): 3 clusters Score: Raw -69978.601410 + Penalty 2080.083670 = -67898.517741 nChanged 14 SP:Iteration 11Q (4666.900000 sec): 3 clusters Score: Raw -70015.546151 + Penalty 2080.083670 = -67935.462481 nChanged 15 SP:Iteration 12Q (4667.050000 sec): 3 clusters Score: Raw -70038.253164 + Penalty 2080.083670 = -67958.169494 nChanged 10 SP:Iteration 13Q (4667.260000 sec): 3 clusters Score: Raw -70052.613107 + Penalty 2080.083670 = -67972.529437 nChanged 6 SP:Iteration 14Q (4667.470000 sec): 3 clusters Score: Raw -70063.324012 + Penalty 2080.083670 = -67983.240343 nChanged 2 SP:Iteration 15Q (4667.640000 sec): 3 clusters Score: Raw -70064.985087 + Penalty 2080.083670 = -67984.901417 nChanged 1 SP:Iteration 16Q (4667.820000 sec): 3 clusters Score: Raw -70066.558517 + Penalty 2080.083670 = -67986.474847 nChanged 1 SP:Iteration 17Q (4668.010000 sec): 3 clusters Score: Raw -70067.589005 + Penalty 2080.083670 = -67987.505336 nChanged 0 SP:Iteration 18F (4668.150000 sec): 3 clusters Score: Raw -70067.589005 + Penalty 2080.083670 = -67987.505336 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 13 (33790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4668.460000 sec): 2 clusters Score: Raw -3700720.760541 + Penalty 1694.537029 = -3699026.223511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4668.900000 sec): 3 clusters Score: Raw -3679622.898415 + Penalty 3389.074058 = -3676233.824357 nChanged 15726 SP:Iteration 1F (4669.230000 sec): 3 clusters Score: Raw -3688218.447639 + Penalty 3389.074058 = -3684829.373581 nChanged 1431 SP:Iteration 2Q (4669.640000 sec): 3 clusters Score: Raw -3688656.931999 + Penalty 3389.074058 = -3685267.857940 nChanged 1444 SP:Iteration 3Q (4669.980000 sec): 3 clusters Score: Raw -3689146.215357 + Penalty 3389.074058 = -3685757.141298 nChanged 1531 SP:Iteration 4Q (4670.360000 sec): 3 clusters Score: Raw -3689733.987896 + Penalty 3389.074058 = -3686344.913838 nChanged 1629 SP:Iteration 5Q (4670.720000 sec): 3 clusters Score: Raw -3690447.904187 + Penalty 3389.074058 = -3687058.830128 nChanged 1819 SP:Iteration 6F (4671.090000 sec): 3 clusters Score: Raw -3691435.927554 + Penalty 3389.074058 = -3688046.853495 nChanged 2175 SP:Iteration 7F (4671.420000 sec): 3 clusters Score: Raw -3692899.707687 + Penalty 3389.074058 = -3689510.633628 nChanged 2319 SP:Iteration 8F (4671.760000 sec): 3 clusters Score: Raw -3694718.140683 + Penalty 3389.074058 = -3691329.066625 nChanged 2160 SP:Iteration 9F (4672.090000 sec): 3 clusters Score: Raw -3696723.687564 + Penalty 3389.074058 = -3693334.613506 nChanged 1741 SP:Iteration 10F (4672.470000 sec): 3 clusters Score: Raw -3698661.106824 + Penalty 3389.074058 = -3695272.032766 nChanged 1059 SP:Iteration 11Q (4672.810000 sec): 3 clusters Score: Raw -3700028.316964 + Penalty 3389.074058 = -3696639.242905 nChanged 660 SP:Iteration 12Q (4673.200000 sec): 3 clusters Score: Raw -3700704.511311 + Penalty 3389.074058 = -3697315.437253 nChanged 424 SP:Iteration 13Q (4673.610000 sec): 3 clusters Score: Raw -3701019.058971 + Penalty 3389.074058 = -3697629.984912 nChanged 295 SP:Iteration 14Q (4673.970000 sec): 3 clusters Score: Raw -3701205.455563 + Penalty 3389.074058 = -3697816.381505 nChanged 209 SP:Iteration 15Q (4674.370000 sec): 3 clusters Score: Raw -3701310.161513 + Penalty 3389.074058 = -3697921.087454 nChanged 158 SP:Iteration 16Q (4674.740000 sec): 3 clusters Score: Raw -3701375.769349 + Penalty 3389.074058 = -3697986.695291 nChanged 120 SP:Iteration 17Q (4675.060000 sec): 3 clusters Score: Raw -3701419.302761 + Penalty 3389.074058 = -3698030.228703 nChanged 88 SP:Iteration 18Q (4675.430000 sec): 3 clusters Score: Raw -3701445.408292 + Penalty 3389.074058 = -3698056.334233 nChanged 68 SP:Iteration 19Q (4675.780000 sec): 3 clusters Score: Raw -3701465.972525 + Penalty 3389.074058 = -3698076.898467 nChanged 70 SP:Iteration 20F (4676.110000 sec): 3 clusters Score: Raw -3701484.417615 + Penalty 3389.074058 = -3698095.343557 nChanged 55 SP:Iteration 21Q (4676.450000 sec): 3 clusters Score: Raw -3701496.195939 + Penalty 3389.074058 = -3698107.121881 nChanged 38 SP:Iteration 22Q (4676.850000 sec): 3 clusters Score: Raw -3701507.047439 + Penalty 3389.074058 = -3698117.973380 nChanged 48 SP:Iteration 23Q (4677.200000 sec): 3 clusters Score: Raw -3701523.139719 + Penalty 3389.074058 = -3698134.065661 nChanged 40 SP:Iteration 24Q (4677.510000 sec): 3 clusters Score: Raw -3701533.732549 + Penalty 3389.074058 = -3698144.658490 nChanged 26 SP:Iteration 25Q (4678.020000 sec): 3 clusters Score: Raw -3701539.923680 + Penalty 3389.074058 = -3698150.849622 nChanged 16 SP:Iteration 26Q (4678.440000 sec): 3 clusters Score: Raw -3701543.741780 + Penalty 3389.074058 = -3698154.667722 nChanged 13 SP:Iteration 27Q (4678.810000 sec): 3 clusters Score: Raw -3701546.595122 + Penalty 3389.074058 = -3698157.521064 nChanged 16 SP:Iteration 28Q (4679.250000 sec): 3 clusters Score: Raw -3701550.073165 + Penalty 3389.074058 = -3698160.999107 nChanged 9 SP:Iteration 29Q (4679.590000 sec): 3 clusters Score: Raw -3701552.206403 + Penalty 3389.074058 = -3698163.132344 nChanged 10 SP:Iteration 30Q (4679.940000 sec): 3 clusters Score: Raw -3701554.152111 + Penalty 3389.074058 = -3698165.078053 nChanged 10 SP:Iteration 31Q (4680.340000 sec): 3 clusters Score: Raw -3701555.720861 + Penalty 3389.074058 = -3698166.646802 nChanged 6 SP:Iteration 32Q (4680.680000 sec): 3 clusters Score: Raw -3701557.087501 + Penalty 3389.074058 = -3698168.013442 nChanged 9 SP:Iteration 33Q (4681.050000 sec): 3 clusters Score: Raw -3701558.330062 + Penalty 3389.074058 = -3698169.256003 nChanged 5 SP:Iteration 34Q (4681.410000 sec): 3 clusters Score: Raw -3701559.125095 + Penalty 3389.074058 = -3698170.051037 nChanged 2 SP:Iteration 35Q (4681.780000 sec): 3 clusters Score: Raw -3701559.752641 + Penalty 3389.074058 = -3698170.678582 nChanged 0 SP:Iteration 36F (4682.170000 sec): 3 clusters Score: Raw -3701559.752641 + Penalty 3389.074058 = -3698170.678582 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 14 (270498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4683.620000 sec): 2 clusters Score: Raw -30219702.309464 + Penalty 2032.553247 = -30217669.756217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4685.460000 sec): 3 clusters Score: Raw -30039197.387377 + Penalty 4065.106495 = -30035132.280883 nChanged 131754 SP:Iteration 1F (4687.220000 sec): 3 clusters Score: Raw -30117433.910753 + Penalty 4065.106495 = -30113368.804259 nChanged 6016 SP:Iteration 2Q (4689.020000 sec): 3 clusters Score: Raw -30118396.045064 + Penalty 4065.106495 = -30114330.938570 nChanged 6499 SP:Iteration 3Q (4690.640000 sec): 3 clusters Score: Raw -30119552.472572 + Penalty 4065.106495 = -30115487.366077 nChanged 7234 SP:Iteration 4Q (4692.110000 sec): 3 clusters Score: Raw -30121045.278829 + Penalty 4065.106495 = -30116980.172334 nChanged 8486 SP:Iteration 5Q (4693.630000 sec): 3 clusters Score: Raw -30123194.164058 + Penalty 4065.106495 = -30119129.057563 nChanged 10341 SP:Iteration 6Q (4695.140000 sec): 3 clusters Score: Raw -30126482.534262 + Penalty 4065.106495 = -30122417.427767 nChanged 12658 SP:Iteration 7Q (4696.810000 sec): 3 clusters Score: Raw -30131653.596821 + Penalty 4065.106495 = -30127588.490327 nChanged 15708 SP:Iteration 8F (4698.300000 sec): 3 clusters Score: Raw -30140139.525926 + Penalty 4065.106495 = -30136074.419431 nChanged 19024 SP:Iteration 9F (4699.760000 sec): 3 clusters Score: Raw -30153329.458451 + Penalty 4065.106495 = -30149264.351956 nChanged 21685 SP:Iteration 10F (4701.140000 sec): 3 clusters Score: Raw -30171664.885311 + Penalty 4065.106495 = -30167599.778816 nChanged 20758 SP:Iteration 11F (4702.560000 sec): 3 clusters Score: Raw -30191224.063195 + Penalty 4065.106495 = -30187158.956701 nChanged 15760 SP:Iteration 12F (4703.960000 sec): 3 clusters Score: Raw -30206461.105993 + Penalty 4065.106495 = -30202395.999499 nChanged 9008 SP:Iteration 13Q (4705.460000 sec): 3 clusters Score: Raw -30214879.386089 + Penalty 4065.106495 = -30210814.279594 nChanged 3995 SP:Iteration 14Q (4706.940000 sec): 3 clusters Score: Raw -30218327.149104 + Penalty 4065.106495 = -30214262.042609 nChanged 1408 SP:Iteration 15Q (4708.380000 sec): 3 clusters Score: Raw -30219460.348973 + Penalty 4065.106495 = -30215395.242479 nChanged 467 SP:Iteration 16Q (4709.840000 sec): 3 clusters Score: Raw -30219845.689798 + Penalty 4065.106495 = -30215780.583304 nChanged 186 SP:Iteration 17Q (4711.430000 sec): 3 clusters Score: Raw -30220035.067262 + Penalty 4065.106495 = -30215969.960767 nChanged 94 SP:Iteration 18Q (4712.870000 sec): 3 clusters Score: Raw -30220178.991161 + Penalty 4065.106495 = -30216113.884666 nChanged 89 SP:Iteration 19Q (4714.410000 sec): 3 clusters Score: Raw -30220292.824399 + Penalty 4065.106495 = -30216227.717904 nChanged 87 SP:Iteration 20F (4715.820000 sec): 3 clusters Score: Raw -30220366.075925 + Penalty 4065.106495 = -30216300.969431 nChanged 63 SP:Iteration 21Q (4717.130000 sec): 3 clusters Score: Raw -30220405.351899 + Penalty 4065.106495 = -30216340.245405 nChanged 36 SP:Iteration 22Q (4718.500000 sec): 3 clusters Score: Raw -30220424.614627 + Penalty 4065.106495 = -30216359.508132 nChanged 29 SP:Iteration 23Q (4719.940000 sec): 3 clusters Score: Raw -30220436.145740 + Penalty 4065.106495 = -30216371.039245 nChanged 28 SP:Iteration 24Q (4721.470000 sec): 3 clusters Score: Raw -30220450.692078 + Penalty 4065.106495 = -30216385.585583 nChanged 22 SP:Iteration 25Q (4723.060000 sec): 3 clusters Score: Raw -30220459.531390 + Penalty 4065.106495 = -30216394.424896 nChanged 18 SP:Iteration 26Q (4724.530000 sec): 3 clusters Score: Raw -30220468.023371 + Penalty 4065.106495 = -30216402.916876 nChanged 10 SP:Iteration 27Q (4725.990000 sec): 3 clusters Score: Raw -30220471.204909 + Penalty 4065.106495 = -30216406.098414 nChanged 6 SP:Iteration 28Q (4727.530000 sec): 3 clusters Score: Raw -30220472.985792 + Penalty 4065.106495 = -30216407.879297 nChanged 5 SP:Iteration 29Q (4729.090000 sec): 3 clusters Score: Raw -30220474.428588 + Penalty 4065.106495 = -30216409.322094 nChanged 4 SP:Iteration 30Q (4730.540000 sec): 3 clusters Score: Raw -30220475.968877 + Penalty 4065.106495 = -30216410.862382 nChanged 4 SP:Iteration 31Q (4732.080000 sec): 3 clusters Score: Raw -30220477.062118 + Penalty 4065.106495 = -30216411.955623 nChanged 1 SP:Iteration 32Q (4733.600000 sec): 3 clusters Score: Raw -30220477.238314 + Penalty 4065.106495 = -30216412.131820 nChanged 0 SP:Iteration 33F (4735.130000 sec): 3 clusters Score: Raw -30220477.238314 + Penalty 4065.106495 = -30216412.131820 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 15 (1376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4735.410000 sec): 2 clusters Score: Raw -155714.435947 + Penalty 1174.377103 = -154540.058844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4735.610000 sec): 3 clusters Score: Raw -155186.103141 + Penalty 2348.754206 = -152837.348935 nChanged 453 SP:Iteration 1F (4735.830000 sec): 3 clusters Score: Raw -155508.186476 + Penalty 2348.754206 = -153159.432270 nChanged 97 SP:Iteration 2F (4736.010000 sec): 3 clusters Score: Raw -155589.815506 + Penalty 2348.754206 = -153241.061300 nChanged 53 SP:Iteration 3Q (4736.250000 sec): 3 clusters Score: Raw -155630.250931 + Penalty 2348.754206 = -153281.496725 nChanged 41 SP:Iteration 4Q (4736.380000 sec): 3 clusters Score: Raw -155665.781767 + Penalty 2348.754206 = -153317.027561 nChanged 25 SP:Iteration 5Q (4736.540000 sec): 3 clusters Score: Raw -155685.856161 + Penalty 2348.754206 = -153337.101955 nChanged 18 SP:Iteration 6Q (4736.720000 sec): 3 clusters Score: Raw -155701.203359 + Penalty 2348.754206 = -153352.449153 nChanged 17 SP:Iteration 7Q (4736.890000 sec): 3 clusters Score: Raw -155712.286306 + Penalty 2348.754206 = -153363.532100 nChanged 14 SP:Iteration 8Q (4737.010000 sec): 3 clusters Score: Raw -155725.297406 + Penalty 2348.754206 = -153376.543200 nChanged 16 SP:Iteration 9Q (4737.170000 sec): 3 clusters Score: Raw -155736.236787 + Penalty 2348.754206 = -153387.482581 nChanged 7 SP:Iteration 10Q (4737.310000 sec): 3 clusters Score: Raw -155741.875194 + Penalty 2348.754206 = -153393.120988 nChanged 9 SP:Iteration 11Q (4737.440000 sec): 3 clusters Score: Raw -155748.740537 + Penalty 2348.754206 = -153399.986331 nChanged 9 SP:Iteration 12Q (4737.590000 sec): 3 clusters Score: Raw -155755.733182 + Penalty 2348.754206 = -153406.978976 nChanged 9 SP:Iteration 13Q (4737.690000 sec): 3 clusters Score: Raw -155761.027229 + Penalty 2348.754206 = -153412.273023 nChanged 3 SP:Iteration 14Q (4737.830000 sec): 3 clusters Score: Raw -155761.985343 + Penalty 2348.754206 = -153413.231137 nChanged 2 SP:Iteration 15Q (4737.970000 sec): 3 clusters Score: Raw -155763.034289 + Penalty 2348.754206 = -153414.280083 nChanged 2 SP:Iteration 16Q (4738.120000 sec): 3 clusters Score: Raw -155764.309349 + Penalty 2348.754206 = -153415.555143 nChanged 2 SP:Iteration 17Q (4738.280000 sec): 3 clusters Score: Raw -155765.527512 + Penalty 2348.754206 = -153416.773306 nChanged 2 SP:Iteration 18Q (4738.460000 sec): 3 clusters Score: Raw -155766.301562 + Penalty 2348.754206 = -153417.547356 nChanged 0 SP:Iteration 19F (4738.640000 sec): 3 clusters Score: Raw -155766.301562 + Penalty 2348.754206 = -153417.547356 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 16 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4738.750000 sec): 2 clusters Score: Raw -388425.235213 + Penalty 1321.993879 = -387103.241334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4738.980000 sec): 3 clusters Score: Raw -386778.561995 + Penalty 2643.987758 = -384134.574236 nChanged 1291 SP:Iteration 1F (4739.160000 sec): 3 clusters Score: Raw -387519.221294 + Penalty 2643.987758 = -384875.233535 nChanged 236 SP:Iteration 2F (4739.380000 sec): 3 clusters Score: Raw -387643.083252 + Penalty 2643.987758 = -384999.095493 nChanged 156 SP:Iteration 3Q (4739.560000 sec): 3 clusters Score: Raw -387722.363089 + Penalty 2643.987758 = -385078.375331 nChanged 127 SP:Iteration 4Q (4739.710000 sec): 3 clusters Score: Raw -387781.272937 + Penalty 2643.987758 = -385137.285179 nChanged 101 SP:Iteration 5Q (4739.890000 sec): 3 clusters Score: Raw -387825.077131 + Penalty 2643.987758 = -385181.089372 nChanged 97 SP:Iteration 6Q (4740.080000 sec): 3 clusters Score: Raw -387871.917052 + Penalty 2643.987758 = -385227.929294 nChanged 83 SP:Iteration 7Q (4740.270000 sec): 3 clusters Score: Raw -387912.075562 + Penalty 2643.987758 = -385268.087804 nChanged 81 SP:Iteration 8Q (4740.440000 sec): 3 clusters Score: Raw -387951.404109 + Penalty 2643.987758 = -385307.416351 nChanged 73 SP:Iteration 9Q (4740.640000 sec): 3 clusters Score: Raw -387991.528042 + Penalty 2643.987758 = -385347.540283 nChanged 82 SP:Iteration 10Q (4740.860000 sec): 3 clusters Score: Raw -388031.584993 + Penalty 2643.987758 = -385387.597235 nChanged 79 SP:Iteration 11Q (4741.040000 sec): 3 clusters Score: Raw -388075.933240 + Penalty 2643.987758 = -385431.945482 nChanged 78 SP:Iteration 12Q (4741.180000 sec): 3 clusters Score: Raw -388123.032697 + Penalty 2643.987758 = -385479.044939 nChanged 62 SP:Iteration 13Q (4741.410000 sec): 3 clusters Score: Raw -388154.711389 + Penalty 2643.987758 = -385510.723630 nChanged 60 SP:Iteration 14Q (4741.560000 sec): 3 clusters Score: Raw -388186.373497 + Penalty 2643.987758 = -385542.385738 nChanged 48 SP:Iteration 15Q (4741.770000 sec): 3 clusters Score: Raw -388210.568142 + Penalty 2643.987758 = -385566.580384 nChanged 51 SP:Iteration 16Q (4742.010000 sec): 3 clusters Score: Raw -388240.603164 + Penalty 2643.987758 = -385596.615406 nChanged 54 SP:Iteration 17Q (4742.210000 sec): 3 clusters Score: Raw -388272.830360 + Penalty 2643.987758 = -385628.842602 nChanged 55 SP:Iteration 18Q (4742.360000 sec): 3 clusters Score: Raw -388307.363597 + Penalty 2643.987758 = -385663.375839 nChanged 48 SP:Iteration 19Q (4742.510000 sec): 3 clusters Score: Raw -388337.408648 + Penalty 2643.987758 = -385693.420890 nChanged 38 SP:Iteration 20F (4742.650000 sec): 3 clusters Score: Raw -388360.384178 + Penalty 2643.987758 = -385716.396420 nChanged 39 SP:Iteration 21Q (4742.780000 sec): 3 clusters Score: Raw -388382.983557 + Penalty 2643.987758 = -385738.995798 nChanged 31 SP:Iteration 22Q (4742.950000 sec): 3 clusters Score: Raw -388401.669056 + Penalty 2643.987758 = -385757.681298 nChanged 30 SP:Iteration 23Q (4743.150000 sec): 3 clusters Score: Raw -388416.915927 + Penalty 2643.987758 = -385772.928168 nChanged 24 SP:Iteration 24Q (4743.340000 sec): 3 clusters Score: Raw -388433.286492 + Penalty 2643.987758 = -385789.298734 nChanged 28 SP:Iteration 25Q (4743.540000 sec): 3 clusters Score: Raw -388448.574862 + Penalty 2643.987758 = -385804.587104 nChanged 19 SP:Iteration 26Q (4743.660000 sec): 3 clusters Score: Raw -388458.408069 + Penalty 2643.987758 = -385814.420311 nChanged 20 SP:Iteration 27Q (4743.900000 sec): 3 clusters Score: Raw -388471.539028 + Penalty 2643.987758 = -385827.551269 nChanged 20 SP:Iteration 28Q (4744.090000 sec): 3 clusters Score: Raw -388481.663518 + Penalty 2643.987758 = -385837.675759 nChanged 15 SP:Iteration 29Q (4744.240000 sec): 3 clusters Score: Raw -388491.391376 + Penalty 2643.987758 = -385847.403617 nChanged 17 SP:Iteration 30Q (4744.380000 sec): 3 clusters Score: Raw -388503.327932 + Penalty 2643.987758 = -385859.340174 nChanged 16 SP:Iteration 31Q (4744.570000 sec): 3 clusters Score: Raw -388517.741200 + Penalty 2643.987758 = -385873.753442 nChanged 11 SP:Iteration 32Q (4744.710000 sec): 3 clusters Score: Raw -388528.450630 + Penalty 2643.987758 = -385884.462872 nChanged 10 SP:Iteration 33Q (4744.920000 sec): 3 clusters Score: Raw -388538.525897 + Penalty 2643.987758 = -385894.538139 nChanged 14 SP:Iteration 34Q (4745.070000 sec): 3 clusters Score: Raw -388549.544526 + Penalty 2643.987758 = -385905.556767 nChanged 12 SP:Iteration 35Q (4745.260000 sec): 3 clusters Score: Raw -388557.466405 + Penalty 2643.987758 = -385913.478647 nChanged 4 SP:Iteration 36Q (4745.520000 sec): 3 clusters Score: Raw -388561.071016 + Penalty 2643.987758 = -385917.083258 nChanged 4 SP:Iteration 37Q (4745.750000 sec): 3 clusters Score: Raw -388564.495128 + Penalty 2643.987758 = -385920.507370 nChanged 1 SP:Iteration 38Q (4745.980000 sec): 3 clusters Score: Raw -388564.866556 + Penalty 2643.987758 = -385920.878798 nChanged 1 SP:Iteration 39Q (4746.160000 sec): 3 clusters Score: Raw -388565.624947 + Penalty 2643.987758 = -385921.637189 nChanged 0 SP:Iteration 40F (4746.350000 sec): 3 clusters Score: Raw -388565.624947 + Penalty 2643.987758 = -385921.637189 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 17 (3077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4746.520000 sec): 2 clusters Score: Raw -344485.027728 + Penalty 1305.152936 = -343179.874792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4746.720000 sec): 3 clusters Score: Raw -343042.952652 + Penalty 2610.305872 = -340432.646780 nChanged 1148 SP:Iteration 1F (4746.920000 sec): 3 clusters Score: Raw -343729.762002 + Penalty 2610.305872 = -341119.456130 nChanged 231 SP:Iteration 2F (4747.100000 sec): 3 clusters Score: Raw -343856.825978 + Penalty 2610.305872 = -341246.520106 nChanged 141 SP:Iteration 3Q (4747.280000 sec): 3 clusters Score: Raw -343928.184653 + Penalty 2610.305872 = -341317.878781 nChanged 98 SP:Iteration 4Q (4747.460000 sec): 3 clusters Score: Raw -343968.111934 + Penalty 2610.305872 = -341357.806062 nChanged 56 SP:Iteration 5Q (4747.640000 sec): 3 clusters Score: Raw -343988.509693 + Penalty 2610.305872 = -341378.203821 nChanged 46 SP:Iteration 6Q (4747.820000 sec): 3 clusters Score: Raw -344006.109773 + Penalty 2610.305872 = -341395.803901 nChanged 33 SP:Iteration 7Q (4747.990000 sec): 3 clusters Score: Raw -344020.095365 + Penalty 2610.305872 = -341409.789493 nChanged 33 SP:Iteration 8Q (4748.150000 sec): 3 clusters Score: Raw -344033.354556 + Penalty 2610.305872 = -341423.048684 nChanged 28 SP:Iteration 9Q (4748.310000 sec): 3 clusters Score: Raw -344042.498588 + Penalty 2610.305872 = -341432.192716 nChanged 17 SP:Iteration 10Q (4748.490000 sec): 3 clusters Score: Raw -344048.631954 + Penalty 2610.305872 = -341438.326082 nChanged 15 SP:Iteration 11Q (4748.670000 sec): 3 clusters Score: Raw -344053.314839 + Penalty 2610.305872 = -341443.008967 nChanged 17 SP:Iteration 12Q (4748.920000 sec): 3 clusters Score: Raw -344059.608093 + Penalty 2610.305872 = -341449.302221 nChanged 17 SP:Iteration 13Q (4749.120000 sec): 3 clusters Score: Raw -344065.422050 + Penalty 2610.305872 = -341455.116178 nChanged 19 SP:Iteration 14Q (4749.350000 sec): 3 clusters Score: Raw -344072.750739 + Penalty 2610.305872 = -341462.444867 nChanged 18 SP:Iteration 15Q (4749.530000 sec): 3 clusters Score: Raw -344077.243511 + Penalty 2610.305872 = -341466.937639 nChanged 14 SP:Iteration 16Q (4749.710000 sec): 3 clusters Score: Raw -344081.565052 + Penalty 2610.305872 = -341471.259180 nChanged 14 SP:Iteration 17Q (4749.900000 sec): 3 clusters Score: Raw -344085.954758 + Penalty 2610.305872 = -341475.648886 nChanged 10 SP:Iteration 18Q (4750.160000 sec): 3 clusters Score: Raw -344088.236414 + Penalty 2610.305872 = -341477.930542 nChanged 6 SP:Iteration 19Q (4750.320000 sec): 3 clusters Score: Raw -344090.156301 + Penalty 2610.305872 = -341479.850429 nChanged 7 SP:Iteration 20F (4750.540000 sec): 3 clusters Score: Raw -344092.248993 + Penalty 2610.305872 = -341481.943121 nChanged 5 SP:Iteration 21Q (4750.720000 sec): 3 clusters Score: Raw -344093.320950 + Penalty 2610.305872 = -341483.015078 nChanged 4 SP:Iteration 22Q (4750.910000 sec): 3 clusters Score: Raw -344094.402080 + Penalty 2610.305872 = -341484.096208 nChanged 4 SP:Iteration 23Q (4751.080000 sec): 3 clusters Score: Raw -344096.009042 + Penalty 2610.305872 = -341485.703170 nChanged 3 SP:Iteration 24Q (4751.220000 sec): 3 clusters Score: Raw -344097.043716 + Penalty 2610.305872 = -341486.737844 nChanged 2 SP:Iteration 25Q (4751.400000 sec): 3 clusters Score: Raw -344097.606671 + Penalty 2610.305872 = -341487.300799 nChanged 4 SP:Iteration 26Q (4751.540000 sec): 3 clusters Score: Raw -344098.949864 + Penalty 2610.305872 = -341488.643992 nChanged 1 SP:Iteration 27Q (4751.730000 sec): 3 clusters Score: Raw -344099.168776 + Penalty 2610.305872 = -341488.862904 nChanged 0 SP:Iteration 28F (4751.910000 sec): 3 clusters Score: Raw -344099.168776 + Penalty 2610.305872 = -341488.862904 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 18 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4751.990000 sec): 2 clusters Score: Raw -257778.124790 + Penalty 1260.312165 = -256517.812625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4752.190000 sec): 3 clusters Score: Raw -256733.774953 + Penalty 2520.624330 = -254213.150622 nChanged 825 SP:Iteration 1F (4752.380000 sec): 3 clusters Score: Raw -257235.767614 + Penalty 2520.624330 = -254715.143284 nChanged 174 SP:Iteration 2F (4752.600000 sec): 3 clusters Score: Raw -257345.911040 + Penalty 2520.624330 = -254825.286710 nChanged 103 SP:Iteration 3Q (4752.810000 sec): 3 clusters Score: Raw -257403.699296 + Penalty 2520.624330 = -254883.074966 nChanged 62 SP:Iteration 4Q (4752.960000 sec): 3 clusters Score: Raw -257432.208963 + Penalty 2520.624330 = -254911.584632 nChanged 39 SP:Iteration 5Q (4753.110000 sec): 3 clusters Score: Raw -257450.468351 + Penalty 2520.624330 = -254929.844021 nChanged 39 SP:Iteration 6Q (4753.260000 sec): 3 clusters Score: Raw -257465.013517 + Penalty 2520.624330 = -254944.389187 nChanged 23 SP:Iteration 7Q (4753.400000 sec): 3 clusters Score: Raw -257473.580463 + Penalty 2520.624330 = -254952.956132 nChanged 15 SP:Iteration 8Q (4753.550000 sec): 3 clusters Score: Raw -257479.556528 + Penalty 2520.624330 = -254958.932198 nChanged 10 SP:Iteration 9Q (4753.650000 sec): 3 clusters Score: Raw -257483.355769 + Penalty 2520.624330 = -254962.731439 nChanged 7 SP:Iteration 10Q (4753.800000 sec): 3 clusters Score: Raw -257485.463639 + Penalty 2520.624330 = -254964.839309 nChanged 4 SP:Iteration 11Q (4753.970000 sec): 3 clusters Score: Raw -257486.945525 + Penalty 2520.624330 = -254966.321194 nChanged 4 SP:Iteration 12Q (4754.170000 sec): 3 clusters Score: Raw -257488.708274 + Penalty 2520.624330 = -254968.083944 nChanged 7 SP:Iteration 13Q (4754.450000 sec): 3 clusters Score: Raw -257492.144379 + Penalty 2520.624330 = -254971.520049 nChanged 4 SP:Iteration 14Q (4754.680000 sec): 3 clusters Score: Raw -257493.862725 + Penalty 2520.624330 = -254973.238395 nChanged 1 SP:Iteration 15Q (4754.860000 sec): 3 clusters Score: Raw -257494.661734 + Penalty 2520.624330 = -254974.037404 nChanged 4 SP:Iteration 16Q (4755.100000 sec): 3 clusters Score: Raw -257496.653151 + Penalty 2520.624330 = -254976.028821 nChanged 4 SP:Iteration 17Q (4755.280000 sec): 3 clusters Score: Raw -257497.514210 + Penalty 2520.624330 = -254976.889880 nChanged 2 SP:Iteration 18Q (4755.500000 sec): 3 clusters Score: Raw -257498.036444 + Penalty 2520.624330 = -254977.412114 nChanged 0 SP:Iteration 19F (4755.700000 sec): 3 clusters Score: Raw -257498.036444 + Penalty 2520.624330 = -254977.412114 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 19 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4755.810000 sec): 2 clusters Score: Raw -66234.292562 + Penalty 1041.117998 = -65193.174564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4755.980000 sec): 3 clusters Score: Raw -66106.396475 + Penalty 2082.235995 = -64024.160480 nChanged 153 SP:Iteration 1F (4756.200000 sec): 3 clusters Score: Raw -66325.219639 + Penalty 2082.235995 = -64242.983643 nChanged 37 SP:Iteration 2F (4756.440000 sec): 3 clusters Score: Raw -66392.375789 + Penalty 2082.235995 = -64310.139794 nChanged 24 SP:Iteration 3Q (4756.620000 sec): 3 clusters Score: Raw -66470.694462 + Penalty 2082.235995 = -64388.458467 nChanged 21 SP:Iteration 4Q (4756.780000 sec): 3 clusters Score: Raw -66544.193087 + Penalty 2082.235995 = -64461.957092 nChanged 19 SP:Iteration 5Q (4757.060000 sec): 3 clusters Score: Raw -66581.043308 + Penalty 2082.235995 = -64498.807313 nChanged 11 SP:Iteration 6Q (4757.190000 sec): 3 clusters Score: Raw -66604.171048 + Penalty 2082.235995 = -64521.935053 nChanged 9 SP:Iteration 7Q (4757.380000 sec): 3 clusters Score: Raw -66617.294506 + Penalty 2082.235995 = -64535.058511 nChanged 3 SP:Iteration 8Q (4757.580000 sec): 3 clusters Score: Raw -66621.635264 + Penalty 2082.235995 = -64539.399269 nChanged 3 SP:Iteration 9Q (4757.720000 sec): 3 clusters Score: Raw -66625.161886 + Penalty 2082.235995 = -64542.925890 nChanged 2 SP:Iteration 10Q (4757.930000 sec): 3 clusters Score: Raw -66627.622434 + Penalty 2082.235995 = -64545.386438 nChanged 2 SP:Iteration 11Q (4758.110000 sec): 3 clusters Score: Raw -66631.135892 + Penalty 2082.235995 = -64548.899897 nChanged 1 SP:Iteration 12Q (4758.260000 sec): 3 clusters Score: Raw -66631.867745 + Penalty 2082.235995 = -64549.631749 nChanged 2 SP:Iteration 13Q (4758.490000 sec): 3 clusters Score: Raw -66634.485676 + Penalty 2082.235995 = -64552.249680 nChanged 1 SP:Iteration 14Q (4758.640000 sec): 3 clusters Score: Raw -66636.218891 + Penalty 2082.235995 = -64553.982895 nChanged 2 SP:Iteration 15Q (4758.810000 sec): 3 clusters Score: Raw -66638.390478 + Penalty 2082.235995 = -64556.154482 nChanged 0 SP:Iteration 16F (4758.990000 sec): 3 clusters Score: Raw -66638.390478 + Penalty 2082.235995 = -64556.154482 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 20 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4759.080000 sec): 2 clusters Score: Raw -144532.123560 + Penalty 1158.771060 = -143373.352500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4759.180000 sec): 3 clusters Score: Raw -144074.565886 + Penalty 2317.542120 = -141757.023766 nChanged 412 SP:Iteration 1F (4759.360000 sec): 3 clusters Score: Raw -144361.564463 + Penalty 2317.542120 = -142044.022344 nChanged 89 SP:Iteration 2F (4759.520000 sec): 3 clusters Score: Raw -144423.334505 + Penalty 2317.542120 = -142105.792385 nChanged 32 SP:Iteration 3Q (4759.720000 sec): 3 clusters Score: Raw -144452.566657 + Penalty 2317.542120 = -142135.024537 nChanged 24 SP:Iteration 4Q (4759.920000 sec): 3 clusters Score: Raw -144470.549288 + Penalty 2317.542120 = -142153.007168 nChanged 18 SP:Iteration 5Q (4760.150000 sec): 3 clusters Score: Raw -144483.619128 + Penalty 2317.542120 = -142166.077008 nChanged 21 SP:Iteration 6Q (4760.320000 sec): 3 clusters Score: Raw -144499.020301 + Penalty 2317.542120 = -142181.478181 nChanged 12 SP:Iteration 7Q (4760.490000 sec): 3 clusters Score: Raw -144505.862170 + Penalty 2317.542120 = -142188.320050 nChanged 10 SP:Iteration 8Q (4760.680000 sec): 3 clusters Score: Raw -144512.702060 + Penalty 2317.542120 = -142195.159941 nChanged 5 SP:Iteration 9Q (4760.850000 sec): 3 clusters Score: Raw -144515.856438 + Penalty 2317.542120 = -142198.314318 nChanged 6 SP:Iteration 10Q (4760.960000 sec): 3 clusters Score: Raw -144518.472813 + Penalty 2317.542120 = -142200.930693 nChanged 2 SP:Iteration 11Q (4761.140000 sec): 3 clusters Score: Raw -144522.689506 + Penalty 2317.542120 = -142205.147386 nChanged 3 SP:Iteration 12Q (4761.240000 sec): 3 clusters Score: Raw -144523.693418 + Penalty 2317.542120 = -142206.151299 nChanged 1 SP:Iteration 13Q (4761.400000 sec): 3 clusters Score: Raw -144523.989898 + Penalty 2317.542120 = -142206.447778 nChanged 0 SP:Iteration 14F (4761.540000 sec): 3 clusters Score: Raw -144523.989898 + Penalty 2317.542120 = -142206.447778 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 21 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4761.650000 sec): 2 clusters Score: Raw -86789.052808 + Penalty 1083.587090 = -85705.465718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4761.850000 sec): 3 clusters Score: Raw -86572.682102 + Penalty 2167.174181 = -84405.507921 nChanged 220 SP:Iteration 1F (4762.070000 sec): 3 clusters Score: Raw -86849.779378 + Penalty 2167.174181 = -84682.605198 nChanged 58 SP:Iteration 2F (4762.240000 sec): 3 clusters Score: Raw -86982.463101 + Penalty 2167.174181 = -84815.288920 nChanged 51 SP:Iteration 3F (4762.380000 sec): 3 clusters Score: Raw -87053.200716 + Penalty 2167.174181 = -84886.026536 nChanged 38 SP:Iteration 4Q (4762.560000 sec): 3 clusters Score: Raw -87120.855453 + Penalty 2167.174181 = -84953.681273 nChanged 40 SP:Iteration 5F (4762.700000 sec): 3 clusters Score: Raw -87194.785678 + Penalty 2167.174181 = -85027.611498 nChanged 42 SP:Iteration 6F (4762.870000 sec): 3 clusters Score: Raw -87270.128857 + Penalty 2167.174181 = -85102.954676 nChanged 33 SP:Iteration 7Q (4763.020000 sec): 3 clusters Score: Raw -87332.394139 + Penalty 2167.174181 = -85165.219958 nChanged 36 SP:Iteration 8Q (4763.200000 sec): 3 clusters Score: Raw -87423.181675 + Penalty 2167.174181 = -85256.007494 nChanged 28 SP:Iteration 9Q (4763.340000 sec): 3 clusters Score: Raw -87531.854754 + Penalty 2167.174181 = -85364.680573 nChanged 28 SP:Iteration 10Q (4763.550000 sec): 3 clusters Score: Raw -87782.516835 + Penalty 2167.174181 = -85615.342654 nChanged 22 SP:Iteration 11Q (4763.730000 sec): 3 clusters Score: Raw -87883.413319 + Penalty 2167.174181 = -85716.239138 nChanged 6 SP:Iteration 12Q (4763.980000 sec): 3 clusters Score: Raw -87893.976838 + Penalty 2167.174181 = -85726.802658 nChanged 4 SP:Iteration 13Q (4764.180000 sec): 3 clusters Score: Raw -87901.583701 + Penalty 2167.174181 = -85734.409521 nChanged 1 SP:Iteration 14Q (4764.390000 sec): 3 clusters Score: Raw -87902.698353 + Penalty 2167.174181 = -85735.524172 nChanged 1 SP:Iteration 15Q (4764.560000 sec): 3 clusters Score: Raw -87904.798898 + Penalty 2167.174181 = -85737.624718 nChanged 0 SP:Iteration 16F (4764.760000 sec): 3 clusters Score: Raw -87904.798898 + Penalty 2167.174181 = -85737.624718 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 22 (1312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4764.870000 sec): 2 clusters Score: Raw -128399.227218 + Penalty 1166.637545 = -127232.589673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4765.080000 sec): 3 clusters Score: Raw -127894.240018 + Penalty 2333.275090 = -125560.964928 nChanged 457 SP:Iteration 1F (4765.230000 sec): 3 clusters Score: Raw -128344.011283 + Penalty 2333.275090 = -126010.736193 nChanged 120 SP:Iteration 2F (4765.400000 sec): 3 clusters Score: Raw -128488.918797 + Penalty 2333.275090 = -126155.643707 nChanged 79 SP:Iteration 3F (4765.600000 sec): 3 clusters Score: Raw -128591.646857 + Penalty 2333.275090 = -126258.371767 nChanged 81 SP:Iteration 4F (4765.780000 sec): 3 clusters Score: Raw -128692.481490 + Penalty 2333.275090 = -126359.206399 nChanged 61 SP:Iteration 5Q (4765.970000 sec): 3 clusters Score: Raw -128758.265246 + Penalty 2333.275090 = -126424.990156 nChanged 43 SP:Iteration 6Q (4766.160000 sec): 3 clusters Score: Raw -128821.857054 + Penalty 2333.275090 = -126488.581964 nChanged 44 SP:Iteration 7Q (4766.330000 sec): 3 clusters Score: Raw -128875.232685 + Penalty 2333.275090 = -126541.957595 nChanged 28 SP:Iteration 8Q (4766.550000 sec): 3 clusters Score: Raw -128910.449932 + Penalty 2333.275090 = -126577.174842 nChanged 30 SP:Iteration 9Q (4766.740000 sec): 3 clusters Score: Raw -128946.953328 + Penalty 2333.275090 = -126613.678238 nChanged 30 SP:Iteration 10Q (4766.830000 sec): 3 clusters Score: Raw -128983.238186 + Penalty 2333.275090 = -126649.963096 nChanged 25 SP:Iteration 11Q (4766.980000 sec): 3 clusters Score: Raw -129035.348233 + Penalty 2333.275090 = -126702.073143 nChanged 32 SP:Iteration 12Q (4767.170000 sec): 3 clusters Score: Raw -129121.853335 + Penalty 2333.275090 = -126788.578245 nChanged 23 SP:Iteration 13Q (4767.340000 sec): 3 clusters Score: Raw -129171.309743 + Penalty 2333.275090 = -126838.034653 nChanged 22 SP:Iteration 14Q (4767.500000 sec): 3 clusters Score: Raw -129223.255555 + Penalty 2333.275090 = -126889.980465 nChanged 19 SP:Iteration 15Q (4767.630000 sec): 3 clusters Score: Raw -129272.355166 + Penalty 2333.275090 = -126939.080076 nChanged 20 SP:Iteration 16Q (4767.780000 sec): 3 clusters Score: Raw -129291.843324 + Penalty 2333.275090 = -126958.568234 nChanged 8 SP:Iteration 17Q (4767.890000 sec): 3 clusters Score: Raw -129300.462250 + Penalty 2333.275090 = -126967.187160 nChanged 6 SP:Iteration 18Q (4768.080000 sec): 3 clusters Score: Raw -129311.348375 + Penalty 2333.275090 = -126978.073285 nChanged 8 SP:Iteration 19Q (4768.200000 sec): 3 clusters Score: Raw -129320.315173 + Penalty 2333.275090 = -126987.040083 nChanged 8 SP:Iteration 20F (4768.300000 sec): 3 clusters Score: Raw -129331.225251 + Penalty 2333.275090 = -126997.950161 nChanged 3 SP:Iteration 21Q (4768.440000 sec): 3 clusters Score: Raw -129333.204517 + Penalty 2333.275090 = -126999.929426 nChanged 3 SP:Iteration 22Q (4768.640000 sec): 3 clusters Score: Raw -129335.825017 + Penalty 2333.275090 = -127002.549927 nChanged 1 SP:Iteration 23Q (4768.780000 sec): 3 clusters Score: Raw -129337.081872 + Penalty 2333.275090 = -127003.806782 nChanged 1 SP:Iteration 24Q (4768.930000 sec): 3 clusters Score: Raw -129338.043847 + Penalty 2333.275090 = -127004.768757 nChanged 2 SP:Iteration 25Q (4769.070000 sec): 3 clusters Score: Raw -129340.684531 + Penalty 2333.275090 = -127007.409441 nChanged 1 SP:Iteration 26Q (4769.160000 sec): 3 clusters Score: Raw -129341.963350 + Penalty 2333.275090 = -127008.688260 nChanged 1 SP:Iteration 27Q (4769.310000 sec): 3 clusters Score: Raw -129342.928832 + Penalty 2333.275090 = -127009.653741 nChanged 1 SP:Iteration 28Q (4769.450000 sec): 3 clusters Score: Raw -129343.923345 + Penalty 2333.275090 = -127010.648255 nChanged 1 SP:Iteration 29Q (4769.600000 sec): 3 clusters Score: Raw -129344.713262 + Penalty 2333.275090 = -127011.438172 nChanged 0 SP:Iteration 30F (4769.740000 sec): 3 clusters Score: Raw -129344.713262 + Penalty 2333.275090 = -127011.438172 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 23 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4769.790000 sec): 2 clusters Score: Raw -41693.562926 + Penalty 975.229918 = -40718.333009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4769.930000 sec): 3 clusters Score: Raw -41696.432151 + Penalty 1950.459835 = -39745.972316 nChanged 89 SP:Iteration 1F (4770.080000 sec): 3 clusters Score: Raw -41820.306778 + Penalty 1950.459835 = -39869.846943 nChanged 17 SP:Iteration 2Q (4770.220000 sec): 3 clusters Score: Raw -41855.158266 + Penalty 1950.459835 = -39904.698431 nChanged 7 SP:Iteration 3Q (4770.370000 sec): 3 clusters Score: Raw -41870.023926 + Penalty 1950.459835 = -39919.564091 nChanged 8 SP:Iteration 4Q (4770.510000 sec): 3 clusters Score: Raw -41887.277282 + Penalty 1950.459835 = -39936.817446 nChanged 10 SP:Iteration 5Q (4770.600000 sec): 3 clusters Score: Raw -41899.218174 + Penalty 1950.459835 = -39948.758339 nChanged 3 SP:Iteration 6Q (4770.750000 sec): 3 clusters Score: Raw -41906.000574 + Penalty 1950.459835 = -39955.540739 nChanged 5 SP:Iteration 7Q (4770.890000 sec): 3 clusters Score: Raw -41915.343558 + Penalty 1950.459835 = -39964.883722 nChanged 3 SP:Iteration 8Q (4771.040000 sec): 3 clusters Score: Raw -41920.339088 + Penalty 1950.459835 = -39969.879253 nChanged 4 SP:Iteration 9Q (4771.180000 sec): 3 clusters Score: Raw -41924.834100 + Penalty 1950.459835 = -39974.374265 nChanged 2 SP:Iteration 10Q (4771.320000 sec): 3 clusters Score: Raw -41927.391508 + Penalty 1950.459835 = -39976.931673 nChanged 3 SP:Iteration 11Q (4771.490000 sec): 3 clusters Score: Raw -41929.333037 + Penalty 1950.459835 = -39978.873201 nChanged 4 SP:Iteration 12Q (4771.740000 sec): 3 clusters Score: Raw -41937.580873 + Penalty 1950.459835 = -39987.121038 nChanged 4 SP:Iteration 13Q (4771.900000 sec): 3 clusters Score: Raw -41953.954686 + Penalty 1950.459835 = -40003.494851 nChanged 4 SP:Iteration 14Q (4772.080000 sec): 3 clusters Score: Raw -41959.796320 + Penalty 1950.459835 = -40009.336484 nChanged 3 SP:Iteration 15Q (4772.290000 sec): 3 clusters Score: Raw -41977.594953 + Penalty 1950.459835 = -40027.135117 nChanged 4 SP:Iteration 16Q (4772.470000 sec): 3 clusters Score: Raw -42008.194082 + Penalty 1950.459835 = -40057.734247 nChanged 9 SP:Iteration 17Q (4772.610000 sec): 3 clusters Score: Raw -42042.054521 + Penalty 1950.459835 = -40091.594686 nChanged 11 SP:Iteration 18Q (4772.830000 sec): 3 clusters Score: Raw -42087.982632 + Penalty 1950.459835 = -40137.522797 nChanged 12 SP:Iteration 19Q (4773.030000 sec): 3 clusters Score: Raw -42124.519800 + Penalty 1950.459835 = -40174.059964 nChanged 9 SP:Iteration 20F (4773.190000 sec): 3 clusters Score: Raw -42170.034142 + Penalty 1950.459835 = -40219.574307 nChanged 13 SP:Iteration 21Q (4773.370000 sec): 3 clusters Score: Raw -42231.478256 + Penalty 1950.459835 = -40281.018420 nChanged 15 SP:Iteration 22Q (4773.530000 sec): 3 clusters Score: Raw -42266.168993 + Penalty 1950.459835 = -40315.709157 nChanged 11 SP:Iteration 23Q (4773.710000 sec): 3 clusters Score: Raw -42296.208962 + Penalty 1950.459835 = -40345.749127 nChanged 12 SP:Iteration 24Q (4773.910000 sec): 3 clusters Score: Raw -42351.945646 + Penalty 1950.459835 = -40401.485811 nChanged 11 SP:Iteration 25Q (4774.080000 sec): 3 clusters Score: Raw -42468.948299 + Penalty 1950.459835 = -40518.488464 nChanged 5 SP:Iteration 26Q (4774.240000 sec): 3 clusters Score: Raw -42506.080734 + Penalty 1950.459835 = -40555.620899 nChanged 9 SP:Iteration 27Q (4774.410000 sec): 3 clusters Score: Raw -42557.584067 + Penalty 1950.459835 = -40607.124232 nChanged 5 SP:Iteration 28Q (4774.540000 sec): 3 clusters Score: Raw -42596.533296 + Penalty 1950.459835 = -40646.073460 nChanged 5 SP:Iteration 29Q (4774.780000 sec): 3 clusters Score: Raw -42664.487012 + Penalty 1950.459835 = -40714.027176 nChanged 3 SP:Iteration 30Q (4775.020000 sec): 3 clusters Score: Raw -42770.870818 + Penalty 1950.459835 = -40820.410983 nChanged 5 SP:Iteration 31Q (4775.230000 sec): 3 clusters Score: Raw -43017.933619 + Penalty 1950.459835 = -41067.473784 nChanged 1 SP:Iteration 32Q (4775.380000 sec): 3 clusters Score: Raw -43025.444242 + Penalty 1950.459835 = -41074.984406 nChanged 1 SP:Iteration 33Q (4775.610000 sec): 3 clusters Score: Raw -43032.212693 + Penalty 1950.459835 = -41081.752858 nChanged 1 SP:Iteration 34Q (4775.780000 sec): 3 clusters Score: Raw -43043.943446 + Penalty 1950.459835 = -41093.483611 nChanged 3 SP:Iteration 35Q (4775.960000 sec): 3 clusters Score: Raw -43070.263679 + Penalty 1950.459835 = -41119.803843 nChanged 2 SP:Iteration 36Q (4776.170000 sec): 3 clusters Score: Raw -43081.886839 + Penalty 1950.459835 = -41131.427004 nChanged 1 SP:Iteration 37Q (4776.330000 sec): 3 clusters Score: Raw -43086.092177 + Penalty 1950.459835 = -41135.632341 nChanged 1 SP:Iteration 38Q (4776.500000 sec): 3 clusters Score: Raw -43093.265196 + Penalty 1950.459835 = -41142.805360 nChanged 0 SP:Iteration 39F (4776.700000 sec): 3 clusters Score: Raw -43093.265196 + Penalty 1950.459835 = -41142.805360 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 24 (7023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4776.850000 sec): 2 clusters Score: Raw -794392.667912 + Penalty 1439.253685 = -792953.414227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4777.060000 sec): 3 clusters Score: Raw -790535.133770 + Penalty 2878.507371 = -787656.626399 nChanged 3022 SP:Iteration 1F (4777.280000 sec): 3 clusters Score: Raw -792115.256881 + Penalty 2878.507371 = -789236.749510 nChanged 417 SP:Iteration 2F (4777.500000 sec): 3 clusters Score: Raw -792281.346952 + Penalty 2878.507371 = -789402.839581 nChanged 323 SP:Iteration 3Q (4777.650000 sec): 3 clusters Score: Raw -792397.866410 + Penalty 2878.507371 = -789519.359039 nChanged 249 SP:Iteration 4Q (4777.840000 sec): 3 clusters Score: Raw -792474.096560 + Penalty 2878.507371 = -789595.589190 nChanged 173 SP:Iteration 5Q (4778.020000 sec): 3 clusters Score: Raw -792517.268645 + Penalty 2878.507371 = -789638.761274 nChanged 162 SP:Iteration 6Q (4778.200000 sec): 3 clusters Score: Raw -792569.218027 + Penalty 2878.507371 = -789690.710656 nChanged 142 SP:Iteration 7Q (4778.380000 sec): 3 clusters Score: Raw -792615.507248 + Penalty 2878.507371 = -789736.999877 nChanged 153 SP:Iteration 8Q (4778.560000 sec): 3 clusters Score: Raw -792659.634414 + Penalty 2878.507371 = -789781.127044 nChanged 129 SP:Iteration 9Q (4778.720000 sec): 3 clusters Score: Raw -792698.774741 + Penalty 2878.507371 = -789820.267370 nChanged 132 SP:Iteration 10Q (4778.900000 sec): 3 clusters Score: Raw -792744.361013 + Penalty 2878.507371 = -789865.853643 nChanged 126 SP:Iteration 11Q (4779.100000 sec): 3 clusters Score: Raw -792791.605350 + Penalty 2878.507371 = -789913.097980 nChanged 150 SP:Iteration 12Q (4779.330000 sec): 3 clusters Score: Raw -792847.120709 + Penalty 2878.507371 = -789968.613338 nChanged 171 SP:Iteration 13Q (4779.530000 sec): 3 clusters Score: Raw -792923.012884 + Penalty 2878.507371 = -790044.505513 nChanged 192 SP:Iteration 14Q (4779.770000 sec): 3 clusters Score: Raw -793015.554752 + Penalty 2878.507371 = -790137.047382 nChanged 216 SP:Iteration 15Q (4780.000000 sec): 3 clusters Score: Raw -793122.963820 + Penalty 2878.507371 = -790244.456449 nChanged 251 SP:Iteration 16Q (4780.150000 sec): 3 clusters Score: Raw -793259.035426 + Penalty 2878.507371 = -790380.528056 nChanged 261 SP:Iteration 17Q (4780.330000 sec): 3 clusters Score: Raw -793415.960756 + Penalty 2878.507371 = -790537.453385 nChanged 256 SP:Iteration 18Q (4780.520000 sec): 3 clusters Score: Raw -793585.645244 + Penalty 2878.507371 = -790707.137873 nChanged 245 SP:Iteration 19Q (4780.710000 sec): 3 clusters Score: Raw -793764.974352 + Penalty 2878.507371 = -790886.466982 nChanged 254 SP:Iteration 20F (4780.950000 sec): 3 clusters Score: Raw -793967.827356 + Penalty 2878.507371 = -791089.319985 nChanged 211 SP:Iteration 21Q (4781.170000 sec): 3 clusters Score: Raw -794153.428821 + Penalty 2878.507371 = -791274.921450 nChanged 163 SP:Iteration 22Q (4781.440000 sec): 3 clusters Score: Raw -794301.278308 + Penalty 2878.507371 = -791422.770937 nChanged 117 SP:Iteration 23Q (4781.650000 sec): 3 clusters Score: Raw -794406.295282 + Penalty 2878.507371 = -791527.787911 nChanged 69 SP:Iteration 24Q (4781.820000 sec): 3 clusters Score: Raw -794473.369310 + Penalty 2878.507371 = -791594.861939 nChanged 31 SP:Iteration 25Q (4782.010000 sec): 3 clusters Score: Raw -794511.351696 + Penalty 2878.507371 = -791632.844326 nChanged 20 SP:Iteration 26Q (4782.200000 sec): 3 clusters Score: Raw -794537.075381 + Penalty 2878.507371 = -791658.568010 nChanged 17 SP:Iteration 27Q (4782.380000 sec): 3 clusters Score: Raw -794563.405679 + Penalty 2878.507371 = -791684.898308 nChanged 10 SP:Iteration 28Q (4782.580000 sec): 3 clusters Score: Raw -794583.273581 + Penalty 2878.507371 = -791704.766210 nChanged 6 SP:Iteration 29Q (4782.830000 sec): 3 clusters Score: Raw -794595.309157 + Penalty 2878.507371 = -791716.801786 nChanged 6 SP:Iteration 30Q (4783.010000 sec): 3 clusters Score: Raw -794602.170355 + Penalty 2878.507371 = -791723.662984 nChanged 8 SP:Iteration 31Q (4783.200000 sec): 3 clusters Score: Raw -794612.883581 + Penalty 2878.507371 = -791734.376211 nChanged 4 SP:Iteration 32Q (4783.400000 sec): 3 clusters Score: Raw -794618.709026 + Penalty 2878.507371 = -791740.201656 nChanged 3 SP:Iteration 33Q (4783.620000 sec): 3 clusters Score: Raw -794622.224948 + Penalty 2878.507371 = -791743.717577 nChanged 1 SP:Iteration 34Q (4783.860000 sec): 3 clusters Score: Raw -794623.189792 + Penalty 2878.507371 = -791744.682421 nChanged 1 SP:Iteration 35Q (4784.120000 sec): 3 clusters Score: Raw -794624.761621 + Penalty 2878.507371 = -791746.254250 nChanged 2 SP:Iteration 36Q (4784.320000 sec): 3 clusters Score: Raw -794628.096283 + Penalty 2878.507371 = -791749.588912 nChanged 1 SP:Iteration 37Q (4784.530000 sec): 3 clusters Score: Raw -794629.450778 + Penalty 2878.507371 = -791750.943407 nChanged 2 SP:Iteration 38Q (4784.760000 sec): 3 clusters Score: Raw -794635.013446 + Penalty 2878.507371 = -791756.506075 nChanged 1 SP:Iteration 39Q (4784.970000 sec): 3 clusters Score: Raw -794636.687153 + Penalty 2878.507371 = -791758.179783 nChanged 0 SP:Iteration 40F (4785.180000 sec): 3 clusters Score: Raw -794636.687153 + Penalty 2878.507371 = -791758.179783 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 25 (3926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4785.290000 sec): 2 clusters Score: Raw -415739.761081 + Penalty 1344.748661 = -414395.012420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4785.460000 sec): 3 clusters Score: Raw -413832.091315 + Penalty 2689.497322 = -411142.593994 nChanged 1495 SP:Iteration 1F (4785.650000 sec): 3 clusters Score: Raw -414707.873529 + Penalty 2689.497322 = -412018.376207 nChanged 342 SP:Iteration 2F (4785.890000 sec): 3 clusters Score: Raw -414984.431326 + Penalty 2689.497322 = -412294.934004 nChanged 279 SP:Iteration 3F (4786.060000 sec): 3 clusters Score: Raw -415188.310089 + Penalty 2689.497322 = -412498.812767 nChanged 247 SP:Iteration 4F (4786.330000 sec): 3 clusters Score: Raw -415373.683058 + Penalty 2689.497322 = -412684.185736 nChanged 234 SP:Iteration 5F (4786.580000 sec): 3 clusters Score: Raw -415553.357062 + Penalty 2689.497322 = -412863.859740 nChanged 186 SP:Iteration 6Q (4786.790000 sec): 3 clusters Score: Raw -415691.217885 + Penalty 2689.497322 = -413001.720563 nChanged 166 SP:Iteration 7Q (4787.020000 sec): 3 clusters Score: Raw -415813.603016 + Penalty 2689.497322 = -413124.105695 nChanged 127 SP:Iteration 8Q (4787.210000 sec): 3 clusters Score: Raw -415907.474302 + Penalty 2689.497322 = -413217.976980 nChanged 103 SP:Iteration 9Q (4787.430000 sec): 3 clusters Score: Raw -415980.245522 + Penalty 2689.497322 = -413290.748200 nChanged 74 SP:Iteration 10Q (4787.660000 sec): 3 clusters Score: Raw -416021.312759 + Penalty 2689.497322 = -413331.815437 nChanged 58 SP:Iteration 11Q (4787.850000 sec): 3 clusters Score: Raw -416055.890437 + Penalty 2689.497322 = -413366.393116 nChanged 48 SP:Iteration 12Q (4788.010000 sec): 3 clusters Score: Raw -416089.761133 + Penalty 2689.497322 = -413400.263811 nChanged 47 SP:Iteration 13Q (4788.150000 sec): 3 clusters Score: Raw -416125.022550 + Penalty 2689.497322 = -413435.525229 nChanged 49 SP:Iteration 14Q (4788.310000 sec): 3 clusters Score: Raw -416166.038890 + Penalty 2689.497322 = -413476.541568 nChanged 51 SP:Iteration 15Q (4788.480000 sec): 3 clusters Score: Raw -416205.384538 + Penalty 2689.497322 = -413515.887216 nChanged 43 SP:Iteration 16Q (4788.660000 sec): 3 clusters Score: Raw -416238.364258 + Penalty 2689.497322 = -413548.866936 nChanged 40 SP:Iteration 17Q (4788.860000 sec): 3 clusters Score: Raw -416264.827319 + Penalty 2689.497322 = -413575.329997 nChanged 30 SP:Iteration 18Q (4789.020000 sec): 3 clusters Score: Raw -416281.008783 + Penalty 2689.497322 = -413591.511461 nChanged 21 SP:Iteration 19Q (4789.200000 sec): 3 clusters Score: Raw -416291.474548 + Penalty 2689.497322 = -413601.977226 nChanged 9 SP:Iteration 20F (4789.400000 sec): 3 clusters Score: Raw -416294.196043 + Penalty 2689.497322 = -413604.698721 nChanged 12 SP:Iteration 21Q (4789.580000 sec): 3 clusters Score: Raw -416298.729075 + Penalty 2689.497322 = -413609.231753 nChanged 11 SP:Iteration 22Q (4789.760000 sec): 3 clusters Score: Raw -416303.870966 + Penalty 2689.497322 = -413614.373645 nChanged 10 SP:Iteration 23Q (4789.910000 sec): 3 clusters Score: Raw -416308.599469 + Penalty 2689.497322 = -413619.102147 nChanged 6 SP:Iteration 24Q (4790.090000 sec): 3 clusters Score: Raw -416310.215658 + Penalty 2689.497322 = -413620.718337 nChanged 2 SP:Iteration 25Q (4790.230000 sec): 3 clusters Score: Raw -416310.517785 + Penalty 2689.497322 = -413621.020463 nChanged 1 SP:Iteration 26Q (4790.450000 sec): 3 clusters Score: Raw -416311.489880 + Penalty 2689.497322 = -413621.992558 nChanged 1 SP:Iteration 27Q (4790.690000 sec): 3 clusters Score: Raw -416311.599469 + Penalty 2689.497322 = -413622.102148 nChanged 0 SP:Iteration 28F (4790.860000 sec): 3 clusters Score: Raw -416311.599469 + Penalty 2689.497322 = -413622.102148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 26 (2363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4791.000000 sec): 2 clusters Score: Raw -274382.527183 + Penalty 1262.249183 = -273120.278001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4791.190000 sec): 3 clusters Score: Raw -273328.205450 + Penalty 2524.498365 = -270803.707085 nChanged 820 SP:Iteration 1F (4791.390000 sec): 3 clusters Score: Raw -273805.816638 + Penalty 2524.498365 = -271281.318273 nChanged 193 SP:Iteration 2F (4791.530000 sec): 3 clusters Score: Raw -273941.075062 + Penalty 2524.498365 = -271416.576697 nChanged 114 SP:Iteration 3Q (4791.630000 sec): 3 clusters Score: Raw -274022.081281 + Penalty 2524.498365 = -271497.582916 nChanged 90 SP:Iteration 4Q (4791.820000 sec): 3 clusters Score: Raw -274074.554544 + Penalty 2524.498365 = -271550.056179 nChanged 68 SP:Iteration 5Q (4791.950000 sec): 3 clusters Score: Raw -274114.074053 + Penalty 2524.498365 = -271589.575688 nChanged 48 SP:Iteration 6Q (4792.130000 sec): 3 clusters Score: Raw -274137.919626 + Penalty 2524.498365 = -271613.421261 nChanged 34 SP:Iteration 7Q (4792.270000 sec): 3 clusters Score: Raw -274153.912342 + Penalty 2524.498365 = -271629.413977 nChanged 22 SP:Iteration 8Q (4792.450000 sec): 3 clusters Score: Raw -274162.594218 + Penalty 2524.498365 = -271638.095853 nChanged 19 SP:Iteration 9Q (4792.580000 sec): 3 clusters Score: Raw -274173.826683 + Penalty 2524.498365 = -271649.328318 nChanged 17 SP:Iteration 10Q (4792.760000 sec): 3 clusters Score: Raw -274180.371127 + Penalty 2524.498365 = -271655.872761 nChanged 21 SP:Iteration 11Q (4792.890000 sec): 3 clusters Score: Raw -274189.937214 + Penalty 2524.498365 = -271665.438849 nChanged 19 SP:Iteration 12Q (4793.050000 sec): 3 clusters Score: Raw -274198.446822 + Penalty 2524.498365 = -271673.948456 nChanged 19 SP:Iteration 13Q (4793.230000 sec): 3 clusters Score: Raw -274207.475233 + Penalty 2524.498365 = -271682.976867 nChanged 20 SP:Iteration 14Q (4793.410000 sec): 3 clusters Score: Raw -274215.894067 + Penalty 2524.498365 = -271691.395702 nChanged 25 SP:Iteration 15Q (4793.590000 sec): 3 clusters Score: Raw -274224.751034 + Penalty 2524.498365 = -271700.252669 nChanged 21 SP:Iteration 16Q (4793.720000 sec): 3 clusters Score: Raw -274232.926907 + Penalty 2524.498365 = -271708.428542 nChanged 20 SP:Iteration 17Q (4793.900000 sec): 3 clusters Score: Raw -274239.673064 + Penalty 2524.498365 = -271715.174699 nChanged 18 SP:Iteration 18Q (4794.070000 sec): 3 clusters Score: Raw -274247.403344 + Penalty 2524.498365 = -271722.904979 nChanged 18 SP:Iteration 19Q (4794.280000 sec): 3 clusters Score: Raw -274254.382157 + Penalty 2524.498365 = -271729.883792 nChanged 17 SP:Iteration 20F (4794.430000 sec): 3 clusters Score: Raw -274261.209886 + Penalty 2524.498365 = -271736.711521 nChanged 18 SP:Iteration 21Q (4794.630000 sec): 3 clusters Score: Raw -274269.532914 + Penalty 2524.498365 = -271745.034549 nChanged 19 SP:Iteration 22Q (4794.770000 sec): 3 clusters Score: Raw -274277.795872 + Penalty 2524.498365 = -271753.297506 nChanged 14 SP:Iteration 23Q (4794.950000 sec): 3 clusters Score: Raw -274284.185218 + Penalty 2524.498365 = -271759.686853 nChanged 18 SP:Iteration 24Q (4795.150000 sec): 3 clusters Score: Raw -274292.605149 + Penalty 2524.498365 = -271768.106784 nChanged 15 SP:Iteration 25Q (4795.350000 sec): 3 clusters Score: Raw -274299.315109 + Penalty 2524.498365 = -271774.816744 nChanged 12 SP:Iteration 26Q (4795.530000 sec): 3 clusters Score: Raw -274305.215403 + Penalty 2524.498365 = -271780.717038 nChanged 15 SP:Iteration 27Q (4795.700000 sec): 3 clusters Score: Raw -274313.561300 + Penalty 2524.498365 = -271789.062935 nChanged 20 SP:Iteration 28Q (4795.830000 sec): 3 clusters Score: Raw -274324.464105 + Penalty 2524.498365 = -271799.965740 nChanged 24 SP:Iteration 29Q (4795.970000 sec): 3 clusters Score: Raw -274333.809673 + Penalty 2524.498365 = -271809.311308 nChanged 16 SP:Iteration 30Q (4796.110000 sec): 3 clusters Score: Raw -274341.098873 + Penalty 2524.498365 = -271816.600508 nChanged 16 SP:Iteration 31Q (4796.290000 sec): 3 clusters Score: Raw -274347.084726 + Penalty 2524.498365 = -271822.586361 nChanged 18 SP:Iteration 32Q (4796.460000 sec): 3 clusters Score: Raw -274357.548841 + Penalty 2524.498365 = -271833.050476 nChanged 30 SP:Iteration 33Q (4796.640000 sec): 3 clusters Score: Raw -274374.666216 + Penalty 2524.498365 = -271850.167851 nChanged 23 SP:Iteration 34Q (4796.810000 sec): 3 clusters Score: Raw -274389.800036 + Penalty 2524.498365 = -271865.301671 nChanged 29 SP:Iteration 35Q (4796.990000 sec): 3 clusters Score: Raw -274410.356687 + Penalty 2524.498365 = -271885.858322 nChanged 28 SP:Iteration 36Q (4797.200000 sec): 3 clusters Score: Raw -274425.880777 + Penalty 2524.498365 = -271901.382412 nChanged 27 SP:Iteration 37Q (4797.390000 sec): 3 clusters Score: Raw -274443.973349 + Penalty 2524.498365 = -271919.474984 nChanged 23 SP:Iteration 38Q (4797.550000 sec): 3 clusters Score: Raw -274457.958701 + Penalty 2524.498365 = -271933.460336 nChanged 26 SP:Iteration 39Q (4797.770000 sec): 3 clusters Score: Raw -274475.975248 + Penalty 2524.498365 = -271951.476883 nChanged 24 SP:Iteration 40F (4797.930000 sec): 3 clusters Score: Raw -274490.754564 + Penalty 2524.498365 = -271966.256199 nChanged 17 SP:Iteration 41Q (4798.170000 sec): 3 clusters Score: Raw -274500.890624 + Penalty 2524.498365 = -271976.392258 nChanged 13 SP:Iteration 42Q (4798.290000 sec): 3 clusters Score: Raw -274507.187519 + Penalty 2524.498365 = -271982.689154 nChanged 12 SP:Iteration 43Q (4798.450000 sec): 3 clusters Score: Raw -274513.278978 + Penalty 2524.498365 = -271988.780613 nChanged 12 SP:Iteration 44Q (4798.590000 sec): 3 clusters Score: Raw -274519.341728 + Penalty 2524.498365 = -271994.843363 nChanged 11 SP:Iteration 45Q (4798.770000 sec): 3 clusters Score: Raw -274524.915780 + Penalty 2524.498365 = -272000.417415 nChanged 12 SP:Iteration 46Q (4798.950000 sec): 3 clusters Score: Raw -274531.015039 + Penalty 2524.498365 = -272006.516674 nChanged 10 SP:Iteration 47Q (4799.120000 sec): 3 clusters Score: Raw -274537.580089 + Penalty 2524.498365 = -272013.081723 nChanged 8 SP:Iteration 48Q (4799.320000 sec): 3 clusters Score: Raw -274542.806812 + Penalty 2524.498365 = -272018.308447 nChanged 10 SP:Iteration 49Q (4799.520000 sec): 3 clusters Score: Raw -274548.954450 + Penalty 2524.498365 = -272024.456085 nChanged 10 SP:Iteration 50Q (4799.710000 sec): 3 clusters Score: Raw -274556.030109 + Penalty 2524.498365 = -272031.531744 nChanged 11 SP:Iteration 51Q (4799.900000 sec): 3 clusters Score: Raw -274562.583805 + Penalty 2524.498365 = -272038.085440 nChanged 12 SP:Iteration 52Q (4800.040000 sec): 3 clusters Score: Raw -274570.033963 + Penalty 2524.498365 = -272045.535598 nChanged 12 SP:Iteration 53Q (4800.200000 sec): 3 clusters Score: Raw -274578.443268 + Penalty 2524.498365 = -272053.944903 nChanged 16 SP:Iteration 54Q (4800.410000 sec): 3 clusters Score: Raw -274587.998473 + Penalty 2524.498365 = -272063.500108 nChanged 9 SP:Iteration 55Q (4800.570000 sec): 3 clusters Score: Raw -274594.585999 + Penalty 2524.498365 = -272070.087634 nChanged 10 SP:Iteration 56Q (4800.750000 sec): 3 clusters Score: Raw -274601.202364 + Penalty 2524.498365 = -272076.703999 nChanged 7 SP:Iteration 57Q (4800.930000 sec): 3 clusters Score: Raw -274607.919976 + Penalty 2524.498365 = -272083.421611 nChanged 10 SP:Iteration 58Q (4801.130000 sec): 3 clusters Score: Raw -274615.026821 + Penalty 2524.498365 = -272090.528456 nChanged 8 SP:Iteration 59Q (4801.320000 sec): 3 clusters Score: Raw -274625.128217 + Penalty 2524.498365 = -272100.629852 nChanged 8 SP:Iteration 60F (4801.460000 sec): 3 clusters Score: Raw -274632.382940 + Penalty 2524.498365 = -272107.884575 nChanged 3 SP:Iteration 61Q (4801.620000 sec): 3 clusters Score: Raw -274634.148536 + Penalty 2524.498365 = -272109.650171 nChanged 2 SP:Iteration 62Q (4801.780000 sec): 3 clusters Score: Raw -274635.324845 + Penalty 2524.498365 = -272110.826480 nChanged 1 SP:Iteration 63Q (4801.940000 sec): 3 clusters Score: Raw -274635.789873 + Penalty 2524.498365 = -272111.291508 nChanged 1 SP:Iteration 64Q (4802.090000 sec): 3 clusters Score: Raw -274636.562270 + Penalty 2524.498365 = -272112.063905 nChanged 1 SP:Iteration 65Q (4802.260000 sec): 3 clusters Score: Raw -274637.051054 + Penalty 2524.498365 = -272112.552689 nChanged 2 SP:Iteration 66Q (4802.420000 sec): 3 clusters Score: Raw -274637.797753 + Penalty 2524.498365 = -272113.299388 nChanged 0 SP:Iteration 67F (4802.590000 sec): 3 clusters Score: Raw -274637.797753 + Penalty 2524.498365 = -272113.299388 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 27 (18440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4802.820000 sec): 2 clusters Score: Raw -2123786.680445 + Penalty 1596.120093 = -2122190.560352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4803.110000 sec): 3 clusters Score: Raw -2112778.796589 + Penalty 3192.240187 = -2109586.556402 nChanged 8290 SP:Iteration 1F (4803.410000 sec): 3 clusters Score: Raw -2117012.663694 + Penalty 3192.240187 = -2113820.423508 nChanged 820 SP:Iteration 2Q (4803.690000 sec): 3 clusters Score: Raw -2117252.742958 + Penalty 3192.240187 = -2114060.502772 nChanged 723 SP:Iteration 3Q (4803.960000 sec): 3 clusters Score: Raw -2117476.815150 + Penalty 3192.240187 = -2114284.574963 nChanged 720 SP:Iteration 4Q (4804.270000 sec): 3 clusters Score: Raw -2117730.496936 + Penalty 3192.240187 = -2114538.256749 nChanged 787 SP:Iteration 5Q (4804.560000 sec): 3 clusters Score: Raw -2118073.057139 + Penalty 3192.240187 = -2114880.816953 nChanged 927 SP:Iteration 6F (4804.830000 sec): 3 clusters Score: Raw -2118576.401138 + Penalty 3192.240187 = -2115384.160951 nChanged 1201 SP:Iteration 7F (4805.070000 sec): 3 clusters Score: Raw -2119367.362943 + Penalty 3192.240187 = -2116175.122756 nChanged 1343 SP:Iteration 8F (4805.350000 sec): 3 clusters Score: Raw -2120422.917808 + Penalty 3192.240187 = -2117230.677621 nChanged 1363 SP:Iteration 9F (4805.680000 sec): 3 clusters Score: Raw -2121651.568603 + Penalty 3192.240187 = -2118459.328417 nChanged 1151 SP:Iteration 10F (4805.960000 sec): 3 clusters Score: Raw -2122753.965612 + Penalty 3192.240187 = -2119561.725426 nChanged 684 SP:Iteration 11Q (4806.200000 sec): 3 clusters Score: Raw -2123412.356240 + Penalty 3192.240187 = -2120220.116054 nChanged 351 SP:Iteration 12Q (4806.530000 sec): 3 clusters Score: Raw -2123751.595575 + Penalty 3192.240187 = -2120559.355389 nChanged 127 SP:Iteration 13Q (4806.870000 sec): 3 clusters Score: Raw -2123870.863192 + Penalty 3192.240187 = -2120678.623005 nChanged 52 SP:Iteration 14Q (4807.130000 sec): 3 clusters Score: Raw -2123929.435029 + Penalty 3192.240187 = -2120737.194842 nChanged 23 SP:Iteration 15Q (4807.380000 sec): 3 clusters Score: Raw -2123948.998386 + Penalty 3192.240187 = -2120756.758199 nChanged 12 SP:Iteration 16Q (4807.660000 sec): 3 clusters Score: Raw -2123962.761448 + Penalty 3192.240187 = -2120770.521261 nChanged 5 SP:Iteration 17Q (4808.010000 sec): 3 clusters Score: Raw -2123970.405492 + Penalty 3192.240187 = -2120778.165306 nChanged 3 SP:Iteration 18Q (4808.280000 sec): 3 clusters Score: Raw -2123973.801297 + Penalty 3192.240187 = -2120781.561110 nChanged 3 SP:Iteration 19Q (4808.550000 sec): 3 clusters Score: Raw -2123977.157261 + Penalty 3192.240187 = -2120784.917075 nChanged 2 SP:Iteration 20F (4808.810000 sec): 3 clusters Score: Raw -2123980.220887 + Penalty 3192.240187 = -2120787.980701 nChanged 2 SP:Iteration 21Q (4809.110000 sec): 3 clusters Score: Raw -2123984.591657 + Penalty 3192.240187 = -2120792.351471 nChanged 4 SP:Iteration 22Q (4809.430000 sec): 3 clusters Score: Raw -2123990.687361 + Penalty 3192.240187 = -2120798.447174 nChanged 1 SP:Iteration 23Q (4809.720000 sec): 3 clusters Score: Raw -2123991.454827 + Penalty 3192.240187 = -2120799.214641 nChanged 1 SP:Iteration 24Q (4809.960000 sec): 3 clusters Score: Raw -2123992.324502 + Penalty 3192.240187 = -2120800.084316 nChanged 2 SP:Iteration 25Q (4810.290000 sec): 3 clusters Score: Raw -2123995.443403 + Penalty 3192.240187 = -2120803.203216 nChanged 4 SP:Iteration 26Q (4810.570000 sec): 3 clusters Score: Raw -2124001.455679 + Penalty 3192.240187 = -2120809.215492 nChanged 3 SP:Iteration 27Q (4810.790000 sec): 3 clusters Score: Raw -2124007.762901 + Penalty 3192.240187 = -2120815.522714 nChanged 5 SP:Iteration 28Q (4811.090000 sec): 3 clusters Score: Raw -2124014.801062 + Penalty 3192.240187 = -2120822.560876 nChanged 2 SP:Iteration 29Q (4811.390000 sec): 3 clusters Score: Raw -2124016.800425 + Penalty 3192.240187 = -2120824.560239 nChanged 1 SP:Iteration 30Q (4811.670000 sec): 3 clusters Score: Raw -2124017.492161 + Penalty 3192.240187 = -2120825.251974 nChanged 3 SP:Iteration 31Q (4811.940000 sec): 3 clusters Score: Raw -2124020.276801 + Penalty 3192.240187 = -2120828.036614 nChanged 0 SP:Iteration 32F (4812.210000 sec): 3 clusters Score: Raw -2124020.276801 + Penalty 3192.240187 = -2120828.036614 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 28 (1349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4812.300000 sec): 2 clusters Score: Raw -158205.588357 + Penalty 1171.156814 = -157034.431543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4812.530000 sec): 3 clusters Score: Raw -157696.371210 + Penalty 2342.313628 = -155354.057582 nChanged 433 SP:Iteration 1F (4812.670000 sec): 3 clusters Score: Raw -157999.855480 + Penalty 2342.313628 = -155657.541851 nChanged 96 SP:Iteration 2F (4812.830000 sec): 3 clusters Score: Raw -158070.064187 + Penalty 2342.313628 = -155727.750559 nChanged 53 SP:Iteration 3Q (4813.010000 sec): 3 clusters Score: Raw -158100.727736 + Penalty 2342.313628 = -155758.414108 nChanged 29 SP:Iteration 4Q (4813.210000 sec): 3 clusters Score: Raw -158119.491614 + Penalty 2342.313628 = -155777.177986 nChanged 25 SP:Iteration 5Q (4813.370000 sec): 3 clusters Score: Raw -158138.004192 + Penalty 2342.313628 = -155795.690564 nChanged 17 SP:Iteration 6Q (4813.540000 sec): 3 clusters Score: Raw -158148.818455 + Penalty 2342.313628 = -155806.504827 nChanged 14 SP:Iteration 7Q (4813.730000 sec): 3 clusters Score: Raw -158158.980311 + Penalty 2342.313628 = -155816.666683 nChanged 9 SP:Iteration 8Q (4813.910000 sec): 3 clusters Score: Raw -158166.818940 + Penalty 2342.313628 = -155824.505312 nChanged 13 SP:Iteration 9Q (4814.090000 sec): 3 clusters Score: Raw -158177.655260 + Penalty 2342.313628 = -155835.341632 nChanged 12 SP:Iteration 10Q (4814.220000 sec): 3 clusters Score: Raw -158185.814832 + Penalty 2342.313628 = -155843.501203 nChanged 12 SP:Iteration 11Q (4814.410000 sec): 3 clusters Score: Raw -158192.808694 + Penalty 2342.313628 = -155850.495066 nChanged 8 SP:Iteration 12Q (4814.570000 sec): 3 clusters Score: Raw -158195.822598 + Penalty 2342.313628 = -155853.508969 nChanged 1 SP:Iteration 13Q (4814.750000 sec): 3 clusters Score: Raw -158196.407635 + Penalty 2342.313628 = -155854.094006 nChanged 2 SP:Iteration 14Q (4814.950000 sec): 3 clusters Score: Raw -158197.351106 + Penalty 2342.313628 = -155855.037478 nChanged 1 SP:Iteration 15Q (4815.120000 sec): 3 clusters Score: Raw -158197.797532 + Penalty 2342.313628 = -155855.483904 nChanged 1 SP:Iteration 16Q (4815.350000 sec): 3 clusters Score: Raw -158198.088222 + Penalty 2342.313628 = -155855.774594 nChanged 2 SP:Iteration 17Q (4815.530000 sec): 3 clusters Score: Raw -158198.644025 + Penalty 2342.313628 = -155856.330396 nChanged 1 SP:Iteration 18Q (4815.710000 sec): 3 clusters Score: Raw -158199.436997 + Penalty 2342.313628 = -155857.123368 nChanged 1 SP:Iteration 19Q (4815.890000 sec): 3 clusters Score: Raw -158200.187225 + Penalty 2342.313628 = -155857.873597 nChanged 1 SP:Iteration 20F (4816.070000 sec): 3 clusters Score: Raw -158201.039815 + Penalty 2342.313628 = -155858.726187 nChanged 3 SP:Iteration 21Q (4816.230000 sec): 3 clusters Score: Raw -158203.276759 + Penalty 2342.313628 = -155860.963131 nChanged 5 SP:Iteration 22Q (4816.410000 sec): 3 clusters Score: Raw -158205.781625 + Penalty 2342.313628 = -155863.467997 nChanged 4 SP:Iteration 23Q (4816.600000 sec): 3 clusters Score: Raw -158207.436988 + Penalty 2342.313628 = -155865.123360 nChanged 0 SP:Iteration 24F (4816.770000 sec): 3 clusters Score: Raw -158207.436988 + Penalty 2342.313628 = -155865.123360 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 29 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4816.870000 sec): 2 clusters Score: Raw -38474.131707 + Penalty 952.377761 = -37521.753946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4817.050000 sec): 3 clusters Score: Raw -38475.080484 + Penalty 1904.755523 = -36570.324961 nChanged 65 SP:Iteration 1F (4817.240000 sec): 3 clusters Score: Raw -38610.918858 + Penalty 1904.755523 = -36706.163336 nChanged 24 SP:Iteration 2F (4817.390000 sec): 3 clusters Score: Raw -38688.676671 + Penalty 1904.755523 = -36783.921148 nChanged 14 SP:Iteration 3Q (4817.580000 sec): 3 clusters Score: Raw -38807.819173 + Penalty 1904.755523 = -36903.063651 nChanged 14 SP:Iteration 4Q (4817.770000 sec): 3 clusters Score: Raw -38864.773837 + Penalty 1904.755523 = -36960.018315 nChanged 6 SP:Iteration 5Q (4817.930000 sec): 3 clusters Score: Raw -38877.490357 + Penalty 1904.755523 = -36972.734835 nChanged 2 SP:Iteration 6Q (4818.110000 sec): 3 clusters Score: Raw -38881.165455 + Penalty 1904.755523 = -36976.409933 nChanged 1 SP:Iteration 7Q (4818.330000 sec): 3 clusters Score: Raw -38885.455563 + Penalty 1904.755523 = -36980.700040 nChanged 2 SP:Iteration 8Q (4818.440000 sec): 3 clusters Score: Raw -38892.477968 + Penalty 1904.755523 = -36987.722446 nChanged 0 SP:Iteration 9F (4818.620000 sec): 3 clusters Score: Raw -38892.477968 + Penalty 1904.755523 = -36987.722446 nChanged 0 Deleting Class 30 (213 points): Lose 1910.224594 but Gain 2119.353707 Iteration 101F (4849.980000 sec): 31 clusters Score: Raw -51062541.440501 + Penalty 63580.611214 = -50998960.829286 nChanged 225 Iteration 102F (4876.320000 sec): 31 clusters Score: Raw -51063888.598944 + Penalty 63580.611214 = -51000307.987729 nChanged 70 Iteration 103Q (4894.310000 sec): 31 clusters Score: Raw -51064215.282703 + Penalty 63580.611214 = -51000634.671489 nChanged 37 Iteration 104Q (4911.940000 sec): 31 clusters Score: Raw -51064414.678803 + Penalty 63580.611214 = -51000834.067589 nChanged 24 Iteration 105Q (4928.780000 sec): 31 clusters Score: Raw -51064477.535613 + Penalty 63580.611214 = -51000896.924399 nChanged 6 Iteration 106Q (4949.380000 sec): 31 clusters Score: Raw -51064485.986885 + Penalty 63580.611214 = -51000905.375671 nChanged 2 Iteration 107Q (4968.970000 sec): 31 clusters Score: Raw -51064488.643985 + Penalty 63580.611214 = -51000908.032771 nChanged 2 Iteration 108Q (4989.530000 sec): 31 clusters Score: Raw -51064492.444357 + Penalty 63580.611214 = -51000911.833142 nChanged 1 Iteration 109Q (5005.890000 sec): 31 clusters Score: Raw -51064494.034298 + Penalty 63580.611214 = -51000913.423084 nChanged 0 Iteration 110F (5035.590000 sec): 31 clusters Score: Raw -51064496.499714 + Penalty 63580.611214 = -51000915.888499 nChanged 2 Iteration 111Q (5056.960000 sec): 31 clusters Score: Raw -51064499.533587 + Penalty 63580.611214 = -51000918.922372 nChanged 2 Iteration 112Q (5075.890000 sec): 31 clusters Score: Raw -51064501.992118 + Penalty 63580.611214 = -51000921.380903 nChanged 2 Iteration 113Q (5094.490000 sec): 31 clusters Score: Raw -51064505.321947 + Penalty 63580.611214 = -51000924.710732 nChanged 2 Iteration 114Q (5115.270000 sec): 31 clusters Score: Raw -51064507.080690 + Penalty 63580.611214 = -51000926.469476 nChanged 1 Iteration 115Q (5138.220000 sec): 31 clusters Score: Raw -51064508.449147 + Penalty 63580.611214 = -51000927.837933 nChanged 3 Iteration 116Q (5160.950000 sec): 31 clusters Score: Raw -51064518.515022 + Penalty 63580.611214 = -51000937.903807 nChanged 1 Iteration 117Q (5182.130000 sec): 31 clusters Score: Raw -51064520.102755 + Penalty 63580.611214 = -51000939.491541 nChanged 0 Iteration 118F (5215.840000 sec): 31 clusters Score: Raw -51064520.102755 + Penalty 63580.611214 = -51000939.491541 nChanged 0 Compute initial score before splitting: Score: Raw -51064520.102755 + Penalty 63580.611214 = -51000939.491541 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 1 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5215.920000 sec): 2 clusters Score: Raw -84343.209990 + Penalty 1071.146981 = -83272.063008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5216.100000 sec): 3 clusters Score: Raw -84144.497683 + Penalty 2142.293963 = -82002.203720 nChanged 193 SP:Iteration 1F (5216.310000 sec): 3 clusters Score: Raw -84359.629834 + Penalty 2142.293963 = -82217.335871 nChanged 45 SP:Iteration 2F (5216.480000 sec): 3 clusters Score: Raw -84420.815583 + Penalty 2142.293963 = -82278.521620 nChanged 19 SP:Iteration 3Q (5216.630000 sec): 3 clusters Score: Raw -84440.426355 + Penalty 2142.293963 = -82298.132392 nChanged 17 SP:Iteration 4Q (5216.810000 sec): 3 clusters Score: Raw -84457.654529 + Penalty 2142.293963 = -82315.360566 nChanged 12 SP:Iteration 5Q (5216.920000 sec): 3 clusters Score: Raw -84469.816399 + Penalty 2142.293963 = -82327.522436 nChanged 13 SP:Iteration 6Q (5217.160000 sec): 3 clusters Score: Raw -84487.889972 + Penalty 2142.293963 = -82345.596009 nChanged 9 SP:Iteration 7Q (5217.300000 sec): 3 clusters Score: Raw -84499.498919 + Penalty 2142.293963 = -82357.204956 nChanged 2 SP:Iteration 8Q (5217.450000 sec): 3 clusters Score: Raw -84503.772919 + Penalty 2142.293963 = -82361.478956 nChanged 4 SP:Iteration 9Q (5217.540000 sec): 3 clusters Score: Raw -84514.113389 + Penalty 2142.293963 = -82371.819426 nChanged 4 SP:Iteration 10Q (5217.740000 sec): 3 clusters Score: Raw -84522.680308 + Penalty 2142.293963 = -82380.386345 nChanged 5 SP:Iteration 11Q (5217.900000 sec): 3 clusters Score: Raw -84528.176641 + Penalty 2142.293963 = -82385.882678 nChanged 3 SP:Iteration 12Q (5218.080000 sec): 3 clusters Score: Raw -84531.560355 + Penalty 2142.293963 = -82389.266392 nChanged 3 SP:Iteration 13Q (5218.260000 sec): 3 clusters Score: Raw -84534.477615 + Penalty 2142.293963 = -82392.183652 nChanged 1 SP:Iteration 14Q (5218.400000 sec): 3 clusters Score: Raw -84535.166693 + Penalty 2142.293963 = -82392.872730 nChanged 0 SP:Iteration 15F (5218.580000 sec): 3 clusters Score: Raw -84535.166693 + Penalty 2142.293963 = -82392.872730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 2 (30260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5218.850000 sec): 2 clusters Score: Raw -3484083.802154 + Penalty 1676.607073 = -3482407.195081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5219.160000 sec): 3 clusters Score: Raw -3465385.140434 + Penalty 3353.214146 = -3462031.926288 nChanged 13970 SP:Iteration 1F (5219.490000 sec): 3 clusters Score: Raw -3473179.576843 + Penalty 3353.214146 = -3469826.362697 nChanged 1509 SP:Iteration 2Q (5219.800000 sec): 3 clusters Score: Raw -3473749.873885 + Penalty 3353.214146 = -3470396.659739 nChanged 1657 SP:Iteration 3F (5220.120000 sec): 3 clusters Score: Raw -3474544.259196 + Penalty 3353.214146 = -3471191.045050 nChanged 2021 SP:Iteration 4F (5220.460000 sec): 3 clusters Score: Raw -3475796.554170 + Penalty 3353.214146 = -3472443.340024 nChanged 2394 SP:Iteration 5F (5220.750000 sec): 3 clusters Score: Raw -3477659.222862 + Penalty 3353.214146 = -3474306.008716 nChanged 2467 SP:Iteration 6F (5221.130000 sec): 3 clusters Score: Raw -3479888.762911 + Penalty 3353.214146 = -3476535.548765 nChanged 2107 SP:Iteration 7F (5221.430000 sec): 3 clusters Score: Raw -3481970.433971 + Penalty 3353.214146 = -3478617.219825 nChanged 1339 SP:Iteration 8Q (5221.800000 sec): 3 clusters Score: Raw -3483268.666423 + Penalty 3353.214146 = -3479915.452277 nChanged 626 SP:Iteration 9Q (5222.130000 sec): 3 clusters Score: Raw -3483847.954703 + Penalty 3353.214146 = -3480494.740557 nChanged 238 SP:Iteration 10Q (5222.490000 sec): 3 clusters Score: Raw -3484065.067153 + Penalty 3353.214146 = -3480711.853007 nChanged 101 SP:Iteration 11Q (5222.840000 sec): 3 clusters Score: Raw -3484168.762927 + Penalty 3353.214146 = -3480815.548781 nChanged 35 SP:Iteration 12Q (5223.180000 sec): 3 clusters Score: Raw -3484211.550264 + Penalty 3353.214146 = -3480858.336118 nChanged 26 SP:Iteration 13Q (5223.450000 sec): 3 clusters Score: Raw -3484250.578526 + Penalty 3353.214146 = -3480897.364380 nChanged 13 SP:Iteration 14Q (5223.800000 sec): 3 clusters Score: Raw -3484265.580623 + Penalty 3353.214146 = -3480912.366477 nChanged 7 SP:Iteration 15Q (5224.160000 sec): 3 clusters Score: Raw -3484275.255193 + Penalty 3353.214146 = -3480922.041047 nChanged 6 SP:Iteration 16Q (5224.520000 sec): 3 clusters Score: Raw -3484281.576178 + Penalty 3353.214146 = -3480928.362032 nChanged 5 SP:Iteration 17Q (5224.820000 sec): 3 clusters Score: Raw -3484286.250207 + Penalty 3353.214146 = -3480933.036061 nChanged 2 SP:Iteration 18Q (5225.090000 sec): 3 clusters Score: Raw -3484288.194453 + Penalty 3353.214146 = -3480934.980307 nChanged 0 SP:Iteration 19F (5225.440000 sec): 3 clusters Score: Raw -3484288.194453 + Penalty 3353.214146 = -3480934.980307 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 3 (21732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5225.590000 sec): 2 clusters Score: Raw -2501686.687157 + Penalty 1622.812930 = -2500063.874227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5225.890000 sec): 3 clusters Score: Raw -2488536.177000 + Penalty 3245.625860 = -2485290.551140 nChanged 9853 SP:Iteration 1F (5226.170000 sec): 3 clusters Score: Raw -2494034.018203 + Penalty 3245.625860 = -2490788.392343 nChanged 1113 SP:Iteration 2F (5226.420000 sec): 3 clusters Score: Raw -2494493.608297 + Penalty 3245.625860 = -2491247.982437 nChanged 1057 SP:Iteration 3Q (5226.690000 sec): 3 clusters Score: Raw -2494922.504275 + Penalty 3245.625860 = -2491676.878415 nChanged 948 SP:Iteration 4Q (5227.020000 sec): 3 clusters Score: Raw -2495327.704072 + Penalty 3245.625860 = -2492082.078212 nChanged 973 SP:Iteration 5Q (5227.260000 sec): 3 clusters Score: Raw -2495768.234659 + Penalty 3245.625860 = -2492522.608799 nChanged 981 SP:Iteration 6Q (5227.570000 sec): 3 clusters Score: Raw -2496296.183638 + Penalty 3245.625860 = -2493050.557778 nChanged 1034 SP:Iteration 7Q (5227.900000 sec): 3 clusters Score: Raw -2496920.106346 + Penalty 3245.625860 = -2493674.480486 nChanged 1139 SP:Iteration 8F (5228.160000 sec): 3 clusters Score: Raw -2497679.147987 + Penalty 3245.625860 = -2494433.522127 nChanged 1191 SP:Iteration 9F (5228.420000 sec): 3 clusters Score: Raw -2498572.728283 + Penalty 3245.625860 = -2495327.102423 nChanged 1150 SP:Iteration 10F (5228.700000 sec): 3 clusters Score: Raw -2499472.051554 + Penalty 3245.625860 = -2496226.425694 nChanged 997 SP:Iteration 11Q (5228.980000 sec): 3 clusters Score: Raw -2500222.466487 + Penalty 3245.625860 = -2496976.840627 nChanged 771 SP:Iteration 12Q (5229.270000 sec): 3 clusters Score: Raw -2500764.918191 + Penalty 3245.625860 = -2497519.292331 nChanged 557 SP:Iteration 13Q (5229.540000 sec): 3 clusters Score: Raw -2501115.581014 + Penalty 3245.625860 = -2497869.955154 nChanged 384 SP:Iteration 14Q (5229.800000 sec): 3 clusters Score: Raw -2501349.350350 + Penalty 3245.625860 = -2498103.724490 nChanged 278 SP:Iteration 15Q (5230.060000 sec): 3 clusters Score: Raw -2501528.939914 + Penalty 3245.625860 = -2498283.314054 nChanged 217 SP:Iteration 16Q (5230.320000 sec): 3 clusters Score: Raw -2501658.230170 + Penalty 3245.625860 = -2498412.604310 nChanged 160 SP:Iteration 17Q (5230.650000 sec): 3 clusters Score: Raw -2501757.941400 + Penalty 3245.625860 = -2498512.315540 nChanged 102 SP:Iteration 18Q (5230.860000 sec): 3 clusters Score: Raw -2501825.889126 + Penalty 3245.625860 = -2498580.263266 nChanged 78 SP:Iteration 19Q (5231.140000 sec): 3 clusters Score: Raw -2501872.047452 + Penalty 3245.625860 = -2498626.421592 nChanged 48 SP:Iteration 20F (5231.380000 sec): 3 clusters Score: Raw -2501902.156810 + Penalty 3245.625860 = -2498656.530950 nChanged 34 SP:Iteration 21Q (5231.600000 sec): 3 clusters Score: Raw -2501923.727598 + Penalty 3245.625860 = -2498678.101738 nChanged 27 SP:Iteration 22Q (5231.860000 sec): 3 clusters Score: Raw -2501941.816003 + Penalty 3245.625860 = -2498696.190143 nChanged 17 SP:Iteration 23Q (5232.130000 sec): 3 clusters Score: Raw -2501952.307236 + Penalty 3245.625860 = -2498706.681376 nChanged 16 SP:Iteration 24Q (5232.390000 sec): 3 clusters Score: Raw -2501960.039377 + Penalty 3245.625860 = -2498714.413517 nChanged 10 SP:Iteration 25Q (5232.680000 sec): 3 clusters Score: Raw -2501967.053355 + Penalty 3245.625860 = -2498721.427495 nChanged 10 SP:Iteration 26Q (5232.980000 sec): 3 clusters Score: Raw -2501971.837901 + Penalty 3245.625860 = -2498726.212041 nChanged 4 SP:Iteration 27Q (5233.260000 sec): 3 clusters Score: Raw -2501975.003096 + Penalty 3245.625860 = -2498729.377236 nChanged 5 SP:Iteration 28Q (5233.550000 sec): 3 clusters Score: Raw -2501977.606616 + Penalty 3245.625860 = -2498731.980756 nChanged 3 SP:Iteration 29Q (5233.830000 sec): 3 clusters Score: Raw -2501978.591443 + Penalty 3245.625860 = -2498732.965583 nChanged 2 SP:Iteration 30Q (5234.050000 sec): 3 clusters Score: Raw -2501979.494727 + Penalty 3245.625860 = -2498733.868867 nChanged 1 SP:Iteration 31Q (5234.340000 sec): 3 clusters Score: Raw -2501979.894531 + Penalty 3245.625860 = -2498734.268671 nChanged 1 SP:Iteration 32Q (5234.620000 sec): 3 clusters Score: Raw -2501980.511545 + Penalty 3245.625860 = -2498734.885685 nChanged 3 SP:Iteration 33Q (5234.860000 sec): 3 clusters Score: Raw -2501982.025055 + Penalty 3245.625860 = -2498736.399195 nChanged 3 SP:Iteration 34Q (5235.150000 sec): 3 clusters Score: Raw -2501983.718720 + Penalty 3245.625860 = -2498738.092860 nChanged 2 SP:Iteration 35Q (5235.460000 sec): 3 clusters Score: Raw -2501984.592457 + Penalty 3245.625860 = -2498738.966597 nChanged 3 SP:Iteration 36Q (5235.700000 sec): 3 clusters Score: Raw -2501986.076015 + Penalty 3245.625860 = -2498740.450155 nChanged 5 SP:Iteration 37Q (5236.020000 sec): 3 clusters Score: Raw -2501989.692641 + Penalty 3245.625860 = -2498744.066781 nChanged 4 SP:Iteration 38Q (5236.280000 sec): 3 clusters Score: Raw -2501990.987433 + Penalty 3245.625860 = -2498745.361573 nChanged 2 SP:Iteration 39Q (5236.510000 sec): 3 clusters Score: Raw -2501992.345434 + Penalty 3245.625860 = -2498746.719574 nChanged 3 SP:Iteration 40F (5236.760000 sec): 3 clusters Score: Raw -2501994.586520 + Penalty 3245.625860 = -2498748.960660 nChanged 1 SP:Iteration 41Q (5237.050000 sec): 3 clusters Score: Raw -2501995.208037 + Penalty 3245.625860 = -2498749.582177 nChanged 2 SP:Iteration 42Q (5237.350000 sec): 3 clusters Score: Raw -2501996.404938 + Penalty 3245.625860 = -2498750.779078 nChanged 3 SP:Iteration 43Q (5237.600000 sec): 3 clusters Score: Raw -2501998.143463 + Penalty 3245.625860 = -2498752.517603 nChanged 0 SP:Iteration 44F (5237.870000 sec): 3 clusters Score: Raw -2501998.143463 + Penalty 3245.625860 = -2498752.517603 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 4 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5237.990000 sec): 2 clusters Score: Raw -43953.239812 + Penalty 989.837856 = -42963.401956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5238.150000 sec): 3 clusters Score: Raw -43996.529155 + Penalty 1979.675712 = -42016.853443 nChanged 104 SP:Iteration 1F (5238.300000 sec): 3 clusters Score: Raw -44388.825388 + Penalty 1979.675712 = -42409.149676 nChanged 52 SP:Iteration 2F (5238.490000 sec): 3 clusters Score: Raw -44580.847840 + Penalty 1979.675712 = -42601.172128 nChanged 25 SP:Iteration 3F (5238.660000 sec): 3 clusters Score: Raw -44664.669004 + Penalty 1979.675712 = -42684.993292 nChanged 13 SP:Iteration 4Q (5238.750000 sec): 3 clusters Score: Raw -44710.399383 + Penalty 1979.675712 = -42730.723671 nChanged 4 SP:Iteration 5Q (5238.890000 sec): 3 clusters Score: Raw -44731.106079 + Penalty 1979.675712 = -42751.430368 nChanged 3 SP:Iteration 6Q (5238.980000 sec): 3 clusters Score: Raw -44759.510598 + Penalty 1979.675712 = -42779.834886 nChanged 6 SP:Iteration 7Q (5239.110000 sec): 3 clusters Score: Raw -44775.354451 + Penalty 1979.675712 = -42795.678739 nChanged 2 SP:Iteration 8Q (5239.260000 sec): 3 clusters Score: Raw -44782.974779 + Penalty 1979.675712 = -42803.299067 nChanged 0 SP:Iteration 9F (5239.460000 sec): 3 clusters Score: Raw -44782.974779 + Penalty 1979.675712 = -42803.299067 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 5 (2015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5239.550000 sec): 2 clusters Score: Raw -217401.793521 + Penalty 1236.360852 = -216165.432669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5239.710000 sec): 3 clusters Score: Raw -216555.754369 + Penalty 2472.721704 = -214083.032664 nChanged 719 SP:Iteration 1F (5239.870000 sec): 3 clusters Score: Raw -216970.924700 + Penalty 2472.721704 = -214498.202996 nChanged 133 SP:Iteration 2F (5240.060000 sec): 3 clusters Score: Raw -217053.514380 + Penalty 2472.721704 = -214580.792676 nChanged 75 SP:Iteration 3Q (5240.230000 sec): 3 clusters Score: Raw -217104.614536 + Penalty 2472.721704 = -214631.892832 nChanged 59 SP:Iteration 4Q (5240.380000 sec): 3 clusters Score: Raw -217143.901685 + Penalty 2472.721704 = -214671.179981 nChanged 54 SP:Iteration 5Q (5240.550000 sec): 3 clusters Score: Raw -217175.716463 + Penalty 2472.721704 = -214702.994759 nChanged 40 SP:Iteration 6Q (5240.770000 sec): 3 clusters Score: Raw -217195.036268 + Penalty 2472.721704 = -214722.314564 nChanged 26 SP:Iteration 7Q (5240.960000 sec): 3 clusters Score: Raw -217210.504789 + Penalty 2472.721704 = -214737.783085 nChanged 27 SP:Iteration 8Q (5241.090000 sec): 3 clusters Score: Raw -217222.073316 + Penalty 2472.721704 = -214749.351612 nChanged 17 SP:Iteration 9Q (5241.230000 sec): 3 clusters Score: Raw -217229.542076 + Penalty 2472.721704 = -214756.820372 nChanged 15 SP:Iteration 10Q (5241.460000 sec): 3 clusters Score: Raw -217235.252081 + Penalty 2472.721704 = -214762.530377 nChanged 8 SP:Iteration 11Q (5241.640000 sec): 3 clusters Score: Raw -217240.425187 + Penalty 2472.721704 = -214767.703483 nChanged 11 SP:Iteration 12Q (5241.850000 sec): 3 clusters Score: Raw -217245.983381 + Penalty 2472.721704 = -214773.261676 nChanged 7 SP:Iteration 13Q (5242.020000 sec): 3 clusters Score: Raw -217248.953530 + Penalty 2472.721704 = -214776.231825 nChanged 5 SP:Iteration 14Q (5242.170000 sec): 3 clusters Score: Raw -217251.880966 + Penalty 2472.721704 = -214779.159262 nChanged 10 SP:Iteration 15Q (5242.390000 sec): 3 clusters Score: Raw -217255.290165 + Penalty 2472.721704 = -214782.568461 nChanged 4 SP:Iteration 16Q (5242.560000 sec): 3 clusters Score: Raw -217256.980984 + Penalty 2472.721704 = -214784.259280 nChanged 1 SP:Iteration 17Q (5242.790000 sec): 3 clusters Score: Raw -217257.498487 + Penalty 2472.721704 = -214784.776783 nChanged 1 SP:Iteration 18Q (5242.950000 sec): 3 clusters Score: Raw -217258.260906 + Penalty 2472.721704 = -214785.539202 nChanged 0 SP:Iteration 19F (5243.150000 sec): 3 clusters Score: Raw -217258.260906 + Penalty 2472.721704 = -214785.539202 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 6 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5243.230000 sec): 2 clusters Score: Raw -27927.454159 + Penalty 927.405418 = -27000.048741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5243.360000 sec): 3 clusters Score: Raw -28067.517980 + Penalty 1854.810836 = -26212.707144 nChanged 70 SP:Iteration 1F (5243.450000 sec): 3 clusters Score: Raw -28251.380937 + Penalty 1854.810836 = -26396.570101 nChanged 30 SP:Iteration 2F (5243.690000 sec): 3 clusters Score: Raw -28339.829896 + Penalty 1854.810836 = -26485.019060 nChanged 17 SP:Iteration 3F (5243.840000 sec): 3 clusters Score: Raw -28433.075392 + Penalty 1854.810836 = -26578.264556 nChanged 11 SP:Iteration 4Q (5244.020000 sec): 3 clusters Score: Raw -28524.164838 + Penalty 1854.810836 = -26669.354002 nChanged 11 SP:Iteration 5Q (5244.150000 sec): 3 clusters Score: Raw -28576.213840 + Penalty 1854.810836 = -26721.403004 nChanged 7 SP:Iteration 6Q (5244.290000 sec): 3 clusters Score: Raw -28598.034642 + Penalty 1854.810836 = -26743.223806 nChanged 3 SP:Iteration 7Q (5244.450000 sec): 3 clusters Score: Raw -28608.720129 + Penalty 1854.810836 = -26753.909293 nChanged 5 SP:Iteration 8Q (5244.590000 sec): 3 clusters Score: Raw -28621.098384 + Penalty 1854.810836 = -26766.287548 nChanged 0 SP:Iteration 9F (5244.750000 sec): 3 clusters Score: Raw -28621.098384 + Penalty 1854.810836 = -26766.287548 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 7 (9708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5244.870000 sec): 2 clusters Score: Raw -1121984.362510 + Penalty 1491.864655 = -1120492.497855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5245.010000 sec): 3 clusters Score: Raw -1116496.408193 + Penalty 2983.729309 = -1113512.678883 nChanged 4233 SP:Iteration 1F (5245.220000 sec): 3 clusters Score: Raw -1118720.781701 + Penalty 2983.729309 = -1115737.052392 nChanged 591 SP:Iteration 2F (5245.420000 sec): 3 clusters Score: Raw -1118981.186306 + Penalty 2983.729309 = -1115997.456997 nChanged 538 SP:Iteration 3F (5245.590000 sec): 3 clusters Score: Raw -1119202.282069 + Penalty 2983.729309 = -1116218.552760 nChanged 443 SP:Iteration 4Q (5245.780000 sec): 3 clusters Score: Raw -1119372.499705 + Penalty 2983.729309 = -1116388.770396 nChanged 414 SP:Iteration 5Q (5245.970000 sec): 3 clusters Score: Raw -1119538.432127 + Penalty 2983.729309 = -1116554.702818 nChanged 416 SP:Iteration 6Q (5246.240000 sec): 3 clusters Score: Raw -1119732.532872 + Penalty 2983.729309 = -1116748.803563 nChanged 451 SP:Iteration 7Q (5246.430000 sec): 3 clusters Score: Raw -1119965.714773 + Penalty 2983.729309 = -1116981.985463 nChanged 487 SP:Iteration 8F (5246.570000 sec): 3 clusters Score: Raw -1120248.558454 + Penalty 2983.729309 = -1117264.829145 nChanged 515 SP:Iteration 9F (5246.780000 sec): 3 clusters Score: Raw -1120579.656069 + Penalty 2983.729309 = -1117595.926760 nChanged 489 SP:Iteration 10F (5247.020000 sec): 3 clusters Score: Raw -1120907.788083 + Penalty 2983.729309 = -1117924.058774 nChanged 443 SP:Iteration 11Q (5247.220000 sec): 3 clusters Score: Raw -1121232.836091 + Penalty 2983.729309 = -1118249.106782 nChanged 362 SP:Iteration 12Q (5247.440000 sec): 3 clusters Score: Raw -1121495.986454 + Penalty 2983.729309 = -1118512.257145 nChanged 305 SP:Iteration 13Q (5247.590000 sec): 3 clusters Score: Raw -1121719.689112 + Penalty 2983.729309 = -1118735.959803 nChanged 226 SP:Iteration 14Q (5247.810000 sec): 3 clusters Score: Raw -1121867.824368 + Penalty 2983.729309 = -1118884.095059 nChanged 146 SP:Iteration 15Q (5248.030000 sec): 3 clusters Score: Raw -1121954.568245 + Penalty 2983.729309 = -1118970.838936 nChanged 95 SP:Iteration 16Q (5248.190000 sec): 3 clusters Score: Raw -1122009.959067 + Penalty 2983.729309 = -1119026.229758 nChanged 63 SP:Iteration 17Q (5248.450000 sec): 3 clusters Score: Raw -1122048.401156 + Penalty 2983.729309 = -1119064.671846 nChanged 51 SP:Iteration 18Q (5248.590000 sec): 3 clusters Score: Raw -1122082.088270 + Penalty 2983.729309 = -1119098.358961 nChanged 37 SP:Iteration 19Q (5248.800000 sec): 3 clusters Score: Raw -1122105.977232 + Penalty 2983.729309 = -1119122.247923 nChanged 30 SP:Iteration 20F (5249.070000 sec): 3 clusters Score: Raw -1122126.835837 + Penalty 2983.729309 = -1119143.106528 nChanged 24 SP:Iteration 21Q (5249.270000 sec): 3 clusters Score: Raw -1122145.820050 + Penalty 2983.729309 = -1119162.090741 nChanged 20 SP:Iteration 22Q (5249.480000 sec): 3 clusters Score: Raw -1122162.362227 + Penalty 2983.729309 = -1119178.632918 nChanged 20 SP:Iteration 23Q (5249.690000 sec): 3 clusters Score: Raw -1122175.319859 + Penalty 2983.729309 = -1119191.590549 nChanged 16 SP:Iteration 24Q (5249.860000 sec): 3 clusters Score: Raw -1122188.659076 + Penalty 2983.729309 = -1119204.929767 nChanged 11 SP:Iteration 25Q (5250.110000 sec): 3 clusters Score: Raw -1122198.059902 + Penalty 2983.729309 = -1119214.330593 nChanged 11 SP:Iteration 26Q (5250.300000 sec): 3 clusters Score: Raw -1122206.229951 + Penalty 2983.729309 = -1119222.500642 nChanged 10 SP:Iteration 27Q (5250.480000 sec): 3 clusters Score: Raw -1122216.231060 + Penalty 2983.729309 = -1119232.501751 nChanged 13 SP:Iteration 28Q (5250.720000 sec): 3 clusters Score: Raw -1122233.028321 + Penalty 2983.729309 = -1119249.299012 nChanged 11 SP:Iteration 29Q (5250.940000 sec): 3 clusters Score: Raw -1122242.562177 + Penalty 2983.729309 = -1119258.832868 nChanged 8 SP:Iteration 30Q (5251.120000 sec): 3 clusters Score: Raw -1122250.245493 + Penalty 2983.729309 = -1119266.516184 nChanged 10 SP:Iteration 31Q (5251.350000 sec): 3 clusters Score: Raw -1122258.972858 + Penalty 2983.729309 = -1119275.243549 nChanged 3 SP:Iteration 32Q (5251.570000 sec): 3 clusters Score: Raw -1122261.241884 + Penalty 2983.729309 = -1119277.512575 nChanged 1 SP:Iteration 33Q (5251.760000 sec): 3 clusters Score: Raw -1122261.876571 + Penalty 2983.729309 = -1119278.147261 nChanged 1 SP:Iteration 34Q (5252.040000 sec): 3 clusters Score: Raw -1122263.198604 + Penalty 2983.729309 = -1119279.469294 nChanged 1 SP:Iteration 35Q (5252.230000 sec): 3 clusters Score: Raw -1122263.956395 + Penalty 2983.729309 = -1119280.227086 nChanged 2 SP:Iteration 36Q (5252.410000 sec): 3 clusters Score: Raw -1122266.991720 + Penalty 2983.729309 = -1119283.262411 nChanged 3 SP:Iteration 37Q (5252.600000 sec): 3 clusters Score: Raw -1122271.226100 + Penalty 2983.729309 = -1119287.496791 nChanged 3 SP:Iteration 38Q (5252.830000 sec): 3 clusters Score: Raw -1122272.336496 + Penalty 2983.729309 = -1119288.607187 nChanged 1 SP:Iteration 39Q (5253.000000 sec): 3 clusters Score: Raw -1122273.277008 + Penalty 2983.729309 = -1119289.547699 nChanged 0 SP:Iteration 40F (5253.200000 sec): 3 clusters Score: Raw -1122273.277008 + Penalty 2983.729309 = -1119289.547699 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 8 (3470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5253.320000 sec): 2 clusters Score: Raw -391897.474259 + Penalty 1324.685354 = -390572.788905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5253.500000 sec): 3 clusters Score: Raw -390174.991968 + Penalty 2649.370709 = -387525.621259 nChanged 1368 SP:Iteration 1F (5253.670000 sec): 3 clusters Score: Raw -390994.913666 + Penalty 2649.370709 = -388345.542958 nChanged 263 SP:Iteration 2F (5253.840000 sec): 3 clusters Score: Raw -391169.086602 + Penalty 2649.370709 = -388519.715893 nChanged 221 SP:Iteration 3F (5253.980000 sec): 3 clusters Score: Raw -391350.451457 + Penalty 2649.370709 = -388701.080749 nChanged 193 SP:Iteration 4F (5254.160000 sec): 3 clusters Score: Raw -391509.082592 + Penalty 2649.370709 = -388859.711883 nChanged 182 SP:Iteration 5F (5254.380000 sec): 3 clusters Score: Raw -391651.175141 + Penalty 2649.370709 = -389001.804432 nChanged 177 SP:Iteration 6F (5254.570000 sec): 3 clusters Score: Raw -391809.940896 + Penalty 2649.370709 = -389160.570188 nChanged 179 SP:Iteration 7F (5254.730000 sec): 3 clusters Score: Raw -391972.008996 + Penalty 2649.370709 = -389322.638287 nChanged 200 SP:Iteration 8F (5254.940000 sec): 3 clusters Score: Raw -392142.613059 + Penalty 2649.370709 = -389493.242350 nChanged 152 SP:Iteration 9Q (5255.130000 sec): 3 clusters Score: Raw -392248.580561 + Penalty 2649.370709 = -389599.209852 nChanged 99 SP:Iteration 10Q (5255.310000 sec): 3 clusters Score: Raw -392310.406429 + Penalty 2649.370709 = -389661.035720 nChanged 71 SP:Iteration 11Q (5255.450000 sec): 3 clusters Score: Raw -392346.513262 + Penalty 2649.370709 = -389697.142553 nChanged 52 SP:Iteration 12Q (5255.650000 sec): 3 clusters Score: Raw -392373.636902 + Penalty 2649.370709 = -389724.266193 nChanged 31 SP:Iteration 13Q (5255.830000 sec): 3 clusters Score: Raw -392387.545252 + Penalty 2649.370709 = -389738.174543 nChanged 24 SP:Iteration 14Q (5256.010000 sec): 3 clusters Score: Raw -392397.288638 + Penalty 2649.370709 = -389747.917930 nChanged 12 SP:Iteration 15Q (5256.140000 sec): 3 clusters Score: Raw -392401.062331 + Penalty 2649.370709 = -389751.691622 nChanged 1 SP:Iteration 16Q (5256.350000 sec): 3 clusters Score: Raw -392401.398796 + Penalty 2649.370709 = -389752.028088 nChanged 2 SP:Iteration 17Q (5256.560000 sec): 3 clusters Score: Raw -392402.036095 + Penalty 2649.370709 = -389752.665387 nChanged 3 SP:Iteration 18Q (5256.730000 sec): 3 clusters Score: Raw -392402.890503 + Penalty 2649.370709 = -389753.519794 nChanged 2 SP:Iteration 19Q (5256.880000 sec): 3 clusters Score: Raw -392403.536115 + Penalty 2649.370709 = -389754.165406 nChanged 2 SP:Iteration 20F (5257.030000 sec): 3 clusters Score: Raw -392404.374571 + Penalty 2649.370709 = -389755.003862 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 9 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5257.130000 sec): 2 clusters Score: Raw -71282.864256 + Penalty 1044.567107 = -70238.297149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5257.330000 sec): 3 clusters Score: Raw -71145.197450 + Penalty 2089.134214 = -69056.063237 nChanged 162 SP:Iteration 1F (5257.480000 sec): 3 clusters Score: Raw -71316.513357 + Penalty 2089.134214 = -69227.379144 nChanged 39 SP:Iteration 2F (5257.660000 sec): 3 clusters Score: Raw -71374.127277 + Penalty 2089.134214 = -69284.993064 nChanged 21 SP:Iteration 3Q (5257.790000 sec): 3 clusters Score: Raw -71401.969328 + Penalty 2089.134214 = -69312.835114 nChanged 8 SP:Iteration 4Q (5257.950000 sec): 3 clusters Score: Raw -71409.710053 + Penalty 2089.134214 = -69320.575840 nChanged 5 SP:Iteration 5Q (5258.140000 sec): 3 clusters Score: Raw -71414.645659 + Penalty 2089.134214 = -69325.511445 nChanged 4 SP:Iteration 6Q (5258.340000 sec): 3 clusters Score: Raw -71419.195437 + Penalty 2089.134214 = -69330.061223 nChanged 3 SP:Iteration 7Q (5258.480000 sec): 3 clusters Score: Raw -71424.165687 + Penalty 2089.134214 = -69335.031473 nChanged 5 SP:Iteration 8Q (5258.620000 sec): 3 clusters Score: Raw -71429.491225 + Penalty 2089.134214 = -69340.357011 nChanged 1 SP:Iteration 9Q (5258.830000 sec): 3 clusters Score: Raw -71431.640879 + Penalty 2089.134214 = -69342.506666 nChanged 3 SP:Iteration 10Q (5259.010000 sec): 3 clusters Score: Raw -71436.671217 + Penalty 2089.134214 = -69347.537003 nChanged 3 SP:Iteration 11Q (5259.180000 sec): 3 clusters Score: Raw -71439.070183 + Penalty 2089.134214 = -69349.935970 nChanged 1 SP:Iteration 12Q (5259.290000 sec): 3 clusters Score: Raw -71439.519431 + Penalty 2089.134214 = -69350.385217 nChanged 0 SP:Iteration 13F (5259.420000 sec): 3 clusters Score: Raw -71439.519431 + Penalty 2089.134214 = -69350.385217 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 10 (17880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5259.630000 sec): 2 clusters Score: Raw -2043301.684762 + Penalty 1591.108683 = -2041710.576079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5259.850000 sec): 3 clusters Score: Raw -2032675.739539 + Penalty 3182.217366 = -2029493.522173 nChanged 8049 SP:Iteration 1F (5260.080000 sec): 3 clusters Score: Raw -2037163.694381 + Penalty 3182.217366 = -2033981.477015 nChanged 1058 SP:Iteration 2F (5260.320000 sec): 3 clusters Score: Raw -2037665.694980 + Penalty 3182.217366 = -2034483.477614 nChanged 1070 SP:Iteration 3F (5260.540000 sec): 3 clusters Score: Raw -2038239.916483 + Penalty 3182.217366 = -2035057.699117 nChanged 1108 SP:Iteration 4F (5260.820000 sec): 3 clusters Score: Raw -2038892.033899 + Penalty 3182.217366 = -2035709.816534 nChanged 1139 SP:Iteration 5F (5261.110000 sec): 3 clusters Score: Raw -2039623.504401 + Penalty 3182.217366 = -2036441.287035 nChanged 1111 SP:Iteration 6F (5261.410000 sec): 3 clusters Score: Raw -2040325.063617 + Penalty 3182.217366 = -2037142.846252 nChanged 988 SP:Iteration 7F (5261.690000 sec): 3 clusters Score: Raw -2040879.272452 + Penalty 3182.217366 = -2037697.055086 nChanged 796 SP:Iteration 8Q (5261.970000 sec): 3 clusters Score: Raw -2041248.686695 + Penalty 3182.217366 = -2038066.469329 nChanged 634 SP:Iteration 9Q (5262.250000 sec): 3 clusters Score: Raw -2041491.076317 + Penalty 3182.217366 = -2038308.858951 nChanged 526 SP:Iteration 10Q (5262.580000 sec): 3 clusters Score: Raw -2041678.712099 + Penalty 3182.217366 = -2038496.494733 nChanged 408 SP:Iteration 11Q (5262.840000 sec): 3 clusters Score: Raw -2041808.364138 + Penalty 3182.217366 = -2038626.146772 nChanged 339 SP:Iteration 12Q (5263.090000 sec): 3 clusters Score: Raw -2041919.578657 + Penalty 3182.217366 = -2038737.361291 nChanged 281 SP:Iteration 13Q (5263.350000 sec): 3 clusters Score: Raw -2042006.447049 + Penalty 3182.217366 = -2038824.229683 nChanged 269 SP:Iteration 14Q (5263.610000 sec): 3 clusters Score: Raw -2042088.880621 + Penalty 3182.217366 = -2038906.663255 nChanged 257 SP:Iteration 15Q (5263.900000 sec): 3 clusters Score: Raw -2042181.828173 + Penalty 3182.217366 = -2038999.610807 nChanged 261 SP:Iteration 16Q (5264.240000 sec): 3 clusters Score: Raw -2042271.923619 + Penalty 3182.217366 = -2039089.706253 nChanged 258 SP:Iteration 17Q (5264.530000 sec): 3 clusters Score: Raw -2042365.699847 + Penalty 3182.217366 = -2039183.482481 nChanged 276 SP:Iteration 18Q (5264.830000 sec): 3 clusters Score: Raw -2042475.999764 + Penalty 3182.217366 = -2039293.782398 nChanged 267 SP:Iteration 19Q (5265.070000 sec): 3 clusters Score: Raw -2042592.259991 + Penalty 3182.217366 = -2039410.042625 nChanged 232 SP:Iteration 20F (5265.310000 sec): 3 clusters Score: Raw -2042692.945033 + Penalty 3182.217366 = -2039510.727667 nChanged 194 SP:Iteration 21Q (5265.590000 sec): 3 clusters Score: Raw -2042793.738847 + Penalty 3182.217366 = -2039611.521481 nChanged 182 SP:Iteration 22Q (5265.880000 sec): 3 clusters Score: Raw -2042925.889525 + Penalty 3182.217366 = -2039743.672159 nChanged 152 SP:Iteration 23Q (5266.180000 sec): 3 clusters Score: Raw -2043072.452607 + Penalty 3182.217366 = -2039890.235242 nChanged 157 SP:Iteration 24Q (5266.410000 sec): 3 clusters Score: Raw -2043236.058491 + Penalty 3182.217366 = -2040053.841126 nChanged 154 SP:Iteration 25Q (5266.690000 sec): 3 clusters Score: Raw -2043351.787579 + Penalty 3182.217366 = -2040169.570213 nChanged 129 SP:Iteration 26Q (5266.960000 sec): 3 clusters Score: Raw -2043423.633449 + Penalty 3182.217366 = -2040241.416083 nChanged 104 SP:Iteration 27Q (5267.210000 sec): 3 clusters Score: Raw -2043477.801473 + Penalty 3182.217366 = -2040295.584107 nChanged 77 SP:Iteration 28Q (5267.470000 sec): 3 clusters Score: Raw -2043525.633125 + Penalty 3182.217366 = -2040343.415759 nChanged 73 SP:Iteration 29Q (5267.690000 sec): 3 clusters Score: Raw -2043561.076336 + Penalty 3182.217366 = -2040378.858970 nChanged 58 SP:Iteration 30Q (5267.960000 sec): 3 clusters Score: Raw -2043580.389299 + Penalty 3182.217366 = -2040398.171933 nChanged 40 SP:Iteration 31Q (5268.200000 sec): 3 clusters Score: Raw -2043592.530352 + Penalty 3182.217366 = -2040410.312986 nChanged 33 SP:Iteration 32Q (5268.500000 sec): 3 clusters Score: Raw -2043602.083012 + Penalty 3182.217366 = -2040419.865646 nChanged 26 SP:Iteration 33Q (5268.700000 sec): 3 clusters Score: Raw -2043610.559242 + Penalty 3182.217366 = -2040428.341876 nChanged 19 SP:Iteration 34Q (5268.950000 sec): 3 clusters Score: Raw -2043616.349585 + Penalty 3182.217366 = -2040434.132219 nChanged 20 SP:Iteration 35Q (5269.210000 sec): 3 clusters Score: Raw -2043623.770936 + Penalty 3182.217366 = -2040441.553570 nChanged 27 SP:Iteration 36Q (5269.500000 sec): 3 clusters Score: Raw -2043632.261854 + Penalty 3182.217366 = -2040450.044488 nChanged 18 SP:Iteration 37Q (5269.720000 sec): 3 clusters Score: Raw -2043636.543586 + Penalty 3182.217366 = -2040454.326220 nChanged 18 SP:Iteration 38Q (5269.980000 sec): 3 clusters Score: Raw -2043642.143583 + Penalty 3182.217366 = -2040459.926217 nChanged 16 SP:Iteration 39Q (5270.240000 sec): 3 clusters Score: Raw -2043647.082785 + Penalty 3182.217366 = -2040464.865420 nChanged 21 SP:Iteration 40F (5270.500000 sec): 3 clusters Score: Raw -2043655.540188 + Penalty 3182.217366 = -2040473.322822 nChanged 23 SP:Iteration 41Q (5270.760000 sec): 3 clusters Score: Raw -2043662.165082 + Penalty 3182.217366 = -2040479.947717 nChanged 22 SP:Iteration 42Q (5270.990000 sec): 3 clusters Score: Raw -2043667.998915 + Penalty 3182.217366 = -2040485.781549 nChanged 17 SP:Iteration 43Q (5271.270000 sec): 3 clusters Score: Raw -2043672.384630 + Penalty 3182.217366 = -2040490.167264 nChanged 15 SP:Iteration 44Q (5271.480000 sec): 3 clusters Score: Raw -2043676.299644 + Penalty 3182.217366 = -2040494.082278 nChanged 10 SP:Iteration 45Q (5271.730000 sec): 3 clusters Score: Raw -2043679.596394 + Penalty 3182.217366 = -2040497.379028 nChanged 10 SP:Iteration 46Q (5271.970000 sec): 3 clusters Score: Raw -2043684.621174 + Penalty 3182.217366 = -2040502.403808 nChanged 11 SP:Iteration 47Q (5272.210000 sec): 3 clusters Score: Raw -2043687.890437 + Penalty 3182.217366 = -2040505.673071 nChanged 11 SP:Iteration 48Q (5272.430000 sec): 3 clusters Score: Raw -2043691.490431 + Penalty 3182.217366 = -2040509.273065 nChanged 5 SP:Iteration 49Q (5272.660000 sec): 3 clusters Score: Raw -2043692.624094 + Penalty 3182.217366 = -2040510.406729 nChanged 4 SP:Iteration 50Q (5272.930000 sec): 3 clusters Score: Raw -2043693.656336 + Penalty 3182.217366 = -2040511.438971 nChanged 4 SP:Iteration 51Q (5273.200000 sec): 3 clusters Score: Raw -2043695.951654 + Penalty 3182.217366 = -2040513.734288 nChanged 7 SP:Iteration 52Q (5273.420000 sec): 3 clusters Score: Raw -2043697.727143 + Penalty 3182.217366 = -2040515.509778 nChanged 4 SP:Iteration 53Q (5273.690000 sec): 3 clusters Score: Raw -2043698.441488 + Penalty 3182.217366 = -2040516.224122 nChanged 3 SP:Iteration 54Q (5273.920000 sec): 3 clusters Score: Raw -2043699.106883 + Penalty 3182.217366 = -2040516.889517 nChanged 2 SP:Iteration 55Q (5274.140000 sec): 3 clusters Score: Raw -2043699.849234 + Penalty 3182.217366 = -2040517.631868 nChanged 4 SP:Iteration 56Q (5274.410000 sec): 3 clusters Score: Raw -2043700.917578 + Penalty 3182.217366 = -2040518.700212 nChanged 6 SP:Iteration 57Q (5274.650000 sec): 3 clusters Score: Raw -2043703.594545 + Penalty 3182.217366 = -2040521.377180 nChanged 4 SP:Iteration 58Q (5274.900000 sec): 3 clusters Score: Raw -2043704.539475 + Penalty 3182.217366 = -2040522.322109 nChanged 5 SP:Iteration 59Q (5275.140000 sec): 3 clusters Score: Raw -2043705.940651 + Penalty 3182.217366 = -2040523.723286 nChanged 5 SP:Iteration 60F (5275.420000 sec): 3 clusters Score: Raw -2043707.197521 + Penalty 3182.217366 = -2040524.980155 nChanged 2 SP:Iteration 61Q (5275.630000 sec): 3 clusters Score: Raw -2043707.556553 + Penalty 3182.217366 = -2040525.339187 nChanged 3 SP:Iteration 62Q (5275.880000 sec): 3 clusters Score: Raw -2043708.327026 + Penalty 3182.217366 = -2040526.109661 nChanged 3 SP:Iteration 63Q (5276.100000 sec): 3 clusters Score: Raw -2043708.967406 + Penalty 3182.217366 = -2040526.750041 nChanged 3 SP:Iteration 64Q (5276.350000 sec): 3 clusters Score: Raw -2043709.604438 + Penalty 3182.217366 = -2040527.387072 nChanged 2 SP:Iteration 65Q (5276.640000 sec): 3 clusters Score: Raw -2043710.028831 + Penalty 3182.217366 = -2040527.811465 nChanged 0 SP:Iteration 66F (5276.860000 sec): 3 clusters Score: Raw -2043710.028831 + Penalty 3182.217366 = -2040527.811465 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 11 (21364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5277.080000 sec): 2 clusters Score: Raw -2459862.015600 + Penalty 1620.037663 = -2458241.977937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5277.310000 sec): 3 clusters Score: Raw -2447078.121118 + Penalty 3240.075326 = -2443838.045792 nChanged 9627 SP:Iteration 1F (5277.600000 sec): 3 clusters Score: Raw -2452337.308799 + Penalty 3240.075326 = -2449097.233473 nChanged 1095 SP:Iteration 2F (5277.880000 sec): 3 clusters Score: Raw -2452765.325681 + Penalty 3240.075326 = -2449525.250355 nChanged 1134 SP:Iteration 3F (5278.150000 sec): 3 clusters Score: Raw -2453274.433044 + Penalty 3240.075326 = -2450034.357718 nChanged 1284 SP:Iteration 4F (5278.440000 sec): 3 clusters Score: Raw -2453987.829719 + Penalty 3240.075326 = -2450747.754393 nChanged 1451 SP:Iteration 5F (5278.710000 sec): 3 clusters Score: Raw -2454941.979981 + Penalty 3240.075326 = -2451701.904655 nChanged 1503 SP:Iteration 6F (5279.030000 sec): 3 clusters Score: Raw -2456017.396728 + Penalty 3240.075326 = -2452777.321402 nChanged 1418 SP:Iteration 7F (5279.290000 sec): 3 clusters Score: Raw -2457056.120979 + Penalty 3240.075326 = -2453816.045653 nChanged 1148 SP:Iteration 8F (5279.540000 sec): 3 clusters Score: Raw -2457874.386848 + Penalty 3240.075326 = -2454634.311522 nChanged 868 SP:Iteration 9Q (5279.830000 sec): 3 clusters Score: Raw -2458485.761769 + Penalty 3240.075326 = -2455245.686443 nChanged 681 SP:Iteration 10Q (5280.110000 sec): 3 clusters Score: Raw -2458952.399793 + Penalty 3240.075326 = -2455712.324467 nChanged 506 SP:Iteration 11Q (5280.340000 sec): 3 clusters Score: Raw -2459296.350616 + Penalty 3240.075326 = -2456056.275291 nChanged 338 SP:Iteration 12Q (5280.610000 sec): 3 clusters Score: Raw -2459523.181338 + Penalty 3240.075326 = -2456283.106012 nChanged 248 SP:Iteration 13Q (5280.890000 sec): 3 clusters Score: Raw -2459681.905797 + Penalty 3240.075326 = -2456441.830471 nChanged 160 SP:Iteration 14Q (5281.160000 sec): 3 clusters Score: Raw -2459788.782579 + Penalty 3240.075326 = -2456548.707253 nChanged 114 SP:Iteration 15Q (5281.440000 sec): 3 clusters Score: Raw -2459857.820059 + Penalty 3240.075326 = -2456617.744733 nChanged 86 SP:Iteration 16Q (5281.710000 sec): 3 clusters Score: Raw -2459910.410754 + Penalty 3240.075326 = -2456670.335428 nChanged 61 SP:Iteration 17Q (5281.970000 sec): 3 clusters Score: Raw -2459955.504073 + Penalty 3240.075326 = -2456715.428747 nChanged 45 SP:Iteration 18Q (5282.260000 sec): 3 clusters Score: Raw -2459988.667859 + Penalty 3240.075326 = -2456748.592533 nChanged 34 SP:Iteration 19Q (5282.500000 sec): 3 clusters Score: Raw -2460016.746199 + Penalty 3240.075326 = -2456776.670873 nChanged 22 SP:Iteration 20F (5282.780000 sec): 3 clusters Score: Raw -2460034.213208 + Penalty 3240.075326 = -2456794.137882 nChanged 26 SP:Iteration 21Q (5283.060000 sec): 3 clusters Score: Raw -2460058.060017 + Penalty 3240.075326 = -2456817.984691 nChanged 16 SP:Iteration 22Q (5283.320000 sec): 3 clusters Score: Raw -2460073.061670 + Penalty 3240.075326 = -2456832.986344 nChanged 7 SP:Iteration 23Q (5283.600000 sec): 3 clusters Score: Raw -2460078.073135 + Penalty 3240.075326 = -2456837.997809 nChanged 6 SP:Iteration 24Q (5283.920000 sec): 3 clusters Score: Raw -2460082.099224 + Penalty 3240.075326 = -2456842.023898 nChanged 2 SP:Iteration 25Q (5284.190000 sec): 3 clusters Score: Raw -2460083.498416 + Penalty 3240.075326 = -2456843.423090 nChanged 4 SP:Iteration 26Q (5284.470000 sec): 3 clusters Score: Raw -2460086.608568 + Penalty 3240.075326 = -2456846.533242 nChanged 5 SP:Iteration 27Q (5284.730000 sec): 3 clusters Score: Raw -2460089.457398 + Penalty 3240.075326 = -2456849.382072 nChanged 2 SP:Iteration 28Q (5285.030000 sec): 3 clusters Score: Raw -2460091.535222 + Penalty 3240.075326 = -2456851.459896 nChanged 3 SP:Iteration 29Q (5285.270000 sec): 3 clusters Score: Raw -2460093.935327 + Penalty 3240.075326 = -2456853.860001 nChanged 4 SP:Iteration 30Q (5285.570000 sec): 3 clusters Score: Raw -2460096.468247 + Penalty 3240.075326 = -2456856.392921 nChanged 5 SP:Iteration 31Q (5285.790000 sec): 3 clusters Score: Raw -2460101.050417 + Penalty 3240.075326 = -2456860.975091 nChanged 4 SP:Iteration 32Q (5286.080000 sec): 3 clusters Score: Raw -2460103.003982 + Penalty 3240.075326 = -2456862.928656 nChanged 3 SP:Iteration 33Q (5286.360000 sec): 3 clusters Score: Raw -2460104.802149 + Penalty 3240.075326 = -2456864.726823 nChanged 3 SP:Iteration 34Q (5286.640000 sec): 3 clusters Score: Raw -2460106.800838 + Penalty 3240.075326 = -2456866.725512 nChanged 3 SP:Iteration 35Q (5286.890000 sec): 3 clusters Score: Raw -2460109.198135 + Penalty 3240.075326 = -2456869.122809 nChanged 2 SP:Iteration 36Q (5287.140000 sec): 3 clusters Score: Raw -2460110.171559 + Penalty 3240.075326 = -2456870.096233 nChanged 1 SP:Iteration 37Q (5287.410000 sec): 3 clusters Score: Raw -2460110.531680 + Penalty 3240.075326 = -2456870.456354 nChanged 0 SP:Iteration 38F (5287.700000 sec): 3 clusters Score: Raw -2460110.531680 + Penalty 3240.075326 = -2456870.456354 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 12 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5287.780000 sec): 2 clusters Score: Raw -69730.268418 + Penalty 1040.311544 = -68689.956873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5288.000000 sec): 3 clusters Score: Raw -69611.876541 + Penalty 2080.623089 = -67531.253453 nChanged 142 SP:Iteration 1F (5288.200000 sec): 3 clusters Score: Raw -69740.260555 + Penalty 2080.623089 = -67659.637467 nChanged 26 SP:Iteration 2Q (5288.330000 sec): 3 clusters Score: Raw -69783.997283 + Penalty 2080.623089 = -67703.374194 nChanged 15 SP:Iteration 3Q (5288.530000 sec): 3 clusters Score: Raw -69808.637856 + Penalty 2080.623089 = -67728.014767 nChanged 11 SP:Iteration 4Q (5288.670000 sec): 3 clusters Score: Raw -69825.620660 + Penalty 2080.623089 = -67744.997571 nChanged 7 SP:Iteration 5Q (5288.850000 sec): 3 clusters Score: Raw -69835.183223 + Penalty 2080.623089 = -67754.560134 nChanged 4 SP:Iteration 6Q (5289.010000 sec): 3 clusters Score: Raw -69843.886561 + Penalty 2080.623089 = -67763.263472 nChanged 6 SP:Iteration 7Q (5289.160000 sec): 3 clusters Score: Raw -69852.882869 + Penalty 2080.623089 = -67772.259780 nChanged 3 SP:Iteration 8Q (5289.330000 sec): 3 clusters Score: Raw -69860.512828 + Penalty 2080.623089 = -67779.889739 nChanged 6 SP:Iteration 9Q (5289.460000 sec): 3 clusters Score: Raw -69866.561573 + Penalty 2080.623089 = -67785.938484 nChanged 4 SP:Iteration 10Q (5289.620000 sec): 3 clusters Score: Raw -69869.784628 + Penalty 2080.623089 = -67789.161539 nChanged 1 SP:Iteration 11Q (5289.760000 sec): 3 clusters Score: Raw -69871.139033 + Penalty 2080.623089 = -67790.515944 nChanged 0 SP:Iteration 12F (5289.960000 sec): 3 clusters Score: Raw -69871.139033 + Penalty 2080.623089 = -67790.515944 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 13 (33791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5290.190000 sec): 2 clusters Score: Raw -3700812.303422 + Penalty 1694.541838 = -3699117.761584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5290.530000 sec): 3 clusters Score: Raw -3679728.162269 + Penalty 3389.083676 = -3676339.078592 nChanged 15649 SP:Iteration 1F (5290.870000 sec): 3 clusters Score: Raw -3688815.290500 + Penalty 3389.083676 = -3685426.206824 nChanged 1664 SP:Iteration 2Q (5291.210000 sec): 3 clusters Score: Raw -3689443.929997 + Penalty 3389.083676 = -3686054.846320 nChanged 1641 SP:Iteration 3Q (5291.580000 sec): 3 clusters Score: Raw -3690133.363678 + Penalty 3389.083676 = -3686744.280002 nChanged 1689 SP:Iteration 4Q (5291.950000 sec): 3 clusters Score: Raw -3690924.478622 + Penalty 3389.083676 = -3687535.394945 nChanged 1656 SP:Iteration 5Q (5292.290000 sec): 3 clusters Score: Raw -3691770.903792 + Penalty 3389.083676 = -3688381.820115 nChanged 1720 SP:Iteration 6F (5292.670000 sec): 3 clusters Score: Raw -3692651.672818 + Penalty 3389.083676 = -3689262.589141 nChanged 1654 SP:Iteration 7Q (5292.990000 sec): 3 clusters Score: Raw -3693533.741257 + Penalty 3389.083676 = -3690144.657581 nChanged 1594 SP:Iteration 8Q (5293.330000 sec): 3 clusters Score: Raw -3694427.514801 + Penalty 3389.083676 = -3691038.431125 nChanged 1452 SP:Iteration 9Q (5293.670000 sec): 3 clusters Score: Raw -3695115.814644 + Penalty 3389.083676 = -3691726.730967 nChanged 1221 SP:Iteration 10Q (5294.010000 sec): 3 clusters Score: Raw -3695614.393539 + Penalty 3389.083676 = -3692225.309862 nChanged 1062 SP:Iteration 11Q (5294.330000 sec): 3 clusters Score: Raw -3696012.896932 + Penalty 3389.083676 = -3692623.813255 nChanged 946 SP:Iteration 12Q (5294.690000 sec): 3 clusters Score: Raw -3696345.376047 + Penalty 3389.083676 = -3692956.292371 nChanged 929 SP:Iteration 13Q (5295.030000 sec): 3 clusters Score: Raw -3696669.036134 + Penalty 3389.083676 = -3693279.952457 nChanged 886 SP:Iteration 14Q (5295.360000 sec): 3 clusters Score: Raw -3696958.335554 + Penalty 3389.083676 = -3693569.251877 nChanged 826 SP:Iteration 15Q (5295.750000 sec): 3 clusters Score: Raw -3697242.817304 + Penalty 3389.083676 = -3693853.733627 nChanged 854 SP:Iteration 16Q (5296.060000 sec): 3 clusters Score: Raw -3697531.505307 + Penalty 3389.083676 = -3694142.421630 nChanged 800 SP:Iteration 17Q (5296.420000 sec): 3 clusters Score: Raw -3697811.281973 + Penalty 3389.083676 = -3694422.198296 nChanged 779 SP:Iteration 18Q (5296.740000 sec): 3 clusters Score: Raw -3698111.803457 + Penalty 3389.083676 = -3694722.719780 nChanged 800 SP:Iteration 19Q (5297.030000 sec): 3 clusters Score: Raw -3698439.656237 + Penalty 3389.083676 = -3695050.572561 nChanged 735 SP:Iteration 20F (5297.340000 sec): 3 clusters Score: Raw -3698734.797859 + Penalty 3389.083676 = -3695345.714182 nChanged 658 SP:Iteration 21Q (5297.730000 sec): 3 clusters Score: Raw -3698976.269895 + Penalty 3389.083676 = -3695587.186218 nChanged 596 SP:Iteration 22Q (5298.100000 sec): 3 clusters Score: Raw -3699202.170637 + Penalty 3389.083676 = -3695813.086961 nChanged 558 SP:Iteration 23Q (5298.400000 sec): 3 clusters Score: Raw -3699425.289556 + Penalty 3389.083676 = -3696036.205880 nChanged 518 SP:Iteration 24Q (5298.760000 sec): 3 clusters Score: Raw -3699631.462517 + Penalty 3389.083676 = -3696242.378841 nChanged 442 SP:Iteration 25Q (5299.050000 sec): 3 clusters Score: Raw -3699804.635391 + Penalty 3389.083676 = -3696415.551714 nChanged 447 SP:Iteration 26Q (5299.370000 sec): 3 clusters Score: Raw -3699980.420757 + Penalty 3389.083676 = -3696591.337080 nChanged 372 SP:Iteration 27Q (5299.730000 sec): 3 clusters Score: Raw -3700142.529209 + Penalty 3389.083676 = -3696753.445532 nChanged 345 SP:Iteration 28Q (5300.030000 sec): 3 clusters Score: Raw -3700295.388073 + Penalty 3389.083676 = -3696906.304397 nChanged 300 SP:Iteration 29Q (5300.370000 sec): 3 clusters Score: Raw -3700416.245993 + Penalty 3389.083676 = -3697027.162316 nChanged 263 SP:Iteration 30Q (5300.710000 sec): 3 clusters Score: Raw -3700518.898582 + Penalty 3389.083676 = -3697129.814905 nChanged 219 SP:Iteration 31Q (5301.010000 sec): 3 clusters Score: Raw -3700599.899102 + Penalty 3389.083676 = -3697210.815425 nChanged 191 SP:Iteration 32Q (5301.340000 sec): 3 clusters Score: Raw -3700672.942834 + Penalty 3389.083676 = -3697283.859157 nChanged 164 SP:Iteration 33Q (5301.660000 sec): 3 clusters Score: Raw -3700737.103410 + Penalty 3389.083676 = -3697348.019734 nChanged 148 SP:Iteration 34Q (5301.950000 sec): 3 clusters Score: Raw -3700795.638176 + Penalty 3389.083676 = -3697406.554499 nChanged 112 SP:Iteration 35Q (5302.300000 sec): 3 clusters Score: Raw -3700842.124532 + Penalty 3389.083676 = -3697453.040856 nChanged 100 SP:Iteration 36Q (5302.620000 sec): 3 clusters Score: Raw -3700884.564879 + Penalty 3389.083676 = -3697495.481202 nChanged 91 SP:Iteration 37Q (5302.930000 sec): 3 clusters Score: Raw -3700920.617415 + Penalty 3389.083676 = -3697531.533738 nChanged 70 SP:Iteration 38Q (5303.250000 sec): 3 clusters Score: Raw -3700946.007289 + Penalty 3389.083676 = -3697556.923613 nChanged 45 SP:Iteration 39Q (5303.620000 sec): 3 clusters Score: Raw -3700964.089248 + Penalty 3389.083676 = -3697575.005571 nChanged 31 SP:Iteration 40F (5303.960000 sec): 3 clusters Score: Raw -3700976.271251 + Penalty 3389.083676 = -3697587.187574 nChanged 37 SP:Iteration 41Q (5304.290000 sec): 3 clusters Score: Raw -3700992.519802 + Penalty 3389.083676 = -3697603.436125 nChanged 34 SP:Iteration 42Q (5304.640000 sec): 3 clusters Score: Raw -3701006.805151 + Penalty 3389.083676 = -3697617.721474 nChanged 37 SP:Iteration 43Q (5304.940000 sec): 3 clusters Score: Raw -3701023.326072 + Penalty 3389.083676 = -3697634.242396 nChanged 31 SP:Iteration 44Q (5305.320000 sec): 3 clusters Score: Raw -3701038.591680 + Penalty 3389.083676 = -3697649.508004 nChanged 34 SP:Iteration 45Q (5305.780000 sec): 3 clusters Score: Raw -3701054.429428 + Penalty 3389.083676 = -3697665.345751 nChanged 44 SP:Iteration 46Q (5306.080000 sec): 3 clusters Score: Raw -3701073.689123 + Penalty 3389.083676 = -3697684.605447 nChanged 39 SP:Iteration 47Q (5306.440000 sec): 3 clusters Score: Raw -3701085.219483 + Penalty 3389.083676 = -3697696.135806 nChanged 16 SP:Iteration 48Q (5306.800000 sec): 3 clusters Score: Raw -3701091.708566 + Penalty 3389.083676 = -3697702.624889 nChanged 15 SP:Iteration 49Q (5307.080000 sec): 3 clusters Score: Raw -3701097.672866 + Penalty 3389.083676 = -3697708.589189 nChanged 16 SP:Iteration 50Q (5307.400000 sec): 3 clusters Score: Raw -3701104.492483 + Penalty 3389.083676 = -3697715.408807 nChanged 16 SP:Iteration 51Q (5307.720000 sec): 3 clusters Score: Raw -3701110.836074 + Penalty 3389.083676 = -3697721.752397 nChanged 18 SP:Iteration 52Q (5308.050000 sec): 3 clusters Score: Raw -3701119.074063 + Penalty 3389.083676 = -3697729.990387 nChanged 12 SP:Iteration 53Q (5308.390000 sec): 3 clusters Score: Raw -3701123.417851 + Penalty 3389.083676 = -3697734.334175 nChanged 9 SP:Iteration 54Q (5308.780000 sec): 3 clusters Score: Raw -3701127.191918 + Penalty 3389.083676 = -3697738.108241 nChanged 5 SP:Iteration 55Q (5309.090000 sec): 3 clusters Score: Raw -3701130.153613 + Penalty 3389.083676 = -3697741.069936 nChanged 10 SP:Iteration 56Q (5309.470000 sec): 3 clusters Score: Raw -3701133.542120 + Penalty 3389.083676 = -3697744.458443 nChanged 8 SP:Iteration 57Q (5309.770000 sec): 3 clusters Score: Raw -3701138.188500 + Penalty 3389.083676 = -3697749.104824 nChanged 9 SP:Iteration 58Q (5310.120000 sec): 3 clusters Score: Raw -3701144.392337 + Penalty 3389.083676 = -3697755.308660 nChanged 14 SP:Iteration 59Q (5310.440000 sec): 3 clusters Score: Raw -3701150.828409 + Penalty 3389.083676 = -3697761.744732 nChanged 13 SP:Iteration 60F (5310.780000 sec): 3 clusters Score: Raw -3701155.723978 + Penalty 3389.083676 = -3697766.640301 nChanged 13 SP:Iteration 61Q (5311.120000 sec): 3 clusters Score: Raw -3701160.698887 + Penalty 3389.083676 = -3697771.615210 nChanged 8 SP:Iteration 62Q (5311.440000 sec): 3 clusters Score: Raw -3701165.083351 + Penalty 3389.083676 = -3697775.999674 nChanged 5 SP:Iteration 63Q (5311.760000 sec): 3 clusters Score: Raw -3701167.377200 + Penalty 3389.083676 = -3697778.293524 nChanged 7 SP:Iteration 64Q (5312.090000 sec): 3 clusters Score: Raw -3701169.687109 + Penalty 3389.083676 = -3697780.603433 nChanged 8 SP:Iteration 65Q (5312.460000 sec): 3 clusters Score: Raw -3701172.560790 + Penalty 3389.083676 = -3697783.477113 nChanged 5 SP:Iteration 66Q (5312.790000 sec): 3 clusters Score: Raw -3701174.329796 + Penalty 3389.083676 = -3697785.246119 nChanged 5 SP:Iteration 67Q (5313.090000 sec): 3 clusters Score: Raw -3701175.618408 + Penalty 3389.083676 = -3697786.534732 nChanged 5 SP:Iteration 68Q (5313.390000 sec): 3 clusters Score: Raw -3701177.633566 + Penalty 3389.083676 = -3697788.549889 nChanged 5 SP:Iteration 69Q (5313.740000 sec): 3 clusters Score: Raw -3701179.436706 + Penalty 3389.083676 = -3697790.353029 nChanged 3 SP:Iteration 70Q (5314.090000 sec): 3 clusters Score: Raw -3701180.442751 + Penalty 3389.083676 = -3697791.359074 nChanged 5 SP:Iteration 71Q (5314.430000 sec): 3 clusters Score: Raw -3701181.812245 + Penalty 3389.083676 = -3697792.728569 nChanged 1 SP:Iteration 72Q (5314.760000 sec): 3 clusters Score: Raw -3701181.942796 + Penalty 3389.083676 = -3697792.859119 nChanged 0 SP:Iteration 73F (5315.090000 sec): 3 clusters Score: Raw -3701181.942796 + Penalty 3389.083676 = -3697792.859119 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 14 (270499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5316.300000 sec): 2 clusters Score: Raw -30219800.748720 + Penalty 2032.553848 = -30217768.194872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5317.850000 sec): 3 clusters Score: Raw -30039702.204387 + Penalty 4065.107696 = -30035637.096691 nChanged 131920 SP:Iteration 1F (5319.780000 sec): 3 clusters Score: Raw -30117801.046070 + Penalty 4065.107696 = -30113735.938374 nChanged 6854 SP:Iteration 2Q (5321.520000 sec): 3 clusters Score: Raw -30119182.980617 + Penalty 4065.107696 = -30115117.872921 nChanged 7832 SP:Iteration 3Q (5323.160000 sec): 3 clusters Score: Raw -30121054.057229 + Penalty 4065.107696 = -30116988.949533 nChanged 8756 SP:Iteration 4Q (5324.730000 sec): 3 clusters Score: Raw -30123534.400877 + Penalty 4065.107696 = -30119469.293181 nChanged 9953 SP:Iteration 5Q (5326.290000 sec): 3 clusters Score: Raw -30126750.821835 + Penalty 4065.107696 = -30122685.714139 nChanged 11123 SP:Iteration 6Q (5327.970000 sec): 3 clusters Score: Raw -30130657.527723 + Penalty 4065.107696 = -30126592.420027 nChanged 11774 SP:Iteration 7Q (5329.610000 sec): 3 clusters Score: Raw -30134908.065448 + Penalty 4065.107696 = -30130842.957752 nChanged 11758 SP:Iteration 8Q (5331.300000 sec): 3 clusters Score: Raw -30139094.739728 + Penalty 4065.107696 = -30135029.632032 nChanged 11316 SP:Iteration 9Q (5333.100000 sec): 3 clusters Score: Raw -30143011.980741 + Penalty 4065.107696 = -30138946.873045 nChanged 10727 SP:Iteration 10Q (5334.850000 sec): 3 clusters Score: Raw -30146860.012607 + Penalty 4065.107696 = -30142794.904911 nChanged 10569 SP:Iteration 11Q (5336.570000 sec): 3 clusters Score: Raw -30150939.970644 + Penalty 4065.107696 = -30146874.862948 nChanged 10518 SP:Iteration 12Q (5338.280000 sec): 3 clusters Score: Raw -30155651.689105 + Penalty 4065.107696 = -30151586.581409 nChanged 11270 SP:Iteration 13Q (5340.060000 sec): 3 clusters Score: Raw -30161336.464064 + Penalty 4065.107696 = -30157271.356368 nChanged 11553 SP:Iteration 14Q (5341.720000 sec): 3 clusters Score: Raw -30167204.529321 + Penalty 4065.107696 = -30163139.421625 nChanged 10788 SP:Iteration 15Q (5343.600000 sec): 3 clusters Score: Raw -30172092.965465 + Penalty 4065.107696 = -30168027.857769 nChanged 9013 SP:Iteration 16Q (5345.220000 sec): 3 clusters Score: Raw -30175347.788762 + Penalty 4065.107696 = -30171282.681066 nChanged 6732 SP:Iteration 17Q (5346.870000 sec): 3 clusters Score: Raw -30177108.340061 + Penalty 4065.107696 = -30173043.232365 nChanged 4749 SP:Iteration 18Q (5348.300000 sec): 3 clusters Score: Raw -30178019.789302 + Penalty 4065.107696 = -30173954.681606 nChanged 3485 SP:Iteration 19Q (5349.940000 sec): 3 clusters Score: Raw -30178585.348941 + Penalty 4065.107696 = -30174520.241244 nChanged 2726 SP:Iteration 20F (5351.690000 sec): 3 clusters Score: Raw -30179015.230040 + Penalty 4065.107696 = -30174950.122344 nChanged 2480 SP:Iteration 21Q (5353.280000 sec): 3 clusters Score: Raw -30179412.418319 + Penalty 4065.107696 = -30175347.310623 nChanged 2470 SP:Iteration 22Q (5354.870000 sec): 3 clusters Score: Raw -30179835.768531 + Penalty 4065.107696 = -30175770.660835 nChanged 2512 SP:Iteration 23Q (5356.390000 sec): 3 clusters Score: Raw -30180279.556434 + Penalty 4065.107696 = -30176214.448738 nChanged 2625 SP:Iteration 24Q (5357.890000 sec): 3 clusters Score: Raw -30180735.894479 + Penalty 4065.107696 = -30176670.786783 nChanged 2704 SP:Iteration 25Q (5359.380000 sec): 3 clusters Score: Raw -30181231.239726 + Penalty 4065.107696 = -30177166.132030 nChanged 2829 SP:Iteration 26Q (5360.880000 sec): 3 clusters Score: Raw -30181746.482141 + Penalty 4065.107696 = -30177681.374445 nChanged 3003 SP:Iteration 27Q (5362.510000 sec): 3 clusters Score: Raw -30182316.817790 + Penalty 4065.107696 = -30178251.710094 nChanged 3170 SP:Iteration 28Q (5364.230000 sec): 3 clusters Score: Raw -30182950.548600 + Penalty 4065.107696 = -30178885.440904 nChanged 3255 SP:Iteration 29Q (5365.850000 sec): 3 clusters Score: Raw -30183620.390974 + Penalty 4065.107696 = -30179555.283278 nChanged 3434 SP:Iteration 30Q (5367.530000 sec): 3 clusters Score: Raw -30184378.047500 + Penalty 4065.107696 = -30180312.939804 nChanged 3658 SP:Iteration 31Q (5369.220000 sec): 3 clusters Score: Raw -30185214.112093 + Penalty 4065.107696 = -30181149.004397 nChanged 3773 SP:Iteration 32Q (5370.700000 sec): 3 clusters Score: Raw -30186131.910275 + Penalty 4065.107696 = -30182066.802579 nChanged 4069 SP:Iteration 33Q (5372.260000 sec): 3 clusters Score: Raw -30187220.364919 + Penalty 4065.107696 = -30183155.257223 nChanged 4328 SP:Iteration 34Q (5373.830000 sec): 3 clusters Score: Raw -30188472.259535 + Penalty 4065.107696 = -30184407.151838 nChanged 4545 SP:Iteration 35Q (5375.420000 sec): 3 clusters Score: Raw -30189874.073906 + Penalty 4065.107696 = -30185808.966210 nChanged 4718 SP:Iteration 36Q (5376.910000 sec): 3 clusters Score: Raw -30191445.563468 + Penalty 4065.107696 = -30187380.455772 nChanged 4897 SP:Iteration 37Q (5378.500000 sec): 3 clusters Score: Raw -30193208.217753 + Penalty 4065.107696 = -30189143.110057 nChanged 5046 SP:Iteration 38Q (5380.080000 sec): 3 clusters Score: Raw -30195189.981639 + Penalty 4065.107696 = -30191124.873943 nChanged 5178 SP:Iteration 39Q (5381.910000 sec): 3 clusters Score: Raw -30197447.109161 + Penalty 4065.107696 = -30193382.001465 nChanged 5357 SP:Iteration 40F (5383.330000 sec): 3 clusters Score: Raw -30200196.791957 + Penalty 4065.107696 = -30196131.684261 nChanged 5494 SP:Iteration 41Q (5384.740000 sec): 3 clusters Score: Raw -30203327.699044 + Penalty 4065.107696 = -30199262.591348 nChanged 5419 SP:Iteration 42Q (5386.260000 sec): 3 clusters Score: Raw -30206768.254521 + Penalty 4065.107696 = -30202703.146824 nChanged 5093 SP:Iteration 43Q (5387.700000 sec): 3 clusters Score: Raw -30210308.989113 + Penalty 4065.107696 = -30206243.881417 nChanged 4497 SP:Iteration 44Q (5389.180000 sec): 3 clusters Score: Raw -30213633.189745 + Penalty 4065.107696 = -30209568.082049 nChanged 3637 SP:Iteration 45Q (5390.640000 sec): 3 clusters Score: Raw -30216318.381010 + Penalty 4065.107696 = -30212253.273313 nChanged 2639 SP:Iteration 46Q (5392.030000 sec): 3 clusters Score: Raw -30218229.139188 + Penalty 4065.107696 = -30214164.031491 nChanged 1776 SP:Iteration 47Q (5393.460000 sec): 3 clusters Score: Raw -30219420.010617 + Penalty 4065.107696 = -30215354.902921 nChanged 1214 SP:Iteration 48Q (5395.000000 sec): 3 clusters Score: Raw -30220124.584539 + Penalty 4065.107696 = -30216059.476843 nChanged 793 SP:Iteration 49Q (5396.520000 sec): 3 clusters Score: Raw -30220492.147962 + Penalty 4065.107696 = -30216427.040266 nChanged 586 SP:Iteration 50Q (5397.810000 sec): 3 clusters Score: Raw -30220723.218370 + Penalty 4065.107696 = -30216658.110674 nChanged 453 SP:Iteration 51Q (5399.180000 sec): 3 clusters Score: Raw -30220878.728750 + Penalty 4065.107696 = -30216813.621053 nChanged 340 SP:Iteration 52Q (5400.580000 sec): 3 clusters Score: Raw -30220979.993323 + Penalty 4065.107696 = -30216914.885627 nChanged 258 SP:Iteration 53Q (5402.230000 sec): 3 clusters Score: Raw -30221044.163846 + Penalty 4065.107696 = -30216979.056150 nChanged 198 SP:Iteration 54Q (5403.870000 sec): 3 clusters Score: Raw -30221090.691565 + Penalty 4065.107696 = -30217025.583869 nChanged 178 SP:Iteration 55Q (5405.350000 sec): 3 clusters Score: Raw -30221125.304686 + Penalty 4065.107696 = -30217060.196990 nChanged 141 SP:Iteration 56Q (5406.740000 sec): 3 clusters Score: Raw -30221152.775137 + Penalty 4065.107696 = -30217087.667441 nChanged 122 SP:Iteration 57Q (5408.220000 sec): 3 clusters Score: Raw -30221171.759831 + Penalty 4065.107696 = -30217106.652135 nChanged 77 SP:Iteration 58Q (5409.760000 sec): 3 clusters Score: Raw -30221183.356347 + Penalty 4065.107696 = -30217118.248650 nChanged 62 SP:Iteration 59Q (5411.280000 sec): 3 clusters Score: Raw -30221191.943674 + Penalty 4065.107696 = -30217126.835978 nChanged 63 SP:Iteration 60F (5412.740000 sec): 3 clusters Score: Raw -30221203.746883 + Penalty 4065.107696 = -30217138.639187 nChanged 44 SP:Iteration 61Q (5414.080000 sec): 3 clusters Score: Raw -30221210.076180 + Penalty 4065.107696 = -30217144.968484 nChanged 46 SP:Iteration 62Q (5415.390000 sec): 3 clusters Score: Raw -30221216.896228 + Penalty 4065.107696 = -30217151.788531 nChanged 41 SP:Iteration 63Q (5416.700000 sec): 3 clusters Score: Raw -30221222.019858 + Penalty 4065.107696 = -30217156.912162 nChanged 44 SP:Iteration 64Q (5418.200000 sec): 3 clusters Score: Raw -30221228.121128 + Penalty 4065.107696 = -30217163.013432 nChanged 38 SP:Iteration 65Q (5419.460000 sec): 3 clusters Score: Raw -30221233.075005 + Penalty 4065.107696 = -30217167.967309 nChanged 30 SP:Iteration 66Q (5420.830000 sec): 3 clusters Score: Raw -30221237.343902 + Penalty 4065.107696 = -30217172.236206 nChanged 30 SP:Iteration 67Q (5422.320000 sec): 3 clusters Score: Raw -30221240.978380 + Penalty 4065.107696 = -30217175.870684 nChanged 22 SP:Iteration 68Q (5423.640000 sec): 3 clusters Score: Raw -30221244.014507 + Penalty 4065.107696 = -30217178.906810 nChanged 29 SP:Iteration 69Q (5425.080000 sec): 3 clusters Score: Raw -30221247.665877 + Penalty 4065.107696 = -30217182.558181 nChanged 34 SP:Iteration 70Q (5426.380000 sec): 3 clusters Score: Raw -30221251.583546 + Penalty 4065.107696 = -30217186.475850 nChanged 22 SP:Iteration 71Q (5427.810000 sec): 3 clusters Score: Raw -30221254.602895 + Penalty 4065.107696 = -30217189.495199 nChanged 18 SP:Iteration 72Q (5429.190000 sec): 3 clusters Score: Raw -30221256.930847 + Penalty 4065.107696 = -30217191.823150 nChanged 14 SP:Iteration 73Q (5430.700000 sec): 3 clusters Score: Raw -30221258.617385 + Penalty 4065.107696 = -30217193.509689 nChanged 19 SP:Iteration 74Q (5432.030000 sec): 3 clusters Score: Raw -30221260.593348 + Penalty 4065.107696 = -30217195.485652 nChanged 17 SP:Iteration 75Q (5433.440000 sec): 3 clusters Score: Raw -30221262.615826 + Penalty 4065.107696 = -30217197.508130 nChanged 15 SP:Iteration 76Q (5434.740000 sec): 3 clusters Score: Raw -30221264.254419 + Penalty 4065.107696 = -30217199.146722 nChanged 13 SP:Iteration 77Q (5436.040000 sec): 3 clusters Score: Raw -30221265.409638 + Penalty 4065.107696 = -30217200.301942 nChanged 6 SP:Iteration 78Q (5437.270000 sec): 3 clusters Score: Raw -30221265.923304 + Penalty 4065.107696 = -30217200.815608 nChanged 4 SP:Iteration 79Q (5438.680000 sec): 3 clusters Score: Raw -30221266.247745 + Penalty 4065.107696 = -30217201.140048 nChanged 2 SP:Iteration 80F (5440.120000 sec): 3 clusters Score: Raw -30221266.407150 + Penalty 4065.107696 = -30217201.299454 nChanged 2 SP:Iteration 81Q (5441.480000 sec): 3 clusters Score: Raw -30221266.567395 + Penalty 4065.107696 = -30217201.459699 nChanged 1 SP:Iteration 82Q (5443.090000 sec): 3 clusters Score: Raw -30221266.695794 + Penalty 4065.107696 = -30217201.588098 nChanged 2 SP:Iteration 83Q (5444.660000 sec): 3 clusters Score: Raw -30221266.918725 + Penalty 4065.107696 = -30217201.811029 nChanged 1 SP:Iteration 84Q (5446.110000 sec): 3 clusters Score: Raw -30221266.985235 + Penalty 4065.107696 = -30217201.877539 nChanged 0 SP:Iteration 85F (5447.580000 sec): 3 clusters Score: Raw -30221266.985235 + Penalty 4065.107696 = -30217201.877539 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 15 (1376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5447.780000 sec): 2 clusters Score: Raw -155714.435947 + Penalty 1174.377103 = -154540.058844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5447.940000 sec): 3 clusters Score: Raw -155219.715097 + Penalty 2348.754206 = -152870.960891 nChanged 447 SP:Iteration 1F (5448.080000 sec): 3 clusters Score: Raw -155549.296706 + Penalty 2348.754206 = -153200.542500 nChanged 82 SP:Iteration 2F (5448.230000 sec): 3 clusters Score: Raw -155618.082670 + Penalty 2348.754206 = -153269.328464 nChanged 51 SP:Iteration 3Q (5448.350000 sec): 3 clusters Score: Raw -155663.645067 + Penalty 2348.754206 = -153314.890861 nChanged 39 SP:Iteration 4Q (5448.430000 sec): 3 clusters Score: Raw -155694.093562 + Penalty 2348.754206 = -153345.339356 nChanged 28 SP:Iteration 5Q (5448.580000 sec): 3 clusters Score: Raw -155713.852960 + Penalty 2348.754206 = -153365.098754 nChanged 18 SP:Iteration 6Q (5448.690000 sec): 3 clusters Score: Raw -155730.371652 + Penalty 2348.754206 = -153381.617446 nChanged 19 SP:Iteration 7Q (5448.830000 sec): 3 clusters Score: Raw -155744.363729 + Penalty 2348.754206 = -153395.609523 nChanged 10 SP:Iteration 8Q (5448.980000 sec): 3 clusters Score: Raw -155750.196429 + Penalty 2348.754206 = -153401.442223 nChanged 6 SP:Iteration 9Q (5449.170000 sec): 3 clusters Score: Raw -155752.861480 + Penalty 2348.754206 = -153404.107274 nChanged 5 SP:Iteration 10Q (5449.350000 sec): 3 clusters Score: Raw -155755.087868 + Penalty 2348.754206 = -153406.333662 nChanged 4 SP:Iteration 11Q (5449.510000 sec): 3 clusters Score: Raw -155757.055086 + Penalty 2348.754206 = -153408.300880 nChanged 3 SP:Iteration 12Q (5449.700000 sec): 3 clusters Score: Raw -155759.469085 + Penalty 2348.754206 = -153410.714879 nChanged 5 SP:Iteration 13Q (5449.880000 sec): 3 clusters Score: Raw -155761.624239 + Penalty 2348.754206 = -153412.870033 nChanged 0 SP:Iteration 14F (5449.980000 sec): 3 clusters Score: Raw -155761.624239 + Penalty 2348.754206 = -153412.870033 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 16 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5450.100000 sec): 2 clusters Score: Raw -388425.235213 + Penalty 1321.993879 = -387103.241334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5450.260000 sec): 3 clusters Score: Raw -386772.999859 + Penalty 2643.987758 = -384129.012100 nChanged 1281 SP:Iteration 1F (5450.430000 sec): 3 clusters Score: Raw -387483.973116 + Penalty 2643.987758 = -384839.985357 nChanged 239 SP:Iteration 2F (5450.530000 sec): 3 clusters Score: Raw -387613.564657 + Penalty 2643.987758 = -384969.576898 nChanged 171 SP:Iteration 3F (5450.680000 sec): 3 clusters Score: Raw -387707.579939 + Penalty 2643.987758 = -385063.592181 nChanged 128 SP:Iteration 4Q (5450.820000 sec): 3 clusters Score: Raw -387781.936790 + Penalty 2643.987758 = -385137.949031 nChanged 127 SP:Iteration 5Q (5451.000000 sec): 3 clusters Score: Raw -387849.950378 + Penalty 2643.987758 = -385205.962620 nChanged 103 SP:Iteration 6Q (5451.150000 sec): 3 clusters Score: Raw -387902.023278 + Penalty 2643.987758 = -385258.035519 nChanged 83 SP:Iteration 7Q (5451.330000 sec): 3 clusters Score: Raw -387948.160957 + Penalty 2643.987758 = -385304.173199 nChanged 82 SP:Iteration 8Q (5451.510000 sec): 3 clusters Score: Raw -387996.612363 + Penalty 2643.987758 = -385352.624604 nChanged 90 SP:Iteration 9Q (5451.700000 sec): 3 clusters Score: Raw -388049.137971 + Penalty 2643.987758 = -385405.150212 nChanged 97 SP:Iteration 10Q (5451.880000 sec): 3 clusters Score: Raw -388108.111681 + Penalty 2643.987758 = -385464.123923 nChanged 86 SP:Iteration 11Q (5452.030000 sec): 3 clusters Score: Raw -388160.010201 + Penalty 2643.987758 = -385516.022443 nChanged 81 SP:Iteration 12Q (5452.150000 sec): 3 clusters Score: Raw -388211.760806 + Penalty 2643.987758 = -385567.773048 nChanged 65 SP:Iteration 13Q (5452.330000 sec): 3 clusters Score: Raw -388253.693979 + Penalty 2643.987758 = -385609.706221 nChanged 52 SP:Iteration 14Q (5452.500000 sec): 3 clusters Score: Raw -388279.265360 + Penalty 2643.987758 = -385635.277602 nChanged 32 SP:Iteration 15Q (5452.640000 sec): 3 clusters Score: Raw -388298.573133 + Penalty 2643.987758 = -385654.585375 nChanged 34 SP:Iteration 16Q (5452.790000 sec): 3 clusters Score: Raw -388320.289541 + Penalty 2643.987758 = -385676.301783 nChanged 35 SP:Iteration 17Q (5452.940000 sec): 3 clusters Score: Raw -388337.607327 + Penalty 2643.987758 = -385693.619568 nChanged 39 SP:Iteration 18Q (5453.110000 sec): 3 clusters Score: Raw -388359.779733 + Penalty 2643.987758 = -385715.791975 nChanged 44 SP:Iteration 19Q (5453.320000 sec): 3 clusters Score: Raw -388389.083631 + Penalty 2643.987758 = -385745.095873 nChanged 45 SP:Iteration 20F (5453.470000 sec): 3 clusters Score: Raw -388414.047390 + Penalty 2643.987758 = -385770.059632 nChanged 36 SP:Iteration 21Q (5453.720000 sec): 3 clusters Score: Raw -388431.743696 + Penalty 2643.987758 = -385787.755938 nChanged 26 SP:Iteration 22Q (5453.890000 sec): 3 clusters Score: Raw -388443.309481 + Penalty 2643.987758 = -385799.321723 nChanged 23 SP:Iteration 23Q (5454.060000 sec): 3 clusters Score: Raw -388454.170043 + Penalty 2643.987758 = -385810.182284 nChanged 14 SP:Iteration 24Q (5454.230000 sec): 3 clusters Score: Raw -388460.370598 + Penalty 2643.987758 = -385816.382840 nChanged 15 SP:Iteration 25Q (5454.400000 sec): 3 clusters Score: Raw -388467.741454 + Penalty 2643.987758 = -385823.753695 nChanged 14 SP:Iteration 26Q (5454.500000 sec): 3 clusters Score: Raw -388474.570115 + Penalty 2643.987758 = -385830.582356 nChanged 11 SP:Iteration 27Q (5454.640000 sec): 3 clusters Score: Raw -388481.430612 + Penalty 2643.987758 = -385837.442854 nChanged 9 SP:Iteration 28Q (5454.820000 sec): 3 clusters Score: Raw -388486.757124 + Penalty 2643.987758 = -385842.769366 nChanged 9 SP:Iteration 29Q (5454.960000 sec): 3 clusters Score: Raw -388493.833095 + Penalty 2643.987758 = -385849.845337 nChanged 7 SP:Iteration 30Q (5455.130000 sec): 3 clusters Score: Raw -388497.233828 + Penalty 2643.987758 = -385853.246069 nChanged 5 SP:Iteration 31Q (5455.270000 sec): 3 clusters Score: Raw -388499.277022 + Penalty 2643.987758 = -385855.289264 nChanged 4 SP:Iteration 32Q (5455.470000 sec): 3 clusters Score: Raw -388503.149601 + Penalty 2643.987758 = -385859.161843 nChanged 6 SP:Iteration 33Q (5455.650000 sec): 3 clusters Score: Raw -388506.755058 + Penalty 2643.987758 = -385862.767299 nChanged 6 SP:Iteration 34Q (5455.810000 sec): 3 clusters Score: Raw -388509.522797 + Penalty 2643.987758 = -385865.535038 nChanged 2 SP:Iteration 35Q (5456.000000 sec): 3 clusters Score: Raw -388510.927545 + Penalty 2643.987758 = -385866.939786 nChanged 3 SP:Iteration 36Q (5456.190000 sec): 3 clusters Score: Raw -388513.827724 + Penalty 2643.987758 = -385869.839966 nChanged 7 SP:Iteration 37Q (5456.350000 sec): 3 clusters Score: Raw -388519.529624 + Penalty 2643.987758 = -385875.541866 nChanged 5 SP:Iteration 38Q (5456.490000 sec): 3 clusters Score: Raw -388521.804166 + Penalty 2643.987758 = -385877.816408 nChanged 5 SP:Iteration 39Q (5456.650000 sec): 3 clusters Score: Raw -388525.782975 + Penalty 2643.987758 = -385881.795217 nChanged 5 SP:Iteration 40F (5456.830000 sec): 3 clusters Score: Raw -388529.371453 + Penalty 2643.987758 = -385885.383695 nChanged 5 SP:Iteration 41Q (5457.000000 sec): 3 clusters Score: Raw -388531.903327 + Penalty 2643.987758 = -385887.915569 nChanged 6 SP:Iteration 42Q (5457.170000 sec): 3 clusters Score: Raw -388534.407320 + Penalty 2643.987758 = -385890.419562 nChanged 3 SP:Iteration 43Q (5457.340000 sec): 3 clusters Score: Raw -388535.911595 + Penalty 2643.987758 = -385891.923837 nChanged 4 SP:Iteration 44Q (5457.500000 sec): 3 clusters Score: Raw -388538.270439 + Penalty 2643.987758 = -385894.282680 nChanged 6 SP:Iteration 45Q (5457.700000 sec): 3 clusters Score: Raw -388543.135970 + Penalty 2643.987758 = -385899.148212 nChanged 6 SP:Iteration 46Q (5457.880000 sec): 3 clusters Score: Raw -388546.230764 + Penalty 2643.987758 = -385902.243006 nChanged 7 SP:Iteration 47Q (5458.030000 sec): 3 clusters Score: Raw -388551.385116 + Penalty 2643.987758 = -385907.397358 nChanged 9 SP:Iteration 48Q (5458.210000 sec): 3 clusters Score: Raw -388556.598105 + Penalty 2643.987758 = -385912.610346 nChanged 5 SP:Iteration 49Q (5458.380000 sec): 3 clusters Score: Raw -388558.606484 + Penalty 2643.987758 = -385914.618726 nChanged 1 SP:Iteration 50Q (5458.510000 sec): 3 clusters Score: Raw -388559.499021 + Penalty 2643.987758 = -385915.511263 nChanged 4 SP:Iteration 51Q (5458.650000 sec): 3 clusters Score: Raw -388561.772900 + Penalty 2643.987758 = -385917.785142 nChanged 2 SP:Iteration 52Q (5458.800000 sec): 3 clusters Score: Raw -388562.881948 + Penalty 2643.987758 = -385918.894189 nChanged 1 SP:Iteration 53Q (5458.930000 sec): 3 clusters Score: Raw -388563.302317 + Penalty 2643.987758 = -385919.314559 nChanged 1 SP:Iteration 54Q (5459.080000 sec): 3 clusters Score: Raw -388564.695230 + Penalty 2643.987758 = -385920.707472 nChanged 2 SP:Iteration 55Q (5459.230000 sec): 3 clusters Score: Raw -388566.300190 + Penalty 2643.987758 = -385922.312431 nChanged 2 SP:Iteration 56Q (5459.400000 sec): 3 clusters Score: Raw -388568.104275 + Penalty 2643.987758 = -385924.116516 nChanged 2 SP:Iteration 57Q (5459.600000 sec): 3 clusters Score: Raw -388570.033831 + Penalty 2643.987758 = -385926.046072 nChanged 0 SP:Iteration 58F (5459.730000 sec): 3 clusters Score: Raw -388570.033831 + Penalty 2643.987758 = -385926.046072 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 17 (3077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5459.820000 sec): 2 clusters Score: Raw -344485.027728 + Penalty 1305.152936 = -343179.874792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5460.050000 sec): 3 clusters Score: Raw -343032.436193 + Penalty 2610.305872 = -340422.130321 nChanged 1154 SP:Iteration 1F (5460.230000 sec): 3 clusters Score: Raw -343676.988212 + Penalty 2610.305872 = -341066.682340 nChanged 223 SP:Iteration 2F (5460.430000 sec): 3 clusters Score: Raw -343807.111086 + Penalty 2610.305872 = -341196.805214 nChanged 149 SP:Iteration 3Q (5460.590000 sec): 3 clusters Score: Raw -343888.087442 + Penalty 2610.305872 = -341277.781570 nChanged 102 SP:Iteration 4Q (5460.760000 sec): 3 clusters Score: Raw -343939.851554 + Penalty 2610.305872 = -341329.545682 nChanged 72 SP:Iteration 5Q (5460.900000 sec): 3 clusters Score: Raw -343968.237761 + Penalty 2610.305872 = -341357.931889 nChanged 56 SP:Iteration 6Q (5461.080000 sec): 3 clusters Score: Raw -343995.093615 + Penalty 2610.305872 = -341384.787744 nChanged 54 SP:Iteration 7Q (5461.210000 sec): 3 clusters Score: Raw -344019.658736 + Penalty 2610.305872 = -341409.352864 nChanged 45 SP:Iteration 8Q (5461.360000 sec): 3 clusters Score: Raw -344037.932714 + Penalty 2610.305872 = -341427.626842 nChanged 38 SP:Iteration 9Q (5461.530000 sec): 3 clusters Score: Raw -344056.378266 + Penalty 2610.305872 = -341446.072394 nChanged 35 SP:Iteration 10Q (5461.700000 sec): 3 clusters Score: Raw -344072.156205 + Penalty 2610.305872 = -341461.850333 nChanged 36 SP:Iteration 11Q (5461.880000 sec): 3 clusters Score: Raw -344086.283280 + Penalty 2610.305872 = -341475.977408 nChanged 30 SP:Iteration 12Q (5462.060000 sec): 3 clusters Score: Raw -344097.842166 + Penalty 2610.305872 = -341487.536294 nChanged 28 SP:Iteration 13Q (5462.280000 sec): 3 clusters Score: Raw -344107.426377 + Penalty 2610.305872 = -341497.120505 nChanged 26 SP:Iteration 14Q (5462.450000 sec): 3 clusters Score: Raw -344118.128716 + Penalty 2610.305872 = -341507.822844 nChanged 32 SP:Iteration 15Q (5462.620000 sec): 3 clusters Score: Raw -344133.189744 + Penalty 2610.305872 = -341522.883872 nChanged 36 SP:Iteration 16Q (5462.800000 sec): 3 clusters Score: Raw -344149.786730 + Penalty 2610.305872 = -341539.480858 nChanged 33 SP:Iteration 17Q (5463.000000 sec): 3 clusters Score: Raw -344163.373409 + Penalty 2610.305872 = -341553.067537 nChanged 32 SP:Iteration 18Q (5463.120000 sec): 3 clusters Score: Raw -344180.175936 + Penalty 2610.305872 = -341569.870064 nChanged 33 SP:Iteration 19Q (5463.280000 sec): 3 clusters Score: Raw -344196.945371 + Penalty 2610.305872 = -341586.639499 nChanged 39 SP:Iteration 20F (5463.420000 sec): 3 clusters Score: Raw -344217.088277 + Penalty 2610.305872 = -341606.782405 nChanged 39 SP:Iteration 21Q (5463.600000 sec): 3 clusters Score: Raw -344239.126284 + Penalty 2610.305872 = -341628.820412 nChanged 43 SP:Iteration 22Q (5463.760000 sec): 3 clusters Score: Raw -344260.313750 + Penalty 2610.305872 = -341650.007878 nChanged 38 SP:Iteration 23Q (5463.960000 sec): 3 clusters Score: Raw -344278.281182 + Penalty 2610.305872 = -341667.975310 nChanged 33 SP:Iteration 24Q (5464.120000 sec): 3 clusters Score: Raw -344294.229249 + Penalty 2610.305872 = -341683.923377 nChanged 26 SP:Iteration 25Q (5464.260000 sec): 3 clusters Score: Raw -344314.543059 + Penalty 2610.305872 = -341704.237187 nChanged 31 SP:Iteration 26Q (5464.440000 sec): 3 clusters Score: Raw -344336.288376 + Penalty 2610.305872 = -341725.982504 nChanged 34 SP:Iteration 27Q (5464.620000 sec): 3 clusters Score: Raw -344359.802082 + Penalty 2610.305872 = -341749.496210 nChanged 43 SP:Iteration 28Q (5464.820000 sec): 3 clusters Score: Raw -344386.444184 + Penalty 2610.305872 = -341776.138312 nChanged 35 SP:Iteration 29Q (5464.990000 sec): 3 clusters Score: Raw -344408.140973 + Penalty 2610.305872 = -341797.835101 nChanged 26 SP:Iteration 30Q (5465.190000 sec): 3 clusters Score: Raw -344432.689070 + Penalty 2610.305872 = -341822.383198 nChanged 35 SP:Iteration 31Q (5465.330000 sec): 3 clusters Score: Raw -344457.443650 + Penalty 2610.305872 = -341847.137778 nChanged 33 SP:Iteration 32Q (5465.480000 sec): 3 clusters Score: Raw -344482.668519 + Penalty 2610.305872 = -341872.362647 nChanged 35 SP:Iteration 33Q (5465.610000 sec): 3 clusters Score: Raw -344508.071595 + Penalty 2610.305872 = -341897.765723 nChanged 26 SP:Iteration 34Q (5465.790000 sec): 3 clusters Score: Raw -344525.882205 + Penalty 2610.305872 = -341915.576333 nChanged 18 SP:Iteration 35Q (5465.950000 sec): 3 clusters Score: Raw -344536.122094 + Penalty 2610.305872 = -341925.816223 nChanged 17 SP:Iteration 36Q (5466.090000 sec): 3 clusters Score: Raw -344546.307629 + Penalty 2610.305872 = -341936.001757 nChanged 13 SP:Iteration 37Q (5466.230000 sec): 3 clusters Score: Raw -344552.320752 + Penalty 2610.305872 = -341942.014880 nChanged 10 SP:Iteration 38Q (5466.360000 sec): 3 clusters Score: Raw -344558.143259 + Penalty 2610.305872 = -341947.837387 nChanged 7 SP:Iteration 39Q (5466.490000 sec): 3 clusters Score: Raw -344562.750307 + Penalty 2610.305872 = -341952.444435 nChanged 7 SP:Iteration 40F (5466.660000 sec): 3 clusters Score: Raw -344568.099910 + Penalty 2610.305872 = -341957.794038 nChanged 8 SP:Iteration 41Q (5466.860000 sec): 3 clusters Score: Raw -344574.520647 + Penalty 2610.305872 = -341964.214775 nChanged 14 SP:Iteration 42Q (5467.050000 sec): 3 clusters Score: Raw -344582.070308 + Penalty 2610.305872 = -341971.764436 nChanged 6 SP:Iteration 43Q (5467.200000 sec): 3 clusters Score: Raw -344586.209247 + Penalty 2610.305872 = -341975.903375 nChanged 4 SP:Iteration 44Q (5467.400000 sec): 3 clusters Score: Raw -344588.583523 + Penalty 2610.305872 = -341978.277651 nChanged 7 SP:Iteration 45Q (5467.600000 sec): 3 clusters Score: Raw -344594.362440 + Penalty 2610.305872 = -341984.056568 nChanged 7 SP:Iteration 46Q (5467.740000 sec): 3 clusters Score: Raw -344598.137809 + Penalty 2610.305872 = -341987.831937 nChanged 6 SP:Iteration 47Q (5467.910000 sec): 3 clusters Score: Raw -344600.484085 + Penalty 2610.305872 = -341990.178213 nChanged 6 SP:Iteration 48Q (5468.090000 sec): 3 clusters Score: Raw -344605.235604 + Penalty 2610.305872 = -341994.929732 nChanged 7 SP:Iteration 49Q (5468.280000 sec): 3 clusters Score: Raw -344608.968717 + Penalty 2610.305872 = -341998.662845 nChanged 3 SP:Iteration 50Q (5468.410000 sec): 3 clusters Score: Raw -344610.397962 + Penalty 2610.305872 = -342000.092090 nChanged 3 SP:Iteration 51Q (5468.550000 sec): 3 clusters Score: Raw -344612.280559 + Penalty 2610.305872 = -342001.974687 nChanged 5 SP:Iteration 52Q (5468.690000 sec): 3 clusters Score: Raw -344614.950295 + Penalty 2610.305872 = -342004.644423 nChanged 8 SP:Iteration 53Q (5468.830000 sec): 3 clusters Score: Raw -344619.086537 + Penalty 2610.305872 = -342008.780665 nChanged 7 SP:Iteration 54Q (5469.000000 sec): 3 clusters Score: Raw -344624.442303 + Penalty 2610.305872 = -342014.136431 nChanged 3 SP:Iteration 55Q (5469.170000 sec): 3 clusters Score: Raw -344626.622806 + Penalty 2610.305872 = -342016.316934 nChanged 0 SP:Iteration 56F (5469.370000 sec): 3 clusters Score: Raw -344626.622806 + Penalty 2610.305872 = -342016.316934 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 18 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5469.460000 sec): 2 clusters Score: Raw -257778.124790 + Penalty 1260.312165 = -256517.812625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5469.640000 sec): 3 clusters Score: Raw -256712.824666 + Penalty 2520.624330 = -254192.200336 nChanged 846 SP:Iteration 1F (5469.830000 sec): 3 clusters Score: Raw -257211.569214 + Penalty 2520.624330 = -254690.944884 nChanged 190 SP:Iteration 2F (5469.960000 sec): 3 clusters Score: Raw -257343.969452 + Penalty 2520.624330 = -254823.345122 nChanged 108 SP:Iteration 3Q (5470.140000 sec): 3 clusters Score: Raw -257412.255546 + Penalty 2520.624330 = -254891.631216 nChanged 71 SP:Iteration 4Q (5470.290000 sec): 3 clusters Score: Raw -257459.197318 + Penalty 2520.624330 = -254938.572988 nChanged 55 SP:Iteration 5Q (5470.470000 sec): 3 clusters Score: Raw -257494.043515 + Penalty 2520.624330 = -254973.419184 nChanged 57 SP:Iteration 6Q (5470.640000 sec): 3 clusters Score: Raw -257526.436005 + Penalty 2520.624330 = -255005.811675 nChanged 43 SP:Iteration 7Q (5470.780000 sec): 3 clusters Score: Raw -257548.842264 + Penalty 2520.624330 = -255028.217933 nChanged 37 SP:Iteration 8Q (5470.950000 sec): 3 clusters Score: Raw -257576.311131 + Penalty 2520.624330 = -255055.686801 nChanged 34 SP:Iteration 9Q (5471.180000 sec): 3 clusters Score: Raw -257596.899892 + Penalty 2520.624330 = -255076.275562 nChanged 33 SP:Iteration 10Q (5471.360000 sec): 3 clusters Score: Raw -257613.981005 + Penalty 2520.624330 = -255093.356674 nChanged 29 SP:Iteration 11Q (5471.500000 sec): 3 clusters Score: Raw -257628.242467 + Penalty 2520.624330 = -255107.618136 nChanged 31 SP:Iteration 12Q (5471.720000 sec): 3 clusters Score: Raw -257646.484434 + Penalty 2520.624330 = -255125.860103 nChanged 34 SP:Iteration 13Q (5471.870000 sec): 3 clusters Score: Raw -257668.683792 + Penalty 2520.624330 = -255148.059461 nChanged 35 SP:Iteration 14Q (5472.040000 sec): 3 clusters Score: Raw -257693.524118 + Penalty 2520.624330 = -255172.899788 nChanged 45 SP:Iteration 15Q (5472.170000 sec): 3 clusters Score: Raw -257732.928846 + Penalty 2520.624330 = -255212.304516 nChanged 48 SP:Iteration 16Q (5472.260000 sec): 3 clusters Score: Raw -257768.502348 + Penalty 2520.624330 = -255247.878018 nChanged 29 SP:Iteration 17Q (5472.360000 sec): 3 clusters Score: Raw -257788.834812 + Penalty 2520.624330 = -255268.210482 nChanged 24 SP:Iteration 18Q (5472.530000 sec): 3 clusters Score: Raw -257804.627366 + Penalty 2520.624330 = -255284.003035 nChanged 20 SP:Iteration 19Q (5472.710000 sec): 3 clusters Score: Raw -257820.681521 + Penalty 2520.624330 = -255300.057191 nChanged 18 SP:Iteration 20F (5472.880000 sec): 3 clusters Score: Raw -257830.119085 + Penalty 2520.624330 = -255309.494754 nChanged 11 SP:Iteration 21Q (5473.040000 sec): 3 clusters Score: Raw -257836.268845 + Penalty 2520.624330 = -255315.644515 nChanged 15 SP:Iteration 22Q (5473.230000 sec): 3 clusters Score: Raw -257848.613686 + Penalty 2520.624330 = -255327.989356 nChanged 14 SP:Iteration 23Q (5473.410000 sec): 3 clusters Score: Raw -257857.784362 + Penalty 2520.624330 = -255337.160032 nChanged 14 SP:Iteration 24Q (5473.590000 sec): 3 clusters Score: Raw -257867.340592 + Penalty 2520.624330 = -255346.716262 nChanged 11 SP:Iteration 25Q (5473.730000 sec): 3 clusters Score: Raw -257873.630323 + Penalty 2520.624330 = -255353.005993 nChanged 9 SP:Iteration 26Q (5473.890000 sec): 3 clusters Score: Raw -257878.985662 + Penalty 2520.624330 = -255358.361332 nChanged 6 SP:Iteration 27Q (5474.060000 sec): 3 clusters Score: Raw -257884.196192 + Penalty 2520.624330 = -255363.571862 nChanged 8 SP:Iteration 28Q (5474.260000 sec): 3 clusters Score: Raw -257888.732896 + Penalty 2520.624330 = -255368.108565 nChanged 4 SP:Iteration 29Q (5474.410000 sec): 3 clusters Score: Raw -257891.621861 + Penalty 2520.624330 = -255370.997530 nChanged 7 SP:Iteration 30Q (5474.520000 sec): 3 clusters Score: Raw -257897.293306 + Penalty 2520.624330 = -255376.668976 nChanged 4 SP:Iteration 31Q (5474.670000 sec): 3 clusters Score: Raw -257899.741421 + Penalty 2520.624330 = -255379.117091 nChanged 2 SP:Iteration 32Q (5474.800000 sec): 3 clusters Score: Raw -257900.768895 + Penalty 2520.624330 = -255380.144565 nChanged 3 SP:Iteration 33Q (5474.940000 sec): 3 clusters Score: Raw -257903.503781 + Penalty 2520.624330 = -255382.879450 nChanged 3 SP:Iteration 34Q (5475.080000 sec): 3 clusters Score: Raw -257906.076229 + Penalty 2520.624330 = -255385.451899 nChanged 1 SP:Iteration 35Q (5475.280000 sec): 3 clusters Score: Raw -257906.422557 + Penalty 2520.624330 = -255385.798227 nChanged 1 SP:Iteration 36Q (5475.440000 sec): 3 clusters Score: Raw -257906.770627 + Penalty 2520.624330 = -255386.146297 nChanged 0 SP:Iteration 37F (5475.570000 sec): 3 clusters Score: Raw -257906.770627 + Penalty 2520.624330 = -255386.146297 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 19 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5475.660000 sec): 2 clusters Score: Raw -66234.292562 + Penalty 1041.117998 = -65193.174564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5475.830000 sec): 3 clusters Score: Raw -66141.835346 + Penalty 2082.235995 = -64059.599350 nChanged 144 SP:Iteration 1F (5476.030000 sec): 3 clusters Score: Raw -66341.981995 + Penalty 2082.235995 = -64259.746000 nChanged 48 SP:Iteration 2F (5476.200000 sec): 3 clusters Score: Raw -66417.196711 + Penalty 2082.235995 = -64334.960715 nChanged 18 SP:Iteration 3Q (5476.370000 sec): 3 clusters Score: Raw -66445.199167 + Penalty 2082.235995 = -64362.963171 nChanged 15 SP:Iteration 4Q (5476.530000 sec): 3 clusters Score: Raw -66480.535877 + Penalty 2082.235995 = -64398.299881 nChanged 13 SP:Iteration 5Q (5476.670000 sec): 3 clusters Score: Raw -66532.335178 + Penalty 2082.235995 = -64450.099182 nChanged 15 SP:Iteration 6Q (5476.850000 sec): 3 clusters Score: Raw -66578.396217 + Penalty 2082.235995 = -64496.160222 nChanged 21 SP:Iteration 7Q (5476.980000 sec): 3 clusters Score: Raw -66637.022015 + Penalty 2082.235995 = -64554.786020 nChanged 14 SP:Iteration 8Q (5477.120000 sec): 3 clusters Score: Raw -66672.726959 + Penalty 2082.235995 = -64590.490963 nChanged 12 SP:Iteration 9Q (5477.250000 sec): 3 clusters Score: Raw -66696.508583 + Penalty 2082.235995 = -64614.272587 nChanged 10 SP:Iteration 10Q (5477.390000 sec): 3 clusters Score: Raw -66708.429447 + Penalty 2082.235995 = -64626.193452 nChanged 4 SP:Iteration 11Q (5477.540000 sec): 3 clusters Score: Raw -66716.877506 + Penalty 2082.235995 = -64634.641511 nChanged 1 SP:Iteration 12Q (5477.680000 sec): 3 clusters Score: Raw -66718.867258 + Penalty 2082.235995 = -64636.631263 nChanged 0 SP:Iteration 13F (5477.850000 sec): 3 clusters Score: Raw -66718.867258 + Penalty 2082.235995 = -64636.631263 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 20 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5477.940000 sec): 2 clusters Score: Raw -144532.123560 + Penalty 1158.771060 = -143373.352500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5478.110000 sec): 3 clusters Score: Raw -144053.184448 + Penalty 2317.542120 = -141735.642329 nChanged 412 SP:Iteration 1F (5478.300000 sec): 3 clusters Score: Raw -144346.326121 + Penalty 2317.542120 = -142028.784001 nChanged 103 SP:Iteration 2F (5478.500000 sec): 3 clusters Score: Raw -144432.659812 + Penalty 2317.542120 = -142115.117692 nChanged 44 SP:Iteration 3Q (5478.640000 sec): 3 clusters Score: Raw -144470.054453 + Penalty 2317.542120 = -142152.512334 nChanged 28 SP:Iteration 4Q (5478.800000 sec): 3 clusters Score: Raw -144488.398649 + Penalty 2317.542120 = -142170.856529 nChanged 22 SP:Iteration 5Q (5478.930000 sec): 3 clusters Score: Raw -144509.529728 + Penalty 2317.542120 = -142191.987608 nChanged 23 SP:Iteration 6Q (5479.080000 sec): 3 clusters Score: Raw -144524.847926 + Penalty 2317.542120 = -142207.305806 nChanged 13 SP:Iteration 7Q (5479.310000 sec): 3 clusters Score: Raw -144533.897694 + Penalty 2317.542120 = -142216.355574 nChanged 8 SP:Iteration 8Q (5479.430000 sec): 3 clusters Score: Raw -144536.497122 + Penalty 2317.542120 = -142218.955002 nChanged 3 SP:Iteration 9Q (5479.610000 sec): 3 clusters Score: Raw -144537.652321 + Penalty 2317.542120 = -142220.110201 nChanged 2 SP:Iteration 10Q (5479.790000 sec): 3 clusters Score: Raw -144538.795636 + Penalty 2317.542120 = -142221.253517 nChanged 1 SP:Iteration 11Q (5479.970000 sec): 3 clusters Score: Raw -144539.097954 + Penalty 2317.542120 = -142221.555834 nChanged 1 SP:Iteration 12Q (5480.180000 sec): 3 clusters Score: Raw -144540.556190 + Penalty 2317.542120 = -142223.014070 nChanged 2 SP:Iteration 13Q (5480.310000 sec): 3 clusters Score: Raw -144541.950094 + Penalty 2317.542120 = -142224.407975 nChanged 0 SP:Iteration 14F (5480.490000 sec): 3 clusters Score: Raw -144541.950094 + Penalty 2317.542120 = -142224.407975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 21 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5480.610000 sec): 2 clusters Score: Raw -73554.812927 + Penalty 1053.504945 = -72501.307982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5480.750000 sec): 3 clusters Score: Raw -73390.362877 + Penalty 2107.009889 = -71283.352988 nChanged 185 SP:Iteration 1F (5480.950000 sec): 3 clusters Score: Raw -73610.601101 + Penalty 2107.009889 = -71503.591212 nChanged 41 SP:Iteration 2F (5481.040000 sec): 3 clusters Score: Raw -73698.374163 + Penalty 2107.009889 = -71591.364274 nChanged 25 SP:Iteration 3Q (5481.160000 sec): 3 clusters Score: Raw -73779.958823 + Penalty 2107.009889 = -71672.948933 nChanged 26 SP:Iteration 4Q (5481.330000 sec): 3 clusters Score: Raw -73837.873297 + Penalty 2107.009889 = -71730.863408 nChanged 14 SP:Iteration 5Q (5481.460000 sec): 3 clusters Score: Raw -73854.117933 + Penalty 2107.009889 = -71747.108043 nChanged 11 SP:Iteration 6Q (5481.600000 sec): 3 clusters Score: Raw -73863.153291 + Penalty 2107.009889 = -71756.143402 nChanged 6 SP:Iteration 7Q (5481.750000 sec): 3 clusters Score: Raw -73869.387858 + Penalty 2107.009889 = -71762.377969 nChanged 2 SP:Iteration 8Q (5481.920000 sec): 3 clusters Score: Raw -73870.444231 + Penalty 2107.009889 = -71763.434342 nChanged 1 SP:Iteration 9Q (5482.040000 sec): 3 clusters Score: Raw -73870.779355 + Penalty 2107.009889 = -71763.769466 nChanged 1 SP:Iteration 10Q (5482.190000 sec): 3 clusters Score: Raw -73871.728344 + Penalty 2107.009889 = -71764.718455 nChanged 1 SP:Iteration 11Q (5482.380000 sec): 3 clusters Score: Raw -73872.286038 + Penalty 2107.009889 = -71765.276148 nChanged 0 SP:Iteration 12F (5482.540000 sec): 3 clusters Score: Raw -73872.286038 + Penalty 2107.009889 = -71765.276148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 22 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5482.630000 sec): 2 clusters Score: Raw -128303.713276 + Penalty 1166.513641 = -127137.199635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5482.820000 sec): 3 clusters Score: Raw -127824.981571 + Penalty 2333.027282 = -125491.954289 nChanged 446 SP:Iteration 1F (5483.040000 sec): 3 clusters Score: Raw -128385.229812 + Penalty 2333.027282 = -126052.202530 nChanged 160 SP:Iteration 2F (5483.170000 sec): 3 clusters Score: Raw -128664.065353 + Penalty 2333.027282 = -126331.038071 nChanged 113 SP:Iteration 3F (5483.310000 sec): 3 clusters Score: Raw -128903.513468 + Penalty 2333.027282 = -126570.486186 nChanged 94 SP:Iteration 4F (5483.500000 sec): 3 clusters Score: Raw -129077.172133 + Penalty 2333.027282 = -126744.144851 nChanged 63 SP:Iteration 5Q (5483.700000 sec): 3 clusters Score: Raw -129182.075154 + Penalty 2333.027282 = -126849.047871 nChanged 51 SP:Iteration 6Q (5483.820000 sec): 3 clusters Score: Raw -129247.331262 + Penalty 2333.027282 = -126914.303979 nChanged 34 SP:Iteration 7Q (5484.030000 sec): 3 clusters Score: Raw -129284.166555 + Penalty 2333.027282 = -126951.139273 nChanged 15 SP:Iteration 8Q (5484.200000 sec): 3 clusters Score: Raw -129300.416488 + Penalty 2333.027282 = -126967.389206 nChanged 12 SP:Iteration 9Q (5484.350000 sec): 3 clusters Score: Raw -129308.835269 + Penalty 2333.027282 = -126975.807987 nChanged 5 SP:Iteration 10Q (5484.520000 sec): 3 clusters Score: Raw -129310.817716 + Penalty 2333.027282 = -126977.790434 nChanged 1 SP:Iteration 11Q (5484.690000 sec): 3 clusters Score: Raw -129311.211658 + Penalty 2333.027282 = -126978.184375 nChanged 2 SP:Iteration 12Q (5484.870000 sec): 3 clusters Score: Raw -129312.259291 + Penalty 2333.027282 = -126979.232009 nChanged 0 SP:Iteration 13F (5485.020000 sec): 3 clusters Score: Raw -129312.259291 + Penalty 2333.027282 = -126979.232009 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 23 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5485.120000 sec): 2 clusters Score: Raw -44489.012406 + Penalty 978.810234 = -43510.202172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5485.340000 sec): 3 clusters Score: Raw -44484.499155 + Penalty 1957.620468 = -42526.878687 nChanged 86 SP:Iteration 1F (5485.480000 sec): 3 clusters Score: Raw -44619.686608 + Penalty 1957.620468 = -42662.066141 nChanged 14 SP:Iteration 2Q (5485.640000 sec): 3 clusters Score: Raw -44642.629918 + Penalty 1957.620468 = -42685.009450 nChanged 5 SP:Iteration 3Q (5485.820000 sec): 3 clusters Score: Raw -44650.306525 + Penalty 1957.620468 = -42692.686058 nChanged 2 SP:Iteration 4Q (5486.010000 sec): 3 clusters Score: Raw -44656.733924 + Penalty 1957.620468 = -42699.113456 nChanged 3 SP:Iteration 5Q (5486.210000 sec): 3 clusters Score: Raw -44664.172093 + Penalty 1957.620468 = -42706.551625 nChanged 2 SP:Iteration 6Q (5486.340000 sec): 3 clusters Score: Raw -44666.449905 + Penalty 1957.620468 = -42708.829437 nChanged 1 SP:Iteration 7Q (5486.530000 sec): 3 clusters Score: Raw -44668.759375 + Penalty 1957.620468 = -42711.138907 nChanged 1 SP:Iteration 8Q (5486.720000 sec): 3 clusters Score: Raw -44669.544114 + Penalty 1957.620468 = -42711.923646 nChanged 0 SP:Iteration 9F (5486.850000 sec): 3 clusters Score: Raw -44669.544114 + Penalty 1957.620468 = -42711.923646 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 24 (7023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5486.970000 sec): 2 clusters Score: Raw -794392.667912 + Penalty 1439.253685 = -792953.414227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5487.170000 sec): 3 clusters Score: Raw -790535.296033 + Penalty 2878.507371 = -787656.788663 nChanged 2954 SP:Iteration 1F (5487.420000 sec): 3 clusters Score: Raw -792069.564131 + Penalty 2878.507371 = -789191.056760 nChanged 453 SP:Iteration 2F (5487.590000 sec): 3 clusters Score: Raw -792273.140729 + Penalty 2878.507371 = -789394.633358 nChanged 360 SP:Iteration 3F (5487.800000 sec): 3 clusters Score: Raw -792417.740257 + Penalty 2878.507371 = -789539.232886 nChanged 287 SP:Iteration 4Q (5488.000000 sec): 3 clusters Score: Raw -792535.065385 + Penalty 2878.507371 = -789656.558015 nChanged 244 SP:Iteration 5Q (5488.240000 sec): 3 clusters Score: Raw -792630.227951 + Penalty 2878.507371 = -789751.720580 nChanged 242 SP:Iteration 6Q (5488.430000 sec): 3 clusters Score: Raw -792719.271950 + Penalty 2878.507371 = -789840.764579 nChanged 220 SP:Iteration 7Q (5488.650000 sec): 3 clusters Score: Raw -792807.492840 + Penalty 2878.507371 = -789928.985469 nChanged 225 SP:Iteration 8Q (5488.770000 sec): 3 clusters Score: Raw -792899.755139 + Penalty 2878.507371 = -790021.247769 nChanged 222 SP:Iteration 9Q (5488.990000 sec): 3 clusters Score: Raw -792999.610816 + Penalty 2878.507371 = -790121.103446 nChanged 232 SP:Iteration 10Q (5489.190000 sec): 3 clusters Score: Raw -793103.239240 + Penalty 2878.507371 = -790224.731869 nChanged 238 SP:Iteration 11Q (5489.400000 sec): 3 clusters Score: Raw -793207.636994 + Penalty 2878.507371 = -790329.129624 nChanged 223 SP:Iteration 12Q (5489.610000 sec): 3 clusters Score: Raw -793310.508196 + Penalty 2878.507371 = -790432.000825 nChanged 230 SP:Iteration 13Q (5489.830000 sec): 3 clusters Score: Raw -793422.021176 + Penalty 2878.507371 = -790543.513805 nChanged 221 SP:Iteration 14Q (5490.000000 sec): 3 clusters Score: Raw -793545.680471 + Penalty 2878.507371 = -790667.173100 nChanged 252 SP:Iteration 15Q (5490.190000 sec): 3 clusters Score: Raw -793699.148171 + Penalty 2878.507371 = -790820.640800 nChanged 237 SP:Iteration 16Q (5490.400000 sec): 3 clusters Score: Raw -793852.096945 + Penalty 2878.507371 = -790973.589575 nChanged 210 SP:Iteration 17Q (5490.600000 sec): 3 clusters Score: Raw -793997.433909 + Penalty 2878.507371 = -791118.926538 nChanged 174 SP:Iteration 18Q (5490.750000 sec): 3 clusters Score: Raw -794121.680711 + Penalty 2878.507371 = -791243.173340 nChanged 146 SP:Iteration 19Q (5491.000000 sec): 3 clusters Score: Raw -794225.603071 + Penalty 2878.507371 = -791347.095700 nChanged 110 SP:Iteration 20F (5491.160000 sec): 3 clusters Score: Raw -794308.208395 + Penalty 2878.507371 = -791429.701024 nChanged 96 SP:Iteration 21Q (5491.350000 sec): 3 clusters Score: Raw -794381.947897 + Penalty 2878.507371 = -791503.440527 nChanged 56 SP:Iteration 22Q (5491.530000 sec): 3 clusters Score: Raw -794424.180501 + Penalty 2878.507371 = -791545.673130 nChanged 41 SP:Iteration 23Q (5491.740000 sec): 3 clusters Score: Raw -794452.209967 + Penalty 2878.507371 = -791573.702596 nChanged 29 SP:Iteration 24Q (5491.940000 sec): 3 clusters Score: Raw -794470.438064 + Penalty 2878.507371 = -791591.930693 nChanged 13 SP:Iteration 25Q (5492.120000 sec): 3 clusters Score: Raw -794480.704059 + Penalty 2878.507371 = -791602.196688 nChanged 7 SP:Iteration 26Q (5492.320000 sec): 3 clusters Score: Raw -794484.556647 + Penalty 2878.507371 = -791606.049276 nChanged 7 SP:Iteration 27Q (5492.520000 sec): 3 clusters Score: Raw -794491.445168 + Penalty 2878.507371 = -791612.937798 nChanged 10 SP:Iteration 28Q (5492.710000 sec): 3 clusters Score: Raw -794499.235046 + Penalty 2878.507371 = -791620.727675 nChanged 12 SP:Iteration 29Q (5492.900000 sec): 3 clusters Score: Raw -794509.178314 + Penalty 2878.507371 = -791630.670943 nChanged 10 SP:Iteration 30Q (5493.080000 sec): 3 clusters Score: Raw -794516.604224 + Penalty 2878.507371 = -791638.096853 nChanged 7 SP:Iteration 31Q (5493.260000 sec): 3 clusters Score: Raw -794524.186524 + Penalty 2878.507371 = -791645.679153 nChanged 6 SP:Iteration 32Q (5493.450000 sec): 3 clusters Score: Raw -794528.020890 + Penalty 2878.507371 = -791649.513519 nChanged 2 SP:Iteration 33Q (5493.650000 sec): 3 clusters Score: Raw -794529.686392 + Penalty 2878.507371 = -791651.179021 nChanged 2 SP:Iteration 34Q (5493.860000 sec): 3 clusters Score: Raw -794533.923298 + Penalty 2878.507371 = -791655.415927 nChanged 7 SP:Iteration 35Q (5494.080000 sec): 3 clusters Score: Raw -794541.549404 + Penalty 2878.507371 = -791663.042033 nChanged 6 SP:Iteration 36Q (5494.240000 sec): 3 clusters Score: Raw -794545.226816 + Penalty 2878.507371 = -791666.719445 nChanged 6 SP:Iteration 37Q (5494.420000 sec): 3 clusters Score: Raw -794551.101488 + Penalty 2878.507371 = -791672.594117 nChanged 3 SP:Iteration 38Q (5494.610000 sec): 3 clusters Score: Raw -794553.029852 + Penalty 2878.507371 = -791674.522482 nChanged 3 SP:Iteration 39Q (5494.790000 sec): 3 clusters Score: Raw -794555.152676 + Penalty 2878.507371 = -791676.645305 nChanged 2 SP:Iteration 40F (5494.970000 sec): 3 clusters Score: Raw -794556.781464 + Penalty 2878.507371 = -791678.274093 nChanged 3 SP:Iteration 41Q (5495.110000 sec): 3 clusters Score: Raw -794559.996892 + Penalty 2878.507371 = -791681.489521 nChanged 1 SP:Iteration 42Q (5495.290000 sec): 3 clusters Score: Raw -794560.643856 + Penalty 2878.507371 = -791682.136485 nChanged 2 SP:Iteration 43Q (5495.480000 sec): 3 clusters Score: Raw -794561.677101 + Penalty 2878.507371 = -791683.169730 nChanged 1 SP:Iteration 44Q (5495.710000 sec): 3 clusters Score: Raw -794562.801198 + Penalty 2878.507371 = -791684.293827 nChanged 1 SP:Iteration 45Q (5495.900000 sec): 3 clusters Score: Raw -794563.190680 + Penalty 2878.507371 = -791684.683309 nChanged 0 SP:Iteration 46F (5496.080000 sec): 3 clusters Score: Raw -794563.190680 + Penalty 2878.507371 = -791684.683309 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 25 (3926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5496.190000 sec): 2 clusters Score: Raw -415739.761081 + Penalty 1344.748661 = -414395.012420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5496.420000 sec): 3 clusters Score: Raw -413723.158118 + Penalty 2689.497322 = -411033.660796 nChanged 1554 SP:Iteration 1F (5496.550000 sec): 3 clusters Score: Raw -414566.575904 + Penalty 2689.497322 = -411877.078582 nChanged 316 SP:Iteration 2F (5496.710000 sec): 3 clusters Score: Raw -414814.126626 + Penalty 2689.497322 = -412124.629304 nChanged 256 SP:Iteration 3F (5496.850000 sec): 3 clusters Score: Raw -415002.447086 + Penalty 2689.497322 = -412312.949765 nChanged 220 SP:Iteration 4F (5497.020000 sec): 3 clusters Score: Raw -415164.432022 + Penalty 2689.497322 = -412474.934700 nChanged 200 SP:Iteration 5F (5497.160000 sec): 3 clusters Score: Raw -415312.021057 + Penalty 2689.497322 = -412622.523735 nChanged 178 SP:Iteration 6Q (5497.330000 sec): 3 clusters Score: Raw -415438.171316 + Penalty 2689.497322 = -412748.673994 nChanged 171 SP:Iteration 7Q (5497.480000 sec): 3 clusters Score: Raw -415556.108196 + Penalty 2689.497322 = -412866.610875 nChanged 147 SP:Iteration 8Q (5497.610000 sec): 3 clusters Score: Raw -415650.926876 + Penalty 2689.497322 = -412961.429554 nChanged 137 SP:Iteration 9Q (5497.740000 sec): 3 clusters Score: Raw -415745.906925 + Penalty 2689.497322 = -413056.409604 nChanged 118 SP:Iteration 10Q (5497.950000 sec): 3 clusters Score: Raw -415836.262759 + Penalty 2689.497322 = -413146.765437 nChanged 115 SP:Iteration 11Q (5498.120000 sec): 3 clusters Score: Raw -415911.232702 + Penalty 2689.497322 = -413221.735380 nChanged 64 SP:Iteration 12Q (5498.340000 sec): 3 clusters Score: Raw -415963.226975 + Penalty 2689.497322 = -413273.729654 nChanged 59 SP:Iteration 13Q (5498.530000 sec): 3 clusters Score: Raw -416014.860282 + Penalty 2689.497322 = -413325.362960 nChanged 42 SP:Iteration 14Q (5498.710000 sec): 3 clusters Score: Raw -416044.134941 + Penalty 2689.497322 = -413354.637619 nChanged 26 SP:Iteration 15Q (5498.860000 sec): 3 clusters Score: Raw -416059.681839 + Penalty 2689.497322 = -413370.184517 nChanged 22 SP:Iteration 16Q (5499.080000 sec): 3 clusters Score: Raw -416073.871861 + Penalty 2689.497322 = -413384.374539 nChanged 12 SP:Iteration 17Q (5499.250000 sec): 3 clusters Score: Raw -416079.831821 + Penalty 2689.497322 = -413390.334499 nChanged 5 SP:Iteration 18Q (5499.400000 sec): 3 clusters Score: Raw -416081.536145 + Penalty 2689.497322 = -413392.038823 nChanged 5 SP:Iteration 19Q (5499.600000 sec): 3 clusters Score: Raw -416084.197334 + Penalty 2689.497322 = -413394.700012 nChanged 6 SP:Iteration 20F (5499.760000 sec): 3 clusters Score: Raw -416088.978102 + Penalty 2689.497322 = -413399.480780 nChanged 15 SP:Iteration 21Q (5499.940000 sec): 3 clusters Score: Raw -416112.040064 + Penalty 2689.497322 = -413422.542742 nChanged 15 SP:Iteration 22Q (5500.090000 sec): 3 clusters Score: Raw -416134.979468 + Penalty 2689.497322 = -413445.482146 nChanged 26 SP:Iteration 23Q (5500.340000 sec): 3 clusters Score: Raw -416180.136600 + Penalty 2689.497322 = -413490.639278 nChanged 25 SP:Iteration 24Q (5500.520000 sec): 3 clusters Score: Raw -416217.370665 + Penalty 2689.497322 = -413527.873344 nChanged 15 SP:Iteration 25Q (5500.700000 sec): 3 clusters Score: Raw -416228.472016 + Penalty 2689.497322 = -413538.974694 nChanged 15 SP:Iteration 26Q (5500.850000 sec): 3 clusters Score: Raw -416235.894486 + Penalty 2689.497322 = -413546.397165 nChanged 10 SP:Iteration 27Q (5501.060000 sec): 3 clusters Score: Raw -416241.885631 + Penalty 2689.497322 = -413552.388309 nChanged 7 SP:Iteration 28Q (5501.210000 sec): 3 clusters Score: Raw -416244.633117 + Penalty 2689.497322 = -413555.135795 nChanged 0 SP:Iteration 29F (5501.370000 sec): 3 clusters Score: Raw -416244.633117 + Penalty 2689.497322 = -413555.135795 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 26 (2363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5501.470000 sec): 2 clusters Score: Raw -274382.527183 + Penalty 1262.249183 = -273120.278001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5501.640000 sec): 3 clusters Score: Raw -273340.542382 + Penalty 2524.498365 = -270816.044017 nChanged 881 SP:Iteration 1F (5501.830000 sec): 3 clusters Score: Raw -273857.325061 + Penalty 2524.498365 = -271332.826696 nChanged 168 SP:Iteration 2F (5501.980000 sec): 3 clusters Score: Raw -273971.508250 + Penalty 2524.498365 = -271447.009885 nChanged 111 SP:Iteration 3Q (5502.180000 sec): 3 clusters Score: Raw -274044.062353 + Penalty 2524.498365 = -271519.563988 nChanged 87 SP:Iteration 4Q (5502.370000 sec): 3 clusters Score: Raw -274093.728649 + Penalty 2524.498365 = -271569.230284 nChanged 77 SP:Iteration 5Q (5502.550000 sec): 3 clusters Score: Raw -274133.586607 + Penalty 2524.498365 = -271609.088242 nChanged 50 SP:Iteration 6Q (5502.750000 sec): 3 clusters Score: Raw -274150.878693 + Penalty 2524.498365 = -271626.380328 nChanged 24 SP:Iteration 7Q (5502.910000 sec): 3 clusters Score: Raw -274160.705675 + Penalty 2524.498365 = -271636.207310 nChanged 24 SP:Iteration 8Q (5503.100000 sec): 3 clusters Score: Raw -274169.871459 + Penalty 2524.498365 = -271645.373094 nChanged 13 SP:Iteration 9Q (5503.310000 sec): 3 clusters Score: Raw -274174.473785 + Penalty 2524.498365 = -271649.975420 nChanged 12 SP:Iteration 10Q (5503.480000 sec): 3 clusters Score: Raw -274177.623517 + Penalty 2524.498365 = -271653.125152 nChanged 15 SP:Iteration 11Q (5503.650000 sec): 3 clusters Score: Raw -274181.438966 + Penalty 2524.498365 = -271656.940601 nChanged 7 SP:Iteration 12Q (5503.770000 sec): 3 clusters Score: Raw -274184.262499 + Penalty 2524.498365 = -271659.764134 nChanged 5 SP:Iteration 13Q (5503.900000 sec): 3 clusters Score: Raw -274186.974491 + Penalty 2524.498365 = -271662.476125 nChanged 7 SP:Iteration 14Q (5504.070000 sec): 3 clusters Score: Raw -274188.257229 + Penalty 2524.498365 = -271663.758864 nChanged 5 SP:Iteration 15Q (5504.240000 sec): 3 clusters Score: Raw -274189.306350 + Penalty 2524.498365 = -271664.807985 nChanged 4 SP:Iteration 16Q (5504.440000 sec): 3 clusters Score: Raw -274190.354201 + Penalty 2524.498365 = -271665.855836 nChanged 4 SP:Iteration 17Q (5504.590000 sec): 3 clusters Score: Raw -274191.518704 + Penalty 2524.498365 = -271667.020339 nChanged 7 SP:Iteration 18Q (5504.800000 sec): 3 clusters Score: Raw -274193.383033 + Penalty 2524.498365 = -271668.884668 nChanged 8 SP:Iteration 19Q (5504.970000 sec): 3 clusters Score: Raw -274197.967883 + Penalty 2524.498365 = -271673.469518 nChanged 12 SP:Iteration 20F (5505.140000 sec): 3 clusters Score: Raw -274203.162980 + Penalty 2524.498365 = -271678.664615 nChanged 13 SP:Iteration 21Q (5505.290000 sec): 3 clusters Score: Raw -274207.386213 + Penalty 2524.498365 = -271682.887848 nChanged 8 SP:Iteration 22Q (5505.480000 sec): 3 clusters Score: Raw -274209.210241 + Penalty 2524.498365 = -271684.711876 nChanged 4 SP:Iteration 23Q (5505.650000 sec): 3 clusters Score: Raw -274211.124519 + Penalty 2524.498365 = -271686.626154 nChanged 4 SP:Iteration 24Q (5505.820000 sec): 3 clusters Score: Raw -274212.600381 + Penalty 2524.498365 = -271688.102016 nChanged 4 SP:Iteration 25Q (5505.980000 sec): 3 clusters Score: Raw -274214.475419 + Penalty 2524.498365 = -271689.977054 nChanged 3 SP:Iteration 26Q (5506.150000 sec): 3 clusters Score: Raw -274216.166323 + Penalty 2524.498365 = -271691.667958 nChanged 5 SP:Iteration 27Q (5506.340000 sec): 3 clusters Score: Raw -274217.677838 + Penalty 2524.498365 = -271693.179473 nChanged 3 SP:Iteration 28Q (5506.540000 sec): 3 clusters Score: Raw -274218.927900 + Penalty 2524.498365 = -271694.429535 nChanged 6 SP:Iteration 29Q (5506.730000 sec): 3 clusters Score: Raw -274221.276625 + Penalty 2524.498365 = -271696.778260 nChanged 5 SP:Iteration 30Q (5506.900000 sec): 3 clusters Score: Raw -274223.075847 + Penalty 2524.498365 = -271698.577482 nChanged 5 SP:Iteration 31Q (5507.110000 sec): 3 clusters Score: Raw -274224.920848 + Penalty 2524.498365 = -271700.422483 nChanged 5 SP:Iteration 32Q (5507.250000 sec): 3 clusters Score: Raw -274226.953003 + Penalty 2524.498365 = -271702.454638 nChanged 3 SP:Iteration 33Q (5507.370000 sec): 3 clusters Score: Raw -274227.867483 + Penalty 2524.498365 = -271703.369118 nChanged 2 SP:Iteration 34Q (5507.510000 sec): 3 clusters Score: Raw -274228.938130 + Penalty 2524.498365 = -271704.439765 nChanged 3 SP:Iteration 35Q (5507.640000 sec): 3 clusters Score: Raw -274229.665040 + Penalty 2524.498365 = -271705.166675 nChanged 2 SP:Iteration 36Q (5507.790000 sec): 3 clusters Score: Raw -274230.598582 + Penalty 2524.498365 = -271706.100217 nChanged 2 SP:Iteration 37Q (5507.960000 sec): 3 clusters Score: Raw -274231.525800 + Penalty 2524.498365 = -271707.027435 nChanged 2 SP:Iteration 38Q (5508.150000 sec): 3 clusters Score: Raw -274232.262166 + Penalty 2524.498365 = -271707.763801 nChanged 1 SP:Iteration 39Q (5508.270000 sec): 3 clusters Score: Raw -274232.424269 + Penalty 2524.498365 = -271707.925904 nChanged 1 SP:Iteration 40F (5508.460000 sec): 3 clusters Score: Raw -274232.785691 + Penalty 2524.498365 = -271708.287326 nChanged 1 SP:Iteration 41Q (5508.650000 sec): 3 clusters Score: Raw -274233.105725 + Penalty 2524.498365 = -271708.607360 nChanged 1 SP:Iteration 42Q (5508.840000 sec): 3 clusters Score: Raw -274233.280096 + Penalty 2524.498365 = -271708.781731 nChanged 0 SP:Iteration 43F (5509.000000 sec): 3 clusters Score: Raw -274233.280096 + Penalty 2524.498365 = -271708.781731 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 27 (18440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5509.160000 sec): 2 clusters Score: Raw -2123786.680445 + Penalty 1596.120093 = -2122190.560352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5509.450000 sec): 3 clusters Score: Raw -2112764.848062 + Penalty 3192.240187 = -2109572.607875 nChanged 8243 SP:Iteration 1F (5509.720000 sec): 3 clusters Score: Raw -2117284.693682 + Penalty 3192.240187 = -2114092.453496 nChanged 831 SP:Iteration 2Q (5509.970000 sec): 3 clusters Score: Raw -2117576.673439 + Penalty 3192.240187 = -2114384.433252 nChanged 760 SP:Iteration 3Q (5510.210000 sec): 3 clusters Score: Raw -2117862.021327 + Penalty 3192.240187 = -2114669.781140 nChanged 830 SP:Iteration 4Q (5510.460000 sec): 3 clusters Score: Raw -2118191.383612 + Penalty 3192.240187 = -2114999.143425 nChanged 892 SP:Iteration 5Q (5510.740000 sec): 3 clusters Score: Raw -2118619.570383 + Penalty 3192.240187 = -2115427.330196 nChanged 1074 SP:Iteration 6F (5511.000000 sec): 3 clusters Score: Raw -2119232.268281 + Penalty 3192.240187 = -2116040.028094 nChanged 1251 SP:Iteration 7F (5511.290000 sec): 3 clusters Score: Raw -2120097.613274 + Penalty 3192.240187 = -2116905.373088 nChanged 1244 SP:Iteration 8F (5511.600000 sec): 3 clusters Score: Raw -2121078.492854 + Penalty 3192.240187 = -2117886.252668 nChanged 1172 SP:Iteration 9F (5511.840000 sec): 3 clusters Score: Raw -2122008.701146 + Penalty 3192.240187 = -2118816.460959 nChanged 883 SP:Iteration 10Q (5512.130000 sec): 3 clusters Score: Raw -2122703.305442 + Penalty 3192.240187 = -2119511.065255 nChanged 658 SP:Iteration 11Q (5512.360000 sec): 3 clusters Score: Raw -2123197.336280 + Penalty 3192.240187 = -2120005.096094 nChanged 426 SP:Iteration 12Q (5512.610000 sec): 3 clusters Score: Raw -2123500.868276 + Penalty 3192.240187 = -2120308.628089 nChanged 257 SP:Iteration 13Q (5512.870000 sec): 3 clusters Score: Raw -2123664.516640 + Penalty 3192.240187 = -2120472.276453 nChanged 166 SP:Iteration 14Q (5513.120000 sec): 3 clusters Score: Raw -2123772.806551 + Penalty 3192.240187 = -2120580.566364 nChanged 133 SP:Iteration 15Q (5513.330000 sec): 3 clusters Score: Raw -2123857.091192 + Penalty 3192.240187 = -2120664.851005 nChanged 89 SP:Iteration 16Q (5513.570000 sec): 3 clusters Score: Raw -2123912.945623 + Penalty 3192.240187 = -2120720.705436 nChanged 55 SP:Iteration 17Q (5513.840000 sec): 3 clusters Score: Raw -2123943.378986 + Penalty 3192.240187 = -2120751.138799 nChanged 40 SP:Iteration 18Q (5514.090000 sec): 3 clusters Score: Raw -2123966.421520 + Penalty 3192.240187 = -2120774.181333 nChanged 24 SP:Iteration 19Q (5514.380000 sec): 3 clusters Score: Raw -2123982.941705 + Penalty 3192.240187 = -2120790.701519 nChanged 27 SP:Iteration 20F (5514.620000 sec): 3 clusters Score: Raw -2124000.086837 + Penalty 3192.240187 = -2120807.846651 nChanged 14 SP:Iteration 21Q (5514.870000 sec): 3 clusters Score: Raw -2124011.007676 + Penalty 3192.240187 = -2120818.767490 nChanged 12 SP:Iteration 22Q (5515.180000 sec): 3 clusters Score: Raw -2124017.905194 + Penalty 3192.240187 = -2120825.665008 nChanged 12 SP:Iteration 23Q (5515.450000 sec): 3 clusters Score: Raw -2124024.231104 + Penalty 3192.240187 = -2120831.990917 nChanged 8 SP:Iteration 24Q (5515.660000 sec): 3 clusters Score: Raw -2124027.357736 + Penalty 3192.240187 = -2120835.117549 nChanged 4 SP:Iteration 25Q (5515.900000 sec): 3 clusters Score: Raw -2124029.645115 + Penalty 3192.240187 = -2120837.404928 nChanged 5 SP:Iteration 26Q (5516.190000 sec): 3 clusters Score: Raw -2124033.089926 + Penalty 3192.240187 = -2120840.849740 nChanged 5 SP:Iteration 27Q (5516.460000 sec): 3 clusters Score: Raw -2124035.284948 + Penalty 3192.240187 = -2120843.044761 nChanged 3 SP:Iteration 28Q (5516.710000 sec): 3 clusters Score: Raw -2124037.494112 + Penalty 3192.240187 = -2120845.253925 nChanged 2 SP:Iteration 29Q (5516.970000 sec): 3 clusters Score: Raw -2124038.789155 + Penalty 3192.240187 = -2120846.548968 nChanged 2 SP:Iteration 30Q (5517.190000 sec): 3 clusters Score: Raw -2124039.760521 + Penalty 3192.240187 = -2120847.520334 nChanged 1 SP:Iteration 31Q (5517.420000 sec): 3 clusters Score: Raw -2124040.481140 + Penalty 3192.240187 = -2120848.240953 nChanged 3 SP:Iteration 32Q (5517.690000 sec): 3 clusters Score: Raw -2124042.152323 + Penalty 3192.240187 = -2120849.912136 nChanged 2 SP:Iteration 33Q (5517.920000 sec): 3 clusters Score: Raw -2124043.076129 + Penalty 3192.240187 = -2120850.835943 nChanged 3 SP:Iteration 34Q (5518.150000 sec): 3 clusters Score: Raw -2124044.760618 + Penalty 3192.240187 = -2120852.520431 nChanged 2 SP:Iteration 35Q (5518.450000 sec): 3 clusters Score: Raw -2124045.655186 + Penalty 3192.240187 = -2120853.414999 nChanged 1 SP:Iteration 36Q (5518.690000 sec): 3 clusters Score: Raw -2124046.107098 + Penalty 3192.240187 = -2120853.866911 nChanged 0 SP:Iteration 37F (5518.960000 sec): 3 clusters Score: Raw -2124046.107098 + Penalty 3192.240187 = -2120853.866911 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 28 (1349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5519.050000 sec): 2 clusters Score: Raw -158205.588357 + Penalty 1171.156814 = -157034.431543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5519.210000 sec): 3 clusters Score: Raw -157710.574512 + Penalty 2342.313628 = -155368.260884 nChanged 408 SP:Iteration 1F (5519.360000 sec): 3 clusters Score: Raw -157989.761400 + Penalty 2342.313628 = -155647.447772 nChanged 89 SP:Iteration 2F (5519.540000 sec): 3 clusters Score: Raw -158044.907636 + Penalty 2342.313628 = -155702.594007 nChanged 43 SP:Iteration 3Q (5519.720000 sec): 3 clusters Score: Raw -158091.495305 + Penalty 2342.313628 = -155749.181677 nChanged 35 SP:Iteration 4Q (5519.930000 sec): 3 clusters Score: Raw -158124.413055 + Penalty 2342.313628 = -155782.099427 nChanged 41 SP:Iteration 5Q (5520.080000 sec): 3 clusters Score: Raw -158152.990338 + Penalty 2342.313628 = -155810.676710 nChanged 21 SP:Iteration 6Q (5520.290000 sec): 3 clusters Score: Raw -158168.046907 + Penalty 2342.313628 = -155825.733279 nChanged 17 SP:Iteration 7Q (5520.430000 sec): 3 clusters Score: Raw -158177.407361 + Penalty 2342.313628 = -155835.093733 nChanged 13 SP:Iteration 8Q (5520.590000 sec): 3 clusters Score: Raw -158186.532047 + Penalty 2342.313628 = -155844.218419 nChanged 8 SP:Iteration 9Q (5520.760000 sec): 3 clusters Score: Raw -158192.512784 + Penalty 2342.313628 = -155850.199156 nChanged 9 SP:Iteration 10Q (5520.930000 sec): 3 clusters Score: Raw -158199.283340 + Penalty 2342.313628 = -155856.969712 nChanged 7 SP:Iteration 11Q (5521.100000 sec): 3 clusters Score: Raw -158204.933284 + Penalty 2342.313628 = -155862.619656 nChanged 3 SP:Iteration 12Q (5521.280000 sec): 3 clusters Score: Raw -158206.046624 + Penalty 2342.313628 = -155863.732995 nChanged 0 SP:Iteration 13F (5521.410000 sec): 3 clusters Score: Raw -158206.046624 + Penalty 2342.313628 = -155863.732995 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 29 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5521.510000 sec): 2 clusters Score: Raw -46394.448488 + Penalty 982.697979 = -45411.750509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5521.690000 sec): 3 clusters Score: Raw -46363.917665 + Penalty 1965.395958 = -44398.521707 nChanged 78 SP:Iteration 1F (5521.880000 sec): 3 clusters Score: Raw -46495.993732 + Penalty 1965.395958 = -44530.597774 nChanged 23 SP:Iteration 2F (5522.070000 sec): 3 clusters Score: Raw -46551.956731 + Penalty 1965.395958 = -44586.560773 nChanged 10 SP:Iteration 3Q (5522.240000 sec): 3 clusters Score: Raw -46577.830521 + Penalty 1965.395958 = -44612.434563 nChanged 7 SP:Iteration 4Q (5522.380000 sec): 3 clusters Score: Raw -46597.637210 + Penalty 1965.395958 = -44632.241252 nChanged 9 SP:Iteration 5Q (5522.560000 sec): 3 clusters Score: Raw -46620.994872 + Penalty 1965.395958 = -44655.598914 nChanged 6 SP:Iteration 6Q (5522.750000 sec): 3 clusters Score: Raw -46635.563713 + Penalty 1965.395958 = -44670.167754 nChanged 2 SP:Iteration 7Q (5522.910000 sec): 3 clusters Score: Raw -46638.889003 + Penalty 1965.395958 = -44673.493045 nChanged 3 SP:Iteration 8Q (5523.120000 sec): 3 clusters Score: Raw -46642.588007 + Penalty 1965.395958 = -44677.192049 nChanged 4 SP:Iteration 9Q (5523.270000 sec): 3 clusters Score: Raw -46648.563262 + Penalty 1965.395958 = -44683.167303 nChanged 1 SP:Iteration 10Q (5523.450000 sec): 3 clusters Score: Raw -46649.267577 + Penalty 1965.395958 = -44683.871618 nChanged 0 SP:Iteration 11F (5523.630000 sec): 3 clusters Score: Raw -46649.267577 + Penalty 1965.395958 = -44683.871618 nChanged 0 Memory request: 0.00 GB would take us to total of 3.32 GB. Trying to split cluster 31 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5523.730000 sec): 2 clusters Score: Raw -9380.785076 + Penalty 733.014670 = -8647.770406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5523.880000 sec): 3 clusters Score: Raw -9597.225791 + Penalty 1466.029340 = -8131.196451 nChanged 1 SP:Iteration 1Q (5524.060000 sec): 3 clusters Score: Raw -9604.751505 + Penalty 1466.029340 = -8138.722165 nChanged 0 SP:Iteration 2F (5524.190000 sec): 3 clusters Score: Raw -9604.751505 + Penalty 1466.029340 = -8138.722165 nChanged 0 ------ Evaluating fit on full set of 1384417 points ------ Score: Raw -153169016.974487 + Penalty 68936.349643 = -153100080.624844 Time taken for this iteration:3309.820000 seconds. 21->31 Clusters: Score -153100080.624844, best is -153101466.277321 Main iterations: 0 (time per iteration =inf ms) Total iterations: 6901 (time per iteration =230.387155 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 146564776512.000000 (time per metric unit =10.847775ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3517554636288.000000 (time per metric unit=451.990636ps) That took 1589.901756 seconds.