warning: commands will be executed using /bin/sh job 3492 at Wed Jul 29 01:19:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150319/YutaMouse32-150319 ElecNo 10 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 12.97 and 19.45 GB of RAM. Memory request: 6.48 GB would take us to total of 6.48 GB. ---------------------------------------------------------- Loaded 3609971 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 2.16 GB would take us to total of 8.64 GB. ------ Running on subset of 1203323 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 15 (3451 points): Lose 149.654825 but Gain 2275.097086 Iteration 0F (103.480000 sec): 19 clusters Score: Raw -140804238.709419 + Penalty 40951.747554 = -140763286.961865 nChanged 1138878 Iteration 1F (140.310000 sec): 19 clusters Score: Raw -144472351.820252 + Penalty 40951.747554 = -144431400.072698 nChanged 371015 Deleting Class 12 (2081 points): Lose 1775.131947 but Gain 2275.097086 Iteration 2F (176.380000 sec): 18 clusters Score: Raw -144849745.934890 + Penalty 38676.650468 = -144811069.284422 nChanged 256350 Deleting Class 3 (1061 points): Lose 947.049792 but Gain 2275.097086 Iteration 3F (216.840000 sec): 17 clusters Score: Raw -145116728.994835 + Penalty 36401.553381 = -145080327.441453 nChanged 233115 Deleting Class 9 (1480 points): Lose 1353.114292 but Gain 2275.097086 Iteration 4F (247.350000 sec): 16 clusters Score: Raw -145399968.620961 + Penalty 34126.456295 = -145365842.164666 nChanged 211248 Deleting Class 2 (1562 points): Lose 1413.791270 but Gain 2275.097086 Iteration 5F (277.260000 sec): 15 clusters Score: Raw -145665857.127319 + Penalty 31851.359209 = -145634005.768110 nChanged 146677 Deleting Class 7 (626 points): Lose 662.850803 but Gain 2275.097086 Iteration 6F (304.790000 sec): 14 clusters Score: Raw -145839477.299360 + Penalty 29576.262122 = -145809901.037238 nChanged 73137 Deleting Class 10 (418 points): Lose 407.304219 but Gain 2275.097086 Iteration 7F (331.930000 sec): 13 clusters Score: Raw -146076135.782036 + Penalty 27301.165036 = -146048834.617000 nChanged 36259 Deleting Class 19 (279 points): Lose 360.741844 but Gain 2275.097086 Iteration 8Q (350.360000 sec): 12 clusters Score: Raw -146191577.572083 + Penalty 25026.067950 = -146166551.504134 nChanged 20054 Iteration 9Q (366.840000 sec): 12 clusters Score: Raw -146201465.202153 + Penalty 25026.067950 = -146176439.134203 nChanged 14140 Iteration 10Q (380.720000 sec): 12 clusters Score: Raw -146206721.010621 + Penalty 25026.067950 = -146181694.942671 nChanged 11478 Iteration 11Q (394.120000 sec): 12 clusters Score: Raw -146210525.183667 + Penalty 25026.067950 = -146185499.115717 nChanged 9971 Iteration 12Q (406.910000 sec): 12 clusters Score: Raw -146213661.970095 + Penalty 25026.067950 = -146188635.902145 nChanged 9042 Iteration 13Q (420.730000 sec): 12 clusters Score: Raw -146216326.662536 + Penalty 25026.067950 = -146191300.594586 nChanged 8300 Iteration 14Q (434.970000 sec): 12 clusters Score: Raw -146218463.367572 + Penalty 25026.067950 = -146193437.299622 nChanged 7462 Iteration 15Q (448.080000 sec): 12 clusters Score: Raw -146220107.379355 + Penalty 25026.067950 = -146195081.311405 nChanged 6554 Iteration 16Q (462.600000 sec): 12 clusters Score: Raw -146221271.535687 + Penalty 25026.067950 = -146196245.467737 nChanged 5739 Iteration 17Q (480.140000 sec): 12 clusters Score: Raw -146222122.028935 + Penalty 25026.067950 = -146197095.960985 nChanged 5132 Iteration 18Q (497.260000 sec): 12 clusters Score: Raw -146222802.512421 + Penalty 25026.067950 = -146197776.444471 nChanged 4504 Iteration 19Q (515.200000 sec): 12 clusters Score: Raw -146223332.100150 + Penalty 25026.067950 = -146198306.032200 nChanged 4000 Writing temp clu file Because OldScore, -146197776.444471, is greater than current (better) Score,-146198306.032200 Compute initial score before splitting: Score: Raw -146223332.100150 + Penalty 25026.067950 = -146198306.032200 Memory request: 0.07 GB would take us to total of 8.72 GB. Trying to split cluster 1 (38911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.730000 sec): 2 clusters Score: Raw -4756214.601479 + Penalty 1717.467743 = -4754497.133736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.090000 sec): 3 clusters Score: Raw -4731706.442655 + Penalty 3434.935486 = -4728271.507168 nChanged 18206 SP:Iteration 1F (516.470000 sec): 3 clusters Score: Raw -4742201.628855 + Penalty 3434.935486 = -4738766.693368 nChanged 1743 SP:Iteration 2Q (516.940000 sec): 3 clusters Score: Raw -4742996.187998 + Penalty 3434.935486 = -4739561.252512 nChanged 2077 SP:Iteration 3F (517.350000 sec): 3 clusters Score: Raw -4744316.141826 + Penalty 3434.935486 = -4740881.206340 nChanged 2608 SP:Iteration 4F (517.680000 sec): 3 clusters Score: Raw -4746515.112519 + Penalty 3434.935486 = -4743080.177032 nChanged 3273 SP:Iteration 5F (518.030000 sec): 3 clusters Score: Raw -4749582.717972 + Penalty 3434.935486 = -4746147.782485 nChanged 3525 SP:Iteration 6F (518.410000 sec): 3 clusters Score: Raw -4753312.989345 + Penalty 3434.935486 = -4749878.053859 nChanged 3060 SP:Iteration 7F (518.810000 sec): 3 clusters Score: Raw -4756538.548231 + Penalty 3434.935486 = -4753103.612744 nChanged 1749 SP:Iteration 8Q (519.130000 sec): 3 clusters Score: Raw -4757877.969253 + Penalty 3434.935486 = -4754443.033767 nChanged 755 SP:Iteration 9Q (519.450000 sec): 3 clusters Score: Raw -4758169.501829 + Penalty 3434.935486 = -4754734.566343 nChanged 386 SP:Iteration 10Q (519.810000 sec): 3 clusters Score: Raw -4758265.634849 + Penalty 3434.935486 = -4754830.699363 nChanged 250 SP:Iteration 11Q (520.190000 sec): 3 clusters Score: Raw -4758319.520335 + Penalty 3434.935486 = -4754884.584849 nChanged 216 SP:Iteration 12Q (520.550000 sec): 3 clusters Score: Raw -4758355.779988 + Penalty 3434.935486 = -4754920.844502 nChanged 156 SP:Iteration 13Q (520.890000 sec): 3 clusters Score: Raw -4758375.775169 + Penalty 3434.935486 = -4754940.839682 nChanged 126 SP:Iteration 14Q (521.260000 sec): 3 clusters Score: Raw -4758391.558169 + Penalty 3434.935486 = -4754956.622683 nChanged 109 SP:Iteration 15Q (521.610000 sec): 3 clusters Score: Raw -4758404.773460 + Penalty 3434.935486 = -4754969.837974 nChanged 96 SP:Iteration 16Q (521.990000 sec): 3 clusters Score: Raw -4758413.870302 + Penalty 3434.935486 = -4754978.934815 nChanged 87 SP:Iteration 17Q (522.360000 sec): 3 clusters Score: Raw -4758422.008916 + Penalty 3434.935486 = -4754987.073430 nChanged 81 SP:Iteration 18Q (522.790000 sec): 3 clusters Score: Raw -4758428.911126 + Penalty 3434.935486 = -4754993.975639 nChanged 65 SP:Iteration 19Q (523.140000 sec): 3 clusters Score: Raw -4758433.994538 + Penalty 3434.935486 = -4754999.059051 nChanged 49 SP:Iteration 20F (523.500000 sec): 3 clusters Score: Raw -4758437.416036 + Penalty 3434.935486 = -4755002.480550 nChanged 46 SP:Iteration 21Q (523.840000 sec): 3 clusters Score: Raw -4758440.330053 + Penalty 3434.935486 = -4755005.394567 nChanged 38 SP:Iteration 22Q (524.190000 sec): 3 clusters Score: Raw -4758442.250804 + Penalty 3434.935486 = -4755007.315318 nChanged 24 SP:Iteration 23Q (524.550000 sec): 3 clusters Score: Raw -4758443.371166 + Penalty 3434.935486 = -4755008.435680 nChanged 25 SP:Iteration 24Q (524.970000 sec): 3 clusters Score: Raw -4758444.653759 + Penalty 3434.935486 = -4755009.718272 nChanged 20 SP:Iteration 25Q (525.350000 sec): 3 clusters Score: Raw -4758445.465144 + Penalty 3434.935486 = -4755010.529658 nChanged 17 SP:Iteration 26Q (525.690000 sec): 3 clusters Score: Raw -4758446.218403 + Penalty 3434.935486 = -4755011.282916 nChanged 13 SP:Iteration 27Q (526.010000 sec): 3 clusters Score: Raw -4758446.773898 + Penalty 3434.935486 = -4755011.838411 nChanged 11 SP:Iteration 28Q (526.430000 sec): 3 clusters Score: Raw -4758447.224394 + Penalty 3434.935486 = -4755012.288907 nChanged 17 SP:Iteration 29Q (526.800000 sec): 3 clusters Score: Raw -4758447.997333 + Penalty 3434.935486 = -4755013.061846 nChanged 14 SP:Iteration 30Q (527.180000 sec): 3 clusters Score: Raw -4758448.780421 + Penalty 3434.935486 = -4755013.844935 nChanged 13 SP:Iteration 31Q (527.500000 sec): 3 clusters Score: Raw -4758449.421063 + Penalty 3434.935486 = -4755014.485576 nChanged 15 SP:Iteration 32Q (527.910000 sec): 3 clusters Score: Raw -4758450.107370 + Penalty 3434.935486 = -4755015.171884 nChanged 13 SP:Iteration 33Q (528.320000 sec): 3 clusters Score: Raw -4758450.704356 + Penalty 3434.935486 = -4755015.768870 nChanged 9 SP:Iteration 34Q (528.710000 sec): 3 clusters Score: Raw -4758451.024135 + Penalty 3434.935486 = -4755016.088648 nChanged 8 SP:Iteration 35Q (529.080000 sec): 3 clusters Score: Raw -4758451.285241 + Penalty 3434.935486 = -4755016.349755 nChanged 9 SP:Iteration 36Q (529.440000 sec): 3 clusters Score: Raw -4758451.561068 + Penalty 3434.935486 = -4755016.625581 nChanged 10 SP:Iteration 37Q (529.780000 sec): 3 clusters Score: Raw -4758451.903340 + Penalty 3434.935486 = -4755016.967853 nChanged 9 SP:Iteration 38Q (530.130000 sec): 3 clusters Score: Raw -4758452.121129 + Penalty 3434.935486 = -4755017.185642 nChanged 3 SP:Iteration 39Q (530.540000 sec): 3 clusters Score: Raw -4758452.288504 + Penalty 3434.935486 = -4755017.353018 nChanged 2 SP:Iteration 40F (530.950000 sec): 3 clusters Score: Raw -4758452.368078 + Penalty 3434.935486 = -4755017.432591 nChanged 3 SP:Iteration 41Q (531.330000 sec): 3 clusters Score: Raw -4758452.465012 + Penalty 3434.935486 = -4755017.529526 nChanged 5 SP:Iteration 42Q (531.720000 sec): 3 clusters Score: Raw -4758452.598029 + Penalty 3434.935486 = -4755017.662543 nChanged 2 SP:Iteration 43Q (532.060000 sec): 3 clusters Score: Raw -4758452.660512 + Penalty 3434.935486 = -4755017.725026 nChanged 3 SP:Iteration 44Q (532.450000 sec): 3 clusters Score: Raw -4758452.705469 + Penalty 3434.935486 = -4755017.769983 nChanged 1 SP:Iteration 45Q (532.810000 sec): 3 clusters Score: Raw -4758452.733222 + Penalty 3434.935486 = -4755017.797735 nChanged 1 SP:Iteration 46Q (533.180000 sec): 3 clusters Score: Raw -4758452.762246 + Penalty 3434.935486 = -4755017.826759 nChanged 2 SP:Iteration 47Q (533.570000 sec): 3 clusters Score: Raw -4758452.780637 + Penalty 3434.935486 = -4755017.845150 nChanged 3 SP:Iteration 48Q (533.930000 sec): 3 clusters Score: Raw -4758452.865053 + Penalty 3434.935486 = -4755017.929566 nChanged 4 SP:Iteration 49Q (534.270000 sec): 3 clusters Score: Raw -4758452.983687 + Penalty 3434.935486 = -4755018.048201 nChanged 6 SP:Iteration 50Q (534.670000 sec): 3 clusters Score: Raw -4758453.193936 + Penalty 3434.935486 = -4755018.258450 nChanged 3 SP:Iteration 51Q (535.040000 sec): 3 clusters Score: Raw -4758453.276110 + Penalty 3434.935486 = -4755018.340624 nChanged 2 SP:Iteration 52Q (535.380000 sec): 3 clusters Score: Raw -4758453.304714 + Penalty 3434.935486 = -4755018.369227 nChanged 2 SP:Iteration 53Q (535.770000 sec): 3 clusters Score: Raw -4758453.372705 + Penalty 3434.935486 = -4755018.437219 nChanged 2 SP:Iteration 54Q (536.210000 sec): 3 clusters Score: Raw -4758453.447841 + Penalty 3434.935486 = -4755018.512355 nChanged 1 SP:Iteration 55Q (536.630000 sec): 3 clusters Score: Raw -4758453.473529 + Penalty 3434.935486 = -4755018.538043 nChanged 1 SP:Iteration 56Q (537.050000 sec): 3 clusters Score: Raw -4758453.492355 + Penalty 3434.935486 = -4755018.556868 nChanged 0 SP:Iteration 57F (537.440000 sec): 3 clusters Score: Raw -4758453.492355 + Penalty 3434.935486 = -4755018.556868 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (964123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.440000 sec): 2 clusters Score: Raw -118229808.887393 + Penalty 2239.083301 = -118227569.804093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.030000 sec): 3 clusters Score: Raw -117574615.744421 + Penalty 4478.166602 = -117570137.577819 nChanged 476069 SP:Iteration 1F (551.950000 sec): 3 clusters Score: Raw -117864751.574191 + Penalty 4478.166602 = -117860273.407589 nChanged 22077 SP:Iteration 2Q (557.630000 sec): 3 clusters Score: Raw -117868844.507377 + Penalty 4478.166602 = -117864366.340775 nChanged 26380 SP:Iteration 3Q (563.210000 sec): 3 clusters Score: Raw -117875179.472141 + Penalty 4478.166602 = -117870701.305540 nChanged 32986 SP:Iteration 4Q (568.750000 sec): 3 clusters Score: Raw -117885729.691085 + Penalty 4478.166602 = -117881251.524483 nChanged 42180 SP:Iteration 5Q (573.910000 sec): 3 clusters Score: Raw -117904057.225722 + Penalty 4478.166602 = -117899579.059120 nChanged 53724 SP:Iteration 6F (578.600000 sec): 3 clusters Score: Raw -117935690.224210 + Penalty 4478.166602 = -117931212.057608 nChanged 65087 SP:Iteration 7F (583.440000 sec): 3 clusters Score: Raw -117985519.973779 + Penalty 4478.166602 = -117981041.807178 nChanged 68988 SP:Iteration 8F (588.320000 sec): 3 clusters Score: Raw -118048715.981983 + Penalty 4478.166602 = -118044237.815382 nChanged 60038 SP:Iteration 9F (593.360000 sec): 3 clusters Score: Raw -118106667.318089 + Penalty 4478.166602 = -118102189.151488 nChanged 43795 SP:Iteration 10Q (598.090000 sec): 3 clusters Score: Raw -118145968.362039 + Penalty 4478.166602 = -118141490.195437 nChanged 29781 SP:Iteration 11Q (602.640000 sec): 3 clusters Score: Raw -118169255.822891 + Penalty 4478.166602 = -118164777.656289 nChanged 21608 SP:Iteration 12Q (607.100000 sec): 3 clusters Score: Raw -118184754.861392 + Penalty 4478.166602 = -118180276.694791 nChanged 17274 SP:Iteration 13Q (612.520000 sec): 3 clusters Score: Raw -118197021.793136 + Penalty 4478.166602 = -118192543.626534 nChanged 14301 SP:Iteration 14Q (618.670000 sec): 3 clusters Score: Raw -118207356.202384 + Penalty 4478.166602 = -118202878.035783 nChanged 11563 SP:Iteration 15Q (624.600000 sec): 3 clusters Score: Raw -118216079.417475 + Penalty 4478.166602 = -118211601.250874 nChanged 8850 SP:Iteration 16Q (630.220000 sec): 3 clusters Score: Raw -118223515.005226 + Penalty 4478.166602 = -118219036.838625 nChanged 6471 SP:Iteration 17Q (635.760000 sec): 3 clusters Score: Raw -118229514.095560 + Penalty 4478.166602 = -118225035.928959 nChanged 4396 SP:Iteration 18Q (641.920000 sec): 3 clusters Score: Raw -118233475.944929 + Penalty 4478.166602 = -118228997.778327 nChanged 3202 SP:Iteration 19Q (646.760000 sec): 3 clusters Score: Raw -118235724.140836 + Penalty 4478.166602 = -118231245.974234 nChanged 2340 SP:Iteration 20F (651.570000 sec): 3 clusters Score: Raw -118236879.692392 + Penalty 4478.166602 = -118232401.525790 nChanged 1679 SP:Iteration 21Q (655.280000 sec): 3 clusters Score: Raw -118237491.951533 + Penalty 4478.166602 = -118233013.784931 nChanged 1300 SP:Iteration 22Q (659.290000 sec): 3 clusters Score: Raw -118237849.413279 + Penalty 4478.166602 = -118233371.246677 nChanged 924 SP:Iteration 23Q (663.970000 sec): 3 clusters Score: Raw -118238041.443946 + Penalty 4478.166602 = -118233563.277345 nChanged 674 SP:Iteration 24Q (668.100000 sec): 3 clusters Score: Raw -118238148.164023 + Penalty 4478.166602 = -118233669.997421 nChanged 496 SP:Iteration 25Q (671.970000 sec): 3 clusters Score: Raw -118238210.197385 + Penalty 4478.166602 = -118233732.030783 nChanged 395 SP:Iteration 26Q (676.260000 sec): 3 clusters Score: Raw -118238245.380080 + Penalty 4478.166602 = -118233767.213478 nChanged 278 SP:Iteration 27Q (680.080000 sec): 3 clusters Score: Raw -118238265.326081 + Penalty 4478.166602 = -118233787.159480 nChanged 219 SP:Iteration 28Q (684.140000 sec): 3 clusters Score: Raw -118238278.953732 + Penalty 4478.166602 = -118233800.787130 nChanged 164 SP:Iteration 29Q (688.050000 sec): 3 clusters Score: Raw -118238287.396689 + Penalty 4478.166602 = -118233809.230087 nChanged 143 SP:Iteration 30Q (691.890000 sec): 3 clusters Score: Raw -118238295.275623 + Penalty 4478.166602 = -118233817.109021 nChanged 111 SP:Iteration 31Q (696.150000 sec): 3 clusters Score: Raw -118238300.399804 + Penalty 4478.166602 = -118233822.233203 nChanged 93 SP:Iteration 32Q (700.410000 sec): 3 clusters Score: Raw -118238304.363706 + Penalty 4478.166602 = -118233826.197104 nChanged 75 SP:Iteration 33Q (704.920000 sec): 3 clusters Score: Raw -118238306.449743 + Penalty 4478.166602 = -118233828.283142 nChanged 41 SP:Iteration 34Q (709.430000 sec): 3 clusters Score: Raw -118238307.501914 + Penalty 4478.166602 = -118233829.335312 nChanged 32 SP:Iteration 35Q (713.400000 sec): 3 clusters Score: Raw -118238308.204066 + Penalty 4478.166602 = -118233830.037465 nChanged 28 SP:Iteration 36Q (717.810000 sec): 3 clusters Score: Raw -118238308.920032 + Penalty 4478.166602 = -118233830.753430 nChanged 23 SP:Iteration 37Q (723.360000 sec): 3 clusters Score: Raw -118238309.297041 + Penalty 4478.166602 = -118233831.130440 nChanged 13 SP:Iteration 38Q (728.340000 sec): 3 clusters Score: Raw -118238309.533527 + Penalty 4478.166602 = -118233831.366925 nChanged 12 SP:Iteration 39Q (734.320000 sec): 3 clusters Score: Raw -118238309.745009 + Penalty 4478.166602 = -118233831.578407 nChanged 12 SP:Iteration 40F (738.780000 sec): 3 clusters Score: Raw -118238310.012293 + Penalty 4478.166602 = -118233831.845691 nChanged 12 SP:Iteration 41Q (742.950000 sec): 3 clusters Score: Raw -118238310.270246 + Penalty 4478.166602 = -118233832.103645 nChanged 11 SP:Iteration 42Q (746.820000 sec): 3 clusters Score: Raw -118238310.464058 + Penalty 4478.166602 = -118233832.297457 nChanged 13 SP:Iteration 43Q (750.800000 sec): 3 clusters Score: Raw -118238310.694383 + Penalty 4478.166602 = -118233832.527782 nChanged 8 SP:Iteration 44Q (754.950000 sec): 3 clusters Score: Raw -118238310.789908 + Penalty 4478.166602 = -118233832.623307 nChanged 9 SP:Iteration 45Q (759.110000 sec): 3 clusters Score: Raw -118238310.940983 + Penalty 4478.166602 = -118233832.774381 nChanged 8 SP:Iteration 46Q (763.490000 sec): 3 clusters Score: Raw -118238311.034680 + Penalty 4478.166602 = -118233832.868078 nChanged 3 SP:Iteration 47Q (767.670000 sec): 3 clusters Score: Raw -118238311.063096 + Penalty 4478.166602 = -118233832.896495 nChanged 1 SP:Iteration 48Q (771.400000 sec): 3 clusters Score: Raw -118238311.077480 + Penalty 4478.166602 = -118233832.910878 nChanged 3 SP:Iteration 49Q (775.150000 sec): 3 clusters Score: Raw -118238311.113531 + Penalty 4478.166602 = -118233832.946929 nChanged 3 SP:Iteration 50Q (779.050000 sec): 3 clusters Score: Raw -118238311.155310 + Penalty 4478.166602 = -118233832.988709 nChanged 3 SP:Iteration 51Q (782.640000 sec): 3 clusters Score: Raw -118238311.202858 + Penalty 4478.166602 = -118233833.036256 nChanged 0 SP:Iteration 52F (786.920000 sec): 3 clusters Score: Raw -118238311.202858 + Penalty 4478.166602 = -118233833.036256 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (94820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (787.810000 sec): 2 clusters Score: Raw -11504645.945947 + Penalty 1862.207041 = -11502783.738906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.450000 sec): 3 clusters Score: Raw -11443188.486843 + Penalty 3724.414082 = -11439464.072761 nChanged 45360 SP:Iteration 1F (789.070000 sec): 3 clusters Score: Raw -11469357.893915 + Penalty 3724.414082 = -11465633.479833 nChanged 2835 SP:Iteration 2Q (789.710000 sec): 3 clusters Score: Raw -11470082.318406 + Penalty 3724.414082 = -11466357.904324 nChanged 3125 SP:Iteration 3Q (790.370000 sec): 3 clusters Score: Raw -11471131.703484 + Penalty 3724.414082 = -11467407.289402 nChanged 3725 SP:Iteration 4Q (791.070000 sec): 3 clusters Score: Raw -11472987.511406 + Penalty 3724.414082 = -11469263.097324 nChanged 4898 SP:Iteration 5F (791.660000 sec): 3 clusters Score: Raw -11476326.560961 + Penalty 3724.414082 = -11472602.146879 nChanged 6450 SP:Iteration 6F (792.270000 sec): 3 clusters Score: Raw -11481825.905386 + Penalty 3724.414082 = -11478101.491304 nChanged 7664 SP:Iteration 7F (792.820000 sec): 3 clusters Score: Raw -11489205.359267 + Penalty 3724.414082 = -11485480.945185 nChanged 7213 SP:Iteration 8F (793.380000 sec): 3 clusters Score: Raw -11495103.807741 + Penalty 3724.414082 = -11491379.393659 nChanged 5066 SP:Iteration 9F (793.860000 sec): 3 clusters Score: Raw -11498008.907993 + Penalty 3724.414082 = -11494284.493911 nChanged 2972 SP:Iteration 10Q (794.480000 sec): 3 clusters Score: Raw -11499634.070232 + Penalty 3724.414082 = -11495909.656150 nChanged 2358 SP:Iteration 11Q (795.050000 sec): 3 clusters Score: Raw -11501116.691704 + Penalty 3724.414082 = -11497392.277622 nChanged 2118 SP:Iteration 12Q (795.610000 sec): 3 clusters Score: Raw -11502444.364564 + Penalty 3724.414082 = -11498719.950482 nChanged 1853 SP:Iteration 13Q (796.240000 sec): 3 clusters Score: Raw -11503456.033013 + Penalty 3724.414082 = -11499731.618932 nChanged 1527 SP:Iteration 14Q (796.880000 sec): 3 clusters Score: Raw -11504110.467478 + Penalty 3724.414082 = -11500386.053396 nChanged 1231 SP:Iteration 15Q (797.520000 sec): 3 clusters Score: Raw -11504538.755697 + Penalty 3724.414082 = -11500814.341615 nChanged 1006 SP:Iteration 16Q (798.120000 sec): 3 clusters Score: Raw -11504817.480906 + Penalty 3724.414082 = -11501093.066824 nChanged 852 SP:Iteration 17Q (798.790000 sec): 3 clusters Score: Raw -11505010.967407 + Penalty 3724.414082 = -11501286.553326 nChanged 751 SP:Iteration 18Q (799.330000 sec): 3 clusters Score: Raw -11505166.734933 + Penalty 3724.414082 = -11501442.320851 nChanged 690 SP:Iteration 19Q (799.910000 sec): 3 clusters Score: Raw -11505294.622765 + Penalty 3724.414082 = -11501570.208683 nChanged 612 SP:Iteration 20F (800.560000 sec): 3 clusters Score: Raw -11505398.380072 + Penalty 3724.414082 = -11501673.965990 nChanged 571 SP:Iteration 21Q (801.210000 sec): 3 clusters Score: Raw -11505496.004644 + Penalty 3724.414082 = -11501771.590562 nChanged 598 SP:Iteration 22Q (801.870000 sec): 3 clusters Score: Raw -11505591.485073 + Penalty 3724.414082 = -11501867.070991 nChanged 501 SP:Iteration 23Q (802.520000 sec): 3 clusters Score: Raw -11505659.713830 + Penalty 3724.414082 = -11501935.299748 nChanged 450 SP:Iteration 24Q (803.160000 sec): 3 clusters Score: Raw -11505717.460341 + Penalty 3724.414082 = -11501993.046259 nChanged 419 SP:Iteration 25Q (803.780000 sec): 3 clusters Score: Raw -11505769.032620 + Penalty 3724.414082 = -11502044.618538 nChanged 409 SP:Iteration 26Q (804.380000 sec): 3 clusters Score: Raw -11505820.830430 + Penalty 3724.414082 = -11502096.416349 nChanged 396 SP:Iteration 27Q (804.950000 sec): 3 clusters Score: Raw -11505869.452555 + Penalty 3724.414082 = -11502145.038473 nChanged 387 SP:Iteration 28Q (805.550000 sec): 3 clusters Score: Raw -11505915.727721 + Penalty 3724.414082 = -11502191.313639 nChanged 337 SP:Iteration 29Q (806.130000 sec): 3 clusters Score: Raw -11505952.882018 + Penalty 3724.414082 = -11502228.467936 nChanged 320 SP:Iteration 30Q (806.730000 sec): 3 clusters Score: Raw -11505988.199307 + Penalty 3724.414082 = -11502263.785225 nChanged 320 SP:Iteration 31Q (807.270000 sec): 3 clusters Score: Raw -11506025.342812 + Penalty 3724.414082 = -11502300.928731 nChanged 341 SP:Iteration 32Q (807.770000 sec): 3 clusters Score: Raw -11506065.024962 + Penalty 3724.414082 = -11502340.610880 nChanged 317 SP:Iteration 33Q (808.310000 sec): 3 clusters Score: Raw -11506099.553965 + Penalty 3724.414082 = -11502375.139883 nChanged 299 SP:Iteration 34Q (808.840000 sec): 3 clusters Score: Raw -11506129.153587 + Penalty 3724.414082 = -11502404.739505 nChanged 256 SP:Iteration 35Q (809.380000 sec): 3 clusters Score: Raw -11506153.265291 + Penalty 3724.414082 = -11502428.851209 nChanged 238 SP:Iteration 36Q (809.980000 sec): 3 clusters Score: Raw -11506175.373481 + Penalty 3724.414082 = -11502450.959399 nChanged 237 SP:Iteration 37Q (810.540000 sec): 3 clusters Score: Raw -11506195.757780 + Penalty 3724.414082 = -11502471.343699 nChanged 217 SP:Iteration 38Q (811.140000 sec): 3 clusters Score: Raw -11506213.632046 + Penalty 3724.414082 = -11502489.217964 nChanged 193 SP:Iteration 39Q (811.720000 sec): 3 clusters Score: Raw -11506229.255326 + Penalty 3724.414082 = -11502504.841244 nChanged 192 SP:Iteration 40F (812.340000 sec): 3 clusters Score: Raw -11506244.217240 + Penalty 3724.414082 = -11502519.803158 nChanged 188 SP:Iteration 41Q (812.910000 sec): 3 clusters Score: Raw -11506259.079289 + Penalty 3724.414082 = -11502534.665207 nChanged 184 SP:Iteration 42Q (813.480000 sec): 3 clusters Score: Raw -11506274.613543 + Penalty 3724.414082 = -11502550.199461 nChanged 202 SP:Iteration 43Q (814.060000 sec): 3 clusters Score: Raw -11506291.378409 + Penalty 3724.414082 = -11502566.964327 nChanged 202 SP:Iteration 44Q (814.660000 sec): 3 clusters Score: Raw -11506308.127373 + Penalty 3724.414082 = -11502583.713291 nChanged 186 SP:Iteration 45Q (815.220000 sec): 3 clusters Score: Raw -11506323.190018 + Penalty 3724.414082 = -11502598.775936 nChanged 191 SP:Iteration 46Q (815.780000 sec): 3 clusters Score: Raw -11506338.637110 + Penalty 3724.414082 = -11502614.223028 nChanged 177 SP:Iteration 47Q (816.360000 sec): 3 clusters Score: Raw -11506352.390380 + Penalty 3724.414082 = -11502627.976298 nChanged 169 SP:Iteration 48Q (816.960000 sec): 3 clusters Score: Raw -11506365.779241 + Penalty 3724.414082 = -11502641.365159 nChanged 180 SP:Iteration 49Q (817.560000 sec): 3 clusters Score: Raw -11506380.545580 + Penalty 3724.414082 = -11502656.131499 nChanged 182 SP:Iteration 50Q (818.180000 sec): 3 clusters Score: Raw -11506394.648586 + Penalty 3724.414082 = -11502670.234504 nChanged 164 SP:Iteration 51Q (818.750000 sec): 3 clusters Score: Raw -11506407.875587 + Penalty 3724.414082 = -11502683.461505 nChanged 164 SP:Iteration 52Q (819.380000 sec): 3 clusters Score: Raw -11506419.872579 + Penalty 3724.414082 = -11502695.458497 nChanged 156 SP:Iteration 53Q (820.000000 sec): 3 clusters Score: Raw -11506431.798637 + Penalty 3724.414082 = -11502707.384555 nChanged 158 SP:Iteration 54Q (820.600000 sec): 3 clusters Score: Raw -11506443.713974 + Penalty 3724.414082 = -11502719.299892 nChanged 143 SP:Iteration 55Q (821.220000 sec): 3 clusters Score: Raw -11506454.098416 + Penalty 3724.414082 = -11502729.684334 nChanged 155 SP:Iteration 56Q (821.790000 sec): 3 clusters Score: Raw -11506465.811193 + Penalty 3724.414082 = -11502741.397112 nChanged 154 SP:Iteration 57Q (822.470000 sec): 3 clusters Score: Raw -11506476.735858 + Penalty 3724.414082 = -11502752.321776 nChanged 146 SP:Iteration 58Q (823.190000 sec): 3 clusters Score: Raw -11506487.530487 + Penalty 3724.414082 = -11502763.116405 nChanged 152 SP:Iteration 59Q (823.810000 sec): 3 clusters Score: Raw -11506499.256265 + Penalty 3724.414082 = -11502774.842183 nChanged 150 SP:Iteration 60F (824.480000 sec): 3 clusters Score: Raw -11506510.936173 + Penalty 3724.414082 = -11502786.522091 nChanged 140 SP:Iteration 61Q (825.060000 sec): 3 clusters Score: Raw -11506521.186467 + Penalty 3724.414082 = -11502796.772385 nChanged 143 SP:Iteration 62Q (825.700000 sec): 3 clusters Score: Raw -11506532.144478 + Penalty 3724.414082 = -11502807.730397 nChanged 146 SP:Iteration 63Q (826.340000 sec): 3 clusters Score: Raw -11506542.833834 + Penalty 3724.414082 = -11502818.419752 nChanged 135 SP:Iteration 64Q (826.930000 sec): 3 clusters Score: Raw -11506551.757439 + Penalty 3724.414082 = -11502827.343357 nChanged 115 SP:Iteration 65Q (827.530000 sec): 3 clusters Score: Raw -11506558.379340 + Penalty 3724.414082 = -11502833.965258 nChanged 90 SP:Iteration 66Q (828.120000 sec): 3 clusters Score: Raw -11506563.181660 + Penalty 3724.414082 = -11502838.767578 nChanged 87 SP:Iteration 67Q (828.710000 sec): 3 clusters Score: Raw -11506568.321095 + Penalty 3724.414082 = -11502843.907013 nChanged 87 SP:Iteration 68Q (829.330000 sec): 3 clusters Score: Raw -11506573.634646 + Penalty 3724.414082 = -11502849.220564 nChanged 79 SP:Iteration 69Q (829.950000 sec): 3 clusters Score: Raw -11506577.827873 + Penalty 3724.414082 = -11502853.413791 nChanged 75 SP:Iteration 70Q (830.530000 sec): 3 clusters Score: Raw -11506581.557958 + Penalty 3724.414082 = -11502857.143876 nChanged 62 SP:Iteration 71Q (831.120000 sec): 3 clusters Score: Raw -11506584.488935 + Penalty 3724.414082 = -11502860.074853 nChanged 59 SP:Iteration 72Q (831.710000 sec): 3 clusters Score: Raw -11506587.093614 + Penalty 3724.414082 = -11502862.679533 nChanged 63 SP:Iteration 73Q (832.350000 sec): 3 clusters Score: Raw -11506590.279883 + Penalty 3724.414082 = -11502865.865801 nChanged 52 SP:Iteration 74Q (832.940000 sec): 3 clusters Score: Raw -11506592.641408 + Penalty 3724.414082 = -11502868.227326 nChanged 44 SP:Iteration 75Q (833.490000 sec): 3 clusters Score: Raw -11506594.467457 + Penalty 3724.414082 = -11502870.053375 nChanged 45 SP:Iteration 76Q (834.050000 sec): 3 clusters Score: Raw -11506596.433498 + Penalty 3724.414082 = -11502872.019416 nChanged 43 SP:Iteration 77Q (834.630000 sec): 3 clusters Score: Raw -11506598.326518 + Penalty 3724.414082 = -11502873.912436 nChanged 40 SP:Iteration 78Q (835.190000 sec): 3 clusters Score: Raw -11506599.878273 + Penalty 3724.414082 = -11502875.464192 nChanged 40 SP:Iteration 79Q (835.740000 sec): 3 clusters Score: Raw -11506601.108404 + Penalty 3724.414082 = -11502876.694322 nChanged 33 SP:Iteration 80F (836.300000 sec): 3 clusters Score: Raw -11506602.039821 + Penalty 3724.414082 = -11502877.625739 nChanged 25 SP:Iteration 81Q (836.840000 sec): 3 clusters Score: Raw -11506602.725706 + Penalty 3724.414082 = -11502878.311624 nChanged 21 SP:Iteration 82Q (837.370000 sec): 3 clusters Score: Raw -11506603.373404 + Penalty 3724.414082 = -11502878.959322 nChanged 13 SP:Iteration 83Q (837.970000 sec): 3 clusters Score: Raw -11506603.795273 + Penalty 3724.414082 = -11502879.381191 nChanged 19 SP:Iteration 84Q (838.540000 sec): 3 clusters Score: Raw -11506604.402369 + Penalty 3724.414082 = -11502879.988287 nChanged 12 SP:Iteration 85Q (839.120000 sec): 3 clusters Score: Raw -11506604.906093 + Penalty 3724.414082 = -11502880.492012 nChanged 16 SP:Iteration 86Q (839.670000 sec): 3 clusters Score: Raw -11506605.396082 + Penalty 3724.414082 = -11502880.982000 nChanged 13 SP:Iteration 87Q (840.230000 sec): 3 clusters Score: Raw -11506605.814259 + Penalty 3724.414082 = -11502881.400177 nChanged 15 SP:Iteration 88Q (840.820000 sec): 3 clusters Score: Raw -11506606.155568 + Penalty 3724.414082 = -11502881.741486 nChanged 11 SP:Iteration 89Q (841.410000 sec): 3 clusters Score: Raw -11506606.464084 + Penalty 3724.414082 = -11502882.050002 nChanged 17 SP:Iteration 90Q (842.000000 sec): 3 clusters Score: Raw -11506606.933137 + Penalty 3724.414082 = -11502882.519055 nChanged 12 SP:Iteration 91Q (842.530000 sec): 3 clusters Score: Raw -11506607.293304 + Penalty 3724.414082 = -11502882.879222 nChanged 11 SP:Iteration 92Q (843.070000 sec): 3 clusters Score: Raw -11506607.576215 + Penalty 3724.414082 = -11502883.162134 nChanged 6 SP:Iteration 93Q (843.610000 sec): 3 clusters Score: Raw -11506607.674307 + Penalty 3724.414082 = -11502883.260225 nChanged 7 SP:Iteration 94Q (844.210000 sec): 3 clusters Score: Raw -11506607.823754 + Penalty 3724.414082 = -11502883.409672 nChanged 4 SP:Iteration 95Q (844.800000 sec): 3 clusters Score: Raw -11506607.891194 + Penalty 3724.414082 = -11502883.477112 nChanged 3 SP:Iteration 96Q (845.350000 sec): 3 clusters Score: Raw -11506607.945950 + Penalty 3724.414082 = -11502883.531868 nChanged 2 SP:Iteration 97Q (845.950000 sec): 3 clusters Score: Raw -11506607.982626 + Penalty 3724.414082 = -11502883.568545 nChanged 5 SP:Iteration 98Q (846.530000 sec): 3 clusters Score: Raw -11506608.082970 + Penalty 3724.414082 = -11502883.668889 nChanged 3 SP:Iteration 99Q (847.090000 sec): 3 clusters Score: Raw -11506608.133553 + Penalty 3724.414082 = -11502883.719471 nChanged 1 SP:Iteration 100F (847.650000 sec): 3 clusters Score: Raw -11506608.141260 + Penalty 3724.414082 = -11502883.727178 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 8.72 GB. Trying to split cluster 6 (939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.770000 sec): 2 clusters Score: Raw -108431.480566 + Penalty 1112.282515 = -107319.198051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.970000 sec): 3 clusters Score: Raw -108207.903699 + Penalty 2224.565031 = -105983.338668 nChanged 290 SP:Iteration 1F (848.140000 sec): 3 clusters Score: Raw -108611.392027 + Penalty 2224.565031 = -106386.826997 nChanged 104 SP:Iteration 2F (848.270000 sec): 3 clusters Score: Raw -108820.847246 + Penalty 2224.565031 = -106596.282215 nChanged 76 SP:Iteration 3F (848.460000 sec): 3 clusters Score: Raw -109033.655254 + Penalty 2224.565031 = -106809.090223 nChanged 58 SP:Iteration 4F (848.640000 sec): 3 clusters Score: Raw -109167.887602 + Penalty 2224.565031 = -106943.322572 nChanged 33 SP:Iteration 5Q (848.780000 sec): 3 clusters Score: Raw -109222.624325 + Penalty 2224.565031 = -106998.059294 nChanged 12 SP:Iteration 6Q (848.950000 sec): 3 clusters Score: Raw -109237.709702 + Penalty 2224.565031 = -107013.144672 nChanged 5 SP:Iteration 7Q (849.130000 sec): 3 clusters Score: Raw -109244.396076 + Penalty 2224.565031 = -107019.831045 nChanged 2 SP:Iteration 8Q (849.310000 sec): 3 clusters Score: Raw -109246.253469 + Penalty 2224.565031 = -107021.688438 nChanged 1 SP:Iteration 9Q (849.490000 sec): 3 clusters Score: Raw -109246.860381 + Penalty 2224.565031 = -107022.295350 nChanged 0 SP:Iteration 10F (849.640000 sec): 3 clusters Score: Raw -109246.860381 + Penalty 2224.565031 = -107022.295350 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (3374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (849.710000 sec): 2 clusters Score: Raw -331205.857190 + Penalty 1320.126318 = -329885.730872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.880000 sec): 3 clusters Score: Raw -330046.667568 + Penalty 2640.252636 = -327406.414932 nChanged 1427 SP:Iteration 1F (850.070000 sec): 3 clusters Score: Raw -335384.898140 + Penalty 2640.252636 = -332744.645504 nChanged 563 SP:Iteration 2F (850.220000 sec): 3 clusters Score: Raw -338028.614516 + Penalty 2640.252636 = -335388.361880 nChanged 419 SP:Iteration 3F (850.370000 sec): 3 clusters Score: Raw -340033.069584 + Penalty 2640.252636 = -337392.816949 nChanged 231 SP:Iteration 4F (850.560000 sec): 3 clusters Score: Raw -342129.039531 + Penalty 2640.252636 = -339488.786895 nChanged 86 SP:Iteration 5Q (850.740000 sec): 3 clusters Score: Raw -342427.906935 + Penalty 2640.252636 = -339787.654300 nChanged 43 SP:Iteration 6Q (850.930000 sec): 3 clusters Score: Raw -342558.224011 + Penalty 2640.252636 = -339917.971376 nChanged 46 SP:Iteration 7Q (851.080000 sec): 3 clusters Score: Raw -342700.319121 + Penalty 2640.252636 = -340060.066486 nChanged 30 SP:Iteration 8Q (851.260000 sec): 3 clusters Score: Raw -342794.874327 + Penalty 2640.252636 = -340154.621691 nChanged 29 SP:Iteration 9Q (851.430000 sec): 3 clusters Score: Raw -342912.836540 + Penalty 2640.252636 = -340272.583904 nChanged 13 SP:Iteration 10Q (851.610000 sec): 3 clusters Score: Raw -342977.406181 + Penalty 2640.252636 = -340337.153545 nChanged 11 SP:Iteration 11Q (851.840000 sec): 3 clusters Score: Raw -343010.019049 + Penalty 2640.252636 = -340369.766413 nChanged 7 SP:Iteration 12Q (851.980000 sec): 3 clusters Score: Raw -343020.920354 + Penalty 2640.252636 = -340380.667718 nChanged 3 SP:Iteration 13Q (852.150000 sec): 3 clusters Score: Raw -343024.575458 + Penalty 2640.252636 = -340384.322823 nChanged 2 SP:Iteration 14Q (852.370000 sec): 3 clusters Score: Raw -343027.133058 + Penalty 2640.252636 = -340386.880423 nChanged 0 SP:Iteration 15F (852.510000 sec): 3 clusters Score: Raw -343029.641439 + Penalty 2640.252636 = -340389.388804 nChanged 1 SP:Iteration 16Q (852.720000 sec): 3 clusters Score: Raw -343031.142666 + Penalty 2640.252636 = -340390.890031 nChanged 2 SP:Iteration 17Q (852.880000 sec): 3 clusters Score: Raw -343032.524268 + Penalty 2640.252636 = -340392.271632 nChanged 0 SP:Iteration 18F (853.030000 sec): 3 clusters Score: Raw -343032.524268 + Penalty 2640.252636 = -340392.271632 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (9357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (853.150000 sec): 2 clusters Score: Raw -1197626.610472 + Penalty 1485.880501 = -1196140.729971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (853.370000 sec): 3 clusters Score: Raw -1192349.649359 + Penalty 2971.761002 = -1189377.888357 nChanged 4038 SP:Iteration 1F (853.580000 sec): 3 clusters Score: Raw -1194575.593550 + Penalty 2971.761002 = -1191603.832548 nChanged 623 SP:Iteration 2F (853.760000 sec): 3 clusters Score: Raw -1194897.499928 + Penalty 2971.761002 = -1191925.738927 nChanged 617 SP:Iteration 3F (853.980000 sec): 3 clusters Score: Raw -1195278.680831 + Penalty 2971.761002 = -1192306.919830 nChanged 623 SP:Iteration 4F (854.150000 sec): 3 clusters Score: Raw -1195735.264701 + Penalty 2971.761002 = -1192763.503699 nChanged 633 SP:Iteration 5F (854.360000 sec): 3 clusters Score: Raw -1196251.269767 + Penalty 2971.761002 = -1193279.508765 nChanged 539 SP:Iteration 6F (854.550000 sec): 3 clusters Score: Raw -1196704.319096 + Penalty 2971.761002 = -1193732.558095 nChanged 428 SP:Iteration 7Q (854.770000 sec): 3 clusters Score: Raw -1197133.009706 + Penalty 2971.761002 = -1194161.248705 nChanged 302 SP:Iteration 8Q (854.980000 sec): 3 clusters Score: Raw -1197403.965550 + Penalty 2971.761002 = -1194432.204548 nChanged 219 SP:Iteration 9Q (855.220000 sec): 3 clusters Score: Raw -1197535.588714 + Penalty 2971.761002 = -1194563.827712 nChanged 141 SP:Iteration 10Q (855.390000 sec): 3 clusters Score: Raw -1197593.340566 + Penalty 2971.761002 = -1194621.579564 nChanged 77 SP:Iteration 11Q (855.580000 sec): 3 clusters Score: Raw -1197619.494854 + Penalty 2971.761002 = -1194647.733852 nChanged 69 SP:Iteration 12Q (855.800000 sec): 3 clusters Score: Raw -1197645.159271 + Penalty 2971.761002 = -1194673.398269 nChanged 51 SP:Iteration 13Q (856.030000 sec): 3 clusters Score: Raw -1197665.443853 + Penalty 2971.761002 = -1194693.682852 nChanged 50 SP:Iteration 14Q (856.200000 sec): 3 clusters Score: Raw -1197688.060270 + Penalty 2971.761002 = -1194716.299268 nChanged 47 SP:Iteration 15Q (856.420000 sec): 3 clusters Score: Raw -1197705.682533 + Penalty 2971.761002 = -1194733.921532 nChanged 35 SP:Iteration 16Q (856.620000 sec): 3 clusters Score: Raw -1197719.099415 + Penalty 2971.761002 = -1194747.338413 nChanged 31 SP:Iteration 17Q (856.800000 sec): 3 clusters Score: Raw -1197730.143962 + Penalty 2971.761002 = -1194758.382960 nChanged 25 SP:Iteration 18Q (856.980000 sec): 3 clusters Score: Raw -1197738.553543 + Penalty 2971.761002 = -1194766.792541 nChanged 24 SP:Iteration 19Q (857.190000 sec): 3 clusters Score: Raw -1197744.253105 + Penalty 2971.761002 = -1194772.492103 nChanged 21 SP:Iteration 20F (857.370000 sec): 3 clusters Score: Raw -1197750.716649 + Penalty 2971.761002 = -1194778.955648 nChanged 21 SP:Iteration 21Q (857.620000 sec): 3 clusters Score: Raw -1197756.518303 + Penalty 2971.761002 = -1194784.757301 nChanged 13 SP:Iteration 22Q (857.830000 sec): 3 clusters Score: Raw -1197759.917436 + Penalty 2971.761002 = -1194788.156434 nChanged 14 SP:Iteration 23Q (858.010000 sec): 3 clusters Score: Raw -1197764.324524 + Penalty 2971.761002 = -1194792.563522 nChanged 11 SP:Iteration 24Q (858.220000 sec): 3 clusters Score: Raw -1197766.666276 + Penalty 2971.761002 = -1194794.905275 nChanged 7 SP:Iteration 25Q (858.440000 sec): 3 clusters Score: Raw -1197767.717454 + Penalty 2971.761002 = -1194795.956452 nChanged 8 SP:Iteration 26Q (858.680000 sec): 3 clusters Score: Raw -1197769.659439 + Penalty 2971.761002 = -1194797.898437 nChanged 8 SP:Iteration 27Q (858.870000 sec): 3 clusters Score: Raw -1197771.220304 + Penalty 2971.761002 = -1194799.459302 nChanged 5 SP:Iteration 28Q (859.080000 sec): 3 clusters Score: Raw -1197772.607931 + Penalty 2971.761002 = -1194800.846929 nChanged 5 SP:Iteration 29Q (859.300000 sec): 3 clusters Score: Raw -1197773.494258 + Penalty 2971.761002 = -1194801.733256 nChanged 3 SP:Iteration 30Q (859.520000 sec): 3 clusters Score: Raw -1197774.119345 + Penalty 2971.761002 = -1194802.358344 nChanged 3 SP:Iteration 31Q (859.730000 sec): 3 clusters Score: Raw -1197774.663941 + Penalty 2971.761002 = -1194802.902939 nChanged 3 SP:Iteration 32Q (859.960000 sec): 3 clusters Score: Raw -1197775.105250 + Penalty 2971.761002 = -1194803.344248 nChanged 3 SP:Iteration 33Q (860.150000 sec): 3 clusters Score: Raw -1197775.696613 + Penalty 2971.761002 = -1194803.935611 nChanged 2 SP:Iteration 34Q (860.320000 sec): 3 clusters Score: Raw -1197776.066495 + Penalty 2971.761002 = -1194804.305493 nChanged 2 SP:Iteration 35Q (860.550000 sec): 3 clusters Score: Raw -1197776.468164 + Penalty 2971.761002 = -1194804.707163 nChanged 2 SP:Iteration 36Q (860.760000 sec): 3 clusters Score: Raw -1197777.108062 + Penalty 2971.761002 = -1194805.347060 nChanged 6 SP:Iteration 37Q (860.960000 sec): 3 clusters Score: Raw -1197779.160468 + Penalty 2971.761002 = -1194807.399466 nChanged 5 SP:Iteration 38Q (861.160000 sec): 3 clusters Score: Raw -1197780.094532 + Penalty 2971.761002 = -1194808.333531 nChanged 6 SP:Iteration 39Q (861.380000 sec): 3 clusters Score: Raw -1197781.930858 + Penalty 2971.761002 = -1194810.169856 nChanged 11 SP:Iteration 40F (861.580000 sec): 3 clusters Score: Raw -1197784.826852 + Penalty 2971.761002 = -1194813.065850 nChanged 16 SP:Iteration 41Q (861.780000 sec): 3 clusters Score: Raw -1197790.284554 + Penalty 2971.761002 = -1194818.523552 nChanged 15 SP:Iteration 42Q (862.000000 sec): 3 clusters Score: Raw -1197797.552684 + Penalty 2971.761002 = -1194825.791682 nChanged 17 SP:Iteration 43Q (862.180000 sec): 3 clusters Score: Raw -1197802.672413 + Penalty 2971.761002 = -1194830.911411 nChanged 10 SP:Iteration 44Q (862.400000 sec): 3 clusters Score: Raw -1197806.095183 + Penalty 2971.761002 = -1194834.334181 nChanged 13 SP:Iteration 45Q (862.600000 sec): 3 clusters Score: Raw -1197810.367696 + Penalty 2971.761002 = -1194838.606695 nChanged 11 SP:Iteration 46Q (862.820000 sec): 3 clusters Score: Raw -1197815.355060 + Penalty 2971.761002 = -1194843.594058 nChanged 10 SP:Iteration 47Q (863.030000 sec): 3 clusters Score: Raw -1197818.812679 + Penalty 2971.761002 = -1194847.051677 nChanged 12 SP:Iteration 48Q (863.240000 sec): 3 clusters Score: Raw -1197822.622486 + Penalty 2971.761002 = -1194850.861484 nChanged 11 SP:Iteration 49Q (863.420000 sec): 3 clusters Score: Raw -1197826.962498 + Penalty 2971.761002 = -1194855.201496 nChanged 16 SP:Iteration 50Q (863.660000 sec): 3 clusters Score: Raw -1197832.846032 + Penalty 2971.761002 = -1194861.085030 nChanged 13 SP:Iteration 51Q (863.850000 sec): 3 clusters Score: Raw -1197839.161112 + Penalty 2971.761002 = -1194867.400110 nChanged 11 SP:Iteration 52Q (864.080000 sec): 3 clusters Score: Raw -1197843.428869 + Penalty 2971.761002 = -1194871.667867 nChanged 6 SP:Iteration 53Q (864.290000 sec): 3 clusters Score: Raw -1197845.693018 + Penalty 2971.761002 = -1194873.932017 nChanged 7 SP:Iteration 54Q (864.460000 sec): 3 clusters Score: Raw -1197846.861978 + Penalty 2971.761002 = -1194875.100976 nChanged 4 SP:Iteration 55Q (864.690000 sec): 3 clusters Score: Raw -1197847.590055 + Penalty 2971.761002 = -1194875.829054 nChanged 3 SP:Iteration 56Q (864.880000 sec): 3 clusters Score: Raw -1197847.970843 + Penalty 2971.761002 = -1194876.209841 nChanged 1 SP:Iteration 57Q (865.130000 sec): 3 clusters Score: Raw -1197848.116007 + Penalty 2971.761002 = -1194876.355005 nChanged 1 SP:Iteration 58Q (865.350000 sec): 3 clusters Score: Raw -1197848.317155 + Penalty 2971.761002 = -1194876.556153 nChanged 2 SP:Iteration 59Q (865.540000 sec): 3 clusters Score: Raw -1197849.211365 + Penalty 2971.761002 = -1194877.450364 nChanged 3 SP:Iteration 60F (865.730000 sec): 3 clusters Score: Raw -1197849.875833 + Penalty 2971.761002 = -1194878.114832 nChanged 3 SP:Iteration 61Q (865.960000 sec): 3 clusters Score: Raw -1197850.629578 + Penalty 2971.761002 = -1194878.868577 nChanged 1 SP:Iteration 62Q (866.160000 sec): 3 clusters Score: Raw -1197850.843676 + Penalty 2971.761002 = -1194879.082674 nChanged 1 SP:Iteration 63Q (866.380000 sec): 3 clusters Score: Raw -1197851.015959 + Penalty 2971.761002 = -1194879.254957 nChanged 1 SP:Iteration 64Q (866.580000 sec): 3 clusters Score: Raw -1197851.379783 + Penalty 2971.761002 = -1194879.618781 nChanged 0 SP:Iteration 65F (866.810000 sec): 3 clusters Score: Raw -1197851.379783 + Penalty 2971.761002 = -1194879.618781 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (18485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.960000 sec): 2 clusters Score: Raw -2267338.139800 + Penalty 1596.516167 = -2265741.623633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.190000 sec): 3 clusters Score: Raw -2256320.017272 + Penalty 3193.032333 = -2253126.984939 nChanged 8265 SP:Iteration 1F (867.500000 sec): 3 clusters Score: Raw -2260672.355657 + Penalty 3193.032333 = -2257479.323324 nChanged 831 SP:Iteration 2Q (867.770000 sec): 3 clusters Score: Raw -2260950.998655 + Penalty 3193.032333 = -2257757.966321 nChanged 811 SP:Iteration 3Q (868.030000 sec): 3 clusters Score: Raw -2261253.971067 + Penalty 3193.032333 = -2258060.938734 nChanged 812 SP:Iteration 4Q (868.280000 sec): 3 clusters Score: Raw -2261632.240415 + Penalty 3193.032333 = -2258439.208082 nChanged 894 SP:Iteration 5Q (868.580000 sec): 3 clusters Score: Raw -2262138.855591 + Penalty 3193.032333 = -2258945.823257 nChanged 1006 SP:Iteration 6F (868.880000 sec): 3 clusters Score: Raw -2262855.039271 + Penalty 3193.032333 = -2259662.006938 nChanged 1116 SP:Iteration 7F (869.150000 sec): 3 clusters Score: Raw -2263777.942660 + Penalty 3193.032333 = -2260584.910327 nChanged 1147 SP:Iteration 8F (869.410000 sec): 3 clusters Score: Raw -2264802.472036 + Penalty 3193.032333 = -2261609.439702 nChanged 1041 SP:Iteration 9F (869.670000 sec): 3 clusters Score: Raw -2265775.138991 + Penalty 3193.032333 = -2262582.106658 nChanged 786 SP:Iteration 10Q (869.870000 sec): 3 clusters Score: Raw -2266501.450449 + Penalty 3193.032333 = -2263308.418115 nChanged 523 SP:Iteration 11Q (870.150000 sec): 3 clusters Score: Raw -2266936.745522 + Penalty 3193.032333 = -2263743.713188 nChanged 293 SP:Iteration 12Q (870.370000 sec): 3 clusters Score: Raw -2267183.040531 + Penalty 3193.032333 = -2263990.008198 nChanged 162 SP:Iteration 13Q (870.610000 sec): 3 clusters Score: Raw -2267313.001666 + Penalty 3193.032333 = -2264119.969333 nChanged 97 SP:Iteration 14Q (870.900000 sec): 3 clusters Score: Raw -2267394.628593 + Penalty 3193.032333 = -2264201.596259 nChanged 61 SP:Iteration 15Q (871.150000 sec): 3 clusters Score: Raw -2267448.214297 + Penalty 3193.032333 = -2264255.181964 nChanged 33 SP:Iteration 16Q (871.380000 sec): 3 clusters Score: Raw -2267477.595137 + Penalty 3193.032333 = -2264284.562804 nChanged 23 SP:Iteration 17Q (871.580000 sec): 3 clusters Score: Raw -2267493.847614 + Penalty 3193.032333 = -2264300.815280 nChanged 16 SP:Iteration 18Q (871.830000 sec): 3 clusters Score: Raw -2267508.399636 + Penalty 3193.032333 = -2264315.367303 nChanged 11 SP:Iteration 19Q (872.020000 sec): 3 clusters Score: Raw -2267518.213294 + Penalty 3193.032333 = -2264325.180961 nChanged 10 SP:Iteration 20F (872.290000 sec): 3 clusters Score: Raw -2267527.353597 + Penalty 3193.032333 = -2264334.321264 nChanged 6 SP:Iteration 21Q (872.520000 sec): 3 clusters Score: Raw -2267530.961830 + Penalty 3193.032333 = -2264337.929497 nChanged 1 SP:Iteration 22Q (872.770000 sec): 3 clusters Score: Raw -2267531.616756 + Penalty 3193.032333 = -2264338.584423 nChanged 2 SP:Iteration 23Q (872.950000 sec): 3 clusters Score: Raw -2267532.315356 + Penalty 3193.032333 = -2264339.283023 nChanged 0 SP:Iteration 24F (873.250000 sec): 3 clusters Score: Raw -2267532.315356 + Penalty 3193.032333 = -2264339.283023 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (31941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.440000 sec): 2 clusters Score: Raw -3746089.569661 + Penalty 1685.392431 = -3744404.177230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (873.770000 sec): 3 clusters Score: Raw -3726547.826110 + Penalty 3370.784862 = -3723177.041248 nChanged 14730 SP:Iteration 1F (874.070000 sec): 3 clusters Score: Raw -3736331.145817 + Penalty 3370.784862 = -3732960.360955 nChanged 2454 SP:Iteration 2F (874.380000 sec): 3 clusters Score: Raw -3738151.141245 + Penalty 3370.784862 = -3734780.356383 nChanged 2486 SP:Iteration 3F (874.670000 sec): 3 clusters Score: Raw -3739669.471551 + Penalty 3370.784862 = -3736298.686689 nChanged 2424 SP:Iteration 4F (874.980000 sec): 3 clusters Score: Raw -3741337.543148 + Penalty 3370.784862 = -3737966.758286 nChanged 2541 SP:Iteration 5F (875.300000 sec): 3 clusters Score: Raw -3743558.053625 + Penalty 3370.784862 = -3740187.268763 nChanged 2730 SP:Iteration 6F (875.660000 sec): 3 clusters Score: Raw -3746470.955483 + Penalty 3370.784862 = -3743100.170621 nChanged 2267 SP:Iteration 7F (875.950000 sec): 3 clusters Score: Raw -3749252.671087 + Penalty 3370.784862 = -3745881.886224 nChanged 1354 SP:Iteration 8Q (876.280000 sec): 3 clusters Score: Raw -3752056.341525 + Penalty 3370.784862 = -3748685.556663 nChanged 825 SP:Iteration 9Q (876.580000 sec): 3 clusters Score: Raw -3755020.363199 + Penalty 3370.784862 = -3751649.578337 nChanged 537 SP:Iteration 10Q (876.920000 sec): 3 clusters Score: Raw -3756740.036307 + Penalty 3370.784862 = -3753369.251445 nChanged 296 SP:Iteration 11Q (877.210000 sec): 3 clusters Score: Raw -3757117.151864 + Penalty 3370.784862 = -3753746.367002 nChanged 146 SP:Iteration 12Q (877.540000 sec): 3 clusters Score: Raw -3757168.989849 + Penalty 3370.784862 = -3753798.204986 nChanged 55 SP:Iteration 13Q (877.810000 sec): 3 clusters Score: Raw -3757178.943417 + Penalty 3370.784862 = -3753808.158555 nChanged 20 SP:Iteration 14Q (878.130000 sec): 3 clusters Score: Raw -3757181.342624 + Penalty 3370.784862 = -3753810.557762 nChanged 12 SP:Iteration 15Q (878.480000 sec): 3 clusters Score: Raw -3757183.088610 + Penalty 3370.784862 = -3753812.303748 nChanged 3 SP:Iteration 16Q (878.770000 sec): 3 clusters Score: Raw -3757183.371041 + Penalty 3370.784862 = -3753812.586179 nChanged 2 SP:Iteration 17Q (879.060000 sec): 3 clusters Score: Raw -3757183.520405 + Penalty 3370.784862 = -3753812.735543 nChanged 3 SP:Iteration 18Q (879.370000 sec): 3 clusters Score: Raw -3757183.710414 + Penalty 3370.784862 = -3753812.925552 nChanged 1 SP:Iteration 19Q (879.680000 sec): 3 clusters Score: Raw -3757183.805138 + Penalty 3370.784862 = -3753813.020276 nChanged 0 SP:Iteration 20F (880.030000 sec): 3 clusters Score: Raw -3757217.965149 + Penalty 3370.784862 = -3753847.180287 nChanged 5 SP:Iteration 21Q (880.330000 sec): 3 clusters Score: Raw -3757220.690758 + Penalty 3370.784862 = -3753849.905896 nChanged 3 SP:Iteration 22Q (880.630000 sec): 3 clusters Score: Raw -3757221.285504 + Penalty 3370.784862 = -3753850.500641 nChanged 3 SP:Iteration 23Q (880.950000 sec): 3 clusters Score: Raw -3757221.930611 + Penalty 3370.784862 = -3753851.145749 nChanged 2 SP:Iteration 24Q (881.290000 sec): 3 clusters Score: Raw -3757222.490233 + Penalty 3370.784862 = -3753851.705371 nChanged 2 SP:Iteration 25Q (881.610000 sec): 3 clusters Score: Raw -3757223.334970 + Penalty 3370.784862 = -3753852.550108 nChanged 3 SP:Iteration 26Q (881.960000 sec): 3 clusters Score: Raw -3757223.580530 + Penalty 3370.784862 = -3753852.795668 nChanged 1 SP:Iteration 27Q (882.270000 sec): 3 clusters Score: Raw -3757223.703595 + Penalty 3370.784862 = -3753852.918733 nChanged 1 SP:Iteration 28Q (882.610000 sec): 3 clusters Score: Raw -3757223.781311 + Penalty 3370.784862 = -3753852.996448 nChanged 2 SP:Iteration 29Q (882.920000 sec): 3 clusters Score: Raw -3757224.092841 + Penalty 3370.784862 = -3753853.307979 nChanged 1 SP:Iteration 30Q (883.250000 sec): 3 clusters Score: Raw -3757224.171135 + Penalty 3370.784862 = -3753853.386272 nChanged 0 SP:Iteration 31F (883.510000 sec): 3 clusters Score: Raw -3757224.171135 + Penalty 3370.784862 = -3753853.386272 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.650000 sec): 2 clusters Score: Raw -14104.604964 + Penalty 777.967408 = -13326.637556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.810000 sec): 3 clusters Score: Raw -14296.969038 + Penalty 1555.934816 = -12741.034222 nChanged 11 SP:Iteration 1F (883.990000 sec): 3 clusters Score: Raw -14364.247926 + Penalty 1555.934816 = -12808.313110 nChanged 3 SP:Iteration 2Q (884.150000 sec): 3 clusters Score: Raw -14393.914579 + Penalty 1555.934816 = -12837.979762 nChanged 0 SP:Iteration 3F (884.330000 sec): 3 clusters Score: Raw -14393.914579 + Penalty 1555.934816 = -12837.979762 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (20237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.560000 sec): 2 clusters Score: Raw -2576965.386632 + Penalty 1611.231032 = -2575354.155599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.880000 sec): 3 clusters Score: Raw -2564758.043894 + Penalty 3222.462065 = -2561535.581829 nChanged 9180 SP:Iteration 1F (885.130000 sec): 3 clusters Score: Raw -2569689.272938 + Penalty 3222.462065 = -2566466.810874 nChanged 995 SP:Iteration 2Q (885.390000 sec): 3 clusters Score: Raw -2570009.962935 + Penalty 3222.462065 = -2566787.500870 nChanged 841 SP:Iteration 3Q (885.670000 sec): 3 clusters Score: Raw -2570264.452856 + Penalty 3222.462065 = -2567041.990791 nChanged 777 SP:Iteration 4Q (885.970000 sec): 3 clusters Score: Raw -2570520.458497 + Penalty 3222.462065 = -2567297.996432 nChanged 762 SP:Iteration 5Q (886.220000 sec): 3 clusters Score: Raw -2570822.045471 + Penalty 3222.462065 = -2567599.583407 nChanged 768 SP:Iteration 6Q (886.510000 sec): 3 clusters Score: Raw -2571207.352478 + Penalty 3222.462065 = -2567984.890414 nChanged 866 SP:Iteration 7Q (886.830000 sec): 3 clusters Score: Raw -2571723.468449 + Penalty 3222.462065 = -2568501.006384 nChanged 965 SP:Iteration 8Q (887.050000 sec): 3 clusters Score: Raw -2572370.675446 + Penalty 3222.462065 = -2569148.213381 nChanged 1002 SP:Iteration 9Q (887.360000 sec): 3 clusters Score: Raw -2573105.702210 + Penalty 3222.462065 = -2569883.240145 nChanged 1002 SP:Iteration 10Q (887.600000 sec): 3 clusters Score: Raw -2573868.105827 + Penalty 3222.462065 = -2570645.643762 nChanged 923 SP:Iteration 11Q (887.920000 sec): 3 clusters Score: Raw -2574568.907315 + Penalty 3222.462065 = -2571346.445251 nChanged 787 SP:Iteration 12Q (888.200000 sec): 3 clusters Score: Raw -2575119.465316 + Penalty 3222.462065 = -2571897.003252 nChanged 632 SP:Iteration 13Q (888.480000 sec): 3 clusters Score: Raw -2575524.426664 + Penalty 3222.462065 = -2572301.964599 nChanged 498 SP:Iteration 14Q (888.740000 sec): 3 clusters Score: Raw -2575797.962908 + Penalty 3222.462065 = -2572575.500843 nChanged 361 SP:Iteration 15Q (889.000000 sec): 3 clusters Score: Raw -2575980.054595 + Penalty 3222.462065 = -2572757.592530 nChanged 317 SP:Iteration 16Q (889.270000 sec): 3 clusters Score: Raw -2576143.476799 + Penalty 3222.462065 = -2572921.014734 nChanged 284 SP:Iteration 17Q (889.550000 sec): 3 clusters Score: Raw -2576280.208159 + Penalty 3222.462065 = -2573057.746095 nChanged 245 SP:Iteration 18Q (889.780000 sec): 3 clusters Score: Raw -2576398.207961 + Penalty 3222.462065 = -2573175.745896 nChanged 230 SP:Iteration 19Q (890.070000 sec): 3 clusters Score: Raw -2576505.252743 + Penalty 3222.462065 = -2573282.790679 nChanged 187 SP:Iteration 20F (890.360000 sec): 3 clusters Score: Raw -2576601.163965 + Penalty 3222.462065 = -2573378.701901 nChanged 164 SP:Iteration 21Q (890.580000 sec): 3 clusters Score: Raw -2576679.023921 + Penalty 3222.462065 = -2573456.561856 nChanged 126 SP:Iteration 22Q (890.880000 sec): 3 clusters Score: Raw -2576741.700984 + Penalty 3222.462065 = -2573519.238919 nChanged 117 SP:Iteration 23Q (891.150000 sec): 3 clusters Score: Raw -2576797.897227 + Penalty 3222.462065 = -2573575.435162 nChanged 98 SP:Iteration 24Q (891.380000 sec): 3 clusters Score: Raw -2576849.969451 + Penalty 3222.462065 = -2573627.507387 nChanged 88 SP:Iteration 25Q (891.680000 sec): 3 clusters Score: Raw -2576890.021240 + Penalty 3222.462065 = -2573667.559175 nChanged 75 SP:Iteration 26Q (891.930000 sec): 3 clusters Score: Raw -2576925.229351 + Penalty 3222.462065 = -2573702.767286 nChanged 69 SP:Iteration 27Q (892.200000 sec): 3 clusters Score: Raw -2576961.534605 + Penalty 3222.462065 = -2573739.072541 nChanged 55 SP:Iteration 28Q (892.480000 sec): 3 clusters Score: Raw -2576986.210120 + Penalty 3222.462065 = -2573763.748055 nChanged 50 SP:Iteration 29Q (892.710000 sec): 3 clusters Score: Raw -2577014.376664 + Penalty 3222.462065 = -2573791.914599 nChanged 48 SP:Iteration 30Q (892.990000 sec): 3 clusters Score: Raw -2577042.281754 + Penalty 3222.462065 = -2573819.819690 nChanged 45 SP:Iteration 31Q (893.250000 sec): 3 clusters Score: Raw -2577068.707793 + Penalty 3222.462065 = -2573846.245728 nChanged 33 SP:Iteration 32Q (893.480000 sec): 3 clusters Score: Raw -2577087.362193 + Penalty 3222.462065 = -2573864.900128 nChanged 29 SP:Iteration 33Q (893.730000 sec): 3 clusters Score: Raw -2577107.273322 + Penalty 3222.462065 = -2573884.811258 nChanged 26 SP:Iteration 34Q (893.990000 sec): 3 clusters Score: Raw -2577121.986483 + Penalty 3222.462065 = -2573899.524418 nChanged 21 SP:Iteration 35Q (894.250000 sec): 3 clusters Score: Raw -2577136.950355 + Penalty 3222.462065 = -2573914.488290 nChanged 27 SP:Iteration 36Q (894.510000 sec): 3 clusters Score: Raw -2577151.502477 + Penalty 3222.462065 = -2573929.040413 nChanged 13 SP:Iteration 37Q (894.750000 sec): 3 clusters Score: Raw -2577160.458353 + Penalty 3222.462065 = -2573937.996288 nChanged 12 SP:Iteration 38Q (894.980000 sec): 3 clusters Score: Raw -2577170.350590 + Penalty 3222.462065 = -2573947.888526 nChanged 14 SP:Iteration 39Q (895.260000 sec): 3 clusters Score: Raw -2577179.902526 + Penalty 3222.462065 = -2573957.440461 nChanged 12 SP:Iteration 40F (895.500000 sec): 3 clusters Score: Raw -2577189.506648 + Penalty 3222.462065 = -2573967.044583 nChanged 17 SP:Iteration 41Q (895.730000 sec): 3 clusters Score: Raw -2577205.576437 + Penalty 3222.462065 = -2573983.114373 nChanged 14 SP:Iteration 42Q (895.990000 sec): 3 clusters Score: Raw -2577213.769483 + Penalty 3222.462065 = -2573991.307418 nChanged 9 SP:Iteration 43Q (896.200000 sec): 3 clusters Score: Raw -2577220.707425 + Penalty 3222.462065 = -2573998.245360 nChanged 13 SP:Iteration 44Q (896.460000 sec): 3 clusters Score: Raw -2577228.034714 + Penalty 3222.462065 = -2574005.572649 nChanged 12 SP:Iteration 45Q (896.670000 sec): 3 clusters Score: Raw -2577234.618724 + Penalty 3222.462065 = -2574012.156659 nChanged 5 SP:Iteration 46Q (896.930000 sec): 3 clusters Score: Raw -2577236.602622 + Penalty 3222.462065 = -2574014.140557 nChanged 1 SP:Iteration 47Q (897.180000 sec): 3 clusters Score: Raw -2577237.019296 + Penalty 3222.462065 = -2574014.557231 nChanged 3 SP:Iteration 48Q (897.390000 sec): 3 clusters Score: Raw -2577238.373607 + Penalty 3222.462065 = -2574015.911542 nChanged 2 SP:Iteration 49Q (897.620000 sec): 3 clusters Score: Raw -2577240.799075 + Penalty 3222.462065 = -2574018.337010 nChanged 2 SP:Iteration 50Q (897.900000 sec): 3 clusters Score: Raw -2577242.650591 + Penalty 3222.462065 = -2574020.188527 nChanged 2 SP:Iteration 51Q (898.120000 sec): 3 clusters Score: Raw -2577243.747570 + Penalty 3222.462065 = -2574021.285506 nChanged 0 SP:Iteration 52F (898.420000 sec): 3 clusters Score: Raw -2577243.747570 + Penalty 3222.462065 = -2574021.285506 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (19981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.540000 sec): 2 clusters Score: Raw -2517315.638693 + Penalty 1609.162279 = -2515706.476414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.840000 sec): 3 clusters Score: Raw -2505292.131991 + Penalty 3218.324558 = -2502073.807433 nChanged 9047 SP:Iteration 1F (899.060000 sec): 3 clusters Score: Raw -2510194.397570 + Penalty 3218.324558 = -2506976.073012 nChanged 964 SP:Iteration 2Q (899.330000 sec): 3 clusters Score: Raw -2510520.462373 + Penalty 3218.324558 = -2507302.137815 nChanged 867 SP:Iteration 3Q (899.600000 sec): 3 clusters Score: Raw -2510823.467300 + Penalty 3218.324558 = -2507605.142743 nChanged 830 SP:Iteration 4Q (899.920000 sec): 3 clusters Score: Raw -2511118.285985 + Penalty 3218.324558 = -2507899.961428 nChanged 819 SP:Iteration 5Q (900.140000 sec): 3 clusters Score: Raw -2511427.498833 + Penalty 3218.324558 = -2508209.174275 nChanged 833 SP:Iteration 6Q (900.460000 sec): 3 clusters Score: Raw -2511795.844510 + Penalty 3218.324558 = -2508577.519952 nChanged 970 SP:Iteration 7Q (900.730000 sec): 3 clusters Score: Raw -2512318.723225 + Penalty 3218.324558 = -2509100.398667 nChanged 1115 SP:Iteration 8F (900.980000 sec): 3 clusters Score: Raw -2513028.496400 + Penalty 3218.324558 = -2509810.171842 nChanged 1243 SP:Iteration 9F (901.240000 sec): 3 clusters Score: Raw -2513947.576064 + Penalty 3218.324558 = -2510729.251506 nChanged 1192 SP:Iteration 10F (901.500000 sec): 3 clusters Score: Raw -2514936.866265 + Penalty 3218.324558 = -2511718.541707 nChanged 1069 SP:Iteration 11F (901.740000 sec): 3 clusters Score: Raw -2515855.320143 + Penalty 3218.324558 = -2512636.995586 nChanged 768 SP:Iteration 12Q (902.000000 sec): 3 clusters Score: Raw -2516522.284962 + Penalty 3218.324558 = -2513303.960404 nChanged 495 SP:Iteration 13Q (902.260000 sec): 3 clusters Score: Raw -2516968.850742 + Penalty 3218.324558 = -2513750.526184 nChanged 291 SP:Iteration 14Q (902.500000 sec): 3 clusters Score: Raw -2517233.635164 + Penalty 3218.324558 = -2514015.310607 nChanged 163 SP:Iteration 15Q (902.780000 sec): 3 clusters Score: Raw -2517402.259445 + Penalty 3218.324558 = -2514183.934888 nChanged 84 SP:Iteration 16Q (902.980000 sec): 3 clusters Score: Raw -2517495.337125 + Penalty 3218.324558 = -2514277.012567 nChanged 70 SP:Iteration 17Q (903.260000 sec): 3 clusters Score: Raw -2517559.630213 + Penalty 3218.324558 = -2514341.305655 nChanged 48 SP:Iteration 18Q (903.480000 sec): 3 clusters Score: Raw -2517599.292781 + Penalty 3218.324558 = -2514380.968223 nChanged 31 SP:Iteration 19Q (903.680000 sec): 3 clusters Score: Raw -2517627.746640 + Penalty 3218.324558 = -2514409.422082 nChanged 17 SP:Iteration 20F (903.940000 sec): 3 clusters Score: Raw -2517644.506746 + Penalty 3218.324558 = -2514426.182188 nChanged 24 SP:Iteration 21Q (904.140000 sec): 3 clusters Score: Raw -2517663.616990 + Penalty 3218.324558 = -2514445.292432 nChanged 17 SP:Iteration 22Q (904.350000 sec): 3 clusters Score: Raw -2517675.239128 + Penalty 3218.324558 = -2514456.914570 nChanged 13 SP:Iteration 23Q (904.560000 sec): 3 clusters Score: Raw -2517682.853833 + Penalty 3218.324558 = -2514464.529275 nChanged 9 SP:Iteration 24Q (904.790000 sec): 3 clusters Score: Raw -2517688.543879 + Penalty 3218.324558 = -2514470.219321 nChanged 9 SP:Iteration 25Q (905.030000 sec): 3 clusters Score: Raw -2517693.163580 + Penalty 3218.324558 = -2514474.839022 nChanged 5 SP:Iteration 26Q (905.300000 sec): 3 clusters Score: Raw -2517695.672291 + Penalty 3218.324558 = -2514477.347734 nChanged 3 SP:Iteration 27Q (905.540000 sec): 3 clusters Score: Raw -2517696.525792 + Penalty 3218.324558 = -2514478.201234 nChanged 2 SP:Iteration 28Q (905.750000 sec): 3 clusters Score: Raw -2517697.185818 + Penalty 3218.324558 = -2514478.861260 nChanged 4 SP:Iteration 29Q (906.010000 sec): 3 clusters Score: Raw -2517700.212913 + Penalty 3218.324558 = -2514481.888356 nChanged 6 SP:Iteration 30Q (906.210000 sec): 3 clusters Score: Raw -2517704.283634 + Penalty 3218.324558 = -2514485.959076 nChanged 3 SP:Iteration 31Q (906.450000 sec): 3 clusters Score: Raw -2517706.983157 + Penalty 3218.324558 = -2514488.658600 nChanged 3 SP:Iteration 32Q (906.660000 sec): 3 clusters Score: Raw -2517708.827110 + Penalty 3218.324558 = -2514490.502552 nChanged 3 SP:Iteration 33Q (906.950000 sec): 3 clusters Score: Raw -2517710.739176 + Penalty 3218.324558 = -2514492.414618 nChanged 3 SP:Iteration 34Q (907.160000 sec): 3 clusters Score: Raw -2517713.258340 + Penalty 3218.324558 = -2514494.933782 nChanged 3 SP:Iteration 35Q (907.420000 sec): 3 clusters Score: Raw -2517714.923213 + Penalty 3218.324558 = -2514496.598655 nChanged 2 SP:Iteration 36Q (907.690000 sec): 3 clusters Score: Raw -2517715.707022 + Penalty 3218.324558 = -2514497.382465 nChanged 0 SP:Iteration 37F (907.930000 sec): 3 clusters Score: Raw -2517715.707022 + Penalty 3218.324558 = -2514497.382465 nChanged 0 Iteration 20F (942.360000 sec): 17 clusters Score: Raw -146330363.445099 + Penalty 36401.553381 = -146293961.891718 nChanged 11667 Iteration 21Q (968.470000 sec): 17 clusters Score: Raw -146336825.274882 + Penalty 36401.553381 = -146300423.721501 nChanged 5422 Iteration 22Q (993.110000 sec): 17 clusters Score: Raw -146338745.661210 + Penalty 36401.553381 = -146302344.107829 nChanged 3954 Iteration 23Q (1014.290000 sec): 17 clusters Score: Raw -146340148.864733 + Penalty 36401.553381 = -146303747.311352 nChanged 3102 Iteration 24Q (1037.660000 sec): 17 clusters Score: Raw -146341178.214788 + Penalty 36401.553381 = -146304776.661407 nChanged 2477 Iteration 25Q (1057.810000 sec): 17 clusters Score: Raw -146341670.619073 + Penalty 36401.553381 = -146305269.065691 nChanged 2210 Iteration 26Q (1077.490000 sec): 17 clusters Score: Raw -146342053.154776 + Penalty 36401.553381 = -146305651.601395 nChanged 2014 Iteration 27Q (1095.580000 sec): 17 clusters Score: Raw -146342333.746649 + Penalty 36401.553381 = -146305932.193268 nChanged 1727 Iteration 28Q (1114.200000 sec): 17 clusters Score: Raw -146342534.091194 + Penalty 36401.553381 = -146306132.537813 nChanged 1557 Iteration 29Q (1132.760000 sec): 17 clusters Score: Raw -146342681.092334 + Penalty 36401.553381 = -146306279.538953 nChanged 1410 Iteration 30Q (1153.450000 sec): 17 clusters Score: Raw -146342821.718240 + Penalty 36401.553381 = -146306420.164859 nChanged 1278 Iteration 31Q (1178.330000 sec): 17 clusters Score: Raw -146342923.848344 + Penalty 36401.553381 = -146306522.294963 nChanged 1229 Iteration 32Q (1206.090000 sec): 17 clusters Score: Raw -146343029.051562 + Penalty 36401.553381 = -146306627.498181 nChanged 1205 Iteration 33Q (1224.830000 sec): 17 clusters Score: Raw -146343134.009238 + Penalty 36401.553381 = -146306732.455857 nChanged 1120 Iteration 34Q (1245.410000 sec): 17 clusters Score: Raw -146343219.669646 + Penalty 36401.553381 = -146306818.116265 nChanged 982 Iteration 35Q (1265.250000 sec): 17 clusters Score: Raw -146343287.632054 + Penalty 36401.553381 = -146306886.078672 nChanged 883 Iteration 36Q (1285.130000 sec): 17 clusters Score: Raw -146343344.486935 + Penalty 36401.553381 = -146306942.933554 nChanged 795 Iteration 37Q (1305.300000 sec): 17 clusters Score: Raw -146343390.017704 + Penalty 36401.553381 = -146306988.464323 nChanged 712 Iteration 38Q (1325.500000 sec): 17 clusters Score: Raw -146343431.454718 + Penalty 36401.553381 = -146307029.901337 nChanged 640 Iteration 39Q (1351.470000 sec): 17 clusters Score: Raw -146343468.558603 + Penalty 36401.553381 = -146307067.005221 nChanged 651 Iteration 40F (1391.580000 sec): 17 clusters Score: Raw -146344015.355909 + Penalty 36401.553381 = -146307613.802528 nChanged 790 Iteration 41Q (1420.330000 sec): 17 clusters Score: Raw -146344372.387470 + Penalty 36401.553381 = -146307970.834089 nChanged 801 Iteration 42Q (1441.700000 sec): 17 clusters Score: Raw -146344458.977533 + Penalty 36401.553381 = -146308057.424152 nChanged 784 Iteration 43Q (1462.790000 sec): 17 clusters Score: Raw -146344536.891231 + Penalty 36401.553381 = -146308135.337849 nChanged 711 Iteration 44Q (1483.800000 sec): 17 clusters Score: Raw -146344587.126749 + Penalty 36401.553381 = -146308185.573368 nChanged 680 Iteration 45Q (1504.710000 sec): 17 clusters Score: Raw -146344630.084524 + Penalty 36401.553381 = -146308228.531143 nChanged 615 Iteration 46Q (1526.120000 sec): 17 clusters Score: Raw -146344670.815858 + Penalty 36401.553381 = -146308269.262477 nChanged 617 Iteration 47Q (1546.450000 sec): 17 clusters Score: Raw -146344709.869544 + Penalty 36401.553381 = -146308308.316163 nChanged 606 Iteration 48Q (1571.210000 sec): 17 clusters Score: Raw -146344745.702434 + Penalty 36401.553381 = -146308344.149053 nChanged 581 Iteration 49Q (1597.810000 sec): 17 clusters Score: Raw -146344785.038280 + Penalty 36401.553381 = -146308383.484899 nChanged 583 Iteration 50Q (1619.990000 sec): 17 clusters Score: Raw -146344823.193891 + Penalty 36401.553381 = -146308421.640510 nChanged 608 Iteration 51Q (1643.040000 sec): 17 clusters Score: Raw -146344859.426416 + Penalty 36401.553381 = -146308457.873034 nChanged 585 Iteration 52Q (1665.070000 sec): 17 clusters Score: Raw -146344895.042270 + Penalty 36401.553381 = -146308493.488889 nChanged 597 Iteration 53Q (1685.720000 sec): 17 clusters Score: Raw -146344929.587384 + Penalty 36401.553381 = -146308528.034003 nChanged 604 Iteration 54Q (1707.550000 sec): 17 clusters Score: Raw -146344962.972348 + Penalty 36401.553381 = -146308561.418967 nChanged 593 Iteration 55Q (1730.970000 sec): 17 clusters Score: Raw -146344995.682090 + Penalty 36401.553381 = -146308594.128709 nChanged 545 Iteration 56Q (1759.640000 sec): 17 clusters Score: Raw -146345023.141576 + Penalty 36401.553381 = -146308621.588195 nChanged 508 Iteration 57Q (1787.250000 sec): 17 clusters Score: Raw -146345048.265680 + Penalty 36401.553381 = -146308646.712299 nChanged 461 Iteration 58Q (1815.810000 sec): 17 clusters Score: Raw -146345068.157792 + Penalty 36401.553381 = -146308666.604411 nChanged 432 Writing temp clu file Because OldScore, -146308646.712299, is greater than current (better) Score,-146308666.604411 Compute initial score before splitting: Score: Raw -146345068.157792 + Penalty 36401.553381 = -146308666.604411 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (11752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1816.160000 sec): 2 clusters Score: Raw -1432122.603106 + Penalty 1522.914042 = -1430599.689064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1816.420000 sec): 3 clusters Score: Raw -1425376.801357 + Penalty 3045.828083 = -1422330.973273 nChanged 5097 SP:Iteration 1F (1816.710000 sec): 3 clusters Score: Raw -1427999.650708 + Penalty 3045.828083 = -1424953.822625 nChanged 639 SP:Iteration 2F (1816.920000 sec): 3 clusters Score: Raw -1428215.690003 + Penalty 3045.828083 = -1425169.861920 nChanged 509 SP:Iteration 3Q (1817.130000 sec): 3 clusters Score: Raw -1428387.049968 + Penalty 3045.828083 = -1425341.221884 nChanged 448 SP:Iteration 4Q (1817.430000 sec): 3 clusters Score: Raw -1428530.756553 + Penalty 3045.828083 = -1425484.928470 nChanged 389 SP:Iteration 5Q (1817.680000 sec): 3 clusters Score: Raw -1428642.414776 + Penalty 3045.828083 = -1425596.586693 nChanged 333 SP:Iteration 6Q (1817.920000 sec): 3 clusters Score: Raw -1428752.891839 + Penalty 3045.828083 = -1425707.063756 nChanged 312 SP:Iteration 7Q (1818.140000 sec): 3 clusters Score: Raw -1428854.835344 + Penalty 3045.828083 = -1425809.007261 nChanged 325 SP:Iteration 8Q (1818.400000 sec): 3 clusters Score: Raw -1428975.229082 + Penalty 3045.828083 = -1425929.400999 nChanged 353 SP:Iteration 9Q (1818.610000 sec): 3 clusters Score: Raw -1429135.281125 + Penalty 3045.828083 = -1426089.453041 nChanged 408 SP:Iteration 10Q (1818.840000 sec): 3 clusters Score: Raw -1429373.644272 + Penalty 3045.828083 = -1426327.816189 nChanged 454 SP:Iteration 11Q (1819.040000 sec): 3 clusters Score: Raw -1429676.813386 + Penalty 3045.828083 = -1426630.985303 nChanged 550 SP:Iteration 12Q (1819.270000 sec): 3 clusters Score: Raw -1430079.245079 + Penalty 3045.828083 = -1427033.416996 nChanged 578 SP:Iteration 13Q (1819.530000 sec): 3 clusters Score: Raw -1430558.119277 + Penalty 3045.828083 = -1427512.291193 nChanged 652 SP:Iteration 14F (1819.740000 sec): 3 clusters Score: Raw -1431075.525293 + Penalty 3045.828083 = -1428029.697209 nChanged 594 SP:Iteration 15F (1819.970000 sec): 3 clusters Score: Raw -1431488.302481 + Penalty 3045.828083 = -1428442.474398 nChanged 489 SP:Iteration 16Q (1820.230000 sec): 3 clusters Score: Raw -1431770.501604 + Penalty 3045.828083 = -1428724.673521 nChanged 349 SP:Iteration 17Q (1820.420000 sec): 3 clusters Score: Raw -1431938.036772 + Penalty 3045.828083 = -1428892.208689 nChanged 262 SP:Iteration 18Q (1820.630000 sec): 3 clusters Score: Raw -1432048.184596 + Penalty 3045.828083 = -1429002.356513 nChanged 200 SP:Iteration 19Q (1820.850000 sec): 3 clusters Score: Raw -1432126.241544 + Penalty 3045.828083 = -1429080.413461 nChanged 180 SP:Iteration 20F (1821.070000 sec): 3 clusters Score: Raw -1432193.224882 + Penalty 3045.828083 = -1429147.396799 nChanged 155 SP:Iteration 21Q (1821.270000 sec): 3 clusters Score: Raw -1432245.637830 + Penalty 3045.828083 = -1429199.809747 nChanged 139 SP:Iteration 22Q (1821.460000 sec): 3 clusters Score: Raw -1432289.642411 + Penalty 3045.828083 = -1429243.814327 nChanged 135 SP:Iteration 23Q (1821.710000 sec): 3 clusters Score: Raw -1432326.049779 + Penalty 3045.828083 = -1429280.221696 nChanged 117 SP:Iteration 24Q (1821.900000 sec): 3 clusters Score: Raw -1432361.755034 + Penalty 3045.828083 = -1429315.926951 nChanged 115 SP:Iteration 25Q (1822.150000 sec): 3 clusters Score: Raw -1432400.943770 + Penalty 3045.828083 = -1429355.115686 nChanged 121 SP:Iteration 26Q (1822.350000 sec): 3 clusters Score: Raw -1432442.040307 + Penalty 3045.828083 = -1429396.212224 nChanged 116 SP:Iteration 27Q (1822.570000 sec): 3 clusters Score: Raw -1432484.428265 + Penalty 3045.828083 = -1429438.600182 nChanged 115 SP:Iteration 28Q (1822.790000 sec): 3 clusters Score: Raw -1432527.300922 + Penalty 3045.828083 = -1429481.472839 nChanged 144 SP:Iteration 29Q (1823.040000 sec): 3 clusters Score: Raw -1432587.036274 + Penalty 3045.828083 = -1429541.208190 nChanged 146 SP:Iteration 30Q (1823.260000 sec): 3 clusters Score: Raw -1432645.592939 + Penalty 3045.828083 = -1429599.764856 nChanged 116 SP:Iteration 31Q (1823.480000 sec): 3 clusters Score: Raw -1432691.079446 + Penalty 3045.828083 = -1429645.251362 nChanged 116 SP:Iteration 32Q (1823.720000 sec): 3 clusters Score: Raw -1432734.440193 + Penalty 3045.828083 = -1429688.612109 nChanged 93 SP:Iteration 33Q (1823.940000 sec): 3 clusters Score: Raw -1432767.038209 + Penalty 3045.828083 = -1429721.210126 nChanged 85 SP:Iteration 34Q (1824.150000 sec): 3 clusters Score: Raw -1432791.282068 + Penalty 3045.828083 = -1429745.453985 nChanged 73 SP:Iteration 35Q (1824.380000 sec): 3 clusters Score: Raw -1432806.364004 + Penalty 3045.828083 = -1429760.535921 nChanged 52 SP:Iteration 36Q (1824.590000 sec): 3 clusters Score: Raw -1432815.269179 + Penalty 3045.828083 = -1429769.441096 nChanged 36 SP:Iteration 37Q (1824.880000 sec): 3 clusters Score: Raw -1432823.419129 + Penalty 3045.828083 = -1429777.591046 nChanged 31 SP:Iteration 38Q (1825.130000 sec): 3 clusters Score: Raw -1432828.466922 + Penalty 3045.828083 = -1429782.638838 nChanged 23 SP:Iteration 39Q (1825.370000 sec): 3 clusters Score: Raw -1432831.242724 + Penalty 3045.828083 = -1429785.414640 nChanged 15 SP:Iteration 40F (1825.550000 sec): 3 clusters Score: Raw -1432840.404536 + Penalty 3045.828083 = -1429794.576452 nChanged 20 SP:Iteration 41Q (1825.810000 sec): 3 clusters Score: Raw -1432844.640508 + Penalty 3045.828083 = -1429798.812425 nChanged 23 SP:Iteration 42Q (1826.010000 sec): 3 clusters Score: Raw -1432848.519367 + Penalty 3045.828083 = -1429802.691284 nChanged 22 SP:Iteration 43Q (1826.270000 sec): 3 clusters Score: Raw -1432852.152800 + Penalty 3045.828083 = -1429806.324717 nChanged 24 SP:Iteration 44Q (1826.510000 sec): 3 clusters Score: Raw -1432856.233613 + Penalty 3045.828083 = -1429810.405529 nChanged 23 SP:Iteration 45Q (1826.700000 sec): 3 clusters Score: Raw -1432859.521528 + Penalty 3045.828083 = -1429813.693445 nChanged 23 SP:Iteration 46Q (1826.970000 sec): 3 clusters Score: Raw -1432862.203650 + Penalty 3045.828083 = -1429816.375566 nChanged 21 SP:Iteration 47Q (1827.210000 sec): 3 clusters Score: Raw -1432865.277601 + Penalty 3045.828083 = -1429819.449518 nChanged 14 SP:Iteration 48Q (1827.430000 sec): 3 clusters Score: Raw -1432867.134956 + Penalty 3045.828083 = -1429821.306873 nChanged 13 SP:Iteration 49Q (1827.630000 sec): 3 clusters Score: Raw -1432868.788733 + Penalty 3045.828083 = -1429822.960650 nChanged 9 SP:Iteration 50Q (1827.830000 sec): 3 clusters Score: Raw -1432869.792423 + Penalty 3045.828083 = -1429823.964340 nChanged 8 SP:Iteration 51Q (1828.050000 sec): 3 clusters Score: Raw -1432870.453083 + Penalty 3045.828083 = -1429824.624999 nChanged 5 SP:Iteration 52Q (1828.270000 sec): 3 clusters Score: Raw -1432870.904362 + Penalty 3045.828083 = -1429825.076279 nChanged 7 SP:Iteration 53Q (1828.470000 sec): 3 clusters Score: Raw -1432871.502620 + Penalty 3045.828083 = -1429825.674537 nChanged 1 SP:Iteration 54Q (1828.710000 sec): 3 clusters Score: Raw -1432871.566284 + Penalty 3045.828083 = -1429825.738201 nChanged 1 SP:Iteration 55Q (1828.940000 sec): 3 clusters Score: Raw -1432871.620808 + Penalty 3045.828083 = -1429825.792724 nChanged 0 SP:Iteration 56F (1829.160000 sec): 3 clusters Score: Raw -1432871.620808 + Penalty 3045.828083 = -1429825.792724 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (28052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.370000 sec): 2 clusters Score: Raw -3455052.203522 + Penalty 1664.294972 = -3453387.908551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.670000 sec): 3 clusters Score: Raw -3437693.752401 + Penalty 3328.589943 = -3434365.162458 nChanged 12925 SP:Iteration 1F (1830.010000 sec): 3 clusters Score: Raw -3444696.924067 + Penalty 3328.589943 = -3441368.334124 nChanged 1049 SP:Iteration 2Q (1830.390000 sec): 3 clusters Score: Raw -3444947.465920 + Penalty 3328.589943 = -3441618.875977 nChanged 917 SP:Iteration 3Q (1830.720000 sec): 3 clusters Score: Raw -3445159.761915 + Penalty 3328.589943 = -3441831.171972 nChanged 848 SP:Iteration 4Q (1831.080000 sec): 3 clusters Score: Raw -3445361.623564 + Penalty 3328.589943 = -3442033.033621 nChanged 775 SP:Iteration 5Q (1831.430000 sec): 3 clusters Score: Raw -3445534.057542 + Penalty 3328.589943 = -3442205.467599 nChanged 723 SP:Iteration 6Q (1831.780000 sec): 3 clusters Score: Raw -3445689.719557 + Penalty 3328.589943 = -3442361.129613 nChanged 656 SP:Iteration 7Q (1832.160000 sec): 3 clusters Score: Raw -3445831.829982 + Penalty 3328.589943 = -3442503.240039 nChanged 652 SP:Iteration 8Q (1832.540000 sec): 3 clusters Score: Raw -3445987.054503 + Penalty 3328.589943 = -3442658.464559 nChanged 672 SP:Iteration 9Q (1832.860000 sec): 3 clusters Score: Raw -3446166.603152 + Penalty 3328.589943 = -3442838.013209 nChanged 782 SP:Iteration 10Q (1833.210000 sec): 3 clusters Score: Raw -3446397.079611 + Penalty 3328.589943 = -3443068.489668 nChanged 863 SP:Iteration 11Q (1833.580000 sec): 3 clusters Score: Raw -3446746.543433 + Penalty 3328.589943 = -3443417.953490 nChanged 1094 SP:Iteration 12Q (1833.930000 sec): 3 clusters Score: Raw -3447282.773126 + Penalty 3328.589943 = -3443954.183183 nChanged 1312 SP:Iteration 13Q (1834.280000 sec): 3 clusters Score: Raw -3448115.653114 + Penalty 3328.589943 = -3444787.063170 nChanged 1464 SP:Iteration 14F (1834.580000 sec): 3 clusters Score: Raw -3449203.555564 + Penalty 3328.589943 = -3445874.965621 nChanged 1536 SP:Iteration 15F (1834.950000 sec): 3 clusters Score: Raw -3450189.387352 + Penalty 3328.589943 = -3446860.797409 nChanged 1192 SP:Iteration 16Q (1835.240000 sec): 3 clusters Score: Raw -3450713.647411 + Penalty 3328.589943 = -3447385.057468 nChanged 784 SP:Iteration 17Q (1835.580000 sec): 3 clusters Score: Raw -3451010.105078 + Penalty 3328.589943 = -3447681.515135 nChanged 619 SP:Iteration 18Q (1835.910000 sec): 3 clusters Score: Raw -3451258.389182 + Penalty 3328.589943 = -3447929.799239 nChanged 563 SP:Iteration 19Q (1836.200000 sec): 3 clusters Score: Raw -3451501.666213 + Penalty 3328.589943 = -3448173.076270 nChanged 570 SP:Iteration 20F (1836.490000 sec): 3 clusters Score: Raw -3451753.657702 + Penalty 3328.589943 = -3448425.067759 nChanged 607 SP:Iteration 21Q (1836.770000 sec): 3 clusters Score: Raw -3452053.414683 + Penalty 3328.589943 = -3448724.824740 nChanged 664 SP:Iteration 22Q (1837.090000 sec): 3 clusters Score: Raw -3452415.600022 + Penalty 3328.589943 = -3449087.010079 nChanged 692 SP:Iteration 23Q (1837.380000 sec): 3 clusters Score: Raw -3452795.282871 + Penalty 3328.589943 = -3449466.692927 nChanged 655 SP:Iteration 24Q (1837.670000 sec): 3 clusters Score: Raw -3453155.292237 + Penalty 3328.589943 = -3449826.702294 nChanged 646 SP:Iteration 25Q (1837.950000 sec): 3 clusters Score: Raw -3453548.222357 + Penalty 3328.589943 = -3450219.632414 nChanged 625 SP:Iteration 26Q (1838.260000 sec): 3 clusters Score: Raw -3453920.907126 + Penalty 3328.589943 = -3450592.317183 nChanged 553 SP:Iteration 27Q (1838.550000 sec): 3 clusters Score: Raw -3454214.673067 + Penalty 3328.589943 = -3450886.083124 nChanged 458 SP:Iteration 28Q (1838.850000 sec): 3 clusters Score: Raw -3454411.212304 + Penalty 3328.589943 = -3451082.622361 nChanged 372 SP:Iteration 29Q (1839.160000 sec): 3 clusters Score: Raw -3454536.413787 + Penalty 3328.589943 = -3451207.823844 nChanged 285 SP:Iteration 30Q (1839.450000 sec): 3 clusters Score: Raw -3454610.603652 + Penalty 3328.589943 = -3451282.013709 nChanged 210 SP:Iteration 31Q (1839.730000 sec): 3 clusters Score: Raw -3454651.319241 + Penalty 3328.589943 = -3451322.729298 nChanged 154 SP:Iteration 32Q (1840.050000 sec): 3 clusters Score: Raw -3454675.958585 + Penalty 3328.589943 = -3451347.368642 nChanged 119 SP:Iteration 33Q (1840.340000 sec): 3 clusters Score: Raw -3454694.275609 + Penalty 3328.589943 = -3451365.685666 nChanged 106 SP:Iteration 34Q (1840.620000 sec): 3 clusters Score: Raw -3454711.461664 + Penalty 3328.589943 = -3451382.871721 nChanged 89 SP:Iteration 35Q (1840.970000 sec): 3 clusters Score: Raw -3454726.145191 + Penalty 3328.589943 = -3451397.555248 nChanged 78 SP:Iteration 36Q (1841.290000 sec): 3 clusters Score: Raw -3454734.544313 + Penalty 3328.589943 = -3451405.954370 nChanged 68 SP:Iteration 37Q (1841.570000 sec): 3 clusters Score: Raw -3454743.231763 + Penalty 3328.589943 = -3451414.641820 nChanged 69 SP:Iteration 38Q (1841.850000 sec): 3 clusters Score: Raw -3454749.613906 + Penalty 3328.589943 = -3451421.023963 nChanged 49 SP:Iteration 39Q (1842.140000 sec): 3 clusters Score: Raw -3454753.825475 + Penalty 3328.589943 = -3451425.235532 nChanged 49 SP:Iteration 40F (1842.390000 sec): 3 clusters Score: Raw -3454773.203497 + Penalty 3328.589943 = -3451444.613554 nChanged 64 SP:Iteration 41Q (1842.710000 sec): 3 clusters Score: Raw -3454782.149165 + Penalty 3328.589943 = -3451453.559222 nChanged 70 SP:Iteration 42Q (1842.990000 sec): 3 clusters Score: Raw -3454790.714341 + Penalty 3328.589943 = -3451462.124398 nChanged 69 SP:Iteration 43Q (1843.260000 sec): 3 clusters Score: Raw -3454797.976756 + Penalty 3328.589943 = -3451469.386813 nChanged 74 SP:Iteration 44Q (1843.550000 sec): 3 clusters Score: Raw -3454806.849800 + Penalty 3328.589943 = -3451478.259857 nChanged 72 SP:Iteration 45Q (1843.820000 sec): 3 clusters Score: Raw -3454813.783416 + Penalty 3328.589943 = -3451485.193473 nChanged 58 SP:Iteration 46Q (1844.130000 sec): 3 clusters Score: Raw -3454819.626895 + Penalty 3328.589943 = -3451491.036952 nChanged 70 SP:Iteration 47Q (1844.410000 sec): 3 clusters Score: Raw -3454827.194824 + Penalty 3328.589943 = -3451498.604880 nChanged 57 SP:Iteration 48Q (1844.690000 sec): 3 clusters Score: Raw -3454832.917619 + Penalty 3328.589943 = -3451504.327675 nChanged 67 SP:Iteration 49Q (1845.000000 sec): 3 clusters Score: Raw -3454839.872493 + Penalty 3328.589943 = -3451511.282550 nChanged 66 SP:Iteration 50Q (1845.260000 sec): 3 clusters Score: Raw -3454847.057444 + Penalty 3328.589943 = -3451518.467501 nChanged 68 SP:Iteration 51Q (1845.590000 sec): 3 clusters Score: Raw -3454855.886698 + Penalty 3328.589943 = -3451527.296755 nChanged 84 SP:Iteration 52Q (1845.830000 sec): 3 clusters Score: Raw -3454866.634589 + Penalty 3328.589943 = -3451538.044646 nChanged 82 SP:Iteration 53Q (1846.130000 sec): 3 clusters Score: Raw -3454875.671871 + Penalty 3328.589943 = -3451547.081928 nChanged 80 SP:Iteration 54Q (1846.420000 sec): 3 clusters Score: Raw -3454885.220460 + Penalty 3328.589943 = -3451556.630517 nChanged 79 SP:Iteration 55Q (1846.690000 sec): 3 clusters Score: Raw -3454895.391916 + Penalty 3328.589943 = -3451566.801973 nChanged 72 SP:Iteration 56Q (1846.990000 sec): 3 clusters Score: Raw -3454903.366147 + Penalty 3328.589943 = -3451574.776204 nChanged 72 SP:Iteration 57Q (1847.240000 sec): 3 clusters Score: Raw -3454911.316339 + Penalty 3328.589943 = -3451582.726396 nChanged 77 SP:Iteration 58Q (1847.530000 sec): 3 clusters Score: Raw -3454919.961579 + Penalty 3328.589943 = -3451591.371636 nChanged 64 SP:Iteration 59Q (1847.870000 sec): 3 clusters Score: Raw -3454926.227869 + Penalty 3328.589943 = -3451597.637926 nChanged 68 SP:Iteration 60F (1848.200000 sec): 3 clusters Score: Raw -3454933.155688 + Penalty 3328.589943 = -3451604.565745 nChanged 72 SP:Iteration 61Q (1848.490000 sec): 3 clusters Score: Raw -3454941.502396 + Penalty 3328.589943 = -3451612.912453 nChanged 73 SP:Iteration 62Q (1848.790000 sec): 3 clusters Score: Raw -3454950.394318 + Penalty 3328.589943 = -3451621.804375 nChanged 80 SP:Iteration 63Q (1849.090000 sec): 3 clusters Score: Raw -3454959.927279 + Penalty 3328.589943 = -3451631.337336 nChanged 65 SP:Iteration 64Q (1849.390000 sec): 3 clusters Score: Raw -3454967.156988 + Penalty 3328.589943 = -3451638.567045 nChanged 68 SP:Iteration 65Q (1849.700000 sec): 3 clusters Score: Raw -3454974.012616 + Penalty 3328.589943 = -3451645.422673 nChanged 66 SP:Iteration 66Q (1849.970000 sec): 3 clusters Score: Raw -3454980.700479 + Penalty 3328.589943 = -3451652.110536 nChanged 56 SP:Iteration 67Q (1850.290000 sec): 3 clusters Score: Raw -3454985.487232 + Penalty 3328.589943 = -3451656.897289 nChanged 58 SP:Iteration 68Q (1850.570000 sec): 3 clusters Score: Raw -3454990.585200 + Penalty 3328.589943 = -3451661.995257 nChanged 55 SP:Iteration 69Q (1850.860000 sec): 3 clusters Score: Raw -3454996.431190 + Penalty 3328.589943 = -3451667.841247 nChanged 56 SP:Iteration 70Q (1851.190000 sec): 3 clusters Score: Raw -3455002.549887 + Penalty 3328.589943 = -3451673.959944 nChanged 58 SP:Iteration 71Q (1851.520000 sec): 3 clusters Score: Raw -3455009.257489 + Penalty 3328.589943 = -3451680.667546 nChanged 67 SP:Iteration 72Q (1851.830000 sec): 3 clusters Score: Raw -3455016.514191 + Penalty 3328.589943 = -3451687.924248 nChanged 63 SP:Iteration 73Q (1852.180000 sec): 3 clusters Score: Raw -3455023.168658 + Penalty 3328.589943 = -3451694.578715 nChanged 62 SP:Iteration 74Q (1852.460000 sec): 3 clusters Score: Raw -3455029.582515 + Penalty 3328.589943 = -3451700.992572 nChanged 50 SP:Iteration 75Q (1852.780000 sec): 3 clusters Score: Raw -3455034.565533 + Penalty 3328.589943 = -3451705.975590 nChanged 45 SP:Iteration 76Q (1853.080000 sec): 3 clusters Score: Raw -3455038.632863 + Penalty 3328.589943 = -3451710.042919 nChanged 38 SP:Iteration 77Q (1853.410000 sec): 3 clusters Score: Raw -3455042.468497 + Penalty 3328.589943 = -3451713.878554 nChanged 38 SP:Iteration 78Q (1853.730000 sec): 3 clusters Score: Raw -3455045.875297 + Penalty 3328.589943 = -3451717.285354 nChanged 46 SP:Iteration 79Q (1854.040000 sec): 3 clusters Score: Raw -3455050.560341 + Penalty 3328.589943 = -3451721.970398 nChanged 42 SP:Iteration 80F (1854.340000 sec): 3 clusters Score: Raw -3455054.854111 + Penalty 3328.589943 = -3451726.264168 nChanged 42 SP:Iteration 81Q (1854.650000 sec): 3 clusters Score: Raw -3455058.427798 + Penalty 3328.589943 = -3451729.837855 nChanged 37 SP:Iteration 82Q (1854.910000 sec): 3 clusters Score: Raw -3455061.532063 + Penalty 3328.589943 = -3451732.942120 nChanged 38 SP:Iteration 83Q (1855.250000 sec): 3 clusters Score: Raw -3455064.417011 + Penalty 3328.589943 = -3451735.827068 nChanged 29 SP:Iteration 84Q (1855.540000 sec): 3 clusters Score: Raw -3455066.679540 + Penalty 3328.589943 = -3451738.089597 nChanged 20 SP:Iteration 85Q (1855.850000 sec): 3 clusters Score: Raw -3455068.099967 + Penalty 3328.589943 = -3451739.510024 nChanged 22 SP:Iteration 86Q (1856.100000 sec): 3 clusters Score: Raw -3455069.795485 + Penalty 3328.589943 = -3451741.205542 nChanged 26 SP:Iteration 87Q (1856.380000 sec): 3 clusters Score: Raw -3455071.490479 + Penalty 3328.589943 = -3451742.900536 nChanged 23 SP:Iteration 88Q (1856.640000 sec): 3 clusters Score: Raw -3455072.677012 + Penalty 3328.589943 = -3451744.087069 nChanged 17 SP:Iteration 89Q (1856.970000 sec): 3 clusters Score: Raw -3455073.542199 + Penalty 3328.589943 = -3451744.952256 nChanged 16 SP:Iteration 90Q (1857.230000 sec): 3 clusters Score: Raw -3455074.564854 + Penalty 3328.589943 = -3451745.974911 nChanged 14 SP:Iteration 91Q (1857.520000 sec): 3 clusters Score: Raw -3455075.366515 + Penalty 3328.589943 = -3451746.776572 nChanged 10 SP:Iteration 92Q (1857.790000 sec): 3 clusters Score: Raw -3455075.902418 + Penalty 3328.589943 = -3451747.312475 nChanged 12 SP:Iteration 93Q (1858.070000 sec): 3 clusters Score: Raw -3455076.422137 + Penalty 3328.589943 = -3451747.832194 nChanged 11 SP:Iteration 94Q (1858.340000 sec): 3 clusters Score: Raw -3455077.135100 + Penalty 3328.589943 = -3451748.545157 nChanged 14 SP:Iteration 95Q (1858.670000 sec): 3 clusters Score: Raw -3455078.117135 + Penalty 3328.589943 = -3451749.527192 nChanged 11 SP:Iteration 96Q (1858.950000 sec): 3 clusters Score: Raw -3455079.046934 + Penalty 3328.589943 = -3451750.456990 nChanged 8 SP:Iteration 97Q (1859.260000 sec): 3 clusters Score: Raw -3455079.631508 + Penalty 3328.589943 = -3451751.041565 nChanged 6 SP:Iteration 98Q (1859.580000 sec): 3 clusters Score: Raw -3455080.087849 + Penalty 3328.589943 = -3451751.497905 nChanged 5 SP:Iteration 99Q (1859.900000 sec): 3 clusters Score: Raw -3455080.524185 + Penalty 3328.589943 = -3451751.934242 nChanged 9 SP:Iteration 100F (1860.160000 sec): 3 clusters Score: Raw -3455080.929819 + Penalty 3328.589943 = -3451752.339876 nChanged 1 SP:Iteration 101Q (1860.460000 sec): 3 clusters Score: Raw -3455080.983221 + Penalty 3328.589943 = -3451752.393278 nChanged 3 SP:Iteration 102Q (1860.720000 sec): 3 clusters Score: Raw -3455081.096075 + Penalty 3328.589943 = -3451752.506132 nChanged 3 SP:Iteration 103Q (1861.030000 sec): 3 clusters Score: Raw -3455081.192169 + Penalty 3328.589943 = -3451752.602226 nChanged 2 SP:Iteration 104Q (1861.340000 sec): 3 clusters Score: Raw -3455081.309130 + Penalty 3328.589943 = -3451752.719187 nChanged 2 SP:Iteration 105Q (1861.670000 sec): 3 clusters Score: Raw -3455081.373346 + Penalty 3328.589943 = -3451752.783403 nChanged 0 SP:Iteration 106F (1862.020000 sec): 3 clusters Score: Raw -3455081.373346 + Penalty 3328.589943 = -3451752.783403 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (14745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1862.180000 sec): 2 clusters Score: Raw -1873019.220884 + Penalty 1559.782140 = -1871459.438744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1862.400000 sec): 3 clusters Score: Raw -1864391.591332 + Penalty 3119.564279 = -1861272.027053 nChanged 6513 SP:Iteration 1F (1862.700000 sec): 3 clusters Score: Raw -1867797.795810 + Penalty 3119.564279 = -1864678.231530 nChanged 761 SP:Iteration 2F (1862.920000 sec): 3 clusters Score: Raw -1868095.626145 + Penalty 3119.564279 = -1864976.061866 nChanged 702 SP:Iteration 3Q (1863.200000 sec): 3 clusters Score: Raw -1868394.863765 + Penalty 3119.564279 = -1865275.299486 nChanged 763 SP:Iteration 4F (1863.400000 sec): 3 clusters Score: Raw -1868781.138483 + Penalty 3119.564279 = -1865661.574203 nChanged 865 SP:Iteration 5F (1863.640000 sec): 3 clusters Score: Raw -1869323.379409 + Penalty 3119.564279 = -1866203.815129 nChanged 985 SP:Iteration 6F (1863.870000 sec): 3 clusters Score: Raw -1870076.517644 + Penalty 3119.564279 = -1866956.953365 nChanged 1121 SP:Iteration 7F (1864.120000 sec): 3 clusters Score: Raw -1871078.505067 + Penalty 3119.564279 = -1867958.940788 nChanged 952 SP:Iteration 8F (1864.350000 sec): 3 clusters Score: Raw -1872007.508179 + Penalty 3119.564279 = -1868887.943899 nChanged 658 SP:Iteration 9Q (1864.540000 sec): 3 clusters Score: Raw -1872666.169898 + Penalty 3119.564279 = -1869546.605619 nChanged 311 SP:Iteration 10Q (1864.790000 sec): 3 clusters Score: Raw -1872982.062243 + Penalty 3119.564279 = -1869862.497963 nChanged 129 SP:Iteration 11Q (1864.990000 sec): 3 clusters Score: Raw -1873130.566344 + Penalty 3119.564279 = -1870011.002065 nChanged 78 SP:Iteration 12Q (1865.260000 sec): 3 clusters Score: Raw -1873224.360245 + Penalty 3119.564279 = -1870104.795965 nChanged 42 SP:Iteration 13Q (1865.480000 sec): 3 clusters Score: Raw -1873270.674036 + Penalty 3119.564279 = -1870151.109756 nChanged 29 SP:Iteration 14Q (1865.730000 sec): 3 clusters Score: Raw -1873307.632229 + Penalty 3119.564279 = -1870188.067949 nChanged 25 SP:Iteration 15Q (1865.920000 sec): 3 clusters Score: Raw -1873333.714060 + Penalty 3119.564279 = -1870214.149780 nChanged 12 SP:Iteration 16Q (1866.160000 sec): 3 clusters Score: Raw -1873344.292563 + Penalty 3119.564279 = -1870224.728284 nChanged 11 SP:Iteration 17Q (1866.390000 sec): 3 clusters Score: Raw -1873356.870500 + Penalty 3119.564279 = -1870237.306221 nChanged 9 SP:Iteration 18Q (1866.590000 sec): 3 clusters Score: Raw -1873365.367108 + Penalty 3119.564279 = -1870245.802828 nChanged 8 SP:Iteration 19Q (1866.830000 sec): 3 clusters Score: Raw -1873372.420944 + Penalty 3119.564279 = -1870252.856664 nChanged 4 SP:Iteration 20F (1867.070000 sec): 3 clusters Score: Raw -1873376.302697 + Penalty 3119.564279 = -1870256.738418 nChanged 6 SP:Iteration 21Q (1867.320000 sec): 3 clusters Score: Raw -1873381.817726 + Penalty 3119.564279 = -1870262.253447 nChanged 3 SP:Iteration 22Q (1867.520000 sec): 3 clusters Score: Raw -1873383.913759 + Penalty 3119.564279 = -1870264.349479 nChanged 4 SP:Iteration 23Q (1867.790000 sec): 3 clusters Score: Raw -1873386.603086 + Penalty 3119.564279 = -1870267.038807 nChanged 0 SP:Iteration 24F (1868.070000 sec): 3 clusters Score: Raw -1873386.603086 + Penalty 3119.564279 = -1870267.038807 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (937001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1871.650000 sec): 2 clusters Score: Raw -114919439.633101 + Penalty 2234.446440 = -114917205.186661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1875.780000 sec): 3 clusters Score: Raw -114283766.380890 + Penalty 4468.892879 = -114279297.488011 nChanged 461880 SP:Iteration 1F (1879.970000 sec): 3 clusters Score: Raw -114566280.179156 + Penalty 4468.892879 = -114561811.286277 nChanged 22948 SP:Iteration 2Q (1884.320000 sec): 3 clusters Score: Raw -114571501.105214 + Penalty 4468.892879 = -114567032.212335 nChanged 29675 SP:Iteration 3Q (1888.690000 sec): 3 clusters Score: Raw -114580755.769943 + Penalty 4468.892879 = -114576286.877064 nChanged 40822 SP:Iteration 4Q (1893.850000 sec): 3 clusters Score: Raw -114598616.393228 + Penalty 4468.892879 = -114594147.500349 nChanged 57186 SP:Iteration 5F (1898.290000 sec): 3 clusters Score: Raw -114633253.031624 + Penalty 4468.892879 = -114628784.138745 nChanged 75063 SP:Iteration 6F (1902.670000 sec): 3 clusters Score: Raw -114692256.744191 + Penalty 4468.892879 = -114687787.851312 nChanged 84072 SP:Iteration 7F (1906.500000 sec): 3 clusters Score: Raw -114769774.844198 + Penalty 4468.892879 = -114765305.951319 nChanged 72486 SP:Iteration 8F (1910.020000 sec): 3 clusters Score: Raw -114840758.190817 + Penalty 4468.892879 = -114836289.297938 nChanged 46673 SP:Iteration 9Q (1914.120000 sec): 3 clusters Score: Raw -114886460.424977 + Penalty 4468.892879 = -114881991.532097 nChanged 23305 SP:Iteration 10Q (1917.950000 sec): 3 clusters Score: Raw -114908585.070602 + Penalty 4468.892879 = -114904116.177723 nChanged 8795 SP:Iteration 11Q (1921.990000 sec): 3 clusters Score: Raw -114916507.477695 + Penalty 4468.892879 = -114912038.584816 nChanged 2648 SP:Iteration 12Q (1925.310000 sec): 3 clusters Score: Raw -114918841.243383 + Penalty 4468.892879 = -114914372.350503 nChanged 608 SP:Iteration 13Q (1928.720000 sec): 3 clusters Score: Raw -114919428.251938 + Penalty 4468.892879 = -114914959.359059 nChanged 175 SP:Iteration 14Q (1933.180000 sec): 3 clusters Score: Raw -114919633.515699 + Penalty 4468.892879 = -114915164.622820 nChanged 82 SP:Iteration 15Q (1936.680000 sec): 3 clusters Score: Raw -114919734.318454 + Penalty 4468.892879 = -114915265.425575 nChanged 49 SP:Iteration 16Q (1940.620000 sec): 3 clusters Score: Raw -114919799.968742 + Penalty 4468.892879 = -114915331.075863 nChanged 41 SP:Iteration 17Q (1944.090000 sec): 3 clusters Score: Raw -114919846.896718 + Penalty 4468.892879 = -114915378.003838 nChanged 26 SP:Iteration 18Q (1949.260000 sec): 3 clusters Score: Raw -114919878.494694 + Penalty 4468.892879 = -114915409.601815 nChanged 24 SP:Iteration 19Q (1952.820000 sec): 3 clusters Score: Raw -114919903.299440 + Penalty 4468.892879 = -114915434.406560 nChanged 28 SP:Iteration 20F (1957.130000 sec): 3 clusters Score: Raw -114919931.911516 + Penalty 4468.892879 = -114915463.018637 nChanged 29 SP:Iteration 21Q (1961.540000 sec): 3 clusters Score: Raw -114919963.626738 + Penalty 4468.892879 = -114915494.733859 nChanged 20 SP:Iteration 22Q (1965.890000 sec): 3 clusters Score: Raw -114919984.948284 + Penalty 4468.892879 = -114915516.055405 nChanged 18 SP:Iteration 23Q (1969.660000 sec): 3 clusters Score: Raw -114920001.668476 + Penalty 4468.892879 = -114915532.775597 nChanged 15 SP:Iteration 24Q (1973.490000 sec): 3 clusters Score: Raw -114920017.079445 + Penalty 4468.892879 = -114915548.186566 nChanged 21 SP:Iteration 25Q (1978.040000 sec): 3 clusters Score: Raw -114920038.368784 + Penalty 4468.892879 = -114915569.475904 nChanged 16 SP:Iteration 26Q (1981.670000 sec): 3 clusters Score: Raw -114920055.875916 + Penalty 4468.892879 = -114915586.983037 nChanged 26 SP:Iteration 27Q (1984.980000 sec): 3 clusters Score: Raw -114920080.351773 + Penalty 4468.892879 = -114915611.458894 nChanged 27 SP:Iteration 28Q (1988.500000 sec): 3 clusters Score: Raw -114920106.470023 + Penalty 4468.892879 = -114915637.577144 nChanged 34 SP:Iteration 29Q (1991.670000 sec): 3 clusters Score: Raw -114920141.327945 + Penalty 4468.892879 = -114915672.435066 nChanged 39 SP:Iteration 30Q (1994.890000 sec): 3 clusters Score: Raw -114920172.283298 + Penalty 4468.892879 = -114915703.390419 nChanged 42 SP:Iteration 31Q (1997.980000 sec): 3 clusters Score: Raw -114920212.205223 + Penalty 4468.892879 = -114915743.312343 nChanged 46 SP:Iteration 32Q (2001.500000 sec): 3 clusters Score: Raw -114920254.118140 + Penalty 4468.892879 = -114915785.225260 nChanged 44 SP:Iteration 33Q (2005.080000 sec): 3 clusters Score: Raw -114920290.226342 + Penalty 4468.892879 = -114915821.333463 nChanged 43 SP:Iteration 34Q (2008.760000 sec): 3 clusters Score: Raw -114920319.418800 + Penalty 4468.892879 = -114915850.525921 nChanged 46 SP:Iteration 35Q (2012.200000 sec): 3 clusters Score: Raw -114920349.351532 + Penalty 4468.892879 = -114915880.458653 nChanged 34 SP:Iteration 36Q (2015.780000 sec): 3 clusters Score: Raw -114920369.482377 + Penalty 4468.892879 = -114915900.589498 nChanged 21 SP:Iteration 37Q (2019.110000 sec): 3 clusters Score: Raw -114920383.472786 + Penalty 4468.892879 = -114915914.579907 nChanged 31 SP:Iteration 38Q (2022.730000 sec): 3 clusters Score: Raw -114920401.480362 + Penalty 4468.892879 = -114915932.587482 nChanged 37 SP:Iteration 39Q (2026.100000 sec): 3 clusters Score: Raw -114920424.167279 + Penalty 4468.892879 = -114915955.274400 nChanged 38 SP:Iteration 40F (2030.050000 sec): 3 clusters Score: Raw -114920500.249805 + Penalty 4468.892879 = -114916031.356926 nChanged 96 SP:Iteration 41Q (2032.800000 sec): 3 clusters Score: Raw -114920588.392712 + Penalty 4468.892879 = -114916119.499833 nChanged 113 SP:Iteration 42Q (2036.050000 sec): 3 clusters Score: Raw -114920680.668490 + Penalty 4468.892879 = -114916211.775611 nChanged 141 SP:Iteration 43Q (2039.660000 sec): 3 clusters Score: Raw -114920797.623187 + Penalty 4468.892879 = -114916328.730308 nChanged 197 SP:Iteration 44Q (2043.150000 sec): 3 clusters Score: Raw -114920952.516823 + Penalty 4468.892879 = -114916483.623944 nChanged 216 SP:Iteration 45Q (2046.560000 sec): 3 clusters Score: Raw -114921102.735254 + Penalty 4468.892879 = -114916633.842375 nChanged 227 SP:Iteration 46Q (2050.040000 sec): 3 clusters Score: Raw -114921244.288473 + Penalty 4468.892879 = -114916775.395594 nChanged 224 SP:Iteration 47Q (2053.470000 sec): 3 clusters Score: Raw -114921362.305042 + Penalty 4468.892879 = -114916893.412163 nChanged 198 SP:Iteration 48Q (2056.940000 sec): 3 clusters Score: Raw -114921448.211753 + Penalty 4468.892879 = -114916979.318874 nChanged 191 SP:Iteration 49Q (2060.370000 sec): 3 clusters Score: Raw -114921523.522610 + Penalty 4468.892879 = -114917054.629731 nChanged 175 SP:Iteration 50Q (2063.850000 sec): 3 clusters Score: Raw -114921582.937271 + Penalty 4468.892879 = -114917114.044392 nChanged 145 SP:Iteration 51Q (2067.000000 sec): 3 clusters Score: Raw -114921622.579896 + Penalty 4468.892879 = -114917153.687017 nChanged 124 SP:Iteration 52Q (2070.670000 sec): 3 clusters Score: Raw -114921651.132553 + Penalty 4468.892879 = -114917182.239674 nChanged 87 SP:Iteration 53Q (2074.170000 sec): 3 clusters Score: Raw -114921665.776988 + Penalty 4468.892879 = -114917196.884109 nChanged 62 SP:Iteration 54Q (2080.010000 sec): 3 clusters Score: Raw -114921674.273389 + Penalty 4468.892879 = -114917205.380510 nChanged 48 SP:Iteration 55Q (2084.010000 sec): 3 clusters Score: Raw -114921680.975302 + Penalty 4468.892879 = -114917212.082423 nChanged 40 SP:Iteration 56Q (2087.620000 sec): 3 clusters Score: Raw -114921686.263451 + Penalty 4468.892879 = -114917217.370572 nChanged 40 SP:Iteration 57Q (2090.970000 sec): 3 clusters Score: Raw -114921692.100674 + Penalty 4468.892879 = -114917223.207795 nChanged 33 SP:Iteration 58Q (2094.300000 sec): 3 clusters Score: Raw -114921696.041795 + Penalty 4468.892879 = -114917227.148916 nChanged 29 SP:Iteration 59Q (2097.810000 sec): 3 clusters Score: Raw -114921699.718388 + Penalty 4468.892879 = -114917230.825509 nChanged 24 SP:Iteration 60F (2101.880000 sec): 3 clusters Score: Raw -114921883.826083 + Penalty 4468.892879 = -114917414.933203 nChanged 282 SP:Iteration 61Q (2105.410000 sec): 3 clusters Score: Raw -114922048.089641 + Penalty 4468.892879 = -114917579.196762 nChanged 284 SP:Iteration 62Q (2108.650000 sec): 3 clusters Score: Raw -114922155.362748 + Penalty 4468.892879 = -114917686.469869 nChanged 291 SP:Iteration 63Q (2112.460000 sec): 3 clusters Score: Raw -114922240.672378 + Penalty 4468.892879 = -114917771.779499 nChanged 230 SP:Iteration 64Q (2116.180000 sec): 3 clusters Score: Raw -114922294.926179 + Penalty 4468.892879 = -114917826.033299 nChanged 220 SP:Iteration 65Q (2119.810000 sec): 3 clusters Score: Raw -114922335.502431 + Penalty 4468.892879 = -114917866.609552 nChanged 152 SP:Iteration 66Q (2123.910000 sec): 3 clusters Score: Raw -114922362.441203 + Penalty 4468.892879 = -114917893.548323 nChanged 144 SP:Iteration 67Q (2127.440000 sec): 3 clusters Score: Raw -114922387.265606 + Penalty 4468.892879 = -114917918.372726 nChanged 136 SP:Iteration 68Q (2130.970000 sec): 3 clusters Score: Raw -114922404.760413 + Penalty 4468.892879 = -114917935.867534 nChanged 112 SP:Iteration 69Q (2134.410000 sec): 3 clusters Score: Raw -114922419.079656 + Penalty 4468.892879 = -114917950.186777 nChanged 104 SP:Iteration 70Q (2138.440000 sec): 3 clusters Score: Raw -114922431.141301 + Penalty 4468.892879 = -114917962.248422 nChanged 64 SP:Iteration 71Q (2141.840000 sec): 3 clusters Score: Raw -114922437.403699 + Penalty 4468.892879 = -114917968.510820 nChanged 58 SP:Iteration 72Q (2145.110000 sec): 3 clusters Score: Raw -114922442.833092 + Penalty 4468.892879 = -114917973.940213 nChanged 53 SP:Iteration 73Q (2148.690000 sec): 3 clusters Score: Raw -114922447.810404 + Penalty 4468.892879 = -114917978.917524 nChanged 56 SP:Iteration 74Q (2152.330000 sec): 3 clusters Score: Raw -114922453.066445 + Penalty 4468.892879 = -114917984.173565 nChanged 55 SP:Iteration 75Q (2155.760000 sec): 3 clusters Score: Raw -114922458.270199 + Penalty 4468.892879 = -114917989.377319 nChanged 51 SP:Iteration 76Q (2159.100000 sec): 3 clusters Score: Raw -114922463.178039 + Penalty 4468.892879 = -114917994.285159 nChanged 62 SP:Iteration 77Q (2163.440000 sec): 3 clusters Score: Raw -114922469.001817 + Penalty 4468.892879 = -114918000.108938 nChanged 62 SP:Iteration 78Q (2166.970000 sec): 3 clusters Score: Raw -114922474.648888 + Penalty 4468.892879 = -114918005.756009 nChanged 53 SP:Iteration 79Q (2170.490000 sec): 3 clusters Score: Raw -114922479.475131 + Penalty 4468.892879 = -114918010.582251 nChanged 56 SP:Iteration 80F (2174.610000 sec): 3 clusters Score: Raw -114922485.347761 + Penalty 4468.892879 = -114918016.454881 nChanged 51 SP:Iteration 81Q (2178.910000 sec): 3 clusters Score: Raw -114922488.978156 + Penalty 4468.892879 = -114918020.085276 nChanged 43 SP:Iteration 82Q (2182.910000 sec): 3 clusters Score: Raw -114922491.956023 + Penalty 4468.892879 = -114918023.063143 nChanged 28 SP:Iteration 83Q (2186.570000 sec): 3 clusters Score: Raw -114922493.647273 + Penalty 4468.892879 = -114918024.754394 nChanged 24 SP:Iteration 84Q (2190.980000 sec): 3 clusters Score: Raw -114922494.800980 + Penalty 4468.892879 = -114918025.908101 nChanged 27 SP:Iteration 85Q (2194.870000 sec): 3 clusters Score: Raw -114922496.319538 + Penalty 4468.892879 = -114918027.426659 nChanged 16 SP:Iteration 86Q (2198.890000 sec): 3 clusters Score: Raw -114922497.236682 + Penalty 4468.892879 = -114918028.343802 nChanged 15 SP:Iteration 87Q (2203.170000 sec): 3 clusters Score: Raw -114922498.244470 + Penalty 4468.892879 = -114918029.351591 nChanged 19 SP:Iteration 88Q (2208.240000 sec): 3 clusters Score: Raw -114922499.327418 + Penalty 4468.892879 = -114918030.434538 nChanged 21 SP:Iteration 89Q (2211.640000 sec): 3 clusters Score: Raw -114922500.425772 + Penalty 4468.892879 = -114918031.532893 nChanged 18 SP:Iteration 90Q (2215.720000 sec): 3 clusters Score: Raw -114922501.697795 + Penalty 4468.892879 = -114918032.804916 nChanged 19 SP:Iteration 91Q (2220.160000 sec): 3 clusters Score: Raw -114922502.835320 + Penalty 4468.892879 = -114918033.942440 nChanged 21 SP:Iteration 92Q (2224.220000 sec): 3 clusters Score: Raw -114922503.975744 + Penalty 4468.892879 = -114918035.082865 nChanged 17 SP:Iteration 93Q (2227.810000 sec): 3 clusters Score: Raw -114922505.164056 + Penalty 4468.892879 = -114918036.271176 nChanged 18 SP:Iteration 94Q (2231.560000 sec): 3 clusters Score: Raw -114922506.372058 + Penalty 4468.892879 = -114918037.479179 nChanged 18 SP:Iteration 95Q (2237.660000 sec): 3 clusters Score: Raw -114922507.510611 + Penalty 4468.892879 = -114918038.617732 nChanged 16 SP:Iteration 96Q (2241.080000 sec): 3 clusters Score: Raw -114922508.725409 + Penalty 4468.892879 = -114918039.832529 nChanged 16 SP:Iteration 97Q (2244.740000 sec): 3 clusters Score: Raw -114922509.768996 + Penalty 4468.892879 = -114918040.876117 nChanged 11 SP:Iteration 98Q (2248.480000 sec): 3 clusters Score: Raw -114922510.207035 + Penalty 4468.892879 = -114918041.314155 nChanged 11 SP:Iteration 99Q (2251.950000 sec): 3 clusters Score: Raw -114922510.689442 + Penalty 4468.892879 = -114918041.796562 nChanged 7 SP:Iteration 100F (2256.220000 sec): 3 clusters Score: Raw -114922510.980294 + Penalty 4468.892879 = -114918042.087415 nChanged 8 SP:Iteration 101Q (2259.640000 sec): 3 clusters Score: Raw -114922511.264026 + Penalty 4468.892879 = -114918042.371147 nChanged 2 SP:Iteration 102Q (2263.850000 sec): 3 clusters Score: Raw -114922511.351540 + Penalty 4468.892879 = -114918042.458661 nChanged 6 SP:Iteration 103Q (2267.200000 sec): 3 clusters Score: Raw -114922511.703390 + Penalty 4468.892879 = -114918042.810511 nChanged 8 SP:Iteration 104Q (2270.900000 sec): 3 clusters Score: Raw -114922512.045502 + Penalty 4468.892879 = -114918043.152622 nChanged 8 SP:Iteration 105Q (2274.950000 sec): 3 clusters Score: Raw -114922512.302237 + Penalty 4468.892879 = -114918043.409357 nChanged 3 SP:Iteration 106Q (2278.340000 sec): 3 clusters Score: Raw -114922512.443944 + Penalty 4468.892879 = -114918043.551065 nChanged 3 SP:Iteration 107Q (2281.600000 sec): 3 clusters Score: Raw -114922512.553826 + Penalty 4468.892879 = -114918043.660946 nChanged 4 SP:Iteration 108Q (2285.090000 sec): 3 clusters Score: Raw -114922512.659428 + Penalty 4468.892879 = -114918043.766549 nChanged 4 SP:Iteration 109Q (2288.740000 sec): 3 clusters Score: Raw -114922512.798675 + Penalty 4468.892879 = -114918043.905796 nChanged 2 SP:Iteration 110Q (2291.990000 sec): 3 clusters Score: Raw -114922512.916968 + Penalty 4468.892879 = -114918044.024089 nChanged 3 SP:Iteration 111Q (2295.550000 sec): 3 clusters Score: Raw -114922513.035581 + Penalty 4468.892879 = -114918044.142701 nChanged 1 SP:Iteration 112Q (2299.370000 sec): 3 clusters Score: Raw -114922513.051144 + Penalty 4468.892879 = -114918044.158264 nChanged 0 SP:Iteration 113F (2303.390000 sec): 3 clusters Score: Raw -114922513.051144 + Penalty 4468.892879 = -114918044.158264 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (21922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2304.070000 sec): 2 clusters Score: Raw -2656392.739533 + Penalty 1624.227471 = -2654768.512061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2304.310000 sec): 3 clusters Score: Raw -2643286.152781 + Penalty 3248.454943 = -2640037.697838 nChanged 9836 SP:Iteration 1F (2304.610000 sec): 3 clusters Score: Raw -2648780.403815 + Penalty 3248.454943 = -2645531.948872 nChanged 1009 SP:Iteration 2Q (2304.920000 sec): 3 clusters Score: Raw -2649140.749357 + Penalty 3248.454943 = -2645892.294415 nChanged 1063 SP:Iteration 3Q (2305.230000 sec): 3 clusters Score: Raw -2649617.257414 + Penalty 3248.454943 = -2646368.802471 nChanged 1243 SP:Iteration 4F (2305.530000 sec): 3 clusters Score: Raw -2650318.524951 + Penalty 3248.454943 = -2647070.070008 nChanged 1543 SP:Iteration 5F (2305.760000 sec): 3 clusters Score: Raw -2651443.509766 + Penalty 3248.454943 = -2648195.054823 nChanged 1793 SP:Iteration 6F (2306.080000 sec): 3 clusters Score: Raw -2653093.702897 + Penalty 3248.454943 = -2649845.247954 nChanged 1656 SP:Iteration 7F (2306.360000 sec): 3 clusters Score: Raw -2654765.342623 + Penalty 3248.454943 = -2651516.887680 nChanged 1034 SP:Iteration 8Q (2306.650000 sec): 3 clusters Score: Raw -2655835.951645 + Penalty 3248.454943 = -2652587.496702 nChanged 441 SP:Iteration 9Q (2306.920000 sec): 3 clusters Score: Raw -2656303.270846 + Penalty 3248.454943 = -2653054.815903 nChanged 139 SP:Iteration 10Q (2307.160000 sec): 3 clusters Score: Raw -2656477.735570 + Penalty 3248.454943 = -2653229.280627 nChanged 34 SP:Iteration 11Q (2307.460000 sec): 3 clusters Score: Raw -2656528.014192 + Penalty 3248.454943 = -2653279.559249 nChanged 8 SP:Iteration 12Q (2307.680000 sec): 3 clusters Score: Raw -2656543.323455 + Penalty 3248.454943 = -2653294.868512 nChanged 9 SP:Iteration 13Q (2307.930000 sec): 3 clusters Score: Raw -2656556.469151 + Penalty 3248.454943 = -2653308.014208 nChanged 6 SP:Iteration 14Q (2308.210000 sec): 3 clusters Score: Raw -2656569.221334 + Penalty 3248.454943 = -2653320.766391 nChanged 3 SP:Iteration 15Q (2308.490000 sec): 3 clusters Score: Raw -2656574.940309 + Penalty 3248.454943 = -2653326.485367 nChanged 0 SP:Iteration 16F (2308.730000 sec): 3 clusters Score: Raw -2656574.940309 + Penalty 3248.454943 = -2653326.485367 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2308.850000 sec): 2 clusters Score: Raw -149020.959732 + Penalty 1163.132016 = -147857.827716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2309.050000 sec): 3 clusters Score: Raw -148639.390825 + Penalty 2326.264032 = -146313.126792 nChanged 420 SP:Iteration 1F (2309.220000 sec): 3 clusters Score: Raw -149180.007078 + Penalty 2326.264032 = -146853.743045 nChanged 174 SP:Iteration 2F (2309.400000 sec): 3 clusters Score: Raw -149692.450603 + Penalty 2326.264032 = -147366.186571 nChanged 152 SP:Iteration 3F (2309.560000 sec): 3 clusters Score: Raw -150183.003051 + Penalty 2326.264032 = -147856.739019 nChanged 103 SP:Iteration 4F (2309.720000 sec): 3 clusters Score: Raw -150448.329765 + Penalty 2326.264032 = -148122.065732 nChanged 42 SP:Iteration 5Q (2309.870000 sec): 3 clusters Score: Raw -150504.867363 + Penalty 2326.264032 = -148178.603331 nChanged 16 SP:Iteration 6Q (2310.060000 sec): 3 clusters Score: Raw -150525.067352 + Penalty 2326.264032 = -148198.803320 nChanged 12 SP:Iteration 7Q (2310.230000 sec): 3 clusters Score: Raw -150535.483343 + Penalty 2326.264032 = -148209.219311 nChanged 4 SP:Iteration 8Q (2310.370000 sec): 3 clusters Score: Raw -150539.841937 + Penalty 2326.264032 = -148213.577904 nChanged 1 SP:Iteration 9Q (2310.540000 sec): 3 clusters Score: Raw -150542.501091 + Penalty 2326.264032 = -148216.237059 nChanged 1 SP:Iteration 10Q (2310.680000 sec): 3 clusters Score: Raw -150543.401374 + Penalty 2326.264032 = -148217.137341 nChanged 0 SP:Iteration 11F (2310.820000 sec): 3 clusters Score: Raw -150543.401374 + Penalty 2326.264032 = -148217.137341 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (84387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2311.320000 sec): 2 clusters Score: Raw -10266780.140896 + Penalty 1843.264904 = -10264936.875992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2311.910000 sec): 3 clusters Score: Raw -10212055.816936 + Penalty 3686.529808 = -10208369.287128 nChanged 40160 SP:Iteration 1F (2312.570000 sec): 3 clusters Score: Raw -10235514.123560 + Penalty 3686.529808 = -10231827.593752 nChanged 2986 SP:Iteration 2Q (2313.230000 sec): 3 clusters Score: Raw -10236350.153738 + Penalty 3686.529808 = -10232663.623930 nChanged 3615 SP:Iteration 3Q (2313.800000 sec): 3 clusters Score: Raw -10237724.129326 + Penalty 3686.529808 = -10234037.599518 nChanged 4886 SP:Iteration 4F (2314.380000 sec): 3 clusters Score: Raw -10240317.175570 + Penalty 3686.529808 = -10236630.645762 nChanged 6601 SP:Iteration 5F (2314.920000 sec): 3 clusters Score: Raw -10245080.546476 + Penalty 3686.529808 = -10241394.016668 nChanged 7965 SP:Iteration 6F (2315.470000 sec): 3 clusters Score: Raw -10252368.637649 + Penalty 3686.529808 = -10248682.107840 nChanged 7472 SP:Iteration 7F (2316.020000 sec): 3 clusters Score: Raw -10260095.319391 + Penalty 3686.529808 = -10256408.789583 nChanged 4519 SP:Iteration 8F (2316.570000 sec): 3 clusters Score: Raw -10264843.888034 + Penalty 3686.529808 = -10261157.358226 nChanged 1589 SP:Iteration 9Q (2317.080000 sec): 3 clusters Score: Raw -10266423.009489 + Penalty 3686.529808 = -10262736.479681 nChanged 331 SP:Iteration 10Q (2317.550000 sec): 3 clusters Score: Raw -10266780.207649 + Penalty 3686.529808 = -10263093.677841 nChanged 67 SP:Iteration 11Q (2318.020000 sec): 3 clusters Score: Raw -10266907.056731 + Penalty 3686.529808 = -10263220.526923 nChanged 22 SP:Iteration 12Q (2318.510000 sec): 3 clusters Score: Raw -10266957.232114 + Penalty 3686.529808 = -10263270.702306 nChanged 10 SP:Iteration 13Q (2319.020000 sec): 3 clusters Score: Raw -10266984.880842 + Penalty 3686.529808 = -10263298.351034 nChanged 5 SP:Iteration 14Q (2319.510000 sec): 3 clusters Score: Raw -10266990.917071 + Penalty 3686.529808 = -10263304.387263 nChanged 2 SP:Iteration 15Q (2320.020000 sec): 3 clusters Score: Raw -10266993.792193 + Penalty 3686.529808 = -10263307.262385 nChanged 0 SP:Iteration 16F (2320.570000 sec): 3 clusters Score: Raw -10266993.792193 + Penalty 3686.529808 = -10263307.262385 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (2199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2320.670000 sec): 2 clusters Score: Raw -226743.841702 + Penalty 1250.560673 = -225493.281028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2320.840000 sec): 3 clusters Score: Raw -226129.013838 + Penalty 2501.121347 = -223627.892491 nChanged 889 SP:Iteration 1F (2321.030000 sec): 3 clusters Score: Raw -228614.249076 + Penalty 2501.121347 = -226113.127729 nChanged 312 SP:Iteration 2F (2321.230000 sec): 3 clusters Score: Raw -229947.052380 + Penalty 2501.121347 = -227445.931034 nChanged 194 SP:Iteration 3F (2321.430000 sec): 3 clusters Score: Raw -230640.351965 + Penalty 2501.121347 = -228139.230618 nChanged 92 SP:Iteration 4Q (2321.590000 sec): 3 clusters Score: Raw -230893.041531 + Penalty 2501.121347 = -228391.920184 nChanged 42 SP:Iteration 5Q (2321.760000 sec): 3 clusters Score: Raw -231025.781729 + Penalty 2501.121347 = -228524.660382 nChanged 25 SP:Iteration 6Q (2321.920000 sec): 3 clusters Score: Raw -231141.347177 + Penalty 2501.121347 = -228640.225831 nChanged 26 SP:Iteration 7Q (2322.110000 sec): 3 clusters Score: Raw -231233.877337 + Penalty 2501.121347 = -228732.755990 nChanged 25 SP:Iteration 8Q (2322.350000 sec): 3 clusters Score: Raw -231320.121631 + Penalty 2501.121347 = -228819.000284 nChanged 16 SP:Iteration 9Q (2322.510000 sec): 3 clusters Score: Raw -231363.243766 + Penalty 2501.121347 = -228862.122420 nChanged 6 SP:Iteration 10Q (2322.700000 sec): 3 clusters Score: Raw -231393.991621 + Penalty 2501.121347 = -228892.870274 nChanged 5 SP:Iteration 11Q (2322.840000 sec): 3 clusters Score: Raw -231427.021974 + Penalty 2501.121347 = -228925.900627 nChanged 6 SP:Iteration 12Q (2323.070000 sec): 3 clusters Score: Raw -231437.397268 + Penalty 2501.121347 = -228936.275921 nChanged 7 SP:Iteration 13Q (2323.230000 sec): 3 clusters Score: Raw -231442.803955 + Penalty 2501.121347 = -228941.682608 nChanged 4 SP:Iteration 14Q (2323.380000 sec): 3 clusters Score: Raw -231444.585831 + Penalty 2501.121347 = -228943.464484 nChanged 2 SP:Iteration 15Q (2323.580000 sec): 3 clusters Score: Raw -231445.860283 + Penalty 2501.121347 = -228944.738936 nChanged 3 SP:Iteration 16Q (2323.770000 sec): 3 clusters Score: Raw -231447.319202 + Penalty 2501.121347 = -228946.197855 nChanged 2 SP:Iteration 17Q (2323.920000 sec): 3 clusters Score: Raw -231448.052756 + Penalty 2501.121347 = -228946.931409 nChanged 1 SP:Iteration 18Q (2324.130000 sec): 3 clusters Score: Raw -231448.243470 + Penalty 2501.121347 = -228947.122123 nChanged 0 SP:Iteration 19F (2324.310000 sec): 3 clusters Score: Raw -231538.345569 + Penalty 2501.121347 = -229037.224222 nChanged 12 SP:Iteration 20F (2324.470000 sec): 3 clusters Score: Raw -231856.169884 + Penalty 2501.121347 = -229355.048537 nChanged 34 SP:Iteration 21Q (2324.610000 sec): 3 clusters Score: Raw -232866.255566 + Penalty 2501.121347 = -230365.134219 nChanged 31 SP:Iteration 22Q (2324.790000 sec): 3 clusters Score: Raw -233254.685649 + Penalty 2501.121347 = -230753.564302 nChanged 22 SP:Iteration 23Q (2325.000000 sec): 3 clusters Score: Raw -233316.650798 + Penalty 2501.121347 = -230815.529451 nChanged 16 SP:Iteration 24Q (2325.140000 sec): 3 clusters Score: Raw -233350.319914 + Penalty 2501.121347 = -230849.198567 nChanged 14 SP:Iteration 25Q (2325.320000 sec): 3 clusters Score: Raw -233389.521364 + Penalty 2501.121347 = -230888.400017 nChanged 9 SP:Iteration 26Q (2325.480000 sec): 3 clusters Score: Raw -233409.334634 + Penalty 2501.121347 = -230908.213287 nChanged 13 SP:Iteration 27Q (2325.690000 sec): 3 clusters Score: Raw -233430.358279 + Penalty 2501.121347 = -230929.236932 nChanged 8 SP:Iteration 28Q (2325.850000 sec): 3 clusters Score: Raw -233443.106341 + Penalty 2501.121347 = -230941.984994 nChanged 2 SP:Iteration 29Q (2326.030000 sec): 3 clusters Score: Raw -233448.842245 + Penalty 2501.121347 = -230947.720898 nChanged 3 SP:Iteration 30Q (2326.190000 sec): 3 clusters Score: Raw -233452.034918 + Penalty 2501.121347 = -230950.913571 nChanged 1 SP:Iteration 31Q (2326.360000 sec): 3 clusters Score: Raw -233452.612808 + Penalty 2501.121347 = -230951.491461 nChanged 0 SP:Iteration 32F (2326.570000 sec): 3 clusters Score: Raw -233507.166890 + Penalty 2501.121347 = -231006.045543 nChanged 14 SP:Iteration 33Q (2326.770000 sec): 3 clusters Score: Raw -233582.137919 + Penalty 2501.121347 = -231081.016572 nChanged 5 SP:Iteration 34Q (2326.960000 sec): 3 clusters Score: Raw -233591.026121 + Penalty 2501.121347 = -231089.904774 nChanged 4 SP:Iteration 35Q (2327.120000 sec): 3 clusters Score: Raw -233598.052331 + Penalty 2501.121347 = -231096.930984 nChanged 5 SP:Iteration 36Q (2327.350000 sec): 3 clusters Score: Raw -233608.962002 + Penalty 2501.121347 = -231107.840655 nChanged 5 SP:Iteration 37Q (2327.480000 sec): 3 clusters Score: Raw -233621.388792 + Penalty 2501.121347 = -231120.267445 nChanged 1 SP:Iteration 38Q (2327.670000 sec): 3 clusters Score: Raw -233625.042475 + Penalty 2501.121347 = -231123.921128 nChanged 0 SP:Iteration 39F (2327.820000 sec): 3 clusters Score: Raw -233625.042475 + Penalty 2501.121347 = -231123.921128 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (1731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2327.960000 sec): 2 clusters Score: Raw -178001.327860 + Penalty 1211.673865 = -176789.653995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2328.120000 sec): 3 clusters Score: Raw -177584.919433 + Penalty 2423.347730 = -175161.571703 nChanged 653 SP:Iteration 1F (2328.260000 sec): 3 clusters Score: Raw -180339.180168 + Penalty 2423.347730 = -177915.832438 nChanged 320 SP:Iteration 2F (2328.430000 sec): 3 clusters Score: Raw -182656.828845 + Penalty 2423.347730 = -180233.481114 nChanged 99 SP:Iteration 3F (2328.610000 sec): 3 clusters Score: Raw -185440.737784 + Penalty 2423.347730 = -183017.390053 nChanged 20 SP:Iteration 4Q (2328.800000 sec): 3 clusters Score: Raw -185899.977236 + Penalty 2423.347730 = -183476.629505 nChanged 4 SP:Iteration 5Q (2328.960000 sec): 3 clusters Score: Raw -185985.444553 + Penalty 2423.347730 = -183562.096822 nChanged 2 SP:Iteration 6Q (2329.110000 sec): 3 clusters Score: Raw -186038.109928 + Penalty 2423.347730 = -183614.762198 nChanged 2 SP:Iteration 7Q (2329.320000 sec): 3 clusters Score: Raw -186095.370231 + Penalty 2423.347730 = -183672.022501 nChanged 1 SP:Iteration 8Q (2329.500000 sec): 3 clusters Score: Raw -186119.533008 + Penalty 2423.347730 = -183696.185278 nChanged 0 SP:Iteration 9F (2329.660000 sec): 3 clusters Score: Raw -186119.533008 + Penalty 2423.347730 = -183696.185278 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 8.72 GB. Trying to split cluster 10 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2329.740000 sec): 2 clusters Score: Raw -88992.145408 + Penalty 1093.596411 = -87898.548996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2329.930000 sec): 3 clusters Score: Raw -88867.432637 + Penalty 2187.192823 = -86680.239814 nChanged 253 SP:Iteration 1F (2330.080000 sec): 3 clusters Score: Raw -89190.691668 + Penalty 2187.192823 = -87003.498845 nChanged 103 SP:Iteration 2F (2330.290000 sec): 3 clusters Score: Raw -89431.374483 + Penalty 2187.192823 = -87244.181660 nChanged 92 SP:Iteration 3F (2330.460000 sec): 3 clusters Score: Raw -89613.841451 + Penalty 2187.192823 = -87426.648628 nChanged 54 SP:Iteration 4F (2330.660000 sec): 3 clusters Score: Raw -89776.089363 + Penalty 2187.192823 = -87588.896540 nChanged 35 SP:Iteration 5Q (2330.820000 sec): 3 clusters Score: Raw -89899.666870 + Penalty 2187.192823 = -87712.474047 nChanged 34 SP:Iteration 6Q (2331.010000 sec): 3 clusters Score: Raw -90090.055551 + Penalty 2187.192823 = -87902.862728 nChanged 33 SP:Iteration 7Q (2331.200000 sec): 3 clusters Score: Raw -90215.216057 + Penalty 2187.192823 = -88028.023234 nChanged 30 SP:Iteration 8Q (2331.380000 sec): 3 clusters Score: Raw -90302.005165 + Penalty 2187.192823 = -88114.812342 nChanged 18 SP:Iteration 9Q (2331.550000 sec): 3 clusters Score: Raw -90384.478465 + Penalty 2187.192823 = -88197.285642 nChanged 17 SP:Iteration 10Q (2331.700000 sec): 3 clusters Score: Raw -90530.707218 + Penalty 2187.192823 = -88343.514395 nChanged 16 SP:Iteration 11Q (2331.880000 sec): 3 clusters Score: Raw -90587.977695 + Penalty 2187.192823 = -88400.784872 nChanged 13 SP:Iteration 12Q (2332.080000 sec): 3 clusters Score: Raw -90620.626068 + Penalty 2187.192823 = -88433.433245 nChanged 12 SP:Iteration 13Q (2332.200000 sec): 3 clusters Score: Raw -90642.737539 + Penalty 2187.192823 = -88455.544716 nChanged 10 SP:Iteration 14Q (2332.380000 sec): 3 clusters Score: Raw -90655.879503 + Penalty 2187.192823 = -88468.686680 nChanged 9 SP:Iteration 15Q (2332.540000 sec): 3 clusters Score: Raw -90676.628577 + Penalty 2187.192823 = -88489.435754 nChanged 13 SP:Iteration 16Q (2332.700000 sec): 3 clusters Score: Raw -90709.938990 + Penalty 2187.192823 = -88522.746167 nChanged 17 SP:Iteration 17Q (2332.880000 sec): 3 clusters Score: Raw -90760.544863 + Penalty 2187.192823 = -88573.352040 nChanged 7 SP:Iteration 18Q (2333.060000 sec): 3 clusters Score: Raw -90774.954053 + Penalty 2187.192823 = -88587.761230 nChanged 3 SP:Iteration 19Q (2333.250000 sec): 3 clusters Score: Raw -90797.386269 + Penalty 2187.192823 = -88610.193446 nChanged 4 SP:Iteration 20F (2333.440000 sec): 3 clusters Score: Raw -90843.788391 + Penalty 2187.192823 = -88656.595568 nChanged 7 SP:Iteration 21Q (2333.620000 sec): 3 clusters Score: Raw -90855.006619 + Penalty 2187.192823 = -88667.813796 nChanged 5 SP:Iteration 22Q (2333.820000 sec): 3 clusters Score: Raw -90861.345012 + Penalty 2187.192823 = -88674.152189 nChanged 2 SP:Iteration 23Q (2334.000000 sec): 3 clusters Score: Raw -90868.886883 + Penalty 2187.192823 = -88681.694060 nChanged 1 SP:Iteration 24Q (2334.170000 sec): 3 clusters Score: Raw -90871.780340 + Penalty 2187.192823 = -88684.587517 nChanged 0 SP:Iteration 25F (2334.370000 sec): 3 clusters Score: Raw -90871.780340 + Penalty 2187.192823 = -88684.587517 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 8.72 GB. Trying to split cluster 11 (16464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2334.570000 sec): 2 clusters Score: Raw -2092747.979755 + Penalty 1577.701362 = -2091170.278393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2334.810000 sec): 3 clusters Score: Raw -2083037.382054 + Penalty 3155.402724 = -2079881.979330 nChanged 7324 SP:Iteration 1F (2335.060000 sec): 3 clusters Score: Raw -2086842.774955 + Penalty 3155.402724 = -2083687.372232 nChanged 862 SP:Iteration 2F (2335.370000 sec): 3 clusters Score: Raw -2087160.052430 + Penalty 3155.402724 = -2084004.649706 nChanged 807 SP:Iteration 3Q (2335.650000 sec): 3 clusters Score: Raw -2087497.419599 + Penalty 3155.402724 = -2084342.016875 nChanged 808 SP:Iteration 4Q (2336.000000 sec): 3 clusters Score: Raw -2087892.920577 + Penalty 3155.402724 = -2084737.517853 nChanged 975 SP:Iteration 5F (2336.250000 sec): 3 clusters Score: Raw -2088503.830388 + Penalty 3155.402724 = -2085348.427664 nChanged 1167 SP:Iteration 6F (2336.530000 sec): 3 clusters Score: Raw -2089395.058159 + Penalty 3155.402724 = -2086239.655435 nChanged 1265 SP:Iteration 7F (2336.810000 sec): 3 clusters Score: Raw -2090540.868890 + Penalty 3155.402724 = -2087385.466166 nChanged 1105 SP:Iteration 8F (2337.060000 sec): 3 clusters Score: Raw -2091605.072339 + Penalty 3155.402724 = -2088449.669616 nChanged 684 SP:Iteration 9Q (2337.270000 sec): 3 clusters Score: Raw -2092306.501344 + Penalty 3155.402724 = -2089151.098620 nChanged 370 SP:Iteration 10Q (2337.560000 sec): 3 clusters Score: Raw -2092671.441521 + Penalty 3155.402724 = -2089516.038797 nChanged 209 SP:Iteration 11Q (2337.800000 sec): 3 clusters Score: Raw -2092866.328778 + Penalty 3155.402724 = -2089710.926054 nChanged 116 SP:Iteration 12Q (2338.130000 sec): 3 clusters Score: Raw -2092951.961348 + Penalty 3155.402724 = -2089796.558624 nChanged 81 SP:Iteration 13Q (2338.330000 sec): 3 clusters Score: Raw -2093019.276507 + Penalty 3155.402724 = -2089863.873784 nChanged 68 SP:Iteration 14Q (2338.570000 sec): 3 clusters Score: Raw -2093070.066655 + Penalty 3155.402724 = -2089914.663932 nChanged 44 SP:Iteration 15Q (2338.870000 sec): 3 clusters Score: Raw -2093093.647188 + Penalty 3155.402724 = -2089938.244465 nChanged 37 SP:Iteration 16Q (2339.120000 sec): 3 clusters Score: Raw -2093113.193511 + Penalty 3155.402724 = -2089957.790787 nChanged 21 SP:Iteration 17Q (2339.420000 sec): 3 clusters Score: Raw -2093122.636870 + Penalty 3155.402724 = -2089967.234146 nChanged 14 SP:Iteration 18Q (2339.670000 sec): 3 clusters Score: Raw -2093128.406170 + Penalty 3155.402724 = -2089973.003446 nChanged 12 SP:Iteration 19Q (2339.940000 sec): 3 clusters Score: Raw -2093134.728413 + Penalty 3155.402724 = -2089979.325689 nChanged 6 SP:Iteration 20F (2340.210000 sec): 3 clusters Score: Raw -2093138.081915 + Penalty 3155.402724 = -2089982.679191 nChanged 6 SP:Iteration 21Q (2340.440000 sec): 3 clusters Score: Raw -2093140.811069 + Penalty 3155.402724 = -2089985.408345 nChanged 2 SP:Iteration 22Q (2340.720000 sec): 3 clusters Score: Raw -2093141.948638 + Penalty 3155.402724 = -2089986.545914 nChanged 5 SP:Iteration 23Q (2340.960000 sec): 3 clusters Score: Raw -2093143.842438 + Penalty 3155.402724 = -2089988.439714 nChanged 2 SP:Iteration 24Q (2341.240000 sec): 3 clusters Score: Raw -2093144.595484 + Penalty 3155.402724 = -2089989.192760 nChanged 2 SP:Iteration 25Q (2341.510000 sec): 3 clusters Score: Raw -2093145.224290 + Penalty 3155.402724 = -2089989.821566 nChanged 4 SP:Iteration 26Q (2341.730000 sec): 3 clusters Score: Raw -2093146.849977 + Penalty 3155.402724 = -2089991.447253 nChanged 3 SP:Iteration 27Q (2342.010000 sec): 3 clusters Score: Raw -2093148.138067 + Penalty 3155.402724 = -2089992.735343 nChanged 0 SP:Iteration 28F (2342.270000 sec): 3 clusters Score: Raw -2093148.138067 + Penalty 3155.402724 = -2089992.735343 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (14414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2342.420000 sec): 2 clusters Score: Raw -1768804.175387 + Penalty 1556.092726 = -1767248.082661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2342.670000 sec): 3 clusters Score: Raw -1760450.977423 + Penalty 3112.185452 = -1757338.791972 nChanged 6328 SP:Iteration 1F (2342.920000 sec): 3 clusters Score: Raw -1763795.624972 + Penalty 3112.185452 = -1760683.439520 nChanged 710 SP:Iteration 2Q (2343.180000 sec): 3 clusters Score: Raw -1764056.875657 + Penalty 3112.185452 = -1760944.690206 nChanged 648 SP:Iteration 3Q (2343.400000 sec): 3 clusters Score: Raw -1764333.369442 + Penalty 3112.185452 = -1761221.183990 nChanged 630 SP:Iteration 4Q (2343.630000 sec): 3 clusters Score: Raw -1764640.303553 + Penalty 3112.185452 = -1761528.118101 nChanged 622 SP:Iteration 5Q (2343.820000 sec): 3 clusters Score: Raw -1764955.952509 + Penalty 3112.185452 = -1761843.767057 nChanged 606 SP:Iteration 6Q (2344.090000 sec): 3 clusters Score: Raw -1765270.893369 + Penalty 3112.185452 = -1762158.707918 nChanged 589 SP:Iteration 7Q (2344.340000 sec): 3 clusters Score: Raw -1765581.433704 + Penalty 3112.185452 = -1762469.248252 nChanged 576 SP:Iteration 8Q (2344.650000 sec): 3 clusters Score: Raw -1765910.489387 + Penalty 3112.185452 = -1762798.303936 nChanged 604 SP:Iteration 9Q (2344.900000 sec): 3 clusters Score: Raw -1766272.023493 + Penalty 3112.185452 = -1763159.838042 nChanged 631 SP:Iteration 10Q (2345.210000 sec): 3 clusters Score: Raw -1766640.559914 + Penalty 3112.185452 = -1763528.374462 nChanged 609 SP:Iteration 11Q (2345.440000 sec): 3 clusters Score: Raw -1766977.312706 + Penalty 3112.185452 = -1763865.127254 nChanged 543 SP:Iteration 12Q (2345.690000 sec): 3 clusters Score: Raw -1767236.256355 + Penalty 3112.185452 = -1764124.070903 nChanged 424 SP:Iteration 13Q (2345.920000 sec): 3 clusters Score: Raw -1767395.362715 + Penalty 3112.185452 = -1764283.177263 nChanged 299 SP:Iteration 14Q (2346.130000 sec): 3 clusters Score: Raw -1767489.073405 + Penalty 3112.185452 = -1764376.887953 nChanged 220 SP:Iteration 15Q (2346.410000 sec): 3 clusters Score: Raw -1767545.579602 + Penalty 3112.185452 = -1764433.394150 nChanged 165 SP:Iteration 16Q (2346.640000 sec): 3 clusters Score: Raw -1767580.296922 + Penalty 3112.185452 = -1764468.111471 nChanged 132 SP:Iteration 17Q (2346.880000 sec): 3 clusters Score: Raw -1767606.977031 + Penalty 3112.185452 = -1764494.791579 nChanged 117 SP:Iteration 18Q (2347.110000 sec): 3 clusters Score: Raw -1767630.229378 + Penalty 3112.185452 = -1764518.043926 nChanged 110 SP:Iteration 19Q (2347.330000 sec): 3 clusters Score: Raw -1767651.292967 + Penalty 3112.185452 = -1764539.107515 nChanged 84 SP:Iteration 20F (2347.560000 sec): 3 clusters Score: Raw -1767666.576526 + Penalty 3112.185452 = -1764554.391074 nChanged 92 SP:Iteration 21Q (2347.830000 sec): 3 clusters Score: Raw -1767682.812245 + Penalty 3112.185452 = -1764570.626794 nChanged 84 SP:Iteration 22Q (2348.040000 sec): 3 clusters Score: Raw -1767696.187987 + Penalty 3112.185452 = -1764584.002535 nChanged 79 SP:Iteration 23Q (2348.260000 sec): 3 clusters Score: Raw -1767708.340220 + Penalty 3112.185452 = -1764596.154769 nChanged 69 SP:Iteration 24Q (2348.490000 sec): 3 clusters Score: Raw -1767719.851266 + Penalty 3112.185452 = -1764607.665815 nChanged 67 SP:Iteration 25Q (2348.740000 sec): 3 clusters Score: Raw -1767729.721743 + Penalty 3112.185452 = -1764617.536292 nChanged 69 SP:Iteration 26Q (2348.950000 sec): 3 clusters Score: Raw -1767742.137825 + Penalty 3112.185452 = -1764629.952373 nChanged 80 SP:Iteration 27Q (2349.210000 sec): 3 clusters Score: Raw -1767756.715238 + Penalty 3112.185452 = -1764644.529786 nChanged 86 SP:Iteration 28Q (2349.450000 sec): 3 clusters Score: Raw -1767773.550546 + Penalty 3112.185452 = -1764661.365095 nChanged 74 SP:Iteration 29Q (2349.690000 sec): 3 clusters Score: Raw -1767786.407879 + Penalty 3112.185452 = -1764674.222428 nChanged 62 SP:Iteration 30Q (2349.940000 sec): 3 clusters Score: Raw -1767799.255875 + Penalty 3112.185452 = -1764687.070423 nChanged 72 SP:Iteration 31Q (2350.170000 sec): 3 clusters Score: Raw -1767813.507971 + Penalty 3112.185452 = -1764701.322519 nChanged 75 SP:Iteration 32Q (2350.420000 sec): 3 clusters Score: Raw -1767827.776855 + Penalty 3112.185452 = -1764715.591403 nChanged 82 SP:Iteration 33Q (2350.650000 sec): 3 clusters Score: Raw -1767846.965579 + Penalty 3112.185452 = -1764734.780127 nChanged 80 SP:Iteration 34Q (2350.880000 sec): 3 clusters Score: Raw -1767866.105138 + Penalty 3112.185452 = -1764753.919686 nChanged 87 SP:Iteration 35Q (2351.160000 sec): 3 clusters Score: Raw -1767883.870986 + Penalty 3112.185452 = -1764771.685534 nChanged 71 SP:Iteration 36Q (2351.400000 sec): 3 clusters Score: Raw -1767898.008149 + Penalty 3112.185452 = -1764785.822697 nChanged 76 SP:Iteration 37Q (2351.640000 sec): 3 clusters Score: Raw -1767915.539672 + Penalty 3112.185452 = -1764803.354221 nChanged 81 SP:Iteration 38Q (2351.890000 sec): 3 clusters Score: Raw -1767932.046335 + Penalty 3112.185452 = -1764819.860883 nChanged 63 SP:Iteration 39Q (2352.140000 sec): 3 clusters Score: Raw -1767944.356082 + Penalty 3112.185452 = -1764832.170630 nChanged 76 SP:Iteration 40F (2352.380000 sec): 3 clusters Score: Raw -1767960.866832 + Penalty 3112.185452 = -1764848.681381 nChanged 70 SP:Iteration 41Q (2352.620000 sec): 3 clusters Score: Raw -1767974.599641 + Penalty 3112.185452 = -1764862.414189 nChanged 74 SP:Iteration 42Q (2352.860000 sec): 3 clusters Score: Raw -1767988.663226 + Penalty 3112.185452 = -1764876.477774 nChanged 73 SP:Iteration 43Q (2353.100000 sec): 3 clusters Score: Raw -1768001.728653 + Penalty 3112.185452 = -1764889.543201 nChanged 69 SP:Iteration 44Q (2353.380000 sec): 3 clusters Score: Raw -1768015.845994 + Penalty 3112.185452 = -1764903.660542 nChanged 77 SP:Iteration 45Q (2353.550000 sec): 3 clusters Score: Raw -1768032.569009 + Penalty 3112.185452 = -1764920.383558 nChanged 83 SP:Iteration 46Q (2353.820000 sec): 3 clusters Score: Raw -1768053.051693 + Penalty 3112.185452 = -1764940.866241 nChanged 84 SP:Iteration 47Q (2354.080000 sec): 3 clusters Score: Raw -1768073.486343 + Penalty 3112.185452 = -1764961.300891 nChanged 94 SP:Iteration 48Q (2354.300000 sec): 3 clusters Score: Raw -1768099.003660 + Penalty 3112.185452 = -1764986.818208 nChanged 97 SP:Iteration 49Q (2354.560000 sec): 3 clusters Score: Raw -1768126.009404 + Penalty 3112.185452 = -1765013.823953 nChanged 99 SP:Iteration 50Q (2354.840000 sec): 3 clusters Score: Raw -1768157.445082 + Penalty 3112.185452 = -1765045.259631 nChanged 111 SP:Iteration 51Q (2355.070000 sec): 3 clusters Score: Raw -1768191.233106 + Penalty 3112.185452 = -1765079.047654 nChanged 103 SP:Iteration 52Q (2355.300000 sec): 3 clusters Score: Raw -1768221.318968 + Penalty 3112.185452 = -1765109.133517 nChanged 106 SP:Iteration 53Q (2355.560000 sec): 3 clusters Score: Raw -1768258.942363 + Penalty 3112.185452 = -1765146.756911 nChanged 113 SP:Iteration 54Q (2355.850000 sec): 3 clusters Score: Raw -1768302.451594 + Penalty 3112.185452 = -1765190.266143 nChanged 115 SP:Iteration 55Q (2356.070000 sec): 3 clusters Score: Raw -1768349.863400 + Penalty 3112.185452 = -1765237.677949 nChanged 127 SP:Iteration 56Q (2356.310000 sec): 3 clusters Score: Raw -1768398.368588 + Penalty 3112.185452 = -1765286.183136 nChanged 114 SP:Iteration 57Q (2356.570000 sec): 3 clusters Score: Raw -1768443.171425 + Penalty 3112.185452 = -1765330.985973 nChanged 91 SP:Iteration 58Q (2356.830000 sec): 3 clusters Score: Raw -1768478.526208 + Penalty 3112.185452 = -1765366.340756 nChanged 78 SP:Iteration 59Q (2357.080000 sec): 3 clusters Score: Raw -1768511.844513 + Penalty 3112.185452 = -1765399.659062 nChanged 94 SP:Iteration 60F (2357.340000 sec): 3 clusters Score: Raw -1768547.464503 + Penalty 3112.185452 = -1765435.279052 nChanged 85 SP:Iteration 61Q (2357.620000 sec): 3 clusters Score: Raw -1768580.587729 + Penalty 3112.185452 = -1765468.402277 nChanged 85 SP:Iteration 62Q (2357.810000 sec): 3 clusters Score: Raw -1768612.818153 + Penalty 3112.185452 = -1765500.632702 nChanged 78 SP:Iteration 63Q (2357.990000 sec): 3 clusters Score: Raw -1768642.328646 + Penalty 3112.185452 = -1765530.143195 nChanged 77 SP:Iteration 64Q (2358.220000 sec): 3 clusters Score: Raw -1768675.950324 + Penalty 3112.185452 = -1765563.764872 nChanged 68 SP:Iteration 65Q (2358.450000 sec): 3 clusters Score: Raw -1768702.601645 + Penalty 3112.185452 = -1765590.416193 nChanged 63 SP:Iteration 66Q (2358.640000 sec): 3 clusters Score: Raw -1768726.342509 + Penalty 3112.185452 = -1765614.157058 nChanged 46 SP:Iteration 67Q (2358.860000 sec): 3 clusters Score: Raw -1768741.822698 + Penalty 3112.185452 = -1765629.637246 nChanged 39 SP:Iteration 68Q (2359.050000 sec): 3 clusters Score: Raw -1768753.914678 + Penalty 3112.185452 = -1765641.729226 nChanged 36 SP:Iteration 69Q (2359.300000 sec): 3 clusters Score: Raw -1768766.166623 + Penalty 3112.185452 = -1765653.981171 nChanged 30 SP:Iteration 70Q (2359.520000 sec): 3 clusters Score: Raw -1768777.909909 + Penalty 3112.185452 = -1765665.724457 nChanged 27 SP:Iteration 71Q (2359.740000 sec): 3 clusters Score: Raw -1768787.724494 + Penalty 3112.185452 = -1765675.539042 nChanged 22 SP:Iteration 72Q (2359.980000 sec): 3 clusters Score: Raw -1768793.932972 + Penalty 3112.185452 = -1765681.747521 nChanged 17 SP:Iteration 73Q (2360.190000 sec): 3 clusters Score: Raw -1768799.736776 + Penalty 3112.185452 = -1765687.551324 nChanged 19 SP:Iteration 74Q (2360.420000 sec): 3 clusters Score: Raw -1768807.111497 + Penalty 3112.185452 = -1765694.926046 nChanged 19 SP:Iteration 75Q (2360.720000 sec): 3 clusters Score: Raw -1768817.212707 + Penalty 3112.185452 = -1765705.027256 nChanged 18 SP:Iteration 76Q (2360.930000 sec): 3 clusters Score: Raw -1768825.089906 + Penalty 3112.185452 = -1765712.904455 nChanged 22 SP:Iteration 77Q (2361.140000 sec): 3 clusters Score: Raw -1768834.423638 + Penalty 3112.185452 = -1765722.238187 nChanged 20 SP:Iteration 78Q (2361.390000 sec): 3 clusters Score: Raw -1768841.961784 + Penalty 3112.185452 = -1765729.776332 nChanged 15 SP:Iteration 79Q (2361.620000 sec): 3 clusters Score: Raw -1768847.423632 + Penalty 3112.185452 = -1765735.238180 nChanged 12 SP:Iteration 80F (2361.880000 sec): 3 clusters Score: Raw -1768853.093948 + Penalty 3112.185452 = -1765740.908497 nChanged 15 SP:Iteration 81Q (2362.090000 sec): 3 clusters Score: Raw -1768859.681891 + Penalty 3112.185452 = -1765747.496440 nChanged 7 SP:Iteration 82Q (2362.320000 sec): 3 clusters Score: Raw -1768861.891409 + Penalty 3112.185452 = -1765749.705957 nChanged 8 SP:Iteration 83Q (2362.580000 sec): 3 clusters Score: Raw -1768864.009867 + Penalty 3112.185452 = -1765751.824415 nChanged 8 SP:Iteration 84Q (2362.820000 sec): 3 clusters Score: Raw -1768867.468291 + Penalty 3112.185452 = -1765755.282839 nChanged 15 SP:Iteration 85Q (2363.040000 sec): 3 clusters Score: Raw -1768874.220140 + Penalty 3112.185452 = -1765762.034689 nChanged 14 SP:Iteration 86Q (2363.310000 sec): 3 clusters Score: Raw -1768879.942946 + Penalty 3112.185452 = -1765767.757495 nChanged 15 SP:Iteration 87Q (2363.520000 sec): 3 clusters Score: Raw -1768885.418625 + Penalty 3112.185452 = -1765773.233174 nChanged 9 SP:Iteration 88Q (2363.720000 sec): 3 clusters Score: Raw -1768890.085173 + Penalty 3112.185452 = -1765777.899721 nChanged 13 SP:Iteration 89Q (2363.950000 sec): 3 clusters Score: Raw -1768896.133934 + Penalty 3112.185452 = -1765783.948482 nChanged 17 SP:Iteration 90Q (2364.150000 sec): 3 clusters Score: Raw -1768903.253215 + Penalty 3112.185452 = -1765791.067763 nChanged 15 SP:Iteration 91Q (2364.400000 sec): 3 clusters Score: Raw -1768909.745629 + Penalty 3112.185452 = -1765797.560178 nChanged 15 SP:Iteration 92Q (2364.630000 sec): 3 clusters Score: Raw -1768915.151181 + Penalty 3112.185452 = -1765802.965730 nChanged 10 SP:Iteration 93Q (2364.880000 sec): 3 clusters Score: Raw -1768920.523296 + Penalty 3112.185452 = -1765808.337845 nChanged 12 SP:Iteration 94Q (2365.080000 sec): 3 clusters Score: Raw -1768925.232400 + Penalty 3112.185452 = -1765813.046949 nChanged 8 SP:Iteration 95Q (2365.320000 sec): 3 clusters Score: Raw -1768928.477604 + Penalty 3112.185452 = -1765816.292152 nChanged 5 SP:Iteration 96Q (2365.540000 sec): 3 clusters Score: Raw -1768932.217628 + Penalty 3112.185452 = -1765820.032177 nChanged 9 SP:Iteration 97Q (2365.770000 sec): 3 clusters Score: Raw -1768935.890440 + Penalty 3112.185452 = -1765823.704989 nChanged 10 SP:Iteration 98Q (2366.000000 sec): 3 clusters Score: Raw -1768940.660937 + Penalty 3112.185452 = -1765828.475485 nChanged 12 SP:Iteration 99Q (2366.220000 sec): 3 clusters Score: Raw -1768945.525728 + Penalty 3112.185452 = -1765833.340276 nChanged 10 SP:Iteration 100F (2366.430000 sec): 3 clusters Score: Raw -1768950.473901 + Penalty 3112.185452 = -1765838.288449 nChanged 6 SP:Iteration 101Q (2366.670000 sec): 3 clusters Score: Raw -1768952.211293 + Penalty 3112.185452 = -1765840.025842 nChanged 3 SP:Iteration 102Q (2366.900000 sec): 3 clusters Score: Raw -1768953.789592 + Penalty 3112.185452 = -1765841.604141 nChanged 0 SP:Iteration 103F (2367.140000 sec): 3 clusters Score: Raw -1768953.789592 + Penalty 3112.185452 = -1765841.604141 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (20250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2367.350000 sec): 2 clusters Score: Raw -2385641.323668 + Penalty 1611.335387 = -2384029.988281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.650000 sec): 3 clusters Score: Raw -2373434.318583 + Penalty 3222.670774 = -2370211.647809 nChanged 9196 SP:Iteration 1F (2367.980000 sec): 3 clusters Score: Raw -2378775.449564 + Penalty 3222.670774 = -2375552.778791 nChanged 1084 SP:Iteration 2F (2368.230000 sec): 3 clusters Score: Raw -2379375.184615 + Penalty 3222.670774 = -2376152.513841 nChanged 990 SP:Iteration 3Q (2368.570000 sec): 3 clusters Score: Raw -2379954.384372 + Penalty 3222.670774 = -2376731.713598 nChanged 932 SP:Iteration 4Q (2368.850000 sec): 3 clusters Score: Raw -2380461.231922 + Penalty 3222.670774 = -2377238.561149 nChanged 924 SP:Iteration 5Q (2369.190000 sec): 3 clusters Score: Raw -2380919.593669 + Penalty 3222.670774 = -2377696.922896 nChanged 819 SP:Iteration 6Q (2369.470000 sec): 3 clusters Score: Raw -2381300.811066 + Penalty 3222.670774 = -2378078.140292 nChanged 780 SP:Iteration 7Q (2369.770000 sec): 3 clusters Score: Raw -2381671.578328 + Penalty 3222.670774 = -2378448.907554 nChanged 731 SP:Iteration 8Q (2370.070000 sec): 3 clusters Score: Raw -2382028.375775 + Penalty 3222.670774 = -2378805.705001 nChanged 736 SP:Iteration 9Q (2370.340000 sec): 3 clusters Score: Raw -2382448.021100 + Penalty 3222.670774 = -2379225.350327 nChanged 818 SP:Iteration 10Q (2370.640000 sec): 3 clusters Score: Raw -2382887.195064 + Penalty 3222.670774 = -2379664.524290 nChanged 729 SP:Iteration 11Q (2370.900000 sec): 3 clusters Score: Raw -2383285.153963 + Penalty 3222.670774 = -2380062.483190 nChanged 710 SP:Iteration 12Q (2371.210000 sec): 3 clusters Score: Raw -2383682.699919 + Penalty 3222.670774 = -2380460.029146 nChanged 704 SP:Iteration 13Q (2371.490000 sec): 3 clusters Score: Raw -2384081.055485 + Penalty 3222.670774 = -2380858.384711 nChanged 616 SP:Iteration 14Q (2371.710000 sec): 3 clusters Score: Raw -2384417.639556 + Penalty 3222.670774 = -2381194.968782 nChanged 511 SP:Iteration 15Q (2371.950000 sec): 3 clusters Score: Raw -2384709.312571 + Penalty 3222.670774 = -2381486.641797 nChanged 456 SP:Iteration 16Q (2372.240000 sec): 3 clusters Score: Raw -2384973.542403 + Penalty 3222.670774 = -2381750.871629 nChanged 384 SP:Iteration 17Q (2372.510000 sec): 3 clusters Score: Raw -2385195.791180 + Penalty 3222.670774 = -2381973.120406 nChanged 296 SP:Iteration 18Q (2372.790000 sec): 3 clusters Score: Raw -2385369.615242 + Penalty 3222.670774 = -2382146.944468 nChanged 225 SP:Iteration 19Q (2373.050000 sec): 3 clusters Score: Raw -2385499.776862 + Penalty 3222.670774 = -2382277.106088 nChanged 145 SP:Iteration 20F (2373.280000 sec): 3 clusters Score: Raw -2385593.008673 + Penalty 3222.670774 = -2382370.337899 nChanged 117 SP:Iteration 21Q (2373.530000 sec): 3 clusters Score: Raw -2385657.114584 + Penalty 3222.670774 = -2382434.443810 nChanged 87 SP:Iteration 22Q (2373.770000 sec): 3 clusters Score: Raw -2385705.280854 + Penalty 3222.670774 = -2382482.610081 nChanged 64 SP:Iteration 23Q (2374.010000 sec): 3 clusters Score: Raw -2385737.661543 + Penalty 3222.670774 = -2382514.990769 nChanged 52 SP:Iteration 24Q (2374.240000 sec): 3 clusters Score: Raw -2385774.295775 + Penalty 3222.670774 = -2382551.625002 nChanged 41 SP:Iteration 25Q (2374.490000 sec): 3 clusters Score: Raw -2385800.381985 + Penalty 3222.670774 = -2382577.711211 nChanged 46 SP:Iteration 26Q (2374.750000 sec): 3 clusters Score: Raw -2385828.734891 + Penalty 3222.670774 = -2382606.064118 nChanged 30 SP:Iteration 27Q (2375.030000 sec): 3 clusters Score: Raw -2385846.074595 + Penalty 3222.670774 = -2382623.403822 nChanged 26 SP:Iteration 28Q (2375.250000 sec): 3 clusters Score: Raw -2385863.337088 + Penalty 3222.670774 = -2382640.666314 nChanged 24 SP:Iteration 29Q (2375.550000 sec): 3 clusters Score: Raw -2385885.395769 + Penalty 3222.670774 = -2382662.724996 nChanged 32 SP:Iteration 30Q (2375.810000 sec): 3 clusters Score: Raw -2385909.551703 + Penalty 3222.670774 = -2382686.880930 nChanged 26 SP:Iteration 31Q (2376.010000 sec): 3 clusters Score: Raw -2385923.233425 + Penalty 3222.670774 = -2382700.562652 nChanged 15 SP:Iteration 32Q (2376.260000 sec): 3 clusters Score: Raw -2385931.337251 + Penalty 3222.670774 = -2382708.666477 nChanged 7 SP:Iteration 33Q (2376.530000 sec): 3 clusters Score: Raw -2385934.381342 + Penalty 3222.670774 = -2382711.710568 nChanged 7 SP:Iteration 34Q (2376.810000 sec): 3 clusters Score: Raw -2385938.546055 + Penalty 3222.670774 = -2382715.875282 nChanged 8 SP:Iteration 35Q (2377.050000 sec): 3 clusters Score: Raw -2385940.973844 + Penalty 3222.670774 = -2382718.303071 nChanged 6 SP:Iteration 36Q (2377.290000 sec): 3 clusters Score: Raw -2385944.804664 + Penalty 3222.670774 = -2382722.133891 nChanged 6 SP:Iteration 37Q (2377.600000 sec): 3 clusters Score: Raw -2385947.971294 + Penalty 3222.670774 = -2382725.300521 nChanged 3 SP:Iteration 38Q (2377.810000 sec): 3 clusters Score: Raw -2385949.733963 + Penalty 3222.670774 = -2382727.063190 nChanged 1 SP:Iteration 39Q (2378.050000 sec): 3 clusters Score: Raw -2385951.011830 + Penalty 3222.670774 = -2382728.341056 nChanged 5 SP:Iteration 40F (2378.320000 sec): 3 clusters Score: Raw -2385954.202049 + Penalty 3222.670774 = -2382731.531276 nChanged 7 SP:Iteration 41Q (2378.560000 sec): 3 clusters Score: Raw -2385957.355162 + Penalty 3222.670774 = -2382734.684389 nChanged 4 SP:Iteration 42Q (2378.840000 sec): 3 clusters Score: Raw -2385958.957129 + Penalty 3222.670774 = -2382736.286355 nChanged 1 SP:Iteration 43Q (2379.100000 sec): 3 clusters Score: Raw -2385959.416700 + Penalty 3222.670774 = -2382736.745927 nChanged 1 SP:Iteration 44Q (2379.360000 sec): 3 clusters Score: Raw -2385959.593276 + Penalty 3222.670774 = -2382736.922503 nChanged 1 SP:Iteration 45Q (2379.590000 sec): 3 clusters Score: Raw -2385959.940197 + Penalty 3222.670774 = -2382737.269423 nChanged 1 SP:Iteration 46Q (2379.860000 sec): 3 clusters Score: Raw -2385960.779525 + Penalty 3222.670774 = -2382738.108751 nChanged 1 SP:Iteration 47Q (2380.130000 sec): 3 clusters Score: Raw -2385961.121465 + Penalty 3222.670774 = -2382738.450691 nChanged 0 SP:Iteration 48F (2380.420000 sec): 3 clusters Score: Raw -2385961.121465 + Penalty 3222.670774 = -2382738.450691 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2380.510000 sec): 2 clusters Score: Raw -15485.741121 + Penalty 790.974348 = -14694.766772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2380.670000 sec): 3 clusters Score: Raw -15682.948299 + Penalty 1581.948696 = -14100.999602 nChanged 15 SP:Iteration 1F (2380.830000 sec): 3 clusters Score: Raw -15713.465343 + Penalty 1581.948696 = -14131.516647 nChanged 3 SP:Iteration 2Q (2381.040000 sec): 3 clusters Score: Raw -15726.930351 + Penalty 1581.948696 = -14144.981655 nChanged 1 SP:Iteration 3Q (2381.200000 sec): 3 clusters Score: Raw -15728.132552 + Penalty 1581.948696 = -14146.183855 nChanged 1 SP:Iteration 4Q (2381.350000 sec): 3 clusters Score: Raw -15731.635661 + Penalty 1581.948696 = -14149.686965 nChanged 0 SP:Iteration 5F (2381.490000 sec): 3 clusters Score: Raw -15731.635661 + Penalty 1581.948696 = -14149.686965 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (26567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.720000 sec): 2 clusters Score: Raw -3375629.620475 + Penalty 1655.456583 = -3373974.163892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.970000 sec): 3 clusters Score: Raw -3359336.343371 + Penalty 3310.913165 = -3356025.430206 nChanged 12111 SP:Iteration 1F (2382.300000 sec): 3 clusters Score: Raw -3365929.552050 + Penalty 3310.913165 = -3362618.638885 nChanged 1122 SP:Iteration 2Q (2382.550000 sec): 3 clusters Score: Raw -3366304.515420 + Penalty 3310.913165 = -3362993.602255 nChanged 1240 SP:Iteration 3Q (2382.840000 sec): 3 clusters Score: Raw -3366801.030254 + Penalty 3310.913165 = -3363490.117089 nChanged 1390 SP:Iteration 4F (2383.140000 sec): 3 clusters Score: Raw -3367493.838920 + Penalty 3310.913165 = -3364182.925755 nChanged 1639 SP:Iteration 5F (2383.430000 sec): 3 clusters Score: Raw -3368519.290288 + Penalty 3310.913165 = -3365208.377123 nChanged 1898 SP:Iteration 6F (2383.740000 sec): 3 clusters Score: Raw -3369965.294058 + Penalty 3310.913165 = -3366654.380893 nChanged 1929 SP:Iteration 7F (2384.060000 sec): 3 clusters Score: Raw -3371606.319212 + Penalty 3310.913165 = -3368295.406047 nChanged 1671 SP:Iteration 8F (2384.440000 sec): 3 clusters Score: Raw -3373112.872999 + Penalty 3310.913165 = -3369801.959834 nChanged 1198 SP:Iteration 9Q (2384.700000 sec): 3 clusters Score: Raw -3374165.510244 + Penalty 3310.913165 = -3370854.597079 nChanged 713 SP:Iteration 10Q (2385.010000 sec): 3 clusters Score: Raw -3374810.589965 + Penalty 3310.913165 = -3371499.676800 nChanged 446 SP:Iteration 11Q (2385.270000 sec): 3 clusters Score: Raw -3375199.326582 + Penalty 3310.913165 = -3371888.413417 nChanged 285 SP:Iteration 12Q (2385.570000 sec): 3 clusters Score: Raw -3375407.964276 + Penalty 3310.913165 = -3372097.051111 nChanged 200 SP:Iteration 13Q (2385.860000 sec): 3 clusters Score: Raw -3375545.061593 + Penalty 3310.913165 = -3372234.148428 nChanged 126 SP:Iteration 14Q (2386.150000 sec): 3 clusters Score: Raw -3375616.308953 + Penalty 3310.913165 = -3372305.395788 nChanged 114 SP:Iteration 15Q (2386.400000 sec): 3 clusters Score: Raw -3375681.315882 + Penalty 3310.913165 = -3372370.402717 nChanged 77 SP:Iteration 16Q (2386.710000 sec): 3 clusters Score: Raw -3375720.160060 + Penalty 3310.913165 = -3372409.246895 nChanged 55 SP:Iteration 17Q (2386.970000 sec): 3 clusters Score: Raw -3375741.838348 + Penalty 3310.913165 = -3372430.925183 nChanged 40 SP:Iteration 18Q (2387.290000 sec): 3 clusters Score: Raw -3375756.626343 + Penalty 3310.913165 = -3372445.713178 nChanged 31 SP:Iteration 19Q (2387.550000 sec): 3 clusters Score: Raw -3375765.269088 + Penalty 3310.913165 = -3372454.355923 nChanged 25 SP:Iteration 20F (2387.830000 sec): 3 clusters Score: Raw -3375775.175057 + Penalty 3310.913165 = -3372464.261892 nChanged 27 SP:Iteration 21Q (2388.070000 sec): 3 clusters Score: Raw -3375785.115457 + Penalty 3310.913165 = -3372474.202292 nChanged 20 SP:Iteration 22Q (2388.350000 sec): 3 clusters Score: Raw -3375793.827989 + Penalty 3310.913165 = -3372482.914824 nChanged 19 SP:Iteration 23Q (2388.630000 sec): 3 clusters Score: Raw -3375801.989483 + Penalty 3310.913165 = -3372491.076318 nChanged 19 SP:Iteration 24Q (2388.920000 sec): 3 clusters Score: Raw -3375809.150164 + Penalty 3310.913165 = -3372498.236999 nChanged 13 SP:Iteration 25Q (2389.190000 sec): 3 clusters Score: Raw -3375813.170958 + Penalty 3310.913165 = -3372502.257793 nChanged 12 SP:Iteration 26Q (2389.450000 sec): 3 clusters Score: Raw -3375816.681971 + Penalty 3310.913165 = -3372505.768806 nChanged 12 SP:Iteration 27Q (2389.730000 sec): 3 clusters Score: Raw -3375820.928562 + Penalty 3310.913165 = -3372510.015397 nChanged 12 SP:Iteration 28Q (2390.010000 sec): 3 clusters Score: Raw -3375824.727663 + Penalty 3310.913165 = -3372513.814498 nChanged 8 SP:Iteration 29Q (2390.270000 sec): 3 clusters Score: Raw -3375826.204663 + Penalty 3310.913165 = -3372515.291498 nChanged 9 SP:Iteration 30Q (2390.560000 sec): 3 clusters Score: Raw -3375829.086217 + Penalty 3310.913165 = -3372518.173052 nChanged 9 SP:Iteration 31Q (2390.800000 sec): 3 clusters Score: Raw -3375832.278225 + Penalty 3310.913165 = -3372521.365060 nChanged 6 SP:Iteration 32Q (2391.080000 sec): 3 clusters Score: Raw -3375833.524518 + Penalty 3310.913165 = -3372522.611353 nChanged 4 SP:Iteration 33Q (2391.330000 sec): 3 clusters Score: Raw -3375834.231250 + Penalty 3310.913165 = -3372523.318085 nChanged 4 SP:Iteration 34Q (2391.620000 sec): 3 clusters Score: Raw -3375835.333032 + Penalty 3310.913165 = -3372524.419867 nChanged 4 SP:Iteration 35Q (2391.920000 sec): 3 clusters Score: Raw -3375836.131182 + Penalty 3310.913165 = -3372525.218017 nChanged 3 SP:Iteration 36Q (2392.180000 sec): 3 clusters Score: Raw -3375836.661190 + Penalty 3310.913165 = -3372525.748025 nChanged 3 SP:Iteration 37Q (2392.470000 sec): 3 clusters Score: Raw -3375837.345196 + Penalty 3310.913165 = -3372526.432031 nChanged 2 SP:Iteration 38Q (2392.750000 sec): 3 clusters Score: Raw -3375837.784981 + Penalty 3310.913165 = -3372526.871816 nChanged 2 SP:Iteration 39Q (2393.010000 sec): 3 clusters Score: Raw -3375838.185298 + Penalty 3310.913165 = -3372527.272133 nChanged 1 SP:Iteration 40F (2393.310000 sec): 3 clusters Score: Raw -3375838.361142 + Penalty 3310.913165 = -3372527.447977 nChanged 2 SP:Iteration 41Q (2393.590000 sec): 3 clusters Score: Raw -3375838.904251 + Penalty 3310.913165 = -3372527.991086 nChanged 2 SP:Iteration 42Q (2393.870000 sec): 3 clusters Score: Raw -3375839.351381 + Penalty 3310.913165 = -3372528.438216 nChanged 3 SP:Iteration 43Q (2394.150000 sec): 3 clusters Score: Raw -3375839.816671 + Penalty 3310.913165 = -3372528.903506 nChanged 1 SP:Iteration 44Q (2394.400000 sec): 3 clusters Score: Raw -3375840.289758 + Penalty 3310.913165 = -3372529.376593 nChanged 3 SP:Iteration 45Q (2394.660000 sec): 3 clusters Score: Raw -3375841.282373 + Penalty 3310.913165 = -3372530.369208 nChanged 6 SP:Iteration 46Q (2394.920000 sec): 3 clusters Score: Raw -3375843.600410 + Penalty 3310.913165 = -3372532.687245 nChanged 3 SP:Iteration 47Q (2395.220000 sec): 3 clusters Score: Raw -3375844.677275 + Penalty 3310.913165 = -3372533.764110 nChanged 3 SP:Iteration 48Q (2395.530000 sec): 3 clusters Score: Raw -3375845.365662 + Penalty 3310.913165 = -3372534.452497 nChanged 3 SP:Iteration 49Q (2395.840000 sec): 3 clusters Score: Raw -3375846.791163 + Penalty 3310.913165 = -3372535.877998 nChanged 1 SP:Iteration 50Q (2396.120000 sec): 3 clusters Score: Raw -3375847.043467 + Penalty 3310.913165 = -3372536.130302 nChanged 1 SP:Iteration 51Q (2396.360000 sec): 3 clusters Score: Raw -3375847.347426 + Penalty 3310.913165 = -3372536.434261 nChanged 1 SP:Iteration 52Q (2396.660000 sec): 3 clusters Score: Raw -3375847.772628 + Penalty 3310.913165 = -3372536.859463 nChanged 3 SP:Iteration 53Q (2396.910000 sec): 3 clusters Score: Raw -3375849.030986 + Penalty 3310.913165 = -3372538.117821 nChanged 4 SP:Iteration 54Q (2397.140000 sec): 3 clusters Score: Raw -3375850.470295 + Penalty 3310.913165 = -3372539.557130 nChanged 1 SP:Iteration 55Q (2397.390000 sec): 3 clusters Score: Raw -3375850.692182 + Penalty 3310.913165 = -3372539.779017 nChanged 1 SP:Iteration 56Q (2397.690000 sec): 3 clusters Score: Raw -3375850.956400 + Penalty 3310.913165 = -3372540.043235 nChanged 3 SP:Iteration 57Q (2397.990000 sec): 3 clusters Score: Raw -3375851.716444 + Penalty 3310.913165 = -3372540.803279 nChanged 5 SP:Iteration 58Q (2398.270000 sec): 3 clusters Score: Raw -3375853.258678 + Penalty 3310.913165 = -3372542.345513 nChanged 2 SP:Iteration 59Q (2398.550000 sec): 3 clusters Score: Raw -3375854.015303 + Penalty 3310.913165 = -3372543.102138 nChanged 0 SP:Iteration 60F (2398.830000 sec): 3 clusters Score: Raw -3375854.015303 + Penalty 3310.913165 = -3372543.102138 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2399.030000 sec): 2 clusters Score: Raw -2680528.067820 + Penalty 1619.366930 = -2678908.700890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2399.260000 sec): 3 clusters Score: Raw -2667603.935592 + Penalty 3238.733861 = -2664365.201732 nChanged 9535 SP:Iteration 1F (2399.520000 sec): 3 clusters Score: Raw -2672953.816996 + Penalty 3238.733861 = -2669715.083135 nChanged 1194 SP:Iteration 2F (2399.810000 sec): 3 clusters Score: Raw -2673449.446379 + Penalty 3238.733861 = -2670210.712518 nChanged 1125 SP:Iteration 3F (2400.090000 sec): 3 clusters Score: Raw -2673947.940518 + Penalty 3238.733861 = -2670709.206657 nChanged 1110 SP:Iteration 4F (2400.360000 sec): 3 clusters Score: Raw -2674517.550986 + Penalty 3238.733861 = -2671278.817125 nChanged 1119 SP:Iteration 5F (2400.650000 sec): 3 clusters Score: Raw -2675178.886616 + Penalty 3238.733861 = -2671940.152755 nChanged 1141 SP:Iteration 6F (2400.930000 sec): 3 clusters Score: Raw -2676023.675073 + Penalty 3238.733861 = -2672784.941212 nChanged 1209 SP:Iteration 7F (2401.210000 sec): 3 clusters Score: Raw -2677096.471963 + Penalty 3238.733861 = -2673857.738102 nChanged 1159 SP:Iteration 8F (2401.500000 sec): 3 clusters Score: Raw -2678361.221097 + Penalty 3238.733861 = -2675122.487236 nChanged 1044 SP:Iteration 9Q (2401.760000 sec): 3 clusters Score: Raw -2679301.298106 + Penalty 3238.733861 = -2676062.564245 nChanged 778 SP:Iteration 10Q (2402.040000 sec): 3 clusters Score: Raw -2679704.848056 + Penalty 3238.733861 = -2676466.114196 nChanged 493 SP:Iteration 11Q (2402.330000 sec): 3 clusters Score: Raw -2679890.497144 + Penalty 3238.733861 = -2676651.763283 nChanged 335 SP:Iteration 12Q (2402.590000 sec): 3 clusters Score: Raw -2679989.303780 + Penalty 3238.733861 = -2676750.569919 nChanged 284 SP:Iteration 13Q (2402.880000 sec): 3 clusters Score: Raw -2680062.139546 + Penalty 3238.733861 = -2676823.405685 nChanged 197 SP:Iteration 14Q (2403.140000 sec): 3 clusters Score: Raw -2680107.075338 + Penalty 3238.733861 = -2676868.341478 nChanged 163 SP:Iteration 15Q (2403.420000 sec): 3 clusters Score: Raw -2680143.935041 + Penalty 3238.733861 = -2676905.201180 nChanged 153 SP:Iteration 16Q (2403.700000 sec): 3 clusters Score: Raw -2680173.133477 + Penalty 3238.733861 = -2676934.399616 nChanged 116 SP:Iteration 17Q (2403.940000 sec): 3 clusters Score: Raw -2680192.101015 + Penalty 3238.733861 = -2676953.367154 nChanged 96 SP:Iteration 18Q (2404.220000 sec): 3 clusters Score: Raw -2680209.783172 + Penalty 3238.733861 = -2676971.049312 nChanged 105 SP:Iteration 19Q (2404.540000 sec): 3 clusters Score: Raw -2680230.908776 + Penalty 3238.733861 = -2676992.174915 nChanged 123 SP:Iteration 20F (2404.820000 sec): 3 clusters Score: Raw -2680254.685564 + Penalty 3238.733861 = -2677015.951703 nChanged 120 SP:Iteration 21Q (2405.060000 sec): 3 clusters Score: Raw -2680276.516644 + Penalty 3238.733861 = -2677037.782783 nChanged 121 SP:Iteration 22Q (2405.360000 sec): 3 clusters Score: Raw -2680298.392817 + Penalty 3238.733861 = -2677059.658956 nChanged 101 SP:Iteration 23Q (2405.610000 sec): 3 clusters Score: Raw -2680317.791403 + Penalty 3238.733861 = -2677079.057542 nChanged 114 SP:Iteration 24Q (2405.880000 sec): 3 clusters Score: Raw -2680346.459640 + Penalty 3238.733861 = -2677107.725779 nChanged 141 SP:Iteration 25Q (2406.110000 sec): 3 clusters Score: Raw -2680380.708155 + Penalty 3238.733861 = -2677141.974294 nChanged 133 SP:Iteration 26Q (2406.340000 sec): 3 clusters Score: Raw -2680410.563502 + Penalty 3238.733861 = -2677171.829642 nChanged 158 SP:Iteration 27Q (2406.580000 sec): 3 clusters Score: Raw -2680449.840095 + Penalty 3238.733861 = -2677211.106234 nChanged 176 SP:Iteration 28Q (2406.850000 sec): 3 clusters Score: Raw -2680496.498626 + Penalty 3238.733861 = -2677257.764765 nChanged 187 SP:Iteration 29Q (2407.140000 sec): 3 clusters Score: Raw -2680544.123240 + Penalty 3238.733861 = -2677305.389379 nChanged 194 SP:Iteration 30Q (2407.370000 sec): 3 clusters Score: Raw -2680595.830836 + Penalty 3238.733861 = -2677357.096976 nChanged 195 SP:Iteration 31Q (2407.650000 sec): 3 clusters Score: Raw -2680651.200932 + Penalty 3238.733861 = -2677412.467071 nChanged 213 SP:Iteration 32Q (2407.960000 sec): 3 clusters Score: Raw -2680713.778911 + Penalty 3238.733861 = -2677475.045051 nChanged 215 SP:Iteration 33Q (2408.200000 sec): 3 clusters Score: Raw -2680782.524475 + Penalty 3238.733861 = -2677543.790615 nChanged 226 SP:Iteration 34Q (2408.500000 sec): 3 clusters Score: Raw -2680860.289782 + Penalty 3238.733861 = -2677621.555922 nChanged 243 SP:Iteration 35Q (2408.740000 sec): 3 clusters Score: Raw -2680948.789462 + Penalty 3238.733861 = -2677710.055601 nChanged 240 SP:Iteration 36Q (2408.980000 sec): 3 clusters Score: Raw -2681048.219338 + Penalty 3238.733861 = -2677809.485477 nChanged 262 SP:Iteration 37Q (2409.270000 sec): 3 clusters Score: Raw -2681164.076941 + Penalty 3238.733861 = -2677925.343080 nChanged 255 SP:Iteration 38Q (2409.540000 sec): 3 clusters Score: Raw -2681268.488576 + Penalty 3238.733861 = -2678029.754715 nChanged 239 SP:Iteration 39Q (2409.760000 sec): 3 clusters Score: Raw -2681365.768028 + Penalty 3238.733861 = -2678127.034168 nChanged 261 SP:Iteration 40F (2410.060000 sec): 3 clusters Score: Raw -2681499.901957 + Penalty 3238.733861 = -2678261.168097 nChanged 265 SP:Iteration 41Q (2410.310000 sec): 3 clusters Score: Raw -2681628.965775 + Penalty 3238.733861 = -2678390.231915 nChanged 231 SP:Iteration 42Q (2410.540000 sec): 3 clusters Score: Raw -2681714.363525 + Penalty 3238.733861 = -2678475.629664 nChanged 199 SP:Iteration 43Q (2410.850000 sec): 3 clusters Score: Raw -2681771.381643 + Penalty 3238.733861 = -2678532.647782 nChanged 156 SP:Iteration 44Q (2411.130000 sec): 3 clusters Score: Raw -2681802.136308 + Penalty 3238.733861 = -2678563.402447 nChanged 106 SP:Iteration 45Q (2411.370000 sec): 3 clusters Score: Raw -2681818.979374 + Penalty 3238.733861 = -2678580.245513 nChanged 82 SP:Iteration 46Q (2411.610000 sec): 3 clusters Score: Raw -2681830.176194 + Penalty 3238.733861 = -2678591.442334 nChanged 74 SP:Iteration 47Q (2411.890000 sec): 3 clusters Score: Raw -2681839.631378 + Penalty 3238.733861 = -2678600.897517 nChanged 72 SP:Iteration 48Q (2412.180000 sec): 3 clusters Score: Raw -2681847.605362 + Penalty 3238.733861 = -2678608.871502 nChanged 64 SP:Iteration 49Q (2412.420000 sec): 3 clusters Score: Raw -2681854.589690 + Penalty 3238.733861 = -2678615.855829 nChanged 44 SP:Iteration 50Q (2412.670000 sec): 3 clusters Score: Raw -2681858.894819 + Penalty 3238.733861 = -2678620.160958 nChanged 34 SP:Iteration 51Q (2412.960000 sec): 3 clusters Score: Raw -2681861.835561 + Penalty 3238.733861 = -2678623.101700 nChanged 40 SP:Iteration 52Q (2413.200000 sec): 3 clusters Score: Raw -2681865.227138 + Penalty 3238.733861 = -2678626.493278 nChanged 24 SP:Iteration 53Q (2413.490000 sec): 3 clusters Score: Raw -2681866.728176 + Penalty 3238.733861 = -2678627.994315 nChanged 15 SP:Iteration 54Q (2413.730000 sec): 3 clusters Score: Raw -2681867.470936 + Penalty 3238.733861 = -2678628.737076 nChanged 9 SP:Iteration 55Q (2414.000000 sec): 3 clusters Score: Raw -2681867.968176 + Penalty 3238.733861 = -2678629.234315 nChanged 6 SP:Iteration 56Q (2414.290000 sec): 3 clusters Score: Raw -2681868.320789 + Penalty 3238.733861 = -2678629.586928 nChanged 8 SP:Iteration 57Q (2414.500000 sec): 3 clusters Score: Raw -2681868.892302 + Penalty 3238.733861 = -2678630.158441 nChanged 8 SP:Iteration 58Q (2414.760000 sec): 3 clusters Score: Raw -2681869.325958 + Penalty 3238.733861 = -2678630.592098 nChanged 8 SP:Iteration 59Q (2414.980000 sec): 3 clusters Score: Raw -2681869.714630 + Penalty 3238.733861 = -2678630.980770 nChanged 1 SP:Iteration 60F (2415.240000 sec): 3 clusters Score: Raw -2681869.783859 + Penalty 3238.733861 = -2678631.049999 nChanged 1 SP:Iteration 61Q (2415.510000 sec): 3 clusters Score: Raw -2681869.825908 + Penalty 3238.733861 = -2678631.092047 nChanged 0 SP:Iteration 62F (2415.830000 sec): 3 clusters Score: Raw -2681869.825908 + Penalty 3238.733861 = -2678631.092047 nChanged 0 Iteration 59Q (2443.910000 sec): 22 clusters Score: Raw -146367190.722260 + Penalty 47777.038813 = -146319413.683447 nChanged 1601 Deleting Class 16 (127 points): Lose 2055.425923 but Gain 2275.097086 Iteration 60F (2490.040000 sec): 21 clusters Score: Raw -146365827.318089 + Penalty 45501.941727 = -146320325.376362 nChanged 1225 Iteration 61Q (2520.230000 sec): 21 clusters Score: Raw -146367054.926265 + Penalty 45501.941727 = -146321552.984539 nChanged 778 Iteration 62Q (2545.790000 sec): 21 clusters Score: Raw -146367192.357229 + Penalty 45501.941727 = -146321690.415502 nChanged 629 Iteration 63Q (2570.480000 sec): 21 clusters Score: Raw -146367254.003637 + Penalty 45501.941727 = -146321752.061911 nChanged 515 Iteration 64Q (2593.690000 sec): 21 clusters Score: Raw -146367305.812031 + Penalty 45501.941727 = -146321803.870304 nChanged 434 Iteration 65Q (2615.790000 sec): 21 clusters Score: Raw -146367380.666015 + Penalty 45501.941727 = -146321878.724289 nChanged 386 Iteration 66Q (2640.920000 sec): 21 clusters Score: Raw -146367445.882715 + Penalty 45501.941727 = -146321943.940988 nChanged 395 Iteration 67Q (2663.780000 sec): 21 clusters Score: Raw -146367463.492932 + Penalty 45501.941727 = -146321961.551205 nChanged 377 Iteration 68Q (2686.660000 sec): 21 clusters Score: Raw -146367477.576743 + Penalty 45501.941727 = -146321975.635017 nChanged 344 Iteration 69Q (2713.430000 sec): 21 clusters Score: Raw -146367492.329296 + Penalty 45501.941727 = -146321990.387569 nChanged 288 Iteration 70Q (2743.300000 sec): 21 clusters Score: Raw -146367502.702913 + Penalty 45501.941727 = -146322000.761187 nChanged 262 Iteration 71Q (2772.350000 sec): 21 clusters Score: Raw -146367510.556028 + Penalty 45501.941727 = -146322008.614302 nChanged 238 Iteration 72Q (2802.410000 sec): 21 clusters Score: Raw -146367517.015522 + Penalty 45501.941727 = -146322015.073795 nChanged 219 Iteration 73Q (2831.490000 sec): 21 clusters Score: Raw -146367522.077396 + Penalty 45501.941727 = -146322020.135669 nChanged 200 Iteration 74Q (2859.460000 sec): 21 clusters Score: Raw -146367526.787677 + Penalty 45501.941727 = -146322024.845951 nChanged 167 Iteration 75Q (2886.360000 sec): 21 clusters Score: Raw -146367531.122206 + Penalty 45501.941727 = -146322029.180479 nChanged 166 Iteration 76Q (2915.340000 sec): 21 clusters Score: Raw -146367535.033841 + Penalty 45501.941727 = -146322033.092114 nChanged 187 Iteration 77Q (2943.730000 sec): 21 clusters Score: Raw -146367539.252246 + Penalty 45501.941727 = -146322037.310520 nChanged 155 Iteration 78Q (2972.820000 sec): 21 clusters Score: Raw -146367543.051824 + Penalty 45501.941727 = -146322041.110097 nChanged 172 Iteration 79Q (3000.020000 sec): 21 clusters Score: Raw -146367547.400025 + Penalty 45501.941727 = -146322045.458298 nChanged 169 Iteration 80F (3045.620000 sec): 21 clusters Score: Raw -146367553.207960 + Penalty 45501.941727 = -146322051.266234 nChanged 169 Iteration 81Q (3069.810000 sec): 21 clusters Score: Raw -146367603.862301 + Penalty 45501.941727 = -146322101.920574 nChanged 180 Iteration 82Q (3091.860000 sec): 21 clusters Score: Raw -146367610.572908 + Penalty 45501.941727 = -146322108.631182 nChanged 189 Iteration 83Q (3114.480000 sec): 21 clusters Score: Raw -146367616.800558 + Penalty 45501.941727 = -146322114.858831 nChanged 191 Iteration 84Q (3136.970000 sec): 21 clusters Score: Raw -146367622.726800 + Penalty 45501.941727 = -146322120.785073 nChanged 196 Iteration 85Q (3159.940000 sec): 21 clusters Score: Raw -146367627.728730 + Penalty 45501.941727 = -146322125.787003 nChanged 193 Iteration 86Q (3182.170000 sec): 21 clusters Score: Raw -146367632.953457 + Penalty 45501.941727 = -146322131.011730 nChanged 200 Iteration 87Q (3204.580000 sec): 21 clusters Score: Raw -146367638.505987 + Penalty 45501.941727 = -146322136.564260 nChanged 232 Iteration 88Q (3230.810000 sec): 21 clusters Score: Raw -146367645.150667 + Penalty 45501.941727 = -146322143.208941 nChanged 214 Iteration 89Q (3252.390000 sec): 21 clusters Score: Raw -146367651.573712 + Penalty 45501.941727 = -146322149.631985 nChanged 218 Iteration 90Q (3276.740000 sec): 21 clusters Score: Raw -146367658.721764 + Penalty 45501.941727 = -146322156.780037 nChanged 218 Iteration 91Q (3301.280000 sec): 21 clusters Score: Raw -146367665.084757 + Penalty 45501.941727 = -146322163.143031 nChanged 209 Iteration 92Q (3324.180000 sec): 21 clusters Score: Raw -146367672.043857 + Penalty 45501.941727 = -146322170.102131 nChanged 236 Iteration 93Q (3348.270000 sec): 21 clusters Score: Raw -146367679.705443 + Penalty 45501.941727 = -146322177.763717 nChanged 234 Iteration 94Q (3370.490000 sec): 21 clusters Score: Raw -146367686.496508 + Penalty 45501.941727 = -146322184.554781 nChanged 238 Iteration 95Q (3394.260000 sec): 21 clusters Score: Raw -146367694.353482 + Penalty 45501.941727 = -146322192.411755 nChanged 248 Iteration 96Q (3422.730000 sec): 21 clusters Score: Raw -146367701.548563 + Penalty 45501.941727 = -146322199.606837 nChanged 242 Iteration 97Q (3452.160000 sec): 21 clusters Score: Raw -146367708.373595 + Penalty 45501.941727 = -146322206.431868 nChanged 214 Iteration 98Q (3482.720000 sec): 21 clusters Score: Raw -146367714.275371 + Penalty 45501.941727 = -146322212.333644 nChanged 205 Writing temp clu file Because OldScore, -146322206.431868, is greater than current (better) Score,-146322212.333644 Compute initial score before splitting: Score: Raw -146367714.275371 + Penalty 45501.941727 = -146322212.333644 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (11361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3483.360000 sec): 2 clusters Score: Raw -1384017.591266 + Penalty 1517.415529 = -1382500.175738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3483.640000 sec): 3 clusters Score: Raw -1377487.021189 + Penalty 3034.831058 = -1374452.190131 nChanged 4924 SP:Iteration 1F (3483.850000 sec): 3 clusters Score: Raw -1380012.677484 + Penalty 3034.831058 = -1376977.846426 nChanged 647 SP:Iteration 2F (3484.090000 sec): 3 clusters Score: Raw -1380321.772846 + Penalty 3034.831058 = -1377286.941789 nChanged 612 SP:Iteration 3F (3484.310000 sec): 3 clusters Score: Raw -1380647.497681 + Penalty 3034.831058 = -1377612.666623 nChanged 586 SP:Iteration 4F (3484.520000 sec): 3 clusters Score: Raw -1381046.952670 + Penalty 3034.831058 = -1378012.121612 nChanged 583 SP:Iteration 5F (3484.760000 sec): 3 clusters Score: Raw -1381522.359950 + Penalty 3034.831058 = -1378487.528892 nChanged 600 SP:Iteration 6F (3485.000000 sec): 3 clusters Score: Raw -1381979.000067 + Penalty 3034.831058 = -1378944.169009 nChanged 626 SP:Iteration 7F (3485.250000 sec): 3 clusters Score: Raw -1382469.999958 + Penalty 3034.831058 = -1379435.168900 nChanged 627 SP:Iteration 8F (3485.450000 sec): 3 clusters Score: Raw -1382974.880702 + Penalty 3034.831058 = -1379940.049644 nChanged 623 SP:Iteration 9F (3485.690000 sec): 3 clusters Score: Raw -1383427.932168 + Penalty 3034.831058 = -1380393.101110 nChanged 553 SP:Iteration 10Q (3485.860000 sec): 3 clusters Score: Raw -1383781.994571 + Penalty 3034.831058 = -1380747.163513 nChanged 410 SP:Iteration 11Q (3486.130000 sec): 3 clusters Score: Raw -1384004.976512 + Penalty 3034.831058 = -1380970.145454 nChanged 325 SP:Iteration 12Q (3486.390000 sec): 3 clusters Score: Raw -1384171.107837 + Penalty 3034.831058 = -1381136.276779 nChanged 284 SP:Iteration 13Q (3486.630000 sec): 3 clusters Score: Raw -1384316.348454 + Penalty 3034.831058 = -1381281.517396 nChanged 215 SP:Iteration 14Q (3486.860000 sec): 3 clusters Score: Raw -1384427.717366 + Penalty 3034.831058 = -1381392.886309 nChanged 203 SP:Iteration 15Q (3487.100000 sec): 3 clusters Score: Raw -1384537.809692 + Penalty 3034.831058 = -1381502.978634 nChanged 182 SP:Iteration 16Q (3487.350000 sec): 3 clusters Score: Raw -1384626.814841 + Penalty 3034.831058 = -1381591.983783 nChanged 132 SP:Iteration 17Q (3487.580000 sec): 3 clusters Score: Raw -1384683.570939 + Penalty 3034.831058 = -1381648.739881 nChanged 111 SP:Iteration 18Q (3487.760000 sec): 3 clusters Score: Raw -1384720.281424 + Penalty 3034.831058 = -1381685.450366 nChanged 76 SP:Iteration 19Q (3488.020000 sec): 3 clusters Score: Raw -1384737.378989 + Penalty 3034.831058 = -1381702.547931 nChanged 57 SP:Iteration 20F (3488.230000 sec): 3 clusters Score: Raw -1384746.522780 + Penalty 3034.831058 = -1381711.691722 nChanged 35 SP:Iteration 21Q (3488.440000 sec): 3 clusters Score: Raw -1384752.187839 + Penalty 3034.831058 = -1381717.356781 nChanged 29 SP:Iteration 22Q (3488.660000 sec): 3 clusters Score: Raw -1384757.614254 + Penalty 3034.831058 = -1381722.783196 nChanged 33 SP:Iteration 23Q (3488.860000 sec): 3 clusters Score: Raw -1384764.229458 + Penalty 3034.831058 = -1381729.398400 nChanged 35 SP:Iteration 24Q (3489.050000 sec): 3 clusters Score: Raw -1384770.192076 + Penalty 3034.831058 = -1381735.361018 nChanged 31 SP:Iteration 25Q (3489.280000 sec): 3 clusters Score: Raw -1384773.628832 + Penalty 3034.831058 = -1381738.797775 nChanged 23 SP:Iteration 26Q (3489.530000 sec): 3 clusters Score: Raw -1384776.301969 + Penalty 3034.831058 = -1381741.470911 nChanged 16 SP:Iteration 27Q (3489.740000 sec): 3 clusters Score: Raw -1384778.214604 + Penalty 3034.831058 = -1381743.383546 nChanged 13 SP:Iteration 28Q (3489.990000 sec): 3 clusters Score: Raw -1384779.930161 + Penalty 3034.831058 = -1381745.099103 nChanged 14 SP:Iteration 29Q (3490.180000 sec): 3 clusters Score: Raw -1384781.596229 + Penalty 3034.831058 = -1381746.765172 nChanged 10 SP:Iteration 30Q (3490.390000 sec): 3 clusters Score: Raw -1384782.478935 + Penalty 3034.831058 = -1381747.647877 nChanged 7 SP:Iteration 31Q (3490.600000 sec): 3 clusters Score: Raw -1384783.019178 + Penalty 3034.831058 = -1381748.188120 nChanged 5 SP:Iteration 32Q (3490.830000 sec): 3 clusters Score: Raw -1384783.541554 + Penalty 3034.831058 = -1381748.710496 nChanged 5 SP:Iteration 33Q (3491.060000 sec): 3 clusters Score: Raw -1384783.934765 + Penalty 3034.831058 = -1381749.103707 nChanged 6 SP:Iteration 34Q (3491.280000 sec): 3 clusters Score: Raw -1384784.388223 + Penalty 3034.831058 = -1381749.557165 nChanged 3 SP:Iteration 35Q (3491.500000 sec): 3 clusters Score: Raw -1384784.676117 + Penalty 3034.831058 = -1381749.845059 nChanged 4 SP:Iteration 36Q (3491.730000 sec): 3 clusters Score: Raw -1384784.938896 + Penalty 3034.831058 = -1381750.107838 nChanged 5 SP:Iteration 37Q (3491.930000 sec): 3 clusters Score: Raw -1384785.249519 + Penalty 3034.831058 = -1381750.418462 nChanged 4 SP:Iteration 38Q (3492.150000 sec): 3 clusters Score: Raw -1384785.547751 + Penalty 3034.831058 = -1381750.716693 nChanged 5 SP:Iteration 39Q (3492.380000 sec): 3 clusters Score: Raw -1384785.975623 + Penalty 3034.831058 = -1381751.144565 nChanged 3 SP:Iteration 40F (3492.630000 sec): 3 clusters Score: Raw -1384786.131716 + Penalty 3034.831058 = -1381751.300658 nChanged 3 SP:Iteration 41Q (3492.810000 sec): 3 clusters Score: Raw -1384786.320768 + Penalty 3034.831058 = -1381751.489710 nChanged 1 SP:Iteration 42Q (3493.030000 sec): 3 clusters Score: Raw -1384786.382576 + Penalty 3034.831058 = -1381751.551519 nChanged 1 SP:Iteration 43Q (3493.260000 sec): 3 clusters Score: Raw -1384786.404382 + Penalty 3034.831058 = -1381751.573324 nChanged 0 SP:Iteration 44F (3493.470000 sec): 3 clusters Score: Raw -1384786.404382 + Penalty 3034.831058 = -1381751.573324 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3493.670000 sec): 2 clusters Score: Raw -3386406.954466 + Penalty 1661.053640 = -3384745.900826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3493.960000 sec): 3 clusters Score: Raw -3369570.974497 + Penalty 3322.107280 = -3366248.867217 nChanged 12641 SP:Iteration 1F (3494.260000 sec): 3 clusters Score: Raw -3376389.247556 + Penalty 3322.107280 = -3373067.140276 nChanged 1090 SP:Iteration 2Q (3494.540000 sec): 3 clusters Score: Raw -3376657.413521 + Penalty 3322.107280 = -3373335.306241 nChanged 894 SP:Iteration 3Q (3494.860000 sec): 3 clusters Score: Raw -3376868.880630 + Penalty 3322.107280 = -3373546.773350 nChanged 832 SP:Iteration 4Q (3495.120000 sec): 3 clusters Score: Raw -3377051.688940 + Penalty 3322.107280 = -3373729.581660 nChanged 732 SP:Iteration 5Q (3495.410000 sec): 3 clusters Score: Raw -3377214.050811 + Penalty 3322.107280 = -3373891.943531 nChanged 687 SP:Iteration 6Q (3495.690000 sec): 3 clusters Score: Raw -3377354.943317 + Penalty 3322.107280 = -3374032.836037 nChanged 612 SP:Iteration 7Q (3496.020000 sec): 3 clusters Score: Raw -3377481.333186 + Penalty 3322.107280 = -3374159.225906 nChanged 608 SP:Iteration 8Q (3496.380000 sec): 3 clusters Score: Raw -3377622.327405 + Penalty 3322.107280 = -3374300.220125 nChanged 668 SP:Iteration 9Q (3496.710000 sec): 3 clusters Score: Raw -3377791.293139 + Penalty 3322.107280 = -3374469.185860 nChanged 698 SP:Iteration 10Q (3496.990000 sec): 3 clusters Score: Raw -3377977.227256 + Penalty 3322.107280 = -3374655.119976 nChanged 713 SP:Iteration 11Q (3497.360000 sec): 3 clusters Score: Raw -3378199.179362 + Penalty 3322.107280 = -3374877.072082 nChanged 819 SP:Iteration 12Q (3497.680000 sec): 3 clusters Score: Raw -3378496.177810 + Penalty 3322.107280 = -3375174.070530 nChanged 934 SP:Iteration 13Q (3497.960000 sec): 3 clusters Score: Raw -3378929.735697 + Penalty 3322.107280 = -3375607.628417 nChanged 1148 SP:Iteration 14Q (3498.320000 sec): 3 clusters Score: Raw -3379601.964533 + Penalty 3322.107280 = -3376279.857253 nChanged 1243 SP:Iteration 15Q (3498.620000 sec): 3 clusters Score: Raw -3380445.701666 + Penalty 3322.107280 = -3377123.594386 nChanged 1328 SP:Iteration 16Q (3498.960000 sec): 3 clusters Score: Raw -3381371.876889 + Penalty 3322.107280 = -3378049.769609 nChanged 1340 SP:Iteration 17Q (3499.300000 sec): 3 clusters Score: Raw -3382234.521599 + Penalty 3322.107280 = -3378912.414319 nChanged 1030 SP:Iteration 18Q (3499.600000 sec): 3 clusters Score: Raw -3382805.360953 + Penalty 3322.107280 = -3379483.253673 nChanged 761 SP:Iteration 19Q (3499.960000 sec): 3 clusters Score: Raw -3383119.772067 + Penalty 3322.107280 = -3379797.664787 nChanged 564 SP:Iteration 20F (3500.280000 sec): 3 clusters Score: Raw -3383344.463097 + Penalty 3322.107280 = -3380022.355817 nChanged 434 SP:Iteration 21Q (3500.640000 sec): 3 clusters Score: Raw -3383519.526007 + Penalty 3322.107280 = -3380197.418727 nChanged 397 SP:Iteration 22Q (3500.910000 sec): 3 clusters Score: Raw -3383702.188629 + Penalty 3322.107280 = -3380380.081349 nChanged 383 SP:Iteration 23Q (3501.230000 sec): 3 clusters Score: Raw -3383877.118270 + Penalty 3322.107280 = -3380555.010990 nChanged 359 SP:Iteration 24Q (3501.510000 sec): 3 clusters Score: Raw -3384030.043801 + Penalty 3322.107280 = -3380707.936521 nChanged 333 SP:Iteration 25Q (3501.810000 sec): 3 clusters Score: Raw -3384171.175430 + Penalty 3322.107280 = -3380849.068150 nChanged 337 SP:Iteration 26Q (3502.140000 sec): 3 clusters Score: Raw -3384304.189302 + Penalty 3322.107280 = -3380982.082022 nChanged 312 SP:Iteration 27Q (3502.490000 sec): 3 clusters Score: Raw -3384429.128349 + Penalty 3322.107280 = -3381107.021069 nChanged 315 SP:Iteration 28Q (3502.790000 sec): 3 clusters Score: Raw -3384552.002423 + Penalty 3322.107280 = -3381229.895143 nChanged 300 SP:Iteration 29Q (3503.100000 sec): 3 clusters Score: Raw -3384668.781973 + Penalty 3322.107280 = -3381346.674693 nChanged 282 SP:Iteration 30Q (3503.400000 sec): 3 clusters Score: Raw -3384776.642788 + Penalty 3322.107280 = -3381454.535509 nChanged 275 SP:Iteration 31Q (3503.710000 sec): 3 clusters Score: Raw -3384885.341766 + Penalty 3322.107280 = -3381563.234486 nChanged 270 SP:Iteration 32Q (3504.050000 sec): 3 clusters Score: Raw -3384994.638237 + Penalty 3322.107280 = -3381672.530957 nChanged 266 SP:Iteration 33Q (3504.340000 sec): 3 clusters Score: Raw -3385105.632282 + Penalty 3322.107280 = -3381783.525002 nChanged 270 SP:Iteration 34Q (3504.670000 sec): 3 clusters Score: Raw -3385232.309509 + Penalty 3322.107280 = -3381910.202229 nChanged 254 SP:Iteration 35Q (3504.970000 sec): 3 clusters Score: Raw -3385349.249673 + Penalty 3322.107280 = -3382027.142393 nChanged 265 SP:Iteration 36Q (3505.240000 sec): 3 clusters Score: Raw -3385480.630704 + Penalty 3322.107280 = -3382158.523424 nChanged 245 SP:Iteration 37Q (3505.540000 sec): 3 clusters Score: Raw -3385627.165946 + Penalty 3322.107280 = -3382305.058666 nChanged 255 SP:Iteration 38Q (3505.790000 sec): 3 clusters Score: Raw -3385784.698478 + Penalty 3322.107280 = -3382462.591199 nChanged 226 SP:Iteration 39Q (3506.070000 sec): 3 clusters Score: Raw -3385916.433997 + Penalty 3322.107280 = -3382594.326717 nChanged 200 SP:Iteration 40F (3506.400000 sec): 3 clusters Score: Raw -3386037.084539 + Penalty 3322.107280 = -3382714.977259 nChanged 185 SP:Iteration 41Q (3506.680000 sec): 3 clusters Score: Raw -3386150.002097 + Penalty 3322.107280 = -3382827.894817 nChanged 162 SP:Iteration 42Q (3506.890000 sec): 3 clusters Score: Raw -3386255.173670 + Penalty 3322.107280 = -3382933.066390 nChanged 146 SP:Iteration 43Q (3507.190000 sec): 3 clusters Score: Raw -3386344.157169 + Penalty 3322.107280 = -3383022.049889 nChanged 114 SP:Iteration 44Q (3507.440000 sec): 3 clusters Score: Raw -3386423.619987 + Penalty 3322.107280 = -3383101.512707 nChanged 108 SP:Iteration 45Q (3507.720000 sec): 3 clusters Score: Raw -3386486.771998 + Penalty 3322.107280 = -3383164.664718 nChanged 79 SP:Iteration 46Q (3507.960000 sec): 3 clusters Score: Raw -3386523.888335 + Penalty 3322.107280 = -3383201.781056 nChanged 65 SP:Iteration 47Q (3508.230000 sec): 3 clusters Score: Raw -3386558.510250 + Penalty 3322.107280 = -3383236.402971 nChanged 62 SP:Iteration 48Q (3508.520000 sec): 3 clusters Score: Raw -3386585.940322 + Penalty 3322.107280 = -3383263.833042 nChanged 49 SP:Iteration 49Q (3508.800000 sec): 3 clusters Score: Raw -3386604.556177 + Penalty 3322.107280 = -3383282.448897 nChanged 38 SP:Iteration 50Q (3509.090000 sec): 3 clusters Score: Raw -3386617.457621 + Penalty 3322.107280 = -3383295.350341 nChanged 30 SP:Iteration 51Q (3509.350000 sec): 3 clusters Score: Raw -3386629.104153 + Penalty 3322.107280 = -3383306.996873 nChanged 22 SP:Iteration 52Q (3509.670000 sec): 3 clusters Score: Raw -3386635.282274 + Penalty 3322.107280 = -3383313.174994 nChanged 17 SP:Iteration 53Q (3509.890000 sec): 3 clusters Score: Raw -3386642.666959 + Penalty 3322.107280 = -3383320.559679 nChanged 16 SP:Iteration 54Q (3510.170000 sec): 3 clusters Score: Raw -3386648.130121 + Penalty 3322.107280 = -3383326.022841 nChanged 15 SP:Iteration 55Q (3510.400000 sec): 3 clusters Score: Raw -3386654.352338 + Penalty 3322.107280 = -3383332.245058 nChanged 15 SP:Iteration 56Q (3510.700000 sec): 3 clusters Score: Raw -3386659.763127 + Penalty 3322.107280 = -3383337.655847 nChanged 12 SP:Iteration 57Q (3510.960000 sec): 3 clusters Score: Raw -3386665.657684 + Penalty 3322.107280 = -3383343.550404 nChanged 14 SP:Iteration 58Q (3511.270000 sec): 3 clusters Score: Raw -3386670.795439 + Penalty 3322.107280 = -3383348.688159 nChanged 13 SP:Iteration 59Q (3511.550000 sec): 3 clusters Score: Raw -3386675.069919 + Penalty 3322.107280 = -3383352.962639 nChanged 16 SP:Iteration 60F (3511.810000 sec): 3 clusters Score: Raw -3386680.813591 + Penalty 3322.107280 = -3383358.706311 nChanged 10 SP:Iteration 61Q (3512.080000 sec): 3 clusters Score: Raw -3386684.921907 + Penalty 3322.107280 = -3383362.814627 nChanged 6 SP:Iteration 62Q (3512.330000 sec): 3 clusters Score: Raw -3386686.339398 + Penalty 3322.107280 = -3383364.232118 nChanged 6 SP:Iteration 63Q (3512.630000 sec): 3 clusters Score: Raw -3386688.004723 + Penalty 3322.107280 = -3383365.897443 nChanged 7 SP:Iteration 64Q (3512.890000 sec): 3 clusters Score: Raw -3386690.322996 + Penalty 3322.107280 = -3383368.215716 nChanged 3 SP:Iteration 65Q (3513.180000 sec): 3 clusters Score: Raw -3386691.570060 + Penalty 3322.107280 = -3383369.462780 nChanged 6 SP:Iteration 66Q (3513.470000 sec): 3 clusters Score: Raw -3386693.475644 + Penalty 3322.107280 = -3383371.368364 nChanged 5 SP:Iteration 67Q (3513.730000 sec): 3 clusters Score: Raw -3386694.894301 + Penalty 3322.107280 = -3383372.787022 nChanged 2 SP:Iteration 68Q (3514.040000 sec): 3 clusters Score: Raw -3386696.238468 + Penalty 3322.107280 = -3383374.131188 nChanged 5 SP:Iteration 69Q (3514.300000 sec): 3 clusters Score: Raw -3386698.483328 + Penalty 3322.107280 = -3383376.376048 nChanged 7 SP:Iteration 70Q (3514.620000 sec): 3 clusters Score: Raw -3386701.578808 + Penalty 3322.107280 = -3383379.471528 nChanged 7 SP:Iteration 71Q (3514.890000 sec): 3 clusters Score: Raw -3386704.440619 + Penalty 3322.107280 = -3383382.333339 nChanged 4 SP:Iteration 72Q (3515.210000 sec): 3 clusters Score: Raw -3386706.559970 + Penalty 3322.107280 = -3383384.452690 nChanged 1 SP:Iteration 73Q (3515.480000 sec): 3 clusters Score: Raw -3386707.072327 + Penalty 3322.107280 = -3383384.965047 nChanged 2 SP:Iteration 74Q (3515.770000 sec): 3 clusters Score: Raw -3386707.613716 + Penalty 3322.107280 = -3383385.506436 nChanged 3 SP:Iteration 75Q (3516.060000 sec): 3 clusters Score: Raw -3386708.492362 + Penalty 3322.107280 = -3383386.385082 nChanged 2 SP:Iteration 76Q (3516.340000 sec): 3 clusters Score: Raw -3386709.086999 + Penalty 3322.107280 = -3383386.979719 nChanged 1 SP:Iteration 77Q (3516.620000 sec): 3 clusters Score: Raw -3386709.723964 + Penalty 3322.107280 = -3383387.616684 nChanged 2 SP:Iteration 78Q (3516.870000 sec): 3 clusters Score: Raw -3386710.706332 + Penalty 3322.107280 = -3383388.599052 nChanged 3 SP:Iteration 79Q (3517.160000 sec): 3 clusters Score: Raw -3386711.709597 + Penalty 3322.107280 = -3383389.602317 nChanged 4 SP:Iteration 80F (3517.440000 sec): 3 clusters Score: Raw -3386712.865493 + Penalty 3322.107280 = -3383390.758213 nChanged 4 SP:Iteration 81Q (3517.790000 sec): 3 clusters Score: Raw -3386714.177944 + Penalty 3322.107280 = -3383392.070664 nChanged 3 SP:Iteration 82Q (3518.050000 sec): 3 clusters Score: Raw -3386715.069688 + Penalty 3322.107280 = -3383392.962408 nChanged 4 SP:Iteration 83Q (3518.350000 sec): 3 clusters Score: Raw -3386716.203677 + Penalty 3322.107280 = -3383394.096397 nChanged 3 SP:Iteration 84Q (3518.660000 sec): 3 clusters Score: Raw -3386720.242897 + Penalty 3322.107280 = -3383398.135617 nChanged 4 SP:Iteration 85Q (3519.010000 sec): 3 clusters Score: Raw -3386722.230053 + Penalty 3322.107280 = -3383400.122773 nChanged 7 SP:Iteration 86Q (3519.330000 sec): 3 clusters Score: Raw -3386724.697525 + Penalty 3322.107280 = -3383402.590245 nChanged 6 SP:Iteration 87Q (3519.620000 sec): 3 clusters Score: Raw -3386726.419266 + Penalty 3322.107280 = -3383404.311986 nChanged 7 SP:Iteration 88Q (3519.910000 sec): 3 clusters Score: Raw -3386728.607954 + Penalty 3322.107280 = -3383406.500674 nChanged 3 SP:Iteration 89Q (3520.250000 sec): 3 clusters Score: Raw -3386729.609815 + Penalty 3322.107280 = -3383407.502535 nChanged 5 SP:Iteration 90Q (3520.480000 sec): 3 clusters Score: Raw -3386731.457498 + Penalty 3322.107280 = -3383409.350218 nChanged 3 SP:Iteration 91Q (3520.740000 sec): 3 clusters Score: Raw -3386733.353398 + Penalty 3322.107280 = -3383411.246118 nChanged 8 SP:Iteration 92Q (3521.070000 sec): 3 clusters Score: Raw -3386735.944899 + Penalty 3322.107280 = -3383413.837619 nChanged 3 SP:Iteration 93Q (3521.330000 sec): 3 clusters Score: Raw -3386737.271292 + Penalty 3322.107280 = -3383415.164012 nChanged 1 SP:Iteration 94Q (3521.540000 sec): 3 clusters Score: Raw -3386737.650147 + Penalty 3322.107280 = -3383415.542867 nChanged 2 SP:Iteration 95Q (3521.780000 sec): 3 clusters Score: Raw -3386738.142366 + Penalty 3322.107280 = -3383416.035086 nChanged 0 SP:Iteration 96F (3522.070000 sec): 3 clusters Score: Raw -3386738.142366 + Penalty 3322.107280 = -3383416.035086 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3522.250000 sec): 2 clusters Score: Raw -1911176.658879 + Penalty 1563.076761 = -1909613.582117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3522.490000 sec): 3 clusters Score: Raw -1902260.099527 + Penalty 3126.153522 = -1899133.946005 nChanged 6665 SP:Iteration 1F (3522.740000 sec): 3 clusters Score: Raw -1905879.354495 + Penalty 3126.153522 = -1902753.200972 nChanged 919 SP:Iteration 2F (3522.930000 sec): 3 clusters Score: Raw -1906327.370535 + Penalty 3126.153522 = -1903201.217012 nChanged 941 SP:Iteration 3F (3523.190000 sec): 3 clusters Score: Raw -1906891.279817 + Penalty 3126.153522 = -1903765.126295 nChanged 1074 SP:Iteration 4F (3523.410000 sec): 3 clusters Score: Raw -1907633.842682 + Penalty 3126.153522 = -1904507.689160 nChanged 1117 SP:Iteration 5F (3523.630000 sec): 3 clusters Score: Raw -1908523.693225 + Penalty 3126.153522 = -1905397.539703 nChanged 1066 SP:Iteration 6F (3523.870000 sec): 3 clusters Score: Raw -1909488.729259 + Penalty 3126.153522 = -1906362.575737 nChanged 900 SP:Iteration 7F (3524.110000 sec): 3 clusters Score: Raw -1910335.978939 + Penalty 3126.153522 = -1907209.825417 nChanged 593 SP:Iteration 8Q (3524.380000 sec): 3 clusters Score: Raw -1910921.330033 + Penalty 3126.153522 = -1907795.176511 nChanged 307 SP:Iteration 9Q (3524.650000 sec): 3 clusters Score: Raw -1911245.956557 + Penalty 3126.153522 = -1908119.803034 nChanged 170 SP:Iteration 10Q (3524.870000 sec): 3 clusters Score: Raw -1911415.068387 + Penalty 3126.153522 = -1908288.914865 nChanged 89 SP:Iteration 11Q (3525.110000 sec): 3 clusters Score: Raw -1911488.402596 + Penalty 3126.153522 = -1908362.249074 nChanged 59 SP:Iteration 12Q (3525.340000 sec): 3 clusters Score: Raw -1911524.415810 + Penalty 3126.153522 = -1908398.262288 nChanged 34 SP:Iteration 13Q (3525.590000 sec): 3 clusters Score: Raw -1911541.425264 + Penalty 3126.153522 = -1908415.271741 nChanged 27 SP:Iteration 14Q (3525.790000 sec): 3 clusters Score: Raw -1911558.097530 + Penalty 3126.153522 = -1908431.944008 nChanged 20 SP:Iteration 15Q (3526.050000 sec): 3 clusters Score: Raw -1911566.976234 + Penalty 3126.153522 = -1908440.822712 nChanged 15 SP:Iteration 16Q (3526.280000 sec): 3 clusters Score: Raw -1911574.035531 + Penalty 3126.153522 = -1908447.882008 nChanged 10 SP:Iteration 17Q (3526.570000 sec): 3 clusters Score: Raw -1911580.013976 + Penalty 3126.153522 = -1908453.860454 nChanged 4 SP:Iteration 18Q (3526.780000 sec): 3 clusters Score: Raw -1911581.732123 + Penalty 3126.153522 = -1908455.578600 nChanged 3 SP:Iteration 19Q (3527.030000 sec): 3 clusters Score: Raw -1911582.742066 + Penalty 3126.153522 = -1908456.588544 nChanged 2 SP:Iteration 20F (3527.290000 sec): 3 clusters Score: Raw -1911584.376081 + Penalty 3126.153522 = -1908458.222558 nChanged 5 SP:Iteration 21Q (3527.510000 sec): 3 clusters Score: Raw -1911585.931385 + Penalty 3126.153522 = -1908459.777862 nChanged 3 SP:Iteration 22Q (3527.760000 sec): 3 clusters Score: Raw -1911587.457221 + Penalty 3126.153522 = -1908461.303699 nChanged 4 SP:Iteration 23Q (3528.000000 sec): 3 clusters Score: Raw -1911590.160338 + Penalty 3126.153522 = -1908464.006816 nChanged 2 SP:Iteration 24Q (3528.210000 sec): 3 clusters Score: Raw -1911591.552173 + Penalty 3126.153522 = -1908465.398650 nChanged 3 SP:Iteration 25Q (3528.440000 sec): 3 clusters Score: Raw -1911593.513291 + Penalty 3126.153522 = -1908467.359769 nChanged 3 SP:Iteration 26Q (3528.670000 sec): 3 clusters Score: Raw -1911595.158694 + Penalty 3126.153522 = -1908469.005172 nChanged 0 SP:Iteration 27F (3528.930000 sec): 3 clusters Score: Raw -1911595.158694 + Penalty 3126.153522 = -1908469.005172 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (930851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3532.380000 sec): 2 clusters Score: Raw -114171334.049790 + Penalty 2233.376356 = -114169100.673434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.390000 sec): 3 clusters Score: Raw -113539712.701332 + Penalty 4466.752713 = -113535245.948619 nChanged 458321 SP:Iteration 1F (3540.850000 sec): 3 clusters Score: Raw -113820856.020498 + Penalty 4466.752713 = -113816389.267785 nChanged 24318 SP:Iteration 2Q (3545.450000 sec): 3 clusters Score: Raw -113826120.930617 + Penalty 4466.752713 = -113821654.177905 nChanged 30158 SP:Iteration 3Q (3549.980000 sec): 3 clusters Score: Raw -113834507.420068 + Penalty 4466.752713 = -113830040.667356 nChanged 37399 SP:Iteration 4Q (3554.530000 sec): 3 clusters Score: Raw -113847937.632964 + Penalty 4466.752713 = -113843470.880251 nChanged 46226 SP:Iteration 5Q (3559.140000 sec): 3 clusters Score: Raw -113869170.687551 + Penalty 4466.752713 = -113864703.934838 nChanged 54912 SP:Iteration 6F (3563.370000 sec): 3 clusters Score: Raw -113900647.928735 + Penalty 4466.752713 = -113896181.176023 nChanged 60360 SP:Iteration 7F (3567.450000 sec): 3 clusters Score: Raw -113941826.602933 + Penalty 4466.752713 = -113937359.850220 nChanged 59678 SP:Iteration 8F (3571.690000 sec): 3 clusters Score: Raw -113985039.524964 + Penalty 4466.752713 = -113980572.772252 nChanged 51707 SP:Iteration 9F (3576.150000 sec): 3 clusters Score: Raw -114019342.666279 + Penalty 4466.752713 = -114014875.913566 nChanged 39186 SP:Iteration 10Q (3580.390000 sec): 3 clusters Score: Raw -114039837.432496 + Penalty 4466.752713 = -114035370.679783 nChanged 25723 SP:Iteration 11Q (3585.050000 sec): 3 clusters Score: Raw -114049223.099143 + Penalty 4466.752713 = -114044756.346431 nChanged 15990 SP:Iteration 12Q (3589.400000 sec): 3 clusters Score: Raw -114054007.368731 + Penalty 4466.752713 = -114049540.616018 nChanged 12669 SP:Iteration 13Q (3593.490000 sec): 3 clusters Score: Raw -114057625.439265 + Penalty 4466.752713 = -114053158.686552 nChanged 12585 SP:Iteration 14Q (3599.180000 sec): 3 clusters Score: Raw -114061311.170129 + Penalty 4466.752713 = -114056844.417417 nChanged 13234 SP:Iteration 15Q (3604.600000 sec): 3 clusters Score: Raw -114065341.037580 + Penalty 4466.752713 = -114060874.284868 nChanged 13817 SP:Iteration 16Q (3610.000000 sec): 3 clusters Score: Raw -114069819.316249 + Penalty 4466.752713 = -114065352.563537 nChanged 14381 SP:Iteration 17Q (3615.480000 sec): 3 clusters Score: Raw -114074852.551023 + Penalty 4466.752713 = -114070385.798310 nChanged 14543 SP:Iteration 18Q (3619.770000 sec): 3 clusters Score: Raw -114080305.695645 + Penalty 4466.752713 = -114075838.942933 nChanged 14626 SP:Iteration 19Q (3624.180000 sec): 3 clusters Score: Raw -114086093.159120 + Penalty 4466.752713 = -114081626.406407 nChanged 14623 SP:Iteration 20F (3628.860000 sec): 3 clusters Score: Raw -114092132.416523 + Penalty 4466.752713 = -114087665.663810 nChanged 14465 SP:Iteration 21Q (3633.130000 sec): 3 clusters Score: Raw -114098247.645275 + Penalty 4466.752713 = -114093780.892563 nChanged 14107 SP:Iteration 22Q (3637.550000 sec): 3 clusters Score: Raw -114104258.553126 + Penalty 4466.752713 = -114099791.800413 nChanged 13466 SP:Iteration 23Q (3641.910000 sec): 3 clusters Score: Raw -114110026.039214 + Penalty 4466.752713 = -114105559.286502 nChanged 12998 SP:Iteration 24Q (3646.460000 sec): 3 clusters Score: Raw -114115631.543471 + Penalty 4466.752713 = -114111164.790758 nChanged 12156 SP:Iteration 25Q (3650.500000 sec): 3 clusters Score: Raw -114120797.903191 + Penalty 4466.752713 = -114116331.150478 nChanged 11158 SP:Iteration 26Q (3654.520000 sec): 3 clusters Score: Raw -114125437.502674 + Penalty 4466.752713 = -114120970.749962 nChanged 10176 SP:Iteration 27Q (3658.360000 sec): 3 clusters Score: Raw -114129500.169090 + Penalty 4466.752713 = -114125033.416378 nChanged 9210 SP:Iteration 28Q (3661.940000 sec): 3 clusters Score: Raw -114133037.348358 + Penalty 4466.752713 = -114128570.595646 nChanged 8446 SP:Iteration 29Q (3665.850000 sec): 3 clusters Score: Raw -114136220.103012 + Penalty 4466.752713 = -114131753.350300 nChanged 7727 SP:Iteration 30Q (3669.580000 sec): 3 clusters Score: Raw -114139078.623036 + Penalty 4466.752713 = -114134611.870324 nChanged 7006 SP:Iteration 31Q (3673.350000 sec): 3 clusters Score: Raw -114141626.970350 + Penalty 4466.752713 = -114137160.217638 nChanged 6397 SP:Iteration 32Q (3677.020000 sec): 3 clusters Score: Raw -114143952.039655 + Penalty 4466.752713 = -114139485.286943 nChanged 5964 SP:Iteration 33Q (3680.680000 sec): 3 clusters Score: Raw -114146121.875753 + Penalty 4466.752713 = -114141655.123041 nChanged 5446 SP:Iteration 34Q (3684.260000 sec): 3 clusters Score: Raw -114148113.566678 + Penalty 4466.752713 = -114143646.813966 nChanged 5048 SP:Iteration 35Q (3687.980000 sec): 3 clusters Score: Raw -114149982.866667 + Penalty 4466.752713 = -114145516.113955 nChanged 4714 SP:Iteration 36Q (3691.500000 sec): 3 clusters Score: Raw -114151778.535086 + Penalty 4466.752713 = -114147311.782373 nChanged 4464 SP:Iteration 37Q (3695.210000 sec): 3 clusters Score: Raw -114153559.177417 + Penalty 4466.752713 = -114149092.424704 nChanged 4199 SP:Iteration 38Q (3698.900000 sec): 3 clusters Score: Raw -114155306.324721 + Penalty 4466.752713 = -114150839.572008 nChanged 3907 SP:Iteration 39Q (3702.500000 sec): 3 clusters Score: Raw -114156977.494878 + Penalty 4466.752713 = -114152510.742165 nChanged 3720 SP:Iteration 40F (3706.830000 sec): 3 clusters Score: Raw -114158612.155745 + Penalty 4466.752713 = -114154145.403032 nChanged 3508 SP:Iteration 41Q (3710.670000 sec): 3 clusters Score: Raw -114160235.340654 + Penalty 4466.752713 = -114155768.587941 nChanged 3278 SP:Iteration 42Q (3714.090000 sec): 3 clusters Score: Raw -114161776.440097 + Penalty 4466.752713 = -114157309.687384 nChanged 2969 SP:Iteration 43Q (3717.490000 sec): 3 clusters Score: Raw -114163178.021059 + Penalty 4466.752713 = -114158711.268346 nChanged 2736 SP:Iteration 44Q (3721.280000 sec): 3 clusters Score: Raw -114164466.838603 + Penalty 4466.752713 = -114160000.085890 nChanged 2569 SP:Iteration 45Q (3725.250000 sec): 3 clusters Score: Raw -114165744.818089 + Penalty 4466.752713 = -114161278.065377 nChanged 2438 SP:Iteration 46Q (3729.280000 sec): 3 clusters Score: Raw -114167002.868336 + Penalty 4466.752713 = -114162536.115624 nChanged 2092 SP:Iteration 47Q (3733.010000 sec): 3 clusters Score: Raw -114168123.463134 + Penalty 4466.752713 = -114163656.710421 nChanged 1780 SP:Iteration 48Q (3736.750000 sec): 3 clusters Score: Raw -114169102.998730 + Penalty 4466.752713 = -114164636.246018 nChanged 1350 SP:Iteration 49Q (3740.470000 sec): 3 clusters Score: Raw -114169811.965197 + Penalty 4466.752713 = -114165345.212485 nChanged 966 SP:Iteration 50Q (3743.840000 sec): 3 clusters Score: Raw -114170309.360947 + Penalty 4466.752713 = -114165842.608235 nChanged 728 SP:Iteration 51Q (3748.420000 sec): 3 clusters Score: Raw -114170677.793204 + Penalty 4466.752713 = -114166211.040491 nChanged 538 SP:Iteration 52Q (3752.500000 sec): 3 clusters Score: Raw -114170949.559491 + Penalty 4466.752713 = -114166482.806779 nChanged 396 SP:Iteration 53Q (3757.110000 sec): 3 clusters Score: Raw -114171147.394258 + Penalty 4466.752713 = -114166680.641545 nChanged 314 SP:Iteration 54Q (3762.250000 sec): 3 clusters Score: Raw -114171305.196409 + Penalty 4466.752713 = -114166838.443696 nChanged 241 SP:Iteration 55Q (3767.520000 sec): 3 clusters Score: Raw -114171419.331750 + Penalty 4466.752713 = -114166952.579038 nChanged 170 SP:Iteration 56Q (3771.670000 sec): 3 clusters Score: Raw -114171491.539398 + Penalty 4466.752713 = -114167024.786685 nChanged 116 SP:Iteration 57Q (3775.950000 sec): 3 clusters Score: Raw -114171531.326344 + Penalty 4466.752713 = -114167064.573631 nChanged 86 SP:Iteration 58Q (3780.220000 sec): 3 clusters Score: Raw -114171566.294014 + Penalty 4466.752713 = -114167099.541301 nChanged 72 SP:Iteration 59Q (3784.890000 sec): 3 clusters Score: Raw -114171598.204012 + Penalty 4466.752713 = -114167131.451300 nChanged 72 SP:Iteration 60F (3790.190000 sec): 3 clusters Score: Raw -114171625.704348 + Penalty 4466.752713 = -114167158.951635 nChanged 51 SP:Iteration 61Q (3794.890000 sec): 3 clusters Score: Raw -114171645.289972 + Penalty 4466.752713 = -114167178.537259 nChanged 44 SP:Iteration 62Q (3799.970000 sec): 3 clusters Score: Raw -114171663.219977 + Penalty 4466.752713 = -114167196.467265 nChanged 40 SP:Iteration 63Q (3804.380000 sec): 3 clusters Score: Raw -114171679.298716 + Penalty 4466.752713 = -114167212.546004 nChanged 35 SP:Iteration 64Q (3808.430000 sec): 3 clusters Score: Raw -114171692.405676 + Penalty 4466.752713 = -114167225.652963 nChanged 29 SP:Iteration 65Q (3813.160000 sec): 3 clusters Score: Raw -114171702.082874 + Penalty 4466.752713 = -114167235.330161 nChanged 26 SP:Iteration 66Q (3818.200000 sec): 3 clusters Score: Raw -114171709.650731 + Penalty 4466.752713 = -114167242.898019 nChanged 22 SP:Iteration 67Q (3821.920000 sec): 3 clusters Score: Raw -114171716.544712 + Penalty 4466.752713 = -114167249.791999 nChanged 11 SP:Iteration 68Q (3825.900000 sec): 3 clusters Score: Raw -114171720.142051 + Penalty 4466.752713 = -114167253.389338 nChanged 16 SP:Iteration 69Q (3829.490000 sec): 3 clusters Score: Raw -114171725.911445 + Penalty 4466.752713 = -114167259.158732 nChanged 17 SP:Iteration 70Q (3832.600000 sec): 3 clusters Score: Raw -114171731.163813 + Penalty 4466.752713 = -114167264.411100 nChanged 11 SP:Iteration 71Q (3835.940000 sec): 3 clusters Score: Raw -114171734.069951 + Penalty 4466.752713 = -114167267.317238 nChanged 4 SP:Iteration 72Q (3839.780000 sec): 3 clusters Score: Raw -114171735.164118 + Penalty 4466.752713 = -114167268.411406 nChanged 5 SP:Iteration 73Q (3843.240000 sec): 3 clusters Score: Raw -114171736.778380 + Penalty 4466.752713 = -114167270.025668 nChanged 7 SP:Iteration 74Q (3846.550000 sec): 3 clusters Score: Raw -114171738.824917 + Penalty 4466.752713 = -114167272.072204 nChanged 9 SP:Iteration 75Q (3849.870000 sec): 3 clusters Score: Raw -114171743.102825 + Penalty 4466.752713 = -114167276.350113 nChanged 16 SP:Iteration 76Q (3853.590000 sec): 3 clusters Score: Raw -114171748.744806 + Penalty 4466.752713 = -114167281.992093 nChanged 9 SP:Iteration 77Q (3857.060000 sec): 3 clusters Score: Raw -114171752.015877 + Penalty 4466.752713 = -114167285.263164 nChanged 10 SP:Iteration 78Q (3860.650000 sec): 3 clusters Score: Raw -114171755.130316 + Penalty 4466.752713 = -114167288.377604 nChanged 5 SP:Iteration 79Q (3864.000000 sec): 3 clusters Score: Raw -114171756.597886 + Penalty 4466.752713 = -114167289.845174 nChanged 9 SP:Iteration 80F (3867.810000 sec): 3 clusters Score: Raw -114171760.030654 + Penalty 4466.752713 = -114167293.277942 nChanged 8 SP:Iteration 81Q (3871.230000 sec): 3 clusters Score: Raw -114171762.643713 + Penalty 4466.752713 = -114167295.891001 nChanged 8 SP:Iteration 82Q (3874.580000 sec): 3 clusters Score: Raw -114171765.559200 + Penalty 4466.752713 = -114167298.806487 nChanged 7 SP:Iteration 83Q (3878.910000 sec): 3 clusters Score: Raw -114171767.409420 + Penalty 4466.752713 = -114167300.656708 nChanged 4 SP:Iteration 84Q (3882.550000 sec): 3 clusters Score: Raw -114171769.101230 + Penalty 4466.752713 = -114167302.348517 nChanged 6 SP:Iteration 85Q (3886.400000 sec): 3 clusters Score: Raw -114171770.871204 + Penalty 4466.752713 = -114167304.118491 nChanged 2 SP:Iteration 86Q (3889.650000 sec): 3 clusters Score: Raw -114171771.389242 + Penalty 4466.752713 = -114167304.636529 nChanged 2 SP:Iteration 87Q (3893.100000 sec): 3 clusters Score: Raw -114171771.781636 + Penalty 4466.752713 = -114167305.028923 nChanged 1 SP:Iteration 88Q (3896.830000 sec): 3 clusters Score: Raw -114171771.961318 + Penalty 4466.752713 = -114167305.208605 nChanged 0 SP:Iteration 89F (3900.450000 sec): 3 clusters Score: Raw -114171771.961318 + Penalty 4466.752713 = -114167305.208605 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3901.100000 sec): 2 clusters Score: Raw -2674960.693486 + Penalty 1625.416546 = -2673335.276940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3901.420000 sec): 3 clusters Score: Raw -2661624.200178 + Penalty 3250.833092 = -2658373.367086 nChanged 10054 SP:Iteration 1F (3901.710000 sec): 3 clusters Score: Raw -2666950.567570 + Penalty 3250.833092 = -2663699.734478 nChanged 951 SP:Iteration 2Q (3901.970000 sec): 3 clusters Score: Raw -2667205.313070 + Penalty 3250.833092 = -2663954.479978 nChanged 806 SP:Iteration 3Q (3902.250000 sec): 3 clusters Score: Raw -2667398.951620 + Penalty 3250.833092 = -2664148.118528 nChanged 673 SP:Iteration 4Q (3902.550000 sec): 3 clusters Score: Raw -2667560.970907 + Penalty 3250.833092 = -2664310.137814 nChanged 628 SP:Iteration 5Q (3902.870000 sec): 3 clusters Score: Raw -2667705.009731 + Penalty 3250.833092 = -2664454.176639 nChanged 552 SP:Iteration 6Q (3903.170000 sec): 3 clusters Score: Raw -2667811.833601 + Penalty 3250.833092 = -2664561.000509 nChanged 491 SP:Iteration 7Q (3903.470000 sec): 3 clusters Score: Raw -2667907.153441 + Penalty 3250.833092 = -2664656.320348 nChanged 482 SP:Iteration 8Q (3903.760000 sec): 3 clusters Score: Raw -2668007.071037 + Penalty 3250.833092 = -2664756.237945 nChanged 476 SP:Iteration 9Q (3904.040000 sec): 3 clusters Score: Raw -2668131.217802 + Penalty 3250.833092 = -2664880.384710 nChanged 573 SP:Iteration 10Q (3904.270000 sec): 3 clusters Score: Raw -2668314.056168 + Penalty 3250.833092 = -2665063.223076 nChanged 714 SP:Iteration 11Q (3904.580000 sec): 3 clusters Score: Raw -2668603.587104 + Penalty 3250.833092 = -2665352.754012 nChanged 912 SP:Iteration 12Q (3904.830000 sec): 3 clusters Score: Raw -2669071.201740 + Penalty 3250.833092 = -2665820.368648 nChanged 1062 SP:Iteration 13Q (3905.150000 sec): 3 clusters Score: Raw -2669737.271544 + Penalty 3250.833092 = -2666486.438452 nChanged 1186 SP:Iteration 14F (3905.440000 sec): 3 clusters Score: Raw -2670626.326069 + Penalty 3250.833092 = -2667375.492977 nChanged 1189 SP:Iteration 15F (3905.680000 sec): 3 clusters Score: Raw -2671608.918427 + Penalty 3250.833092 = -2668358.085335 nChanged 1048 SP:Iteration 16Q (3905.950000 sec): 3 clusters Score: Raw -2672474.727694 + Penalty 3250.833092 = -2669223.894601 nChanged 842 SP:Iteration 17Q (3906.300000 sec): 3 clusters Score: Raw -2673130.182489 + Penalty 3250.833092 = -2669879.349397 nChanged 630 SP:Iteration 18Q (3906.560000 sec): 3 clusters Score: Raw -2673603.784139 + Penalty 3250.833092 = -2670352.951046 nChanged 505 SP:Iteration 19Q (3906.820000 sec): 3 clusters Score: Raw -2674064.384359 + Penalty 3250.833092 = -2670813.551267 nChanged 436 SP:Iteration 20F (3907.170000 sec): 3 clusters Score: Raw -2674455.306905 + Penalty 3250.833092 = -2671204.473813 nChanged 364 SP:Iteration 21Q (3907.470000 sec): 3 clusters Score: Raw -2674730.916461 + Penalty 3250.833092 = -2671480.083369 nChanged 309 SP:Iteration 22Q (3907.760000 sec): 3 clusters Score: Raw -2674914.308120 + Penalty 3250.833092 = -2671663.475027 nChanged 267 SP:Iteration 23Q (3908.010000 sec): 3 clusters Score: Raw -2675052.649898 + Penalty 3250.833092 = -2671801.816806 nChanged 220 SP:Iteration 24Q (3908.240000 sec): 3 clusters Score: Raw -2675161.924579 + Penalty 3250.833092 = -2671911.091487 nChanged 202 SP:Iteration 25Q (3908.490000 sec): 3 clusters Score: Raw -2675239.570923 + Penalty 3250.833092 = -2671988.737831 nChanged 150 SP:Iteration 26Q (3908.760000 sec): 3 clusters Score: Raw -2675282.704392 + Penalty 3250.833092 = -2672031.871299 nChanged 94 SP:Iteration 27Q (3908.990000 sec): 3 clusters Score: Raw -2675302.508471 + Penalty 3250.833092 = -2672051.675379 nChanged 68 SP:Iteration 28Q (3909.260000 sec): 3 clusters Score: Raw -2675314.331730 + Penalty 3250.833092 = -2672063.498638 nChanged 58 SP:Iteration 29Q (3909.530000 sec): 3 clusters Score: Raw -2675324.913275 + Penalty 3250.833092 = -2672074.080182 nChanged 41 SP:Iteration 30Q (3909.790000 sec): 3 clusters Score: Raw -2675331.472620 + Penalty 3250.833092 = -2672080.639528 nChanged 28 SP:Iteration 31Q (3910.020000 sec): 3 clusters Score: Raw -2675335.196126 + Penalty 3250.833092 = -2672084.363033 nChanged 27 SP:Iteration 32Q (3910.320000 sec): 3 clusters Score: Raw -2675337.798388 + Penalty 3250.833092 = -2672086.965296 nChanged 14 SP:Iteration 33Q (3910.580000 sec): 3 clusters Score: Raw -2675339.410584 + Penalty 3250.833092 = -2672088.577492 nChanged 16 SP:Iteration 34Q (3910.860000 sec): 3 clusters Score: Raw -2675341.003266 + Penalty 3250.833092 = -2672090.170174 nChanged 14 SP:Iteration 35Q (3911.100000 sec): 3 clusters Score: Raw -2675342.028152 + Penalty 3250.833092 = -2672091.195059 nChanged 6 SP:Iteration 36Q (3911.310000 sec): 3 clusters Score: Raw -2675342.541537 + Penalty 3250.833092 = -2672091.708445 nChanged 1 SP:Iteration 37Q (3911.610000 sec): 3 clusters Score: Raw -2675342.629766 + Penalty 3250.833092 = -2672091.796674 nChanged 1 SP:Iteration 38Q (3911.820000 sec): 3 clusters Score: Raw -2675342.700354 + Penalty 3250.833092 = -2672091.867262 nChanged 0 SP:Iteration 39F (3912.140000 sec): 3 clusters Score: Raw -2675342.793077 + Penalty 3250.833092 = -2672091.959985 nChanged 1 SP:Iteration 40F (3912.380000 sec): 3 clusters Score: Raw -2675342.824396 + Penalty 3250.833092 = -2672091.991304 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3912.520000 sec): 2 clusters Score: Raw -172267.293792 + Penalty 1180.404898 = -171086.888894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3912.680000 sec): 3 clusters Score: Raw -171723.801072 + Penalty 2360.809796 = -169362.991276 nChanged 449 SP:Iteration 1F (3912.880000 sec): 3 clusters Score: Raw -172043.446565 + Penalty 2360.809796 = -169682.636769 nChanged 120 SP:Iteration 2F (3913.090000 sec): 3 clusters Score: Raw -172154.667405 + Penalty 2360.809796 = -169793.857608 nChanged 58 SP:Iteration 3Q (3913.250000 sec): 3 clusters Score: Raw -172200.921137 + Penalty 2360.809796 = -169840.111340 nChanged 44 SP:Iteration 4Q (3913.440000 sec): 3 clusters Score: Raw -172233.091176 + Penalty 2360.809796 = -169872.281379 nChanged 23 SP:Iteration 5Q (3913.630000 sec): 3 clusters Score: Raw -172248.870730 + Penalty 2360.809796 = -169888.060933 nChanged 22 SP:Iteration 6Q (3913.810000 sec): 3 clusters Score: Raw -172264.816760 + Penalty 2360.809796 = -169904.006964 nChanged 13 SP:Iteration 7Q (3913.980000 sec): 3 clusters Score: Raw -172274.568083 + Penalty 2360.809796 = -169913.758287 nChanged 19 SP:Iteration 8Q (3914.170000 sec): 3 clusters Score: Raw -172287.761091 + Penalty 2360.809796 = -169926.951295 nChanged 11 SP:Iteration 9Q (3914.370000 sec): 3 clusters Score: Raw -172294.965886 + Penalty 2360.809796 = -169934.156090 nChanged 8 SP:Iteration 10Q (3914.520000 sec): 3 clusters Score: Raw -172300.014339 + Penalty 2360.809796 = -169939.204543 nChanged 7 SP:Iteration 11Q (3914.710000 sec): 3 clusters Score: Raw -172304.132215 + Penalty 2360.809796 = -169943.322418 nChanged 5 SP:Iteration 12Q (3914.910000 sec): 3 clusters Score: Raw -172308.063424 + Penalty 2360.809796 = -169947.253628 nChanged 7 SP:Iteration 13Q (3915.040000 sec): 3 clusters Score: Raw -172311.251527 + Penalty 2360.809796 = -169950.441731 nChanged 5 SP:Iteration 14Q (3915.260000 sec): 3 clusters Score: Raw -172313.521503 + Penalty 2360.809796 = -169952.711707 nChanged 4 SP:Iteration 15Q (3915.470000 sec): 3 clusters Score: Raw -172314.960392 + Penalty 2360.809796 = -169954.150596 nChanged 2 SP:Iteration 16Q (3915.670000 sec): 3 clusters Score: Raw -172315.547280 + Penalty 2360.809796 = -169954.737483 nChanged 2 SP:Iteration 17Q (3915.830000 sec): 3 clusters Score: Raw -172316.139558 + Penalty 2360.809796 = -169955.329761 nChanged 2 SP:Iteration 18Q (3916.050000 sec): 3 clusters Score: Raw -172317.002577 + Penalty 2360.809796 = -169956.192781 nChanged 2 SP:Iteration 19Q (3916.220000 sec): 3 clusters Score: Raw -172318.464860 + Penalty 2360.809796 = -169957.655063 nChanged 3 SP:Iteration 20F (3916.450000 sec): 3 clusters Score: Raw -172320.719555 + Penalty 2360.809796 = -169959.909758 nChanged 4 SP:Iteration 21Q (3916.610000 sec): 3 clusters Score: Raw -172324.441857 + Penalty 2360.809796 = -169963.632061 nChanged 3 SP:Iteration 22Q (3916.760000 sec): 3 clusters Score: Raw -172325.901551 + Penalty 2360.809796 = -169965.091755 nChanged 2 SP:Iteration 23Q (3916.940000 sec): 3 clusters Score: Raw -172327.431625 + Penalty 2360.809796 = -169966.621828 nChanged 2 SP:Iteration 24Q (3917.150000 sec): 3 clusters Score: Raw -172328.080616 + Penalty 2360.809796 = -169967.270820 nChanged 3 SP:Iteration 25Q (3917.350000 sec): 3 clusters Score: Raw -172329.506054 + Penalty 2360.809796 = -169968.696258 nChanged 2 SP:Iteration 26Q (3917.520000 sec): 3 clusters Score: Raw -172330.732728 + Penalty 2360.809796 = -169969.922932 nChanged 3 SP:Iteration 27Q (3917.700000 sec): 3 clusters Score: Raw -172333.008043 + Penalty 2360.809796 = -169972.198246 nChanged 4 SP:Iteration 28Q (3917.860000 sec): 3 clusters Score: Raw -172336.038537 + Penalty 2360.809796 = -169975.228741 nChanged 4 SP:Iteration 29Q (3918.030000 sec): 3 clusters Score: Raw -172337.885539 + Penalty 2360.809796 = -169977.075743 nChanged 3 SP:Iteration 30Q (3918.230000 sec): 3 clusters Score: Raw -172338.948886 + Penalty 2360.809796 = -169978.139090 nChanged 1 SP:Iteration 31Q (3918.390000 sec): 3 clusters Score: Raw -172339.620638 + Penalty 2360.809796 = -169978.810841 nChanged 0 SP:Iteration 32F (3918.550000 sec): 3 clusters Score: Raw -172339.620638 + Penalty 2360.809796 = -169978.810841 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (86931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3919.040000 sec): 2 clusters Score: Raw -10570483.722465 + Penalty 1848.091372 = -10568635.631094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3919.600000 sec): 3 clusters Score: Raw -10514069.169973 + Penalty 3696.182743 = -10510372.987230 nChanged 41490 SP:Iteration 1F (3920.120000 sec): 3 clusters Score: Raw -10537682.372061 + Penalty 3696.182743 = -10533986.189318 nChanged 2418 SP:Iteration 2Q (3920.680000 sec): 3 clusters Score: Raw -10538123.421813 + Penalty 3696.182743 = -10534427.239070 nChanged 2267 SP:Iteration 3Q (3921.330000 sec): 3 clusters Score: Raw -10538519.012958 + Penalty 3696.182743 = -10534822.830214 nChanged 2201 SP:Iteration 4Q (3921.940000 sec): 3 clusters Score: Raw -10538911.584134 + Penalty 3696.182743 = -10535215.401390 nChanged 2200 SP:Iteration 5Q (3922.540000 sec): 3 clusters Score: Raw -10539315.613416 + Penalty 3696.182743 = -10535619.430673 nChanged 2350 SP:Iteration 6Q (3923.190000 sec): 3 clusters Score: Raw -10539818.350469 + Penalty 3696.182743 = -10536122.167726 nChanged 2557 SP:Iteration 7Q (3923.900000 sec): 3 clusters Score: Raw -10540445.429139 + Penalty 3696.182743 = -10536749.246396 nChanged 2915 SP:Iteration 8Q (3924.600000 sec): 3 clusters Score: Raw -10541292.671684 + Penalty 3696.182743 = -10537596.488941 nChanged 3441 SP:Iteration 9Q (3925.280000 sec): 3 clusters Score: Raw -10542578.720559 + Penalty 3696.182743 = -10538882.537816 nChanged 4341 SP:Iteration 10Q (3925.940000 sec): 3 clusters Score: Raw -10544644.015851 + Penalty 3696.182743 = -10540947.833107 nChanged 5421 SP:Iteration 11F (3926.730000 sec): 3 clusters Score: Raw -10547947.652886 + Penalty 3696.182743 = -10544251.470143 nChanged 6387 SP:Iteration 12F (3927.400000 sec): 3 clusters Score: Raw -10552769.056456 + Penalty 3696.182743 = -10549072.873713 nChanged 6572 SP:Iteration 13F (3928.130000 sec): 3 clusters Score: Raw -10558614.384672 + Penalty 3696.182743 = -10554918.201929 nChanged 5766 SP:Iteration 14F (3928.820000 sec): 3 clusters Score: Raw -10564423.106590 + Penalty 3696.182743 = -10560726.923847 nChanged 3760 SP:Iteration 15Q (3929.570000 sec): 3 clusters Score: Raw -10568319.544850 + Penalty 3696.182743 = -10564623.362106 nChanged 1595 SP:Iteration 16Q (3930.200000 sec): 3 clusters Score: Raw -10569892.912177 + Penalty 3696.182743 = -10566196.729434 nChanged 505 SP:Iteration 17Q (3930.770000 sec): 3 clusters Score: Raw -10570396.121057 + Penalty 3696.182743 = -10566699.938314 nChanged 117 SP:Iteration 18Q (3931.270000 sec): 3 clusters Score: Raw -10570543.896225 + Penalty 3696.182743 = -10566847.713482 nChanged 39 SP:Iteration 19Q (3931.820000 sec): 3 clusters Score: Raw -10570608.966606 + Penalty 3696.182743 = -10566912.783863 nChanged 13 SP:Iteration 20F (3932.410000 sec): 3 clusters Score: Raw -10570634.685865 + Penalty 3696.182743 = -10566938.503122 nChanged 7 SP:Iteration 21Q (3932.870000 sec): 3 clusters Score: Raw -10570647.557903 + Penalty 3696.182743 = -10566951.375160 nChanged 5 SP:Iteration 22Q (3933.400000 sec): 3 clusters Score: Raw -10570655.005942 + Penalty 3696.182743 = -10566958.823199 nChanged 6 SP:Iteration 23Q (3933.870000 sec): 3 clusters Score: Raw -10570665.533480 + Penalty 3696.182743 = -10566969.350737 nChanged 3 SP:Iteration 24Q (3934.400000 sec): 3 clusters Score: Raw -10570670.222523 + Penalty 3696.182743 = -10566974.039780 nChanged 3 SP:Iteration 25Q (3934.920000 sec): 3 clusters Score: Raw -10570673.578565 + Penalty 3696.182743 = -10566977.395822 nChanged 2 SP:Iteration 26Q (3935.380000 sec): 3 clusters Score: Raw -10570675.733177 + Penalty 3696.182743 = -10566979.550434 nChanged 1 SP:Iteration 27Q (3935.910000 sec): 3 clusters Score: Raw -10570677.396121 + Penalty 3696.182743 = -10566981.213378 nChanged 1 SP:Iteration 28Q (3936.480000 sec): 3 clusters Score: Raw -10570678.237877 + Penalty 3696.182743 = -10566982.055134 nChanged 0 SP:Iteration 29F (3937.070000 sec): 3 clusters Score: Raw -10570678.237877 + Penalty 3696.182743 = -10566982.055134 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (1761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3937.200000 sec): 2 clusters Score: Raw -190452.966975 + Penalty 1214.466030 = -189238.500945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3937.420000 sec): 3 clusters Score: Raw -189778.156240 + Penalty 2428.932060 = -187349.224180 nChanged 632 SP:Iteration 1F (3937.600000 sec): 3 clusters Score: Raw -190562.650009 + Penalty 2428.932060 = -188133.717948 nChanged 238 SP:Iteration 2F (3937.840000 sec): 3 clusters Score: Raw -191179.620338 + Penalty 2428.932060 = -188750.688278 nChanged 214 SP:Iteration 3F (3938.000000 sec): 3 clusters Score: Raw -191632.205033 + Penalty 2428.932060 = -189203.272973 nChanged 120 SP:Iteration 4F (3938.140000 sec): 3 clusters Score: Raw -191920.481074 + Penalty 2428.932060 = -189491.549013 nChanged 97 SP:Iteration 5F (3938.380000 sec): 3 clusters Score: Raw -192519.996480 + Penalty 2428.932060 = -190091.064420 nChanged 59 SP:Iteration 6Q (3938.540000 sec): 3 clusters Score: Raw -192917.376198 + Penalty 2428.932060 = -190488.444138 nChanged 49 SP:Iteration 7Q (3938.750000 sec): 3 clusters Score: Raw -192992.848447 + Penalty 2428.932060 = -190563.916386 nChanged 22 SP:Iteration 8Q (3938.930000 sec): 3 clusters Score: Raw -193017.075813 + Penalty 2428.932060 = -190588.143753 nChanged 16 SP:Iteration 9Q (3939.050000 sec): 3 clusters Score: Raw -193036.288098 + Penalty 2428.932060 = -190607.356038 nChanged 20 SP:Iteration 10Q (3939.280000 sec): 3 clusters Score: Raw -193092.681252 + Penalty 2428.932060 = -190663.749191 nChanged 21 SP:Iteration 11Q (3939.460000 sec): 3 clusters Score: Raw -193190.070373 + Penalty 2428.932060 = -190761.138313 nChanged 15 SP:Iteration 12Q (3939.650000 sec): 3 clusters Score: Raw -193208.306512 + Penalty 2428.932060 = -190779.374452 nChanged 7 SP:Iteration 13Q (3939.830000 sec): 3 clusters Score: Raw -193214.247689 + Penalty 2428.932060 = -190785.315628 nChanged 2 SP:Iteration 14Q (3939.980000 sec): 3 clusters Score: Raw -193217.170225 + Penalty 2428.932060 = -190788.238164 nChanged 2 SP:Iteration 15Q (3940.150000 sec): 3 clusters Score: Raw -193219.522576 + Penalty 2428.932060 = -190790.590515 nChanged 2 SP:Iteration 16Q (3940.330000 sec): 3 clusters Score: Raw -193222.053958 + Penalty 2428.932060 = -190793.121897 nChanged 2 SP:Iteration 17Q (3940.500000 sec): 3 clusters Score: Raw -193227.280085 + Penalty 2428.932060 = -190798.348025 nChanged 4 SP:Iteration 18Q (3940.660000 sec): 3 clusters Score: Raw -193234.567278 + Penalty 2428.932060 = -190805.635217 nChanged 3 SP:Iteration 19Q (3940.860000 sec): 3 clusters Score: Raw -193250.472872 + Penalty 2428.932060 = -190821.540812 nChanged 2 SP:Iteration 20F (3940.990000 sec): 3 clusters Score: Raw -193252.300083 + Penalty 2428.932060 = -190823.368022 nChanged 1 SP:Iteration 21Q (3941.180000 sec): 3 clusters Score: Raw -193252.727260 + Penalty 2428.932060 = -190823.795200 nChanged 0 SP:Iteration 22F (3941.360000 sec): 3 clusters Score: Raw -193252.727260 + Penalty 2428.932060 = -190823.795200 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3941.500000 sec): 2 clusters Score: Raw -58701.971458 + Penalty 1030.021538 = -57671.949920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3941.640000 sec): 3 clusters Score: Raw -58620.056380 + Penalty 2060.043075 = -56560.013304 nChanged 158 SP:Iteration 1F (3941.840000 sec): 3 clusters Score: Raw -58985.055396 + Penalty 2060.043075 = -56925.012320 nChanged 64 SP:Iteration 2F (3942.010000 sec): 3 clusters Score: Raw -59285.881582 + Penalty 2060.043075 = -57225.838507 nChanged 49 SP:Iteration 3F (3942.240000 sec): 3 clusters Score: Raw -59620.379563 + Penalty 2060.043075 = -57560.336488 nChanged 44 SP:Iteration 4F (3942.440000 sec): 3 clusters Score: Raw -59958.374348 + Penalty 2060.043075 = -57898.331273 nChanged 36 SP:Iteration 5F (3942.590000 sec): 3 clusters Score: Raw -60445.631161 + Penalty 2060.043075 = -58385.588086 nChanged 28 SP:Iteration 6Q (3942.750000 sec): 3 clusters Score: Raw -60833.043827 + Penalty 2060.043075 = -58773.000751 nChanged 2 SP:Iteration 7Q (3942.920000 sec): 3 clusters Score: Raw -60853.373142 + Penalty 2060.043075 = -58793.330066 nChanged 2 SP:Iteration 8Q (3943.110000 sec): 3 clusters Score: Raw -60876.696681 + Penalty 2060.043075 = -58816.653605 nChanged 0 SP:Iteration 9F (3943.270000 sec): 3 clusters Score: Raw -60879.745701 + Penalty 2060.043075 = -58819.702626 nChanged 1 SP:Iteration 10Q (3943.410000 sec): 3 clusters Score: Raw -60903.357796 + Penalty 2060.043075 = -58843.314721 nChanged 1 SP:Iteration 11Q (3943.600000 sec): 3 clusters Score: Raw -60938.373626 + Penalty 2060.043075 = -58878.330551 nChanged 1 SP:Iteration 12Q (3943.750000 sec): 3 clusters Score: Raw -60942.607875 + Penalty 2060.043075 = -58882.564799 nChanged 0 SP:Iteration 13F (3943.930000 sec): 3 clusters Score: Raw -60942.607875 + Penalty 2060.043075 = -58882.564799 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 8.72 GB. Trying to split cluster 10 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3944.040000 sec): 2 clusters Score: Raw -98409.770669 + Penalty 1101.737310 = -97308.033359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3944.260000 sec): 3 clusters Score: Raw -98166.551608 + Penalty 2203.474620 = -95963.076988 nChanged 254 SP:Iteration 1F (3944.460000 sec): 3 clusters Score: Raw -98426.920951 + Penalty 2203.474620 = -96223.446331 nChanged 60 SP:Iteration 2F (3944.650000 sec): 3 clusters Score: Raw -98494.346184 + Penalty 2203.474620 = -96290.871564 nChanged 29 SP:Iteration 3Q (3944.770000 sec): 3 clusters Score: Raw -98557.016080 + Penalty 2203.474620 = -96353.541460 nChanged 33 SP:Iteration 4Q (3944.930000 sec): 3 clusters Score: Raw -98598.700998 + Penalty 2203.474620 = -96395.226378 nChanged 24 SP:Iteration 5Q (3945.040000 sec): 3 clusters Score: Raw -98619.795672 + Penalty 2203.474620 = -96416.321052 nChanged 13 SP:Iteration 6Q (3945.210000 sec): 3 clusters Score: Raw -98632.810677 + Penalty 2203.474620 = -96429.336057 nChanged 15 SP:Iteration 7Q (3945.360000 sec): 3 clusters Score: Raw -98653.692791 + Penalty 2203.474620 = -96450.218171 nChanged 18 SP:Iteration 8Q (3945.470000 sec): 3 clusters Score: Raw -98675.747492 + Penalty 2203.474620 = -96472.272872 nChanged 16 SP:Iteration 9Q (3945.620000 sec): 3 clusters Score: Raw -98692.549226 + Penalty 2203.474620 = -96489.074606 nChanged 9 SP:Iteration 10Q (3945.750000 sec): 3 clusters Score: Raw -98704.194401 + Penalty 2203.474620 = -96500.719781 nChanged 6 SP:Iteration 11Q (3945.930000 sec): 3 clusters Score: Raw -98713.322365 + Penalty 2203.474620 = -96509.847745 nChanged 3 SP:Iteration 12Q (3946.070000 sec): 3 clusters Score: Raw -98716.908492 + Penalty 2203.474620 = -96513.433872 nChanged 2 SP:Iteration 13Q (3946.220000 sec): 3 clusters Score: Raw -98718.070235 + Penalty 2203.474620 = -96514.595615 nChanged 1 SP:Iteration 14Q (3946.340000 sec): 3 clusters Score: Raw -98718.466163 + Penalty 2203.474620 = -96514.991543 nChanged 2 SP:Iteration 15Q (3946.450000 sec): 3 clusters Score: Raw -98720.442423 + Penalty 2203.474620 = -96516.967803 nChanged 3 SP:Iteration 16Q (3946.570000 sec): 3 clusters Score: Raw -98722.689410 + Penalty 2203.474620 = -96519.214790 nChanged 0 SP:Iteration 17F (3946.710000 sec): 3 clusters Score: Raw -98722.689410 + Penalty 2203.474620 = -96519.214790 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (16827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3946.890000 sec): 2 clusters Score: Raw -2138617.935375 + Penalty 1581.245253 = -2137036.690122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3947.160000 sec): 3 clusters Score: Raw -2128650.147359 + Penalty 3162.490506 = -2125487.656853 nChanged 7517 SP:Iteration 1F (3947.410000 sec): 3 clusters Score: Raw -2132507.994455 + Penalty 3162.490506 = -2129345.503950 nChanged 779 SP:Iteration 2Q (3947.710000 sec): 3 clusters Score: Raw -2132773.236277 + Penalty 3162.490506 = -2129610.745771 nChanged 700 SP:Iteration 3Q (3947.910000 sec): 3 clusters Score: Raw -2133017.455871 + Penalty 3162.490506 = -2129854.965366 nChanged 654 SP:Iteration 4Q (3948.190000 sec): 3 clusters Score: Raw -2133231.676915 + Penalty 3162.490506 = -2130069.186409 nChanged 590 SP:Iteration 5Q (3948.510000 sec): 3 clusters Score: Raw -2133464.571587 + Penalty 3162.490506 = -2130302.081081 nChanged 612 SP:Iteration 6Q (3948.770000 sec): 3 clusters Score: Raw -2133735.017310 + Penalty 3162.490506 = -2130572.526804 nChanged 691 SP:Iteration 7Q (3949.000000 sec): 3 clusters Score: Raw -2134070.521408 + Penalty 3162.490506 = -2130908.030902 nChanged 737 SP:Iteration 8Q (3949.230000 sec): 3 clusters Score: Raw -2134503.691527 + Penalty 3162.490506 = -2131341.201021 nChanged 824 SP:Iteration 9Q (3949.460000 sec): 3 clusters Score: Raw -2135096.292640 + Penalty 3162.490506 = -2131933.802134 nChanged 990 SP:Iteration 10F (3949.760000 sec): 3 clusters Score: Raw -2135824.020794 + Penalty 3162.490506 = -2132661.530288 nChanged 996 SP:Iteration 11F (3949.970000 sec): 3 clusters Score: Raw -2136512.958899 + Penalty 3162.490506 = -2133350.468393 nChanged 857 SP:Iteration 12F (3950.200000 sec): 3 clusters Score: Raw -2136989.795993 + Penalty 3162.490506 = -2133827.305487 nChanged 622 SP:Iteration 13Q (3950.440000 sec): 3 clusters Score: Raw -2137237.063230 + Penalty 3162.490506 = -2134074.572725 nChanged 399 SP:Iteration 14Q (3950.660000 sec): 3 clusters Score: Raw -2137355.626805 + Penalty 3162.490506 = -2134193.136299 nChanged 258 SP:Iteration 15Q (3950.950000 sec): 3 clusters Score: Raw -2137425.665414 + Penalty 3162.490506 = -2134263.174908 nChanged 188 SP:Iteration 16Q (3951.180000 sec): 3 clusters Score: Raw -2137473.569389 + Penalty 3162.490506 = -2134311.078883 nChanged 168 SP:Iteration 17Q (3951.410000 sec): 3 clusters Score: Raw -2137515.701384 + Penalty 3162.490506 = -2134353.210879 nChanged 142 SP:Iteration 18Q (3951.650000 sec): 3 clusters Score: Raw -2137546.987160 + Penalty 3162.490506 = -2134384.496654 nChanged 136 SP:Iteration 19Q (3951.890000 sec): 3 clusters Score: Raw -2137572.223692 + Penalty 3162.490506 = -2134409.733186 nChanged 115 SP:Iteration 20F (3952.180000 sec): 3 clusters Score: Raw -2137593.395094 + Penalty 3162.490506 = -2134430.904589 nChanged 117 SP:Iteration 21Q (3952.420000 sec): 3 clusters Score: Raw -2137617.139676 + Penalty 3162.490506 = -2134454.649171 nChanged 110 SP:Iteration 22Q (3952.650000 sec): 3 clusters Score: Raw -2137637.910383 + Penalty 3162.490506 = -2134475.419877 nChanged 106 SP:Iteration 23Q (3952.890000 sec): 3 clusters Score: Raw -2137655.905407 + Penalty 3162.490506 = -2134493.414901 nChanged 97 SP:Iteration 24Q (3953.160000 sec): 3 clusters Score: Raw -2137673.120746 + Penalty 3162.490506 = -2134510.630241 nChanged 89 SP:Iteration 25Q (3953.400000 sec): 3 clusters Score: Raw -2137685.634516 + Penalty 3162.490506 = -2134523.144011 nChanged 71 SP:Iteration 26Q (3953.690000 sec): 3 clusters Score: Raw -2137693.763345 + Penalty 3162.490506 = -2134531.272839 nChanged 57 SP:Iteration 27Q (3953.950000 sec): 3 clusters Score: Raw -2137699.546829 + Penalty 3162.490506 = -2134537.056323 nChanged 55 SP:Iteration 28Q (3954.220000 sec): 3 clusters Score: Raw -2137705.408823 + Penalty 3162.490506 = -2134542.918317 nChanged 44 SP:Iteration 29Q (3954.520000 sec): 3 clusters Score: Raw -2137710.174967 + Penalty 3162.490506 = -2134547.684461 nChanged 32 SP:Iteration 30Q (3954.800000 sec): 3 clusters Score: Raw -2137713.260735 + Penalty 3162.490506 = -2134550.770229 nChanged 22 SP:Iteration 31Q (3955.100000 sec): 3 clusters Score: Raw -2137715.723357 + Penalty 3162.490506 = -2134553.232851 nChanged 31 SP:Iteration 32Q (3955.400000 sec): 3 clusters Score: Raw -2137719.728416 + Penalty 3162.490506 = -2134557.237910 nChanged 34 SP:Iteration 33Q (3955.640000 sec): 3 clusters Score: Raw -2137722.456213 + Penalty 3162.490506 = -2134559.965708 nChanged 24 SP:Iteration 34Q (3955.880000 sec): 3 clusters Score: Raw -2137724.042430 + Penalty 3162.490506 = -2134561.551924 nChanged 16 SP:Iteration 35Q (3956.160000 sec): 3 clusters Score: Raw -2137725.097638 + Penalty 3162.490506 = -2134562.607132 nChanged 16 SP:Iteration 36Q (3956.450000 sec): 3 clusters Score: Raw -2137726.217226 + Penalty 3162.490506 = -2134563.726720 nChanged 14 SP:Iteration 37Q (3956.740000 sec): 3 clusters Score: Raw -2137727.022114 + Penalty 3162.490506 = -2134564.531608 nChanged 9 SP:Iteration 38Q (3956.990000 sec): 3 clusters Score: Raw -2137727.711216 + Penalty 3162.490506 = -2134565.220710 nChanged 12 SP:Iteration 39Q (3957.250000 sec): 3 clusters Score: Raw -2137728.548273 + Penalty 3162.490506 = -2134566.057767 nChanged 11 SP:Iteration 40F (3957.540000 sec): 3 clusters Score: Raw -2137729.359582 + Penalty 3162.490506 = -2134566.869076 nChanged 13 SP:Iteration 41Q (3957.820000 sec): 3 clusters Score: Raw -2137730.452680 + Penalty 3162.490506 = -2134567.962174 nChanged 14 SP:Iteration 42Q (3958.110000 sec): 3 clusters Score: Raw -2137731.832676 + Penalty 3162.490506 = -2134569.342170 nChanged 20 SP:Iteration 43Q (3958.400000 sec): 3 clusters Score: Raw -2137733.367818 + Penalty 3162.490506 = -2134570.877312 nChanged 12 SP:Iteration 44Q (3958.640000 sec): 3 clusters Score: Raw -2137733.988644 + Penalty 3162.490506 = -2134571.498138 nChanged 10 SP:Iteration 45Q (3958.880000 sec): 3 clusters Score: Raw -2137734.598447 + Penalty 3162.490506 = -2134572.107941 nChanged 4 SP:Iteration 46Q (3959.180000 sec): 3 clusters Score: Raw -2137734.808816 + Penalty 3162.490506 = -2134572.318310 nChanged 3 SP:Iteration 47Q (3959.440000 sec): 3 clusters Score: Raw -2137735.019205 + Penalty 3162.490506 = -2134572.528699 nChanged 6 SP:Iteration 48Q (3959.720000 sec): 3 clusters Score: Raw -2137735.450366 + Penalty 3162.490506 = -2134572.959860 nChanged 7 SP:Iteration 49Q (3960.020000 sec): 3 clusters Score: Raw -2137735.956385 + Penalty 3162.490506 = -2134573.465879 nChanged 5 SP:Iteration 50Q (3960.240000 sec): 3 clusters Score: Raw -2137736.202000 + Penalty 3162.490506 = -2134573.711494 nChanged 3 SP:Iteration 51Q (3960.550000 sec): 3 clusters Score: Raw -2137736.374198 + Penalty 3162.490506 = -2134573.883692 nChanged 2 SP:Iteration 52Q (3960.800000 sec): 3 clusters Score: Raw -2137736.515462 + Penalty 3162.490506 = -2134574.024956 nChanged 1 SP:Iteration 53Q (3961.110000 sec): 3 clusters Score: Raw -2137736.537039 + Penalty 3162.490506 = -2134574.046533 nChanged 1 SP:Iteration 54Q (3961.380000 sec): 3 clusters Score: Raw -2137736.579043 + Penalty 3162.490506 = -2134574.088537 nChanged 1 SP:Iteration 55Q (3961.620000 sec): 3 clusters Score: Raw -2137736.659693 + Penalty 3162.490506 = -2134574.169187 nChanged 2 SP:Iteration 56Q (3961.930000 sec): 3 clusters Score: Raw -2137736.754775 + Penalty 3162.490506 = -2134574.264269 nChanged 0 SP:Iteration 57F (3962.220000 sec): 3 clusters Score: Raw -2137736.754775 + Penalty 3162.490506 = -2134574.264269 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3962.300000 sec): 2 clusters Score: Raw -725883.326470 + Penalty 1405.079205 = -724478.247266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3962.510000 sec): 3 clusters Score: Raw -722908.320777 + Penalty 2810.158409 = -720098.162368 nChanged 2316 SP:Iteration 1F (3962.710000 sec): 3 clusters Score: Raw -724148.662264 + Penalty 2810.158409 = -721338.503855 nChanged 417 SP:Iteration 2F (3962.900000 sec): 3 clusters Score: Raw -724371.901581 + Penalty 2810.158409 = -721561.743172 nChanged 293 SP:Iteration 3F (3963.100000 sec): 3 clusters Score: Raw -724513.914909 + Penalty 2810.158409 = -721703.756500 nChanged 256 SP:Iteration 4Q (3963.280000 sec): 3 clusters Score: Raw -724632.867091 + Penalty 2810.158409 = -721822.708682 nChanged 210 SP:Iteration 5Q (3963.470000 sec): 3 clusters Score: Raw -724749.890923 + Penalty 2810.158409 = -721939.732514 nChanged 203 SP:Iteration 6Q (3963.650000 sec): 3 clusters Score: Raw -724844.445003 + Penalty 2810.158409 = -722034.286594 nChanged 195 SP:Iteration 7Q (3963.870000 sec): 3 clusters Score: Raw -724952.904357 + Penalty 2810.158409 = -722142.745948 nChanged 213 SP:Iteration 8Q (3964.070000 sec): 3 clusters Score: Raw -725081.826544 + Penalty 2810.158409 = -722271.668135 nChanged 220 SP:Iteration 9Q (3964.270000 sec): 3 clusters Score: Raw -725230.717332 + Penalty 2810.158409 = -722420.558923 nChanged 214 SP:Iteration 10Q (3964.450000 sec): 3 clusters Score: Raw -725379.392940 + Penalty 2810.158409 = -722569.234531 nChanged 201 SP:Iteration 11Q (3964.640000 sec): 3 clusters Score: Raw -725519.573105 + Penalty 2810.158409 = -722709.414696 nChanged 178 SP:Iteration 12Q (3964.800000 sec): 3 clusters Score: Raw -725622.530746 + Penalty 2810.158409 = -722812.372337 nChanged 121 SP:Iteration 13Q (3964.990000 sec): 3 clusters Score: Raw -725689.757081 + Penalty 2810.158409 = -722879.598672 nChanged 98 SP:Iteration 14Q (3965.160000 sec): 3 clusters Score: Raw -725737.390299 + Penalty 2810.158409 = -722927.231890 nChanged 81 SP:Iteration 15Q (3965.360000 sec): 3 clusters Score: Raw -725778.089874 + Penalty 2810.158409 = -722967.931465 nChanged 75 SP:Iteration 16Q (3965.500000 sec): 3 clusters Score: Raw -725809.062232 + Penalty 2810.158409 = -722998.903823 nChanged 65 SP:Iteration 17Q (3965.690000 sec): 3 clusters Score: Raw -725832.338533 + Penalty 2810.158409 = -723022.180124 nChanged 58 SP:Iteration 18Q (3965.880000 sec): 3 clusters Score: Raw -725850.574953 + Penalty 2810.158409 = -723040.416544 nChanged 31 SP:Iteration 19Q (3966.080000 sec): 3 clusters Score: Raw -725861.854534 + Penalty 2810.158409 = -723051.696125 nChanged 28 SP:Iteration 20F (3966.280000 sec): 3 clusters Score: Raw -725869.968650 + Penalty 2810.158409 = -723059.810241 nChanged 26 SP:Iteration 21Q (3966.460000 sec): 3 clusters Score: Raw -725877.721928 + Penalty 2810.158409 = -723067.563519 nChanged 29 SP:Iteration 22Q (3966.660000 sec): 3 clusters Score: Raw -725887.386166 + Penalty 2810.158409 = -723077.227757 nChanged 34 SP:Iteration 23Q (3966.880000 sec): 3 clusters Score: Raw -725898.975062 + Penalty 2810.158409 = -723088.816653 nChanged 39 SP:Iteration 24Q (3967.080000 sec): 3 clusters Score: Raw -725912.354805 + Penalty 2810.158409 = -723102.196396 nChanged 39 SP:Iteration 25Q (3967.290000 sec): 3 clusters Score: Raw -725927.194753 + Penalty 2810.158409 = -723117.036344 nChanged 32 SP:Iteration 26Q (3967.510000 sec): 3 clusters Score: Raw -725938.521120 + Penalty 2810.158409 = -723128.362711 nChanged 25 SP:Iteration 27Q (3967.690000 sec): 3 clusters Score: Raw -725946.867538 + Penalty 2810.158409 = -723136.709129 nChanged 14 SP:Iteration 28Q (3967.900000 sec): 3 clusters Score: Raw -725951.332516 + Penalty 2810.158409 = -723141.174107 nChanged 16 SP:Iteration 29Q (3968.100000 sec): 3 clusters Score: Raw -725956.154045 + Penalty 2810.158409 = -723145.995636 nChanged 13 SP:Iteration 30Q (3968.300000 sec): 3 clusters Score: Raw -725960.216162 + Penalty 2810.158409 = -723150.057753 nChanged 14 SP:Iteration 31Q (3968.470000 sec): 3 clusters Score: Raw -725964.721441 + Penalty 2810.158409 = -723154.563032 nChanged 17 SP:Iteration 32Q (3968.680000 sec): 3 clusters Score: Raw -725968.184211 + Penalty 2810.158409 = -723158.025802 nChanged 12 SP:Iteration 33Q (3968.880000 sec): 3 clusters Score: Raw -725970.295342 + Penalty 2810.158409 = -723160.136933 nChanged 10 SP:Iteration 34Q (3969.040000 sec): 3 clusters Score: Raw -725972.708376 + Penalty 2810.158409 = -723162.549967 nChanged 6 SP:Iteration 35Q (3969.210000 sec): 3 clusters Score: Raw -725974.015564 + Penalty 2810.158409 = -723163.857154 nChanged 6 SP:Iteration 36Q (3969.410000 sec): 3 clusters Score: Raw -725975.492895 + Penalty 2810.158409 = -723165.334486 nChanged 7 SP:Iteration 37Q (3969.600000 sec): 3 clusters Score: Raw -725976.971385 + Penalty 2810.158409 = -723166.812976 nChanged 4 SP:Iteration 38Q (3969.780000 sec): 3 clusters Score: Raw -725977.531819 + Penalty 2810.158409 = -723167.373410 nChanged 1 SP:Iteration 39Q (3970.000000 sec): 3 clusters Score: Raw -725977.849070 + Penalty 2810.158409 = -723167.690661 nChanged 2 SP:Iteration 40F (3970.190000 sec): 3 clusters Score: Raw -725978.193597 + Penalty 2810.158409 = -723168.035188 nChanged 2 SP:Iteration 41Q (3970.360000 sec): 3 clusters Score: Raw -725978.629536 + Penalty 2810.158409 = -723168.471127 nChanged 3 SP:Iteration 42Q (3970.530000 sec): 3 clusters Score: Raw -725979.065551 + Penalty 2810.158409 = -723168.907142 nChanged 3 SP:Iteration 43Q (3970.700000 sec): 3 clusters Score: Raw -725979.624988 + Penalty 2810.158409 = -723169.466579 nChanged 2 SP:Iteration 44Q (3970.870000 sec): 3 clusters Score: Raw -725980.008191 + Penalty 2810.158409 = -723169.849782 nChanged 0 SP:Iteration 45F (3971.020000 sec): 3 clusters Score: Raw -725980.008191 + Penalty 2810.158409 = -723169.849782 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (12280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3971.170000 sec): 2 clusters Score: Raw -1507750.406990 + Penalty 1530.055670 = -1506220.351320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3971.380000 sec): 3 clusters Score: Raw -1500692.442603 + Penalty 3060.111341 = -1497632.331262 nChanged 5306 SP:Iteration 1F (3971.600000 sec): 3 clusters Score: Raw -1503534.639966 + Penalty 3060.111341 = -1500474.528626 nChanged 635 SP:Iteration 2F (3971.870000 sec): 3 clusters Score: Raw -1503744.471960 + Penalty 3060.111341 = -1500684.360620 nChanged 482 SP:Iteration 3Q (3972.100000 sec): 3 clusters Score: Raw -1503898.777023 + Penalty 3060.111341 = -1500838.665683 nChanged 431 SP:Iteration 4Q (3972.320000 sec): 3 clusters Score: Raw -1504047.789544 + Penalty 3060.111341 = -1500987.678203 nChanged 388 SP:Iteration 5Q (3972.550000 sec): 3 clusters Score: Raw -1504177.272697 + Penalty 3060.111341 = -1501117.161357 nChanged 393 SP:Iteration 6Q (3972.770000 sec): 3 clusters Score: Raw -1504319.437821 + Penalty 3060.111341 = -1501259.326480 nChanged 428 SP:Iteration 7Q (3973.000000 sec): 3 clusters Score: Raw -1504502.087097 + Penalty 3060.111341 = -1501441.975757 nChanged 515 SP:Iteration 8Q (3973.240000 sec): 3 clusters Score: Raw -1504751.693726 + Penalty 3060.111341 = -1501691.582385 nChanged 585 SP:Iteration 9Q (3973.480000 sec): 3 clusters Score: Raw -1505103.786660 + Penalty 3060.111341 = -1502043.675319 nChanged 677 SP:Iteration 10F (3973.710000 sec): 3 clusters Score: Raw -1505567.759524 + Penalty 3060.111341 = -1502507.648184 nChanged 709 SP:Iteration 11F (3973.950000 sec): 3 clusters Score: Raw -1506160.108458 + Penalty 3060.111341 = -1503099.997118 nChanged 682 SP:Iteration 12F (3974.150000 sec): 3 clusters Score: Raw -1506777.676764 + Penalty 3060.111341 = -1503717.565424 nChanged 490 SP:Iteration 13Q (3974.390000 sec): 3 clusters Score: Raw -1507237.050283 + Penalty 3060.111341 = -1504176.938942 nChanged 322 SP:Iteration 14Q (3974.610000 sec): 3 clusters Score: Raw -1507535.853866 + Penalty 3060.111341 = -1504475.742526 nChanged 177 SP:Iteration 15Q (3974.790000 sec): 3 clusters Score: Raw -1507691.865075 + Penalty 3060.111341 = -1504631.753734 nChanged 112 SP:Iteration 16Q (3975.020000 sec): 3 clusters Score: Raw -1507783.820756 + Penalty 3060.111341 = -1504723.709416 nChanged 59 SP:Iteration 17Q (3975.240000 sec): 3 clusters Score: Raw -1507835.111211 + Penalty 3060.111341 = -1504774.999870 nChanged 41 SP:Iteration 18Q (3975.460000 sec): 3 clusters Score: Raw -1507875.654639 + Penalty 3060.111341 = -1504815.543298 nChanged 26 SP:Iteration 19Q (3975.710000 sec): 3 clusters Score: Raw -1507906.578876 + Penalty 3060.111341 = -1504846.467536 nChanged 15 SP:Iteration 20F (3975.970000 sec): 3 clusters Score: Raw -1507924.312609 + Penalty 3060.111341 = -1504864.201269 nChanged 13 SP:Iteration 21Q (3976.180000 sec): 3 clusters Score: Raw -1507939.298338 + Penalty 3060.111341 = -1504879.186998 nChanged 9 SP:Iteration 22Q (3976.390000 sec): 3 clusters Score: Raw -1507946.321648 + Penalty 3060.111341 = -1504886.210308 nChanged 5 SP:Iteration 23Q (3976.630000 sec): 3 clusters Score: Raw -1507954.268100 + Penalty 3060.111341 = -1504894.156759 nChanged 5 SP:Iteration 24Q (3976.850000 sec): 3 clusters Score: Raw -1507960.971056 + Penalty 3060.111341 = -1504900.859716 nChanged 2 SP:Iteration 25Q (3977.070000 sec): 3 clusters Score: Raw -1507963.355309 + Penalty 3060.111341 = -1504903.243969 nChanged 0 SP:Iteration 26F (3977.310000 sec): 3 clusters Score: Raw -1507963.355309 + Penalty 3060.111341 = -1504903.243969 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (18964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3977.490000 sec): 2 clusters Score: Raw -2236305.090352 + Penalty 1600.673380 = -2234704.416972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3977.730000 sec): 3 clusters Score: Raw -2224950.510232 + Penalty 3201.346760 = -2221749.163472 nChanged 8540 SP:Iteration 1F (3978.030000 sec): 3 clusters Score: Raw -2229796.231635 + Penalty 3201.346760 = -2226594.884875 nChanged 1062 SP:Iteration 2F (3978.260000 sec): 3 clusters Score: Raw -2230329.092138 + Penalty 3201.346760 = -2227127.745378 nChanged 1122 SP:Iteration 3F (3978.560000 sec): 3 clusters Score: Raw -2230997.507037 + Penalty 3201.346760 = -2227796.160277 nChanged 1251 SP:Iteration 4F (3978.810000 sec): 3 clusters Score: Raw -2231785.214537 + Penalty 3201.346760 = -2228583.867776 nChanged 1296 SP:Iteration 5F (3979.080000 sec): 3 clusters Score: Raw -2232596.700763 + Penalty 3201.346760 = -2229395.354003 nChanged 1215 SP:Iteration 6F (3979.350000 sec): 3 clusters Score: Raw -2233341.626002 + Penalty 3201.346760 = -2230140.279241 nChanged 1075 SP:Iteration 7F (3979.600000 sec): 3 clusters Score: Raw -2234024.162543 + Penalty 3201.346760 = -2230822.815783 nChanged 914 SP:Iteration 8Q (3979.820000 sec): 3 clusters Score: Raw -2234657.510463 + Penalty 3201.346760 = -2231456.163703 nChanged 746 SP:Iteration 9Q (3980.070000 sec): 3 clusters Score: Raw -2235179.735301 + Penalty 3201.346760 = -2231978.388541 nChanged 549 SP:Iteration 10Q (3980.320000 sec): 3 clusters Score: Raw -2235543.427611 + Penalty 3201.346760 = -2232342.080850 nChanged 405 SP:Iteration 11Q (3980.650000 sec): 3 clusters Score: Raw -2235783.975691 + Penalty 3201.346760 = -2232582.628930 nChanged 284 SP:Iteration 12Q (3980.910000 sec): 3 clusters Score: Raw -2235939.591189 + Penalty 3201.346760 = -2232738.244429 nChanged 209 SP:Iteration 13Q (3981.240000 sec): 3 clusters Score: Raw -2236043.226912 + Penalty 3201.346760 = -2232841.880152 nChanged 135 SP:Iteration 14Q (3981.510000 sec): 3 clusters Score: Raw -2236107.585193 + Penalty 3201.346760 = -2232906.238433 nChanged 115 SP:Iteration 15Q (3981.780000 sec): 3 clusters Score: Raw -2236171.091864 + Penalty 3201.346760 = -2232969.745104 nChanged 80 SP:Iteration 16Q (3982.040000 sec): 3 clusters Score: Raw -2236211.435788 + Penalty 3201.346760 = -2233010.089028 nChanged 58 SP:Iteration 17Q (3982.300000 sec): 3 clusters Score: Raw -2236241.878257 + Penalty 3201.346760 = -2233040.531497 nChanged 48 SP:Iteration 18Q (3982.530000 sec): 3 clusters Score: Raw -2236269.414804 + Penalty 3201.346760 = -2233068.068043 nChanged 45 SP:Iteration 19Q (3982.820000 sec): 3 clusters Score: Raw -2236292.382200 + Penalty 3201.346760 = -2233091.035440 nChanged 41 SP:Iteration 20F (3983.090000 sec): 3 clusters Score: Raw -2236311.774608 + Penalty 3201.346760 = -2233110.427847 nChanged 25 SP:Iteration 21Q (3983.350000 sec): 3 clusters Score: Raw -2236322.785926 + Penalty 3201.346760 = -2233121.439166 nChanged 15 SP:Iteration 22Q (3983.650000 sec): 3 clusters Score: Raw -2236328.778912 + Penalty 3201.346760 = -2233127.432152 nChanged 15 SP:Iteration 23Q (3983.860000 sec): 3 clusters Score: Raw -2236335.238771 + Penalty 3201.346760 = -2233133.892011 nChanged 17 SP:Iteration 24Q (3984.150000 sec): 3 clusters Score: Raw -2236343.406211 + Penalty 3201.346760 = -2233142.059450 nChanged 12 SP:Iteration 25Q (3984.400000 sec): 3 clusters Score: Raw -2236349.393069 + Penalty 3201.346760 = -2233148.046309 nChanged 5 SP:Iteration 26Q (3984.630000 sec): 3 clusters Score: Raw -2236351.954928 + Penalty 3201.346760 = -2233150.608167 nChanged 6 SP:Iteration 27Q (3984.870000 sec): 3 clusters Score: Raw -2236354.730093 + Penalty 3201.346760 = -2233153.383333 nChanged 5 SP:Iteration 28Q (3985.140000 sec): 3 clusters Score: Raw -2236357.740369 + Penalty 3201.346760 = -2233156.393608 nChanged 6 SP:Iteration 29Q (3985.430000 sec): 3 clusters Score: Raw -2236360.444598 + Penalty 3201.346760 = -2233159.097837 nChanged 8 SP:Iteration 30Q (3985.660000 sec): 3 clusters Score: Raw -2236364.135470 + Penalty 3201.346760 = -2233162.788710 nChanged 10 SP:Iteration 31Q (3985.920000 sec): 3 clusters Score: Raw -2236368.099621 + Penalty 3201.346760 = -2233166.752860 nChanged 8 SP:Iteration 32Q (3986.160000 sec): 3 clusters Score: Raw -2236372.803312 + Penalty 3201.346760 = -2233171.456551 nChanged 8 SP:Iteration 33Q (3986.460000 sec): 3 clusters Score: Raw -2236376.208865 + Penalty 3201.346760 = -2233174.862104 nChanged 8 SP:Iteration 34Q (3986.670000 sec): 3 clusters Score: Raw -2236379.119600 + Penalty 3201.346760 = -2233177.772839 nChanged 4 SP:Iteration 35Q (3986.970000 sec): 3 clusters Score: Raw -2236380.409865 + Penalty 3201.346760 = -2233179.063105 nChanged 2 SP:Iteration 36Q (3987.260000 sec): 3 clusters Score: Raw -2236381.515373 + Penalty 3201.346760 = -2233180.168613 nChanged 1 SP:Iteration 37Q (3987.510000 sec): 3 clusters Score: Raw -2236382.288028 + Penalty 3201.346760 = -2233180.941268 nChanged 2 SP:Iteration 38Q (3987.780000 sec): 3 clusters Score: Raw -2236382.922901 + Penalty 3201.346760 = -2233181.576140 nChanged 2 SP:Iteration 39Q (3988.040000 sec): 3 clusters Score: Raw -2236383.747476 + Penalty 3201.346760 = -2233182.400716 nChanged 2 SP:Iteration 40F (3988.250000 sec): 3 clusters Score: Raw -2236384.465026 + Penalty 3201.346760 = -2233183.118266 nChanged 1 SP:Iteration 41Q (3988.540000 sec): 3 clusters Score: Raw -2236385.553077 + Penalty 3201.346760 = -2233184.206317 nChanged 1 SP:Iteration 42Q (3988.760000 sec): 3 clusters Score: Raw -2236386.882945 + Penalty 3201.346760 = -2233185.536185 nChanged 1 SP:Iteration 43Q (3989.020000 sec): 3 clusters Score: Raw -2236387.389374 + Penalty 3201.346760 = -2233186.042614 nChanged 1 SP:Iteration 44Q (3989.290000 sec): 3 clusters Score: Raw -2236387.713444 + Penalty 3201.346760 = -2233186.366684 nChanged 0 SP:Iteration 45F (3989.520000 sec): 3 clusters Score: Raw -2236387.713444 + Penalty 3201.346760 = -2233186.366684 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3989.620000 sec): 2 clusters Score: Raw -30890.667677 + Penalty 913.902845 = -29976.764832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3989.810000 sec): 3 clusters Score: Raw -30957.738219 + Penalty 1827.805690 = -29129.932529 nChanged 45 SP:Iteration 1F (3989.960000 sec): 3 clusters Score: Raw -31062.499870 + Penalty 1827.805690 = -29234.694181 nChanged 11 SP:Iteration 2Q (3990.120000 sec): 3 clusters Score: Raw -31096.657427 + Penalty 1827.805690 = -29268.851738 nChanged 5 SP:Iteration 3Q (3990.300000 sec): 3 clusters Score: Raw -31104.409403 + Penalty 1827.805690 = -29276.603713 nChanged 0 SP:Iteration 4F (3990.440000 sec): 3 clusters Score: Raw -31104.409403 + Penalty 1827.805690 = -29276.603713 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3990.680000 sec): 2 clusters Score: Raw -3433054.737078 + Penalty 1658.216077 = -3431396.521001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3990.980000 sec): 3 clusters Score: Raw -3416472.338825 + Penalty 3316.432154 = -3413155.906670 nChanged 12410 SP:Iteration 1F (3991.280000 sec): 3 clusters Score: Raw -3423230.607263 + Penalty 3316.432154 = -3419914.175109 nChanged 1042 SP:Iteration 2Q (3991.620000 sec): 3 clusters Score: Raw -3423493.139401 + Penalty 3316.432154 = -3420176.707247 nChanged 961 SP:Iteration 3Q (3991.930000 sec): 3 clusters Score: Raw -3423716.977726 + Penalty 3316.432154 = -3420400.545572 nChanged 823 SP:Iteration 4Q (3992.260000 sec): 3 clusters Score: Raw -3423909.914937 + Penalty 3316.432154 = -3420593.482783 nChanged 788 SP:Iteration 5Q (3992.570000 sec): 3 clusters Score: Raw -3424123.912854 + Penalty 3316.432154 = -3420807.480700 nChanged 806 SP:Iteration 6Q (3992.890000 sec): 3 clusters Score: Raw -3424375.168480 + Penalty 3316.432154 = -3421058.736326 nChanged 952 SP:Iteration 7Q (3993.180000 sec): 3 clusters Score: Raw -3424703.512952 + Penalty 3316.432154 = -3421387.080798 nChanged 1065 SP:Iteration 8Q (3993.460000 sec): 3 clusters Score: Raw -3425176.817988 + Penalty 3316.432154 = -3421860.385834 nChanged 1332 SP:Iteration 9Q (3993.760000 sec): 3 clusters Score: Raw -3425942.884891 + Penalty 3316.432154 = -3422626.452737 nChanged 1567 SP:Iteration 10F (3994.130000 sec): 3 clusters Score: Raw -3427117.375035 + Penalty 3316.432154 = -3423800.942880 nChanged 1714 SP:Iteration 11F (3994.470000 sec): 3 clusters Score: Raw -3428675.400299 + Penalty 3316.432154 = -3425358.968144 nChanged 1619 SP:Iteration 12F (3994.760000 sec): 3 clusters Score: Raw -3430230.370040 + Penalty 3316.432154 = -3426913.937886 nChanged 1273 SP:Iteration 13Q (3995.090000 sec): 3 clusters Score: Raw -3431156.214081 + Penalty 3316.432154 = -3427839.781926 nChanged 744 SP:Iteration 14Q (3995.380000 sec): 3 clusters Score: Raw -3431498.540498 + Penalty 3316.432154 = -3428182.108343 nChanged 471 SP:Iteration 15Q (3995.700000 sec): 3 clusters Score: Raw -3431695.234497 + Penalty 3316.432154 = -3428378.802343 nChanged 363 SP:Iteration 16Q (3996.000000 sec): 3 clusters Score: Raw -3431838.226184 + Penalty 3316.432154 = -3428521.794030 nChanged 306 SP:Iteration 17Q (3996.310000 sec): 3 clusters Score: Raw -3431942.941956 + Penalty 3316.432154 = -3428626.509802 nChanged 260 SP:Iteration 18Q (3996.620000 sec): 3 clusters Score: Raw -3432032.716678 + Penalty 3316.432154 = -3428716.284524 nChanged 264 SP:Iteration 19Q (3996.980000 sec): 3 clusters Score: Raw -3432127.389491 + Penalty 3316.432154 = -3428810.957337 nChanged 263 SP:Iteration 20F (3997.260000 sec): 3 clusters Score: Raw -3432216.901206 + Penalty 3316.432154 = -3428900.469052 nChanged 246 SP:Iteration 21Q (3997.510000 sec): 3 clusters Score: Raw -3432301.725928 + Penalty 3316.432154 = -3428985.293774 nChanged 233 SP:Iteration 22Q (3997.830000 sec): 3 clusters Score: Raw -3432376.926132 + Penalty 3316.432154 = -3429060.493978 nChanged 205 SP:Iteration 23Q (3998.140000 sec): 3 clusters Score: Raw -3432438.539712 + Penalty 3316.432154 = -3429122.107558 nChanged 185 SP:Iteration 24Q (3998.460000 sec): 3 clusters Score: Raw -3432494.761769 + Penalty 3316.432154 = -3429178.329615 nChanged 180 SP:Iteration 25Q (3998.780000 sec): 3 clusters Score: Raw -3432548.120231 + Penalty 3316.432154 = -3429231.688076 nChanged 166 SP:Iteration 26Q (3999.060000 sec): 3 clusters Score: Raw -3432597.073393 + Penalty 3316.432154 = -3429280.641239 nChanged 159 SP:Iteration 27Q (3999.410000 sec): 3 clusters Score: Raw -3432645.161444 + Penalty 3316.432154 = -3429328.729290 nChanged 147 SP:Iteration 28Q (3999.710000 sec): 3 clusters Score: Raw -3432686.867518 + Penalty 3316.432154 = -3429370.435364 nChanged 138 SP:Iteration 29Q (3999.980000 sec): 3 clusters Score: Raw -3432729.685169 + Penalty 3316.432154 = -3429413.253015 nChanged 143 SP:Iteration 30Q (4000.220000 sec): 3 clusters Score: Raw -3432778.394397 + Penalty 3316.432154 = -3429461.962242 nChanged 124 SP:Iteration 31Q (4000.490000 sec): 3 clusters Score: Raw -3432820.040077 + Penalty 3316.432154 = -3429503.607923 nChanged 108 SP:Iteration 32Q (4000.790000 sec): 3 clusters Score: Raw -3432850.255277 + Penalty 3316.432154 = -3429533.823123 nChanged 91 SP:Iteration 33Q (4001.070000 sec): 3 clusters Score: Raw -3432876.461084 + Penalty 3316.432154 = -3429560.028930 nChanged 86 SP:Iteration 34Q (4001.350000 sec): 3 clusters Score: Raw -3432902.826389 + Penalty 3316.432154 = -3429586.394235 nChanged 91 SP:Iteration 35Q (4001.660000 sec): 3 clusters Score: Raw -3432929.537126 + Penalty 3316.432154 = -3429613.104972 nChanged 96 SP:Iteration 36Q (4001.930000 sec): 3 clusters Score: Raw -3432959.037774 + Penalty 3316.432154 = -3429642.605619 nChanged 73 SP:Iteration 37Q (4002.190000 sec): 3 clusters Score: Raw -3432980.926889 + Penalty 3316.432154 = -3429664.494735 nChanged 70 SP:Iteration 38Q (4002.490000 sec): 3 clusters Score: Raw -3433000.636559 + Penalty 3316.432154 = -3429684.204404 nChanged 70 SP:Iteration 39Q (4002.780000 sec): 3 clusters Score: Raw -3433017.619193 + Penalty 3316.432154 = -3429701.187039 nChanged 57 SP:Iteration 40F (4003.060000 sec): 3 clusters Score: Raw -3433031.141061 + Penalty 3316.432154 = -3429714.708907 nChanged 54 SP:Iteration 41Q (4003.340000 sec): 3 clusters Score: Raw -3433044.302167 + Penalty 3316.432154 = -3429727.870013 nChanged 52 SP:Iteration 42Q (4003.660000 sec): 3 clusters Score: Raw -3433057.926709 + Penalty 3316.432154 = -3429741.494555 nChanged 43 SP:Iteration 43Q (4003.970000 sec): 3 clusters Score: Raw -3433066.980499 + Penalty 3316.432154 = -3429750.548345 nChanged 39 SP:Iteration 44Q (4004.230000 sec): 3 clusters Score: Raw -3433079.195759 + Penalty 3316.432154 = -3429762.763605 nChanged 41 SP:Iteration 45Q (4004.490000 sec): 3 clusters Score: Raw -3433089.158028 + Penalty 3316.432154 = -3429772.725874 nChanged 39 SP:Iteration 46Q (4004.800000 sec): 3 clusters Score: Raw -3433096.940486 + Penalty 3316.432154 = -3429780.508332 nChanged 23 SP:Iteration 47Q (4005.110000 sec): 3 clusters Score: Raw -3433103.617697 + Penalty 3316.432154 = -3429787.185543 nChanged 26 SP:Iteration 48Q (4005.390000 sec): 3 clusters Score: Raw -3433108.704390 + Penalty 3316.432154 = -3429792.272236 nChanged 22 SP:Iteration 49Q (4005.680000 sec): 3 clusters Score: Raw -3433113.109030 + Penalty 3316.432154 = -3429796.676876 nChanged 17 SP:Iteration 50Q (4005.950000 sec): 3 clusters Score: Raw -3433117.282803 + Penalty 3316.432154 = -3429800.850649 nChanged 22 SP:Iteration 51Q (4006.240000 sec): 3 clusters Score: Raw -3433122.397263 + Penalty 3316.432154 = -3429805.965109 nChanged 17 SP:Iteration 52Q (4006.510000 sec): 3 clusters Score: Raw -3433125.997906 + Penalty 3316.432154 = -3429809.565752 nChanged 22 SP:Iteration 53Q (4006.860000 sec): 3 clusters Score: Raw -3433131.075472 + Penalty 3316.432154 = -3429814.643318 nChanged 20 SP:Iteration 54Q (4007.140000 sec): 3 clusters Score: Raw -3433135.866970 + Penalty 3316.432154 = -3429819.434816 nChanged 15 SP:Iteration 55Q (4007.410000 sec): 3 clusters Score: Raw -3433139.388377 + Penalty 3316.432154 = -3429822.956223 nChanged 15 SP:Iteration 56Q (4007.680000 sec): 3 clusters Score: Raw -3433141.789969 + Penalty 3316.432154 = -3429825.357815 nChanged 11 SP:Iteration 57Q (4007.970000 sec): 3 clusters Score: Raw -3433144.057815 + Penalty 3316.432154 = -3429827.625661 nChanged 10 SP:Iteration 58Q (4008.230000 sec): 3 clusters Score: Raw -3433146.896283 + Penalty 3316.432154 = -3429830.464129 nChanged 15 SP:Iteration 59Q (4008.490000 sec): 3 clusters Score: Raw -3433150.385304 + Penalty 3316.432154 = -3429833.953150 nChanged 18 SP:Iteration 60F (4008.730000 sec): 3 clusters Score: Raw -3433153.825964 + Penalty 3316.432154 = -3429837.393810 nChanged 12 SP:Iteration 61Q (4008.990000 sec): 3 clusters Score: Raw -3433155.610939 + Penalty 3316.432154 = -3429839.178785 nChanged 7 SP:Iteration 62Q (4009.300000 sec): 3 clusters Score: Raw -3433156.972031 + Penalty 3316.432154 = -3429840.539876 nChanged 15 SP:Iteration 63Q (4009.640000 sec): 3 clusters Score: Raw -3433160.534561 + Penalty 3316.432154 = -3429844.102406 nChanged 14 SP:Iteration 64Q (4009.940000 sec): 3 clusters Score: Raw -3433163.870586 + Penalty 3316.432154 = -3429847.438431 nChanged 14 SP:Iteration 65Q (4010.190000 sec): 3 clusters Score: Raw -3433168.569683 + Penalty 3316.432154 = -3429852.137528 nChanged 15 SP:Iteration 66Q (4010.480000 sec): 3 clusters Score: Raw -3433171.885617 + Penalty 3316.432154 = -3429855.453463 nChanged 16 SP:Iteration 67Q (4010.780000 sec): 3 clusters Score: Raw -3433175.464281 + Penalty 3316.432154 = -3429859.032126 nChanged 17 SP:Iteration 68Q (4011.080000 sec): 3 clusters Score: Raw -3433180.300121 + Penalty 3316.432154 = -3429863.867966 nChanged 18 SP:Iteration 69Q (4011.360000 sec): 3 clusters Score: Raw -3433184.908672 + Penalty 3316.432154 = -3429868.476518 nChanged 13 SP:Iteration 70Q (4011.630000 sec): 3 clusters Score: Raw -3433189.125064 + Penalty 3316.432154 = -3429872.692910 nChanged 16 SP:Iteration 71Q (4011.950000 sec): 3 clusters Score: Raw -3433193.711293 + Penalty 3316.432154 = -3429877.279139 nChanged 20 SP:Iteration 72Q (4012.260000 sec): 3 clusters Score: Raw -3433198.679732 + Penalty 3316.432154 = -3429882.247578 nChanged 8 SP:Iteration 73Q (4012.540000 sec): 3 clusters Score: Raw -3433200.608262 + Penalty 3316.432154 = -3429884.176108 nChanged 9 SP:Iteration 74Q (4012.810000 sec): 3 clusters Score: Raw -3433202.756858 + Penalty 3316.432154 = -3429886.324704 nChanged 2 SP:Iteration 75Q (4013.090000 sec): 3 clusters Score: Raw -3433203.438255 + Penalty 3316.432154 = -3429887.006101 nChanged 4 SP:Iteration 76Q (4013.370000 sec): 3 clusters Score: Raw -3433204.355590 + Penalty 3316.432154 = -3429887.923436 nChanged 3 SP:Iteration 77Q (4013.660000 sec): 3 clusters Score: Raw -3433204.937118 + Penalty 3316.432154 = -3429888.504964 nChanged 2 SP:Iteration 78Q (4013.950000 sec): 3 clusters Score: Raw -3433205.422648 + Penalty 3316.432154 = -3429888.990494 nChanged 3 SP:Iteration 79Q (4014.170000 sec): 3 clusters Score: Raw -3433206.058045 + Penalty 3316.432154 = -3429889.625891 nChanged 2 SP:Iteration 80F (4014.460000 sec): 3 clusters Score: Raw -3433207.032680 + Penalty 3316.432154 = -3429890.600526 nChanged 3 SP:Iteration 81Q (4014.800000 sec): 3 clusters Score: Raw -3433207.628164 + Penalty 3316.432154 = -3429891.196010 nChanged 2 SP:Iteration 82Q (4015.050000 sec): 3 clusters Score: Raw -3433207.886745 + Penalty 3316.432154 = -3429891.454591 nChanged 2 SP:Iteration 83Q (4015.360000 sec): 3 clusters Score: Raw -3433208.249528 + Penalty 3316.432154 = -3429891.817374 nChanged 2 SP:Iteration 84Q (4015.650000 sec): 3 clusters Score: Raw -3433208.500547 + Penalty 3316.432154 = -3429892.068393 nChanged 0 SP:Iteration 85F (4016.000000 sec): 3 clusters Score: Raw -3433208.500547 + Penalty 3316.432154 = -3429892.068393 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4016.240000 sec): 2 clusters Score: Raw -2730864.108223 + Penalty 1622.333667 = -2729241.774556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4016.530000 sec): 3 clusters Score: Raw -2717732.871325 + Penalty 3244.667334 = -2714488.203991 nChanged 9808 SP:Iteration 1F (4016.880000 sec): 3 clusters Score: Raw -2722972.822965 + Penalty 3244.667334 = -2719728.155631 nChanged 945 SP:Iteration 2Q (4017.140000 sec): 3 clusters Score: Raw -2723235.977773 + Penalty 3244.667334 = -2719991.310439 nChanged 822 SP:Iteration 3Q (4017.470000 sec): 3 clusters Score: Raw -2723466.048684 + Penalty 3244.667334 = -2720221.381350 nChanged 743 SP:Iteration 4Q (4017.810000 sec): 3 clusters Score: Raw -2723641.963349 + Penalty 3244.667334 = -2720397.296015 nChanged 615 SP:Iteration 5Q (4018.120000 sec): 3 clusters Score: Raw -2723777.684381 + Penalty 3244.667334 = -2720533.017047 nChanged 573 SP:Iteration 6Q (4018.370000 sec): 3 clusters Score: Raw -2723908.016797 + Penalty 3244.667334 = -2720663.349463 nChanged 532 SP:Iteration 7Q (4018.690000 sec): 3 clusters Score: Raw -2724049.601845 + Penalty 3244.667334 = -2720804.934511 nChanged 578 SP:Iteration 8Q (4018.970000 sec): 3 clusters Score: Raw -2724218.431170 + Penalty 3244.667334 = -2720973.763836 nChanged 648 SP:Iteration 9Q (4019.290000 sec): 3 clusters Score: Raw -2724447.324007 + Penalty 3244.667334 = -2721202.656673 nChanged 777 SP:Iteration 10Q (4019.550000 sec): 3 clusters Score: Raw -2724792.586976 + Penalty 3244.667334 = -2721547.919642 nChanged 962 SP:Iteration 11Q (4019.850000 sec): 3 clusters Score: Raw -2725293.889008 + Penalty 3244.667334 = -2722049.221674 nChanged 1118 SP:Iteration 12F (4020.150000 sec): 3 clusters Score: Raw -2725959.347502 + Penalty 3244.667334 = -2722714.680168 nChanged 1235 SP:Iteration 13F (4020.420000 sec): 3 clusters Score: Raw -2726865.597103 + Penalty 3244.667334 = -2723620.929769 nChanged 1282 SP:Iteration 14F (4020.690000 sec): 3 clusters Score: Raw -2727971.422634 + Penalty 3244.667334 = -2724726.755300 nChanged 1096 SP:Iteration 15F (4020.940000 sec): 3 clusters Score: Raw -2729048.647154 + Penalty 3244.667334 = -2725803.979820 nChanged 837 SP:Iteration 16Q (4021.210000 sec): 3 clusters Score: Raw -2729948.838085 + Penalty 3244.667334 = -2726704.170751 nChanged 547 SP:Iteration 17Q (4021.490000 sec): 3 clusters Score: Raw -2730459.565225 + Penalty 3244.667334 = -2727214.897891 nChanged 364 SP:Iteration 18Q (4021.790000 sec): 3 clusters Score: Raw -2730693.765478 + Penalty 3244.667334 = -2727449.098144 nChanged 251 SP:Iteration 19Q (4022.090000 sec): 3 clusters Score: Raw -2730814.437327 + Penalty 3244.667334 = -2727569.769993 nChanged 186 SP:Iteration 20F (4022.390000 sec): 3 clusters Score: Raw -2730881.405890 + Penalty 3244.667334 = -2727636.738556 nChanged 127 SP:Iteration 21Q (4022.650000 sec): 3 clusters Score: Raw -2730923.824741 + Penalty 3244.667334 = -2727679.157407 nChanged 97 SP:Iteration 22Q (4022.910000 sec): 3 clusters Score: Raw -2730955.041444 + Penalty 3244.667334 = -2727710.374110 nChanged 85 SP:Iteration 23Q (4023.160000 sec): 3 clusters Score: Raw -2730982.192658 + Penalty 3244.667334 = -2727737.525324 nChanged 75 SP:Iteration 24Q (4023.430000 sec): 3 clusters Score: Raw -2731000.613355 + Penalty 3244.667334 = -2727755.946022 nChanged 55 SP:Iteration 25Q (4023.730000 sec): 3 clusters Score: Raw -2731013.518096 + Penalty 3244.667334 = -2727768.850762 nChanged 48 SP:Iteration 26Q (4023.970000 sec): 3 clusters Score: Raw -2731025.124060 + Penalty 3244.667334 = -2727780.456726 nChanged 35 SP:Iteration 27Q (4024.250000 sec): 3 clusters Score: Raw -2731033.506135 + Penalty 3244.667334 = -2727788.838801 nChanged 33 SP:Iteration 28Q (4024.530000 sec): 3 clusters Score: Raw -2731041.125828 + Penalty 3244.667334 = -2727796.458494 nChanged 28 SP:Iteration 29Q (4024.780000 sec): 3 clusters Score: Raw -2731047.148719 + Penalty 3244.667334 = -2727802.481385 nChanged 30 SP:Iteration 30Q (4025.010000 sec): 3 clusters Score: Raw -2731053.750913 + Penalty 3244.667334 = -2727809.083579 nChanged 25 SP:Iteration 31Q (4025.290000 sec): 3 clusters Score: Raw -2731057.949110 + Penalty 3244.667334 = -2727813.281776 nChanged 16 SP:Iteration 32Q (4025.530000 sec): 3 clusters Score: Raw -2731061.979216 + Penalty 3244.667334 = -2727817.311882 nChanged 18 SP:Iteration 33Q (4025.740000 sec): 3 clusters Score: Raw -2731068.201324 + Penalty 3244.667334 = -2727823.533991 nChanged 25 SP:Iteration 34Q (4025.990000 sec): 3 clusters Score: Raw -2731073.660544 + Penalty 3244.667334 = -2727828.993210 nChanged 23 SP:Iteration 35Q (4026.220000 sec): 3 clusters Score: Raw -2731078.159628 + Penalty 3244.667334 = -2727833.492294 nChanged 19 SP:Iteration 36Q (4026.510000 sec): 3 clusters Score: Raw -2731082.913096 + Penalty 3244.667334 = -2727838.245762 nChanged 19 SP:Iteration 37Q (4026.760000 sec): 3 clusters Score: Raw -2731086.510299 + Penalty 3244.667334 = -2727841.842965 nChanged 13 SP:Iteration 38Q (4027.010000 sec): 3 clusters Score: Raw -2731089.884432 + Penalty 3244.667334 = -2727845.217098 nChanged 11 SP:Iteration 39Q (4027.230000 sec): 3 clusters Score: Raw -2731092.386901 + Penalty 3244.667334 = -2727847.719567 nChanged 12 SP:Iteration 40F (4027.510000 sec): 3 clusters Score: Raw -2731095.392910 + Penalty 3244.667334 = -2727850.725576 nChanged 9 SP:Iteration 41Q (4027.820000 sec): 3 clusters Score: Raw -2731096.729790 + Penalty 3244.667334 = -2727852.062456 nChanged 1 SP:Iteration 42Q (4028.100000 sec): 3 clusters Score: Raw -2731096.912311 + Penalty 3244.667334 = -2727852.244977 nChanged 0 SP:Iteration 43F (4028.350000 sec): 3 clusters Score: Raw -2731096.912311 + Penalty 3244.667334 = -2727852.244977 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4028.430000 sec): 2 clusters Score: Raw -44993.215150 + Penalty 989.100893 = -44004.114257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4028.600000 sec): 3 clusters Score: Raw -45010.725131 + Penalty 1978.201786 = -43032.523345 nChanged 111 SP:Iteration 1F (4028.810000 sec): 3 clusters Score: Raw -45336.759281 + Penalty 1978.201786 = -43358.557494 nChanged 54 SP:Iteration 2F (4028.940000 sec): 3 clusters Score: Raw -45616.244076 + Penalty 1978.201786 = -43638.042289 nChanged 30 SP:Iteration 3F (4029.150000 sec): 3 clusters Score: Raw -45802.618508 + Penalty 1978.201786 = -43824.416722 nChanged 24 SP:Iteration 4F (4029.340000 sec): 3 clusters Score: Raw -46000.482305 + Penalty 1978.201786 = -44022.280519 nChanged 15 SP:Iteration 5Q (4029.510000 sec): 3 clusters Score: Raw -46194.853563 + Penalty 1978.201786 = -44216.651777 nChanged 10 SP:Iteration 6Q (4029.690000 sec): 3 clusters Score: Raw -46366.635886 + Penalty 1978.201786 = -44388.434099 nChanged 8 SP:Iteration 7Q (4029.870000 sec): 3 clusters Score: Raw -46473.509452 + Penalty 1978.201786 = -44495.307666 nChanged 6 SP:Iteration 8Q (4030.070000 sec): 3 clusters Score: Raw -46519.276811 + Penalty 1978.201786 = -44541.075025 nChanged 4 SP:Iteration 9Q (4030.200000 sec): 3 clusters Score: Raw -46545.773691 + Penalty 1978.201786 = -44567.571905 nChanged 1 SP:Iteration 10Q (4030.390000 sec): 3 clusters Score: Raw -46615.879856 + Penalty 1978.201786 = -44637.678069 nChanged 0 SP:Iteration 11F (4030.590000 sec): 3 clusters Score: Raw -46615.879856 + Penalty 1978.201786 = -44637.678069 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 8.72 GB. Trying to split cluster 20 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4030.670000 sec): 2 clusters Score: Raw -129240.388497 + Penalty 1148.162172 = -128092.226325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4030.840000 sec): 3 clusters Score: Raw -128951.632360 + Penalty 2296.324343 = -126655.308017 nChanged 368 SP:Iteration 1F (4031.030000 sec): 3 clusters Score: Raw -129508.832016 + Penalty 2296.324343 = -127212.507672 nChanged 122 SP:Iteration 2F (4031.210000 sec): 3 clusters Score: Raw -129790.001671 + Penalty 2296.324343 = -127493.677327 nChanged 102 SP:Iteration 3F (4031.430000 sec): 3 clusters Score: Raw -130068.544373 + Penalty 2296.324343 = -127772.220030 nChanged 91 SP:Iteration 4F (4031.610000 sec): 3 clusters Score: Raw -130442.767762 + Penalty 2296.324343 = -128146.443419 nChanged 110 SP:Iteration 5F (4031.770000 sec): 3 clusters Score: Raw -130844.823331 + Penalty 2296.324343 = -128548.498987 nChanged 90 SP:Iteration 6F (4031.970000 sec): 3 clusters Score: Raw -131197.168745 + Penalty 2296.324343 = -128900.844402 nChanged 58 SP:Iteration 7Q (4032.160000 sec): 3 clusters Score: Raw -131449.707706 + Penalty 2296.324343 = -129153.383362 nChanged 15 SP:Iteration 8Q (4032.330000 sec): 3 clusters Score: Raw -131505.933693 + Penalty 2296.324343 = -129209.609350 nChanged 6 SP:Iteration 9Q (4032.520000 sec): 3 clusters Score: Raw -131515.883906 + Penalty 2296.324343 = -129219.559563 nChanged 4 SP:Iteration 10Q (4032.690000 sec): 3 clusters Score: Raw -131525.405849 + Penalty 2296.324343 = -129229.081506 nChanged 4 SP:Iteration 11Q (4032.870000 sec): 3 clusters Score: Raw -131531.622546 + Penalty 2296.324343 = -129235.298203 nChanged 2 SP:Iteration 12Q (4033.070000 sec): 3 clusters Score: Raw -131533.787653 + Penalty 2296.324343 = -129237.463310 nChanged 0 SP:Iteration 13F (4033.250000 sec): 3 clusters Score: Raw -131533.787653 + Penalty 2296.324343 = -129237.463310 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 8.72 GB. Trying to split cluster 21 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4033.340000 sec): 2 clusters Score: Raw -27891.048322 + Penalty 909.743568 = -26981.304753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4033.550000 sec): 3 clusters Score: Raw -28024.177815 + Penalty 1819.487137 = -26204.690679 nChanged 73 SP:Iteration 1F (4033.740000 sec): 3 clusters Score: Raw -28253.305504 + Penalty 1819.487137 = -26433.818367 nChanged 24 SP:Iteration 2F (4033.920000 sec): 3 clusters Score: Raw -28403.598225 + Penalty 1819.487137 = -26584.111088 nChanged 7 SP:Iteration 3Q (4034.110000 sec): 3 clusters Score: Raw -28464.745441 + Penalty 1819.487137 = -26645.258305 nChanged 4 SP:Iteration 4Q (4034.320000 sec): 3 clusters Score: Raw -28479.078887 + Penalty 1819.487137 = -26659.591750 nChanged 6 SP:Iteration 5Q (4034.460000 sec): 3 clusters Score: Raw -28497.349628 + Penalty 1819.487137 = -26677.862491 nChanged 5 SP:Iteration 6Q (4034.620000 sec): 3 clusters Score: Raw -28511.018301 + Penalty 1819.487137 = -26691.531164 nChanged 3 SP:Iteration 7Q (4034.840000 sec): 3 clusters Score: Raw -28516.955540 + Penalty 1819.487137 = -26697.468404 nChanged 2 SP:Iteration 8Q (4034.980000 sec): 3 clusters Score: Raw -28520.049458 + Penalty 1819.487137 = -26700.562321 nChanged 1 SP:Iteration 9Q (4035.160000 sec): 3 clusters Score: Raw -28521.642944 + Penalty 1819.487137 = -26702.155807 nChanged 0 SP:Iteration 10F (4035.370000 sec): 3 clusters Score: Raw -28521.642944 + Penalty 1819.487137 = -26702.155807 nChanged 0 Iteration 99Q (4063.090000 sec): 25 clusters Score: Raw -146376727.426556 + Penalty 54602.330072 = -146322125.096484 nChanged 196 Iteration 100F (4111.280000 sec): 25 clusters Score: Raw -146376814.247625 + Penalty 54602.330072 = -146322211.917553 nChanged 215 Iteration 101Q (4146.700000 sec): 25 clusters Score: Raw -146376847.522779 + Penalty 54602.330072 = -146322245.192707 nChanged 210 Iteration 102Q (4176.350000 sec): 25 clusters Score: Raw -146376862.026398 + Penalty 54602.330072 = -146322259.696326 nChanged 193 Iteration 103Q (4205.920000 sec): 25 clusters Score: Raw -146376870.576177 + Penalty 54602.330072 = -146322268.246105 nChanged 200 Iteration 104Q (4236.380000 sec): 25 clusters Score: Raw -146376877.489404 + Penalty 54602.330072 = -146322275.159332 nChanged 199 Iteration 105Q (4266.390000 sec): 25 clusters Score: Raw -146376883.829276 + Penalty 54602.330072 = -146322281.499204 nChanged 194 Iteration 106Q (4295.650000 sec): 25 clusters Score: Raw -146376892.180639 + Penalty 54602.330072 = -146322289.850567 nChanged 171 Iteration 107Q (4322.640000 sec): 25 clusters Score: Raw -146376899.665324 + Penalty 54602.330072 = -146322297.335252 nChanged 157 Iteration 108Q (4357.320000 sec): 25 clusters Score: Raw -146376904.397324 + Penalty 54602.330072 = -146322302.067252 nChanged 179 Iteration 109Q (4392.440000 sec): 25 clusters Score: Raw -146376909.987879 + Penalty 54602.330072 = -146322307.657807 nChanged 196 Iteration 110Q (4425.960000 sec): 25 clusters Score: Raw -146376916.367946 + Penalty 54602.330072 = -146322314.037874 nChanged 195 Iteration 111Q (4455.770000 sec): 25 clusters Score: Raw -146376922.190841 + Penalty 54602.330072 = -146322319.860769 nChanged 190 Iteration 112Q (4484.420000 sec): 25 clusters Score: Raw -146376927.605286 + Penalty 54602.330072 = -146322325.275214 nChanged 182 Iteration 113Q (4509.920000 sec): 25 clusters Score: Raw -146376933.125786 + Penalty 54602.330072 = -146322330.795714 nChanged 202 Iteration 114Q (4540.610000 sec): 25 clusters Score: Raw -146376939.029267 + Penalty 54602.330072 = -146322336.699195 nChanged 205 Iteration 115Q (4570.860000 sec): 25 clusters Score: Raw -146376944.543742 + Penalty 54602.330072 = -146322342.213670 nChanged 191 Iteration 116Q (4600.240000 sec): 25 clusters Score: Raw -146376950.156970 + Penalty 54602.330072 = -146322347.826898 nChanged 202 Iteration 117Q (4634.720000 sec): 25 clusters Score: Raw -146376956.079437 + Penalty 54602.330072 = -146322353.749365 nChanged 200 Iteration 118Q (4669.720000 sec): 25 clusters Score: Raw -146376961.998234 + Penalty 54602.330072 = -146322359.668162 nChanged 218 Iteration 119Q (4697.240000 sec): 25 clusters Score: Raw -146376968.419025 + Penalty 54602.330072 = -146322366.088953 nChanged 205 Iteration 120F (4744.780000 sec): 25 clusters Score: Raw -146376973.813639 + Penalty 54602.330072 = -146322371.483567 nChanged 176 Iteration 121Q (4772.890000 sec): 25 clusters Score: Raw -146376978.751655 + Penalty 54602.330072 = -146322376.421583 nChanged 201 Iteration 122Q (4801.350000 sec): 25 clusters Score: Raw -146376984.677679 + Penalty 54602.330072 = -146322382.347607 nChanged 194 Iteration 123Q (4831.080000 sec): 25 clusters Score: Raw -146376989.874049 + Penalty 54602.330072 = -146322387.543977 nChanged 181 Iteration 124Q (4859.060000 sec): 25 clusters Score: Raw -146376994.507344 + Penalty 54602.330072 = -146322392.177272 nChanged 178 Iteration 125Q (4893.930000 sec): 25 clusters Score: Raw -146376999.212675 + Penalty 54602.330072 = -146322396.882603 nChanged 182 Iteration 126Q (4931.720000 sec): 25 clusters Score: Raw -146377003.754376 + Penalty 54602.330072 = -146322401.424304 nChanged 170 Iteration 127Q (4965.200000 sec): 25 clusters Score: Raw -146377007.932281 + Penalty 54602.330072 = -146322405.602209 nChanged 154 Iteration 128Q (4994.830000 sec): 25 clusters Score: Raw -146377012.256230 + Penalty 54602.330072 = -146322409.926158 nChanged 171 Iteration 129Q (5025.590000 sec): 25 clusters Score: Raw -146377016.813766 + Penalty 54602.330072 = -146322414.483694 nChanged 171 Iteration 130Q (5052.400000 sec): 25 clusters Score: Raw -146377020.368371 + Penalty 54602.330072 = -146322418.038299 nChanged 144 Iteration 131Q (5081.400000 sec): 25 clusters Score: Raw -146377024.057729 + Penalty 54602.330072 = -146322421.727657 nChanged 133 Iteration 132Q (5110.700000 sec): 25 clusters Score: Raw -146377027.644863 + Penalty 54602.330072 = -146322425.314792 nChanged 124 Iteration 133Q (5137.730000 sec): 25 clusters Score: Raw -146377030.653880 + Penalty 54602.330072 = -146322428.323808 nChanged 129 Iteration 134Q (5171.510000 sec): 25 clusters Score: Raw -146377034.138153 + Penalty 54602.330072 = -146322431.808082 nChanged 139 Iteration 135Q (5205.260000 sec): 25 clusters Score: Raw -146377037.397093 + Penalty 54602.330072 = -146322435.067021 nChanged 122 Iteration 136Q (5237.640000 sec): 25 clusters Score: Raw -146377039.809243 + Penalty 54602.330072 = -146322437.479171 nChanged 118 Iteration 137Q (5270.870000 sec): 25 clusters Score: Raw -146377042.377602 + Penalty 54602.330072 = -146322440.047530 nChanged 108 Iteration 138Q (5304.010000 sec): 25 clusters Score: Raw -146377044.765339 + Penalty 54602.330072 = -146322442.435267 nChanged 102 Writing temp clu file Because OldScore, -146322440.047530, is greater than current (better) Score,-146322442.435267 Compute initial score before splitting: Score: Raw -146377044.765339 + Penalty 54602.330072 = -146322442.435267 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (11180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5304.620000 sec): 2 clusters Score: Raw -1361682.630479 + Penalty 1514.805784 = -1360167.824695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5304.830000 sec): 3 clusters Score: Raw -1355253.575546 + Penalty 3029.611568 = -1352223.963978 nChanged 4865 SP:Iteration 1F (5305.050000 sec): 3 clusters Score: Raw -1357835.465216 + Penalty 3029.611568 = -1354805.853648 nChanged 568 SP:Iteration 2F (5305.260000 sec): 3 clusters Score: Raw -1358042.164911 + Penalty 3029.611568 = -1355012.553343 nChanged 478 SP:Iteration 3Q (5305.490000 sec): 3 clusters Score: Raw -1358220.861685 + Penalty 3029.611568 = -1355191.250118 nChanged 459 SP:Iteration 4Q (5305.750000 sec): 3 clusters Score: Raw -1358399.894740 + Penalty 3029.611568 = -1355370.283172 nChanged 436 SP:Iteration 5Q (5305.950000 sec): 3 clusters Score: Raw -1358596.623259 + Penalty 3029.611568 = -1355567.011691 nChanged 438 SP:Iteration 6Q (5306.210000 sec): 3 clusters Score: Raw -1358841.788416 + Penalty 3029.611568 = -1355812.176848 nChanged 482 SP:Iteration 7Q (5306.430000 sec): 3 clusters Score: Raw -1359177.817751 + Penalty 3029.611568 = -1356148.206183 nChanged 574 SP:Iteration 8F (5306.650000 sec): 3 clusters Score: Raw -1359628.247209 + Penalty 3029.611568 = -1356598.635641 nChanged 646 SP:Iteration 9F (5306.850000 sec): 3 clusters Score: Raw -1360185.668304 + Penalty 3029.611568 = -1357156.056736 nChanged 686 SP:Iteration 10F (5307.070000 sec): 3 clusters Score: Raw -1360832.654617 + Penalty 3029.611568 = -1357803.043049 nChanged 655 SP:Iteration 11F (5307.310000 sec): 3 clusters Score: Raw -1361384.160561 + Penalty 3029.611568 = -1358354.548993 nChanged 527 SP:Iteration 12Q (5307.560000 sec): 3 clusters Score: Raw -1361760.770513 + Penalty 3029.611568 = -1358731.158946 nChanged 387 SP:Iteration 13Q (5307.810000 sec): 3 clusters Score: Raw -1362017.748536 + Penalty 3029.611568 = -1358988.136968 nChanged 304 SP:Iteration 14Q (5308.070000 sec): 3 clusters Score: Raw -1362194.385888 + Penalty 3029.611568 = -1359164.774320 nChanged 195 SP:Iteration 15Q (5308.310000 sec): 3 clusters Score: Raw -1362298.649691 + Penalty 3029.611568 = -1359269.038123 nChanged 171 SP:Iteration 16Q (5308.500000 sec): 3 clusters Score: Raw -1362376.492683 + Penalty 3029.611568 = -1359346.881115 nChanged 119 SP:Iteration 17Q (5308.720000 sec): 3 clusters Score: Raw -1362419.893577 + Penalty 3029.611568 = -1359390.282010 nChanged 86 SP:Iteration 18Q (5308.970000 sec): 3 clusters Score: Raw -1362442.664354 + Penalty 3029.611568 = -1359413.052786 nChanged 63 SP:Iteration 19Q (5309.230000 sec): 3 clusters Score: Raw -1362454.394645 + Penalty 3029.611568 = -1359424.783077 nChanged 46 SP:Iteration 20F (5309.460000 sec): 3 clusters Score: Raw -1362460.613343 + Penalty 3029.611568 = -1359431.001775 nChanged 34 SP:Iteration 21Q (5309.670000 sec): 3 clusters Score: Raw -1362465.112764 + Penalty 3029.611568 = -1359435.501196 nChanged 31 SP:Iteration 22Q (5309.880000 sec): 3 clusters Score: Raw -1362468.896256 + Penalty 3029.611568 = -1359439.284689 nChanged 15 SP:Iteration 23Q (5310.130000 sec): 3 clusters Score: Raw -1362470.945593 + Penalty 3029.611568 = -1359441.334025 nChanged 12 SP:Iteration 24Q (5310.370000 sec): 3 clusters Score: Raw -1362472.114370 + Penalty 3029.611568 = -1359442.502802 nChanged 10 SP:Iteration 25Q (5310.610000 sec): 3 clusters Score: Raw -1362472.917281 + Penalty 3029.611568 = -1359443.305714 nChanged 7 SP:Iteration 26Q (5310.870000 sec): 3 clusters Score: Raw -1362473.450964 + Penalty 3029.611568 = -1359443.839397 nChanged 6 SP:Iteration 27Q (5311.100000 sec): 3 clusters Score: Raw -1362473.917339 + Penalty 3029.611568 = -1359444.305771 nChanged 6 SP:Iteration 28Q (5311.350000 sec): 3 clusters Score: Raw -1362474.404655 + Penalty 3029.611568 = -1359444.793087 nChanged 4 SP:Iteration 29Q (5311.590000 sec): 3 clusters Score: Raw -1362474.689064 + Penalty 3029.611568 = -1359445.077496 nChanged 2 SP:Iteration 30Q (5311.770000 sec): 3 clusters Score: Raw -1362474.855028 + Penalty 3029.611568 = -1359445.243461 nChanged 2 SP:Iteration 31Q (5312.030000 sec): 3 clusters Score: Raw -1362475.123852 + Penalty 3029.611568 = -1359445.512284 nChanged 2 SP:Iteration 32Q (5312.230000 sec): 3 clusters Score: Raw -1362475.226719 + Penalty 3029.611568 = -1359445.615152 nChanged 0 SP:Iteration 33F (5312.440000 sec): 3 clusters Score: Raw -1362475.226719 + Penalty 3029.611568 = -1359445.615152 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5312.630000 sec): 2 clusters Score: Raw -3365810.032774 + Penalty 1660.075632 = -3364149.957142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5312.950000 sec): 3 clusters Score: Raw -3349112.094261 + Penalty 3320.151264 = -3345791.942997 nChanged 12529 SP:Iteration 1F (5313.250000 sec): 3 clusters Score: Raw -3355749.219412 + Penalty 3320.151264 = -3352429.068148 nChanged 1056 SP:Iteration 2Q (5313.530000 sec): 3 clusters Score: Raw -3356017.884641 + Penalty 3320.151264 = -3352697.733377 nChanged 996 SP:Iteration 3Q (5313.800000 sec): 3 clusters Score: Raw -3356275.485179 + Penalty 3320.151264 = -3352955.333915 nChanged 942 SP:Iteration 4Q (5314.080000 sec): 3 clusters Score: Raw -3356518.957805 + Penalty 3320.151264 = -3353198.806541 nChanged 910 SP:Iteration 5Q (5314.340000 sec): 3 clusters Score: Raw -3356765.834729 + Penalty 3320.151264 = -3353445.683466 nChanged 918 SP:Iteration 6Q (5314.650000 sec): 3 clusters Score: Raw -3357066.771807 + Penalty 3320.151264 = -3353746.620544 nChanged 1063 SP:Iteration 7Q (5314.890000 sec): 3 clusters Score: Raw -3357510.217534 + Penalty 3320.151264 = -3354190.066270 nChanged 1319 SP:Iteration 8Q (5315.190000 sec): 3 clusters Score: Raw -3358210.974371 + Penalty 3320.151264 = -3354890.823107 nChanged 1617 SP:Iteration 9F (5315.470000 sec): 3 clusters Score: Raw -3359271.491697 + Penalty 3320.151264 = -3355951.340433 nChanged 1841 SP:Iteration 10F (5315.770000 sec): 3 clusters Score: Raw -3360705.127988 + Penalty 3320.151264 = -3357384.976724 nChanged 1867 SP:Iteration 11F (5316.070000 sec): 3 clusters Score: Raw -3362359.876355 + Penalty 3320.151264 = -3359039.725092 nChanged 1603 SP:Iteration 12F (5316.410000 sec): 3 clusters Score: Raw -3363843.935530 + Penalty 3320.151264 = -3360523.784266 nChanged 1069 SP:Iteration 13Q (5316.760000 sec): 3 clusters Score: Raw -3364869.589765 + Penalty 3320.151264 = -3361549.438501 nChanged 601 SP:Iteration 14Q (5317.060000 sec): 3 clusters Score: Raw -3365432.647858 + Penalty 3320.151264 = -3362112.496595 nChanged 289 SP:Iteration 15Q (5317.390000 sec): 3 clusters Score: Raw -3365707.364514 + Penalty 3320.151264 = -3362387.213251 nChanged 125 SP:Iteration 16Q (5317.660000 sec): 3 clusters Score: Raw -3365824.849297 + Penalty 3320.151264 = -3362504.698033 nChanged 62 SP:Iteration 17Q (5317.970000 sec): 3 clusters Score: Raw -3365896.997267 + Penalty 3320.151264 = -3362576.846003 nChanged 36 SP:Iteration 18Q (5318.240000 sec): 3 clusters Score: Raw -3365942.838090 + Penalty 3320.151264 = -3362622.686826 nChanged 19 SP:Iteration 19Q (5318.530000 sec): 3 clusters Score: Raw -3365964.955554 + Penalty 3320.151264 = -3362644.804290 nChanged 14 SP:Iteration 20F (5318.840000 sec): 3 clusters Score: Raw -3365983.412742 + Penalty 3320.151264 = -3362663.261479 nChanged 12 SP:Iteration 21Q (5319.100000 sec): 3 clusters Score: Raw -3365996.161328 + Penalty 3320.151264 = -3362676.010064 nChanged 4 SP:Iteration 22Q (5319.360000 sec): 3 clusters Score: Raw -3366000.254035 + Penalty 3320.151264 = -3362680.102772 nChanged 5 SP:Iteration 23Q (5319.660000 sec): 3 clusters Score: Raw -3366006.987740 + Penalty 3320.151264 = -3362686.836477 nChanged 4 SP:Iteration 24Q (5319.900000 sec): 3 clusters Score: Raw -3366009.168583 + Penalty 3320.151264 = -3362689.017319 nChanged 1 SP:Iteration 25Q (5320.240000 sec): 3 clusters Score: Raw -3366009.530210 + Penalty 3320.151264 = -3362689.378946 nChanged 1 SP:Iteration 26Q (5320.500000 sec): 3 clusters Score: Raw -3366010.301194 + Penalty 3320.151264 = -3362690.149930 nChanged 0 SP:Iteration 27F (5320.860000 sec): 3 clusters Score: Raw -3366010.301194 + Penalty 3320.151264 = -3362690.149930 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5320.980000 sec): 2 clusters Score: Raw -1918690.234207 + Penalty 1563.712685 = -1917126.521521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5321.280000 sec): 3 clusters Score: Raw -1909865.675738 + Penalty 3127.425371 = -1906738.250367 nChanged 6758 SP:Iteration 1F (5321.520000 sec): 3 clusters Score: Raw -1913380.083806 + Penalty 3127.425371 = -1910252.658435 nChanged 698 SP:Iteration 2Q (5321.770000 sec): 3 clusters Score: Raw -1913627.902368 + Penalty 3127.425371 = -1910500.476997 nChanged 687 SP:Iteration 3Q (5322.030000 sec): 3 clusters Score: Raw -1913890.040516 + Penalty 3127.425371 = -1910762.615145 nChanged 701 SP:Iteration 4Q (5322.300000 sec): 3 clusters Score: Raw -1914198.307238 + Penalty 3127.425371 = -1911070.881867 nChanged 778 SP:Iteration 5F (5322.550000 sec): 3 clusters Score: Raw -1914621.269589 + Penalty 3127.425371 = -1911493.844218 nChanged 924 SP:Iteration 6F (5322.770000 sec): 3 clusters Score: Raw -1915227.305116 + Penalty 3127.425371 = -1912099.879745 nChanged 1050 SP:Iteration 7F (5323.010000 sec): 3 clusters Score: Raw -1916033.151812 + Penalty 3127.425371 = -1912905.726441 nChanged 1045 SP:Iteration 8F (5323.260000 sec): 3 clusters Score: Raw -1916934.007364 + Penalty 3127.425371 = -1913806.581993 nChanged 875 SP:Iteration 9F (5323.520000 sec): 3 clusters Score: Raw -1917790.109923 + Penalty 3127.425371 = -1914662.684552 nChanged 593 SP:Iteration 10Q (5323.740000 sec): 3 clusters Score: Raw -1918364.088857 + Penalty 3127.425371 = -1915236.663486 nChanged 339 SP:Iteration 11Q (5323.950000 sec): 3 clusters Score: Raw -1918658.776903 + Penalty 3127.425371 = -1915531.351532 nChanged 197 SP:Iteration 12Q (5324.210000 sec): 3 clusters Score: Raw -1918818.495826 + Penalty 3127.425371 = -1915691.070455 nChanged 140 SP:Iteration 13Q (5324.460000 sec): 3 clusters Score: Raw -1918912.507077 + Penalty 3127.425371 = -1915785.081706 nChanged 87 SP:Iteration 14Q (5324.730000 sec): 3 clusters Score: Raw -1918963.191734 + Penalty 3127.425371 = -1915835.766363 nChanged 48 SP:Iteration 15Q (5324.960000 sec): 3 clusters Score: Raw -1918987.735124 + Penalty 3127.425371 = -1915860.309754 nChanged 45 SP:Iteration 16Q (5325.230000 sec): 3 clusters Score: Raw -1919013.815316 + Penalty 3127.425371 = -1915886.389945 nChanged 35 SP:Iteration 17Q (5325.480000 sec): 3 clusters Score: Raw -1919030.013575 + Penalty 3127.425371 = -1915902.588204 nChanged 25 SP:Iteration 18Q (5325.680000 sec): 3 clusters Score: Raw -1919040.752677 + Penalty 3127.425371 = -1915913.327306 nChanged 15 SP:Iteration 19Q (5325.950000 sec): 3 clusters Score: Raw -1919046.455463 + Penalty 3127.425371 = -1915919.030092 nChanged 16 SP:Iteration 20F (5326.240000 sec): 3 clusters Score: Raw -1919052.741551 + Penalty 3127.425371 = -1915925.316180 nChanged 7 SP:Iteration 21Q (5326.480000 sec): 3 clusters Score: Raw -1919054.231418 + Penalty 3127.425371 = -1915926.806047 nChanged 3 SP:Iteration 22Q (5326.720000 sec): 3 clusters Score: Raw -1919054.795600 + Penalty 3127.425371 = -1915927.370230 nChanged 0 SP:Iteration 23F (5326.980000 sec): 3 clusters Score: Raw -1919054.795600 + Penalty 3127.425371 = -1915927.370230 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5330.780000 sec): 2 clusters Score: Raw -114064976.169948 + Penalty 2233.223884 = -114062742.946064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5336.350000 sec): 3 clusters Score: Raw -113433084.029865 + Penalty 4466.447768 = -113428617.582097 nChanged 458389 SP:Iteration 1F (5342.460000 sec): 3 clusters Score: Raw -113714407.347821 + Penalty 4466.447768 = -113709940.900053 nChanged 22940 SP:Iteration 2Q (5348.880000 sec): 3 clusters Score: Raw -113719536.000368 + Penalty 4466.447768 = -113715069.552600 nChanged 30728 SP:Iteration 3Q (5353.300000 sec): 3 clusters Score: Raw -113729206.384107 + Penalty 4466.447768 = -113724739.936339 nChanged 43471 SP:Iteration 4Q (5358.080000 sec): 3 clusters Score: Raw -113748806.109250 + Penalty 4466.447768 = -113744339.661482 nChanged 61615 SP:Iteration 5F (5362.290000 sec): 3 clusters Score: Raw -113787870.180327 + Penalty 4466.447768 = -113783403.732559 nChanged 80918 SP:Iteration 6F (5366.810000 sec): 3 clusters Score: Raw -113855164.282101 + Penalty 4466.447768 = -113850697.834333 nChanged 88177 SP:Iteration 7F (5371.120000 sec): 3 clusters Score: Raw -113941513.998091 + Penalty 4466.447768 = -113937047.550323 nChanged 69734 SP:Iteration 8F (5375.940000 sec): 3 clusters Score: Raw -114013355.746010 + Penalty 4466.447768 = -114008889.298243 nChanged 36503 SP:Iteration 9Q (5379.990000 sec): 3 clusters Score: Raw -114049637.947469 + Penalty 4466.447768 = -114045171.499701 nChanged 12756 SP:Iteration 10Q (5383.820000 sec): 3 clusters Score: Raw -114061412.290253 + Penalty 4466.447768 = -114056945.842485 nChanged 3379 SP:Iteration 11Q (5387.890000 sec): 3 clusters Score: Raw -114064419.311809 + Penalty 4466.447768 = -114059952.864041 nChanged 847 SP:Iteration 12Q (5391.620000 sec): 3 clusters Score: Raw -114065278.798030 + Penalty 4466.447768 = -114060812.350262 nChanged 345 SP:Iteration 13Q (5395.510000 sec): 3 clusters Score: Raw -114065592.357106 + Penalty 4466.447768 = -114061125.909338 nChanged 287 SP:Iteration 14Q (5399.110000 sec): 3 clusters Score: Raw -114065771.599335 + Penalty 4466.447768 = -114061305.151567 nChanged 197 SP:Iteration 15Q (5402.800000 sec): 3 clusters Score: Raw -114065865.886648 + Penalty 4466.447768 = -114061399.438880 nChanged 149 SP:Iteration 16Q (5406.630000 sec): 3 clusters Score: Raw -114065936.781156 + Penalty 4466.447768 = -114061470.333388 nChanged 120 SP:Iteration 17Q (5410.410000 sec): 3 clusters Score: Raw -114065984.393186 + Penalty 4466.447768 = -114061517.945418 nChanged 104 SP:Iteration 18Q (5414.000000 sec): 3 clusters Score: Raw -114066024.750422 + Penalty 4466.447768 = -114061558.302654 nChanged 84 SP:Iteration 19Q (5417.880000 sec): 3 clusters Score: Raw -114066054.384957 + Penalty 4466.447768 = -114061587.937189 nChanged 76 SP:Iteration 20F (5422.290000 sec): 3 clusters Score: Raw -114066080.545377 + Penalty 4466.447768 = -114061614.097609 nChanged 77 SP:Iteration 21Q (5425.860000 sec): 3 clusters Score: Raw -114066106.420503 + Penalty 4466.447768 = -114061639.972735 nChanged 65 SP:Iteration 22Q (5429.690000 sec): 3 clusters Score: Raw -114066125.665480 + Penalty 4466.447768 = -114061659.217712 nChanged 58 SP:Iteration 23Q (5433.480000 sec): 3 clusters Score: Raw -114066143.709893 + Penalty 4466.447768 = -114061677.262125 nChanged 45 SP:Iteration 24Q (5437.670000 sec): 3 clusters Score: Raw -114066156.544418 + Penalty 4466.447768 = -114061690.096650 nChanged 50 SP:Iteration 25Q (5440.830000 sec): 3 clusters Score: Raw -114066173.821853 + Penalty 4466.447768 = -114061707.374085 nChanged 64 SP:Iteration 26Q (5444.070000 sec): 3 clusters Score: Raw -114066192.843956 + Penalty 4466.447768 = -114061726.396188 nChanged 67 SP:Iteration 27Q (5448.110000 sec): 3 clusters Score: Raw -114066215.706436 + Penalty 4466.447768 = -114061749.258668 nChanged 60 SP:Iteration 28Q (5451.530000 sec): 3 clusters Score: Raw -114066235.353265 + Penalty 4466.447768 = -114061768.905498 nChanged 52 SP:Iteration 29Q (5454.780000 sec): 3 clusters Score: Raw -114066250.397643 + Penalty 4466.447768 = -114061783.949875 nChanged 60 SP:Iteration 30Q (5458.900000 sec): 3 clusters Score: Raw -114066268.810762 + Penalty 4466.447768 = -114061802.362995 nChanged 55 SP:Iteration 31Q (5462.930000 sec): 3 clusters Score: Raw -114066287.624456 + Penalty 4466.447768 = -114061821.176688 nChanged 60 SP:Iteration 32Q (5466.560000 sec): 3 clusters Score: Raw -114066308.392989 + Penalty 4466.447768 = -114061841.945221 nChanged 54 SP:Iteration 33Q (5470.600000 sec): 3 clusters Score: Raw -114066331.338698 + Penalty 4466.447768 = -114061864.890930 nChanged 76 SP:Iteration 34Q (5475.590000 sec): 3 clusters Score: Raw -114066350.200714 + Penalty 4466.447768 = -114061883.752946 nChanged 60 SP:Iteration 35Q (5480.590000 sec): 3 clusters Score: Raw -114066366.870439 + Penalty 4466.447768 = -114061900.422671 nChanged 51 SP:Iteration 36Q (5484.960000 sec): 3 clusters Score: Raw -114066376.339830 + Penalty 4466.447768 = -114061909.892062 nChanged 50 SP:Iteration 37Q (5488.730000 sec): 3 clusters Score: Raw -114066386.898786 + Penalty 4466.447768 = -114061920.451018 nChanged 38 SP:Iteration 38Q (5492.320000 sec): 3 clusters Score: Raw -114066395.077582 + Penalty 4466.447768 = -114061928.629814 nChanged 44 SP:Iteration 39Q (5496.280000 sec): 3 clusters Score: Raw -114066403.905812 + Penalty 4466.447768 = -114061937.458044 nChanged 33 SP:Iteration 40F (5501.310000 sec): 3 clusters Score: Raw -114066411.527809 + Penalty 4466.447768 = -114061945.080041 nChanged 37 SP:Iteration 41Q (5505.110000 sec): 3 clusters Score: Raw -114066418.762742 + Penalty 4466.447768 = -114061952.314974 nChanged 25 SP:Iteration 42Q (5508.600000 sec): 3 clusters Score: Raw -114066423.079503 + Penalty 4466.447768 = -114061956.631735 nChanged 16 SP:Iteration 43Q (5512.740000 sec): 3 clusters Score: Raw -114066426.150854 + Penalty 4466.447768 = -114061959.703086 nChanged 18 SP:Iteration 44Q (5516.640000 sec): 3 clusters Score: Raw -114066429.405919 + Penalty 4466.447768 = -114061962.958152 nChanged 22 SP:Iteration 45Q (5520.620000 sec): 3 clusters Score: Raw -114066432.893576 + Penalty 4466.447768 = -114061966.445808 nChanged 14 SP:Iteration 46Q (5524.440000 sec): 3 clusters Score: Raw -114066435.757346 + Penalty 4466.447768 = -114061969.309579 nChanged 12 SP:Iteration 47Q (5528.750000 sec): 3 clusters Score: Raw -114066438.269709 + Penalty 4466.447768 = -114061971.821941 nChanged 11 SP:Iteration 48Q (5532.760000 sec): 3 clusters Score: Raw -114066439.711244 + Penalty 4466.447768 = -114061973.263476 nChanged 8 SP:Iteration 49Q (5536.590000 sec): 3 clusters Score: Raw -114066440.690996 + Penalty 4466.447768 = -114061974.243228 nChanged 7 SP:Iteration 50Q (5540.420000 sec): 3 clusters Score: Raw -114066441.527343 + Penalty 4466.447768 = -114061975.079575 nChanged 5 SP:Iteration 51Q (5543.340000 sec): 3 clusters Score: Raw -114066442.297346 + Penalty 4466.447768 = -114061975.849578 nChanged 4 SP:Iteration 52Q (5546.640000 sec): 3 clusters Score: Raw -114066442.800930 + Penalty 4466.447768 = -114061976.353162 nChanged 6 SP:Iteration 53Q (5550.180000 sec): 3 clusters Score: Raw -114066443.364831 + Penalty 4466.447768 = -114061976.917063 nChanged 4 SP:Iteration 54Q (5554.060000 sec): 3 clusters Score: Raw -114066443.702738 + Penalty 4466.447768 = -114061977.254971 nChanged 3 SP:Iteration 55Q (5558.260000 sec): 3 clusters Score: Raw -114066444.099898 + Penalty 4466.447768 = -114061977.652130 nChanged 5 SP:Iteration 56Q (5562.130000 sec): 3 clusters Score: Raw -114066444.518363 + Penalty 4466.447768 = -114061978.070595 nChanged 2 SP:Iteration 57Q (5566.610000 sec): 3 clusters Score: Raw -114066444.750614 + Penalty 4466.447768 = -114061978.302846 nChanged 2 SP:Iteration 58Q (5570.210000 sec): 3 clusters Score: Raw -114066445.066825 + Penalty 4466.447768 = -114061978.619057 nChanged 5 SP:Iteration 59Q (5573.830000 sec): 3 clusters Score: Raw -114066445.505354 + Penalty 4466.447768 = -114061979.057586 nChanged 2 SP:Iteration 60F (5578.190000 sec): 3 clusters Score: Raw -114066445.680034 + Penalty 4466.447768 = -114061979.232266 nChanged 4 SP:Iteration 61Q (5582.100000 sec): 3 clusters Score: Raw -114066446.041520 + Penalty 4466.447768 = -114061979.593752 nChanged 2 SP:Iteration 62Q (5586.520000 sec): 3 clusters Score: Raw -114066446.193793 + Penalty 4466.447768 = -114061979.746026 nChanged 0 SP:Iteration 63F (5590.890000 sec): 3 clusters Score: Raw -114066446.193793 + Penalty 4466.447768 = -114061979.746026 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5591.600000 sec): 2 clusters Score: Raw -2763488.495359 + Penalty 1630.772663 = -2761857.722696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5591.920000 sec): 3 clusters Score: Raw -2749614.817330 + Penalty 3261.545325 = -2746353.272004 nChanged 10338 SP:Iteration 1F (5592.270000 sec): 3 clusters Score: Raw -2755104.790072 + Penalty 3261.545325 = -2751843.244746 nChanged 936 SP:Iteration 2Q (5592.580000 sec): 3 clusters Score: Raw -2755351.416780 + Penalty 3261.545325 = -2752089.871455 nChanged 802 SP:Iteration 3Q (5592.830000 sec): 3 clusters Score: Raw -2755550.624123 + Penalty 3261.545325 = -2752289.078798 nChanged 722 SP:Iteration 4Q (5593.130000 sec): 3 clusters Score: Raw -2755743.530617 + Penalty 3261.545325 = -2752481.985291 nChanged 729 SP:Iteration 5Q (5593.500000 sec): 3 clusters Score: Raw -2755978.906981 + Penalty 3261.545325 = -2752717.361656 nChanged 784 SP:Iteration 6Q (5593.810000 sec): 3 clusters Score: Raw -2756275.149314 + Penalty 3261.545325 = -2753013.603989 nChanged 943 SP:Iteration 7Q (5594.190000 sec): 3 clusters Score: Raw -2756703.655980 + Penalty 3261.545325 = -2753442.110655 nChanged 1163 SP:Iteration 8F (5594.520000 sec): 3 clusters Score: Raw -2757339.701234 + Penalty 3261.545325 = -2754078.155909 nChanged 1492 SP:Iteration 9F (5594.780000 sec): 3 clusters Score: Raw -2758379.273631 + Penalty 3261.545325 = -2755117.728306 nChanged 1777 SP:Iteration 10F (5595.120000 sec): 3 clusters Score: Raw -2759853.506164 + Penalty 3261.545325 = -2756591.960838 nChanged 1681 SP:Iteration 11F (5595.370000 sec): 3 clusters Score: Raw -2761436.489186 + Penalty 3261.545325 = -2758174.943861 nChanged 1205 SP:Iteration 12F (5595.700000 sec): 3 clusters Score: Raw -2762616.137387 + Penalty 3261.545325 = -2759354.592061 nChanged 623 SP:Iteration 13Q (5596.020000 sec): 3 clusters Score: Raw -2763224.891735 + Penalty 3261.545325 = -2759963.346410 nChanged 227 SP:Iteration 14Q (5596.300000 sec): 3 clusters Score: Raw -2763472.760363 + Penalty 3261.545325 = -2760211.215038 nChanged 77 SP:Iteration 15Q (5596.560000 sec): 3 clusters Score: Raw -2763576.460705 + Penalty 3261.545325 = -2760314.915380 nChanged 37 SP:Iteration 16Q (5596.840000 sec): 3 clusters Score: Raw -2763629.240459 + Penalty 3261.545325 = -2760367.695134 nChanged 18 SP:Iteration 17Q (5597.160000 sec): 3 clusters Score: Raw -2763651.856457 + Penalty 3261.545325 = -2760390.311131 nChanged 10 SP:Iteration 18Q (5597.400000 sec): 3 clusters Score: Raw -2763666.552340 + Penalty 3261.545325 = -2760405.007014 nChanged 11 SP:Iteration 19Q (5597.660000 sec): 3 clusters Score: Raw -2763687.515507 + Penalty 3261.545325 = -2760425.970181 nChanged 7 SP:Iteration 20F (5597.980000 sec): 3 clusters Score: Raw -2763694.651384 + Penalty 3261.545325 = -2760433.106059 nChanged 4 SP:Iteration 21Q (5598.230000 sec): 3 clusters Score: Raw -2763702.943576 + Penalty 3261.545325 = -2760441.398250 nChanged 7 SP:Iteration 22Q (5598.520000 sec): 3 clusters Score: Raw -2763713.398187 + Penalty 3261.545325 = -2760451.852861 nChanged 3 SP:Iteration 23Q (5598.790000 sec): 3 clusters Score: Raw -2763716.429501 + Penalty 3261.545325 = -2760454.884175 nChanged 1 SP:Iteration 24Q (5599.080000 sec): 3 clusters Score: Raw -2763717.397922 + Penalty 3261.545325 = -2760455.852596 nChanged 0 SP:Iteration 25F (5599.410000 sec): 3 clusters Score: Raw -2763717.397922 + Penalty 3261.545325 = -2760455.852596 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5599.550000 sec): 2 clusters Score: Raw -173009.342794 + Penalty 1181.086241 = -171828.256554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5599.760000 sec): 3 clusters Score: Raw -172455.703805 + Penalty 2362.172482 = -170093.531323 nChanged 477 SP:Iteration 1F (5599.920000 sec): 3 clusters Score: Raw -172814.022943 + Penalty 2362.172482 = -170451.850461 nChanged 119 SP:Iteration 2F (5600.110000 sec): 3 clusters Score: Raw -172923.823289 + Penalty 2362.172482 = -170561.650807 nChanged 64 SP:Iteration 3Q (5600.350000 sec): 3 clusters Score: Raw -173013.662121 + Penalty 2362.172482 = -170651.489639 nChanged 61 SP:Iteration 4Q (5600.590000 sec): 3 clusters Score: Raw -173093.875440 + Penalty 2362.172482 = -170731.702958 nChanged 47 SP:Iteration 5Q (5600.770000 sec): 3 clusters Score: Raw -173147.498858 + Penalty 2362.172482 = -170785.326376 nChanged 45 SP:Iteration 6Q (5600.950000 sec): 3 clusters Score: Raw -173181.885256 + Penalty 2362.172482 = -170819.712774 nChanged 35 SP:Iteration 7Q (5601.140000 sec): 3 clusters Score: Raw -173221.283610 + Penalty 2362.172482 = -170859.111128 nChanged 32 SP:Iteration 8Q (5601.350000 sec): 3 clusters Score: Raw -173254.822356 + Penalty 2362.172482 = -170892.649874 nChanged 30 SP:Iteration 9Q (5601.530000 sec): 3 clusters Score: Raw -173278.079674 + Penalty 2362.172482 = -170915.907192 nChanged 26 SP:Iteration 10Q (5601.750000 sec): 3 clusters Score: Raw -173296.312719 + Penalty 2362.172482 = -170934.140237 nChanged 29 SP:Iteration 11Q (5601.950000 sec): 3 clusters Score: Raw -173328.392240 + Penalty 2362.172482 = -170966.219758 nChanged 30 SP:Iteration 12Q (5602.150000 sec): 3 clusters Score: Raw -173372.239155 + Penalty 2362.172482 = -171010.066673 nChanged 46 SP:Iteration 13Q (5602.340000 sec): 3 clusters Score: Raw -173465.506631 + Penalty 2362.172482 = -171103.334149 nChanged 52 SP:Iteration 14Q (5602.490000 sec): 3 clusters Score: Raw -173604.432573 + Penalty 2362.172482 = -171242.260091 nChanged 55 SP:Iteration 15Q (5602.710000 sec): 3 clusters Score: Raw -173759.256016 + Penalty 2362.172482 = -171397.083534 nChanged 45 SP:Iteration 16Q (5602.930000 sec): 3 clusters Score: Raw -173862.477674 + Penalty 2362.172482 = -171500.305192 nChanged 37 SP:Iteration 17Q (5603.130000 sec): 3 clusters Score: Raw -173944.396696 + Penalty 2362.172482 = -171582.224215 nChanged 18 SP:Iteration 18Q (5603.310000 sec): 3 clusters Score: Raw -173974.454824 + Penalty 2362.172482 = -171612.282342 nChanged 6 SP:Iteration 19Q (5603.490000 sec): 3 clusters Score: Raw -173982.431956 + Penalty 2362.172482 = -171620.259474 nChanged 2 SP:Iteration 20F (5603.670000 sec): 3 clusters Score: Raw -173984.192289 + Penalty 2362.172482 = -171622.019808 nChanged 2 SP:Iteration 21Q (5603.910000 sec): 3 clusters Score: Raw -173987.437645 + Penalty 2362.172482 = -171625.265163 nChanged 0 SP:Iteration 22F (5604.070000 sec): 3 clusters Score: Raw -173987.437645 + Penalty 2362.172482 = -171625.265163 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (89170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5604.650000 sec): 2 clusters Score: Raw -10840368.887671 + Penalty 1852.223740 = -10838516.663931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5605.370000 sec): 3 clusters Score: Raw -10782656.067822 + Penalty 3704.447480 = -10778951.620342 nChanged 42408 SP:Iteration 1F (5606.050000 sec): 3 clusters Score: Raw -10806712.150029 + Penalty 3704.447480 = -10803007.702549 nChanged 2361 SP:Iteration 2Q (5606.730000 sec): 3 clusters Score: Raw -10807143.632335 + Penalty 3704.447480 = -10803439.184855 nChanged 2368 SP:Iteration 3Q (5607.420000 sec): 3 clusters Score: Raw -10807586.456901 + Penalty 3704.447480 = -10803882.009421 nChanged 2370 SP:Iteration 4Q (5608.180000 sec): 3 clusters Score: Raw -10808032.029298 + Penalty 3704.447480 = -10804327.581818 nChanged 2448 SP:Iteration 5Q (5608.930000 sec): 3 clusters Score: Raw -10808506.365075 + Penalty 3704.447480 = -10804801.917595 nChanged 2410 SP:Iteration 6Q (5609.620000 sec): 3 clusters Score: Raw -10808974.454526 + Penalty 3704.447480 = -10805270.007046 nChanged 2488 SP:Iteration 7Q (5610.280000 sec): 3 clusters Score: Raw -10809492.915050 + Penalty 3704.447480 = -10805788.467570 nChanged 2679 SP:Iteration 8Q (5610.940000 sec): 3 clusters Score: Raw -10810103.100073 + Penalty 3704.447480 = -10806398.652593 nChanged 2944 SP:Iteration 9Q (5611.620000 sec): 3 clusters Score: Raw -10810891.740713 + Penalty 3704.447480 = -10807187.293233 nChanged 3446 SP:Iteration 10Q (5612.260000 sec): 3 clusters Score: Raw -10812067.687397 + Penalty 3704.447480 = -10808363.239917 nChanged 4123 SP:Iteration 11Q (5612.900000 sec): 3 clusters Score: Raw -10813877.909989 + Penalty 3704.447480 = -10810173.462508 nChanged 5192 SP:Iteration 12F (5613.630000 sec): 3 clusters Score: Raw -10816889.823140 + Penalty 3704.447480 = -10813185.375660 nChanged 6481 SP:Iteration 13F (5614.290000 sec): 3 clusters Score: Raw -10821759.692648 + Penalty 3704.447480 = -10818055.245168 nChanged 6943 SP:Iteration 14F (5614.860000 sec): 3 clusters Score: Raw -10828002.565210 + Penalty 3704.447480 = -10824298.117730 nChanged 5981 SP:Iteration 15F (5615.440000 sec): 3 clusters Score: Raw -10834094.538188 + Penalty 3704.447480 = -10830390.090708 nChanged 3867 SP:Iteration 16Q (5616.090000 sec): 3 clusters Score: Raw -10838219.052113 + Penalty 3704.447480 = -10834514.604633 nChanged 1654 SP:Iteration 17Q (5616.740000 sec): 3 clusters Score: Raw -10839924.720083 + Penalty 3704.447480 = -10836220.272603 nChanged 395 SP:Iteration 18Q (5617.310000 sec): 3 clusters Score: Raw -10840356.847655 + Penalty 3704.447480 = -10836652.400175 nChanged 84 SP:Iteration 19Q (5617.860000 sec): 3 clusters Score: Raw -10840470.214334 + Penalty 3704.447480 = -10836765.766853 nChanged 36 SP:Iteration 20F (5618.450000 sec): 3 clusters Score: Raw -10840531.100052 + Penalty 3704.447480 = -10836826.652572 nChanged 19 SP:Iteration 21Q (5619.010000 sec): 3 clusters Score: Raw -10840560.461749 + Penalty 3704.447480 = -10836856.014269 nChanged 8 SP:Iteration 22Q (5619.620000 sec): 3 clusters Score: Raw -10840570.625704 + Penalty 3704.447480 = -10836866.178223 nChanged 1 SP:Iteration 23Q (5620.210000 sec): 3 clusters Score: Raw -10840571.202545 + Penalty 3704.447480 = -10836866.755065 nChanged 1 SP:Iteration 24Q (5620.770000 sec): 3 clusters Score: Raw -10840572.380430 + Penalty 3704.447480 = -10836867.932950 nChanged 1 SP:Iteration 25Q (5621.310000 sec): 3 clusters Score: Raw -10840573.426532 + Penalty 3704.447480 = -10836868.979052 nChanged 0 SP:Iteration 26F (5621.910000 sec): 3 clusters Score: Raw -10840573.426532 + Penalty 3704.447480 = -10836868.979052 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5622.040000 sec): 2 clusters Score: Raw -54830.188596 + Penalty 1011.490745 = -53818.697851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5622.240000 sec): 3 clusters Score: Raw -54819.897567 + Penalty 2022.981490 = -52796.916078 nChanged 120 SP:Iteration 1F (5622.470000 sec): 3 clusters Score: Raw -55059.766251 + Penalty 2022.981490 = -53036.784762 nChanged 58 SP:Iteration 2F (5622.610000 sec): 3 clusters Score: Raw -55270.322601 + Penalty 2022.981490 = -53247.341111 nChanged 45 SP:Iteration 3F (5622.790000 sec): 3 clusters Score: Raw -55561.563217 + Penalty 2022.981490 = -53538.581728 nChanged 30 SP:Iteration 4F (5622.930000 sec): 3 clusters Score: Raw -55722.877639 + Penalty 2022.981490 = -53699.896150 nChanged 10 SP:Iteration 5Q (5623.190000 sec): 3 clusters Score: Raw -55746.934805 + Penalty 2022.981490 = -53723.953316 nChanged 5 SP:Iteration 6Q (5623.320000 sec): 3 clusters Score: Raw -55765.746936 + Penalty 2022.981490 = -53742.765446 nChanged 3 SP:Iteration 7Q (5623.510000 sec): 3 clusters Score: Raw -55772.385494 + Penalty 2022.981490 = -53749.404004 nChanged 3 SP:Iteration 8Q (5623.710000 sec): 3 clusters Score: Raw -55784.723083 + Penalty 2022.981490 = -53761.741594 nChanged 5 SP:Iteration 9Q (5623.910000 sec): 3 clusters Score: Raw -55813.136534 + Penalty 2022.981490 = -53790.155044 nChanged 3 SP:Iteration 10Q (5624.090000 sec): 3 clusters Score: Raw -55827.268063 + Penalty 2022.981490 = -53804.286573 nChanged 0 SP:Iteration 11F (5624.310000 sec): 3 clusters Score: Raw -55827.268063 + Penalty 2022.981490 = -53804.286573 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5624.400000 sec): 2 clusters Score: Raw -32523.106950 + Penalty 929.550664 = -31593.556287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5624.610000 sec): 3 clusters Score: Raw -32608.363001 + Penalty 1859.101327 = -30749.261674 nChanged 70 SP:Iteration 1F (5624.750000 sec): 3 clusters Score: Raw -32858.406244 + Penalty 1859.101327 = -30999.304917 nChanged 24 SP:Iteration 2F (5624.910000 sec): 3 clusters Score: Raw -33033.025461 + Penalty 1859.101327 = -31173.924133 nChanged 19 SP:Iteration 3F (5625.100000 sec): 3 clusters Score: Raw -33255.219868 + Penalty 1859.101327 = -31396.118540 nChanged 12 SP:Iteration 4Q (5625.260000 sec): 3 clusters Score: Raw -33296.155810 + Penalty 1859.101327 = -31437.054482 nChanged 7 SP:Iteration 5Q (5625.360000 sec): 3 clusters Score: Raw -33326.817078 + Penalty 1859.101327 = -31467.715751 nChanged 2 SP:Iteration 6Q (5625.490000 sec): 3 clusters Score: Raw -33332.820703 + Penalty 1859.101327 = -31473.719375 nChanged 1 SP:Iteration 7Q (5625.620000 sec): 3 clusters Score: Raw -33334.270323 + Penalty 1859.101327 = -31475.168996 nChanged 1 SP:Iteration 8Q (5625.750000 sec): 3 clusters Score: Raw -33337.833368 + Penalty 1859.101327 = -31478.732040 nChanged 1 SP:Iteration 9Q (5625.880000 sec): 3 clusters Score: Raw -33339.665322 + Penalty 1859.101327 = -31480.563995 nChanged 0 SP:Iteration 10F (5626.020000 sec): 3 clusters Score: Raw -33339.665322 + Penalty 1859.101327 = -31480.563995 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5626.120000 sec): 2 clusters Score: Raw -99173.376232 + Penalty 1103.024810 = -98070.351422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5626.250000 sec): 3 clusters Score: Raw -98882.690056 + Penalty 2206.049619 = -96676.640436 nChanged 262 SP:Iteration 1F (5626.380000 sec): 3 clusters Score: Raw -99177.512758 + Penalty 2206.049619 = -96971.463139 nChanged 88 SP:Iteration 2F (5626.500000 sec): 3 clusters Score: Raw -99337.451395 + Penalty 2206.049619 = -97131.401775 nChanged 67 SP:Iteration 3F (5626.620000 sec): 3 clusters Score: Raw -99481.616093 + Penalty 2206.049619 = -97275.566473 nChanged 56 SP:Iteration 4F (5626.750000 sec): 3 clusters Score: Raw -99609.874502 + Penalty 2206.049619 = -97403.824882 nChanged 39 SP:Iteration 5Q (5626.870000 sec): 3 clusters Score: Raw -99656.007488 + Penalty 2206.049619 = -97449.957869 nChanged 25 SP:Iteration 6Q (5627.000000 sec): 3 clusters Score: Raw -99683.048719 + Penalty 2206.049619 = -97476.999099 nChanged 21 SP:Iteration 7Q (5627.120000 sec): 3 clusters Score: Raw -99712.995635 + Penalty 2206.049619 = -97506.946016 nChanged 28 SP:Iteration 8Q (5627.240000 sec): 3 clusters Score: Raw -99755.849692 + Penalty 2206.049619 = -97549.800073 nChanged 22 SP:Iteration 9Q (5627.370000 sec): 3 clusters Score: Raw -99788.554961 + Penalty 2206.049619 = -97582.505342 nChanged 17 SP:Iteration 10Q (5627.500000 sec): 3 clusters Score: Raw -99809.345244 + Penalty 2206.049619 = -97603.295625 nChanged 7 SP:Iteration 11Q (5627.620000 sec): 3 clusters Score: Raw -99820.513766 + Penalty 2206.049619 = -97614.464147 nChanged 10 SP:Iteration 12Q (5627.740000 sec): 3 clusters Score: Raw -99834.878653 + Penalty 2206.049619 = -97628.829034 nChanged 5 SP:Iteration 13Q (5627.870000 sec): 3 clusters Score: Raw -99842.844690 + Penalty 2206.049619 = -97636.795071 nChanged 5 SP:Iteration 14Q (5628.000000 sec): 3 clusters Score: Raw -99849.243784 + Penalty 2206.049619 = -97643.194164 nChanged 5 SP:Iteration 15Q (5628.120000 sec): 3 clusters Score: Raw -99851.925767 + Penalty 2206.049619 = -97645.876147 nChanged 3 SP:Iteration 16Q (5628.240000 sec): 3 clusters Score: Raw -99854.484588 + Penalty 2206.049619 = -97648.434969 nChanged 2 SP:Iteration 17Q (5628.370000 sec): 3 clusters Score: Raw -99856.077254 + Penalty 2206.049619 = -97650.027634 nChanged 2 SP:Iteration 18Q (5628.490000 sec): 3 clusters Score: Raw -99862.332396 + Penalty 2206.049619 = -97656.282777 nChanged 4 SP:Iteration 19Q (5628.620000 sec): 3 clusters Score: Raw -99870.453314 + Penalty 2206.049619 = -97664.403695 nChanged 4 SP:Iteration 20F (5628.740000 sec): 3 clusters Score: Raw -99874.710985 + Penalty 2206.049619 = -97668.661366 nChanged 4 SP:Iteration 21Q (5628.870000 sec): 3 clusters Score: Raw -99879.916915 + Penalty 2206.049619 = -97673.867296 nChanged 3 SP:Iteration 22Q (5628.990000 sec): 3 clusters Score: Raw -99882.382094 + Penalty 2206.049619 = -97676.332475 nChanged 1 SP:Iteration 23Q (5629.120000 sec): 3 clusters Score: Raw -99884.140430 + Penalty 2206.049619 = -97678.090810 nChanged 1 SP:Iteration 24Q (5629.240000 sec): 3 clusters Score: Raw -99887.351139 + Penalty 2206.049619 = -97681.301519 nChanged 1 SP:Iteration 25Q (5629.360000 sec): 3 clusters Score: Raw -99887.651154 + Penalty 2206.049619 = -97681.601535 nChanged 1 SP:Iteration 26Q (5629.490000 sec): 3 clusters Score: Raw -99888.252423 + Penalty 2206.049619 = -97682.202804 nChanged 1 SP:Iteration 27Q (5629.610000 sec): 3 clusters Score: Raw -99889.630226 + Penalty 2206.049619 = -97683.580606 nChanged 0 SP:Iteration 28F (5629.740000 sec): 3 clusters Score: Raw -99889.630226 + Penalty 2206.049619 = -97683.580606 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (16967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5629.900000 sec): 2 clusters Score: Raw -2156273.950730 + Penalty 1582.591654 = -2154691.359076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5630.130000 sec): 3 clusters Score: Raw -2146058.409784 + Penalty 3165.183307 = -2142893.226477 nChanged 7661 SP:Iteration 1F (5630.450000 sec): 3 clusters Score: Raw -2150208.365267 + Penalty 3165.183307 = -2147043.181960 nChanged 842 SP:Iteration 2Q (5630.690000 sec): 3 clusters Score: Raw -2150537.658345 + Penalty 3165.183307 = -2147372.475038 nChanged 796 SP:Iteration 3Q (5630.980000 sec): 3 clusters Score: Raw -2150885.365250 + Penalty 3165.183307 = -2147720.181943 nChanged 781 SP:Iteration 4Q (5631.230000 sec): 3 clusters Score: Raw -2151270.785098 + Penalty 3165.183307 = -2148105.601791 nChanged 812 SP:Iteration 5Q (5631.460000 sec): 3 clusters Score: Raw -2151728.243201 + Penalty 3165.183307 = -2148563.059894 nChanged 838 SP:Iteration 6Q (5631.730000 sec): 3 clusters Score: Raw -2152258.237434 + Penalty 3165.183307 = -2149093.054127 nChanged 911 SP:Iteration 7F (5632.000000 sec): 3 clusters Score: Raw -2152848.177227 + Penalty 3165.183307 = -2149682.993920 nChanged 969 SP:Iteration 8F (5632.260000 sec): 3 clusters Score: Raw -2153452.919756 + Penalty 3165.183307 = -2150287.736449 nChanged 884 SP:Iteration 9F (5632.540000 sec): 3 clusters Score: Raw -2153997.189383 + Penalty 3165.183307 = -2150832.006076 nChanged 808 SP:Iteration 10Q (5632.830000 sec): 3 clusters Score: Raw -2154454.551742 + Penalty 3165.183307 = -2151289.368435 nChanged 634 SP:Iteration 11Q (5633.090000 sec): 3 clusters Score: Raw -2154761.977099 + Penalty 3165.183307 = -2151596.793792 nChanged 425 SP:Iteration 12Q (5633.340000 sec): 3 clusters Score: Raw -2154928.193615 + Penalty 3165.183307 = -2151763.010308 nChanged 322 SP:Iteration 13Q (5633.630000 sec): 3 clusters Score: Raw -2155039.687053 + Penalty 3165.183307 = -2151874.503746 nChanged 230 SP:Iteration 14Q (5633.890000 sec): 3 clusters Score: Raw -2155105.926705 + Penalty 3165.183307 = -2151940.743398 nChanged 187 SP:Iteration 15Q (5634.140000 sec): 3 clusters Score: Raw -2155150.375040 + Penalty 3165.183307 = -2151985.191733 nChanged 141 SP:Iteration 16Q (5634.370000 sec): 3 clusters Score: Raw -2155182.466602 + Penalty 3165.183307 = -2152017.283295 nChanged 142 SP:Iteration 17Q (5634.660000 sec): 3 clusters Score: Raw -2155214.250219 + Penalty 3165.183307 = -2152049.066912 nChanged 121 SP:Iteration 18Q (5634.910000 sec): 3 clusters Score: Raw -2155239.154588 + Penalty 3165.183307 = -2152073.971281 nChanged 119 SP:Iteration 19Q (5635.180000 sec): 3 clusters Score: Raw -2155262.445918 + Penalty 3165.183307 = -2152097.262611 nChanged 101 SP:Iteration 20F (5635.550000 sec): 3 clusters Score: Raw -2155279.875400 + Penalty 3165.183307 = -2152114.692093 nChanged 87 SP:Iteration 21Q (5635.800000 sec): 3 clusters Score: Raw -2155291.774568 + Penalty 3165.183307 = -2152126.591261 nChanged 71 SP:Iteration 22Q (5636.080000 sec): 3 clusters Score: Raw -2155300.438829 + Penalty 3165.183307 = -2152135.255522 nChanged 61 SP:Iteration 23Q (5636.310000 sec): 3 clusters Score: Raw -2155308.433157 + Penalty 3165.183307 = -2152143.249850 nChanged 61 SP:Iteration 24Q (5636.570000 sec): 3 clusters Score: Raw -2155315.449877 + Penalty 3165.183307 = -2152150.266570 nChanged 60 SP:Iteration 25Q (5636.840000 sec): 3 clusters Score: Raw -2155320.797397 + Penalty 3165.183307 = -2152155.614090 nChanged 42 SP:Iteration 26Q (5637.070000 sec): 3 clusters Score: Raw -2155324.379797 + Penalty 3165.183307 = -2152159.196490 nChanged 40 SP:Iteration 27Q (5637.330000 sec): 3 clusters Score: Raw -2155328.939874 + Penalty 3165.183307 = -2152163.756567 nChanged 26 SP:Iteration 28Q (5637.630000 sec): 3 clusters Score: Raw -2155331.116909 + Penalty 3165.183307 = -2152165.933602 nChanged 31 SP:Iteration 29Q (5637.900000 sec): 3 clusters Score: Raw -2155333.917414 + Penalty 3165.183307 = -2152168.734107 nChanged 32 SP:Iteration 30Q (5638.170000 sec): 3 clusters Score: Raw -2155337.266432 + Penalty 3165.183307 = -2152172.083125 nChanged 35 SP:Iteration 31Q (5638.430000 sec): 3 clusters Score: Raw -2155341.375160 + Penalty 3165.183307 = -2152176.191853 nChanged 33 SP:Iteration 32Q (5638.720000 sec): 3 clusters Score: Raw -2155344.510237 + Penalty 3165.183307 = -2152179.326930 nChanged 23 SP:Iteration 33Q (5639.040000 sec): 3 clusters Score: Raw -2155346.243969 + Penalty 3165.183307 = -2152181.060662 nChanged 23 SP:Iteration 34Q (5639.310000 sec): 3 clusters Score: Raw -2155348.150610 + Penalty 3165.183307 = -2152182.967303 nChanged 27 SP:Iteration 35Q (5639.630000 sec): 3 clusters Score: Raw -2155350.624601 + Penalty 3165.183307 = -2152185.441294 nChanged 28 SP:Iteration 36Q (5639.920000 sec): 3 clusters Score: Raw -2155353.750128 + Penalty 3165.183307 = -2152188.566821 nChanged 34 SP:Iteration 37Q (5640.210000 sec): 3 clusters Score: Raw -2155357.010363 + Penalty 3165.183307 = -2152191.827056 nChanged 35 SP:Iteration 38Q (5640.500000 sec): 3 clusters Score: Raw -2155360.572690 + Penalty 3165.183307 = -2152195.389383 nChanged 38 SP:Iteration 39Q (5640.740000 sec): 3 clusters Score: Raw -2155364.854318 + Penalty 3165.183307 = -2152199.671011 nChanged 44 SP:Iteration 40F (5641.060000 sec): 3 clusters Score: Raw -2155369.532888 + Penalty 3165.183307 = -2152204.349581 nChanged 39 SP:Iteration 41Q (5641.350000 sec): 3 clusters Score: Raw -2155373.620446 + Penalty 3165.183307 = -2152208.437139 nChanged 37 SP:Iteration 42Q (5641.640000 sec): 3 clusters Score: Raw -2155378.449184 + Penalty 3165.183307 = -2152213.265877 nChanged 46 SP:Iteration 43Q (5641.910000 sec): 3 clusters Score: Raw -2155384.191416 + Penalty 3165.183307 = -2152219.008109 nChanged 44 SP:Iteration 44Q (5642.190000 sec): 3 clusters Score: Raw -2155390.430927 + Penalty 3165.183307 = -2152225.247620 nChanged 47 SP:Iteration 45Q (5642.470000 sec): 3 clusters Score: Raw -2155395.423495 + Penalty 3165.183307 = -2152230.240188 nChanged 37 SP:Iteration 46Q (5642.780000 sec): 3 clusters Score: Raw -2155399.290241 + Penalty 3165.183307 = -2152234.106934 nChanged 29 SP:Iteration 47Q (5643.090000 sec): 3 clusters Score: Raw -2155402.338916 + Penalty 3165.183307 = -2152237.155609 nChanged 38 SP:Iteration 48Q (5643.410000 sec): 3 clusters Score: Raw -2155406.324835 + Penalty 3165.183307 = -2152241.141528 nChanged 37 SP:Iteration 49Q (5643.680000 sec): 3 clusters Score: Raw -2155409.939582 + Penalty 3165.183307 = -2152244.756275 nChanged 35 SP:Iteration 50Q (5643.920000 sec): 3 clusters Score: Raw -2155414.077169 + Penalty 3165.183307 = -2152248.893862 nChanged 41 SP:Iteration 51Q (5644.250000 sec): 3 clusters Score: Raw -2155418.847098 + Penalty 3165.183307 = -2152253.663791 nChanged 53 SP:Iteration 52Q (5644.520000 sec): 3 clusters Score: Raw -2155425.676311 + Penalty 3165.183307 = -2152260.493004 nChanged 55 SP:Iteration 53Q (5644.820000 sec): 3 clusters Score: Raw -2155432.827416 + Penalty 3165.183307 = -2152267.644109 nChanged 57 SP:Iteration 54Q (5645.160000 sec): 3 clusters Score: Raw -2155440.983635 + Penalty 3165.183307 = -2152275.800328 nChanged 53 SP:Iteration 55Q (5645.410000 sec): 3 clusters Score: Raw -2155447.832406 + Penalty 3165.183307 = -2152282.649099 nChanged 55 SP:Iteration 56Q (5645.750000 sec): 3 clusters Score: Raw -2155454.714382 + Penalty 3165.183307 = -2152289.531075 nChanged 49 SP:Iteration 57Q (5646.060000 sec): 3 clusters Score: Raw -2155460.001021 + Penalty 3165.183307 = -2152294.817714 nChanged 47 SP:Iteration 58Q (5646.360000 sec): 3 clusters Score: Raw -2155465.613152 + Penalty 3165.183307 = -2152300.429845 nChanged 51 SP:Iteration 59Q (5646.620000 sec): 3 clusters Score: Raw -2155471.655293 + Penalty 3165.183307 = -2152306.471986 nChanged 51 SP:Iteration 60F (5646.940000 sec): 3 clusters Score: Raw -2155477.452946 + Penalty 3165.183307 = -2152312.269639 nChanged 46 SP:Iteration 61Q (5647.290000 sec): 3 clusters Score: Raw -2155482.648631 + Penalty 3165.183307 = -2152317.465324 nChanged 49 SP:Iteration 62Q (5647.550000 sec): 3 clusters Score: Raw -2155487.853397 + Penalty 3165.183307 = -2152322.670090 nChanged 47 SP:Iteration 63Q (5647.860000 sec): 3 clusters Score: Raw -2155493.960654 + Penalty 3165.183307 = -2152328.777347 nChanged 50 SP:Iteration 64Q (5648.100000 sec): 3 clusters Score: Raw -2155499.669519 + Penalty 3165.183307 = -2152334.486212 nChanged 38 SP:Iteration 65Q (5648.380000 sec): 3 clusters Score: Raw -2155504.135091 + Penalty 3165.183307 = -2152338.951784 nChanged 38 SP:Iteration 66Q (5648.640000 sec): 3 clusters Score: Raw -2155507.799341 + Penalty 3165.183307 = -2152342.616034 nChanged 40 SP:Iteration 67Q (5648.920000 sec): 3 clusters Score: Raw -2155512.228143 + Penalty 3165.183307 = -2152347.044836 nChanged 44 SP:Iteration 68Q (5649.180000 sec): 3 clusters Score: Raw -2155517.071953 + Penalty 3165.183307 = -2152351.888646 nChanged 41 SP:Iteration 69Q (5649.500000 sec): 3 clusters Score: Raw -2155522.517785 + Penalty 3165.183307 = -2152357.334478 nChanged 47 SP:Iteration 70Q (5649.800000 sec): 3 clusters Score: Raw -2155529.177860 + Penalty 3165.183307 = -2152363.994553 nChanged 38 SP:Iteration 71Q (5650.100000 sec): 3 clusters Score: Raw -2155533.798648 + Penalty 3165.183307 = -2152368.615341 nChanged 47 SP:Iteration 72Q (5650.410000 sec): 3 clusters Score: Raw -2155539.050218 + Penalty 3165.183307 = -2152373.866911 nChanged 44 SP:Iteration 73Q (5650.720000 sec): 3 clusters Score: Raw -2155544.547079 + Penalty 3165.183307 = -2152379.363772 nChanged 58 SP:Iteration 74Q (5650.990000 sec): 3 clusters Score: Raw -2155553.106549 + Penalty 3165.183307 = -2152387.923242 nChanged 62 SP:Iteration 75Q (5651.210000 sec): 3 clusters Score: Raw -2155562.599854 + Penalty 3165.183307 = -2152397.416547 nChanged 66 SP:Iteration 76Q (5651.520000 sec): 3 clusters Score: Raw -2155572.628970 + Penalty 3165.183307 = -2152407.445663 nChanged 76 SP:Iteration 77Q (5651.760000 sec): 3 clusters Score: Raw -2155581.750262 + Penalty 3165.183307 = -2152416.566955 nChanged 67 SP:Iteration 78Q (5652.020000 sec): 3 clusters Score: Raw -2155589.405895 + Penalty 3165.183307 = -2152424.222588 nChanged 54 SP:Iteration 79Q (5652.300000 sec): 3 clusters Score: Raw -2155597.135929 + Penalty 3165.183307 = -2152431.952622 nChanged 57 SP:Iteration 80F (5652.560000 sec): 3 clusters Score: Raw -2155605.304296 + Penalty 3165.183307 = -2152440.120989 nChanged 59 SP:Iteration 81Q (5652.840000 sec): 3 clusters Score: Raw -2155614.047982 + Penalty 3165.183307 = -2152448.864675 nChanged 72 SP:Iteration 82Q (5653.090000 sec): 3 clusters Score: Raw -2155625.474965 + Penalty 3165.183307 = -2152460.291658 nChanged 78 SP:Iteration 83Q (5653.390000 sec): 3 clusters Score: Raw -2155639.582229 + Penalty 3165.183307 = -2152474.398922 nChanged 77 SP:Iteration 84Q (5653.650000 sec): 3 clusters Score: Raw -2155655.139399 + Penalty 3165.183307 = -2152489.956092 nChanged 80 SP:Iteration 85Q (5653.900000 sec): 3 clusters Score: Raw -2155670.126307 + Penalty 3165.183307 = -2152504.943000 nChanged 87 SP:Iteration 86Q (5654.170000 sec): 3 clusters Score: Raw -2155687.076890 + Penalty 3165.183307 = -2152521.893583 nChanged 94 SP:Iteration 87Q (5654.480000 sec): 3 clusters Score: Raw -2155705.422576 + Penalty 3165.183307 = -2152540.239269 nChanged 85 SP:Iteration 88Q (5654.790000 sec): 3 clusters Score: Raw -2155722.110524 + Penalty 3165.183307 = -2152556.927217 nChanged 79 SP:Iteration 89Q (5655.130000 sec): 3 clusters Score: Raw -2155736.356892 + Penalty 3165.183307 = -2152571.173585 nChanged 89 SP:Iteration 90Q (5655.460000 sec): 3 clusters Score: Raw -2155751.014291 + Penalty 3165.183307 = -2152585.830984 nChanged 74 SP:Iteration 91Q (5655.760000 sec): 3 clusters Score: Raw -2155763.835685 + Penalty 3165.183307 = -2152598.652378 nChanged 93 SP:Iteration 92Q (5656.120000 sec): 3 clusters Score: Raw -2155780.764696 + Penalty 3165.183307 = -2152615.581389 nChanged 85 SP:Iteration 93Q (5656.340000 sec): 3 clusters Score: Raw -2155795.868164 + Penalty 3165.183307 = -2152630.684857 nChanged 96 SP:Iteration 94Q (5656.630000 sec): 3 clusters Score: Raw -2155811.267100 + Penalty 3165.183307 = -2152646.083793 nChanged 78 SP:Iteration 95Q (5656.900000 sec): 3 clusters Score: Raw -2155825.083955 + Penalty 3165.183307 = -2152659.900648 nChanged 94 SP:Iteration 96Q (5657.200000 sec): 3 clusters Score: Raw -2155844.588989 + Penalty 3165.183307 = -2152679.405682 nChanged 103 SP:Iteration 97Q (5657.480000 sec): 3 clusters Score: Raw -2155867.304441 + Penalty 3165.183307 = -2152702.121134 nChanged 115 SP:Iteration 98Q (5657.830000 sec): 3 clusters Score: Raw -2155892.681474 + Penalty 3165.183307 = -2152727.498167 nChanged 109 SP:Iteration 99Q (5658.160000 sec): 3 clusters Score: Raw -2155918.919202 + Penalty 3165.183307 = -2152753.735895 nChanged 122 SP:Iteration 100F (5658.470000 sec): 3 clusters Score: Raw -2155949.283821 + Penalty 3165.183307 = -2152784.100514 nChanged 114 SP:Iteration 101Q (5658.780000 sec): 3 clusters Score: Raw -2155975.246449 + Penalty 3165.183307 = -2152810.063142 nChanged 128 SP:Iteration 102Q (5659.000000 sec): 3 clusters Score: Raw -2156008.003235 + Penalty 3165.183307 = -2152842.819928 nChanged 132 SP:Iteration 103Q (5659.260000 sec): 3 clusters Score: Raw -2156041.300356 + Penalty 3165.183307 = -2152876.117049 nChanged 105 SP:Iteration 104Q (5659.510000 sec): 3 clusters Score: Raw -2156066.247233 + Penalty 3165.183307 = -2152901.063926 nChanged 99 SP:Iteration 105Q (5659.750000 sec): 3 clusters Score: Raw -2156089.708195 + Penalty 3165.183307 = -2152924.524888 nChanged 107 SP:Iteration 106Q (5659.990000 sec): 3 clusters Score: Raw -2156116.455258 + Penalty 3165.183307 = -2152951.271951 nChanged 114 SP:Iteration 107Q (5660.280000 sec): 3 clusters Score: Raw -2156148.471527 + Penalty 3165.183307 = -2152983.288220 nChanged 110 SP:Iteration 108Q (5660.560000 sec): 3 clusters Score: Raw -2156178.069667 + Penalty 3165.183307 = -2153012.886360 nChanged 88 SP:Iteration 109Q (5660.810000 sec): 3 clusters Score: Raw -2156198.666482 + Penalty 3165.183307 = -2153033.483175 nChanged 91 SP:Iteration 110Q (5661.060000 sec): 3 clusters Score: Raw -2156217.666259 + Penalty 3165.183307 = -2153052.482952 nChanged 58 SP:Iteration 111Q (5661.330000 sec): 3 clusters Score: Raw -2156229.080260 + Penalty 3165.183307 = -2153063.896953 nChanged 50 SP:Iteration 112Q (5661.610000 sec): 3 clusters Score: Raw -2156238.214105 + Penalty 3165.183307 = -2153073.030798 nChanged 52 SP:Iteration 113Q (5661.910000 sec): 3 clusters Score: Raw -2156247.968895 + Penalty 3165.183307 = -2153082.785588 nChanged 46 SP:Iteration 114Q (5662.170000 sec): 3 clusters Score: Raw -2156256.459316 + Penalty 3165.183307 = -2153091.276009 nChanged 44 SP:Iteration 115Q (5662.390000 sec): 3 clusters Score: Raw -2156265.057616 + Penalty 3165.183307 = -2153099.874309 nChanged 46 SP:Iteration 116Q (5662.660000 sec): 3 clusters Score: Raw -2156273.899618 + Penalty 3165.183307 = -2153108.716311 nChanged 57 SP:Iteration 117Q (5662.920000 sec): 3 clusters Score: Raw -2156286.328118 + Penalty 3165.183307 = -2153121.144811 nChanged 47 SP:Iteration 118Q (5663.210000 sec): 3 clusters Score: Raw -2156297.338811 + Penalty 3165.183307 = -2153132.155504 nChanged 38 SP:Iteration 119Q (5663.450000 sec): 3 clusters Score: Raw -2156306.887792 + Penalty 3165.183307 = -2153141.704485 nChanged 37 SP:Iteration 120F (5663.750000 sec): 3 clusters Score: Raw -2156315.237795 + Penalty 3165.183307 = -2153150.054488 nChanged 41 SP:Iteration 121Q (5664.040000 sec): 3 clusters Score: Raw -2156324.766118 + Penalty 3165.183307 = -2153159.582811 nChanged 42 SP:Iteration 122Q (5664.290000 sec): 3 clusters Score: Raw -2156333.157060 + Penalty 3165.183307 = -2153167.973753 nChanged 34 SP:Iteration 123Q (5664.510000 sec): 3 clusters Score: Raw -2156339.882262 + Penalty 3165.183307 = -2153174.698955 nChanged 32 SP:Iteration 124Q (5664.770000 sec): 3 clusters Score: Raw -2156344.850305 + Penalty 3165.183307 = -2153179.666998 nChanged 28 SP:Iteration 125Q (5665.100000 sec): 3 clusters Score: Raw -2156350.408270 + Penalty 3165.183307 = -2153185.224963 nChanged 29 SP:Iteration 126Q (5665.300000 sec): 3 clusters Score: Raw -2156356.108173 + Penalty 3165.183307 = -2153190.924866 nChanged 31 SP:Iteration 127Q (5665.570000 sec): 3 clusters Score: Raw -2156362.997870 + Penalty 3165.183307 = -2153197.814563 nChanged 26 SP:Iteration 128Q (5665.900000 sec): 3 clusters Score: Raw -2156367.676110 + Penalty 3165.183307 = -2153202.492803 nChanged 26 SP:Iteration 129Q (5666.180000 sec): 3 clusters Score: Raw -2156372.133704 + Penalty 3165.183307 = -2153206.950397 nChanged 22 SP:Iteration 130Q (5666.460000 sec): 3 clusters Score: Raw -2156375.894183 + Penalty 3165.183307 = -2153210.710876 nChanged 25 SP:Iteration 131Q (5666.760000 sec): 3 clusters Score: Raw -2156380.052869 + Penalty 3165.183307 = -2153214.869562 nChanged 22 SP:Iteration 132Q (5667.010000 sec): 3 clusters Score: Raw -2156384.170367 + Penalty 3165.183307 = -2153218.987060 nChanged 26 SP:Iteration 133Q (5667.300000 sec): 3 clusters Score: Raw -2156389.551065 + Penalty 3165.183307 = -2153224.367758 nChanged 30 SP:Iteration 134Q (5667.590000 sec): 3 clusters Score: Raw -2156395.732679 + Penalty 3165.183307 = -2153230.549372 nChanged 29 SP:Iteration 135Q (5667.880000 sec): 3 clusters Score: Raw -2156402.568434 + Penalty 3165.183307 = -2153237.385127 nChanged 23 SP:Iteration 136Q (5668.120000 sec): 3 clusters Score: Raw -2156407.501819 + Penalty 3165.183307 = -2153242.318512 nChanged 32 SP:Iteration 137Q (5668.460000 sec): 3 clusters Score: Raw -2156412.775665 + Penalty 3165.183307 = -2153247.592358 nChanged 26 SP:Iteration 138Q (5668.720000 sec): 3 clusters Score: Raw -2156417.950078 + Penalty 3165.183307 = -2153252.766771 nChanged 30 SP:Iteration 139Q (5669.000000 sec): 3 clusters Score: Raw -2156424.086653 + Penalty 3165.183307 = -2153258.903346 nChanged 27 SP:Iteration 140F (5669.270000 sec): 3 clusters Score: Raw -2156429.786571 + Penalty 3165.183307 = -2153264.603264 nChanged 26 SP:Iteration 141Q (5669.510000 sec): 3 clusters Score: Raw -2156435.842930 + Penalty 3165.183307 = -2153270.659623 nChanged 27 SP:Iteration 142Q (5669.720000 sec): 3 clusters Score: Raw -2156443.995108 + Penalty 3165.183307 = -2153278.811801 nChanged 32 SP:Iteration 143Q (5669.970000 sec): 3 clusters Score: Raw -2156451.629556 + Penalty 3165.183307 = -2153286.446249 nChanged 32 SP:Iteration 144Q (5670.200000 sec): 3 clusters Score: Raw -2156458.319799 + Penalty 3165.183307 = -2153293.136492 nChanged 28 SP:Iteration 145Q (5670.430000 sec): 3 clusters Score: Raw -2156465.817279 + Penalty 3165.183307 = -2153300.633972 nChanged 28 SP:Iteration 146Q (5670.700000 sec): 3 clusters Score: Raw -2156472.637009 + Penalty 3165.183307 = -2153307.453702 nChanged 26 SP:Iteration 147Q (5670.960000 sec): 3 clusters Score: Raw -2156478.239653 + Penalty 3165.183307 = -2153313.056346 nChanged 32 SP:Iteration 148Q (5671.200000 sec): 3 clusters Score: Raw -2156485.367182 + Penalty 3165.183307 = -2153320.183875 nChanged 20 SP:Iteration 149Q (5671.440000 sec): 3 clusters Score: Raw -2156488.958309 + Penalty 3165.183307 = -2153323.775002 nChanged 15 SP:Iteration 150Q (5671.660000 sec): 3 clusters Score: Raw -2156491.290390 + Penalty 3165.183307 = -2153326.107083 nChanged 10 SP:Iteration 151Q (5671.950000 sec): 3 clusters Score: Raw -2156493.112978 + Penalty 3165.183307 = -2153327.929671 nChanged 10 SP:Iteration 152Q (5672.230000 sec): 3 clusters Score: Raw -2156494.857085 + Penalty 3165.183307 = -2153329.673778 nChanged 10 SP:Iteration 153Q (5672.500000 sec): 3 clusters Score: Raw -2156497.176228 + Penalty 3165.183307 = -2153331.992921 nChanged 9 SP:Iteration 154Q (5672.730000 sec): 3 clusters Score: Raw -2156498.760376 + Penalty 3165.183307 = -2153333.577069 nChanged 10 SP:Iteration 155Q (5673.000000 sec): 3 clusters Score: Raw -2156501.532237 + Penalty 3165.183307 = -2153336.348930 nChanged 12 SP:Iteration 156Q (5673.270000 sec): 3 clusters Score: Raw -2156504.025401 + Penalty 3165.183307 = -2153338.842094 nChanged 8 SP:Iteration 157Q (5673.520000 sec): 3 clusters Score: Raw -2156506.062627 + Penalty 3165.183307 = -2153340.879320 nChanged 11 SP:Iteration 158Q (5673.800000 sec): 3 clusters Score: Raw -2156508.579216 + Penalty 3165.183307 = -2153343.395909 nChanged 13 SP:Iteration 159Q (5674.100000 sec): 3 clusters Score: Raw -2156511.671000 + Penalty 3165.183307 = -2153346.487693 nChanged 11 SP:Iteration 160F (5674.320000 sec): 3 clusters Score: Raw -2156514.661109 + Penalty 3165.183307 = -2153349.477802 nChanged 12 SP:Iteration 161Q (5674.600000 sec): 3 clusters Score: Raw -2156516.922844 + Penalty 3165.183307 = -2153351.739537 nChanged 8 SP:Iteration 162Q (5674.890000 sec): 3 clusters Score: Raw -2156518.468004 + Penalty 3165.183307 = -2153353.284697 nChanged 10 SP:Iteration 163Q (5675.140000 sec): 3 clusters Score: Raw -2156520.610143 + Penalty 3165.183307 = -2153355.426836 nChanged 8 SP:Iteration 164Q (5675.460000 sec): 3 clusters Score: Raw -2156522.536418 + Penalty 3165.183307 = -2153357.353111 nChanged 9 SP:Iteration 165Q (5675.730000 sec): 3 clusters Score: Raw -2156524.332235 + Penalty 3165.183307 = -2153359.148928 nChanged 9 SP:Iteration 166Q (5676.070000 sec): 3 clusters Score: Raw -2156526.232437 + Penalty 3165.183307 = -2153361.049130 nChanged 8 SP:Iteration 167Q (5676.400000 sec): 3 clusters Score: Raw -2156527.969110 + Penalty 3165.183307 = -2153362.785803 nChanged 7 SP:Iteration 168Q (5676.730000 sec): 3 clusters Score: Raw -2156529.223184 + Penalty 3165.183307 = -2153364.039877 nChanged 5 SP:Iteration 169Q (5677.000000 sec): 3 clusters Score: Raw -2156530.066925 + Penalty 3165.183307 = -2153364.883618 nChanged 3 SP:Iteration 170Q (5677.250000 sec): 3 clusters Score: Raw -2156530.777604 + Penalty 3165.183307 = -2153365.594297 nChanged 4 SP:Iteration 171Q (5677.540000 sec): 3 clusters Score: Raw -2156531.542365 + Penalty 3165.183307 = -2153366.359058 nChanged 6 SP:Iteration 172Q (5677.830000 sec): 3 clusters Score: Raw -2156532.333392 + Penalty 3165.183307 = -2153367.150085 nChanged 2 SP:Iteration 173Q (5678.090000 sec): 3 clusters Score: Raw -2156532.671235 + Penalty 3165.183307 = -2153367.487928 nChanged 3 SP:Iteration 174Q (5678.350000 sec): 3 clusters Score: Raw -2156533.294373 + Penalty 3165.183307 = -2153368.111066 nChanged 7 SP:Iteration 175Q (5678.610000 sec): 3 clusters Score: Raw -2156534.745057 + Penalty 3165.183307 = -2153369.561750 nChanged 6 SP:Iteration 176Q (5678.870000 sec): 3 clusters Score: Raw -2156536.285736 + Penalty 3165.183307 = -2153371.102429 nChanged 9 SP:Iteration 177Q (5679.130000 sec): 3 clusters Score: Raw -2156538.700070 + Penalty 3165.183307 = -2153373.516763 nChanged 10 SP:Iteration 178Q (5679.410000 sec): 3 clusters Score: Raw -2156541.888798 + Penalty 3165.183307 = -2153376.705491 nChanged 13 SP:Iteration 179Q (5679.630000 sec): 3 clusters Score: Raw -2156545.946529 + Penalty 3165.183307 = -2153380.763222 nChanged 12 SP:Iteration 180F (5679.920000 sec): 3 clusters Score: Raw -2156549.692636 + Penalty 3165.183307 = -2153384.509329 nChanged 17 SP:Iteration 181Q (5680.180000 sec): 3 clusters Score: Raw -2156553.988222 + Penalty 3165.183307 = -2153388.804915 nChanged 15 SP:Iteration 182Q (5680.440000 sec): 3 clusters Score: Raw -2156557.511132 + Penalty 3165.183307 = -2153392.327825 nChanged 10 SP:Iteration 183Q (5680.750000 sec): 3 clusters Score: Raw -2156560.314137 + Penalty 3165.183307 = -2153395.130830 nChanged 13 SP:Iteration 184Q (5680.970000 sec): 3 clusters Score: Raw -2156564.512139 + Penalty 3165.183307 = -2153399.328832 nChanged 15 SP:Iteration 185Q (5681.270000 sec): 3 clusters Score: Raw -2156569.005112 + Penalty 3165.183307 = -2153403.821805 nChanged 14 SP:Iteration 186Q (5681.470000 sec): 3 clusters Score: Raw -2156572.968934 + Penalty 3165.183307 = -2153407.785627 nChanged 9 SP:Iteration 187Q (5681.800000 sec): 3 clusters Score: Raw -2156574.552309 + Penalty 3165.183307 = -2153409.369002 nChanged 9 SP:Iteration 188Q (5682.040000 sec): 3 clusters Score: Raw -2156576.669164 + Penalty 3165.183307 = -2153411.485857 nChanged 11 SP:Iteration 189Q (5682.320000 sec): 3 clusters Score: Raw -2156578.932019 + Penalty 3165.183307 = -2153413.748712 nChanged 10 SP:Iteration 190Q (5682.610000 sec): 3 clusters Score: Raw -2156580.713254 + Penalty 3165.183307 = -2153415.529946 nChanged 7 SP:Iteration 191Q (5682.870000 sec): 3 clusters Score: Raw -2156582.132798 + Penalty 3165.183307 = -2153416.949491 nChanged 5 SP:Iteration 192Q (5683.080000 sec): 3 clusters Score: Raw -2156583.073390 + Penalty 3165.183307 = -2153417.890083 nChanged 6 SP:Iteration 193Q (5683.330000 sec): 3 clusters Score: Raw -2156584.564177 + Penalty 3165.183307 = -2153419.380870 nChanged 9 SP:Iteration 194Q (5683.630000 sec): 3 clusters Score: Raw -2156586.260496 + Penalty 3165.183307 = -2153421.077189 nChanged 4 SP:Iteration 195Q (5683.880000 sec): 3 clusters Score: Raw -2156586.677325 + Penalty 3165.183307 = -2153421.494018 nChanged 3 SP:Iteration 196Q (5684.160000 sec): 3 clusters Score: Raw -2156587.044288 + Penalty 3165.183307 = -2153421.860981 nChanged 0 SP:Iteration 197F (5684.440000 sec): 3 clusters Score: Raw -2156587.044288 + Penalty 3165.183307 = -2153421.860981 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5684.570000 sec): 2 clusters Score: Raw -736557.180118 + Penalty 1407.460200 = -735149.719919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5684.810000 sec): 3 clusters Score: Raw -733491.861956 + Penalty 2814.920399 = -730676.941557 nChanged 2382 SP:Iteration 1F (5685.010000 sec): 3 clusters Score: Raw -734752.868247 + Penalty 2814.920399 = -731937.947848 nChanged 390 SP:Iteration 2F (5685.160000 sec): 3 clusters Score: Raw -734934.674748 + Penalty 2814.920399 = -732119.754349 nChanged 271 SP:Iteration 3Q (5685.370000 sec): 3 clusters Score: Raw -735045.942208 + Penalty 2814.920399 = -732231.021809 nChanged 213 SP:Iteration 4Q (5685.610000 sec): 3 clusters Score: Raw -735138.723202 + Penalty 2814.920399 = -732323.802803 nChanged 193 SP:Iteration 5Q (5685.860000 sec): 3 clusters Score: Raw -735226.364377 + Penalty 2814.920399 = -732411.443978 nChanged 180 SP:Iteration 6Q (5686.060000 sec): 3 clusters Score: Raw -735324.759513 + Penalty 2814.920399 = -732509.839114 nChanged 227 SP:Iteration 7Q (5686.270000 sec): 3 clusters Score: Raw -735444.645790 + Penalty 2814.920399 = -732629.725391 nChanged 223 SP:Iteration 8Q (5686.450000 sec): 3 clusters Score: Raw -735564.473796 + Penalty 2814.920399 = -732749.553397 nChanged 212 SP:Iteration 9Q (5686.630000 sec): 3 clusters Score: Raw -735684.875434 + Penalty 2814.920399 = -732869.955035 nChanged 211 SP:Iteration 10Q (5686.840000 sec): 3 clusters Score: Raw -735821.127329 + Penalty 2814.920399 = -733006.206930 nChanged 230 SP:Iteration 11Q (5686.990000 sec): 3 clusters Score: Raw -736000.910480 + Penalty 2814.920399 = -733185.990081 nChanged 211 SP:Iteration 12Q (5687.170000 sec): 3 clusters Score: Raw -736160.780109 + Penalty 2814.920399 = -733345.859710 nChanged 194 SP:Iteration 13Q (5687.350000 sec): 3 clusters Score: Raw -736302.407386 + Penalty 2814.920399 = -733487.486987 nChanged 169 SP:Iteration 14Q (5687.590000 sec): 3 clusters Score: Raw -736418.509399 + Penalty 2814.920399 = -733603.589000 nChanged 130 SP:Iteration 15Q (5687.790000 sec): 3 clusters Score: Raw -736498.054818 + Penalty 2814.920399 = -733683.134419 nChanged 99 SP:Iteration 16Q (5687.990000 sec): 3 clusters Score: Raw -736560.603474 + Penalty 2814.920399 = -733745.683075 nChanged 89 SP:Iteration 17Q (5688.160000 sec): 3 clusters Score: Raw -736617.273883 + Penalty 2814.920399 = -733802.353484 nChanged 66 SP:Iteration 18Q (5688.370000 sec): 3 clusters Score: Raw -736651.589513 + Penalty 2814.920399 = -733836.669114 nChanged 46 SP:Iteration 19Q (5688.580000 sec): 3 clusters Score: Raw -736672.312568 + Penalty 2814.920399 = -733857.392169 nChanged 30 SP:Iteration 20F (5688.770000 sec): 3 clusters Score: Raw -736685.434096 + Penalty 2814.920399 = -733870.513697 nChanged 29 SP:Iteration 21Q (5689.000000 sec): 3 clusters Score: Raw -736697.398765 + Penalty 2814.920399 = -733882.478366 nChanged 24 SP:Iteration 22Q (5689.240000 sec): 3 clusters Score: Raw -736708.435417 + Penalty 2814.920399 = -733893.515018 nChanged 22 SP:Iteration 23Q (5689.460000 sec): 3 clusters Score: Raw -736716.960869 + Penalty 2814.920399 = -733902.040470 nChanged 18 SP:Iteration 24Q (5689.630000 sec): 3 clusters Score: Raw -736722.265920 + Penalty 2814.920399 = -733907.345521 nChanged 14 SP:Iteration 25Q (5689.820000 sec): 3 clusters Score: Raw -736726.203676 + Penalty 2814.920399 = -733911.283277 nChanged 13 SP:Iteration 26Q (5690.030000 sec): 3 clusters Score: Raw -736731.635609 + Penalty 2814.920399 = -733916.715210 nChanged 12 SP:Iteration 27Q (5690.230000 sec): 3 clusters Score: Raw -736735.943668 + Penalty 2814.920399 = -733921.023269 nChanged 10 SP:Iteration 28Q (5690.410000 sec): 3 clusters Score: Raw -736738.836272 + Penalty 2814.920399 = -733923.915873 nChanged 8 SP:Iteration 29Q (5690.620000 sec): 3 clusters Score: Raw -736741.814798 + Penalty 2814.920399 = -733926.894399 nChanged 8 SP:Iteration 30Q (5690.820000 sec): 3 clusters Score: Raw -736744.545914 + Penalty 2814.920399 = -733929.625515 nChanged 6 SP:Iteration 31Q (5690.980000 sec): 3 clusters Score: Raw -736747.829622 + Penalty 2814.920399 = -733932.909223 nChanged 8 SP:Iteration 32Q (5691.170000 sec): 3 clusters Score: Raw -736750.201842 + Penalty 2814.920399 = -733935.281443 nChanged 6 SP:Iteration 33Q (5691.370000 sec): 3 clusters Score: Raw -736752.455787 + Penalty 2814.920399 = -733937.535388 nChanged 3 SP:Iteration 34Q (5691.540000 sec): 3 clusters Score: Raw -736752.989036 + Penalty 2814.920399 = -733938.068637 nChanged 1 SP:Iteration 35Q (5691.780000 sec): 3 clusters Score: Raw -736753.270057 + Penalty 2814.920399 = -733938.349658 nChanged 1 SP:Iteration 36Q (5691.950000 sec): 3 clusters Score: Raw -736753.518971 + Penalty 2814.920399 = -733938.598572 nChanged 1 SP:Iteration 37Q (5692.130000 sec): 3 clusters Score: Raw -736753.660794 + Penalty 2814.920399 = -733938.740395 nChanged 0 SP:Iteration 38F (5692.330000 sec): 3 clusters Score: Raw -736753.660794 + Penalty 2814.920399 = -733938.740395 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (10962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5692.440000 sec): 2 clusters Score: Raw -1347185.993173 + Penalty 1511.605879 = -1345674.387294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5692.670000 sec): 3 clusters Score: Raw -1340877.089192 + Penalty 3023.211758 = -1337853.877434 nChanged 4735 SP:Iteration 1F (5692.870000 sec): 3 clusters Score: Raw -1343377.363757 + Penalty 3023.211758 = -1340354.151999 nChanged 615 SP:Iteration 2F (5693.080000 sec): 3 clusters Score: Raw -1343628.758778 + Penalty 3023.211758 = -1340605.547020 nChanged 516 SP:Iteration 3Q (5693.310000 sec): 3 clusters Score: Raw -1343820.436698 + Penalty 3023.211758 = -1340797.224940 nChanged 420 SP:Iteration 4Q (5693.570000 sec): 3 clusters Score: Raw -1343994.608670 + Penalty 3023.211758 = -1340971.396912 nChanged 430 SP:Iteration 5Q (5693.850000 sec): 3 clusters Score: Raw -1344196.208226 + Penalty 3023.211758 = -1341172.996468 nChanged 427 SP:Iteration 6Q (5694.100000 sec): 3 clusters Score: Raw -1344436.742396 + Penalty 3023.211758 = -1341413.530638 nChanged 457 SP:Iteration 7Q (5694.370000 sec): 3 clusters Score: Raw -1344693.629430 + Penalty 3023.211758 = -1341670.417672 nChanged 477 SP:Iteration 8Q (5694.640000 sec): 3 clusters Score: Raw -1344961.675166 + Penalty 3023.211758 = -1341938.463407 nChanged 474 SP:Iteration 9Q (5694.930000 sec): 3 clusters Score: Raw -1345231.633203 + Penalty 3023.211758 = -1342208.421445 nChanged 465 SP:Iteration 10Q (5695.160000 sec): 3 clusters Score: Raw -1345482.660725 + Penalty 3023.211758 = -1342459.448966 nChanged 441 SP:Iteration 11Q (5695.410000 sec): 3 clusters Score: Raw -1345705.064388 + Penalty 3023.211758 = -1342681.852629 nChanged 395 SP:Iteration 12Q (5695.700000 sec): 3 clusters Score: Raw -1345912.369267 + Penalty 3023.211758 = -1342889.157509 nChanged 344 SP:Iteration 13Q (5695.930000 sec): 3 clusters Score: Raw -1346077.979177 + Penalty 3023.211758 = -1343054.767418 nChanged 306 SP:Iteration 14Q (5696.140000 sec): 3 clusters Score: Raw -1346208.378692 + Penalty 3023.211758 = -1343185.166933 nChanged 230 SP:Iteration 15Q (5696.380000 sec): 3 clusters Score: Raw -1346291.726934 + Penalty 3023.211758 = -1343268.515176 nChanged 191 SP:Iteration 16Q (5696.680000 sec): 3 clusters Score: Raw -1346348.338935 + Penalty 3023.211758 = -1343325.127176 nChanged 160 SP:Iteration 17Q (5696.920000 sec): 3 clusters Score: Raw -1346399.343557 + Penalty 3023.211758 = -1343376.131799 nChanged 155 SP:Iteration 18Q (5697.230000 sec): 3 clusters Score: Raw -1346443.168861 + Penalty 3023.211758 = -1343419.957103 nChanged 121 SP:Iteration 19Q (5697.440000 sec): 3 clusters Score: Raw -1346477.465445 + Penalty 3023.211758 = -1343454.253687 nChanged 142 SP:Iteration 20F (5697.660000 sec): 3 clusters Score: Raw -1346529.588439 + Penalty 3023.211758 = -1343506.376681 nChanged 160 SP:Iteration 21Q (5697.940000 sec): 3 clusters Score: Raw -1346587.514886 + Penalty 3023.211758 = -1343564.303128 nChanged 151 SP:Iteration 22Q (5698.200000 sec): 3 clusters Score: Raw -1346646.949493 + Penalty 3023.211758 = -1343623.737734 nChanged 147 SP:Iteration 23Q (5698.450000 sec): 3 clusters Score: Raw -1346716.467354 + Penalty 3023.211758 = -1343693.255595 nChanged 140 SP:Iteration 24Q (5698.710000 sec): 3 clusters Score: Raw -1346797.959557 + Penalty 3023.211758 = -1343774.747799 nChanged 141 SP:Iteration 25Q (5698.920000 sec): 3 clusters Score: Raw -1346897.015408 + Penalty 3023.211758 = -1343873.803650 nChanged 162 SP:Iteration 26Q (5699.160000 sec): 3 clusters Score: Raw -1346999.702307 + Penalty 3023.211758 = -1343976.490548 nChanged 144 SP:Iteration 27Q (5699.400000 sec): 3 clusters Score: Raw -1347074.383649 + Penalty 3023.211758 = -1344051.171891 nChanged 133 SP:Iteration 28Q (5699.640000 sec): 3 clusters Score: Raw -1347127.730150 + Penalty 3023.211758 = -1344104.518392 nChanged 117 SP:Iteration 29Q (5699.950000 sec): 3 clusters Score: Raw -1347165.650327 + Penalty 3023.211758 = -1344142.438568 nChanged 92 SP:Iteration 30Q (5700.260000 sec): 3 clusters Score: Raw -1347194.453205 + Penalty 3023.211758 = -1344171.241446 nChanged 90 SP:Iteration 31Q (5700.530000 sec): 3 clusters Score: Raw -1347222.926653 + Penalty 3023.211758 = -1344199.714895 nChanged 82 SP:Iteration 32Q (5700.750000 sec): 3 clusters Score: Raw -1347247.718520 + Penalty 3023.211758 = -1344224.506762 nChanged 74 SP:Iteration 33Q (5700.990000 sec): 3 clusters Score: Raw -1347269.617961 + Penalty 3023.211758 = -1344246.406202 nChanged 63 SP:Iteration 34Q (5701.250000 sec): 3 clusters Score: Raw -1347287.948375 + Penalty 3023.211758 = -1344264.736617 nChanged 64 SP:Iteration 35Q (5701.470000 sec): 3 clusters Score: Raw -1347306.078707 + Penalty 3023.211758 = -1344282.866949 nChanged 55 SP:Iteration 36Q (5701.700000 sec): 3 clusters Score: Raw -1347318.586031 + Penalty 3023.211758 = -1344295.374273 nChanged 35 SP:Iteration 37Q (5701.950000 sec): 3 clusters Score: Raw -1347325.807115 + Penalty 3023.211758 = -1344302.595356 nChanged 34 SP:Iteration 38Q (5702.200000 sec): 3 clusters Score: Raw -1347333.044078 + Penalty 3023.211758 = -1344309.832320 nChanged 30 SP:Iteration 39Q (5702.460000 sec): 3 clusters Score: Raw -1347339.389204 + Penalty 3023.211758 = -1344316.177446 nChanged 35 SP:Iteration 40F (5702.710000 sec): 3 clusters Score: Raw -1347344.339352 + Penalty 3023.211758 = -1344321.127593 nChanged 22 SP:Iteration 41Q (5702.950000 sec): 3 clusters Score: Raw -1347347.905190 + Penalty 3023.211758 = -1344324.693431 nChanged 21 SP:Iteration 42Q (5703.200000 sec): 3 clusters Score: Raw -1347351.275269 + Penalty 3023.211758 = -1344328.063510 nChanged 22 SP:Iteration 43Q (5703.420000 sec): 3 clusters Score: Raw -1347354.765700 + Penalty 3023.211758 = -1344331.553941 nChanged 17 SP:Iteration 44Q (5703.710000 sec): 3 clusters Score: Raw -1347357.678327 + Penalty 3023.211758 = -1344334.466569 nChanged 18 SP:Iteration 45Q (5703.890000 sec): 3 clusters Score: Raw -1347360.731801 + Penalty 3023.211758 = -1344337.520042 nChanged 24 SP:Iteration 46Q (5704.090000 sec): 3 clusters Score: Raw -1347365.391645 + Penalty 3023.211758 = -1344342.179887 nChanged 24 SP:Iteration 47Q (5704.350000 sec): 3 clusters Score: Raw -1347370.344578 + Penalty 3023.211758 = -1344347.132820 nChanged 22 SP:Iteration 48Q (5704.540000 sec): 3 clusters Score: Raw -1347375.149790 + Penalty 3023.211758 = -1344351.938032 nChanged 24 SP:Iteration 49Q (5704.780000 sec): 3 clusters Score: Raw -1347379.602106 + Penalty 3023.211758 = -1344356.390348 nChanged 27 SP:Iteration 50Q (5705.030000 sec): 3 clusters Score: Raw -1347385.121412 + Penalty 3023.211758 = -1344361.909653 nChanged 30 SP:Iteration 51Q (5705.240000 sec): 3 clusters Score: Raw -1347392.163105 + Penalty 3023.211758 = -1344368.951346 nChanged 24 SP:Iteration 52Q (5705.480000 sec): 3 clusters Score: Raw -1347397.446988 + Penalty 3023.211758 = -1344374.235229 nChanged 28 SP:Iteration 53Q (5705.790000 sec): 3 clusters Score: Raw -1347403.229525 + Penalty 3023.211758 = -1344380.017767 nChanged 19 SP:Iteration 54Q (5706.000000 sec): 3 clusters Score: Raw -1347406.869474 + Penalty 3023.211758 = -1344383.657715 nChanged 19 SP:Iteration 55Q (5706.230000 sec): 3 clusters Score: Raw -1347411.059140 + Penalty 3023.211758 = -1344387.847381 nChanged 19 SP:Iteration 56Q (5706.460000 sec): 3 clusters Score: Raw -1347415.525362 + Penalty 3023.211758 = -1344392.313604 nChanged 19 SP:Iteration 57Q (5706.780000 sec): 3 clusters Score: Raw -1347418.870523 + Penalty 3023.211758 = -1344395.658764 nChanged 16 SP:Iteration 58Q (5707.010000 sec): 3 clusters Score: Raw -1347421.832999 + Penalty 3023.211758 = -1344398.621241 nChanged 16 SP:Iteration 59Q (5707.240000 sec): 3 clusters Score: Raw -1347424.430221 + Penalty 3023.211758 = -1344401.218463 nChanged 14 SP:Iteration 60F (5707.490000 sec): 3 clusters Score: Raw -1347426.464646 + Penalty 3023.211758 = -1344403.252887 nChanged 11 SP:Iteration 61Q (5707.750000 sec): 3 clusters Score: Raw -1347428.146691 + Penalty 3023.211758 = -1344404.934933 nChanged 9 SP:Iteration 62Q (5707.970000 sec): 3 clusters Score: Raw -1347429.729143 + Penalty 3023.211758 = -1344406.517385 nChanged 17 SP:Iteration 63Q (5708.240000 sec): 3 clusters Score: Raw -1347432.390999 + Penalty 3023.211758 = -1344409.179241 nChanged 13 SP:Iteration 64Q (5708.500000 sec): 3 clusters Score: Raw -1347434.300696 + Penalty 3023.211758 = -1344411.088937 nChanged 10 SP:Iteration 65Q (5708.760000 sec): 3 clusters Score: Raw -1347435.600934 + Penalty 3023.211758 = -1344412.389176 nChanged 6 SP:Iteration 66Q (5709.050000 sec): 3 clusters Score: Raw -1347436.429692 + Penalty 3023.211758 = -1344413.217934 nChanged 7 SP:Iteration 67Q (5709.210000 sec): 3 clusters Score: Raw -1347437.648329 + Penalty 3023.211758 = -1344414.436571 nChanged 9 SP:Iteration 68Q (5709.410000 sec): 3 clusters Score: Raw -1347439.183567 + Penalty 3023.211758 = -1344415.971809 nChanged 9 SP:Iteration 69Q (5709.640000 sec): 3 clusters Score: Raw -1347440.785486 + Penalty 3023.211758 = -1344417.573728 nChanged 4 SP:Iteration 70Q (5709.840000 sec): 3 clusters Score: Raw -1347441.246907 + Penalty 3023.211758 = -1344418.035149 nChanged 2 SP:Iteration 71Q (5710.080000 sec): 3 clusters Score: Raw -1347441.548412 + Penalty 3023.211758 = -1344418.336653 nChanged 1 SP:Iteration 72Q (5710.310000 sec): 3 clusters Score: Raw -1347441.633221 + Penalty 3023.211758 = -1344418.421463 nChanged 0 SP:Iteration 73F (5710.580000 sec): 3 clusters Score: Raw -1347441.633221 + Penalty 3023.211758 = -1344418.421463 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (18151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5710.790000 sec): 2 clusters Score: Raw -2140002.709617 + Penalty 1593.553152 = -2138409.156465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5711.100000 sec): 3 clusters Score: Raw -2129075.325336 + Penalty 3187.106304 = -2125888.219033 nChanged 8188 SP:Iteration 1F (5711.350000 sec): 3 clusters Score: Raw -2133657.823214 + Penalty 3187.106304 = -2130470.716910 nChanged 939 SP:Iteration 2F (5711.640000 sec): 3 clusters Score: Raw -2134092.504718 + Penalty 3187.106304 = -2130905.398415 nChanged 1032 SP:Iteration 3F (5711.900000 sec): 3 clusters Score: Raw -2134633.883328 + Penalty 3187.106304 = -2131446.777024 nChanged 1133 SP:Iteration 4F (5712.140000 sec): 3 clusters Score: Raw -2135354.531826 + Penalty 3187.106304 = -2132167.425522 nChanged 1324 SP:Iteration 5F (5712.430000 sec): 3 clusters Score: Raw -2136304.697646 + Penalty 3187.106304 = -2133117.591342 nChanged 1353 SP:Iteration 6F (5712.680000 sec): 3 clusters Score: Raw -2137318.179501 + Penalty 3187.106304 = -2134131.073197 nChanged 1212 SP:Iteration 7F (5713.030000 sec): 3 clusters Score: Raw -2138256.374790 + Penalty 3187.106304 = -2135069.268487 nChanged 889 SP:Iteration 8Q (5713.310000 sec): 3 clusters Score: Raw -2138926.374017 + Penalty 3187.106304 = -2135739.267714 nChanged 577 SP:Iteration 9Q (5713.620000 sec): 3 clusters Score: Raw -2139290.615923 + Penalty 3187.106304 = -2136103.509619 nChanged 362 SP:Iteration 10Q (5713.880000 sec): 3 clusters Score: Raw -2139499.247729 + Penalty 3187.106304 = -2136312.141426 nChanged 259 SP:Iteration 11Q (5714.160000 sec): 3 clusters Score: Raw -2139648.378106 + Penalty 3187.106304 = -2136461.271802 nChanged 178 SP:Iteration 12Q (5714.460000 sec): 3 clusters Score: Raw -2139741.827610 + Penalty 3187.106304 = -2136554.721306 nChanged 140 SP:Iteration 13Q (5714.720000 sec): 3 clusters Score: Raw -2139814.314054 + Penalty 3187.106304 = -2136627.207750 nChanged 118 SP:Iteration 14Q (5715.020000 sec): 3 clusters Score: Raw -2139875.072830 + Penalty 3187.106304 = -2136687.966527 nChanged 85 SP:Iteration 15Q (5715.230000 sec): 3 clusters Score: Raw -2139915.235762 + Penalty 3187.106304 = -2136728.129458 nChanged 64 SP:Iteration 16Q (5715.520000 sec): 3 clusters Score: Raw -2139947.449310 + Penalty 3187.106304 = -2136760.343006 nChanged 52 SP:Iteration 17Q (5715.790000 sec): 3 clusters Score: Raw -2139974.511835 + Penalty 3187.106304 = -2136787.405531 nChanged 41 SP:Iteration 18Q (5716.060000 sec): 3 clusters Score: Raw -2139995.645191 + Penalty 3187.106304 = -2136808.538888 nChanged 42 SP:Iteration 19Q (5716.410000 sec): 3 clusters Score: Raw -2140016.857869 + Penalty 3187.106304 = -2136829.751565 nChanged 29 SP:Iteration 20F (5716.670000 sec): 3 clusters Score: Raw -2140030.715783 + Penalty 3187.106304 = -2136843.609479 nChanged 19 SP:Iteration 21Q (5716.940000 sec): 3 clusters Score: Raw -2140040.081318 + Penalty 3187.106304 = -2136852.975015 nChanged 17 SP:Iteration 22Q (5717.260000 sec): 3 clusters Score: Raw -2140046.687826 + Penalty 3187.106304 = -2136859.581522 nChanged 11 SP:Iteration 23Q (5717.550000 sec): 3 clusters Score: Raw -2140051.362056 + Penalty 3187.106304 = -2136864.255752 nChanged 10 SP:Iteration 24Q (5717.850000 sec): 3 clusters Score: Raw -2140055.637082 + Penalty 3187.106304 = -2136868.530778 nChanged 10 SP:Iteration 25Q (5718.130000 sec): 3 clusters Score: Raw -2140060.448183 + Penalty 3187.106304 = -2136873.341879 nChanged 11 SP:Iteration 26Q (5718.400000 sec): 3 clusters Score: Raw -2140064.315423 + Penalty 3187.106304 = -2136877.209120 nChanged 9 SP:Iteration 27Q (5718.690000 sec): 3 clusters Score: Raw -2140068.654075 + Penalty 3187.106304 = -2136881.547771 nChanged 8 SP:Iteration 28Q (5718.950000 sec): 3 clusters Score: Raw -2140072.080326 + Penalty 3187.106304 = -2136884.974023 nChanged 6 SP:Iteration 29Q (5719.260000 sec): 3 clusters Score: Raw -2140075.011920 + Penalty 3187.106304 = -2136887.905617 nChanged 3 SP:Iteration 30Q (5719.540000 sec): 3 clusters Score: Raw -2140076.355979 + Penalty 3187.106304 = -2136889.249675 nChanged 4 SP:Iteration 31Q (5719.810000 sec): 3 clusters Score: Raw -2140078.579257 + Penalty 3187.106304 = -2136891.472953 nChanged 0 SP:Iteration 32F (5720.100000 sec): 3 clusters Score: Raw -2140078.579257 + Penalty 3187.106304 = -2136891.472953 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5720.220000 sec): 2 clusters Score: Raw -30871.184148 + Penalty 914.488431 = -29956.695717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5720.410000 sec): 3 clusters Score: Raw -30953.825343 + Penalty 1828.976862 = -29124.848481 nChanged 39 SP:Iteration 1F (5720.610000 sec): 3 clusters Score: Raw -31070.308056 + Penalty 1828.976862 = -29241.331194 nChanged 11 SP:Iteration 2Q (5720.760000 sec): 3 clusters Score: Raw -31100.684673 + Penalty 1828.976862 = -29271.707811 nChanged 5 SP:Iteration 3Q (5720.950000 sec): 3 clusters Score: Raw -31118.276628 + Penalty 1828.976862 = -29289.299767 nChanged 1 SP:Iteration 4Q (5721.180000 sec): 3 clusters Score: Raw -31124.132028 + Penalty 1828.976862 = -29295.155167 nChanged 2 SP:Iteration 5Q (5721.400000 sec): 3 clusters Score: Raw -31129.138025 + Penalty 1828.976862 = -29300.161164 nChanged 2 SP:Iteration 6Q (5721.620000 sec): 3 clusters Score: Raw -31133.914423 + Penalty 1828.976862 = -29304.937561 nChanged 1 SP:Iteration 7Q (5721.870000 sec): 3 clusters Score: Raw -31136.094578 + Penalty 1828.976862 = -29307.117716 nChanged 0 SP:Iteration 8F (5722.040000 sec): 3 clusters Score: Raw -31136.094578 + Penalty 1828.976862 = -29307.117716 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5722.140000 sec): 2 clusters Score: Raw -137422.855081 + Penalty 1156.809265 = -136266.045816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5722.370000 sec): 3 clusters Score: Raw -136977.537818 + Penalty 2313.618531 = -134663.919287 nChanged 394 SP:Iteration 1F (5722.610000 sec): 3 clusters Score: Raw -137392.730790 + Penalty 2313.618531 = -135079.112259 nChanged 134 SP:Iteration 2F (5722.800000 sec): 3 clusters Score: Raw -137804.684627 + Penalty 2313.618531 = -135491.066096 nChanged 132 SP:Iteration 3F (5722.980000 sec): 3 clusters Score: Raw -138517.523800 + Penalty 2313.618531 = -136203.905269 nChanged 128 SP:Iteration 4F (5723.170000 sec): 3 clusters Score: Raw -139546.224732 + Penalty 2313.618531 = -137232.606201 nChanged 101 SP:Iteration 5F (5723.310000 sec): 3 clusters Score: Raw -139919.367991 + Penalty 2313.618531 = -137605.749461 nChanged 43 SP:Iteration 6Q (5723.530000 sec): 3 clusters Score: Raw -140207.555170 + Penalty 2313.618531 = -137893.936639 nChanged 24 SP:Iteration 7Q (5723.710000 sec): 3 clusters Score: Raw -140334.782328 + Penalty 2313.618531 = -138021.163797 nChanged 13 SP:Iteration 8Q (5723.810000 sec): 3 clusters Score: Raw -140352.600171 + Penalty 2313.618531 = -138038.981640 nChanged 2 SP:Iteration 9Q (5724.010000 sec): 3 clusters Score: Raw -140355.457735 + Penalty 2313.618531 = -138041.839204 nChanged 2 SP:Iteration 10Q (5724.210000 sec): 3 clusters Score: Raw -140358.077034 + Penalty 2313.618531 = -138044.458503 nChanged 1 SP:Iteration 11Q (5724.450000 sec): 3 clusters Score: Raw -140359.323809 + Penalty 2313.618531 = -138045.705278 nChanged 0 SP:Iteration 12F (5724.660000 sec): 3 clusters Score: Raw -140359.323809 + Penalty 2313.618531 = -138045.705278 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 8.72 GB. Trying to split cluster 17 (27053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5724.900000 sec): 2 clusters Score: Raw -3436957.737788 + Penalty 1658.402392 = -3435299.335395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5725.210000 sec): 3 clusters Score: Raw -3420319.288009 + Penalty 3316.804785 = -3417002.483224 nChanged 12400 SP:Iteration 1F (5725.610000 sec): 3 clusters Score: Raw -3427145.092528 + Penalty 3316.804785 = -3423828.287743 nChanged 1073 SP:Iteration 2Q (5725.960000 sec): 3 clusters Score: Raw -3427454.449497 + Penalty 3316.804785 = -3424137.644712 nChanged 1007 SP:Iteration 3Q (5726.260000 sec): 3 clusters Score: Raw -3427766.105435 + Penalty 3316.804785 = -3424449.300650 nChanged 1048 SP:Iteration 4Q (5726.630000 sec): 3 clusters Score: Raw -3428168.438962 + Penalty 3316.804785 = -3424851.634178 nChanged 1277 SP:Iteration 5Q (5726.950000 sec): 3 clusters Score: Raw -3428768.706599 + Penalty 3316.804785 = -3425451.901814 nChanged 1653 SP:Iteration 6F (5727.290000 sec): 3 clusters Score: Raw -3429769.959444 + Penalty 3316.804785 = -3426453.154660 nChanged 2096 SP:Iteration 7F (5727.630000 sec): 3 clusters Score: Raw -3431433.782951 + Penalty 3316.804785 = -3428116.978166 nChanged 2334 SP:Iteration 8F (5727.930000 sec): 3 clusters Score: Raw -3433622.741265 + Penalty 3316.804785 = -3430305.936480 nChanged 1870 SP:Iteration 9F (5728.280000 sec): 3 clusters Score: Raw -3435516.629933 + Penalty 3316.804785 = -3432199.825149 nChanged 1029 SP:Iteration 10Q (5728.590000 sec): 3 clusters Score: Raw -3436535.275124 + Penalty 3316.804785 = -3433218.470339 nChanged 378 SP:Iteration 11Q (5728.930000 sec): 3 clusters Score: Raw -3436932.663273 + Penalty 3316.804785 = -3433615.858488 nChanged 115 SP:Iteration 12Q (5729.290000 sec): 3 clusters Score: Raw -3437059.051695 + Penalty 3316.804785 = -3433742.246910 nChanged 49 SP:Iteration 13Q (5729.630000 sec): 3 clusters Score: Raw -3437112.737474 + Penalty 3316.804785 = -3433795.932689 nChanged 23 SP:Iteration 14Q (5729.900000 sec): 3 clusters Score: Raw -3437145.757862 + Penalty 3316.804785 = -3433828.953077 nChanged 15 SP:Iteration 15Q (5730.250000 sec): 3 clusters Score: Raw -3437163.936271 + Penalty 3316.804785 = -3433847.131486 nChanged 12 SP:Iteration 16Q (5730.580000 sec): 3 clusters Score: Raw -3437177.722709 + Penalty 3316.804785 = -3433860.917925 nChanged 9 SP:Iteration 17Q (5730.870000 sec): 3 clusters Score: Raw -3437186.840330 + Penalty 3316.804785 = -3433870.035545 nChanged 5 SP:Iteration 18Q (5731.140000 sec): 3 clusters Score: Raw -3437191.527117 + Penalty 3316.804785 = -3433874.722332 nChanged 3 SP:Iteration 19Q (5731.450000 sec): 3 clusters Score: Raw -3437193.197490 + Penalty 3316.804785 = -3433876.392705 nChanged 1 SP:Iteration 20F (5731.830000 sec): 3 clusters Score: Raw -3437193.923645 + Penalty 3316.804785 = -3433877.118860 nChanged 2 SP:Iteration 21Q (5732.120000 sec): 3 clusters Score: Raw -3437196.476868 + Penalty 3316.804785 = -3433879.672084 nChanged 1 SP:Iteration 22Q (5732.490000 sec): 3 clusters Score: Raw -3437197.624528 + Penalty 3316.804785 = -3433880.819743 nChanged 1 SP:Iteration 23Q (5732.760000 sec): 3 clusters Score: Raw -3437198.759257 + Penalty 3316.804785 = -3433881.954472 nChanged 1 SP:Iteration 24Q (5733.070000 sec): 3 clusters Score: Raw -3437199.685528 + Penalty 3316.804785 = -3433882.880744 nChanged 0 SP:Iteration 25F (5733.420000 sec): 3 clusters Score: Raw -3437199.685528 + Penalty 3316.804785 = -3433882.880744 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5733.610000 sec): 2 clusters Score: Raw -2738940.728671 + Penalty 1622.812930 = -2737317.915741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5733.920000 sec): 3 clusters Score: Raw -2725725.874186 + Penalty 3245.625860 = -2722480.248326 nChanged 9923 SP:Iteration 1F (5734.180000 sec): 3 clusters Score: Raw -2731125.904262 + Penalty 3245.625860 = -2727880.278402 nChanged 905 SP:Iteration 2Q (5734.480000 sec): 3 clusters Score: Raw -2731384.068844 + Penalty 3245.625860 = -2728138.442984 nChanged 810 SP:Iteration 3Q (5734.780000 sec): 3 clusters Score: Raw -2731580.423988 + Penalty 3245.625860 = -2728334.798128 nChanged 713 SP:Iteration 4Q (5735.150000 sec): 3 clusters Score: Raw -2731766.062172 + Penalty 3245.625860 = -2728520.436312 nChanged 673 SP:Iteration 5Q (5735.460000 sec): 3 clusters Score: Raw -2731947.576065 + Penalty 3245.625860 = -2728701.950205 nChanged 655 SP:Iteration 6Q (5735.780000 sec): 3 clusters Score: Raw -2732138.393933 + Penalty 3245.625860 = -2728892.768073 nChanged 670 SP:Iteration 7Q (5736.050000 sec): 3 clusters Score: Raw -2732351.546099 + Penalty 3245.625860 = -2729105.920239 nChanged 697 SP:Iteration 8Q (5736.390000 sec): 3 clusters Score: Raw -2732607.676665 + Penalty 3245.625860 = -2729362.050805 nChanged 794 SP:Iteration 9Q (5736.640000 sec): 3 clusters Score: Raw -2732944.020541 + Penalty 3245.625860 = -2729698.394681 nChanged 858 SP:Iteration 10Q (5736.960000 sec): 3 clusters Score: Raw -2733366.905203 + Penalty 3245.625860 = -2730121.279343 nChanged 936 SP:Iteration 11Q (5737.270000 sec): 3 clusters Score: Raw -2733910.649457 + Penalty 3245.625860 = -2730665.023597 nChanged 1048 SP:Iteration 12Q (5737.540000 sec): 3 clusters Score: Raw -2734602.740799 + Penalty 3245.625860 = -2731357.114939 nChanged 1100 SP:Iteration 13F (5737.800000 sec): 3 clusters Score: Raw -2735334.417616 + Penalty 3245.625860 = -2732088.791756 nChanged 994 SP:Iteration 14Q (5738.130000 sec): 3 clusters Score: Raw -2735914.694362 + Penalty 3245.625860 = -2732669.068502 nChanged 819 SP:Iteration 15Q (5738.420000 sec): 3 clusters Score: Raw -2736275.595124 + Penalty 3245.625860 = -2733029.969264 nChanged 632 SP:Iteration 16Q (5738.660000 sec): 3 clusters Score: Raw -2736522.219695 + Penalty 3245.625860 = -2733276.593835 nChanged 494 SP:Iteration 17Q (5739.000000 sec): 3 clusters Score: Raw -2736727.587288 + Penalty 3245.625860 = -2733481.961428 nChanged 464 SP:Iteration 18Q (5739.310000 sec): 3 clusters Score: Raw -2736980.705627 + Penalty 3245.625860 = -2733735.079767 nChanged 461 SP:Iteration 19Q (5739.620000 sec): 3 clusters Score: Raw -2737279.712891 + Penalty 3245.625860 = -2734034.087031 nChanged 473 SP:Iteration 20F (5739.960000 sec): 3 clusters Score: Raw -2737655.836970 + Penalty 3245.625860 = -2734410.211110 nChanged 486 SP:Iteration 21Q (5740.240000 sec): 3 clusters Score: Raw -2738078.203166 + Penalty 3245.625860 = -2734832.577306 nChanged 444 SP:Iteration 22Q (5740.570000 sec): 3 clusters Score: Raw -2738413.920300 + Penalty 3245.625860 = -2735168.294440 nChanged 403 SP:Iteration 23Q (5740.870000 sec): 3 clusters Score: Raw -2738634.559244 + Penalty 3245.625860 = -2735388.933384 nChanged 306 SP:Iteration 24Q (5741.150000 sec): 3 clusters Score: Raw -2738747.929052 + Penalty 3245.625860 = -2735502.303192 nChanged 215 SP:Iteration 25Q (5741.440000 sec): 3 clusters Score: Raw -2738810.474609 + Penalty 3245.625860 = -2735564.848749 nChanged 174 SP:Iteration 26Q (5741.700000 sec): 3 clusters Score: Raw -2738854.606137 + Penalty 3245.625860 = -2735608.980278 nChanged 139 SP:Iteration 27Q (5741.980000 sec): 3 clusters Score: Raw -2738881.352759 + Penalty 3245.625860 = -2735635.726899 nChanged 95 SP:Iteration 28Q (5742.290000 sec): 3 clusters Score: Raw -2738894.202966 + Penalty 3245.625860 = -2735648.577106 nChanged 62 SP:Iteration 29Q (5742.610000 sec): 3 clusters Score: Raw -2738903.126321 + Penalty 3245.625860 = -2735657.500461 nChanged 58 SP:Iteration 30Q (5742.910000 sec): 3 clusters Score: Raw -2738912.749365 + Penalty 3245.625860 = -2735667.123505 nChanged 51 SP:Iteration 31Q (5743.220000 sec): 3 clusters Score: Raw -2738918.446212 + Penalty 3245.625860 = -2735672.820352 nChanged 43 SP:Iteration 32Q (5743.530000 sec): 3 clusters Score: Raw -2738923.886868 + Penalty 3245.625860 = -2735678.261008 nChanged 40 SP:Iteration 33Q (5743.810000 sec): 3 clusters Score: Raw -2738928.236828 + Penalty 3245.625860 = -2735682.610968 nChanged 36 SP:Iteration 34Q (5744.150000 sec): 3 clusters Score: Raw -2738932.697426 + Penalty 3245.625860 = -2735687.071566 nChanged 35 SP:Iteration 35Q (5744.420000 sec): 3 clusters Score: Raw -2738936.894194 + Penalty 3245.625860 = -2735691.268334 nChanged 25 SP:Iteration 36Q (5744.760000 sec): 3 clusters Score: Raw -2738939.248003 + Penalty 3245.625860 = -2735693.622143 nChanged 22 SP:Iteration 37Q (5745.060000 sec): 3 clusters Score: Raw -2738941.222453 + Penalty 3245.625860 = -2735695.596593 nChanged 22 SP:Iteration 38Q (5745.360000 sec): 3 clusters Score: Raw -2738943.453864 + Penalty 3245.625860 = -2735697.828004 nChanged 17 SP:Iteration 39Q (5745.730000 sec): 3 clusters Score: Raw -2738945.128498 + Penalty 3245.625860 = -2735699.502638 nChanged 14 SP:Iteration 40F (5746.000000 sec): 3 clusters Score: Raw -2738946.390255 + Penalty 3245.625860 = -2735700.764395 nChanged 9 SP:Iteration 41Q (5746.420000 sec): 3 clusters Score: Raw -2738946.963592 + Penalty 3245.625860 = -2735701.337732 nChanged 11 SP:Iteration 42Q (5746.720000 sec): 3 clusters Score: Raw -2738947.848078 + Penalty 3245.625860 = -2735702.222218 nChanged 10 SP:Iteration 43Q (5747.070000 sec): 3 clusters Score: Raw -2738948.818042 + Penalty 3245.625860 = -2735703.192182 nChanged 13 SP:Iteration 44Q (5747.440000 sec): 3 clusters Score: Raw -2738949.702340 + Penalty 3245.625860 = -2735704.076480 nChanged 9 SP:Iteration 45Q (5747.740000 sec): 3 clusters Score: Raw -2738950.447673 + Penalty 3245.625860 = -2735704.821813 nChanged 7 SP:Iteration 46Q (5748.010000 sec): 3 clusters Score: Raw -2738951.202980 + Penalty 3245.625860 = -2735705.577120 nChanged 6 SP:Iteration 47Q (5748.310000 sec): 3 clusters Score: Raw -2738951.579231 + Penalty 3245.625860 = -2735705.953371 nChanged 5 SP:Iteration 48Q (5748.610000 sec): 3 clusters Score: Raw -2738951.773416 + Penalty 3245.625860 = -2735706.147556 nChanged 3 SP:Iteration 49Q (5748.920000 sec): 3 clusters Score: Raw -2738951.815947 + Penalty 3245.625860 = -2735706.190087 nChanged 0 SP:Iteration 50F (5749.200000 sec): 3 clusters Score: Raw -2738951.815947 + Penalty 3245.625860 = -2735706.190087 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5749.320000 sec): 2 clusters Score: Raw -21748.898579 + Penalty 864.194499 = -20884.704080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5749.560000 sec): 3 clusters Score: Raw -21839.085913 + Penalty 1728.388998 = -20110.696915 nChanged 28 SP:Iteration 1F (5749.730000 sec): 3 clusters Score: Raw -21927.010987 + Penalty 1728.388998 = -20198.621989 nChanged 11 SP:Iteration 2F (5749.930000 sec): 3 clusters Score: Raw -21975.043250 + Penalty 1728.388998 = -20246.654252 nChanged 4 SP:Iteration 3Q (5750.080000 sec): 3 clusters Score: Raw -21991.589472 + Penalty 1728.388998 = -20263.200474 nChanged 1 SP:Iteration 4Q (5750.220000 sec): 3 clusters Score: Raw -21995.167740 + Penalty 1728.388998 = -20266.778742 nChanged 1 SP:Iteration 5Q (5750.400000 sec): 3 clusters Score: Raw -22000.679186 + Penalty 1728.388998 = -20272.290188 nChanged 0 SP:Iteration 6F (5750.600000 sec): 3 clusters Score: Raw -22000.679186 + Penalty 1728.388998 = -20272.290188 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5750.710000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5750.930000 sec): 3 clusters Score: Raw -83287.410766 + Penalty 2147.600203 = -81139.810563 nChanged 208 SP:Iteration 1F (5751.140000 sec): 3 clusters Score: Raw -83494.166324 + Penalty 2147.600203 = -81346.566121 nChanged 55 SP:Iteration 2F (5751.360000 sec): 3 clusters Score: Raw -83571.514365 + Penalty 2147.600203 = -81423.914162 nChanged 26 SP:Iteration 3Q (5751.580000 sec): 3 clusters Score: Raw -83606.008685 + Penalty 2147.600203 = -81458.408482 nChanged 23 SP:Iteration 4Q (5751.840000 sec): 3 clusters Score: Raw -83649.158695 + Penalty 2147.600203 = -81501.558492 nChanged 25 SP:Iteration 5Q (5751.980000 sec): 3 clusters Score: Raw -83687.709967 + Penalty 2147.600203 = -81540.109764 nChanged 13 SP:Iteration 6Q (5752.180000 sec): 3 clusters Score: Raw -83700.801452 + Penalty 2147.600203 = -81553.201249 nChanged 10 SP:Iteration 7Q (5752.380000 sec): 3 clusters Score: Raw -83714.262603 + Penalty 2147.600203 = -81566.662400 nChanged 8 SP:Iteration 8Q (5752.590000 sec): 3 clusters Score: Raw -83723.873484 + Penalty 2147.600203 = -81576.273281 nChanged 4 SP:Iteration 9Q (5752.720000 sec): 3 clusters Score: Raw -83730.180533 + Penalty 2147.600203 = -81582.580330 nChanged 5 SP:Iteration 10Q (5752.920000 sec): 3 clusters Score: Raw -83737.937465 + Penalty 2147.600203 = -81590.337261 nChanged 5 SP:Iteration 11Q (5753.120000 sec): 3 clusters Score: Raw -83746.389660 + Penalty 2147.600203 = -81598.789457 nChanged 4 SP:Iteration 12Q (5753.320000 sec): 3 clusters Score: Raw -83750.254155 + Penalty 2147.600203 = -81602.653952 nChanged 0 SP:Iteration 13F (5753.530000 sec): 3 clusters Score: Raw -83750.254155 + Penalty 2147.600203 = -81602.653952 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 21 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5753.670000 sec): 2 clusters Score: Raw -28095.769617 + Penalty 910.942836 = -27184.826781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5753.830000 sec): 3 clusters Score: Raw -28239.299479 + Penalty 1821.885672 = -26417.413808 nChanged 59 SP:Iteration 1F (5754.030000 sec): 3 clusters Score: Raw -28477.626429 + Penalty 1821.885672 = -26655.740757 nChanged 16 SP:Iteration 2F (5754.200000 sec): 3 clusters Score: Raw -28532.841896 + Penalty 1821.885672 = -26710.956225 nChanged 11 SP:Iteration 3Q (5754.400000 sec): 3 clusters Score: Raw -28571.083679 + Penalty 1821.885672 = -26749.198007 nChanged 5 SP:Iteration 4Q (5754.550000 sec): 3 clusters Score: Raw -28590.827391 + Penalty 1821.885672 = -26768.941719 nChanged 4 SP:Iteration 5Q (5754.700000 sec): 3 clusters Score: Raw -28618.967164 + Penalty 1821.885672 = -26797.081493 nChanged 3 SP:Iteration 6Q (5754.930000 sec): 3 clusters Score: Raw -28669.294726 + Penalty 1821.885672 = -26847.409054 nChanged 1 SP:Iteration 7Q (5755.090000 sec): 3 clusters Score: Raw -28670.889461 + Penalty 1821.885672 = -26849.003789 nChanged 3 SP:Iteration 8Q (5755.270000 sec): 3 clusters Score: Raw -28674.486136 + Penalty 1821.885672 = -26852.600465 nChanged 1 SP:Iteration 9Q (5755.470000 sec): 3 clusters Score: Raw -28676.121801 + Penalty 1821.885672 = -26854.236129 nChanged 0 SP:Iteration 10F (5755.640000 sec): 3 clusters Score: Raw -28676.121801 + Penalty 1821.885672 = -26854.236129 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5755.760000 sec): 2 clusters Score: Raw -28912.479459 + Penalty 904.855982 = -28007.623477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5755.940000 sec): 3 clusters Score: Raw -28939.206674 + Penalty 1809.711964 = -27129.494710 nChanged 46 SP:Iteration 1F (5756.140000 sec): 3 clusters Score: Raw -29065.704115 + Penalty 1809.711964 = -27255.992151 nChanged 6 SP:Iteration 2Q (5756.350000 sec): 3 clusters Score: Raw -29094.244961 + Penalty 1809.711964 = -27284.532998 nChanged 5 SP:Iteration 3Q (5756.540000 sec): 3 clusters Score: Raw -29109.869246 + Penalty 1809.711964 = -27300.157283 nChanged 1 SP:Iteration 4Q (5756.740000 sec): 3 clusters Score: Raw -29116.953387 + Penalty 1809.711964 = -27307.241423 nChanged 1 SP:Iteration 5Q (5756.980000 sec): 3 clusters Score: Raw -29140.969476 + Penalty 1809.711964 = -27331.257512 nChanged 5 SP:Iteration 6Q (5757.230000 sec): 3 clusters Score: Raw -29226.318007 + Penalty 1809.711964 = -27416.606043 nChanged 5 SP:Iteration 7Q (5757.400000 sec): 3 clusters Score: Raw -29428.364838 + Penalty 1809.711964 = -27618.652874 nChanged 16 SP:Iteration 8F (5757.620000 sec): 3 clusters Score: Raw -29488.157146 + Penalty 1809.711964 = -27678.445182 nChanged 11 SP:Iteration 9Q (5757.870000 sec): 3 clusters Score: Raw -29532.062699 + Penalty 1809.711964 = -27722.350735 nChanged 5 SP:Iteration 10Q (5758.070000 sec): 3 clusters Score: Raw -29549.528145 + Penalty 1809.711964 = -27739.816181 nChanged 4 SP:Iteration 11Q (5758.250000 sec): 3 clusters Score: Raw -29569.291740 + Penalty 1809.711964 = -27759.579777 nChanged 3 SP:Iteration 12Q (5758.440000 sec): 3 clusters Score: Raw -29583.439721 + Penalty 1809.711964 = -27773.727758 nChanged 3 SP:Iteration 13Q (5758.620000 sec): 3 clusters Score: Raw -29606.057693 + Penalty 1809.711964 = -27796.345730 nChanged 1 SP:Iteration 14Q (5758.800000 sec): 3 clusters Score: Raw -29610.898343 + Penalty 1809.711964 = -27801.186379 nChanged 1 SP:Iteration 15Q (5759.020000 sec): 3 clusters Score: Raw -29617.029397 + Penalty 1809.711964 = -27807.317433 nChanged 1 SP:Iteration 16Q (5759.160000 sec): 3 clusters Score: Raw -29618.759631 + Penalty 1809.711964 = -27809.047667 nChanged 0 SP:Iteration 17F (5759.330000 sec): 3 clusters Score: Raw -29618.759631 + Penalty 1809.711964 = -27809.047667 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5759.430000 sec): 2 clusters Score: Raw -24954.576035 + Penalty 885.793749 = -24068.782286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5759.640000 sec): 3 clusters Score: Raw -25137.220286 + Penalty 1771.587497 = -23365.632789 nChanged 31 SP:Iteration 1F (5759.780000 sec): 3 clusters Score: Raw -25252.717946 + Penalty 1771.587497 = -23481.130448 nChanged 12 SP:Iteration 2F (5759.980000 sec): 3 clusters Score: Raw -25331.193132 + Penalty 1771.587497 = -23559.605634 nChanged 8 SP:Iteration 3Q (5760.150000 sec): 3 clusters Score: Raw -25452.176327 + Penalty 1771.587497 = -23680.588830 nChanged 8 SP:Iteration 4Q (5760.310000 sec): 3 clusters Score: Raw -25504.232255 + Penalty 1771.587497 = -23732.644757 nChanged 5 SP:Iteration 5Q (5760.500000 sec): 3 clusters Score: Raw -25538.202102 + Penalty 1771.587497 = -23766.614605 nChanged 2 SP:Iteration 6Q (5760.690000 sec): 3 clusters Score: Raw -25549.566628 + Penalty 1771.587497 = -23777.979131 nChanged 1 SP:Iteration 7Q (5760.880000 sec): 3 clusters Score: Raw -25552.554197 + Penalty 1771.587497 = -23780.966700 nChanged 0 SP:Iteration 8F (5761.060000 sec): 3 clusters Score: Raw -25552.554197 + Penalty 1771.587497 = -23780.966700 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5761.180000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5761.320000 sec): 3 clusters Score: Raw -48813.078927 + Penalty 1970.730193 = -46842.348734 nChanged 90 SP:Iteration 1F (5761.520000 sec): 3 clusters Score: Raw -49035.269222 + Penalty 1970.730193 = -47064.539029 nChanged 30 SP:Iteration 2F (5761.710000 sec): 3 clusters Score: Raw -49102.814620 + Penalty 1970.730193 = -47132.084427 nChanged 18 SP:Iteration 3Q (5761.870000 sec): 3 clusters Score: Raw -49144.397462 + Penalty 1970.730193 = -47173.667270 nChanged 9 SP:Iteration 4Q (5762.060000 sec): 3 clusters Score: Raw -49175.423558 + Penalty 1970.730193 = -47204.693365 nChanged 8 SP:Iteration 5Q (5762.280000 sec): 3 clusters Score: Raw -49200.529950 + Penalty 1970.730193 = -47229.799757 nChanged 5 SP:Iteration 6Q (5762.470000 sec): 3 clusters Score: Raw -49217.133321 + Penalty 1970.730193 = -47246.403128 nChanged 5 SP:Iteration 7Q (5762.660000 sec): 3 clusters Score: Raw -49231.470395 + Penalty 1970.730193 = -47260.740202 nChanged 4 SP:Iteration 8Q (5762.870000 sec): 3 clusters Score: Raw -49240.888406 + Penalty 1970.730193 = -47270.158213 nChanged 4 SP:Iteration 9Q (5763.050000 sec): 3 clusters Score: Raw -49249.050391 + Penalty 1970.730193 = -47278.320198 nChanged 2 SP:Iteration 10Q (5763.250000 sec): 3 clusters Score: Raw -49255.662588 + Penalty 1970.730193 = -47284.932395 nChanged 1 SP:Iteration 11Q (5763.420000 sec): 3 clusters Score: Raw -49257.882365 + Penalty 1970.730193 = -47287.152172 nChanged 0 SP:Iteration 12F (5763.610000 sec): 3 clusters Score: Raw -49257.882365 + Penalty 1970.730193 = -47287.152172 nChanged 0 Iteration 139Q (5797.740000 sec): 26 clusters Score: Raw -146380007.002722 + Penalty 56877.427158 = -146323129.575564 nChanged 110 Iteration 140F (5856.220000 sec): 26 clusters Score: Raw -146380102.122167 + Penalty 56877.427158 = -146323224.695009 nChanged 171 Iteration 141Q (5883.160000 sec): 26 clusters Score: Raw -146380202.473489 + Penalty 56877.427158 = -146323325.046330 nChanged 188 Iteration 142Q (5911.760000 sec): 26 clusters Score: Raw -146380362.674749 + Penalty 56877.427158 = -146323485.247590 nChanged 189 Iteration 143Q (5944.260000 sec): 26 clusters Score: Raw -146380485.851446 + Penalty 56877.427158 = -146323608.424288 nChanged 158 Iteration 144Q (5981.760000 sec): 26 clusters Score: Raw -146380504.522568 + Penalty 56877.427158 = -146323627.095410 nChanged 191 Iteration 145Q (6017.200000 sec): 26 clusters Score: Raw -146380514.392850 + Penalty 56877.427158 = -146323636.965692 nChanged 177 Iteration 146Q (6048.350000 sec): 26 clusters Score: Raw -146380519.414574 + Penalty 56877.427158 = -146323641.987416 nChanged 182 Iteration 147Q (6092.470000 sec): 26 clusters Score: Raw -146380524.328525 + Penalty 56877.427158 = -146323646.901366 nChanged 183 Iteration 148Q (6126.750000 sec): 26 clusters Score: Raw -146380529.231840 + Penalty 56877.427158 = -146323651.804681 nChanged 162 Iteration 149Q (6167.360000 sec): 26 clusters Score: Raw -146380533.594352 + Penalty 56877.427158 = -146323656.167194 nChanged 163 Iteration 150Q (6201.730000 sec): 26 clusters Score: Raw -146380537.907160 + Penalty 56877.427158 = -146323660.480002 nChanged 169 Iteration 151Q (6239.140000 sec): 26 clusters Score: Raw -146380542.091305 + Penalty 56877.427158 = -146323664.664146 nChanged 160 Iteration 152Q (6275.740000 sec): 26 clusters Score: Raw -146380545.788846 + Penalty 56877.427158 = -146323668.361688 nChanged 149 Iteration 153Q (6313.160000 sec): 26 clusters Score: Raw -146380549.318520 + Penalty 56877.427158 = -146323671.891361 nChanged 126 Iteration 154Q (6359.830000 sec): 26 clusters Score: Raw -146380552.804274 + Penalty 56877.427158 = -146323675.377115 nChanged 129 Iteration 155Q (6396.180000 sec): 26 clusters Score: Raw -146380556.601406 + Penalty 56877.427158 = -146323679.174248 nChanged 132 Iteration 156Q (6434.240000 sec): 26 clusters Score: Raw -146380560.218507 + Penalty 56877.427158 = -146323682.791349 nChanged 140 Iteration 157Q (6469.630000 sec): 26 clusters Score: Raw -146380563.347026 + Penalty 56877.427158 = -146323685.919867 nChanged 133 Iteration 158Q (6502.780000 sec): 26 clusters Score: Raw -146380566.686282 + Penalty 56877.427158 = -146323689.259124 nChanged 117 Iteration 159Q (6537.770000 sec): 26 clusters Score: Raw -146380569.126934 + Penalty 56877.427158 = -146323691.699776 nChanged 125 Iteration 160F (6597.930000 sec): 26 clusters Score: Raw -146380571.692218 + Penalty 56877.427158 = -146323694.265059 nChanged 105 Iteration 161Q (6632.010000 sec): 26 clusters Score: Raw -146380573.723935 + Penalty 56877.427158 = -146323696.296776 nChanged 99 Iteration 162Q (6665.490000 sec): 26 clusters Score: Raw -146380575.917829 + Penalty 56877.427158 = -146323698.490671 nChanged 87 Iteration 163Q (6700.990000 sec): 26 clusters Score: Raw -146380577.678564 + Penalty 56877.427158 = -146323700.251405 nChanged 92 Iteration 164Q (6736.860000 sec): 26 clusters Score: Raw -146380579.758279 + Penalty 56877.427158 = -146323702.331121 nChanged 91 Iteration 165Q (6770.790000 sec): 26 clusters Score: Raw -146380581.478046 + Penalty 56877.427158 = -146323704.050888 nChanged 79 Iteration 166Q (6807.060000 sec): 26 clusters Score: Raw -146380583.107779 + Penalty 56877.427158 = -146323705.680620 nChanged 84 Iteration 167Q (6850.070000 sec): 26 clusters Score: Raw -146380584.946239 + Penalty 56877.427158 = -146323707.519081 nChanged 69 Iteration 168Q (6889.200000 sec): 26 clusters Score: Raw -146380586.309017 + Penalty 56877.427158 = -146323708.881859 nChanged 55 Iteration 169Q (6925.610000 sec): 26 clusters Score: Raw -146380587.168273 + Penalty 56877.427158 = -146323709.741115 nChanged 50 Iteration 170Q (6962.120000 sec): 26 clusters Score: Raw -146380588.115699 + Penalty 56877.427158 = -146323710.688541 nChanged 63 Iteration 171Q (6991.360000 sec): 26 clusters Score: Raw -146380589.361964 + Penalty 56877.427158 = -146323711.934806 nChanged 65 Iteration 172Q (7021.740000 sec): 26 clusters Score: Raw -146380590.331804 + Penalty 56877.427158 = -146323712.904646 nChanged 56 Iteration 173Q (7048.350000 sec): 26 clusters Score: Raw -146380591.204714 + Penalty 56877.427158 = -146323713.777556 nChanged 66 Iteration 174Q (7087.430000 sec): 26 clusters Score: Raw -146380592.371917 + Penalty 56877.427158 = -146323714.944759 nChanged 56 Iteration 175Q (7119.490000 sec): 26 clusters Score: Raw -146380593.364727 + Penalty 56877.427158 = -146323715.937569 nChanged 52 Iteration 176Q (7154.790000 sec): 26 clusters Score: Raw -146380594.320555 + Penalty 56877.427158 = -146323716.893397 nChanged 53 Iteration 177Q (7184.760000 sec): 26 clusters Score: Raw -146380595.331134 + Penalty 56877.427158 = -146323717.903975 nChanged 47 Iteration 178Q (7218.600000 sec): 26 clusters Score: Raw -146380596.188834 + Penalty 56877.427158 = -146323718.761675 nChanged 45 Writing temp clu file Because OldScore, -146323717.903975, is greater than current (better) Score,-146323718.761675 Compute initial score before splitting: Score: Raw -146380596.188834 + Penalty 56877.427158 = -146323718.761675 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (11120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7219.020000 sec): 2 clusters Score: Raw -1354340.642016 + Penalty 1513.931342 = -1352826.710674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7219.250000 sec): 3 clusters Score: Raw -1347974.053715 + Penalty 3027.862685 = -1344946.191030 nChanged 4897 SP:Iteration 1F (7219.540000 sec): 3 clusters Score: Raw -1350671.042676 + Penalty 3027.862685 = -1347643.179992 nChanged 657 SP:Iteration 2F (7219.760000 sec): 3 clusters Score: Raw -1350983.568570 + Penalty 3027.862685 = -1347955.705885 nChanged 621 SP:Iteration 3F (7220.020000 sec): 3 clusters Score: Raw -1351313.052150 + Penalty 3027.862685 = -1348285.189465 nChanged 615 SP:Iteration 4F (7220.290000 sec): 3 clusters Score: Raw -1351669.211944 + Penalty 3027.862685 = -1348641.349260 nChanged 636 SP:Iteration 5F (7220.550000 sec): 3 clusters Score: Raw -1352141.890061 + Penalty 3027.862685 = -1349114.027377 nChanged 755 SP:Iteration 6F (7220.750000 sec): 3 clusters Score: Raw -1352804.362436 + Penalty 3027.862685 = -1349776.499751 nChanged 752 SP:Iteration 7F (7220.990000 sec): 3 clusters Score: Raw -1353547.361774 + Penalty 3027.862685 = -1350519.499089 nChanged 659 SP:Iteration 8F (7221.210000 sec): 3 clusters Score: Raw -1354293.153568 + Penalty 3027.862685 = -1351265.290883 nChanged 522 SP:Iteration 9Q (7221.460000 sec): 3 clusters Score: Raw -1354847.460651 + Penalty 3027.862685 = -1351819.597967 nChanged 290 SP:Iteration 10Q (7221.680000 sec): 3 clusters Score: Raw -1355032.004924 + Penalty 3027.862685 = -1352004.142239 nChanged 153 SP:Iteration 11Q (7221.920000 sec): 3 clusters Score: Raw -1355096.784674 + Penalty 3027.862685 = -1352068.921990 nChanged 89 SP:Iteration 12Q (7222.130000 sec): 3 clusters Score: Raw -1355121.663529 + Penalty 3027.862685 = -1352093.800845 nChanged 46 SP:Iteration 13Q (7222.360000 sec): 3 clusters Score: Raw -1355132.333611 + Penalty 3027.862685 = -1352104.470926 nChanged 36 SP:Iteration 14Q (7222.570000 sec): 3 clusters Score: Raw -1355138.499795 + Penalty 3027.862685 = -1352110.637111 nChanged 22 SP:Iteration 15Q (7222.820000 sec): 3 clusters Score: Raw -1355141.990305 + Penalty 3027.862685 = -1352114.127620 nChanged 17 SP:Iteration 16Q (7223.020000 sec): 3 clusters Score: Raw -1355145.002651 + Penalty 3027.862685 = -1352117.139967 nChanged 19 SP:Iteration 17Q (7223.260000 sec): 3 clusters Score: Raw -1355148.051791 + Penalty 3027.862685 = -1352120.189106 nChanged 8 SP:Iteration 18Q (7223.490000 sec): 3 clusters Score: Raw -1355149.270747 + Penalty 3027.862685 = -1352121.408063 nChanged 4 SP:Iteration 19Q (7223.740000 sec): 3 clusters Score: Raw -1355149.809022 + Penalty 3027.862685 = -1352121.946338 nChanged 6 SP:Iteration 20F (7224.010000 sec): 3 clusters Score: Raw -1355150.550438 + Penalty 3027.862685 = -1352122.687754 nChanged 5 SP:Iteration 21Q (7224.200000 sec): 3 clusters Score: Raw -1355150.943817 + Penalty 3027.862685 = -1352123.081133 nChanged 2 SP:Iteration 22Q (7224.430000 sec): 3 clusters Score: Raw -1355151.105765 + Penalty 3027.862685 = -1352123.243081 nChanged 0 SP:Iteration 23F (7224.690000 sec): 3 clusters Score: Raw -1355151.105765 + Penalty 3027.862685 = -1352123.243081 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7224.900000 sec): 2 clusters Score: Raw -3345458.130288 + Penalty 1659.085721 = -3343799.044568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7225.200000 sec): 3 clusters Score: Raw -3328768.896995 + Penalty 3318.171441 = -3325450.725554 nChanged 12430 SP:Iteration 1F (7225.540000 sec): 3 clusters Score: Raw -3335655.219543 + Penalty 3318.171441 = -3332337.048102 nChanged 1126 SP:Iteration 2Q (7225.850000 sec): 3 clusters Score: Raw -3335966.534340 + Penalty 3318.171441 = -3332648.362899 nChanged 1016 SP:Iteration 3Q (7226.210000 sec): 3 clusters Score: Raw -3336281.935279 + Penalty 3318.171441 = -3332963.763838 nChanged 1040 SP:Iteration 4Q (7226.530000 sec): 3 clusters Score: Raw -3336640.780954 + Penalty 3318.171441 = -3333322.609513 nChanged 1082 SP:Iteration 5Q (7226.850000 sec): 3 clusters Score: Raw -3337090.085550 + Penalty 3318.171441 = -3333771.914109 nChanged 1306 SP:Iteration 6Q (7227.160000 sec): 3 clusters Score: Raw -3337762.812417 + Penalty 3318.171441 = -3334444.640976 nChanged 1573 SP:Iteration 7F (7227.480000 sec): 3 clusters Score: Raw -3338744.548962 + Penalty 3318.171441 = -3335426.377521 nChanged 1840 SP:Iteration 8F (7227.790000 sec): 3 clusters Score: Raw -3340094.047667 + Penalty 3318.171441 = -3336775.876226 nChanged 1921 SP:Iteration 9F (7228.090000 sec): 3 clusters Score: Raw -3341716.743425 + Penalty 3318.171441 = -3338398.571984 nChanged 1804 SP:Iteration 10F (7228.450000 sec): 3 clusters Score: Raw -3343430.814470 + Penalty 3318.171441 = -3340112.643029 nChanged 1285 SP:Iteration 11Q (7228.770000 sec): 3 clusters Score: Raw -3344692.127610 + Penalty 3318.171441 = -3341373.956169 nChanged 606 SP:Iteration 12Q (7229.110000 sec): 3 clusters Score: Raw -3345284.185039 + Penalty 3318.171441 = -3341966.013598 nChanged 179 SP:Iteration 13Q (7229.450000 sec): 3 clusters Score: Raw -3345474.097668 + Penalty 3318.171441 = -3342155.926227 nChanged 72 SP:Iteration 14Q (7229.760000 sec): 3 clusters Score: Raw -3345563.019703 + Penalty 3318.171441 = -3342244.848262 nChanged 25 SP:Iteration 15Q (7230.090000 sec): 3 clusters Score: Raw -3345601.015282 + Penalty 3318.171441 = -3342282.843841 nChanged 12 SP:Iteration 16Q (7230.390000 sec): 3 clusters Score: Raw -3345619.969271 + Penalty 3318.171441 = -3342301.797830 nChanged 10 SP:Iteration 17Q (7230.730000 sec): 3 clusters Score: Raw -3345640.148959 + Penalty 3318.171441 = -3342321.977518 nChanged 12 SP:Iteration 18Q (7231.010000 sec): 3 clusters Score: Raw -3345654.407164 + Penalty 3318.171441 = -3342336.235723 nChanged 8 SP:Iteration 19Q (7231.300000 sec): 3 clusters Score: Raw -3345665.412859 + Penalty 3318.171441 = -3342347.241418 nChanged 4 SP:Iteration 20F (7231.670000 sec): 3 clusters Score: Raw -3345675.240504 + Penalty 3318.171441 = -3342357.069063 nChanged 3 SP:Iteration 21Q (7231.960000 sec): 3 clusters Score: Raw -3345683.377495 + Penalty 3318.171441 = -3342365.206054 nChanged 2 SP:Iteration 22Q (7232.250000 sec): 3 clusters Score: Raw -3345686.608485 + Penalty 3318.171441 = -3342368.437044 nChanged 2 SP:Iteration 23Q (7232.570000 sec): 3 clusters Score: Raw -3345688.405754 + Penalty 3318.171441 = -3342370.234313 nChanged 0 SP:Iteration 24F (7232.910000 sec): 3 clusters Score: Raw -3345688.405754 + Penalty 3318.171441 = -3342370.234313 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7233.030000 sec): 2 clusters Score: Raw -1923822.526746 + Penalty 1564.153138 = -1922258.373608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7233.300000 sec): 3 clusters Score: Raw -1914941.444561 + Penalty 3128.306276 = -1911813.138286 nChanged 6811 SP:Iteration 1F (7233.610000 sec): 3 clusters Score: Raw -1918582.277726 + Penalty 3128.306276 = -1915453.971451 nChanged 693 SP:Iteration 2Q (7233.880000 sec): 3 clusters Score: Raw -1918805.581956 + Penalty 3128.306276 = -1915677.275681 nChanged 609 SP:Iteration 3Q (7234.170000 sec): 3 clusters Score: Raw -1918978.464003 + Penalty 3128.306276 = -1915850.157728 nChanged 499 SP:Iteration 4Q (7234.410000 sec): 3 clusters Score: Raw -1919106.728631 + Penalty 3128.306276 = -1915978.422355 nChanged 418 SP:Iteration 5Q (7234.700000 sec): 3 clusters Score: Raw -1919219.904618 + Penalty 3128.306276 = -1916091.598342 nChanged 412 SP:Iteration 6Q (7234.930000 sec): 3 clusters Score: Raw -1919336.795346 + Penalty 3128.306276 = -1916208.489070 nChanged 377 SP:Iteration 7Q (7235.180000 sec): 3 clusters Score: Raw -1919437.040511 + Penalty 3128.306276 = -1916308.734235 nChanged 334 SP:Iteration 8Q (7235.430000 sec): 3 clusters Score: Raw -1919539.142339 + Penalty 3128.306276 = -1916410.836063 nChanged 343 SP:Iteration 9Q (7235.670000 sec): 3 clusters Score: Raw -1919652.837296 + Penalty 3128.306276 = -1916524.531020 nChanged 383 SP:Iteration 10Q (7235.960000 sec): 3 clusters Score: Raw -1919794.323299 + Penalty 3128.306276 = -1916666.017023 nChanged 432 SP:Iteration 11Q (7236.190000 sec): 3 clusters Score: Raw -1920011.989374 + Penalty 3128.306276 = -1916883.683098 nChanged 515 SP:Iteration 12Q (7236.480000 sec): 3 clusters Score: Raw -1920310.613105 + Penalty 3128.306276 = -1917182.306829 nChanged 604 SP:Iteration 13Q (7236.730000 sec): 3 clusters Score: Raw -1920713.303259 + Penalty 3128.306276 = -1917584.996984 nChanged 653 SP:Iteration 14Q (7237.020000 sec): 3 clusters Score: Raw -1921208.745538 + Penalty 3128.306276 = -1918080.439263 nChanged 710 SP:Iteration 15Q (7237.240000 sec): 3 clusters Score: Raw -1921758.741547 + Penalty 3128.306276 = -1918630.435271 nChanged 659 SP:Iteration 16Q (7237.540000 sec): 3 clusters Score: Raw -1922311.787659 + Penalty 3128.306276 = -1919183.481383 nChanged 553 SP:Iteration 17Q (7237.770000 sec): 3 clusters Score: Raw -1922738.855063 + Penalty 3128.306276 = -1919610.548787 nChanged 466 SP:Iteration 18Q (7238.050000 sec): 3 clusters Score: Raw -1923076.885641 + Penalty 3128.306276 = -1919948.579366 nChanged 362 SP:Iteration 19Q (7238.250000 sec): 3 clusters Score: Raw -1923339.402426 + Penalty 3128.306276 = -1920211.096150 nChanged 288 SP:Iteration 20F (7238.540000 sec): 3 clusters Score: Raw -1923540.476071 + Penalty 3128.306276 = -1920412.169795 nChanged 185 SP:Iteration 21Q (7238.790000 sec): 3 clusters Score: Raw -1923657.458259 + Penalty 3128.306276 = -1920529.151983 nChanged 137 SP:Iteration 22Q (7239.000000 sec): 3 clusters Score: Raw -1923741.946851 + Penalty 3128.306276 = -1920613.640576 nChanged 101 SP:Iteration 23Q (7239.320000 sec): 3 clusters Score: Raw -1923803.017588 + Penalty 3128.306276 = -1920674.711312 nChanged 91 SP:Iteration 24Q (7239.560000 sec): 3 clusters Score: Raw -1923856.866038 + Penalty 3128.306276 = -1920728.559763 nChanged 70 SP:Iteration 25Q (7239.800000 sec): 3 clusters Score: Raw -1923896.293973 + Penalty 3128.306276 = -1920767.987697 nChanged 50 SP:Iteration 26Q (7240.070000 sec): 3 clusters Score: Raw -1923923.877679 + Penalty 3128.306276 = -1920795.571403 nChanged 46 SP:Iteration 27Q (7240.270000 sec): 3 clusters Score: Raw -1923949.900705 + Penalty 3128.306276 = -1920821.594429 nChanged 37 SP:Iteration 28Q (7240.540000 sec): 3 clusters Score: Raw -1923972.288346 + Penalty 3128.306276 = -1920843.982070 nChanged 25 SP:Iteration 29Q (7240.770000 sec): 3 clusters Score: Raw -1923987.297076 + Penalty 3128.306276 = -1920858.990800 nChanged 24 SP:Iteration 30Q (7241.030000 sec): 3 clusters Score: Raw -1923999.465589 + Penalty 3128.306276 = -1920871.159313 nChanged 20 SP:Iteration 31Q (7241.280000 sec): 3 clusters Score: Raw -1924013.528406 + Penalty 3128.306276 = -1920885.222130 nChanged 18 SP:Iteration 32Q (7241.510000 sec): 3 clusters Score: Raw -1924023.308974 + Penalty 3128.306276 = -1920895.002698 nChanged 14 SP:Iteration 33Q (7241.790000 sec): 3 clusters Score: Raw -1924028.936943 + Penalty 3128.306276 = -1920900.630667 nChanged 6 SP:Iteration 34Q (7242.010000 sec): 3 clusters Score: Raw -1924033.928513 + Penalty 3128.306276 = -1920905.622238 nChanged 8 SP:Iteration 35Q (7242.250000 sec): 3 clusters Score: Raw -1924038.027308 + Penalty 3128.306276 = -1920909.721032 nChanged 7 SP:Iteration 36Q (7242.490000 sec): 3 clusters Score: Raw -1924041.737797 + Penalty 3128.306276 = -1920913.431521 nChanged 6 SP:Iteration 37Q (7242.720000 sec): 3 clusters Score: Raw -1924045.753559 + Penalty 3128.306276 = -1920917.447283 nChanged 8 SP:Iteration 38Q (7242.940000 sec): 3 clusters Score: Raw -1924050.681696 + Penalty 3128.306276 = -1920922.375420 nChanged 7 SP:Iteration 39Q (7243.180000 sec): 3 clusters Score: Raw -1924053.598270 + Penalty 3128.306276 = -1920925.291995 nChanged 3 SP:Iteration 40F (7243.470000 sec): 3 clusters Score: Raw -1924054.810238 + Penalty 3128.306276 = -1920926.503963 nChanged 3 SP:Iteration 41Q (7243.670000 sec): 3 clusters Score: Raw -1924055.836026 + Penalty 3128.306276 = -1920927.529750 nChanged 1 SP:Iteration 42Q (7243.940000 sec): 3 clusters Score: Raw -1924056.123081 + Penalty 3128.306276 = -1920927.816805 nChanged 1 SP:Iteration 43Q (7244.110000 sec): 3 clusters Score: Raw -1924056.587235 + Penalty 3128.306276 = -1920928.280959 nChanged 2 SP:Iteration 44Q (7244.340000 sec): 3 clusters Score: Raw -1924057.486907 + Penalty 3128.306276 = -1920929.180632 nChanged 0 SP:Iteration 45F (7244.620000 sec): 3 clusters Score: Raw -1924057.486907 + Penalty 3128.306276 = -1920929.180632 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7248.270000 sec): 2 clusters Score: Raw -113982802.940950 + Penalty 2233.105545 = -113980569.835405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7252.180000 sec): 3 clusters Score: Raw -113352897.126130 + Penalty 4466.211090 = -113348430.915040 nChanged 457808 SP:Iteration 1F (7256.400000 sec): 3 clusters Score: Raw -113634465.188976 + Penalty 4466.211090 = -113629998.977886 nChanged 31909 SP:Iteration 2Q (7260.770000 sec): 3 clusters Score: Raw -113645291.062726 + Penalty 4466.211090 = -113640824.851636 nChanged 47268 SP:Iteration 3F (7265.090000 sec): 3 clusters Score: Raw -113668213.457330 + Penalty 4466.211090 = -113663747.246240 nChanged 68106 SP:Iteration 4F (7269.550000 sec): 3 clusters Score: Raw -113713980.259137 + Penalty 4466.211090 = -113709514.048047 nChanged 87537 SP:Iteration 5F (7275.400000 sec): 3 clusters Score: Raw -113790040.317642 + Penalty 4466.211090 = -113785574.106552 nChanged 89891 SP:Iteration 6F (7280.020000 sec): 3 clusters Score: Raw -113881230.256532 + Penalty 4466.211090 = -113876764.045442 nChanged 63332 SP:Iteration 7F (7284.970000 sec): 3 clusters Score: Raw -113947899.226419 + Penalty 4466.211090 = -113943433.015329 nChanged 27095 SP:Iteration 8Q (7289.540000 sec): 3 clusters Score: Raw -113975465.148043 + Penalty 4466.211090 = -113970998.936953 nChanged 6632 SP:Iteration 9Q (7294.300000 sec): 3 clusters Score: Raw -113981833.485140 + Penalty 4466.211090 = -113977367.274050 nChanged 942 SP:Iteration 10Q (7298.270000 sec): 3 clusters Score: Raw -113982756.116165 + Penalty 4466.211090 = -113978289.905075 nChanged 117 SP:Iteration 11Q (7301.990000 sec): 3 clusters Score: Raw -113982924.229425 + Penalty 4466.211090 = -113978458.018335 nChanged 29 SP:Iteration 12Q (7305.870000 sec): 3 clusters Score: Raw -113982979.493148 + Penalty 4466.211090 = -113978513.282058 nChanged 11 SP:Iteration 13Q (7310.300000 sec): 3 clusters Score: Raw -113983001.816268 + Penalty 4466.211090 = -113978535.605178 nChanged 4 SP:Iteration 14Q (7314.240000 sec): 3 clusters Score: Raw -113983008.758696 + Penalty 4466.211090 = -113978542.547606 nChanged 2 SP:Iteration 15Q (7317.930000 sec): 3 clusters Score: Raw -113983012.319014 + Penalty 4466.211090 = -113978546.107924 nChanged 0 SP:Iteration 16F (7322.480000 sec): 3 clusters Score: Raw -113983014.593044 + Penalty 4466.211090 = -113978548.381954 nChanged 1 SP:Iteration 17Q (7326.120000 sec): 3 clusters Score: Raw -113983017.651163 + Penalty 4466.211090 = -113978551.440073 nChanged 1 SP:Iteration 18Q (7329.180000 sec): 3 clusters Score: Raw -113983019.452552 + Penalty 4466.211090 = -113978553.241462 nChanged 2 SP:Iteration 19Q (7332.620000 sec): 3 clusters Score: Raw -113983026.751261 + Penalty 4466.211090 = -113978560.540170 nChanged 2 SP:Iteration 20F (7336.380000 sec): 3 clusters Score: Raw -113983030.252949 + Penalty 4466.211090 = -113978564.041859 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7337.040000 sec): 2 clusters Score: Raw -2746729.717662 + Penalty 1629.801445 = -2745099.916217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7337.360000 sec): 3 clusters Score: Raw -2733106.528825 + Penalty 3259.602889 = -2729846.925935 nChanged 10204 SP:Iteration 1F (7337.660000 sec): 3 clusters Score: Raw -2738597.780321 + Penalty 3259.602889 = -2735338.177432 nChanged 1073 SP:Iteration 2Q (7337.940000 sec): 3 clusters Score: Raw -2738964.577637 + Penalty 3259.602889 = -2735704.974748 nChanged 1057 SP:Iteration 3Q (7338.240000 sec): 3 clusters Score: Raw -2739372.403026 + Penalty 3259.602889 = -2736112.800136 nChanged 1075 SP:Iteration 4Q (7338.540000 sec): 3 clusters Score: Raw -2739860.838687 + Penalty 3259.602889 = -2736601.235798 nChanged 1193 SP:Iteration 5F (7338.820000 sec): 3 clusters Score: Raw -2740533.560728 + Penalty 3259.602889 = -2737273.957838 nChanged 1357 SP:Iteration 6F (7339.040000 sec): 3 clusters Score: Raw -2741527.198983 + Penalty 3259.602889 = -2738267.596094 nChanged 1481 SP:Iteration 7F (7339.310000 sec): 3 clusters Score: Raw -2742887.383591 + Penalty 3259.602889 = -2739627.780702 nChanged 1429 SP:Iteration 8F (7339.540000 sec): 3 clusters Score: Raw -2744418.535268 + Penalty 3259.602889 = -2741158.932378 nChanged 1214 SP:Iteration 9F (7339.830000 sec): 3 clusters Score: Raw -2745725.641512 + Penalty 3259.602889 = -2742466.038622 nChanged 863 SP:Iteration 10Q (7340.070000 sec): 3 clusters Score: Raw -2746480.277688 + Penalty 3259.602889 = -2743220.674799 nChanged 529 SP:Iteration 11Q (7340.300000 sec): 3 clusters Score: Raw -2746813.299976 + Penalty 3259.602889 = -2743553.697086 nChanged 347 SP:Iteration 12Q (7340.610000 sec): 3 clusters Score: Raw -2746970.216370 + Penalty 3259.602889 = -2743710.613481 nChanged 254 SP:Iteration 13Q (7340.860000 sec): 3 clusters Score: Raw -2747056.196811 + Penalty 3259.602889 = -2743796.593922 nChanged 170 SP:Iteration 14Q (7341.100000 sec): 3 clusters Score: Raw -2747097.882730 + Penalty 3259.602889 = -2743838.279841 nChanged 128 SP:Iteration 15Q (7341.340000 sec): 3 clusters Score: Raw -2747122.870183 + Penalty 3259.602889 = -2743863.267293 nChanged 97 SP:Iteration 16Q (7341.660000 sec): 3 clusters Score: Raw -2747139.247194 + Penalty 3259.602889 = -2743879.644304 nChanged 68 SP:Iteration 17Q (7341.930000 sec): 3 clusters Score: Raw -2747147.723033 + Penalty 3259.602889 = -2743888.120144 nChanged 45 SP:Iteration 18Q (7342.200000 sec): 3 clusters Score: Raw -2747152.299926 + Penalty 3259.602889 = -2743892.697036 nChanged 22 SP:Iteration 19Q (7342.480000 sec): 3 clusters Score: Raw -2747154.438670 + Penalty 3259.602889 = -2743894.835781 nChanged 24 SP:Iteration 20F (7342.760000 sec): 3 clusters Score: Raw -2747156.824094 + Penalty 3259.602889 = -2743897.221205 nChanged 24 SP:Iteration 21Q (7343.070000 sec): 3 clusters Score: Raw -2747159.136660 + Penalty 3259.602889 = -2743899.533771 nChanged 25 SP:Iteration 22Q (7343.340000 sec): 3 clusters Score: Raw -2747161.244100 + Penalty 3259.602889 = -2743901.641211 nChanged 21 SP:Iteration 23Q (7343.620000 sec): 3 clusters Score: Raw -2747163.043263 + Penalty 3259.602889 = -2743903.440374 nChanged 18 SP:Iteration 24Q (7343.950000 sec): 3 clusters Score: Raw -2747164.864070 + Penalty 3259.602889 = -2743905.261181 nChanged 12 SP:Iteration 25Q (7344.250000 sec): 3 clusters Score: Raw -2747165.725314 + Penalty 3259.602889 = -2743906.122424 nChanged 13 SP:Iteration 26Q (7344.590000 sec): 3 clusters Score: Raw -2747167.154653 + Penalty 3259.602889 = -2743907.551763 nChanged 17 SP:Iteration 27Q (7344.840000 sec): 3 clusters Score: Raw -2747168.642710 + Penalty 3259.602889 = -2743909.039820 nChanged 17 SP:Iteration 28Q (7345.140000 sec): 3 clusters Score: Raw -2747169.833729 + Penalty 3259.602889 = -2743910.230839 nChanged 13 SP:Iteration 29Q (7345.430000 sec): 3 clusters Score: Raw -2747170.879330 + Penalty 3259.602889 = -2743911.276440 nChanged 18 SP:Iteration 30Q (7345.730000 sec): 3 clusters Score: Raw -2747172.454851 + Penalty 3259.602889 = -2743912.851961 nChanged 21 SP:Iteration 31Q (7346.020000 sec): 3 clusters Score: Raw -2747173.720109 + Penalty 3259.602889 = -2743914.117219 nChanged 10 SP:Iteration 32Q (7346.350000 sec): 3 clusters Score: Raw -2747174.380582 + Penalty 3259.602889 = -2743914.777692 nChanged 12 SP:Iteration 33Q (7346.620000 sec): 3 clusters Score: Raw -2747175.214615 + Penalty 3259.602889 = -2743915.611726 nChanged 14 SP:Iteration 34Q (7346.930000 sec): 3 clusters Score: Raw -2747175.940246 + Penalty 3259.602889 = -2743916.337356 nChanged 8 SP:Iteration 35Q (7347.230000 sec): 3 clusters Score: Raw -2747176.305957 + Penalty 3259.602889 = -2743916.703068 nChanged 5 SP:Iteration 36Q (7347.560000 sec): 3 clusters Score: Raw -2747176.536901 + Penalty 3259.602889 = -2743916.934012 nChanged 3 SP:Iteration 37Q (7347.820000 sec): 3 clusters Score: Raw -2747176.695036 + Penalty 3259.602889 = -2743917.092147 nChanged 1 SP:Iteration 38Q (7348.080000 sec): 3 clusters Score: Raw -2747176.727263 + Penalty 3259.602889 = -2743917.124373 nChanged 1 SP:Iteration 39Q (7348.340000 sec): 3 clusters Score: Raw -2747176.797058 + Penalty 3259.602889 = -2743917.194169 nChanged 3 SP:Iteration 40F (7348.620000 sec): 3 clusters Score: Raw -2747176.957632 + Penalty 3259.602889 = -2743917.354743 nChanged 2 SP:Iteration 41Q (7348.910000 sec): 3 clusters Score: Raw -2747177.057756 + Penalty 3259.602889 = -2743917.454867 nChanged 6 SP:Iteration 42Q (7349.150000 sec): 3 clusters Score: Raw -2747177.424708 + Penalty 3259.602889 = -2743917.821818 nChanged 5 SP:Iteration 43Q (7349.420000 sec): 3 clusters Score: Raw -2747177.724200 + Penalty 3259.602889 = -2743918.121311 nChanged 3 SP:Iteration 44Q (7349.690000 sec): 3 clusters Score: Raw -2747177.847121 + Penalty 3259.602889 = -2743918.244232 nChanged 2 SP:Iteration 45Q (7349.960000 sec): 3 clusters Score: Raw -2747178.035381 + Penalty 3259.602889 = -2743918.432492 nChanged 2 SP:Iteration 46Q (7350.230000 sec): 3 clusters Score: Raw -2747178.108134 + Penalty 3259.602889 = -2743918.505245 nChanged 0 SP:Iteration 47F (7350.500000 sec): 3 clusters Score: Raw -2747178.108134 + Penalty 3259.602889 = -2743918.505245 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7350.630000 sec): 2 clusters Score: Raw -172901.934240 + Penalty 1180.972882 = -171720.961358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7350.790000 sec): 3 clusters Score: Raw -172342.270386 + Penalty 2361.945764 = -169980.324622 nChanged 492 SP:Iteration 1F (7350.980000 sec): 3 clusters Score: Raw -172672.870640 + Penalty 2361.945764 = -170310.924876 nChanged 101 SP:Iteration 2F (7351.190000 sec): 3 clusters Score: Raw -172758.132915 + Penalty 2361.945764 = -170396.187151 nChanged 52 SP:Iteration 3Q (7351.350000 sec): 3 clusters Score: Raw -172800.218553 + Penalty 2361.945764 = -170438.272789 nChanged 38 SP:Iteration 4Q (7351.500000 sec): 3 clusters Score: Raw -172821.584765 + Penalty 2361.945764 = -170459.639001 nChanged 27 SP:Iteration 5Q (7351.690000 sec): 3 clusters Score: Raw -172836.030377 + Penalty 2361.945764 = -170474.084613 nChanged 21 SP:Iteration 6Q (7351.870000 sec): 3 clusters Score: Raw -172847.756461 + Penalty 2361.945764 = -170485.810697 nChanged 11 SP:Iteration 7Q (7352.040000 sec): 3 clusters Score: Raw -172854.365920 + Penalty 2361.945764 = -170492.420156 nChanged 9 SP:Iteration 8Q (7352.200000 sec): 3 clusters Score: Raw -172860.592670 + Penalty 2361.945764 = -170498.646906 nChanged 13 SP:Iteration 9Q (7352.390000 sec): 3 clusters Score: Raw -172869.138329 + Penalty 2361.945764 = -170507.192565 nChanged 15 SP:Iteration 10Q (7352.540000 sec): 3 clusters Score: Raw -172884.251081 + Penalty 2361.945764 = -170522.305317 nChanged 22 SP:Iteration 11Q (7352.730000 sec): 3 clusters Score: Raw -172901.739357 + Penalty 2361.945764 = -170539.793593 nChanged 21 SP:Iteration 12Q (7352.870000 sec): 3 clusters Score: Raw -172912.633150 + Penalty 2361.945764 = -170550.687386 nChanged 16 SP:Iteration 13Q (7353.090000 sec): 3 clusters Score: Raw -172925.907185 + Penalty 2361.945764 = -170563.961420 nChanged 19 SP:Iteration 14Q (7353.280000 sec): 3 clusters Score: Raw -172938.439489 + Penalty 2361.945764 = -170576.493725 nChanged 12 SP:Iteration 15Q (7353.470000 sec): 3 clusters Score: Raw -172948.822798 + Penalty 2361.945764 = -170586.877034 nChanged 18 SP:Iteration 16Q (7353.720000 sec): 3 clusters Score: Raw -172962.672525 + Penalty 2361.945764 = -170600.726761 nChanged 15 SP:Iteration 17Q (7353.910000 sec): 3 clusters Score: Raw -172972.722611 + Penalty 2361.945764 = -170610.776847 nChanged 15 SP:Iteration 18Q (7354.100000 sec): 3 clusters Score: Raw -172981.564568 + Penalty 2361.945764 = -170619.618804 nChanged 11 SP:Iteration 19Q (7354.270000 sec): 3 clusters Score: Raw -172990.565776 + Penalty 2361.945764 = -170628.620012 nChanged 11 SP:Iteration 20F (7354.420000 sec): 3 clusters Score: Raw -173000.547154 + Penalty 2361.945764 = -170638.601390 nChanged 9 SP:Iteration 21Q (7354.610000 sec): 3 clusters Score: Raw -173007.301801 + Penalty 2361.945764 = -170645.356037 nChanged 12 SP:Iteration 22Q (7354.790000 sec): 3 clusters Score: Raw -173015.038284 + Penalty 2361.945764 = -170653.092520 nChanged 10 SP:Iteration 23Q (7354.980000 sec): 3 clusters Score: Raw -173022.741214 + Penalty 2361.945764 = -170660.795450 nChanged 7 SP:Iteration 24Q (7355.180000 sec): 3 clusters Score: Raw -173027.265587 + Penalty 2361.945764 = -170665.319823 nChanged 8 SP:Iteration 25Q (7355.360000 sec): 3 clusters Score: Raw -173032.317720 + Penalty 2361.945764 = -170670.371956 nChanged 12 SP:Iteration 26Q (7355.610000 sec): 3 clusters Score: Raw -173039.498112 + Penalty 2361.945764 = -170677.552348 nChanged 7 SP:Iteration 27Q (7355.780000 sec): 3 clusters Score: Raw -173042.975970 + Penalty 2361.945764 = -170681.030206 nChanged 9 SP:Iteration 28Q (7355.960000 sec): 3 clusters Score: Raw -173050.062371 + Penalty 2361.945764 = -170688.116607 nChanged 13 SP:Iteration 29Q (7356.130000 sec): 3 clusters Score: Raw -173062.407251 + Penalty 2361.945764 = -170700.461487 nChanged 19 SP:Iteration 30Q (7356.280000 sec): 3 clusters Score: Raw -173078.950300 + Penalty 2361.945764 = -170717.004536 nChanged 15 SP:Iteration 31Q (7356.480000 sec): 3 clusters Score: Raw -173088.267799 + Penalty 2361.945764 = -170726.322035 nChanged 12 SP:Iteration 32Q (7356.670000 sec): 3 clusters Score: Raw -173097.291199 + Penalty 2361.945764 = -170735.345435 nChanged 10 SP:Iteration 33Q (7356.830000 sec): 3 clusters Score: Raw -173104.208019 + Penalty 2361.945764 = -170742.262255 nChanged 8 SP:Iteration 34Q (7357.040000 sec): 3 clusters Score: Raw -173112.058056 + Penalty 2361.945764 = -170750.112292 nChanged 9 SP:Iteration 35Q (7357.250000 sec): 3 clusters Score: Raw -173118.246536 + Penalty 2361.945764 = -170756.300772 nChanged 11 SP:Iteration 36Q (7357.480000 sec): 3 clusters Score: Raw -173128.843024 + Penalty 2361.945764 = -170766.897260 nChanged 16 SP:Iteration 37Q (7357.660000 sec): 3 clusters Score: Raw -173147.288396 + Penalty 2361.945764 = -170785.342632 nChanged 24 SP:Iteration 38Q (7357.840000 sec): 3 clusters Score: Raw -173176.969288 + Penalty 2361.945764 = -170815.023524 nChanged 25 SP:Iteration 39Q (7358.030000 sec): 3 clusters Score: Raw -173217.170044 + Penalty 2361.945764 = -170855.224280 nChanged 39 SP:Iteration 40F (7358.260000 sec): 3 clusters Score: Raw -173270.328356 + Penalty 2361.945764 = -170908.382592 nChanged 37 SP:Iteration 41Q (7358.470000 sec): 3 clusters Score: Raw -173324.734593 + Penalty 2361.945764 = -170962.788829 nChanged 40 SP:Iteration 42Q (7358.670000 sec): 3 clusters Score: Raw -173412.715455 + Penalty 2361.945764 = -171050.769691 nChanged 44 SP:Iteration 43Q (7358.810000 sec): 3 clusters Score: Raw -173506.276057 + Penalty 2361.945764 = -171144.330293 nChanged 39 SP:Iteration 44Q (7358.980000 sec): 3 clusters Score: Raw -173581.036798 + Penalty 2361.945764 = -171219.091034 nChanged 35 SP:Iteration 45Q (7359.170000 sec): 3 clusters Score: Raw -173641.979764 + Penalty 2361.945764 = -171280.034000 nChanged 18 SP:Iteration 46Q (7359.400000 sec): 3 clusters Score: Raw -173667.375745 + Penalty 2361.945764 = -171305.429980 nChanged 16 SP:Iteration 47Q (7359.600000 sec): 3 clusters Score: Raw -173691.689748 + Penalty 2361.945764 = -171329.743984 nChanged 13 SP:Iteration 48Q (7359.730000 sec): 3 clusters Score: Raw -173714.577423 + Penalty 2361.945764 = -171352.631659 nChanged 12 SP:Iteration 49Q (7359.940000 sec): 3 clusters Score: Raw -173736.201640 + Penalty 2361.945764 = -171374.255876 nChanged 15 SP:Iteration 50Q (7360.140000 sec): 3 clusters Score: Raw -173762.218700 + Penalty 2361.945764 = -171400.272936 nChanged 13 SP:Iteration 51Q (7360.340000 sec): 3 clusters Score: Raw -173794.304480 + Penalty 2361.945764 = -171432.358716 nChanged 19 SP:Iteration 52Q (7360.570000 sec): 3 clusters Score: Raw -173833.427597 + Penalty 2361.945764 = -171471.481833 nChanged 18 SP:Iteration 53Q (7360.770000 sec): 3 clusters Score: Raw -173862.215883 + Penalty 2361.945764 = -171500.270119 nChanged 7 SP:Iteration 54Q (7360.960000 sec): 3 clusters Score: Raw -173871.183809 + Penalty 2361.945764 = -171509.238045 nChanged 4 SP:Iteration 55Q (7361.120000 sec): 3 clusters Score: Raw -173875.314392 + Penalty 2361.945764 = -171513.368627 nChanged 4 SP:Iteration 56Q (7361.300000 sec): 3 clusters Score: Raw -173879.051674 + Penalty 2361.945764 = -171517.105910 nChanged 2 SP:Iteration 57Q (7361.510000 sec): 3 clusters Score: Raw -173879.852715 + Penalty 2361.945764 = -171517.906951 nChanged 1 SP:Iteration 58Q (7361.740000 sec): 3 clusters Score: Raw -173880.275857 + Penalty 2361.945764 = -171518.330093 nChanged 0 SP:Iteration 59F (7361.930000 sec): 3 clusters Score: Raw -173880.275857 + Penalty 2361.945764 = -171518.330093 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (91181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7362.410000 sec): 2 clusters Score: Raw -11081918.099591 + Penalty 1855.847796 = -11080062.251795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7363.000000 sec): 3 clusters Score: Raw -11022551.903767 + Penalty 3711.695592 = -11018840.208175 nChanged 43572 SP:Iteration 1F (7363.520000 sec): 3 clusters Score: Raw -11047714.311057 + Penalty 3711.695592 = -11044002.615465 nChanged 3191 SP:Iteration 2Q (7364.140000 sec): 3 clusters Score: Raw -11048633.012935 + Penalty 3711.695592 = -11044921.317343 nChanged 3975 SP:Iteration 3Q (7364.690000 sec): 3 clusters Score: Raw -11050174.571568 + Penalty 3711.695592 = -11046462.875976 nChanged 5428 SP:Iteration 4F (7365.310000 sec): 3 clusters Score: Raw -11053084.812833 + Penalty 3711.695592 = -11049373.117241 nChanged 7443 SP:Iteration 5F (7365.930000 sec): 3 clusters Score: Raw -11058514.194487 + Penalty 3711.695592 = -11054802.498895 nChanged 8924 SP:Iteration 6F (7366.540000 sec): 3 clusters Score: Raw -11066801.006087 + Penalty 3711.695592 = -11063089.310495 nChanged 8155 SP:Iteration 7F (7367.200000 sec): 3 clusters Score: Raw -11075289.485038 + Penalty 3711.695592 = -11071577.789446 nChanged 4627 SP:Iteration 8F (7367.770000 sec): 3 clusters Score: Raw -11080123.548627 + Penalty 3711.695592 = -11076411.853035 nChanged 1505 SP:Iteration 9Q (7368.310000 sec): 3 clusters Score: Raw -11081666.803638 + Penalty 3711.695592 = -11077955.108046 nChanged 267 SP:Iteration 10Q (7368.880000 sec): 3 clusters Score: Raw -11081976.932291 + Penalty 3711.695592 = -11078265.236700 nChanged 52 SP:Iteration 11Q (7369.390000 sec): 3 clusters Score: Raw -11082067.433945 + Penalty 3711.695592 = -11078355.738353 nChanged 9 SP:Iteration 12Q (7369.880000 sec): 3 clusters Score: Raw -11082088.224377 + Penalty 3711.695592 = -11078376.528785 nChanged 10 SP:Iteration 13Q (7370.340000 sec): 3 clusters Score: Raw -11082111.764877 + Penalty 3711.695592 = -11078400.069286 nChanged 6 SP:Iteration 14Q (7370.890000 sec): 3 clusters Score: Raw -11082129.361148 + Penalty 3711.695592 = -11078417.665557 nChanged 3 SP:Iteration 15Q (7371.420000 sec): 3 clusters Score: Raw -11082138.900579 + Penalty 3711.695592 = -11078427.204987 nChanged 0 SP:Iteration 16F (7371.990000 sec): 3 clusters Score: Raw -11082138.900579 + Penalty 3711.695592 = -11078427.204987 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7372.130000 sec): 2 clusters Score: Raw -45371.041975 + Penalty 979.595260 = -44391.446716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7372.390000 sec): 3 clusters Score: Raw -45452.520712 + Penalty 1959.190519 = -43493.330193 nChanged 91 SP:Iteration 1F (7372.560000 sec): 3 clusters Score: Raw -45630.186764 + Penalty 1959.190519 = -43670.996245 nChanged 33 SP:Iteration 2F (7372.760000 sec): 3 clusters Score: Raw -45694.248045 + Penalty 1959.190519 = -43735.057526 nChanged 12 SP:Iteration 3Q (7372.920000 sec): 3 clusters Score: Raw -45724.435345 + Penalty 1959.190519 = -43765.244826 nChanged 13 SP:Iteration 4Q (7373.110000 sec): 3 clusters Score: Raw -45761.286584 + Penalty 1959.190519 = -43802.096065 nChanged 10 SP:Iteration 5Q (7373.330000 sec): 3 clusters Score: Raw -45780.528603 + Penalty 1959.190519 = -43821.338084 nChanged 10 SP:Iteration 6Q (7373.500000 sec): 3 clusters Score: Raw -45834.137335 + Penalty 1959.190519 = -43874.946815 nChanged 14 SP:Iteration 7Q (7373.710000 sec): 3 clusters Score: Raw -45871.772928 + Penalty 1959.190519 = -43912.582409 nChanged 13 SP:Iteration 8Q (7373.870000 sec): 3 clusters Score: Raw -45908.473287 + Penalty 1959.190519 = -43949.282768 nChanged 8 SP:Iteration 9Q (7374.080000 sec): 3 clusters Score: Raw -45932.140086 + Penalty 1959.190519 = -43972.949567 nChanged 8 SP:Iteration 10Q (7374.280000 sec): 3 clusters Score: Raw -45961.699977 + Penalty 1959.190519 = -44002.509458 nChanged 9 SP:Iteration 11Q (7374.500000 sec): 3 clusters Score: Raw -45995.101519 + Penalty 1959.190519 = -44035.911000 nChanged 11 SP:Iteration 12Q (7374.680000 sec): 3 clusters Score: Raw -46036.515479 + Penalty 1959.190519 = -44077.324960 nChanged 5 SP:Iteration 13Q (7374.880000 sec): 3 clusters Score: Raw -46052.859716 + Penalty 1959.190519 = -44093.669197 nChanged 2 SP:Iteration 14Q (7375.120000 sec): 3 clusters Score: Raw -46059.007953 + Penalty 1959.190519 = -44099.817434 nChanged 2 SP:Iteration 15Q (7375.260000 sec): 3 clusters Score: Raw -46064.754678 + Penalty 1959.190519 = -44105.564159 nChanged 2 SP:Iteration 16Q (7375.510000 sec): 3 clusters Score: Raw -46069.785211 + Penalty 1959.190519 = -44110.594692 nChanged 2 SP:Iteration 17Q (7375.710000 sec): 3 clusters Score: Raw -46076.082493 + Penalty 1959.190519 = -44116.891974 nChanged 3 SP:Iteration 18Q (7375.930000 sec): 3 clusters Score: Raw -46087.759914 + Penalty 1959.190519 = -44128.569395 nChanged 1 SP:Iteration 19Q (7376.110000 sec): 3 clusters Score: Raw -46093.266620 + Penalty 1959.190519 = -44134.076101 nChanged 2 SP:Iteration 20F (7376.290000 sec): 3 clusters Score: Raw -46120.647489 + Penalty 1959.190519 = -44161.456969 nChanged 6 SP:Iteration 21Q (7376.490000 sec): 3 clusters Score: Raw -46239.000736 + Penalty 1959.190519 = -44279.810217 nChanged 6 SP:Iteration 22Q (7376.730000 sec): 3 clusters Score: Raw -46312.121842 + Penalty 1959.190519 = -44352.931323 nChanged 9 SP:Iteration 23Q (7376.910000 sec): 3 clusters Score: Raw -46364.190109 + Penalty 1959.190519 = -44404.999590 nChanged 10 SP:Iteration 24Q (7377.040000 sec): 3 clusters Score: Raw -46459.542496 + Penalty 1959.190519 = -44500.351977 nChanged 8 SP:Iteration 25Q (7377.300000 sec): 3 clusters Score: Raw -46585.222175 + Penalty 1959.190519 = -44626.031656 nChanged 5 SP:Iteration 26Q (7377.460000 sec): 3 clusters Score: Raw -46707.783126 + Penalty 1959.190519 = -44748.592607 nChanged 3 SP:Iteration 27Q (7377.620000 sec): 3 clusters Score: Raw -46789.856872 + Penalty 1959.190519 = -44830.666353 nChanged 1 SP:Iteration 28Q (7377.880000 sec): 3 clusters Score: Raw -46791.997277 + Penalty 1959.190519 = -44832.806758 nChanged 1 SP:Iteration 29Q (7378.050000 sec): 3 clusters Score: Raw -46793.083279 + Penalty 1959.190519 = -44833.892760 nChanged 0 SP:Iteration 30F (7378.200000 sec): 3 clusters Score: Raw -46793.083279 + Penalty 1959.190519 = -44833.892760 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 8.72 GB. Trying to split cluster 9 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7378.300000 sec): 2 clusters Score: Raw -32523.106950 + Penalty 929.550664 = -31593.556287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7378.480000 sec): 3 clusters Score: Raw -32602.378700 + Penalty 1859.101327 = -30743.277372 nChanged 63 SP:Iteration 1F (7378.700000 sec): 3 clusters Score: Raw -32836.961326 + Penalty 1859.101327 = -30977.859998 nChanged 23 SP:Iteration 2F (7378.910000 sec): 3 clusters Score: Raw -33059.231065 + Penalty 1859.101327 = -31200.129738 nChanged 23 SP:Iteration 3F (7379.080000 sec): 3 clusters Score: Raw -33128.607726 + Penalty 1859.101327 = -31269.506398 nChanged 14 SP:Iteration 4Q (7379.260000 sec): 3 clusters Score: Raw -33182.523982 + Penalty 1859.101327 = -31323.422654 nChanged 13 SP:Iteration 5Q (7379.460000 sec): 3 clusters Score: Raw -33231.951303 + Penalty 1859.101327 = -31372.849975 nChanged 4 SP:Iteration 6Q (7379.690000 sec): 3 clusters Score: Raw -33250.567715 + Penalty 1859.101327 = -31391.466388 nChanged 4 SP:Iteration 7Q (7379.860000 sec): 3 clusters Score: Raw -33263.283358 + Penalty 1859.101327 = -31404.182031 nChanged 1 SP:Iteration 8Q (7380.050000 sec): 3 clusters Score: Raw -33270.072318 + Penalty 1859.101327 = -31410.970990 nChanged 2 SP:Iteration 9Q (7380.200000 sec): 3 clusters Score: Raw -33275.772106 + Penalty 1859.101327 = -31416.670778 nChanged 1 SP:Iteration 10Q (7380.440000 sec): 3 clusters Score: Raw -33278.207618 + Penalty 1859.101327 = -31419.106291 nChanged 1 SP:Iteration 11Q (7380.600000 sec): 3 clusters Score: Raw -33279.156744 + Penalty 1859.101327 = -31420.055417 nChanged 0 SP:Iteration 12F (7380.780000 sec): 3 clusters Score: Raw -33279.156744 + Penalty 1859.101327 = -31420.055417 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7380.870000 sec): 2 clusters Score: Raw -99387.376753 + Penalty 1103.390801 = -98283.985952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7381.050000 sec): 3 clusters Score: Raw -99141.239671 + Penalty 2206.781602 = -96934.458069 nChanged 276 SP:Iteration 1F (7381.260000 sec): 3 clusters Score: Raw -99416.249118 + Penalty 2206.781602 = -97209.467517 nChanged 77 SP:Iteration 2F (7381.430000 sec): 3 clusters Score: Raw -99513.674202 + Penalty 2206.781602 = -97306.892601 nChanged 55 SP:Iteration 3F (7381.630000 sec): 3 clusters Score: Raw -99618.276132 + Penalty 2206.781602 = -97411.494531 nChanged 40 SP:Iteration 4Q (7381.810000 sec): 3 clusters Score: Raw -99676.904171 + Penalty 2206.781602 = -97470.122569 nChanged 28 SP:Iteration 5Q (7381.970000 sec): 3 clusters Score: Raw -99734.308248 + Penalty 2206.781602 = -97527.526647 nChanged 20 SP:Iteration 6Q (7382.170000 sec): 3 clusters Score: Raw -99764.862170 + Penalty 2206.781602 = -97558.080568 nChanged 15 SP:Iteration 7Q (7382.390000 sec): 3 clusters Score: Raw -99783.261611 + Penalty 2206.781602 = -97576.480009 nChanged 10 SP:Iteration 8Q (7382.590000 sec): 3 clusters Score: Raw -99793.518696 + Penalty 2206.781602 = -97586.737094 nChanged 13 SP:Iteration 9Q (7382.840000 sec): 3 clusters Score: Raw -99817.699638 + Penalty 2206.781602 = -97610.918037 nChanged 15 SP:Iteration 10Q (7383.000000 sec): 3 clusters Score: Raw -99868.030854 + Penalty 2206.781602 = -97661.249253 nChanged 20 SP:Iteration 11Q (7383.180000 sec): 3 clusters Score: Raw -99909.482925 + Penalty 2206.781602 = -97702.701324 nChanged 22 SP:Iteration 12Q (7383.380000 sec): 3 clusters Score: Raw -99936.123409 + Penalty 2206.781602 = -97729.341808 nChanged 12 SP:Iteration 13Q (7383.560000 sec): 3 clusters Score: Raw -99956.860892 + Penalty 2206.781602 = -97750.079290 nChanged 10 SP:Iteration 14Q (7383.750000 sec): 3 clusters Score: Raw -99969.949499 + Penalty 2206.781602 = -97763.167898 nChanged 3 SP:Iteration 15Q (7383.930000 sec): 3 clusters Score: Raw -99975.424308 + Penalty 2206.781602 = -97768.642707 nChanged 7 SP:Iteration 16Q (7384.080000 sec): 3 clusters Score: Raw -99980.931830 + Penalty 2206.781602 = -97774.150229 nChanged 5 SP:Iteration 17Q (7384.280000 sec): 3 clusters Score: Raw -99985.659069 + Penalty 2206.781602 = -97778.877468 nChanged 2 SP:Iteration 18Q (7384.420000 sec): 3 clusters Score: Raw -99987.646053 + Penalty 2206.781602 = -97780.864451 nChanged 1 SP:Iteration 19Q (7384.590000 sec): 3 clusters Score: Raw -99990.304276 + Penalty 2206.781602 = -97783.522674 nChanged 3 SP:Iteration 20F (7384.750000 sec): 3 clusters Score: Raw -99999.549623 + Penalty 2206.781602 = -97792.768021 nChanged 3 SP:Iteration 21Q (7384.960000 sec): 3 clusters Score: Raw -100048.034795 + Penalty 2206.781602 = -97841.253194 nChanged 5 SP:Iteration 22Q (7385.150000 sec): 3 clusters Score: Raw -100059.313500 + Penalty 2206.781602 = -97852.531898 nChanged 6 SP:Iteration 23Q (7385.330000 sec): 3 clusters Score: Raw -100084.281664 + Penalty 2206.781602 = -97877.500062 nChanged 7 SP:Iteration 24Q (7385.500000 sec): 3 clusters Score: Raw -100103.848841 + Penalty 2206.781602 = -97897.067239 nChanged 7 SP:Iteration 25Q (7385.690000 sec): 3 clusters Score: Raw -100114.411265 + Penalty 2206.781602 = -97907.629663 nChanged 5 SP:Iteration 26Q (7385.900000 sec): 3 clusters Score: Raw -100120.347786 + Penalty 2206.781602 = -97913.566185 nChanged 3 SP:Iteration 27Q (7386.060000 sec): 3 clusters Score: Raw -100125.397158 + Penalty 2206.781602 = -97918.615557 nChanged 2 SP:Iteration 28Q (7386.300000 sec): 3 clusters Score: Raw -100127.783136 + Penalty 2206.781602 = -97921.001534 nChanged 3 SP:Iteration 29Q (7386.430000 sec): 3 clusters Score: Raw -100130.736753 + Penalty 2206.781602 = -97923.955151 nChanged 1 SP:Iteration 30Q (7386.650000 sec): 3 clusters Score: Raw -100131.255809 + Penalty 2206.781602 = -97924.474208 nChanged 0 SP:Iteration 31F (7386.820000 sec): 3 clusters Score: Raw -100131.255809 + Penalty 2206.781602 = -97924.474208 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (16995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7387.040000 sec): 2 clusters Score: Raw -2159800.665757 + Penalty 1582.859600 = -2158217.806157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7387.390000 sec): 3 clusters Score: Raw -2149666.075624 + Penalty 3165.719200 = -2146500.356424 nChanged 7549 SP:Iteration 1F (7387.680000 sec): 3 clusters Score: Raw -2153819.495778 + Penalty 3165.719200 = -2150653.776577 nChanged 795 SP:Iteration 2Q (7387.940000 sec): 3 clusters Score: Raw -2154115.420000 + Penalty 3165.719200 = -2150949.700800 nChanged 765 SP:Iteration 3Q (7388.210000 sec): 3 clusters Score: Raw -2154428.635558 + Penalty 3165.719200 = -2151262.916358 nChanged 783 SP:Iteration 4Q (7388.480000 sec): 3 clusters Score: Raw -2154839.792666 + Penalty 3165.719200 = -2151674.073466 nChanged 897 SP:Iteration 5F (7388.760000 sec): 3 clusters Score: Raw -2155416.786668 + Penalty 3165.719200 = -2152251.067468 nChanged 1029 SP:Iteration 6F (7389.020000 sec): 3 clusters Score: Raw -2156193.891313 + Penalty 3165.719200 = -2153028.172112 nChanged 1083 SP:Iteration 7F (7389.250000 sec): 3 clusters Score: Raw -2157073.150532 + Penalty 3165.719200 = -2153907.431332 nChanged 1021 SP:Iteration 8F (7389.540000 sec): 3 clusters Score: Raw -2157957.011059 + Penalty 3165.719200 = -2154791.291858 nChanged 849 SP:Iteration 9Q (7389.800000 sec): 3 clusters Score: Raw -2158711.777855 + Penalty 3165.719200 = -2155546.058655 nChanged 596 SP:Iteration 10Q (7390.050000 sec): 3 clusters Score: Raw -2159249.015402 + Penalty 3165.719200 = -2156083.296202 nChanged 350 SP:Iteration 11Q (7390.270000 sec): 3 clusters Score: Raw -2159556.472775 + Penalty 3165.719200 = -2156390.753575 nChanged 193 SP:Iteration 12Q (7390.570000 sec): 3 clusters Score: Raw -2159719.713785 + Penalty 3165.719200 = -2156553.994585 nChanged 109 SP:Iteration 13Q (7390.790000 sec): 3 clusters Score: Raw -2159824.773900 + Penalty 3165.719200 = -2156659.054700 nChanged 68 SP:Iteration 14Q (7391.020000 sec): 3 clusters Score: Raw -2159892.486784 + Penalty 3165.719200 = -2156726.767584 nChanged 35 SP:Iteration 15Q (7391.280000 sec): 3 clusters Score: Raw -2159926.394001 + Penalty 3165.719200 = -2156760.674801 nChanged 34 SP:Iteration 16Q (7391.530000 sec): 3 clusters Score: Raw -2159959.115550 + Penalty 3165.719200 = -2156793.396350 nChanged 17 SP:Iteration 17Q (7391.780000 sec): 3 clusters Score: Raw -2159976.191683 + Penalty 3165.719200 = -2156810.472483 nChanged 10 SP:Iteration 18Q (7392.060000 sec): 3 clusters Score: Raw -2159987.420265 + Penalty 3165.719200 = -2156821.701065 nChanged 10 SP:Iteration 19Q (7392.310000 sec): 3 clusters Score: Raw -2160003.788440 + Penalty 3165.719200 = -2156838.069240 nChanged 11 SP:Iteration 20F (7392.630000 sec): 3 clusters Score: Raw -2160015.688776 + Penalty 3165.719200 = -2156849.969576 nChanged 5 SP:Iteration 21Q (7392.880000 sec): 3 clusters Score: Raw -2160021.455568 + Penalty 3165.719200 = -2156855.736368 nChanged 7 SP:Iteration 22Q (7393.140000 sec): 3 clusters Score: Raw -2160027.554865 + Penalty 3165.719200 = -2156861.835665 nChanged 3 SP:Iteration 23Q (7393.430000 sec): 3 clusters Score: Raw -2160030.475731 + Penalty 3165.719200 = -2156864.756531 nChanged 1 SP:Iteration 24Q (7393.650000 sec): 3 clusters Score: Raw -2160032.172492 + Penalty 3165.719200 = -2156866.453292 nChanged 4 SP:Iteration 25Q (7393.910000 sec): 3 clusters Score: Raw -2160036.662226 + Penalty 3165.719200 = -2156870.943026 nChanged 3 SP:Iteration 26Q (7394.200000 sec): 3 clusters Score: Raw -2160040.151950 + Penalty 3165.719200 = -2156874.432750 nChanged 2 SP:Iteration 27Q (7394.460000 sec): 3 clusters Score: Raw -2160041.755800 + Penalty 3165.719200 = -2156876.036600 nChanged 2 SP:Iteration 28Q (7394.760000 sec): 3 clusters Score: Raw -2160043.190352 + Penalty 3165.719200 = -2156877.471152 nChanged 2 SP:Iteration 29Q (7395.000000 sec): 3 clusters Score: Raw -2160045.110137 + Penalty 3165.719200 = -2156879.390937 nChanged 4 SP:Iteration 30Q (7395.290000 sec): 3 clusters Score: Raw -2160048.257971 + Penalty 3165.719200 = -2156882.538771 nChanged 0 SP:Iteration 31F (7395.630000 sec): 3 clusters Score: Raw -2160048.257971 + Penalty 3165.719200 = -2156882.538771 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7395.710000 sec): 2 clusters Score: Raw -736685.390210 + Penalty 1407.488336 = -735277.901875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7395.960000 sec): 3 clusters Score: Raw -733636.107227 + Penalty 2814.976671 = -730821.130556 nChanged 2356 SP:Iteration 1F (7396.120000 sec): 3 clusters Score: Raw -734889.538468 + Penalty 2814.976671 = -732074.561797 nChanged 353 SP:Iteration 2F (7396.360000 sec): 3 clusters Score: Raw -735053.093488 + Penalty 2814.976671 = -732238.116816 nChanged 271 SP:Iteration 3Q (7396.560000 sec): 3 clusters Score: Raw -735169.758708 + Penalty 2814.976671 = -732354.782037 nChanged 240 SP:Iteration 4Q (7396.780000 sec): 3 clusters Score: Raw -735266.228123 + Penalty 2814.976671 = -732451.251452 nChanged 178 SP:Iteration 5Q (7397.010000 sec): 3 clusters Score: Raw -735320.137260 + Penalty 2814.976671 = -732505.160589 nChanged 132 SP:Iteration 6Q (7397.220000 sec): 3 clusters Score: Raw -735357.983730 + Penalty 2814.976671 = -732543.007058 nChanged 113 SP:Iteration 7Q (7397.430000 sec): 3 clusters Score: Raw -735392.275530 + Penalty 2814.976671 = -732577.298859 nChanged 97 SP:Iteration 8Q (7397.650000 sec): 3 clusters Score: Raw -735426.801923 + Penalty 2814.976671 = -732611.825252 nChanged 98 SP:Iteration 9Q (7397.840000 sec): 3 clusters Score: Raw -735462.792910 + Penalty 2814.976671 = -732647.816239 nChanged 111 SP:Iteration 10Q (7397.970000 sec): 3 clusters Score: Raw -735499.467754 + Penalty 2814.976671 = -732684.491083 nChanged 91 SP:Iteration 11Q (7398.190000 sec): 3 clusters Score: Raw -735525.792718 + Penalty 2814.976671 = -732710.816047 nChanged 83 SP:Iteration 12Q (7398.390000 sec): 3 clusters Score: Raw -735549.617814 + Penalty 2814.976671 = -732734.641143 nChanged 76 SP:Iteration 13Q (7398.620000 sec): 3 clusters Score: Raw -735571.138357 + Penalty 2814.976671 = -732756.161686 nChanged 68 SP:Iteration 14Q (7398.890000 sec): 3 clusters Score: Raw -735591.611815 + Penalty 2814.976671 = -732776.635144 nChanged 54 SP:Iteration 15Q (7399.090000 sec): 3 clusters Score: Raw -735611.460189 + Penalty 2814.976671 = -732796.483518 nChanged 63 SP:Iteration 16Q (7399.360000 sec): 3 clusters Score: Raw -735633.174339 + Penalty 2814.976671 = -732818.197668 nChanged 65 SP:Iteration 17Q (7399.590000 sec): 3 clusters Score: Raw -735652.961662 + Penalty 2814.976671 = -732837.984991 nChanged 57 SP:Iteration 18Q (7399.810000 sec): 3 clusters Score: Raw -735671.239222 + Penalty 2814.976671 = -732856.262551 nChanged 56 SP:Iteration 19Q (7400.010000 sec): 3 clusters Score: Raw -735696.169463 + Penalty 2814.976671 = -732881.192792 nChanged 73 SP:Iteration 20F (7400.210000 sec): 3 clusters Score: Raw -735733.296218 + Penalty 2814.976671 = -732918.319547 nChanged 90 SP:Iteration 21Q (7400.370000 sec): 3 clusters Score: Raw -735774.845338 + Penalty 2814.976671 = -732959.868666 nChanged 95 SP:Iteration 22Q (7400.610000 sec): 3 clusters Score: Raw -735828.107400 + Penalty 2814.976671 = -733013.130729 nChanged 105 SP:Iteration 23Q (7400.780000 sec): 3 clusters Score: Raw -735889.355187 + Penalty 2814.976671 = -733074.378516 nChanged 120 SP:Iteration 24Q (7401.010000 sec): 3 clusters Score: Raw -735966.466796 + Penalty 2814.976671 = -733151.490125 nChanged 118 SP:Iteration 25Q (7401.210000 sec): 3 clusters Score: Raw -736047.913921 + Penalty 2814.976671 = -733232.937250 nChanged 134 SP:Iteration 26Q (7401.410000 sec): 3 clusters Score: Raw -736121.814588 + Penalty 2814.976671 = -733306.837917 nChanged 131 SP:Iteration 27Q (7401.600000 sec): 3 clusters Score: Raw -736192.944943 + Penalty 2814.976671 = -733377.968272 nChanged 104 SP:Iteration 28Q (7401.790000 sec): 3 clusters Score: Raw -736251.426427 + Penalty 2814.976671 = -733436.449755 nChanged 92 SP:Iteration 29Q (7402.030000 sec): 3 clusters Score: Raw -736300.737550 + Penalty 2814.976671 = -733485.760879 nChanged 96 SP:Iteration 30Q (7402.250000 sec): 3 clusters Score: Raw -736353.857838 + Penalty 2814.976671 = -733538.881167 nChanged 87 SP:Iteration 31Q (7402.520000 sec): 3 clusters Score: Raw -736398.079929 + Penalty 2814.976671 = -733583.103258 nChanged 85 SP:Iteration 32Q (7402.760000 sec): 3 clusters Score: Raw -736446.955440 + Penalty 2814.976671 = -733631.978769 nChanged 72 SP:Iteration 33Q (7402.950000 sec): 3 clusters Score: Raw -736488.835689 + Penalty 2814.976671 = -733673.859018 nChanged 71 SP:Iteration 34Q (7403.200000 sec): 3 clusters Score: Raw -736532.828723 + Penalty 2814.976671 = -733717.852052 nChanged 72 SP:Iteration 35Q (7403.430000 sec): 3 clusters Score: Raw -736572.531586 + Penalty 2814.976671 = -733757.554914 nChanged 56 SP:Iteration 36Q (7403.680000 sec): 3 clusters Score: Raw -736599.144099 + Penalty 2814.976671 = -733784.167428 nChanged 47 SP:Iteration 37Q (7403.860000 sec): 3 clusters Score: Raw -736622.963188 + Penalty 2814.976671 = -733807.986517 nChanged 39 SP:Iteration 38Q (7404.100000 sec): 3 clusters Score: Raw -736642.310050 + Penalty 2814.976671 = -733827.333379 nChanged 37 SP:Iteration 39Q (7404.290000 sec): 3 clusters Score: Raw -736666.262499 + Penalty 2814.976671 = -733851.285828 nChanged 33 SP:Iteration 40F (7404.540000 sec): 3 clusters Score: Raw -736689.362063 + Penalty 2814.976671 = -733874.385392 nChanged 40 SP:Iteration 41Q (7404.680000 sec): 3 clusters Score: Raw -736715.009307 + Penalty 2814.976671 = -733900.032635 nChanged 35 SP:Iteration 42Q (7404.890000 sec): 3 clusters Score: Raw -736737.934498 + Penalty 2814.976671 = -733922.957826 nChanged 26 SP:Iteration 43Q (7405.080000 sec): 3 clusters Score: Raw -736750.473220 + Penalty 2814.976671 = -733935.496549 nChanged 28 SP:Iteration 44Q (7405.290000 sec): 3 clusters Score: Raw -736766.653344 + Penalty 2814.976671 = -733951.676673 nChanged 17 SP:Iteration 45Q (7405.520000 sec): 3 clusters Score: Raw -736779.452105 + Penalty 2814.976671 = -733964.475434 nChanged 18 SP:Iteration 46Q (7405.720000 sec): 3 clusters Score: Raw -736791.516627 + Penalty 2814.976671 = -733976.539956 nChanged 18 SP:Iteration 47Q (7405.900000 sec): 3 clusters Score: Raw -736803.234483 + Penalty 2814.976671 = -733988.257812 nChanged 15 SP:Iteration 48Q (7406.170000 sec): 3 clusters Score: Raw -736811.840545 + Penalty 2814.976671 = -733996.863874 nChanged 13 SP:Iteration 49Q (7406.350000 sec): 3 clusters Score: Raw -736818.469356 + Penalty 2814.976671 = -734003.492685 nChanged 8 SP:Iteration 50Q (7406.640000 sec): 3 clusters Score: Raw -736824.790327 + Penalty 2814.976671 = -734009.813655 nChanged 12 SP:Iteration 51Q (7406.820000 sec): 3 clusters Score: Raw -736833.517551 + Penalty 2814.976671 = -734018.540880 nChanged 9 SP:Iteration 52Q (7407.040000 sec): 3 clusters Score: Raw -736838.915414 + Penalty 2814.976671 = -734023.938742 nChanged 8 SP:Iteration 53Q (7407.290000 sec): 3 clusters Score: Raw -736843.300077 + Penalty 2814.976671 = -734028.323406 nChanged 5 SP:Iteration 54Q (7407.450000 sec): 3 clusters Score: Raw -736844.996889 + Penalty 2814.976671 = -734030.020218 nChanged 2 SP:Iteration 55Q (7407.670000 sec): 3 clusters Score: Raw -736845.863583 + Penalty 2814.976671 = -734030.886912 nChanged 2 SP:Iteration 56Q (7407.860000 sec): 3 clusters Score: Raw -736847.140039 + Penalty 2814.976671 = -734032.163368 nChanged 2 SP:Iteration 57Q (7408.040000 sec): 3 clusters Score: Raw -736848.645223 + Penalty 2814.976671 = -734033.668552 nChanged 4 SP:Iteration 58Q (7408.220000 sec): 3 clusters Score: Raw -736850.123984 + Penalty 2814.976671 = -734035.147312 nChanged 3 SP:Iteration 59Q (7408.400000 sec): 3 clusters Score: Raw -736851.623095 + Penalty 2814.976671 = -734036.646424 nChanged 5 SP:Iteration 60F (7408.590000 sec): 3 clusters Score: Raw -736853.964618 + Penalty 2814.976671 = -734038.987946 nChanged 4 SP:Iteration 61Q (7408.800000 sec): 3 clusters Score: Raw -736856.454799 + Penalty 2814.976671 = -734041.478128 nChanged 4 SP:Iteration 62Q (7408.970000 sec): 3 clusters Score: Raw -736858.362454 + Penalty 2814.976671 = -734043.385783 nChanged 4 SP:Iteration 63Q (7409.190000 sec): 3 clusters Score: Raw -736860.569674 + Penalty 2814.976671 = -734045.593003 nChanged 2 SP:Iteration 64Q (7409.350000 sec): 3 clusters Score: Raw -736861.981505 + Penalty 2814.976671 = -734047.004833 nChanged 1 SP:Iteration 65Q (7409.540000 sec): 3 clusters Score: Raw -736862.245911 + Penalty 2814.976671 = -734047.269240 nChanged 0 SP:Iteration 66F (7409.720000 sec): 3 clusters Score: Raw -736862.245911 + Penalty 2814.976671 = -734047.269240 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (10063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7409.900000 sec): 2 clusters Score: Raw -1237066.829203 + Penalty 1497.700849 = -1235569.128354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7410.140000 sec): 3 clusters Score: Raw -1231331.115560 + Penalty 2995.401698 = -1228335.713862 nChanged 4413 SP:Iteration 1F (7410.360000 sec): 3 clusters Score: Raw -1233888.346895 + Penalty 2995.401698 = -1230892.945196 nChanged 676 SP:Iteration 2F (7410.570000 sec): 3 clusters Score: Raw -1234288.090287 + Penalty 2995.401698 = -1231292.688589 nChanged 680 SP:Iteration 3F (7410.810000 sec): 3 clusters Score: Raw -1234719.166184 + Penalty 2995.401698 = -1231723.764485 nChanged 629 SP:Iteration 4F (7410.990000 sec): 3 clusters Score: Raw -1235133.247258 + Penalty 2995.401698 = -1232137.845559 nChanged 602 SP:Iteration 5F (7411.240000 sec): 3 clusters Score: Raw -1235591.301600 + Penalty 2995.401698 = -1232595.899901 nChanged 583 SP:Iteration 6F (7411.450000 sec): 3 clusters Score: Raw -1236093.824077 + Penalty 2995.401698 = -1233098.422378 nChanged 492 SP:Iteration 7Q (7411.700000 sec): 3 clusters Score: Raw -1236543.888369 + Penalty 2995.401698 = -1233548.486670 nChanged 357 SP:Iteration 8Q (7411.950000 sec): 3 clusters Score: Raw -1236932.590062 + Penalty 2995.401698 = -1233937.188364 nChanged 258 SP:Iteration 9Q (7412.200000 sec): 3 clusters Score: Raw -1237183.285474 + Penalty 2995.401698 = -1234187.883776 nChanged 149 SP:Iteration 10Q (7412.390000 sec): 3 clusters Score: Raw -1237269.707524 + Penalty 2995.401698 = -1234274.305826 nChanged 95 SP:Iteration 11Q (7412.600000 sec): 3 clusters Score: Raw -1237313.706417 + Penalty 2995.401698 = -1234318.304719 nChanged 61 SP:Iteration 12Q (7412.800000 sec): 3 clusters Score: Raw -1237338.951168 + Penalty 2995.401698 = -1234343.549470 nChanged 45 SP:Iteration 13Q (7413.020000 sec): 3 clusters Score: Raw -1237354.776098 + Penalty 2995.401698 = -1234359.374400 nChanged 36 SP:Iteration 14Q (7413.210000 sec): 3 clusters Score: Raw -1237365.672523 + Penalty 2995.401698 = -1234370.270825 nChanged 22 SP:Iteration 15Q (7413.450000 sec): 3 clusters Score: Raw -1237373.087121 + Penalty 2995.401698 = -1234377.685423 nChanged 19 SP:Iteration 16Q (7413.690000 sec): 3 clusters Score: Raw -1237377.883000 + Penalty 2995.401698 = -1234382.481302 nChanged 11 SP:Iteration 17Q (7413.870000 sec): 3 clusters Score: Raw -1237379.992844 + Penalty 2995.401698 = -1234384.591146 nChanged 5 SP:Iteration 18Q (7414.110000 sec): 3 clusters Score: Raw -1237381.098378 + Penalty 2995.401698 = -1234385.696680 nChanged 3 SP:Iteration 19Q (7414.280000 sec): 3 clusters Score: Raw -1237381.918723 + Penalty 2995.401698 = -1234386.517024 nChanged 6 SP:Iteration 20F (7414.530000 sec): 3 clusters Score: Raw -1237383.104950 + Penalty 2995.401698 = -1234387.703251 nChanged 6 SP:Iteration 21Q (7414.750000 sec): 3 clusters Score: Raw -1237384.290501 + Penalty 2995.401698 = -1234388.888803 nChanged 5 SP:Iteration 22Q (7414.960000 sec): 3 clusters Score: Raw -1237385.545526 + Penalty 2995.401698 = -1234390.143828 nChanged 1 SP:Iteration 23Q (7415.230000 sec): 3 clusters Score: Raw -1237385.693697 + Penalty 2995.401698 = -1234390.291999 nChanged 0 SP:Iteration 24F (7415.460000 sec): 3 clusters Score: Raw -1237385.693697 + Penalty 2995.401698 = -1234390.291999 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (17748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7415.700000 sec): 2 clusters Score: Raw -2092483.131470 + Penalty 1589.904568 = -2090893.226902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7416.000000 sec): 3 clusters Score: Raw -2081907.711383 + Penalty 3179.809137 = -2078727.902247 nChanged 7944 SP:Iteration 1F (7416.310000 sec): 3 clusters Score: Raw -2086134.159950 + Penalty 3179.809137 = -2082954.350813 nChanged 844 SP:Iteration 2Q (7416.570000 sec): 3 clusters Score: Raw -2086424.427217 + Penalty 3179.809137 = -2083244.618081 nChanged 757 SP:Iteration 3Q (7416.850000 sec): 3 clusters Score: Raw -2086700.505457 + Penalty 3179.809137 = -2083520.696320 nChanged 731 SP:Iteration 4Q (7417.180000 sec): 3 clusters Score: Raw -2086993.217296 + Penalty 3179.809137 = -2083813.408159 nChanged 731 SP:Iteration 5Q (7417.470000 sec): 3 clusters Score: Raw -2087353.407238 + Penalty 3179.809137 = -2084173.598102 nChanged 820 SP:Iteration 6Q (7417.760000 sec): 3 clusters Score: Raw -2087814.627546 + Penalty 3179.809137 = -2084634.818410 nChanged 855 SP:Iteration 7Q (7418.030000 sec): 3 clusters Score: Raw -2088316.166924 + Penalty 3179.809137 = -2085136.357788 nChanged 920 SP:Iteration 8F (7418.360000 sec): 3 clusters Score: Raw -2088916.441454 + Penalty 3179.809137 = -2085736.632318 nChanged 1006 SP:Iteration 9F (7418.630000 sec): 3 clusters Score: Raw -2089647.406513 + Penalty 3179.809137 = -2086467.597377 nChanged 1032 SP:Iteration 10F (7418.860000 sec): 3 clusters Score: Raw -2090457.352570 + Penalty 3179.809137 = -2087277.543434 nChanged 904 SP:Iteration 11F (7419.110000 sec): 3 clusters Score: Raw -2091216.226969 + Penalty 3179.809137 = -2088036.417832 nChanged 661 SP:Iteration 12Q (7419.400000 sec): 3 clusters Score: Raw -2091770.542395 + Penalty 3179.809137 = -2088590.733258 nChanged 427 SP:Iteration 13Q (7419.690000 sec): 3 clusters Score: Raw -2092154.300246 + Penalty 3179.809137 = -2088974.491109 nChanged 257 SP:Iteration 14Q (7419.940000 sec): 3 clusters Score: Raw -2092381.178430 + Penalty 3179.809137 = -2089201.369293 nChanged 130 SP:Iteration 15Q (7420.210000 sec): 3 clusters Score: Raw -2092504.857562 + Penalty 3179.809137 = -2089325.048425 nChanged 78 SP:Iteration 16Q (7420.410000 sec): 3 clusters Score: Raw -2092582.412005 + Penalty 3179.809137 = -2089402.602868 nChanged 43 SP:Iteration 17Q (7420.630000 sec): 3 clusters Score: Raw -2092622.419106 + Penalty 3179.809137 = -2089442.609969 nChanged 17 SP:Iteration 18Q (7420.890000 sec): 3 clusters Score: Raw -2092643.886652 + Penalty 3179.809137 = -2089464.077515 nChanged 10 SP:Iteration 19Q (7421.190000 sec): 3 clusters Score: Raw -2092655.334356 + Penalty 3179.809137 = -2089475.525220 nChanged 9 SP:Iteration 20F (7421.450000 sec): 3 clusters Score: Raw -2092663.095282 + Penalty 3179.809137 = -2089483.286146 nChanged 1 SP:Iteration 21Q (7421.730000 sec): 3 clusters Score: Raw -2092664.506813 + Penalty 3179.809137 = -2089484.697676 nChanged 1 SP:Iteration 22Q (7422.030000 sec): 3 clusters Score: Raw -2092666.659413 + Penalty 3179.809137 = -2089486.850277 nChanged 2 SP:Iteration 23Q (7422.260000 sec): 3 clusters Score: Raw -2092668.534167 + Penalty 3179.809137 = -2089488.725031 nChanged 2 SP:Iteration 24Q (7422.540000 sec): 3 clusters Score: Raw -2092670.813649 + Penalty 3179.809137 = -2089491.004513 nChanged 3 SP:Iteration 25Q (7422.770000 sec): 3 clusters Score: Raw -2092672.080941 + Penalty 3179.809137 = -2089492.271804 nChanged 0 SP:Iteration 26F (7423.090000 sec): 3 clusters Score: Raw -2092672.080941 + Penalty 3179.809137 = -2089492.271804 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7423.170000 sec): 2 clusters Score: Raw -30871.184148 + Penalty 914.488431 = -29956.695717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7423.370000 sec): 3 clusters Score: Raw -30941.614529 + Penalty 1828.976862 = -29112.637667 nChanged 51 SP:Iteration 1F (7423.520000 sec): 3 clusters Score: Raw -31043.096607 + Penalty 1828.976862 = -29214.119745 nChanged 9 SP:Iteration 2Q (7423.730000 sec): 3 clusters Score: Raw -31062.658818 + Penalty 1828.976862 = -29233.681956 nChanged 4 SP:Iteration 3Q (7423.890000 sec): 3 clusters Score: Raw -31073.749845 + Penalty 1828.976862 = -29244.772983 nChanged 1 SP:Iteration 4Q (7424.110000 sec): 3 clusters Score: Raw -31075.444601 + Penalty 1828.976862 = -29246.467739 nChanged 2 SP:Iteration 5Q (7424.270000 sec): 3 clusters Score: Raw -31080.855448 + Penalty 1828.976862 = -29251.878586 nChanged 0 SP:Iteration 6F (7424.470000 sec): 3 clusters Score: Raw -31080.855448 + Penalty 1828.976862 = -29251.878586 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7424.590000 sec): 2 clusters Score: Raw -50343.499447 + Penalty 988.731155 = -49354.768292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7424.780000 sec): 3 clusters Score: Raw -50295.219839 + Penalty 1977.462309 = -48317.757530 nChanged 102 SP:Iteration 1F (7424.960000 sec): 3 clusters Score: Raw -50495.373482 + Penalty 1977.462309 = -48517.911173 nChanged 23 SP:Iteration 2F (7425.130000 sec): 3 clusters Score: Raw -50563.593639 + Penalty 1977.462309 = -48586.131330 nChanged 12 SP:Iteration 3Q (7425.250000 sec): 3 clusters Score: Raw -50605.363565 + Penalty 1977.462309 = -48627.901255 nChanged 8 SP:Iteration 4Q (7425.410000 sec): 3 clusters Score: Raw -50645.634098 + Penalty 1977.462309 = -48668.171788 nChanged 9 SP:Iteration 5Q (7425.600000 sec): 3 clusters Score: Raw -50674.023557 + Penalty 1977.462309 = -48696.561247 nChanged 8 SP:Iteration 6Q (7425.790000 sec): 3 clusters Score: Raw -50697.076832 + Penalty 1977.462309 = -48719.614523 nChanged 10 SP:Iteration 7Q (7425.950000 sec): 3 clusters Score: Raw -50720.028729 + Penalty 1977.462309 = -48742.566420 nChanged 9 SP:Iteration 8Q (7426.160000 sec): 3 clusters Score: Raw -50757.961459 + Penalty 1977.462309 = -48780.499149 nChanged 10 SP:Iteration 9Q (7426.330000 sec): 3 clusters Score: Raw -50801.229717 + Penalty 1977.462309 = -48823.767408 nChanged 8 SP:Iteration 10Q (7426.520000 sec): 3 clusters Score: Raw -50849.891113 + Penalty 1977.462309 = -48872.428804 nChanged 8 SP:Iteration 11Q (7426.670000 sec): 3 clusters Score: Raw -50876.184191 + Penalty 1977.462309 = -48898.721881 nChanged 3 SP:Iteration 12Q (7426.860000 sec): 3 clusters Score: Raw -50891.949366 + Penalty 1977.462309 = -48914.487057 nChanged 7 SP:Iteration 13Q (7427.070000 sec): 3 clusters Score: Raw -50913.806646 + Penalty 1977.462309 = -48936.344336 nChanged 3 SP:Iteration 14Q (7427.280000 sec): 3 clusters Score: Raw -50922.747110 + Penalty 1977.462309 = -48945.284801 nChanged 1 SP:Iteration 15Q (7427.460000 sec): 3 clusters Score: Raw -50927.480908 + Penalty 1977.462309 = -48950.018598 nChanged 0 SP:Iteration 16F (7427.670000 sec): 3 clusters Score: Raw -50927.480908 + Penalty 1977.462309 = -48950.018598 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7427.940000 sec): 2 clusters Score: Raw -3466146.262259 + Penalty 1659.784056 = -3464486.478203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7428.230000 sec): 3 clusters Score: Raw -3449457.197805 + Penalty 3319.568112 = -3446137.629693 nChanged 12392 SP:Iteration 1F (7428.540000 sec): 3 clusters Score: Raw -3456255.701482 + Penalty 3319.568112 = -3452936.133371 nChanged 1254 SP:Iteration 2Q (7428.850000 sec): 3 clusters Score: Raw -3456674.362947 + Penalty 3319.568112 = -3453354.794835 nChanged 1197 SP:Iteration 3Q (7429.170000 sec): 3 clusters Score: Raw -3457129.422199 + Penalty 3319.568112 = -3453809.854087 nChanged 1359 SP:Iteration 4Q (7429.450000 sec): 3 clusters Score: Raw -3457791.617484 + Penalty 3319.568112 = -3454472.049372 nChanged 1649 SP:Iteration 5F (7429.740000 sec): 3 clusters Score: Raw -3458793.305539 + Penalty 3319.568112 = -3455473.737428 nChanged 1896 SP:Iteration 6F (7430.090000 sec): 3 clusters Score: Raw -3460242.356367 + Penalty 3319.568112 = -3456922.788256 nChanged 1952 SP:Iteration 7F (7430.390000 sec): 3 clusters Score: Raw -3461937.532628 + Penalty 3319.568112 = -3458617.964516 nChanged 1631 SP:Iteration 8F (7430.650000 sec): 3 clusters Score: Raw -3463387.410760 + Penalty 3319.568112 = -3460067.842648 nChanged 1139 SP:Iteration 9Q (7430.990000 sec): 3 clusters Score: Raw -3464191.672957 + Penalty 3319.568112 = -3460872.104846 nChanged 741 SP:Iteration 10Q (7431.310000 sec): 3 clusters Score: Raw -3464646.806147 + Penalty 3319.568112 = -3461327.238035 nChanged 513 SP:Iteration 11Q (7431.570000 sec): 3 clusters Score: Raw -3464968.456183 + Penalty 3319.568112 = -3461648.888071 nChanged 382 SP:Iteration 12Q (7431.920000 sec): 3 clusters Score: Raw -3465200.912719 + Penalty 3319.568112 = -3461881.344607 nChanged 346 SP:Iteration 13Q (7432.210000 sec): 3 clusters Score: Raw -3465389.785700 + Penalty 3319.568112 = -3462070.217588 nChanged 273 SP:Iteration 14Q (7432.570000 sec): 3 clusters Score: Raw -3465536.133956 + Penalty 3319.568112 = -3462216.565845 nChanged 261 SP:Iteration 15Q (7432.890000 sec): 3 clusters Score: Raw -3465659.694234 + Penalty 3319.568112 = -3462340.126122 nChanged 193 SP:Iteration 16Q (7433.230000 sec): 3 clusters Score: Raw -3465735.252696 + Penalty 3319.568112 = -3462415.684584 nChanged 172 SP:Iteration 17Q (7433.570000 sec): 3 clusters Score: Raw -3465800.584657 + Penalty 3319.568112 = -3462481.016545 nChanged 176 SP:Iteration 18Q (7433.890000 sec): 3 clusters Score: Raw -3465873.550115 + Penalty 3319.568112 = -3462553.982004 nChanged 155 SP:Iteration 19Q (7434.170000 sec): 3 clusters Score: Raw -3465929.957882 + Penalty 3319.568112 = -3462610.389770 nChanged 120 SP:Iteration 20F (7434.460000 sec): 3 clusters Score: Raw -3465967.087587 + Penalty 3319.568112 = -3462647.519475 nChanged 117 SP:Iteration 21Q (7434.780000 sec): 3 clusters Score: Raw -3466004.146302 + Penalty 3319.568112 = -3462684.578190 nChanged 117 SP:Iteration 22Q (7435.090000 sec): 3 clusters Score: Raw -3466044.111534 + Penalty 3319.568112 = -3462724.543422 nChanged 105 SP:Iteration 23Q (7435.380000 sec): 3 clusters Score: Raw -3466076.439347 + Penalty 3319.568112 = -3462756.871235 nChanged 73 SP:Iteration 24Q (7435.670000 sec): 3 clusters Score: Raw -3466096.795489 + Penalty 3319.568112 = -3462777.227377 nChanged 71 SP:Iteration 25Q (7435.950000 sec): 3 clusters Score: Raw -3466119.849340 + Penalty 3319.568112 = -3462800.281228 nChanged 63 SP:Iteration 26Q (7436.210000 sec): 3 clusters Score: Raw -3466137.498612 + Penalty 3319.568112 = -3462817.930500 nChanged 54 SP:Iteration 27Q (7436.570000 sec): 3 clusters Score: Raw -3466150.529599 + Penalty 3319.568112 = -3462830.961488 nChanged 43 SP:Iteration 28Q (7436.860000 sec): 3 clusters Score: Raw -3466160.461222 + Penalty 3319.568112 = -3462840.893111 nChanged 30 SP:Iteration 29Q (7437.140000 sec): 3 clusters Score: Raw -3466168.201911 + Penalty 3319.568112 = -3462848.633800 nChanged 30 SP:Iteration 30Q (7437.480000 sec): 3 clusters Score: Raw -3466174.715641 + Penalty 3319.568112 = -3462855.147529 nChanged 32 SP:Iteration 31Q (7437.830000 sec): 3 clusters Score: Raw -3466182.264287 + Penalty 3319.568112 = -3462862.696175 nChanged 35 SP:Iteration 32Q (7438.180000 sec): 3 clusters Score: Raw -3466189.182125 + Penalty 3319.568112 = -3462869.614014 nChanged 23 SP:Iteration 33Q (7438.500000 sec): 3 clusters Score: Raw -3466194.851802 + Penalty 3319.568112 = -3462875.283690 nChanged 28 SP:Iteration 34Q (7438.850000 sec): 3 clusters Score: Raw -3466201.910713 + Penalty 3319.568112 = -3462882.342601 nChanged 31 SP:Iteration 35Q (7439.180000 sec): 3 clusters Score: Raw -3466208.810931 + Penalty 3319.568112 = -3462889.242819 nChanged 35 SP:Iteration 36Q (7439.530000 sec): 3 clusters Score: Raw -3466217.518708 + Penalty 3319.568112 = -3462897.950596 nChanged 32 SP:Iteration 37Q (7439.860000 sec): 3 clusters Score: Raw -3466227.703337 + Penalty 3319.568112 = -3462908.135225 nChanged 39 SP:Iteration 38Q (7440.190000 sec): 3 clusters Score: Raw -3466238.533592 + Penalty 3319.568112 = -3462918.965480 nChanged 33 SP:Iteration 39Q (7440.480000 sec): 3 clusters Score: Raw -3466248.760427 + Penalty 3319.568112 = -3462929.192315 nChanged 29 SP:Iteration 40F (7440.820000 sec): 3 clusters Score: Raw -3466256.914594 + Penalty 3319.568112 = -3462937.346482 nChanged 22 SP:Iteration 41Q (7441.160000 sec): 3 clusters Score: Raw -3466262.870221 + Penalty 3319.568112 = -3462943.302109 nChanged 23 SP:Iteration 42Q (7441.530000 sec): 3 clusters Score: Raw -3466270.224982 + Penalty 3319.568112 = -3462950.656870 nChanged 29 SP:Iteration 43Q (7441.840000 sec): 3 clusters Score: Raw -3466277.943178 + Penalty 3319.568112 = -3462958.375066 nChanged 15 SP:Iteration 44Q (7442.140000 sec): 3 clusters Score: Raw -3466282.337415 + Penalty 3319.568112 = -3462962.769303 nChanged 15 SP:Iteration 45Q (7442.490000 sec): 3 clusters Score: Raw -3466285.828515 + Penalty 3319.568112 = -3462966.260403 nChanged 14 SP:Iteration 46Q (7442.830000 sec): 3 clusters Score: Raw -3466288.666995 + Penalty 3319.568112 = -3462969.098883 nChanged 5 SP:Iteration 47Q (7443.130000 sec): 3 clusters Score: Raw -3466289.928243 + Penalty 3319.568112 = -3462970.360131 nChanged 9 SP:Iteration 48Q (7443.420000 sec): 3 clusters Score: Raw -3466292.015496 + Penalty 3319.568112 = -3462972.447384 nChanged 9 SP:Iteration 49Q (7443.770000 sec): 3 clusters Score: Raw -3466294.153288 + Penalty 3319.568112 = -3462974.585176 nChanged 9 SP:Iteration 50Q (7444.080000 sec): 3 clusters Score: Raw -3466296.730163 + Penalty 3319.568112 = -3462977.162051 nChanged 8 SP:Iteration 51Q (7444.360000 sec): 3 clusters Score: Raw -3466299.050620 + Penalty 3319.568112 = -3462979.482509 nChanged 6 SP:Iteration 52Q (7444.710000 sec): 3 clusters Score: Raw -3466301.243874 + Penalty 3319.568112 = -3462981.675762 nChanged 11 SP:Iteration 53Q (7445.050000 sec): 3 clusters Score: Raw -3466304.554554 + Penalty 3319.568112 = -3462984.986442 nChanged 4 SP:Iteration 54Q (7445.410000 sec): 3 clusters Score: Raw -3466305.299677 + Penalty 3319.568112 = -3462985.731565 nChanged 2 SP:Iteration 55Q (7445.690000 sec): 3 clusters Score: Raw -3466305.654500 + Penalty 3319.568112 = -3462986.086388 nChanged 2 SP:Iteration 56Q (7446.100000 sec): 3 clusters Score: Raw -3466306.387786 + Penalty 3319.568112 = -3462986.819674 nChanged 4 SP:Iteration 57Q (7446.370000 sec): 3 clusters Score: Raw -3466307.305013 + Penalty 3319.568112 = -3462987.736901 nChanged 2 SP:Iteration 58Q (7446.670000 sec): 3 clusters Score: Raw -3466307.558817 + Penalty 3319.568112 = -3462987.990705 nChanged 2 SP:Iteration 59Q (7446.970000 sec): 3 clusters Score: Raw -3466307.881325 + Penalty 3319.568112 = -3462988.313214 nChanged 1 SP:Iteration 60F (7447.220000 sec): 3 clusters Score: Raw -3466307.990825 + Penalty 3319.568112 = -3462988.422713 nChanged 2 SP:Iteration 61Q (7447.570000 sec): 3 clusters Score: Raw -3466308.453350 + Penalty 3319.568112 = -3462988.885238 nChanged 1 SP:Iteration 62Q (7447.830000 sec): 3 clusters Score: Raw -3466308.883590 + Penalty 3319.568112 = -3462989.315478 nChanged 1 SP:Iteration 63Q (7448.140000 sec): 3 clusters Score: Raw -3466308.954540 + Penalty 3319.568112 = -3462989.386428 nChanged 0 SP:Iteration 64F (7448.430000 sec): 3 clusters Score: Raw -3466308.954540 + Penalty 3319.568112 = -3462989.386428 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7448.570000 sec): 2 clusters Score: Raw -2742907.362823 + Penalty 1623.044566 = -2741284.318257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7448.850000 sec): 3 clusters Score: Raw -2729753.127229 + Penalty 3246.089132 = -2726507.038097 nChanged 9870 SP:Iteration 1F (7449.200000 sec): 3 clusters Score: Raw -2735170.999998 + Penalty 3246.089132 = -2731924.910867 nChanged 1121 SP:Iteration 2F (7449.500000 sec): 3 clusters Score: Raw -2735609.770292 + Penalty 3246.089132 = -2732363.681160 nChanged 1081 SP:Iteration 3Q (7449.780000 sec): 3 clusters Score: Raw -2736093.171391 + Penalty 3246.089132 = -2732847.082259 nChanged 1068 SP:Iteration 4Q (7450.020000 sec): 3 clusters Score: Raw -2736641.207842 + Penalty 3246.089132 = -2733395.118710 nChanged 1114 SP:Iteration 5F (7450.300000 sec): 3 clusters Score: Raw -2737264.528840 + Penalty 3246.089132 = -2734018.439709 nChanged 1148 SP:Iteration 6F (7450.600000 sec): 3 clusters Score: Raw -2737907.761838 + Penalty 3246.089132 = -2734661.672706 nChanged 1106 SP:Iteration 7F (7450.910000 sec): 3 clusters Score: Raw -2738525.039863 + Penalty 3246.089132 = -2735278.950732 nChanged 1084 SP:Iteration 8Q (7451.210000 sec): 3 clusters Score: Raw -2739123.265437 + Penalty 3246.089132 = -2735877.176305 nChanged 1032 SP:Iteration 9Q (7451.510000 sec): 3 clusters Score: Raw -2739635.035075 + Penalty 3246.089132 = -2736388.945943 nChanged 786 SP:Iteration 10Q (7451.770000 sec): 3 clusters Score: Raw -2739968.004409 + Penalty 3246.089132 = -2736721.915277 nChanged 587 SP:Iteration 11Q (7452.070000 sec): 3 clusters Score: Raw -2740177.252641 + Penalty 3246.089132 = -2736931.163509 nChanged 445 SP:Iteration 12Q (7452.300000 sec): 3 clusters Score: Raw -2740319.478872 + Penalty 3246.089132 = -2737073.389740 nChanged 334 SP:Iteration 13Q (7452.600000 sec): 3 clusters Score: Raw -2740426.056645 + Penalty 3246.089132 = -2737179.967514 nChanged 280 SP:Iteration 14Q (7452.880000 sec): 3 clusters Score: Raw -2740520.604498 + Penalty 3246.089132 = -2737274.515366 nChanged 310 SP:Iteration 15Q (7453.180000 sec): 3 clusters Score: Raw -2740639.281938 + Penalty 3246.089132 = -2737393.192806 nChanged 320 SP:Iteration 16Q (7453.460000 sec): 3 clusters Score: Raw -2740757.846955 + Penalty 3246.089132 = -2737511.757824 nChanged 338 SP:Iteration 17Q (7453.730000 sec): 3 clusters Score: Raw -2740884.136118 + Penalty 3246.089132 = -2737638.046986 nChanged 354 SP:Iteration 18Q (7453.970000 sec): 3 clusters Score: Raw -2741022.090948 + Penalty 3246.089132 = -2737776.001817 nChanged 390 SP:Iteration 19Q (7454.270000 sec): 3 clusters Score: Raw -2741185.898210 + Penalty 3246.089132 = -2737939.809078 nChanged 392 SP:Iteration 20F (7454.540000 sec): 3 clusters Score: Raw -2741363.559546 + Penalty 3246.089132 = -2738117.470414 nChanged 384 SP:Iteration 21Q (7454.820000 sec): 3 clusters Score: Raw -2741529.098218 + Penalty 3246.089132 = -2738283.009086 nChanged 353 SP:Iteration 22Q (7455.100000 sec): 3 clusters Score: Raw -2741671.213402 + Penalty 3246.089132 = -2738425.124270 nChanged 351 SP:Iteration 23Q (7455.360000 sec): 3 clusters Score: Raw -2741826.526729 + Penalty 3246.089132 = -2738580.437598 nChanged 345 SP:Iteration 24Q (7455.620000 sec): 3 clusters Score: Raw -2741974.881239 + Penalty 3246.089132 = -2738728.792108 nChanged 312 SP:Iteration 25Q (7455.880000 sec): 3 clusters Score: Raw -2742103.239123 + Penalty 3246.089132 = -2738857.149992 nChanged 288 SP:Iteration 26Q (7456.160000 sec): 3 clusters Score: Raw -2742222.305849 + Penalty 3246.089132 = -2738976.216717 nChanged 255 SP:Iteration 27Q (7456.410000 sec): 3 clusters Score: Raw -2742317.655270 + Penalty 3246.089132 = -2739071.566138 nChanged 248 SP:Iteration 28Q (7456.680000 sec): 3 clusters Score: Raw -2742423.843942 + Penalty 3246.089132 = -2739177.754811 nChanged 248 SP:Iteration 29Q (7457.000000 sec): 3 clusters Score: Raw -2742530.466597 + Penalty 3246.089132 = -2739284.377466 nChanged 223 SP:Iteration 30Q (7457.260000 sec): 3 clusters Score: Raw -2742621.809322 + Penalty 3246.089132 = -2739375.720190 nChanged 208 SP:Iteration 31Q (7457.490000 sec): 3 clusters Score: Raw -2742707.240542 + Penalty 3246.089132 = -2739461.151411 nChanged 177 SP:Iteration 32Q (7457.800000 sec): 3 clusters Score: Raw -2742769.623307 + Penalty 3246.089132 = -2739523.534176 nChanged 151 SP:Iteration 33Q (7458.120000 sec): 3 clusters Score: Raw -2742824.768840 + Penalty 3246.089132 = -2739578.679708 nChanged 157 SP:Iteration 34Q (7458.360000 sec): 3 clusters Score: Raw -2742887.882009 + Penalty 3246.089132 = -2739641.792877 nChanged 139 SP:Iteration 35Q (7458.670000 sec): 3 clusters Score: Raw -2742939.094466 + Penalty 3246.089132 = -2739693.005334 nChanged 130 SP:Iteration 36Q (7458.960000 sec): 3 clusters Score: Raw -2742986.058279 + Penalty 3246.089132 = -2739739.969147 nChanged 94 SP:Iteration 37Q (7459.250000 sec): 3 clusters Score: Raw -2743018.088034 + Penalty 3246.089132 = -2739771.998902 nChanged 82 SP:Iteration 38Q (7459.510000 sec): 3 clusters Score: Raw -2743041.712631 + Penalty 3246.089132 = -2739795.623500 nChanged 72 SP:Iteration 39Q (7459.790000 sec): 3 clusters Score: Raw -2743061.045327 + Penalty 3246.089132 = -2739814.956196 nChanged 55 SP:Iteration 40F (7460.060000 sec): 3 clusters Score: Raw -2743074.915080 + Penalty 3246.089132 = -2739828.825948 nChanged 57 SP:Iteration 41Q (7460.370000 sec): 3 clusters Score: Raw -2743090.782890 + Penalty 3246.089132 = -2739844.693759 nChanged 53 SP:Iteration 42Q (7460.600000 sec): 3 clusters Score: Raw -2743105.119098 + Penalty 3246.089132 = -2739859.029966 nChanged 51 SP:Iteration 43Q (7460.860000 sec): 3 clusters Score: Raw -2743115.911547 + Penalty 3246.089132 = -2739869.822415 nChanged 36 SP:Iteration 44Q (7461.200000 sec): 3 clusters Score: Raw -2743125.009447 + Penalty 3246.089132 = -2739878.920316 nChanged 31 SP:Iteration 45Q (7461.430000 sec): 3 clusters Score: Raw -2743131.445696 + Penalty 3246.089132 = -2739885.356565 nChanged 29 SP:Iteration 46Q (7461.760000 sec): 3 clusters Score: Raw -2743136.444193 + Penalty 3246.089132 = -2739890.355061 nChanged 26 SP:Iteration 47Q (7462.090000 sec): 3 clusters Score: Raw -2743142.139318 + Penalty 3246.089132 = -2739896.050187 nChanged 25 SP:Iteration 48Q (7462.380000 sec): 3 clusters Score: Raw -2743147.838422 + Penalty 3246.089132 = -2739901.749290 nChanged 22 SP:Iteration 49Q (7462.630000 sec): 3 clusters Score: Raw -2743152.701621 + Penalty 3246.089132 = -2739906.612490 nChanged 23 SP:Iteration 50Q (7462.910000 sec): 3 clusters Score: Raw -2743159.317400 + Penalty 3246.089132 = -2739913.228268 nChanged 23 SP:Iteration 51Q (7463.210000 sec): 3 clusters Score: Raw -2743164.543619 + Penalty 3246.089132 = -2739918.454487 nChanged 14 SP:Iteration 52Q (7463.500000 sec): 3 clusters Score: Raw -2743167.152323 + Penalty 3246.089132 = -2739921.063191 nChanged 9 SP:Iteration 53Q (7463.780000 sec): 3 clusters Score: Raw -2743168.919411 + Penalty 3246.089132 = -2739922.830280 nChanged 11 SP:Iteration 54Q (7464.040000 sec): 3 clusters Score: Raw -2743171.696124 + Penalty 3246.089132 = -2739925.606992 nChanged 11 SP:Iteration 55Q (7464.380000 sec): 3 clusters Score: Raw -2743174.706948 + Penalty 3246.089132 = -2739928.617816 nChanged 14 SP:Iteration 56Q (7464.620000 sec): 3 clusters Score: Raw -2743177.964632 + Penalty 3246.089132 = -2739931.875500 nChanged 17 SP:Iteration 57Q (7464.880000 sec): 3 clusters Score: Raw -2743181.808661 + Penalty 3246.089132 = -2739935.719529 nChanged 19 SP:Iteration 58Q (7465.150000 sec): 3 clusters Score: Raw -2743187.365751 + Penalty 3246.089132 = -2739941.276620 nChanged 15 SP:Iteration 59Q (7465.460000 sec): 3 clusters Score: Raw -2743191.639072 + Penalty 3246.089132 = -2739945.549941 nChanged 12 SP:Iteration 60F (7465.780000 sec): 3 clusters Score: Raw -2743194.747473 + Penalty 3246.089132 = -2739948.658341 nChanged 13 SP:Iteration 61Q (7466.020000 sec): 3 clusters Score: Raw -2743197.670632 + Penalty 3246.089132 = -2739951.581500 nChanged 12 SP:Iteration 62Q (7466.280000 sec): 3 clusters Score: Raw -2743200.549871 + Penalty 3246.089132 = -2739954.460739 nChanged 9 SP:Iteration 63Q (7466.600000 sec): 3 clusters Score: Raw -2743202.954642 + Penalty 3246.089132 = -2739956.865510 nChanged 13 SP:Iteration 64Q (7466.860000 sec): 3 clusters Score: Raw -2743207.613289 + Penalty 3246.089132 = -2739961.524157 nChanged 14 SP:Iteration 65Q (7467.160000 sec): 3 clusters Score: Raw -2743211.338456 + Penalty 3246.089132 = -2739965.249324 nChanged 10 SP:Iteration 66Q (7467.410000 sec): 3 clusters Score: Raw -2743215.046755 + Penalty 3246.089132 = -2739968.957623 nChanged 11 SP:Iteration 67Q (7467.680000 sec): 3 clusters Score: Raw -2743218.933450 + Penalty 3246.089132 = -2739972.844318 nChanged 13 SP:Iteration 68Q (7467.900000 sec): 3 clusters Score: Raw -2743222.762109 + Penalty 3246.089132 = -2739976.672978 nChanged 7 SP:Iteration 69Q (7468.240000 sec): 3 clusters Score: Raw -2743224.671915 + Penalty 3246.089132 = -2739978.582783 nChanged 3 SP:Iteration 70Q (7468.520000 sec): 3 clusters Score: Raw -2743225.120166 + Penalty 3246.089132 = -2739979.031034 nChanged 1 SP:Iteration 71Q (7468.760000 sec): 3 clusters Score: Raw -2743225.289808 + Penalty 3246.089132 = -2739979.200676 nChanged 1 SP:Iteration 72Q (7469.010000 sec): 3 clusters Score: Raw -2743225.483407 + Penalty 3246.089132 = -2739979.394275 nChanged 0 SP:Iteration 73F (7469.300000 sec): 3 clusters Score: Raw -2743225.483407 + Penalty 3246.089132 = -2739979.394275 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7469.400000 sec): 2 clusters Score: Raw -21720.960572 + Penalty 864.194499 = -20856.766073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7469.610000 sec): 3 clusters Score: Raw -21809.311222 + Penalty 1728.388998 = -20080.922224 nChanged 31 SP:Iteration 1F (7469.810000 sec): 3 clusters Score: Raw -21908.818324 + Penalty 1728.388998 = -20180.429326 nChanged 10 SP:Iteration 2Q (7470.020000 sec): 3 clusters Score: Raw -21951.902344 + Penalty 1728.388998 = -20223.513346 nChanged 6 SP:Iteration 3Q (7470.190000 sec): 3 clusters Score: Raw -21980.899081 + Penalty 1728.388998 = -20252.510083 nChanged 4 SP:Iteration 4Q (7470.400000 sec): 3 clusters Score: Raw -22005.532609 + Penalty 1728.388998 = -20277.143611 nChanged 1 SP:Iteration 5Q (7470.560000 sec): 3 clusters Score: Raw -22010.423767 + Penalty 1728.388998 = -20282.034769 nChanged 0 SP:Iteration 6F (7470.750000 sec): 3 clusters Score: Raw -22010.423767 + Penalty 1728.388998 = -20282.034769 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7470.880000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7471.040000 sec): 3 clusters Score: Raw -83301.122422 + Penalty 2147.600203 = -81153.522219 nChanged 216 SP:Iteration 1F (7471.240000 sec): 3 clusters Score: Raw -83564.457617 + Penalty 2147.600203 = -81416.857414 nChanged 56 SP:Iteration 2F (7471.460000 sec): 3 clusters Score: Raw -83660.894299 + Penalty 2147.600203 = -81513.294096 nChanged 33 SP:Iteration 3Q (7471.620000 sec): 3 clusters Score: Raw -83730.828673 + Penalty 2147.600203 = -81583.228470 nChanged 32 SP:Iteration 4Q (7471.800000 sec): 3 clusters Score: Raw -83802.251810 + Penalty 2147.600203 = -81654.651607 nChanged 27 SP:Iteration 5Q (7472.000000 sec): 3 clusters Score: Raw -83861.627267 + Penalty 2147.600203 = -81714.027064 nChanged 27 SP:Iteration 6Q (7472.200000 sec): 3 clusters Score: Raw -83934.087923 + Penalty 2147.600203 = -81786.487720 nChanged 28 SP:Iteration 7Q (7472.360000 sec): 3 clusters Score: Raw -83999.315572 + Penalty 2147.600203 = -81851.715368 nChanged 23 SP:Iteration 8Q (7472.530000 sec): 3 clusters Score: Raw -84032.974078 + Penalty 2147.600203 = -81885.373875 nChanged 16 SP:Iteration 9Q (7472.710000 sec): 3 clusters Score: Raw -84058.517632 + Penalty 2147.600203 = -81910.917429 nChanged 11 SP:Iteration 10Q (7472.910000 sec): 3 clusters Score: Raw -84074.554666 + Penalty 2147.600203 = -81926.954462 nChanged 9 SP:Iteration 11Q (7473.170000 sec): 3 clusters Score: Raw -84085.788439 + Penalty 2147.600203 = -81938.188236 nChanged 7 SP:Iteration 12Q (7473.370000 sec): 3 clusters Score: Raw -84096.567525 + Penalty 2147.600203 = -81948.967321 nChanged 8 SP:Iteration 13Q (7473.560000 sec): 3 clusters Score: Raw -84114.074625 + Penalty 2147.600203 = -81966.474422 nChanged 7 SP:Iteration 14Q (7473.750000 sec): 3 clusters Score: Raw -84127.692237 + Penalty 2147.600203 = -81980.092034 nChanged 12 SP:Iteration 15Q (7473.980000 sec): 3 clusters Score: Raw -84149.166450 + Penalty 2147.600203 = -82001.566247 nChanged 5 SP:Iteration 16Q (7474.130000 sec): 3 clusters Score: Raw -84159.128132 + Penalty 2147.600203 = -82011.527929 nChanged 4 SP:Iteration 17Q (7474.350000 sec): 3 clusters Score: Raw -84170.221177 + Penalty 2147.600203 = -82022.620974 nChanged 6 SP:Iteration 18Q (7474.510000 sec): 3 clusters Score: Raw -84182.747408 + Penalty 2147.600203 = -82035.147205 nChanged 1 SP:Iteration 19Q (7474.700000 sec): 3 clusters Score: Raw -84183.511959 + Penalty 2147.600203 = -82035.911756 nChanged 1 SP:Iteration 20F (7474.850000 sec): 3 clusters Score: Raw -84187.684536 + Penalty 2147.600203 = -82040.084333 nChanged 3 SP:Iteration 21Q (7475.070000 sec): 3 clusters Score: Raw -84204.405269 + Penalty 2147.600203 = -82056.805066 nChanged 2 SP:Iteration 22Q (7475.240000 sec): 3 clusters Score: Raw -84206.937956 + Penalty 2147.600203 = -82059.337752 nChanged 1 SP:Iteration 23Q (7475.460000 sec): 3 clusters Score: Raw -84208.579751 + Penalty 2147.600203 = -82060.979548 nChanged 2 SP:Iteration 24Q (7475.640000 sec): 3 clusters Score: Raw -84211.574422 + Penalty 2147.600203 = -82063.974219 nChanged 0 SP:Iteration 25F (7475.850000 sec): 3 clusters Score: Raw -84211.574422 + Penalty 2147.600203 = -82063.974219 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 21 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7475.900000 sec): 2 clusters Score: Raw -28095.769617 + Penalty 910.942836 = -27184.826781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7476.080000 sec): 3 clusters Score: Raw -28278.926742 + Penalty 1821.885672 = -26457.041070 nChanged 75 SP:Iteration 1F (7476.310000 sec): 3 clusters Score: Raw -28634.362579 + Penalty 1821.885672 = -26812.476907 nChanged 27 SP:Iteration 2F (7476.470000 sec): 3 clusters Score: Raw -28756.063730 + Penalty 1821.885672 = -26934.178059 nChanged 6 SP:Iteration 3Q (7476.630000 sec): 3 clusters Score: Raw -28785.560874 + Penalty 1821.885672 = -26963.675203 nChanged 5 SP:Iteration 4Q (7476.790000 sec): 3 clusters Score: Raw -28810.648612 + Penalty 1821.885672 = -26988.762941 nChanged 2 SP:Iteration 5Q (7476.950000 sec): 3 clusters Score: Raw -28814.729743 + Penalty 1821.885672 = -26992.844072 nChanged 0 SP:Iteration 6F (7477.090000 sec): 3 clusters Score: Raw -28814.729743 + Penalty 1821.885672 = -26992.844072 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7477.200000 sec): 2 clusters Score: Raw -28912.479459 + Penalty 904.855982 = -28007.623477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7477.380000 sec): 3 clusters Score: Raw -28965.765821 + Penalty 1809.711964 = -27156.053857 nChanged 33 SP:Iteration 1F (7477.590000 sec): 3 clusters Score: Raw -29065.219465 + Penalty 1809.711964 = -27255.507501 nChanged 12 SP:Iteration 2Q (7477.820000 sec): 3 clusters Score: Raw -29113.835012 + Penalty 1809.711964 = -27304.123048 nChanged 6 SP:Iteration 3Q (7478.010000 sec): 3 clusters Score: Raw -29145.688471 + Penalty 1809.711964 = -27335.976507 nChanged 5 SP:Iteration 4Q (7478.170000 sec): 3 clusters Score: Raw -29193.785130 + Penalty 1809.711964 = -27384.073167 nChanged 4 SP:Iteration 5Q (7478.370000 sec): 3 clusters Score: Raw -29424.270015 + Penalty 1809.711964 = -27614.558051 nChanged 14 SP:Iteration 6F (7478.590000 sec): 3 clusters Score: Raw -29479.219023 + Penalty 1809.711964 = -27669.507059 nChanged 12 SP:Iteration 7Q (7478.750000 sec): 3 clusters Score: Raw -29519.457727 + Penalty 1809.711964 = -27709.745763 nChanged 5 SP:Iteration 8Q (7478.900000 sec): 3 clusters Score: Raw -29545.852654 + Penalty 1809.711964 = -27736.140690 nChanged 3 SP:Iteration 9Q (7479.130000 sec): 3 clusters Score: Raw -29552.400953 + Penalty 1809.711964 = -27742.688990 nChanged 3 SP:Iteration 10Q (7479.250000 sec): 3 clusters Score: Raw -29561.587549 + Penalty 1809.711964 = -27751.875585 nChanged 3 SP:Iteration 11Q (7479.430000 sec): 3 clusters Score: Raw -29577.266128 + Penalty 1809.711964 = -27767.554165 nChanged 3 SP:Iteration 12Q (7479.570000 sec): 3 clusters Score: Raw -29584.867514 + Penalty 1809.711964 = -27775.155551 nChanged 1 SP:Iteration 13Q (7479.790000 sec): 3 clusters Score: Raw -29587.735385 + Penalty 1809.711964 = -27778.023421 nChanged 2 SP:Iteration 14Q (7479.990000 sec): 3 clusters Score: Raw -29601.272385 + Penalty 1809.711964 = -27791.560421 nChanged 3 SP:Iteration 15Q (7480.180000 sec): 3 clusters Score: Raw -29608.910736 + Penalty 1809.711964 = -27799.198772 nChanged 2 SP:Iteration 16Q (7480.310000 sec): 3 clusters Score: Raw -29614.266741 + Penalty 1809.711964 = -27804.554777 nChanged 1 SP:Iteration 17Q (7480.510000 sec): 3 clusters Score: Raw -29616.062572 + Penalty 1809.711964 = -27806.350608 nChanged 2 SP:Iteration 18Q (7480.680000 sec): 3 clusters Score: Raw -29622.454252 + Penalty 1809.711964 = -27812.742288 nChanged 2 SP:Iteration 19Q (7480.860000 sec): 3 clusters Score: Raw -29631.844721 + Penalty 1809.711964 = -27822.132758 nChanged 2 SP:Iteration 20F (7481.080000 sec): 3 clusters Score: Raw -29638.489117 + Penalty 1809.711964 = -27828.777153 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7481.140000 sec): 2 clusters Score: Raw -24954.576035 + Penalty 885.793749 = -24068.782286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7481.340000 sec): 3 clusters Score: Raw -25082.335025 + Penalty 1771.587497 = -23310.747528 nChanged 38 SP:Iteration 1F (7481.510000 sec): 3 clusters Score: Raw -25194.008849 + Penalty 1771.587497 = -23422.421352 nChanged 6 SP:Iteration 2Q (7481.710000 sec): 3 clusters Score: Raw -25214.089685 + Penalty 1771.587497 = -23442.502188 nChanged 5 SP:Iteration 3Q (7481.870000 sec): 3 clusters Score: Raw -25233.209859 + Penalty 1771.587497 = -23461.622362 nChanged 1 SP:Iteration 4Q (7482.110000 sec): 3 clusters Score: Raw -25236.797092 + Penalty 1771.587497 = -23465.209594 nChanged 1 SP:Iteration 5Q (7482.270000 sec): 3 clusters Score: Raw -25242.894276 + Penalty 1771.587497 = -23471.306779 nChanged 0 SP:Iteration 6F (7482.470000 sec): 3 clusters Score: Raw -25242.894276 + Penalty 1771.587497 = -23471.306779 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7482.570000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7482.750000 sec): 3 clusters Score: Raw -48820.302292 + Penalty 1970.730193 = -46849.572099 nChanged 89 SP:Iteration 1F (7482.960000 sec): 3 clusters Score: Raw -48976.896945 + Penalty 1970.730193 = -47006.166753 nChanged 26 SP:Iteration 2F (7483.090000 sec): 3 clusters Score: Raw -49030.654952 + Penalty 1970.730193 = -47059.924759 nChanged 13 SP:Iteration 3Q (7483.210000 sec): 3 clusters Score: Raw -49064.752253 + Penalty 1970.730193 = -47094.022060 nChanged 11 SP:Iteration 4Q (7483.360000 sec): 3 clusters Score: Raw -49091.792602 + Penalty 1970.730193 = -47121.062409 nChanged 10 SP:Iteration 5Q (7483.530000 sec): 3 clusters Score: Raw -49120.640848 + Penalty 1970.730193 = -47149.910656 nChanged 6 SP:Iteration 6Q (7483.740000 sec): 3 clusters Score: Raw -49128.832105 + Penalty 1970.730193 = -47158.101912 nChanged 2 SP:Iteration 7Q (7483.970000 sec): 3 clusters Score: Raw -49136.835078 + Penalty 1970.730193 = -47166.104885 nChanged 4 SP:Iteration 8Q (7484.110000 sec): 3 clusters Score: Raw -49184.695526 + Penalty 1970.730193 = -47213.965333 nChanged 9 SP:Iteration 9Q (7484.310000 sec): 3 clusters Score: Raw -49208.998384 + Penalty 1970.730193 = -47238.268191 nChanged 7 SP:Iteration 10Q (7484.500000 sec): 3 clusters Score: Raw -49223.481634 + Penalty 1970.730193 = -47252.751441 nChanged 5 SP:Iteration 11Q (7484.680000 sec): 3 clusters Score: Raw -49236.769991 + Penalty 1970.730193 = -47266.039798 nChanged 6 SP:Iteration 12Q (7484.870000 sec): 3 clusters Score: Raw -49250.394941 + Penalty 1970.730193 = -47279.664749 nChanged 4 SP:Iteration 13Q (7485.090000 sec): 3 clusters Score: Raw -49270.344794 + Penalty 1970.730193 = -47299.614602 nChanged 6 SP:Iteration 14Q (7485.260000 sec): 3 clusters Score: Raw -49296.321190 + Penalty 1970.730193 = -47325.590997 nChanged 9 SP:Iteration 15Q (7485.470000 sec): 3 clusters Score: Raw -49342.220198 + Penalty 1970.730193 = -47371.490005 nChanged 7 SP:Iteration 16Q (7485.650000 sec): 3 clusters Score: Raw -49367.228534 + Penalty 1970.730193 = -47396.498342 nChanged 4 SP:Iteration 17Q (7485.810000 sec): 3 clusters Score: Raw -49388.155645 + Penalty 1970.730193 = -47417.425452 nChanged 3 SP:Iteration 18Q (7486.050000 sec): 3 clusters Score: Raw -49395.881310 + Penalty 1970.730193 = -47425.151117 nChanged 3 SP:Iteration 19Q (7486.210000 sec): 3 clusters Score: Raw -49407.561656 + Penalty 1970.730193 = -47436.831463 nChanged 1 SP:Iteration 20F (7486.370000 sec): 3 clusters Score: Raw -49424.244519 + Penalty 1970.730193 = -47453.514326 nChanged 3 SP:Iteration 21Q (7486.530000 sec): 3 clusters Score: Raw -49500.225286 + Penalty 1970.730193 = -47529.495093 nChanged 4 SP:Iteration 22Q (7486.670000 sec): 3 clusters Score: Raw -49551.775462 + Penalty 1970.730193 = -47581.045269 nChanged 2 SP:Iteration 23Q (7486.830000 sec): 3 clusters Score: Raw -49555.739799 + Penalty 1970.730193 = -47585.009606 nChanged 0 SP:Iteration 24F (7486.990000 sec): 3 clusters Score: Raw -49555.739799 + Penalty 1970.730193 = -47585.009606 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7487.080000 sec): 2 clusters Score: Raw -100451.976605 + Penalty 1102.290345 = -99349.686260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7487.290000 sec): 3 clusters Score: Raw -100192.550847 + Penalty 2204.580690 = -97987.970157 nChanged 244 SP:Iteration 1F (7487.460000 sec): 3 clusters Score: Raw -100456.651326 + Penalty 2204.580690 = -98252.070636 nChanged 66 SP:Iteration 2F (7487.620000 sec): 3 clusters Score: Raw -100596.027664 + Penalty 2204.580690 = -98391.446974 nChanged 50 SP:Iteration 3F (7487.790000 sec): 3 clusters Score: Raw -100660.962820 + Penalty 2204.580690 = -98456.382130 nChanged 30 SP:Iteration 4Q (7487.970000 sec): 3 clusters Score: Raw -100699.765739 + Penalty 2204.580690 = -98495.185049 nChanged 21 SP:Iteration 5Q (7488.140000 sec): 3 clusters Score: Raw -100727.747568 + Penalty 2204.580690 = -98523.166878 nChanged 15 SP:Iteration 6Q (7488.370000 sec): 3 clusters Score: Raw -100744.575418 + Penalty 2204.580690 = -98539.994728 nChanged 10 SP:Iteration 7Q (7488.520000 sec): 3 clusters Score: Raw -100755.875079 + Penalty 2204.580690 = -98551.294389 nChanged 8 SP:Iteration 8Q (7488.680000 sec): 3 clusters Score: Raw -100764.799169 + Penalty 2204.580690 = -98560.218479 nChanged 3 SP:Iteration 9Q (7488.840000 sec): 3 clusters Score: Raw -100766.819141 + Penalty 2204.580690 = -98562.238451 nChanged 3 SP:Iteration 10Q (7489.070000 sec): 3 clusters Score: Raw -100769.370613 + Penalty 2204.580690 = -98564.789922 nChanged 2 SP:Iteration 11Q (7489.230000 sec): 3 clusters Score: Raw -100770.953776 + Penalty 2204.580690 = -98566.373086 nChanged 2 SP:Iteration 12Q (7489.450000 sec): 3 clusters Score: Raw -100771.867449 + Penalty 2204.580690 = -98567.286759 nChanged 1 SP:Iteration 13Q (7489.610000 sec): 3 clusters Score: Raw -100772.528223 + Penalty 2204.580690 = -98567.947532 nChanged 2 SP:Iteration 14Q (7489.800000 sec): 3 clusters Score: Raw -100775.007429 + Penalty 2204.580690 = -98570.426739 nChanged 3 SP:Iteration 15Q (7490.020000 sec): 3 clusters Score: Raw -100778.571718 + Penalty 2204.580690 = -98573.991028 nChanged 5 SP:Iteration 16Q (7490.190000 sec): 3 clusters Score: Raw -100782.114435 + Penalty 2204.580690 = -98577.533745 nChanged 2 SP:Iteration 17Q (7490.410000 sec): 3 clusters Score: Raw -100783.619583 + Penalty 2204.580690 = -98579.038892 nChanged 3 SP:Iteration 18Q (7490.560000 sec): 3 clusters Score: Raw -100785.475440 + Penalty 2204.580690 = -98580.894750 nChanged 2 SP:Iteration 19Q (7490.750000 sec): 3 clusters Score: Raw -100787.295647 + Penalty 2204.580690 = -98582.714957 nChanged 2 SP:Iteration 20F (7490.920000 sec): 3 clusters Score: Raw -100788.617914 + Penalty 2204.580690 = -98584.037224 nChanged 0 Iteration 179Q (7525.950000 sec): 27 clusters Score: Raw -146382025.294145 + Penalty 59152.524245 = -146322872.769900 nChanged 51 Deleting Class 8 (169 points): Lose 1934.348738 but Gain 2275.097086 Iteration 180F (7586.260000 sec): 26 clusters Score: Raw -146380103.883258 + Penalty 56877.427158 = -146323226.456099 nChanged 228 Iteration 181Q (7622.580000 sec): 26 clusters Score: Raw -146381514.357149 + Penalty 56877.427158 = -146324636.929991 nChanged 74 Iteration 182Q (7660.160000 sec): 26 clusters Score: Raw -146381536.152962 + Penalty 56877.427158 = -146324658.725804 nChanged 65 Iteration 183Q (7702.280000 sec): 26 clusters Score: Raw -146381555.883914 + Penalty 56877.427158 = -146324678.456756 nChanged 52 Iteration 184Q (7736.880000 sec): 26 clusters Score: Raw -146381583.314264 + Penalty 56877.427158 = -146324705.887105 nChanged 51 Iteration 185Q (7772.050000 sec): 26 clusters Score: Raw -146381639.941290 + Penalty 56877.427158 = -146324762.514132 nChanged 50 Iteration 186Q (7807.980000 sec): 26 clusters Score: Raw -146381759.292417 + Penalty 56877.427158 = -146324881.865259 nChanged 53 Iteration 187Q (7844.770000 sec): 26 clusters Score: Raw -146381847.154636 + Penalty 56877.427158 = -146324969.727478 nChanged 43 Iteration 188Q (7879.380000 sec): 26 clusters Score: Raw -146381863.782263 + Penalty 56877.427158 = -146324986.355105 nChanged 36 Iteration 189Q (7912.150000 sec): 26 clusters Score: Raw -146381869.633304 + Penalty 56877.427158 = -146324992.206145 nChanged 39 Iteration 190Q (7950.720000 sec): 26 clusters Score: Raw -146381876.529346 + Penalty 56877.427158 = -146324999.102187 nChanged 30 Iteration 191Q (7985.440000 sec): 26 clusters Score: Raw -146381878.670541 + Penalty 56877.427158 = -146325001.243383 nChanged 23 Iteration 192Q (8019.630000 sec): 26 clusters Score: Raw -146381879.113499 + Penalty 56877.427158 = -146325001.686341 nChanged 19 Iteration 193Q (8053.630000 sec): 26 clusters Score: Raw -146381879.471107 + Penalty 56877.427158 = -146325002.043948 nChanged 22 Iteration 194Q (8090.710000 sec): 26 clusters Score: Raw -146381879.777800 + Penalty 56877.427158 = -146325002.350642 nChanged 22 Iteration 195Q (8124.310000 sec): 26 clusters Score: Raw -146381880.209810 + Penalty 56877.427158 = -146325002.782652 nChanged 27 Iteration 196Q (8157.860000 sec): 26 clusters Score: Raw -146381880.679421 + Penalty 56877.427158 = -146325003.252263 nChanged 21 Iteration 197Q (8191.400000 sec): 26 clusters Score: Raw -146381881.088037 + Penalty 56877.427158 = -146325003.660879 nChanged 21 Iteration 198Q (8226.520000 sec): 26 clusters Score: Raw -146381881.554574 + Penalty 56877.427158 = -146325004.127416 nChanged 23 Iteration 199Q (8258.660000 sec): 26 clusters Score: Raw -146381882.056129 + Penalty 56877.427158 = -146325004.628971 nChanged 28 Iteration 200F (8309.110000 sec): 26 clusters Score: Raw -146381887.925030 + Penalty 56877.427158 = -146325010.497872 nChanged 31 Iteration 201Q (8344.280000 sec): 26 clusters Score: Raw -146381896.559486 + Penalty 56877.427158 = -146325019.132328 nChanged 24 Iteration 202Q (8375.880000 sec): 26 clusters Score: Raw -146381898.212218 + Penalty 56877.427158 = -146325020.785059 nChanged 22 Iteration 203Q (8409.730000 sec): 26 clusters Score: Raw -146381900.875039 + Penalty 56877.427158 = -146325023.447881 nChanged 15 Iteration 204Q (8445.370000 sec): 26 clusters Score: Raw -146381904.845154 + Penalty 56877.427158 = -146325027.417996 nChanged 16 Iteration 205Q (8476.840000 sec): 26 clusters Score: Raw -146381907.722262 + Penalty 56877.427158 = -146325030.295104 nChanged 11 Iteration 206Q (8509.790000 sec): 26 clusters Score: Raw -146381907.934136 + Penalty 56877.427158 = -146325030.506978 nChanged 17 Iteration 207Q (8542.600000 sec): 26 clusters Score: Raw -146381908.301770 + Penalty 56877.427158 = -146325030.874612 nChanged 18 Iteration 208Q (8577.030000 sec): 26 clusters Score: Raw -146381908.647864 + Penalty 56877.427158 = -146325031.220706 nChanged 21 Iteration 209Q (8611.070000 sec): 26 clusters Score: Raw -146381909.184654 + Penalty 56877.427158 = -146325031.757496 nChanged 22 Iteration 210Q (8646.620000 sec): 26 clusters Score: Raw -146381909.600109 + Penalty 56877.427158 = -146325032.172951 nChanged 14 Iteration 211Q (8686.840000 sec): 26 clusters Score: Raw -146381909.793758 + Penalty 56877.427158 = -146325032.366600 nChanged 15 Iteration 212Q (8722.320000 sec): 26 clusters Score: Raw -146381910.053440 + Penalty 56877.427158 = -146325032.626282 nChanged 13 Iteration 213Q (8757.260000 sec): 26 clusters Score: Raw -146381910.354253 + Penalty 56877.427158 = -146325032.927094 nChanged 16 Iteration 214Q (8793.610000 sec): 26 clusters Score: Raw -146381910.639446 + Penalty 56877.427158 = -146325033.212287 nChanged 13 Iteration 215Q (8830.370000 sec): 26 clusters Score: Raw -146381910.831462 + Penalty 56877.427158 = -146325033.404304 nChanged 13 Iteration 216Q (8865.590000 sec): 26 clusters Score: Raw -146381911.051225 + Penalty 56877.427158 = -146325033.624067 nChanged 13 Iteration 217Q (8900.970000 sec): 26 clusters Score: Raw -146381911.273190 + Penalty 56877.427158 = -146325033.846032 nChanged 13 Iteration 218Q (8942.710000 sec): 26 clusters Score: Raw -146381911.508783 + Penalty 56877.427158 = -146325034.081625 nChanged 14 Writing temp clu file Because OldScore, -146325033.846032, is greater than current (better) Score,-146325034.081625 Compute initial score before splitting: Score: Raw -146381911.508783 + Penalty 56877.427158 = -146325034.081625 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (11117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8943.110000 sec): 2 clusters Score: Raw -1353837.604403 + Penalty 1513.887496 = -1352323.716907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8943.320000 sec): 3 clusters Score: Raw -1347421.861590 + Penalty 3027.774993 = -1344394.086598 nChanged 4857 SP:Iteration 1F (8943.620000 sec): 3 clusters Score: Raw -1349976.922353 + Penalty 3027.774993 = -1346949.147360 nChanged 603 SP:Iteration 2F (8943.860000 sec): 3 clusters Score: Raw -1350187.031886 + Penalty 3027.774993 = -1347159.256893 nChanged 489 SP:Iteration 3Q (8944.100000 sec): 3 clusters Score: Raw -1350364.904941 + Penalty 3027.774993 = -1347337.129948 nChanged 414 SP:Iteration 4Q (8944.420000 sec): 3 clusters Score: Raw -1350522.220317 + Penalty 3027.774993 = -1347494.445324 nChanged 406 SP:Iteration 5Q (8944.630000 sec): 3 clusters Score: Raw -1350700.175923 + Penalty 3027.774993 = -1347672.400930 nChanged 411 SP:Iteration 6Q (8944.940000 sec): 3 clusters Score: Raw -1350927.004626 + Penalty 3027.774993 = -1347899.229633 nChanged 471 SP:Iteration 7Q (8945.250000 sec): 3 clusters Score: Raw -1351227.023577 + Penalty 3027.774993 = -1348199.248584 nChanged 506 SP:Iteration 8Q (8945.460000 sec): 3 clusters Score: Raw -1351635.107325 + Penalty 3027.774993 = -1348607.332332 nChanged 510 SP:Iteration 9Q (8945.760000 sec): 3 clusters Score: Raw -1352160.450722 + Penalty 3027.774993 = -1349132.675730 nChanged 474 SP:Iteration 10Q (8945.970000 sec): 3 clusters Score: Raw -1352612.622254 + Penalty 3027.774993 = -1349584.847261 nChanged 402 SP:Iteration 11Q (8946.200000 sec): 3 clusters Score: Raw -1352974.135316 + Penalty 3027.774993 = -1349946.360323 nChanged 349 SP:Iteration 12Q (8946.480000 sec): 3 clusters Score: Raw -1353237.402403 + Penalty 3027.774993 = -1350209.627410 nChanged 268 SP:Iteration 13Q (8946.710000 sec): 3 clusters Score: Raw -1353446.807042 + Penalty 3027.774993 = -1350419.032049 nChanged 206 SP:Iteration 14Q (8946.910000 sec): 3 clusters Score: Raw -1353573.980875 + Penalty 3027.774993 = -1350546.205882 nChanged 167 SP:Iteration 15Q (8947.140000 sec): 3 clusters Score: Raw -1353667.592410 + Penalty 3027.774993 = -1350639.817418 nChanged 126 SP:Iteration 16Q (8947.340000 sec): 3 clusters Score: Raw -1353736.837218 + Penalty 3027.774993 = -1350709.062225 nChanged 111 SP:Iteration 17Q (8947.560000 sec): 3 clusters Score: Raw -1353792.448975 + Penalty 3027.774993 = -1350764.673982 nChanged 86 SP:Iteration 18Q (8947.800000 sec): 3 clusters Score: Raw -1353840.745748 + Penalty 3027.774993 = -1350812.970755 nChanged 83 SP:Iteration 19Q (8948.010000 sec): 3 clusters Score: Raw -1353879.123379 + Penalty 3027.774993 = -1350851.348387 nChanged 62 SP:Iteration 20F (8948.280000 sec): 3 clusters Score: Raw -1353909.837525 + Penalty 3027.774993 = -1350882.062532 nChanged 63 SP:Iteration 21Q (8948.580000 sec): 3 clusters Score: Raw -1353936.535781 + Penalty 3027.774993 = -1350908.760788 nChanged 32 SP:Iteration 22Q (8948.840000 sec): 3 clusters Score: Raw -1353949.850040 + Penalty 3027.774993 = -1350922.075047 nChanged 24 SP:Iteration 23Q (8949.040000 sec): 3 clusters Score: Raw -1353958.336585 + Penalty 3027.774993 = -1350930.561592 nChanged 21 SP:Iteration 24Q (8949.280000 sec): 3 clusters Score: Raw -1353967.249902 + Penalty 3027.774993 = -1350939.474909 nChanged 19 SP:Iteration 25Q (8949.530000 sec): 3 clusters Score: Raw -1353974.010311 + Penalty 3027.774993 = -1350946.235318 nChanged 15 SP:Iteration 26Q (8949.810000 sec): 3 clusters Score: Raw -1353979.868462 + Penalty 3027.774993 = -1350952.093469 nChanged 17 SP:Iteration 27Q (8950.000000 sec): 3 clusters Score: Raw -1353985.476147 + Penalty 3027.774993 = -1350957.701154 nChanged 15 SP:Iteration 28Q (8950.220000 sec): 3 clusters Score: Raw -1353991.201892 + Penalty 3027.774993 = -1350963.426899 nChanged 16 SP:Iteration 29Q (8950.440000 sec): 3 clusters Score: Raw -1353996.348780 + Penalty 3027.774993 = -1350968.573787 nChanged 15 SP:Iteration 30Q (8950.750000 sec): 3 clusters Score: Raw -1354002.721845 + Penalty 3027.774993 = -1350974.946853 nChanged 14 SP:Iteration 31Q (8950.980000 sec): 3 clusters Score: Raw -1354009.801511 + Penalty 3027.774993 = -1350982.026518 nChanged 20 SP:Iteration 32Q (8951.200000 sec): 3 clusters Score: Raw -1354018.041726 + Penalty 3027.774993 = -1350990.266733 nChanged 19 SP:Iteration 33Q (8951.390000 sec): 3 clusters Score: Raw -1354026.709273 + Penalty 3027.774993 = -1350998.934280 nChanged 16 SP:Iteration 34Q (8951.610000 sec): 3 clusters Score: Raw -1354033.658037 + Penalty 3027.774993 = -1351005.883044 nChanged 14 SP:Iteration 35Q (8951.820000 sec): 3 clusters Score: Raw -1354041.270915 + Penalty 3027.774993 = -1351013.495923 nChanged 20 SP:Iteration 36Q (8952.020000 sec): 3 clusters Score: Raw -1354052.421122 + Penalty 3027.774993 = -1351024.646129 nChanged 19 SP:Iteration 37Q (8952.270000 sec): 3 clusters Score: Raw -1354065.069562 + Penalty 3027.774993 = -1351037.294569 nChanged 17 SP:Iteration 38Q (8952.440000 sec): 3 clusters Score: Raw -1354072.902160 + Penalty 3027.774993 = -1351045.127167 nChanged 11 SP:Iteration 39Q (8952.710000 sec): 3 clusters Score: Raw -1354078.344588 + Penalty 3027.774993 = -1351050.569595 nChanged 6 SP:Iteration 40F (8953.050000 sec): 3 clusters Score: Raw -1354080.992610 + Penalty 3027.774993 = -1351053.217617 nChanged 3 SP:Iteration 41Q (8953.310000 sec): 3 clusters Score: Raw -1354081.857130 + Penalty 3027.774993 = -1351054.082137 nChanged 2 SP:Iteration 42Q (8953.570000 sec): 3 clusters Score: Raw -1354082.753440 + Penalty 3027.774993 = -1351054.978447 nChanged 2 SP:Iteration 43Q (8953.840000 sec): 3 clusters Score: Raw -1354083.987035 + Penalty 3027.774993 = -1351056.212042 nChanged 3 SP:Iteration 44Q (8954.050000 sec): 3 clusters Score: Raw -1354084.834470 + Penalty 3027.774993 = -1351057.059477 nChanged 0 SP:Iteration 45F (8954.300000 sec): 3 clusters Score: Raw -1354084.834470 + Penalty 3027.774993 = -1351057.059477 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8954.560000 sec): 2 clusters Score: Raw -3340996.642530 + Penalty 1658.870243 = -3339337.772287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8954.900000 sec): 3 clusters Score: Raw -3324557.853427 + Penalty 3317.740486 = -3321240.112941 nChanged 12325 SP:Iteration 1F (8955.240000 sec): 3 clusters Score: Raw -3331320.504782 + Penalty 3317.740486 = -3328002.764296 nChanged 1187 SP:Iteration 2Q (8955.560000 sec): 3 clusters Score: Raw -3331775.793551 + Penalty 3317.740486 = -3328458.053065 nChanged 1357 SP:Iteration 3F (8955.920000 sec): 3 clusters Score: Raw -3332445.701148 + Penalty 3317.740486 = -3329127.960662 nChanged 1700 SP:Iteration 4F (8956.170000 sec): 3 clusters Score: Raw -3333538.144748 + Penalty 3317.740486 = -3330220.404262 nChanged 2044 SP:Iteration 5F (8956.520000 sec): 3 clusters Score: Raw -3335138.875421 + Penalty 3317.740486 = -3331821.134935 nChanged 2224 SP:Iteration 6F (8956.810000 sec): 3 clusters Score: Raw -3337197.604427 + Penalty 3317.740486 = -3333879.863941 nChanged 1876 SP:Iteration 7F (8957.200000 sec): 3 clusters Score: Raw -3339073.331730 + Penalty 3317.740486 = -3335755.591244 nChanged 1158 SP:Iteration 8Q (8957.530000 sec): 3 clusters Score: Raw -3340223.031995 + Penalty 3317.740486 = -3336905.291509 nChanged 535 SP:Iteration 9Q (8957.890000 sec): 3 clusters Score: Raw -3340750.411069 + Penalty 3317.740486 = -3337432.670583 nChanged 206 SP:Iteration 10Q (8958.250000 sec): 3 clusters Score: Raw -3340967.377599 + Penalty 3317.740486 = -3337649.637113 nChanged 84 SP:Iteration 11Q (8958.560000 sec): 3 clusters Score: Raw -3341064.862849 + Penalty 3317.740486 = -3337747.122363 nChanged 39 SP:Iteration 12Q (8958.900000 sec): 3 clusters Score: Raw -3341133.086010 + Penalty 3317.740486 = -3337815.345524 nChanged 22 SP:Iteration 13Q (8959.260000 sec): 3 clusters Score: Raw -3341174.808217 + Penalty 3317.740486 = -3337857.067731 nChanged 8 SP:Iteration 14Q (8959.570000 sec): 3 clusters Score: Raw -3341188.280207 + Penalty 3317.740486 = -3337870.539721 nChanged 3 SP:Iteration 15Q (8959.840000 sec): 3 clusters Score: Raw -3341193.935725 + Penalty 3317.740486 = -3337876.195239 nChanged 0 SP:Iteration 16F (8960.140000 sec): 3 clusters Score: Raw -3341193.935725 + Penalty 3317.740486 = -3337876.195239 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8960.320000 sec): 2 clusters Score: Raw -1923822.526746 + Penalty 1564.153138 = -1922258.373608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8960.540000 sec): 3 clusters Score: Raw -1914894.148522 + Penalty 3128.306276 = -1911765.842246 nChanged 6703 SP:Iteration 1F (8960.840000 sec): 3 clusters Score: Raw -1918563.741572 + Penalty 3128.306276 = -1915435.435297 nChanged 812 SP:Iteration 2F (8961.100000 sec): 3 clusters Score: Raw -1918887.606131 + Penalty 3128.306276 = -1915759.299855 nChanged 701 SP:Iteration 3Q (8961.400000 sec): 3 clusters Score: Raw -1919169.781229 + Penalty 3128.306276 = -1916041.474953 nChanged 670 SP:Iteration 4Q (8961.630000 sec): 3 clusters Score: Raw -1919432.652847 + Penalty 3128.306276 = -1916304.346571 nChanged 613 SP:Iteration 5Q (8961.900000 sec): 3 clusters Score: Raw -1919700.873409 + Penalty 3128.306276 = -1916572.567133 nChanged 640 SP:Iteration 6Q (8962.210000 sec): 3 clusters Score: Raw -1920044.604750 + Penalty 3128.306276 = -1916916.298475 nChanged 696 SP:Iteration 7Q (8962.440000 sec): 3 clusters Score: Raw -1920424.474399 + Penalty 3128.306276 = -1917296.168123 nChanged 705 SP:Iteration 8Q (8962.720000 sec): 3 clusters Score: Raw -1920818.076689 + Penalty 3128.306276 = -1917689.770413 nChanged 734 SP:Iteration 9Q (8963.040000 sec): 3 clusters Score: Raw -1921227.132859 + Penalty 3128.306276 = -1918098.826583 nChanged 716 SP:Iteration 10Q (8963.310000 sec): 3 clusters Score: Raw -1921671.164268 + Penalty 3128.306276 = -1918542.857992 nChanged 694 SP:Iteration 11Q (8963.560000 sec): 3 clusters Score: Raw -1922103.642942 + Penalty 3128.306276 = -1918975.336666 nChanged 656 SP:Iteration 12Q (8963.840000 sec): 3 clusters Score: Raw -1922484.565326 + Penalty 3128.306276 = -1919356.259050 nChanged 516 SP:Iteration 13Q (8964.120000 sec): 3 clusters Score: Raw -1922747.853571 + Penalty 3128.306276 = -1919619.547295 nChanged 387 SP:Iteration 14Q (8964.440000 sec): 3 clusters Score: Raw -1922892.795900 + Penalty 3128.306276 = -1919764.489624 nChanged 256 SP:Iteration 15Q (8964.740000 sec): 3 clusters Score: Raw -1922975.343135 + Penalty 3128.306276 = -1919847.036860 nChanged 181 SP:Iteration 16Q (8965.070000 sec): 3 clusters Score: Raw -1923020.085181 + Penalty 3128.306276 = -1919891.778905 nChanged 152 SP:Iteration 17Q (8965.360000 sec): 3 clusters Score: Raw -1923055.878915 + Penalty 3128.306276 = -1919927.572640 nChanged 109 SP:Iteration 18Q (8965.630000 sec): 3 clusters Score: Raw -1923077.741653 + Penalty 3128.306276 = -1919949.435377 nChanged 88 SP:Iteration 19Q (8965.880000 sec): 3 clusters Score: Raw -1923093.085516 + Penalty 3128.306276 = -1919964.779240 nChanged 84 SP:Iteration 20F (8966.130000 sec): 3 clusters Score: Raw -1923104.954700 + Penalty 3128.306276 = -1919976.648424 nChanged 65 SP:Iteration 21Q (8966.440000 sec): 3 clusters Score: Raw -1923113.711327 + Penalty 3128.306276 = -1919985.405052 nChanged 57 SP:Iteration 22Q (8966.680000 sec): 3 clusters Score: Raw -1923121.339678 + Penalty 3128.306276 = -1919993.033402 nChanged 50 SP:Iteration 23Q (8966.910000 sec): 3 clusters Score: Raw -1923127.404172 + Penalty 3128.306276 = -1919999.097896 nChanged 48 SP:Iteration 24Q (8967.190000 sec): 3 clusters Score: Raw -1923134.143058 + Penalty 3128.306276 = -1920005.836782 nChanged 55 SP:Iteration 25Q (8967.490000 sec): 3 clusters Score: Raw -1923141.505609 + Penalty 3128.306276 = -1920013.199333 nChanged 58 SP:Iteration 26Q (8967.740000 sec): 3 clusters Score: Raw -1923150.659179 + Penalty 3128.306276 = -1920022.352904 nChanged 69 SP:Iteration 27Q (8968.040000 sec): 3 clusters Score: Raw -1923160.428091 + Penalty 3128.306276 = -1920032.121815 nChanged 67 SP:Iteration 28Q (8968.290000 sec): 3 clusters Score: Raw -1923170.117758 + Penalty 3128.306276 = -1920041.811482 nChanged 76 SP:Iteration 29Q (8968.590000 sec): 3 clusters Score: Raw -1923182.042887 + Penalty 3128.306276 = -1920053.736611 nChanged 67 SP:Iteration 30Q (8968.870000 sec): 3 clusters Score: Raw -1923193.556732 + Penalty 3128.306276 = -1920065.250456 nChanged 71 SP:Iteration 31Q (8969.230000 sec): 3 clusters Score: Raw -1923205.327241 + Penalty 3128.306276 = -1920077.020965 nChanged 67 SP:Iteration 32Q (8969.470000 sec): 3 clusters Score: Raw -1923215.658681 + Penalty 3128.306276 = -1920087.352406 nChanged 81 SP:Iteration 33Q (8969.770000 sec): 3 clusters Score: Raw -1923229.138555 + Penalty 3128.306276 = -1920100.832280 nChanged 73 SP:Iteration 34Q (8970.040000 sec): 3 clusters Score: Raw -1923240.463115 + Penalty 3128.306276 = -1920112.156839 nChanged 60 SP:Iteration 35Q (8970.370000 sec): 3 clusters Score: Raw -1923250.458531 + Penalty 3128.306276 = -1920122.152255 nChanged 49 SP:Iteration 36Q (8970.660000 sec): 3 clusters Score: Raw -1923258.391153 + Penalty 3128.306276 = -1920130.084878 nChanged 56 SP:Iteration 37Q (8970.920000 sec): 3 clusters Score: Raw -1923270.186605 + Penalty 3128.306276 = -1920141.880329 nChanged 71 SP:Iteration 38Q (8971.180000 sec): 3 clusters Score: Raw -1923283.845197 + Penalty 3128.306276 = -1920155.538922 nChanged 66 SP:Iteration 39Q (8971.440000 sec): 3 clusters Score: Raw -1923294.698245 + Penalty 3128.306276 = -1920166.391969 nChanged 54 SP:Iteration 40F (8971.720000 sec): 3 clusters Score: Raw -1923301.363670 + Penalty 3128.306276 = -1920173.057394 nChanged 43 SP:Iteration 41Q (8972.020000 sec): 3 clusters Score: Raw -1923307.098391 + Penalty 3128.306276 = -1920178.792116 nChanged 51 SP:Iteration 42Q (8972.230000 sec): 3 clusters Score: Raw -1923314.637318 + Penalty 3128.306276 = -1920186.331043 nChanged 47 SP:Iteration 43Q (8972.550000 sec): 3 clusters Score: Raw -1923319.749055 + Penalty 3128.306276 = -1920191.442779 nChanged 38 SP:Iteration 44Q (8972.810000 sec): 3 clusters Score: Raw -1923324.021518 + Penalty 3128.306276 = -1920195.715242 nChanged 37 SP:Iteration 45Q (8973.080000 sec): 3 clusters Score: Raw -1923328.854618 + Penalty 3128.306276 = -1920200.548342 nChanged 31 SP:Iteration 46Q (8973.380000 sec): 3 clusters Score: Raw -1923332.492234 + Penalty 3128.306276 = -1920204.185958 nChanged 34 SP:Iteration 47Q (8973.660000 sec): 3 clusters Score: Raw -1923337.051070 + Penalty 3128.306276 = -1920208.744794 nChanged 44 SP:Iteration 48Q (8973.880000 sec): 3 clusters Score: Raw -1923343.170553 + Penalty 3128.306276 = -1920214.864277 nChanged 45 SP:Iteration 49Q (8974.140000 sec): 3 clusters Score: Raw -1923348.775420 + Penalty 3128.306276 = -1920220.469144 nChanged 47 SP:Iteration 50Q (8974.430000 sec): 3 clusters Score: Raw -1923356.026537 + Penalty 3128.306276 = -1920227.720262 nChanged 43 SP:Iteration 51Q (8974.660000 sec): 3 clusters Score: Raw -1923361.427920 + Penalty 3128.306276 = -1920233.121645 nChanged 49 SP:Iteration 52Q (8974.940000 sec): 3 clusters Score: Raw -1923369.989401 + Penalty 3128.306276 = -1920241.683125 nChanged 60 SP:Iteration 53Q (8975.240000 sec): 3 clusters Score: Raw -1923380.357278 + Penalty 3128.306276 = -1920252.051002 nChanged 51 SP:Iteration 54Q (8975.460000 sec): 3 clusters Score: Raw -1923387.455118 + Penalty 3128.306276 = -1920259.148842 nChanged 37 SP:Iteration 55Q (8975.760000 sec): 3 clusters Score: Raw -1923392.098928 + Penalty 3128.306276 = -1920263.792652 nChanged 37 SP:Iteration 56Q (8976.020000 sec): 3 clusters Score: Raw -1923397.195526 + Penalty 3128.306276 = -1920268.889250 nChanged 37 SP:Iteration 57Q (8976.260000 sec): 3 clusters Score: Raw -1923402.175324 + Penalty 3128.306276 = -1920273.869048 nChanged 34 SP:Iteration 58Q (8976.490000 sec): 3 clusters Score: Raw -1923406.129268 + Penalty 3128.306276 = -1920277.822992 nChanged 33 SP:Iteration 59Q (8976.770000 sec): 3 clusters Score: Raw -1923410.031247 + Penalty 3128.306276 = -1920281.724971 nChanged 42 SP:Iteration 60F (8977.070000 sec): 3 clusters Score: Raw -1923414.962801 + Penalty 3128.306276 = -1920286.656525 nChanged 40 SP:Iteration 61Q (8977.330000 sec): 3 clusters Score: Raw -1923419.379075 + Penalty 3128.306276 = -1920291.072799 nChanged 38 SP:Iteration 62Q (8977.620000 sec): 3 clusters Score: Raw -1923423.708275 + Penalty 3128.306276 = -1920295.401999 nChanged 38 SP:Iteration 63Q (8977.890000 sec): 3 clusters Score: Raw -1923428.692885 + Penalty 3128.306276 = -1920300.386609 nChanged 49 SP:Iteration 64Q (8978.110000 sec): 3 clusters Score: Raw -1923436.117756 + Penalty 3128.306276 = -1920307.811480 nChanged 56 SP:Iteration 65Q (8978.400000 sec): 3 clusters Score: Raw -1923445.487555 + Penalty 3128.306276 = -1920317.181279 nChanged 62 SP:Iteration 66Q (8978.660000 sec): 3 clusters Score: Raw -1923456.790008 + Penalty 3128.306276 = -1920328.483732 nChanged 62 SP:Iteration 67Q (8978.930000 sec): 3 clusters Score: Raw -1923467.232634 + Penalty 3128.306276 = -1920338.926358 nChanged 53 SP:Iteration 68Q (8979.140000 sec): 3 clusters Score: Raw -1923476.265307 + Penalty 3128.306276 = -1920347.959031 nChanged 42 SP:Iteration 69Q (8979.440000 sec): 3 clusters Score: Raw -1923483.663167 + Penalty 3128.306276 = -1920355.356891 nChanged 45 SP:Iteration 70Q (8979.640000 sec): 3 clusters Score: Raw -1923490.996558 + Penalty 3128.306276 = -1920362.690282 nChanged 37 SP:Iteration 71Q (8980.020000 sec): 3 clusters Score: Raw -1923497.108255 + Penalty 3128.306276 = -1920368.801979 nChanged 42 SP:Iteration 72Q (8980.290000 sec): 3 clusters Score: Raw -1923505.544715 + Penalty 3128.306276 = -1920377.238439 nChanged 48 SP:Iteration 73Q (8980.540000 sec): 3 clusters Score: Raw -1923516.869782 + Penalty 3128.306276 = -1920388.563506 nChanged 70 SP:Iteration 74Q (8980.830000 sec): 3 clusters Score: Raw -1923529.486479 + Penalty 3128.306276 = -1920401.180203 nChanged 59 SP:Iteration 75Q (8981.080000 sec): 3 clusters Score: Raw -1923540.537590 + Penalty 3128.306276 = -1920412.231315 nChanged 67 SP:Iteration 76Q (8981.310000 sec): 3 clusters Score: Raw -1923553.167838 + Penalty 3128.306276 = -1920424.861562 nChanged 64 SP:Iteration 77Q (8981.560000 sec): 3 clusters Score: Raw -1923564.087037 + Penalty 3128.306276 = -1920435.780761 nChanged 56 SP:Iteration 78Q (8981.790000 sec): 3 clusters Score: Raw -1923573.029728 + Penalty 3128.306276 = -1920444.723453 nChanged 54 SP:Iteration 79Q (8982.010000 sec): 3 clusters Score: Raw -1923582.591454 + Penalty 3128.306276 = -1920454.285179 nChanged 58 SP:Iteration 80F (8982.250000 sec): 3 clusters Score: Raw -1923593.040837 + Penalty 3128.306276 = -1920464.734561 nChanged 55 SP:Iteration 81Q (8982.550000 sec): 3 clusters Score: Raw -1923602.976292 + Penalty 3128.306276 = -1920474.670016 nChanged 51 SP:Iteration 82Q (8982.840000 sec): 3 clusters Score: Raw -1923613.511429 + Penalty 3128.306276 = -1920485.205153 nChanged 67 SP:Iteration 83Q (8983.100000 sec): 3 clusters Score: Raw -1923626.876894 + Penalty 3128.306276 = -1920498.570618 nChanged 68 SP:Iteration 84Q (8983.390000 sec): 3 clusters Score: Raw -1923641.552903 + Penalty 3128.306276 = -1920513.246627 nChanged 82 SP:Iteration 85Q (8983.660000 sec): 3 clusters Score: Raw -1923660.101916 + Penalty 3128.306276 = -1920531.795640 nChanged 77 SP:Iteration 86Q (8983.950000 sec): 3 clusters Score: Raw -1923678.399769 + Penalty 3128.306276 = -1920550.093493 nChanged 77 SP:Iteration 87Q (8984.200000 sec): 3 clusters Score: Raw -1923693.948725 + Penalty 3128.306276 = -1920565.642449 nChanged 79 SP:Iteration 88Q (8984.520000 sec): 3 clusters Score: Raw -1923710.804365 + Penalty 3128.306276 = -1920582.498089 nChanged 81 SP:Iteration 89Q (8984.820000 sec): 3 clusters Score: Raw -1923729.216887 + Penalty 3128.306276 = -1920600.910611 nChanged 70 SP:Iteration 90Q (8985.050000 sec): 3 clusters Score: Raw -1923743.951053 + Penalty 3128.306276 = -1920615.644777 nChanged 65 SP:Iteration 91Q (8985.330000 sec): 3 clusters Score: Raw -1923759.158444 + Penalty 3128.306276 = -1920630.852168 nChanged 79 SP:Iteration 92Q (8985.620000 sec): 3 clusters Score: Raw -1923782.664278 + Penalty 3128.306276 = -1920654.358003 nChanged 77 SP:Iteration 93Q (8985.890000 sec): 3 clusters Score: Raw -1923807.556678 + Penalty 3128.306276 = -1920679.250403 nChanged 73 SP:Iteration 94Q (8986.180000 sec): 3 clusters Score: Raw -1923826.998495 + Penalty 3128.306276 = -1920698.692219 nChanged 70 SP:Iteration 95Q (8986.520000 sec): 3 clusters Score: Raw -1923846.741411 + Penalty 3128.306276 = -1920718.435136 nChanged 69 SP:Iteration 96Q (8986.820000 sec): 3 clusters Score: Raw -1923864.454230 + Penalty 3128.306276 = -1920736.147954 nChanged 71 SP:Iteration 97Q (8987.070000 sec): 3 clusters Score: Raw -1923882.960439 + Penalty 3128.306276 = -1920754.654163 nChanged 65 SP:Iteration 98Q (8987.420000 sec): 3 clusters Score: Raw -1923900.365822 + Penalty 3128.306276 = -1920772.059546 nChanged 56 SP:Iteration 99Q (8987.690000 sec): 3 clusters Score: Raw -1923915.848417 + Penalty 3128.306276 = -1920787.542141 nChanged 51 SP:Iteration 100F (8987.930000 sec): 3 clusters Score: Raw -1923932.632154 + Penalty 3128.306276 = -1920804.325878 nChanged 50 SP:Iteration 101Q (8988.210000 sec): 3 clusters Score: Raw -1923948.896203 + Penalty 3128.306276 = -1920820.589928 nChanged 49 SP:Iteration 102Q (8988.490000 sec): 3 clusters Score: Raw -1923962.486791 + Penalty 3128.306276 = -1920834.180515 nChanged 47 SP:Iteration 103Q (8988.750000 sec): 3 clusters Score: Raw -1923976.234451 + Penalty 3128.306276 = -1920847.928175 nChanged 38 SP:Iteration 104Q (8989.060000 sec): 3 clusters Score: Raw -1923987.738496 + Penalty 3128.306276 = -1920859.432221 nChanged 38 SP:Iteration 105Q (8989.350000 sec): 3 clusters Score: Raw -1923998.362951 + Penalty 3128.306276 = -1920870.056676 nChanged 42 SP:Iteration 106Q (8989.610000 sec): 3 clusters Score: Raw -1924010.908650 + Penalty 3128.306276 = -1920882.602375 nChanged 43 SP:Iteration 107Q (8989.870000 sec): 3 clusters Score: Raw -1924023.260662 + Penalty 3128.306276 = -1920894.954387 nChanged 42 SP:Iteration 108Q (8990.180000 sec): 3 clusters Score: Raw -1924035.533738 + Penalty 3128.306276 = -1920907.227462 nChanged 45 SP:Iteration 109Q (8990.380000 sec): 3 clusters Score: Raw -1924046.650213 + Penalty 3128.306276 = -1920918.343937 nChanged 35 SP:Iteration 110Q (8990.670000 sec): 3 clusters Score: Raw -1924055.276789 + Penalty 3128.306276 = -1920926.970513 nChanged 24 SP:Iteration 111Q (8990.890000 sec): 3 clusters Score: Raw -1924061.239226 + Penalty 3128.306276 = -1920932.932950 nChanged 21 SP:Iteration 112Q (8991.190000 sec): 3 clusters Score: Raw -1924066.400191 + Penalty 3128.306276 = -1920938.093915 nChanged 17 SP:Iteration 113Q (8991.450000 sec): 3 clusters Score: Raw -1924069.139857 + Penalty 3128.306276 = -1920940.833581 nChanged 8 SP:Iteration 114Q (8991.750000 sec): 3 clusters Score: Raw -1924070.863834 + Penalty 3128.306276 = -1920942.557558 nChanged 11 SP:Iteration 115Q (8991.980000 sec): 3 clusters Score: Raw -1924072.683708 + Penalty 3128.306276 = -1920944.377432 nChanged 11 SP:Iteration 116Q (8992.230000 sec): 3 clusters Score: Raw -1924074.923879 + Penalty 3128.306276 = -1920946.617603 nChanged 12 SP:Iteration 117Q (8992.570000 sec): 3 clusters Score: Raw -1924077.578716 + Penalty 3128.306276 = -1920949.272440 nChanged 13 SP:Iteration 118Q (8992.860000 sec): 3 clusters Score: Raw -1924080.379801 + Penalty 3128.306276 = -1920952.073525 nChanged 11 SP:Iteration 119Q (8993.120000 sec): 3 clusters Score: Raw -1924082.297361 + Penalty 3128.306276 = -1920953.991086 nChanged 8 SP:Iteration 120F (8993.400000 sec): 3 clusters Score: Raw -1924083.669659 + Penalty 3128.306276 = -1920955.363383 nChanged 7 SP:Iteration 121Q (8993.680000 sec): 3 clusters Score: Raw -1924085.461987 + Penalty 3128.306276 = -1920957.155711 nChanged 8 SP:Iteration 122Q (8993.970000 sec): 3 clusters Score: Raw -1924086.901615 + Penalty 3128.306276 = -1920958.595340 nChanged 6 SP:Iteration 123Q (8994.260000 sec): 3 clusters Score: Raw -1924087.747808 + Penalty 3128.306276 = -1920959.441532 nChanged 4 SP:Iteration 124Q (8994.500000 sec): 3 clusters Score: Raw -1924088.563723 + Penalty 3128.306276 = -1920960.257447 nChanged 4 SP:Iteration 125Q (8994.790000 sec): 3 clusters Score: Raw -1924089.356657 + Penalty 3128.306276 = -1920961.050381 nChanged 5 SP:Iteration 126Q (8995.040000 sec): 3 clusters Score: Raw -1924090.124702 + Penalty 3128.306276 = -1920961.818426 nChanged 8 SP:Iteration 127Q (8995.310000 sec): 3 clusters Score: Raw -1924091.815508 + Penalty 3128.306276 = -1920963.509232 nChanged 6 SP:Iteration 128Q (8995.580000 sec): 3 clusters Score: Raw -1924093.087047 + Penalty 3128.306276 = -1920964.780771 nChanged 8 SP:Iteration 129Q (8995.850000 sec): 3 clusters Score: Raw -1924094.948692 + Penalty 3128.306276 = -1920966.642416 nChanged 11 SP:Iteration 130Q (8996.040000 sec): 3 clusters Score: Raw -1924097.903764 + Penalty 3128.306276 = -1920969.597488 nChanged 6 SP:Iteration 131Q (8996.280000 sec): 3 clusters Score: Raw -1924099.023363 + Penalty 3128.306276 = -1920970.717087 nChanged 4 SP:Iteration 132Q (8996.510000 sec): 3 clusters Score: Raw -1924100.060174 + Penalty 3128.306276 = -1920971.753898 nChanged 1 SP:Iteration 133Q (8996.810000 sec): 3 clusters Score: Raw -1924100.461719 + Penalty 3128.306276 = -1920972.155444 nChanged 1 SP:Iteration 134Q (8997.070000 sec): 3 clusters Score: Raw -1924100.862991 + Penalty 3128.306276 = -1920972.556716 nChanged 4 SP:Iteration 135Q (8997.320000 sec): 3 clusters Score: Raw -1924101.838090 + Penalty 3128.306276 = -1920973.531814 nChanged 3 SP:Iteration 136Q (8997.660000 sec): 3 clusters Score: Raw -1924102.357616 + Penalty 3128.306276 = -1920974.051340 nChanged 3 SP:Iteration 137Q (8997.920000 sec): 3 clusters Score: Raw -1924103.491989 + Penalty 3128.306276 = -1920975.185713 nChanged 6 SP:Iteration 138Q (8998.280000 sec): 3 clusters Score: Raw -1924104.864951 + Penalty 3128.306276 = -1920976.558675 nChanged 6 SP:Iteration 139Q (8998.470000 sec): 3 clusters Score: Raw -1924106.272310 + Penalty 3128.306276 = -1920977.966034 nChanged 10 SP:Iteration 140F (8998.720000 sec): 3 clusters Score: Raw -1924108.033130 + Penalty 3128.306276 = -1920979.726854 nChanged 13 SP:Iteration 141Q (8999.080000 sec): 3 clusters Score: Raw -1924111.117183 + Penalty 3128.306276 = -1920982.810907 nChanged 11 SP:Iteration 142Q (8999.340000 sec): 3 clusters Score: Raw -1924114.043551 + Penalty 3128.306276 = -1920985.737275 nChanged 8 SP:Iteration 143Q (8999.620000 sec): 3 clusters Score: Raw -1924116.330395 + Penalty 3128.306276 = -1920988.024119 nChanged 9 SP:Iteration 144Q (8999.920000 sec): 3 clusters Score: Raw -1924117.812681 + Penalty 3128.306276 = -1920989.506405 nChanged 8 SP:Iteration 145Q (9000.120000 sec): 3 clusters Score: Raw -1924119.260507 + Penalty 3128.306276 = -1920990.954231 nChanged 8 SP:Iteration 146Q (9000.400000 sec): 3 clusters Score: Raw -1924121.014119 + Penalty 3128.306276 = -1920992.707843 nChanged 10 SP:Iteration 147Q (9000.690000 sec): 3 clusters Score: Raw -1924124.212721 + Penalty 3128.306276 = -1920995.906445 nChanged 10 SP:Iteration 148Q (9000.920000 sec): 3 clusters Score: Raw -1924128.037783 + Penalty 3128.306276 = -1920999.731507 nChanged 12 SP:Iteration 149Q (9001.150000 sec): 3 clusters Score: Raw -1924130.455701 + Penalty 3128.306276 = -1921002.149425 nChanged 7 SP:Iteration 150Q (9001.410000 sec): 3 clusters Score: Raw -1924131.866643 + Penalty 3128.306276 = -1921003.560367 nChanged 8 SP:Iteration 151Q (9001.690000 sec): 3 clusters Score: Raw -1924134.954905 + Penalty 3128.306276 = -1921006.648629 nChanged 6 SP:Iteration 152Q (9001.950000 sec): 3 clusters Score: Raw -1924136.213558 + Penalty 3128.306276 = -1921007.907282 nChanged 8 SP:Iteration 153Q (9002.230000 sec): 3 clusters Score: Raw -1924138.649827 + Penalty 3128.306276 = -1921010.343552 nChanged 12 SP:Iteration 154Q (9002.490000 sec): 3 clusters Score: Raw -1924141.559791 + Penalty 3128.306276 = -1921013.253515 nChanged 6 SP:Iteration 155Q (9002.740000 sec): 3 clusters Score: Raw -1924142.525808 + Penalty 3128.306276 = -1921014.219532 nChanged 4 SP:Iteration 156Q (9003.030000 sec): 3 clusters Score: Raw -1924143.430140 + Penalty 3128.306276 = -1921015.123864 nChanged 4 SP:Iteration 157Q (9003.330000 sec): 3 clusters Score: Raw -1924144.279728 + Penalty 3128.306276 = -1921015.973452 nChanged 7 SP:Iteration 158Q (9003.570000 sec): 3 clusters Score: Raw -1924145.593288 + Penalty 3128.306276 = -1921017.287012 nChanged 8 SP:Iteration 159Q (9003.940000 sec): 3 clusters Score: Raw -1924147.811981 + Penalty 3128.306276 = -1921019.505706 nChanged 12 SP:Iteration 160F (9004.260000 sec): 3 clusters Score: Raw -1924149.968738 + Penalty 3128.306276 = -1921021.662462 nChanged 10 SP:Iteration 161Q (9004.520000 sec): 3 clusters Score: Raw -1924151.663729 + Penalty 3128.306276 = -1921023.357453 nChanged 8 SP:Iteration 162Q (9004.870000 sec): 3 clusters Score: Raw -1924153.267400 + Penalty 3128.306276 = -1921024.961125 nChanged 9 SP:Iteration 163Q (9005.140000 sec): 3 clusters Score: Raw -1924156.537671 + Penalty 3128.306276 = -1921028.231395 nChanged 8 SP:Iteration 164Q (9005.400000 sec): 3 clusters Score: Raw -1924158.176614 + Penalty 3128.306276 = -1921029.870338 nChanged 6 SP:Iteration 165Q (9005.650000 sec): 3 clusters Score: Raw -1924159.656445 + Penalty 3128.306276 = -1921031.350169 nChanged 6 SP:Iteration 166Q (9005.910000 sec): 3 clusters Score: Raw -1924161.392982 + Penalty 3128.306276 = -1921033.086706 nChanged 6 SP:Iteration 167Q (9006.190000 sec): 3 clusters Score: Raw -1924162.914395 + Penalty 3128.306276 = -1921034.608119 nChanged 3 SP:Iteration 168Q (9006.470000 sec): 3 clusters Score: Raw -1924163.952641 + Penalty 3128.306276 = -1921035.646365 nChanged 2 SP:Iteration 169Q (9006.740000 sec): 3 clusters Score: Raw -1924164.318014 + Penalty 3128.306276 = -1921036.011738 nChanged 2 SP:Iteration 170Q (9007.000000 sec): 3 clusters Score: Raw -1924165.007971 + Penalty 3128.306276 = -1921036.701695 nChanged 1 SP:Iteration 171Q (9007.280000 sec): 3 clusters Score: Raw -1924165.085066 + Penalty 3128.306276 = -1921036.778790 nChanged 0 SP:Iteration 172F (9007.600000 sec): 3 clusters Score: Raw -1924165.085066 + Penalty 3128.306276 = -1921036.778790 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9011.410000 sec): 2 clusters Score: Raw -113970187.677103 + Penalty 2233.087183 = -113967954.589919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9015.700000 sec): 3 clusters Score: Raw -113339702.072547 + Penalty 4466.174367 = -113335235.898180 nChanged 457426 SP:Iteration 1F (9019.980000 sec): 3 clusters Score: Raw -113619765.811954 + Penalty 4466.174367 = -113615299.637587 nChanged 22783 SP:Iteration 2Q (9024.750000 sec): 3 clusters Score: Raw -113624391.425592 + Penalty 4466.174367 = -113619925.251225 nChanged 26498 SP:Iteration 3Q (9029.360000 sec): 3 clusters Score: Raw -113630978.659080 + Penalty 4466.174367 = -113626512.484713 nChanged 31642 SP:Iteration 4Q (9034.860000 sec): 3 clusters Score: Raw -113640854.331318 + Penalty 4466.174367 = -113636388.156951 nChanged 38253 SP:Iteration 5Q (9039.630000 sec): 3 clusters Score: Raw -113656350.792736 + Penalty 4466.174367 = -113651884.618369 nChanged 46710 SP:Iteration 6F (9043.940000 sec): 3 clusters Score: Raw -113681308.416278 + Penalty 4466.174367 = -113676842.241911 nChanged 55697 SP:Iteration 7F (9048.560000 sec): 3 clusters Score: Raw -113719450.473296 + Penalty 4466.174367 = -113714984.298929 nChanged 61421 SP:Iteration 8F (9052.900000 sec): 3 clusters Score: Raw -113766246.827678 + Penalty 4466.174367 = -113761780.653311 nChanged 56955 SP:Iteration 9F (9057.330000 sec): 3 clusters Score: Raw -113801756.789740 + Penalty 4466.174367 = -113797290.615373 nChanged 40642 SP:Iteration 10Q (9061.690000 sec): 3 clusters Score: Raw -113816745.018529 + Penalty 4466.174367 = -113812278.844162 nChanged 22942 SP:Iteration 11Q (9066.120000 sec): 3 clusters Score: Raw -113821589.428606 + Penalty 4466.174367 = -113817123.254239 nChanged 12898 SP:Iteration 12Q (9070.220000 sec): 3 clusters Score: Raw -113823811.742910 + Penalty 4466.174367 = -113819345.568543 nChanged 9916 SP:Iteration 13Q (9074.750000 sec): 3 clusters Score: Raw -113825633.392868 + Penalty 4466.174367 = -113821167.218501 nChanged 9491 SP:Iteration 14Q (9079.320000 sec): 3 clusters Score: Raw -113827463.166432 + Penalty 4466.174367 = -113822996.992066 nChanged 9675 SP:Iteration 15Q (9084.500000 sec): 3 clusters Score: Raw -113829419.878542 + Penalty 4466.174367 = -113824953.704175 nChanged 9923 SP:Iteration 16Q (9091.600000 sec): 3 clusters Score: Raw -113831466.841749 + Penalty 4466.174367 = -113827000.667382 nChanged 10115 SP:Iteration 17Q (9096.720000 sec): 3 clusters Score: Raw -113833653.616881 + Penalty 4466.174367 = -113829187.442514 nChanged 10589 SP:Iteration 18Q (9101.680000 sec): 3 clusters Score: Raw -113836081.273770 + Penalty 4466.174367 = -113831615.099403 nChanged 10897 SP:Iteration 19Q (9106.860000 sec): 3 clusters Score: Raw -113838669.681397 + Penalty 4466.174367 = -113834203.507030 nChanged 11211 SP:Iteration 20F (9111.310000 sec): 3 clusters Score: Raw -113841467.286939 + Penalty 4466.174367 = -113837001.112573 nChanged 11715 SP:Iteration 21Q (9115.850000 sec): 3 clusters Score: Raw -113844513.315391 + Penalty 4466.174367 = -113840047.141024 nChanged 12184 SP:Iteration 22Q (9120.720000 sec): 3 clusters Score: Raw -113847769.765752 + Penalty 4466.174367 = -113843303.591386 nChanged 12511 SP:Iteration 23Q (9125.190000 sec): 3 clusters Score: Raw -113851297.834034 + Penalty 4466.174367 = -113846831.659667 nChanged 12929 SP:Iteration 24Q (9129.650000 sec): 3 clusters Score: Raw -113855076.522407 + Penalty 4466.174367 = -113850610.348040 nChanged 13336 SP:Iteration 25Q (9134.190000 sec): 3 clusters Score: Raw -113859124.351750 + Penalty 4466.174367 = -113854658.177383 nChanged 13600 SP:Iteration 26Q (9139.020000 sec): 3 clusters Score: Raw -113863446.863283 + Penalty 4466.174367 = -113858980.688916 nChanged 13946 SP:Iteration 27Q (9143.710000 sec): 3 clusters Score: Raw -113868138.850853 + Penalty 4466.174367 = -113863672.676486 nChanged 14288 SP:Iteration 28Q (9148.260000 sec): 3 clusters Score: Raw -113873163.707085 + Penalty 4466.174367 = -113868697.532718 nChanged 14537 SP:Iteration 29Q (9152.370000 sec): 3 clusters Score: Raw -113878430.476296 + Penalty 4466.174367 = -113873964.301929 nChanged 14595 SP:Iteration 30Q (9156.740000 sec): 3 clusters Score: Raw -113883936.674684 + Penalty 4466.174367 = -113879470.500317 nChanged 14727 SP:Iteration 31Q (9161.180000 sec): 3 clusters Score: Raw -113889703.391509 + Penalty 4466.174367 = -113885237.217142 nChanged 14434 SP:Iteration 32Q (9165.250000 sec): 3 clusters Score: Raw -113895506.126691 + Penalty 4466.174367 = -113891039.952325 nChanged 14202 SP:Iteration 33Q (9170.080000 sec): 3 clusters Score: Raw -113901345.937310 + Penalty 4466.174367 = -113896879.762943 nChanged 13656 SP:Iteration 34Q (9174.330000 sec): 3 clusters Score: Raw -113907001.476158 + Penalty 4466.174367 = -113902535.301791 nChanged 12959 SP:Iteration 35Q (9178.750000 sec): 3 clusters Score: Raw -113912262.655294 + Penalty 4466.174367 = -113907796.480928 nChanged 12109 SP:Iteration 36Q (9182.860000 sec): 3 clusters Score: Raw -113917086.758526 + Penalty 4466.174367 = -113912620.584159 nChanged 11237 SP:Iteration 37Q (9187.700000 sec): 3 clusters Score: Raw -113921508.789633 + Penalty 4466.174367 = -113917042.615266 nChanged 10321 SP:Iteration 38Q (9191.750000 sec): 3 clusters Score: Raw -113925429.118069 + Penalty 4466.174367 = -113920962.943702 nChanged 9354 SP:Iteration 39Q (9195.870000 sec): 3 clusters Score: Raw -113928874.347895 + Penalty 4466.174367 = -113924408.173528 nChanged 8549 SP:Iteration 40F (9200.570000 sec): 3 clusters Score: Raw -113932008.288212 + Penalty 4466.174367 = -113927542.113845 nChanged 7993 SP:Iteration 41Q (9204.700000 sec): 3 clusters Score: Raw -113934899.241984 + Penalty 4466.174367 = -113930433.067617 nChanged 7500 SP:Iteration 42Q (9208.580000 sec): 3 clusters Score: Raw -113937602.891901 + Penalty 4466.174367 = -113933136.717534 nChanged 6855 SP:Iteration 43Q (9212.810000 sec): 3 clusters Score: Raw -113940067.071021 + Penalty 4466.174367 = -113935600.896654 nChanged 6332 SP:Iteration 44Q (9217.720000 sec): 3 clusters Score: Raw -113942370.767946 + Penalty 4466.174367 = -113937904.593579 nChanged 5957 SP:Iteration 45Q (9221.320000 sec): 3 clusters Score: Raw -113944579.122023 + Penalty 4466.174367 = -113940112.947656 nChanged 5499 SP:Iteration 46Q (9225.240000 sec): 3 clusters Score: Raw -113946687.914386 + Penalty 4466.174367 = -113942221.740019 nChanged 5189 SP:Iteration 47Q (9228.900000 sec): 3 clusters Score: Raw -113948749.658081 + Penalty 4466.174367 = -113944283.483714 nChanged 4858 SP:Iteration 48Q (9233.020000 sec): 3 clusters Score: Raw -113950766.322904 + Penalty 4466.174367 = -113946300.148538 nChanged 4737 SP:Iteration 49Q (9236.690000 sec): 3 clusters Score: Raw -113952879.399764 + Penalty 4466.174367 = -113948413.225398 nChanged 4426 SP:Iteration 50Q (9240.470000 sec): 3 clusters Score: Raw -113954927.620699 + Penalty 4466.174367 = -113950461.446332 nChanged 4085 SP:Iteration 51Q (9244.350000 sec): 3 clusters Score: Raw -113956853.679259 + Penalty 4466.174367 = -113952387.504892 nChanged 3820 SP:Iteration 52Q (9249.860000 sec): 3 clusters Score: Raw -113958705.641630 + Penalty 4466.174367 = -113954239.467263 nChanged 3621 SP:Iteration 53Q (9254.360000 sec): 3 clusters Score: Raw -113960527.458520 + Penalty 4466.174367 = -113956061.284153 nChanged 3260 SP:Iteration 54Q (9258.030000 sec): 3 clusters Score: Raw -113962183.165906 + Penalty 4466.174367 = -113957716.991539 nChanged 2994 SP:Iteration 55Q (9261.540000 sec): 3 clusters Score: Raw -113963718.787371 + Penalty 4466.174367 = -113959252.613004 nChanged 2644 SP:Iteration 56Q (9265.530000 sec): 3 clusters Score: Raw -113965073.474635 + Penalty 4466.174367 = -113960607.300268 nChanged 2330 SP:Iteration 57Q (9268.970000 sec): 3 clusters Score: Raw -113966287.000801 + Penalty 4466.174367 = -113961820.826434 nChanged 2056 SP:Iteration 58Q (9272.310000 sec): 3 clusters Score: Raw -113967365.892468 + Penalty 4466.174367 = -113962899.718101 nChanged 1619 SP:Iteration 59Q (9275.870000 sec): 3 clusters Score: Raw -113968209.437314 + Penalty 4466.174367 = -113963743.262947 nChanged 1269 SP:Iteration 60F (9281.030000 sec): 3 clusters Score: Raw -113968853.350854 + Penalty 4466.174367 = -113964387.176487 nChanged 952 SP:Iteration 61Q (9284.990000 sec): 3 clusters Score: Raw -113969312.793671 + Penalty 4466.174367 = -113964846.619304 nChanged 726 SP:Iteration 62Q (9288.800000 sec): 3 clusters Score: Raw -113969644.199037 + Penalty 4466.174367 = -113965178.024670 nChanged 542 SP:Iteration 63Q (9292.950000 sec): 3 clusters Score: Raw -113969865.413633 + Penalty 4466.174367 = -113965399.239266 nChanged 389 SP:Iteration 64Q (9297.260000 sec): 3 clusters Score: Raw -113970013.801335 + Penalty 4466.174367 = -113965547.626968 nChanged 305 SP:Iteration 65Q (9301.290000 sec): 3 clusters Score: Raw -113970132.625499 + Penalty 4466.174367 = -113965666.451132 nChanged 245 SP:Iteration 66Q (9304.660000 sec): 3 clusters Score: Raw -113970223.903686 + Penalty 4466.174367 = -113965757.729319 nChanged 202 SP:Iteration 67Q (9308.370000 sec): 3 clusters Score: Raw -113970303.449158 + Penalty 4466.174367 = -113965837.274791 nChanged 154 SP:Iteration 68Q (9312.450000 sec): 3 clusters Score: Raw -113970357.740878 + Penalty 4466.174367 = -113965891.566511 nChanged 116 SP:Iteration 69Q (9316.350000 sec): 3 clusters Score: Raw -113970398.180499 + Penalty 4466.174367 = -113965932.006132 nChanged 117 SP:Iteration 70Q (9320.050000 sec): 3 clusters Score: Raw -113970442.540489 + Penalty 4466.174367 = -113965976.366122 nChanged 93 SP:Iteration 71Q (9323.780000 sec): 3 clusters Score: Raw -113970475.219208 + Penalty 4466.174367 = -113966009.044841 nChanged 73 SP:Iteration 72Q (9328.570000 sec): 3 clusters Score: Raw -113970500.058102 + Penalty 4466.174367 = -113966033.883735 nChanged 58 SP:Iteration 73Q (9332.350000 sec): 3 clusters Score: Raw -113970514.411265 + Penalty 4466.174367 = -113966048.236898 nChanged 36 SP:Iteration 74Q (9335.960000 sec): 3 clusters Score: Raw -113970522.961559 + Penalty 4466.174367 = -113966056.787192 nChanged 35 SP:Iteration 75Q (9339.420000 sec): 3 clusters Score: Raw -113970533.290603 + Penalty 4466.174367 = -113966067.116236 nChanged 39 SP:Iteration 76Q (9343.580000 sec): 3 clusters Score: Raw -113970546.099830 + Penalty 4466.174367 = -113966079.925463 nChanged 39 SP:Iteration 77Q (9347.290000 sec): 3 clusters Score: Raw -113970558.569162 + Penalty 4466.174367 = -113966092.394795 nChanged 32 SP:Iteration 78Q (9350.560000 sec): 3 clusters Score: Raw -113970568.065886 + Penalty 4466.174367 = -113966101.891519 nChanged 25 SP:Iteration 79Q (9353.740000 sec): 3 clusters Score: Raw -113970576.409413 + Penalty 4466.174367 = -113966110.235046 nChanged 24 SP:Iteration 80F (9358.400000 sec): 3 clusters Score: Raw -113970582.215928 + Penalty 4466.174367 = -113966116.041561 nChanged 15 SP:Iteration 81Q (9362.130000 sec): 3 clusters Score: Raw -113970586.705059 + Penalty 4466.174367 = -113966120.530692 nChanged 15 SP:Iteration 82Q (9365.630000 sec): 3 clusters Score: Raw -113970589.931920 + Penalty 4466.174367 = -113966123.757553 nChanged 11 SP:Iteration 83Q (9369.580000 sec): 3 clusters Score: Raw -113970593.285478 + Penalty 4466.174367 = -113966127.111111 nChanged 9 SP:Iteration 84Q (9373.190000 sec): 3 clusters Score: Raw -113970595.836835 + Penalty 4466.174367 = -113966129.662468 nChanged 4 SP:Iteration 85Q (9377.020000 sec): 3 clusters Score: Raw -113970596.775764 + Penalty 4466.174367 = -113966130.601397 nChanged 4 SP:Iteration 86Q (9381.420000 sec): 3 clusters Score: Raw -113970597.478646 + Penalty 4466.174367 = -113966131.304279 nChanged 4 SP:Iteration 87Q (9384.770000 sec): 3 clusters Score: Raw -113970598.093945 + Penalty 4466.174367 = -113966131.919578 nChanged 4 SP:Iteration 88Q (9388.420000 sec): 3 clusters Score: Raw -113970599.600581 + Penalty 4466.174367 = -113966133.426214 nChanged 3 SP:Iteration 89Q (9391.950000 sec): 3 clusters Score: Raw -113970600.451808 + Penalty 4466.174367 = -113966134.277441 nChanged 3 SP:Iteration 90Q (9395.980000 sec): 3 clusters Score: Raw -113970601.139552 + Penalty 4466.174367 = -113966134.965185 nChanged 5 SP:Iteration 91Q (9400.260000 sec): 3 clusters Score: Raw -113970602.724711 + Penalty 4466.174367 = -113966136.550344 nChanged 4 SP:Iteration 92Q (9404.730000 sec): 3 clusters Score: Raw -113970603.890006 + Penalty 4466.174367 = -113966137.715639 nChanged 8 SP:Iteration 93Q (9409.100000 sec): 3 clusters Score: Raw -113970605.668585 + Penalty 4466.174367 = -113966139.494218 nChanged 8 SP:Iteration 94Q (9413.570000 sec): 3 clusters Score: Raw -113970607.400607 + Penalty 4466.174367 = -113966141.226240 nChanged 10 SP:Iteration 95Q (9417.260000 sec): 3 clusters Score: Raw -113970608.796936 + Penalty 4466.174367 = -113966142.622569 nChanged 3 SP:Iteration 96Q (9421.250000 sec): 3 clusters Score: Raw -113970609.111266 + Penalty 4466.174367 = -113966142.936899 nChanged 1 SP:Iteration 97Q (9425.210000 sec): 3 clusters Score: Raw -113970609.276710 + Penalty 4466.174367 = -113966143.102343 nChanged 2 SP:Iteration 98Q (9430.170000 sec): 3 clusters Score: Raw -113970609.683714 + Penalty 4466.174367 = -113966143.509347 nChanged 2 SP:Iteration 99Q (9434.240000 sec): 3 clusters Score: Raw -113970609.921985 + Penalty 4466.174367 = -113966143.747618 nChanged 1 SP:Iteration 100F (9438.550000 sec): 3 clusters Score: Raw -113970610.010899 + Penalty 4466.174367 = -113966143.836532 nChanged 1 SP:Iteration 101Q (9442.470000 sec): 3 clusters Score: Raw -113970610.218246 + Penalty 4466.174367 = -113966144.043879 nChanged 1 SP:Iteration 102Q (9446.530000 sec): 3 clusters Score: Raw -113970610.470149 + Penalty 4466.174367 = -113966144.295782 nChanged 2 SP:Iteration 103Q (9450.380000 sec): 3 clusters Score: Raw -113970610.978497 + Penalty 4466.174367 = -113966144.804130 nChanged 3 SP:Iteration 104Q (9454.440000 sec): 3 clusters Score: Raw -113970611.797874 + Penalty 4466.174367 = -113966145.623507 nChanged 4 SP:Iteration 105Q (9458.010000 sec): 3 clusters Score: Raw -113970613.220131 + Penalty 4466.174367 = -113966147.045764 nChanged 6 SP:Iteration 106Q (9462.020000 sec): 3 clusters Score: Raw -113970614.579777 + Penalty 4466.174367 = -113966148.405411 nChanged 7 SP:Iteration 107Q (9465.720000 sec): 3 clusters Score: Raw -113970616.913641 + Penalty 4466.174367 = -113966150.739274 nChanged 9 SP:Iteration 108Q (9469.310000 sec): 3 clusters Score: Raw -113970619.167163 + Penalty 4466.174367 = -113966152.992796 nChanged 12 SP:Iteration 109Q (9473.200000 sec): 3 clusters Score: Raw -113970622.875138 + Penalty 4466.174367 = -113966156.700771 nChanged 10 SP:Iteration 110Q (9477.640000 sec): 3 clusters Score: Raw -113970625.872520 + Penalty 4466.174367 = -113966159.698153 nChanged 10 SP:Iteration 111Q (9481.050000 sec): 3 clusters Score: Raw -113970628.072120 + Penalty 4466.174367 = -113966161.897754 nChanged 4 SP:Iteration 112Q (9484.610000 sec): 3 clusters Score: Raw -113970629.147309 + Penalty 4466.174367 = -113966162.972942 nChanged 3 SP:Iteration 113Q (9488.660000 sec): 3 clusters Score: Raw -113970630.544643 + Penalty 4466.174367 = -113966164.370276 nChanged 4 SP:Iteration 114Q (9492.960000 sec): 3 clusters Score: Raw -113970631.860669 + Penalty 4466.174367 = -113966165.686302 nChanged 2 SP:Iteration 115Q (9496.510000 sec): 3 clusters Score: Raw -113970632.250068 + Penalty 4466.174367 = -113966166.075701 nChanged 3 SP:Iteration 116Q (9500.260000 sec): 3 clusters Score: Raw -113970633.681858 + Penalty 4466.174367 = -113966167.507491 nChanged 2 SP:Iteration 117Q (9504.100000 sec): 3 clusters Score: Raw -113970634.230345 + Penalty 4466.174367 = -113966168.055978 nChanged 4 SP:Iteration 118Q (9508.450000 sec): 3 clusters Score: Raw -113970634.991360 + Penalty 4466.174367 = -113966168.816994 nChanged 0 SP:Iteration 119F (9512.600000 sec): 3 clusters Score: Raw -113970634.991360 + Penalty 4466.174367 = -113966168.816994 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9513.210000 sec): 2 clusters Score: Raw -2741269.126921 + Penalty 1629.478803 = -2739639.648117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9513.520000 sec): 3 clusters Score: Raw -2727458.573165 + Penalty 3258.957607 = -2724199.615558 nChanged 10301 SP:Iteration 1F (9513.780000 sec): 3 clusters Score: Raw -2733082.589965 + Penalty 3258.957607 = -2729823.632358 nChanged 969 SP:Iteration 2Q (9514.130000 sec): 3 clusters Score: Raw -2733354.983165 + Penalty 3258.957607 = -2730096.025558 nChanged 870 SP:Iteration 3Q (9514.450000 sec): 3 clusters Score: Raw -2733619.159529 + Penalty 3258.957607 = -2730360.201922 nChanged 838 SP:Iteration 4Q (9514.790000 sec): 3 clusters Score: Raw -2733865.624145 + Penalty 3258.957607 = -2730606.666538 nChanged 780 SP:Iteration 5Q (9515.130000 sec): 3 clusters Score: Raw -2734107.739541 + Penalty 3258.957607 = -2730848.781934 nChanged 804 SP:Iteration 6Q (9515.410000 sec): 3 clusters Score: Raw -2734429.772642 + Penalty 3258.957607 = -2731170.815035 nChanged 964 SP:Iteration 7Q (9515.710000 sec): 3 clusters Score: Raw -2734891.441792 + Penalty 3258.957607 = -2731632.484185 nChanged 1069 SP:Iteration 8Q (9516.010000 sec): 3 clusters Score: Raw -2735540.030321 + Penalty 3258.957607 = -2732281.072714 nChanged 1266 SP:Iteration 9F (9516.330000 sec): 3 clusters Score: Raw -2736561.444914 + Penalty 3258.957607 = -2733302.487307 nChanged 1443 SP:Iteration 10F (9516.650000 sec): 3 clusters Score: Raw -2737911.972125 + Penalty 3258.957607 = -2734653.014518 nChanged 1462 SP:Iteration 11F (9516.990000 sec): 3 clusters Score: Raw -2739186.062032 + Penalty 3258.957607 = -2735927.104425 nChanged 1117 SP:Iteration 12Q (9517.300000 sec): 3 clusters Score: Raw -2739945.330775 + Penalty 3258.957607 = -2736686.373168 nChanged 753 SP:Iteration 13Q (9517.560000 sec): 3 clusters Score: Raw -2740493.630486 + Penalty 3258.957607 = -2737234.672879 nChanged 649 SP:Iteration 14Q (9517.890000 sec): 3 clusters Score: Raw -2740968.393353 + Penalty 3258.957607 = -2737709.435746 nChanged 501 SP:Iteration 15Q (9518.160000 sec): 3 clusters Score: Raw -2741282.059737 + Penalty 3258.957607 = -2738023.102130 nChanged 399 SP:Iteration 16Q (9518.520000 sec): 3 clusters Score: Raw -2741465.037812 + Penalty 3258.957607 = -2738206.080205 nChanged 305 SP:Iteration 17Q (9518.870000 sec): 3 clusters Score: Raw -2741583.183215 + Penalty 3258.957607 = -2738324.225608 nChanged 246 SP:Iteration 18Q (9519.110000 sec): 3 clusters Score: Raw -2741659.375418 + Penalty 3258.957607 = -2738400.417811 nChanged 205 SP:Iteration 19Q (9519.490000 sec): 3 clusters Score: Raw -2741703.516962 + Penalty 3258.957607 = -2738444.559355 nChanged 124 SP:Iteration 20F (9519.790000 sec): 3 clusters Score: Raw -2741725.547393 + Penalty 3258.957607 = -2738466.589786 nChanged 95 SP:Iteration 21Q (9520.100000 sec): 3 clusters Score: Raw -2741740.144336 + Penalty 3258.957607 = -2738481.186729 nChanged 74 SP:Iteration 22Q (9520.410000 sec): 3 clusters Score: Raw -2741747.647708 + Penalty 3258.957607 = -2738488.690101 nChanged 43 SP:Iteration 23Q (9520.720000 sec): 3 clusters Score: Raw -2741750.921907 + Penalty 3258.957607 = -2738491.964300 nChanged 25 SP:Iteration 24Q (9521.020000 sec): 3 clusters Score: Raw -2741752.915729 + Penalty 3258.957607 = -2738493.958122 nChanged 24 SP:Iteration 25Q (9521.370000 sec): 3 clusters Score: Raw -2741754.654053 + Penalty 3258.957607 = -2738495.696446 nChanged 24 SP:Iteration 26Q (9521.680000 sec): 3 clusters Score: Raw -2741756.454615 + Penalty 3258.957607 = -2738497.497008 nChanged 15 SP:Iteration 27Q (9522.030000 sec): 3 clusters Score: Raw -2741757.285386 + Penalty 3258.957607 = -2738498.327779 nChanged 13 SP:Iteration 28Q (9522.340000 sec): 3 clusters Score: Raw -2741758.063921 + Penalty 3258.957607 = -2738499.106314 nChanged 12 SP:Iteration 29Q (9522.710000 sec): 3 clusters Score: Raw -2741758.872575 + Penalty 3258.957607 = -2738499.914968 nChanged 12 SP:Iteration 30Q (9522.980000 sec): 3 clusters Score: Raw -2741759.628813 + Penalty 3258.957607 = -2738500.671206 nChanged 7 SP:Iteration 31Q (9523.320000 sec): 3 clusters Score: Raw -2741759.927319 + Penalty 3258.957607 = -2738500.969712 nChanged 4 SP:Iteration 32Q (9523.610000 sec): 3 clusters Score: Raw -2741760.070638 + Penalty 3258.957607 = -2738501.113031 nChanged 2 SP:Iteration 33Q (9523.930000 sec): 3 clusters Score: Raw -2741760.226493 + Penalty 3258.957607 = -2738501.268886 nChanged 4 SP:Iteration 34Q (9524.240000 sec): 3 clusters Score: Raw -2741760.417495 + Penalty 3258.957607 = -2738501.459888 nChanged 1 SP:Iteration 35Q (9524.660000 sec): 3 clusters Score: Raw -2741760.474705 + Penalty 3258.957607 = -2738501.517098 nChanged 1 SP:Iteration 36Q (9525.010000 sec): 3 clusters Score: Raw -2741760.521907 + Penalty 3258.957607 = -2738501.564300 nChanged 2 SP:Iteration 37Q (9525.380000 sec): 3 clusters Score: Raw -2741760.610228 + Penalty 3258.957607 = -2738501.652621 nChanged 2 SP:Iteration 38Q (9525.760000 sec): 3 clusters Score: Raw -2741760.761313 + Penalty 3258.957607 = -2738501.803706 nChanged 3 SP:Iteration 39Q (9526.090000 sec): 3 clusters Score: Raw -2741760.926798 + Penalty 3258.957607 = -2738501.969191 nChanged 5 SP:Iteration 40F (9526.430000 sec): 3 clusters Score: Raw -2741761.317341 + Penalty 3258.957607 = -2738502.359734 nChanged 4 SP:Iteration 41Q (9526.770000 sec): 3 clusters Score: Raw -2741761.410623 + Penalty 3258.957607 = -2738502.453016 nChanged 0 SP:Iteration 42F (9527.070000 sec): 3 clusters Score: Raw -2741761.410623 + Penalty 3258.957607 = -2738502.453016 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9527.200000 sec): 2 clusters Score: Raw -172901.934240 + Penalty 1180.972882 = -171720.961358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9527.400000 sec): 3 clusters Score: Raw -172372.253270 + Penalty 2361.945764 = -170010.307506 nChanged 452 SP:Iteration 1F (9527.600000 sec): 3 clusters Score: Raw -172681.166950 + Penalty 2361.945764 = -170319.221186 nChanged 97 SP:Iteration 2F (9527.810000 sec): 3 clusters Score: Raw -172769.278194 + Penalty 2361.945764 = -170407.332430 nChanged 68 SP:Iteration 3Q (9528.010000 sec): 3 clusters Score: Raw -172827.621896 + Penalty 2361.945764 = -170465.676132 nChanged 44 SP:Iteration 4Q (9528.200000 sec): 3 clusters Score: Raw -172862.338461 + Penalty 2361.945764 = -170500.392697 nChanged 27 SP:Iteration 5Q (9528.390000 sec): 3 clusters Score: Raw -172880.795801 + Penalty 2361.945764 = -170518.850037 nChanged 24 SP:Iteration 6Q (9528.670000 sec): 3 clusters Score: Raw -172900.424769 + Penalty 2361.945764 = -170538.479005 nChanged 22 SP:Iteration 7Q (9528.840000 sec): 3 clusters Score: Raw -172915.137236 + Penalty 2361.945764 = -170553.191472 nChanged 24 SP:Iteration 8Q (9529.070000 sec): 3 clusters Score: Raw -172929.128382 + Penalty 2361.945764 = -170567.182618 nChanged 9 SP:Iteration 9Q (9529.240000 sec): 3 clusters Score: Raw -172935.055083 + Penalty 2361.945764 = -170573.109319 nChanged 12 SP:Iteration 10Q (9529.440000 sec): 3 clusters Score: Raw -172942.498289 + Penalty 2361.945764 = -170580.552525 nChanged 11 SP:Iteration 11Q (9529.640000 sec): 3 clusters Score: Raw -172949.845224 + Penalty 2361.945764 = -170587.899460 nChanged 13 SP:Iteration 12Q (9529.830000 sec): 3 clusters Score: Raw -172961.708964 + Penalty 2361.945764 = -170599.763200 nChanged 17 SP:Iteration 13Q (9530.060000 sec): 3 clusters Score: Raw -172972.439046 + Penalty 2361.945764 = -170610.493282 nChanged 23 SP:Iteration 14Q (9530.310000 sec): 3 clusters Score: Raw -172995.378018 + Penalty 2361.945764 = -170633.432254 nChanged 29 SP:Iteration 15Q (9530.470000 sec): 3 clusters Score: Raw -173024.761296 + Penalty 2361.945764 = -170662.815532 nChanged 25 SP:Iteration 16Q (9530.630000 sec): 3 clusters Score: Raw -173049.840359 + Penalty 2361.945764 = -170687.894595 nChanged 29 SP:Iteration 17Q (9530.900000 sec): 3 clusters Score: Raw -173082.642159 + Penalty 2361.945764 = -170720.696395 nChanged 34 SP:Iteration 18Q (9531.080000 sec): 3 clusters Score: Raw -173122.570221 + Penalty 2361.945764 = -170760.624457 nChanged 34 SP:Iteration 19Q (9531.350000 sec): 3 clusters Score: Raw -173166.824758 + Penalty 2361.945764 = -170804.878994 nChanged 36 SP:Iteration 20F (9531.540000 sec): 3 clusters Score: Raw -173212.998206 + Penalty 2361.945764 = -170851.052442 nChanged 37 SP:Iteration 21Q (9531.750000 sec): 3 clusters Score: Raw -173261.251944 + Penalty 2361.945764 = -170899.306180 nChanged 39 SP:Iteration 22Q (9531.990000 sec): 3 clusters Score: Raw -173322.854780 + Penalty 2361.945764 = -170960.909016 nChanged 50 SP:Iteration 23Q (9532.110000 sec): 3 clusters Score: Raw -173419.671093 + Penalty 2361.945764 = -171057.725329 nChanged 56 SP:Iteration 24Q (9532.350000 sec): 3 clusters Score: Raw -173577.548761 + Penalty 2361.945764 = -171215.602997 nChanged 60 SP:Iteration 25Q (9532.510000 sec): 3 clusters Score: Raw -173773.045164 + Penalty 2361.945764 = -171411.099400 nChanged 37 SP:Iteration 26Q (9532.740000 sec): 3 clusters Score: Raw -173858.451723 + Penalty 2361.945764 = -171496.505959 nChanged 11 SP:Iteration 27Q (9532.870000 sec): 3 clusters Score: Raw -173870.201494 + Penalty 2361.945764 = -171508.255730 nChanged 1 SP:Iteration 28Q (9533.080000 sec): 3 clusters Score: Raw -173871.077137 + Penalty 2361.945764 = -171509.131373 nChanged 1 SP:Iteration 29Q (9533.260000 sec): 3 clusters Score: Raw -173871.738075 + Penalty 2361.945764 = -171509.792311 nChanged 1 SP:Iteration 30Q (9533.480000 sec): 3 clusters Score: Raw -173872.510088 + Penalty 2361.945764 = -171510.564324 nChanged 1 SP:Iteration 31Q (9533.610000 sec): 3 clusters Score: Raw -173872.886429 + Penalty 2361.945764 = -171510.940665 nChanged 0 SP:Iteration 32F (9533.780000 sec): 3 clusters Score: Raw -173872.886429 + Penalty 2361.945764 = -171510.940665 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (91664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9534.350000 sec): 2 clusters Score: Raw -11139974.379556 + Penalty 1856.706312 = -11138117.673244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9534.980000 sec): 3 clusters Score: Raw -11080489.423537 + Penalty 3713.412624 = -11076776.010914 nChanged 43919 SP:Iteration 1F (9535.670000 sec): 3 clusters Score: Raw -11105762.998774 + Penalty 3713.412624 = -11102049.586150 nChanged 2896 SP:Iteration 2Q (9536.420000 sec): 3 clusters Score: Raw -11106507.605259 + Penalty 3713.412624 = -11102794.192635 nChanged 3110 SP:Iteration 3Q (9537.130000 sec): 3 clusters Score: Raw -11107553.345816 + Penalty 3713.412624 = -11103839.933192 nChanged 3650 SP:Iteration 4Q (9537.780000 sec): 3 clusters Score: Raw -11109215.593874 + Penalty 3713.412624 = -11105502.181251 nChanged 4497 SP:Iteration 5Q (9538.440000 sec): 3 clusters Score: Raw -11112068.515571 + Penalty 3713.412624 = -11108355.102947 nChanged 5332 SP:Iteration 6F (9539.090000 sec): 3 clusters Score: Raw -11116352.459072 + Penalty 3713.412624 = -11112639.046448 nChanged 5736 SP:Iteration 7F (9539.810000 sec): 3 clusters Score: Raw -11121457.606576 + Penalty 3713.412624 = -11117744.193952 nChanged 5360 SP:Iteration 8F (9540.490000 sec): 3 clusters Score: Raw -11125597.047575 + Penalty 3713.412624 = -11121883.634951 nChanged 4219 SP:Iteration 9Q (9541.190000 sec): 3 clusters Score: Raw -11127859.349774 + Penalty 3713.412624 = -11124145.937150 nChanged 2795 SP:Iteration 10Q (9541.790000 sec): 3 clusters Score: Raw -11128845.161884 + Penalty 3713.412624 = -11125131.749260 nChanged 1837 SP:Iteration 11Q (9542.390000 sec): 3 clusters Score: Raw -11129428.546287 + Penalty 3713.412624 = -11125715.133663 nChanged 1603 SP:Iteration 12Q (9543.050000 sec): 3 clusters Score: Raw -11129971.849167 + Penalty 3713.412624 = -11126258.436543 nChanged 1612 SP:Iteration 13Q (9543.670000 sec): 3 clusters Score: Raw -11130549.013158 + Penalty 3713.412624 = -11126835.600534 nChanged 1699 SP:Iteration 14Q (9544.300000 sec): 3 clusters Score: Raw -11131206.913550 + Penalty 3713.412624 = -11127493.500926 nChanged 1704 SP:Iteration 15Q (9544.980000 sec): 3 clusters Score: Raw -11131940.602522 + Penalty 3713.412624 = -11128227.189899 nChanged 1755 SP:Iteration 16Q (9545.530000 sec): 3 clusters Score: Raw -11132775.000738 + Penalty 3713.412624 = -11129061.588114 nChanged 1848 SP:Iteration 17Q (9546.090000 sec): 3 clusters Score: Raw -11133737.800165 + Penalty 3713.412624 = -11130024.387541 nChanged 1803 SP:Iteration 18Q (9546.590000 sec): 3 clusters Score: Raw -11134789.712780 + Penalty 3713.412624 = -11131076.300156 nChanged 1703 SP:Iteration 19Q (9547.090000 sec): 3 clusters Score: Raw -11135856.199647 + Penalty 3713.412624 = -11132142.787023 nChanged 1547 SP:Iteration 20F (9547.660000 sec): 3 clusters Score: Raw -11136876.901769 + Penalty 3713.412624 = -11133163.489145 nChanged 1287 SP:Iteration 21Q (9548.250000 sec): 3 clusters Score: Raw -11137750.223638 + Penalty 3713.412624 = -11134036.811014 nChanged 1023 SP:Iteration 22Q (9548.810000 sec): 3 clusters Score: Raw -11138430.838885 + Penalty 3713.412624 = -11134717.426261 nChanged 776 SP:Iteration 23Q (9549.350000 sec): 3 clusters Score: Raw -11138972.402901 + Penalty 3713.412624 = -11135258.990277 nChanged 608 SP:Iteration 24Q (9549.940000 sec): 3 clusters Score: Raw -11139406.276350 + Penalty 3713.412624 = -11135692.863726 nChanged 406 SP:Iteration 25Q (9550.510000 sec): 3 clusters Score: Raw -11139699.223180 + Penalty 3713.412624 = -11135985.810556 nChanged 259 SP:Iteration 26Q (9551.010000 sec): 3 clusters Score: Raw -11139881.915661 + Penalty 3713.412624 = -11136168.503037 nChanged 153 SP:Iteration 27Q (9551.460000 sec): 3 clusters Score: Raw -11139999.744063 + Penalty 3713.412624 = -11136286.331439 nChanged 93 SP:Iteration 28Q (9551.920000 sec): 3 clusters Score: Raw -11140066.880824 + Penalty 3713.412624 = -11136353.468200 nChanged 68 SP:Iteration 29Q (9552.410000 sec): 3 clusters Score: Raw -11140113.412387 + Penalty 3713.412624 = -11136399.999763 nChanged 35 SP:Iteration 30Q (9552.870000 sec): 3 clusters Score: Raw -11140139.199477 + Penalty 3713.412624 = -11136425.786853 nChanged 22 SP:Iteration 31Q (9553.360000 sec): 3 clusters Score: Raw -11140155.550858 + Penalty 3713.412624 = -11136442.138234 nChanged 14 SP:Iteration 32Q (9553.860000 sec): 3 clusters Score: Raw -11140169.224541 + Penalty 3713.412624 = -11136455.811918 nChanged 20 SP:Iteration 33Q (9554.420000 sec): 3 clusters Score: Raw -11140186.961750 + Penalty 3713.412624 = -11136473.549126 nChanged 23 SP:Iteration 34Q (9555.020000 sec): 3 clusters Score: Raw -11140204.628605 + Penalty 3713.412624 = -11136491.215981 nChanged 19 SP:Iteration 35Q (9555.700000 sec): 3 clusters Score: Raw -11140220.004975 + Penalty 3713.412624 = -11136506.592351 nChanged 10 SP:Iteration 36Q (9556.400000 sec): 3 clusters Score: Raw -11140226.982061 + Penalty 3713.412624 = -11136513.569437 nChanged 5 SP:Iteration 37Q (9557.100000 sec): 3 clusters Score: Raw -11140230.357566 + Penalty 3713.412624 = -11136516.944942 nChanged 3 SP:Iteration 38Q (9557.840000 sec): 3 clusters Score: Raw -11140231.267703 + Penalty 3713.412624 = -11136517.855079 nChanged 0 SP:Iteration 39F (9558.590000 sec): 3 clusters Score: Raw -11140231.267703 + Penalty 3713.412624 = -11136517.855079 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9558.670000 sec): 2 clusters Score: Raw -32523.106950 + Penalty 929.550664 = -31593.556287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9558.800000 sec): 3 clusters Score: Raw -32664.641365 + Penalty 1859.101327 = -30805.540037 nChanged 63 SP:Iteration 1F (9558.930000 sec): 3 clusters Score: Raw -32883.507784 + Penalty 1859.101327 = -31024.406457 nChanged 20 SP:Iteration 2F (9559.060000 sec): 3 clusters Score: Raw -33043.200260 + Penalty 1859.101327 = -31184.098933 nChanged 20 SP:Iteration 3F (9559.190000 sec): 3 clusters Score: Raw -33101.392896 + Penalty 1859.101327 = -31242.291568 nChanged 8 SP:Iteration 4Q (9559.320000 sec): 3 clusters Score: Raw -33128.599025 + Penalty 1859.101327 = -31269.497698 nChanged 6 SP:Iteration 5Q (9559.450000 sec): 3 clusters Score: Raw -33163.990014 + Penalty 1859.101327 = -31304.888687 nChanged 4 SP:Iteration 6Q (9559.580000 sec): 3 clusters Score: Raw -33191.365101 + Penalty 1859.101327 = -31332.263774 nChanged 5 SP:Iteration 7Q (9559.710000 sec): 3 clusters Score: Raw -33215.958757 + Penalty 1859.101327 = -31356.857429 nChanged 3 SP:Iteration 8Q (9559.840000 sec): 3 clusters Score: Raw -33224.380947 + Penalty 1859.101327 = -31365.279619 nChanged 2 SP:Iteration 9Q (9559.970000 sec): 3 clusters Score: Raw -33229.438860 + Penalty 1859.101327 = -31370.337533 nChanged 1 SP:Iteration 10Q (9560.100000 sec): 3 clusters Score: Raw -33233.939934 + Penalty 1859.101327 = -31374.838607 nChanged 1 SP:Iteration 11Q (9560.230000 sec): 3 clusters Score: Raw -33247.071665 + Penalty 1859.101327 = -31387.970337 nChanged 0 SP:Iteration 12F (9560.360000 sec): 3 clusters Score: Raw -33247.071665 + Penalty 1859.101327 = -31387.970337 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9560.440000 sec): 2 clusters Score: Raw -99622.182402 + Penalty 1103.755969 = -98518.426433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9560.560000 sec): 3 clusters Score: Raw -99427.932208 + Penalty 2207.511939 = -97220.420269 nChanged 260 SP:Iteration 1F (9560.700000 sec): 3 clusters Score: Raw -99773.226535 + Penalty 2207.511939 = -97565.714596 nChanged 68 SP:Iteration 2F (9560.840000 sec): 3 clusters Score: Raw -99892.932330 + Penalty 2207.511939 = -97685.420391 nChanged 41 SP:Iteration 3Q (9560.960000 sec): 3 clusters Score: Raw -99949.501931 + Penalty 2207.511939 = -97741.989992 nChanged 31 SP:Iteration 4Q (9561.090000 sec): 3 clusters Score: Raw -100002.053489 + Penalty 2207.511939 = -97794.541550 nChanged 30 SP:Iteration 5Q (9561.220000 sec): 3 clusters Score: Raw -100042.503074 + Penalty 2207.511939 = -97834.991135 nChanged 16 SP:Iteration 6Q (9561.350000 sec): 3 clusters Score: Raw -100088.816505 + Penalty 2207.511939 = -97881.304567 nChanged 27 SP:Iteration 7Q (9561.490000 sec): 3 clusters Score: Raw -100140.096681 + Penalty 2207.511939 = -97932.584742 nChanged 23 SP:Iteration 8Q (9561.620000 sec): 3 clusters Score: Raw -100194.812739 + Penalty 2207.511939 = -97987.300800 nChanged 23 SP:Iteration 9Q (9561.750000 sec): 3 clusters Score: Raw -100244.620029 + Penalty 2207.511939 = -98037.108090 nChanged 24 SP:Iteration 10Q (9561.870000 sec): 3 clusters Score: Raw -100271.389934 + Penalty 2207.511939 = -98063.877995 nChanged 25 SP:Iteration 11Q (9562.000000 sec): 3 clusters Score: Raw -100318.489223 + Penalty 2207.511939 = -98110.977284 nChanged 23 SP:Iteration 12Q (9562.130000 sec): 3 clusters Score: Raw -100393.761943 + Penalty 2207.511939 = -98186.250004 nChanged 24 SP:Iteration 13Q (9562.260000 sec): 3 clusters Score: Raw -100434.031723 + Penalty 2207.511939 = -98226.519784 nChanged 14 SP:Iteration 14Q (9562.490000 sec): 3 clusters Score: Raw -100455.019022 + Penalty 2207.511939 = -98247.507083 nChanged 10 SP:Iteration 15Q (9562.660000 sec): 3 clusters Score: Raw -100473.650723 + Penalty 2207.511939 = -98266.138784 nChanged 8 SP:Iteration 16Q (9562.790000 sec): 3 clusters Score: Raw -100493.063046 + Penalty 2207.511939 = -98285.551107 nChanged 8 SP:Iteration 17Q (9562.970000 sec): 3 clusters Score: Raw -100502.054790 + Penalty 2207.511939 = -98294.542851 nChanged 9 SP:Iteration 18Q (9563.180000 sec): 3 clusters Score: Raw -100516.519601 + Penalty 2207.511939 = -98309.007662 nChanged 4 SP:Iteration 19Q (9563.400000 sec): 3 clusters Score: Raw -100521.775506 + Penalty 2207.511939 = -98314.263567 nChanged 3 SP:Iteration 20F (9563.570000 sec): 3 clusters Score: Raw -100525.461542 + Penalty 2207.511939 = -98317.949603 nChanged 3 SP:Iteration 21Q (9563.730000 sec): 3 clusters Score: Raw -100528.680757 + Penalty 2207.511939 = -98321.168818 nChanged 5 SP:Iteration 22Q (9563.940000 sec): 3 clusters Score: Raw -100533.606140 + Penalty 2207.511939 = -98326.094201 nChanged 2 SP:Iteration 23Q (9564.090000 sec): 3 clusters Score: Raw -100535.824809 + Penalty 2207.511939 = -98328.312870 nChanged 4 SP:Iteration 24Q (9564.240000 sec): 3 clusters Score: Raw -100539.603702 + Penalty 2207.511939 = -98332.091763 nChanged 0 SP:Iteration 25F (9564.390000 sec): 3 clusters Score: Raw -100539.603702 + Penalty 2207.511939 = -98332.091763 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9564.590000 sec): 2 clusters Score: Raw -2160435.027143 + Penalty 1582.907401 = -2158852.119742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9564.860000 sec): 3 clusters Score: Raw -2150306.678952 + Penalty 3165.814802 = -2147140.864149 nChanged 7676 SP:Iteration 1F (9565.150000 sec): 3 clusters Score: Raw -2154448.742125 + Penalty 3165.814802 = -2151282.927322 nChanged 829 SP:Iteration 2Q (9565.450000 sec): 3 clusters Score: Raw -2154733.641766 + Penalty 3165.814802 = -2151567.826963 nChanged 753 SP:Iteration 3Q (9565.740000 sec): 3 clusters Score: Raw -2155024.374206 + Penalty 3165.814802 = -2151858.559404 nChanged 793 SP:Iteration 4Q (9565.980000 sec): 3 clusters Score: Raw -2155365.867217 + Penalty 3165.814802 = -2152200.052415 nChanged 847 SP:Iteration 5Q (9566.300000 sec): 3 clusters Score: Raw -2155821.416226 + Penalty 3165.814802 = -2152655.601424 nChanged 990 SP:Iteration 6F (9566.600000 sec): 3 clusters Score: Raw -2156493.650473 + Penalty 3165.814802 = -2153327.835671 nChanged 1122 SP:Iteration 7F (9566.910000 sec): 3 clusters Score: Raw -2157419.850856 + Penalty 3165.814802 = -2154254.036054 nChanged 1125 SP:Iteration 8F (9567.140000 sec): 3 clusters Score: Raw -2158466.859548 + Penalty 3165.814802 = -2155301.044746 nChanged 895 SP:Iteration 9F (9567.420000 sec): 3 clusters Score: Raw -2159341.795746 + Penalty 3165.814802 = -2156175.980944 nChanged 607 SP:Iteration 10Q (9567.760000 sec): 3 clusters Score: Raw -2159885.249814 + Penalty 3165.814802 = -2156719.435012 nChanged 399 SP:Iteration 11Q (9568.000000 sec): 3 clusters Score: Raw -2160189.183881 + Penalty 3165.814802 = -2157023.369078 nChanged 249 SP:Iteration 12Q (9568.290000 sec): 3 clusters Score: Raw -2160334.205220 + Penalty 3165.814802 = -2157168.390417 nChanged 173 SP:Iteration 13Q (9568.540000 sec): 3 clusters Score: Raw -2160425.728409 + Penalty 3165.814802 = -2157259.913607 nChanged 125 SP:Iteration 14Q (9568.840000 sec): 3 clusters Score: Raw -2160484.507173 + Penalty 3165.814802 = -2157318.692370 nChanged 113 SP:Iteration 15Q (9569.100000 sec): 3 clusters Score: Raw -2160533.551498 + Penalty 3165.814802 = -2157367.736696 nChanged 98 SP:Iteration 16Q (9569.400000 sec): 3 clusters Score: Raw -2160573.363892 + Penalty 3165.814802 = -2157407.549089 nChanged 78 SP:Iteration 17Q (9569.630000 sec): 3 clusters Score: Raw -2160599.796393 + Penalty 3165.814802 = -2157433.981590 nChanged 62 SP:Iteration 18Q (9569.890000 sec): 3 clusters Score: Raw -2160618.070255 + Penalty 3165.814802 = -2157452.255453 nChanged 58 SP:Iteration 19Q (9570.140000 sec): 3 clusters Score: Raw -2160638.937278 + Penalty 3165.814802 = -2157473.122476 nChanged 51 SP:Iteration 20F (9570.400000 sec): 3 clusters Score: Raw -2160655.637549 + Penalty 3165.814802 = -2157489.822746 nChanged 40 SP:Iteration 21Q (9570.660000 sec): 3 clusters Score: Raw -2160666.361930 + Penalty 3165.814802 = -2157500.547127 nChanged 40 SP:Iteration 22Q (9570.900000 sec): 3 clusters Score: Raw -2160678.662641 + Penalty 3165.814802 = -2157512.847839 nChanged 38 SP:Iteration 23Q (9571.150000 sec): 3 clusters Score: Raw -2160688.805615 + Penalty 3165.814802 = -2157522.990813 nChanged 36 SP:Iteration 24Q (9571.410000 sec): 3 clusters Score: Raw -2160697.930902 + Penalty 3165.814802 = -2157532.116100 nChanged 28 SP:Iteration 25Q (9571.660000 sec): 3 clusters Score: Raw -2160705.465698 + Penalty 3165.814802 = -2157539.650895 nChanged 25 SP:Iteration 26Q (9571.900000 sec): 3 clusters Score: Raw -2160711.333790 + Penalty 3165.814802 = -2157545.518988 nChanged 25 SP:Iteration 27Q (9572.160000 sec): 3 clusters Score: Raw -2160717.539430 + Penalty 3165.814802 = -2157551.724627 nChanged 23 SP:Iteration 28Q (9572.360000 sec): 3 clusters Score: Raw -2160723.818107 + Penalty 3165.814802 = -2157558.003305 nChanged 19 SP:Iteration 29Q (9572.600000 sec): 3 clusters Score: Raw -2160729.132780 + Penalty 3165.814802 = -2157563.317978 nChanged 14 SP:Iteration 30Q (9572.820000 sec): 3 clusters Score: Raw -2160732.351443 + Penalty 3165.814802 = -2157566.536640 nChanged 12 SP:Iteration 31Q (9573.090000 sec): 3 clusters Score: Raw -2160735.412543 + Penalty 3165.814802 = -2157569.597741 nChanged 10 SP:Iteration 32Q (9573.290000 sec): 3 clusters Score: Raw -2160737.223235 + Penalty 3165.814802 = -2157571.408432 nChanged 7 SP:Iteration 33Q (9573.510000 sec): 3 clusters Score: Raw -2160739.127869 + Penalty 3165.814802 = -2157573.313067 nChanged 7 SP:Iteration 34Q (9573.760000 sec): 3 clusters Score: Raw -2160740.468025 + Penalty 3165.814802 = -2157574.653223 nChanged 4 SP:Iteration 35Q (9574.000000 sec): 3 clusters Score: Raw -2160740.973659 + Penalty 3165.814802 = -2157575.158857 nChanged 3 SP:Iteration 36Q (9574.270000 sec): 3 clusters Score: Raw -2160741.332230 + Penalty 3165.814802 = -2157575.517428 nChanged 1 SP:Iteration 37Q (9574.530000 sec): 3 clusters Score: Raw -2160741.507876 + Penalty 3165.814802 = -2157575.693074 nChanged 0 SP:Iteration 38F (9574.760000 sec): 3 clusters Score: Raw -2160741.507876 + Penalty 3165.814802 = -2157575.693074 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9574.880000 sec): 2 clusters Score: Raw -736685.390210 + Penalty 1407.488336 = -735277.901875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9575.060000 sec): 3 clusters Score: Raw -733576.531666 + Penalty 2814.976671 = -730761.554995 nChanged 2370 SP:Iteration 1F (9575.240000 sec): 3 clusters Score: Raw -734798.756128 + Penalty 2814.976671 = -731983.779456 nChanged 383 SP:Iteration 2F (9575.420000 sec): 3 clusters Score: Raw -734971.103456 + Penalty 2814.976671 = -732156.126785 nChanged 286 SP:Iteration 3Q (9575.640000 sec): 3 clusters Score: Raw -735090.484982 + Penalty 2814.976671 = -732275.508311 nChanged 217 SP:Iteration 4Q (9575.780000 sec): 3 clusters Score: Raw -735167.512967 + Penalty 2814.976671 = -732352.536296 nChanged 173 SP:Iteration 5Q (9576.010000 sec): 3 clusters Score: Raw -735229.613644 + Penalty 2814.976671 = -732414.636973 nChanged 163 SP:Iteration 6Q (9576.200000 sec): 3 clusters Score: Raw -735285.591841 + Penalty 2814.976671 = -732470.615170 nChanged 132 SP:Iteration 7Q (9576.400000 sec): 3 clusters Score: Raw -735331.625595 + Penalty 2814.976671 = -732516.648924 nChanged 142 SP:Iteration 8Q (9576.590000 sec): 3 clusters Score: Raw -735392.255793 + Penalty 2814.976671 = -732577.279122 nChanged 145 SP:Iteration 9Q (9576.840000 sec): 3 clusters Score: Raw -735461.572431 + Penalty 2814.976671 = -732646.595760 nChanged 152 SP:Iteration 10Q (9577.080000 sec): 3 clusters Score: Raw -735526.119217 + Penalty 2814.976671 = -732711.142545 nChanged 143 SP:Iteration 11Q (9577.330000 sec): 3 clusters Score: Raw -735591.539830 + Penalty 2814.976671 = -732776.563159 nChanged 156 SP:Iteration 12Q (9577.520000 sec): 3 clusters Score: Raw -735666.581734 + Penalty 2814.976671 = -732851.605063 nChanged 185 SP:Iteration 13Q (9577.720000 sec): 3 clusters Score: Raw -735764.054579 + Penalty 2814.976671 = -732949.077908 nChanged 202 SP:Iteration 14Q (9577.910000 sec): 3 clusters Score: Raw -735877.263792 + Penalty 2814.976671 = -733062.287120 nChanged 189 SP:Iteration 15Q (9578.110000 sec): 3 clusters Score: Raw -735992.466143 + Penalty 2814.976671 = -733177.489471 nChanged 196 SP:Iteration 16Q (9578.280000 sec): 3 clusters Score: Raw -736135.859222 + Penalty 2814.976671 = -733320.882551 nChanged 198 SP:Iteration 17Q (9578.510000 sec): 3 clusters Score: Raw -736289.764963 + Penalty 2814.976671 = -733474.788292 nChanged 158 SP:Iteration 18Q (9578.660000 sec): 3 clusters Score: Raw -736402.316385 + Penalty 2814.976671 = -733587.339713 nChanged 131 SP:Iteration 19Q (9578.840000 sec): 3 clusters Score: Raw -736515.008148 + Penalty 2814.976671 = -733700.031476 nChanged 102 SP:Iteration 20F (9579.070000 sec): 3 clusters Score: Raw -736593.218324 + Penalty 2814.976671 = -733778.241653 nChanged 67 SP:Iteration 21Q (9579.230000 sec): 3 clusters Score: Raw -736653.283081 + Penalty 2814.976671 = -733838.306410 nChanged 48 SP:Iteration 22Q (9579.440000 sec): 3 clusters Score: Raw -736690.948640 + Penalty 2814.976671 = -733875.971969 nChanged 37 SP:Iteration 23Q (9579.620000 sec): 3 clusters Score: Raw -736721.892603 + Penalty 2814.976671 = -733906.915931 nChanged 34 SP:Iteration 24Q (9579.790000 sec): 3 clusters Score: Raw -736751.236528 + Penalty 2814.976671 = -733936.259857 nChanged 24 SP:Iteration 25Q (9580.020000 sec): 3 clusters Score: Raw -736775.994898 + Penalty 2814.976671 = -733961.018227 nChanged 18 SP:Iteration 26Q (9580.230000 sec): 3 clusters Score: Raw -736791.713239 + Penalty 2814.976671 = -733976.736568 nChanged 15 SP:Iteration 27Q (9580.380000 sec): 3 clusters Score: Raw -736804.560511 + Penalty 2814.976671 = -733989.583840 nChanged 5 SP:Iteration 28Q (9580.570000 sec): 3 clusters Score: Raw -736807.743262 + Penalty 2814.976671 = -733992.766591 nChanged 3 SP:Iteration 29Q (9580.710000 sec): 3 clusters Score: Raw -736812.216009 + Penalty 2814.976671 = -733997.239338 nChanged 2 SP:Iteration 30Q (9580.900000 sec): 3 clusters Score: Raw -736814.139124 + Penalty 2814.976671 = -733999.162453 nChanged 4 SP:Iteration 31Q (9581.070000 sec): 3 clusters Score: Raw -736817.141446 + Penalty 2814.976671 = -734002.164775 nChanged 2 SP:Iteration 32Q (9581.250000 sec): 3 clusters Score: Raw -736818.720835 + Penalty 2814.976671 = -734003.744164 nChanged 3 SP:Iteration 33Q (9581.420000 sec): 3 clusters Score: Raw -736825.926102 + Penalty 2814.976671 = -734010.949431 nChanged 4 SP:Iteration 34Q (9581.640000 sec): 3 clusters Score: Raw -736829.374180 + Penalty 2814.976671 = -734014.397509 nChanged 1 SP:Iteration 35Q (9581.820000 sec): 3 clusters Score: Raw -736829.748660 + Penalty 2814.976671 = -734014.771988 nChanged 3 SP:Iteration 36Q (9581.990000 sec): 3 clusters Score: Raw -736834.196960 + Penalty 2814.976671 = -734019.220289 nChanged 4 SP:Iteration 37Q (9582.180000 sec): 3 clusters Score: Raw -736838.864642 + Penalty 2814.976671 = -734023.887971 nChanged 2 SP:Iteration 38Q (9582.370000 sec): 3 clusters Score: Raw -736841.187606 + Penalty 2814.976671 = -734026.210935 nChanged 3 SP:Iteration 39Q (9582.550000 sec): 3 clusters Score: Raw -736844.852818 + Penalty 2814.976671 = -734029.876147 nChanged 3 SP:Iteration 40F (9582.780000 sec): 3 clusters Score: Raw -736847.799298 + Penalty 2814.976671 = -734032.822627 nChanged 2 SP:Iteration 41Q (9582.950000 sec): 3 clusters Score: Raw -736849.748128 + Penalty 2814.976671 = -734034.771457 nChanged 3 SP:Iteration 42Q (9583.110000 sec): 3 clusters Score: Raw -736854.323942 + Penalty 2814.976671 = -734039.347271 nChanged 1 SP:Iteration 43Q (9583.320000 sec): 3 clusters Score: Raw -736855.498066 + Penalty 2814.976671 = -734040.521395 nChanged 1 SP:Iteration 44Q (9583.510000 sec): 3 clusters Score: Raw -736856.003370 + Penalty 2814.976671 = -734041.026699 nChanged 0 SP:Iteration 45F (9583.730000 sec): 3 clusters Score: Raw -736856.003370 + Penalty 2814.976671 = -734041.026699 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (9797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9583.860000 sec): 2 clusters Score: Raw -1204369.519062 + Penalty 1493.347618 = -1202876.171444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9584.140000 sec): 3 clusters Score: Raw -1198901.361345 + Penalty 2986.695236 = -1195914.666109 nChanged 4190 SP:Iteration 1F (9584.350000 sec): 3 clusters Score: Raw -1201126.117857 + Penalty 2986.695236 = -1198139.422621 nChanged 643 SP:Iteration 2F (9584.560000 sec): 3 clusters Score: Raw -1201433.676330 + Penalty 2986.695236 = -1198446.981094 nChanged 590 SP:Iteration 3F (9584.740000 sec): 3 clusters Score: Raw -1201757.804350 + Penalty 2986.695236 = -1198771.109114 nChanged 588 SP:Iteration 4F (9584.970000 sec): 3 clusters Score: Raw -1202145.731590 + Penalty 2986.695236 = -1199159.036354 nChanged 623 SP:Iteration 5F (9585.210000 sec): 3 clusters Score: Raw -1202652.965085 + Penalty 2986.695236 = -1199666.269849 nChanged 645 SP:Iteration 6F (9585.410000 sec): 3 clusters Score: Raw -1203217.179245 + Penalty 2986.695236 = -1200230.484009 nChanged 543 SP:Iteration 7F (9585.680000 sec): 3 clusters Score: Raw -1203703.342414 + Penalty 2986.695236 = -1200716.647178 nChanged 430 SP:Iteration 8Q (9585.910000 sec): 3 clusters Score: Raw -1204048.212575 + Penalty 2986.695236 = -1201061.517339 nChanged 284 SP:Iteration 9Q (9586.130000 sec): 3 clusters Score: Raw -1204251.180636 + Penalty 2986.695236 = -1201264.485400 nChanged 187 SP:Iteration 10Q (9586.320000 sec): 3 clusters Score: Raw -1204376.002417 + Penalty 2986.695236 = -1201389.307181 nChanged 137 SP:Iteration 11Q (9586.530000 sec): 3 clusters Score: Raw -1204465.749187 + Penalty 2986.695236 = -1201479.053951 nChanged 97 SP:Iteration 12Q (9586.750000 sec): 3 clusters Score: Raw -1204513.007288 + Penalty 2986.695236 = -1201526.312052 nChanged 71 SP:Iteration 13Q (9586.970000 sec): 3 clusters Score: Raw -1204540.720134 + Penalty 2986.695236 = -1201554.024898 nChanged 54 SP:Iteration 14Q (9587.210000 sec): 3 clusters Score: Raw -1204559.929038 + Penalty 2986.695236 = -1201573.233802 nChanged 36 SP:Iteration 15Q (9587.390000 sec): 3 clusters Score: Raw -1204573.050652 + Penalty 2986.695236 = -1201586.355416 nChanged 41 SP:Iteration 16Q (9587.610000 sec): 3 clusters Score: Raw -1204590.419766 + Penalty 2986.695236 = -1201603.724530 nChanged 35 SP:Iteration 17Q (9587.820000 sec): 3 clusters Score: Raw -1204602.987575 + Penalty 2986.695236 = -1201616.292339 nChanged 39 SP:Iteration 18Q (9588.020000 sec): 3 clusters Score: Raw -1204614.921615 + Penalty 2986.695236 = -1201628.226379 nChanged 36 SP:Iteration 19Q (9588.230000 sec): 3 clusters Score: Raw -1204627.796981 + Penalty 2986.695236 = -1201641.101745 nChanged 38 SP:Iteration 20F (9588.480000 sec): 3 clusters Score: Raw -1204640.923184 + Penalty 2986.695236 = -1201654.227948 nChanged 42 SP:Iteration 21Q (9588.700000 sec): 3 clusters Score: Raw -1204654.289785 + Penalty 2986.695236 = -1201667.594549 nChanged 37 SP:Iteration 22Q (9588.910000 sec): 3 clusters Score: Raw -1204665.226729 + Penalty 2986.695236 = -1201678.531493 nChanged 34 SP:Iteration 23Q (9589.140000 sec): 3 clusters Score: Raw -1204674.191383 + Penalty 2986.695236 = -1201687.496147 nChanged 16 SP:Iteration 24Q (9589.340000 sec): 3 clusters Score: Raw -1204678.289734 + Penalty 2986.695236 = -1201691.594498 nChanged 12 SP:Iteration 25Q (9589.520000 sec): 3 clusters Score: Raw -1204681.065220 + Penalty 2986.695236 = -1201694.369984 nChanged 7 SP:Iteration 26Q (9589.720000 sec): 3 clusters Score: Raw -1204682.154842 + Penalty 2986.695236 = -1201695.459606 nChanged 7 SP:Iteration 27Q (9589.950000 sec): 3 clusters Score: Raw -1204683.958217 + Penalty 2986.695236 = -1201697.262981 nChanged 8 SP:Iteration 28Q (9590.120000 sec): 3 clusters Score: Raw -1204685.732746 + Penalty 2986.695236 = -1201699.037510 nChanged 8 SP:Iteration 29Q (9590.330000 sec): 3 clusters Score: Raw -1204687.178619 + Penalty 2986.695236 = -1201700.483383 nChanged 8 SP:Iteration 30Q (9590.530000 sec): 3 clusters Score: Raw -1204689.641754 + Penalty 2986.695236 = -1201702.946518 nChanged 11 SP:Iteration 31Q (9590.700000 sec): 3 clusters Score: Raw -1204693.034269 + Penalty 2986.695236 = -1201706.339033 nChanged 15 SP:Iteration 32Q (9590.940000 sec): 3 clusters Score: Raw -1204696.816015 + Penalty 2986.695236 = -1201710.120779 nChanged 6 SP:Iteration 33Q (9591.110000 sec): 3 clusters Score: Raw -1204698.307208 + Penalty 2986.695236 = -1201711.611972 nChanged 7 SP:Iteration 34Q (9591.350000 sec): 3 clusters Score: Raw -1204699.519810 + Penalty 2986.695236 = -1201712.824574 nChanged 6 SP:Iteration 35Q (9591.560000 sec): 3 clusters Score: Raw -1204700.812524 + Penalty 2986.695236 = -1201714.117288 nChanged 8 SP:Iteration 36Q (9591.790000 sec): 3 clusters Score: Raw -1204702.045042 + Penalty 2986.695236 = -1201715.349806 nChanged 8 SP:Iteration 37Q (9592.020000 sec): 3 clusters Score: Raw -1204703.834071 + Penalty 2986.695236 = -1201717.138835 nChanged 12 SP:Iteration 38Q (9592.280000 sec): 3 clusters Score: Raw -1204706.799314 + Penalty 2986.695236 = -1201720.104079 nChanged 12 SP:Iteration 39Q (9592.490000 sec): 3 clusters Score: Raw -1204709.302044 + Penalty 2986.695236 = -1201722.606808 nChanged 7 SP:Iteration 40F (9592.720000 sec): 3 clusters Score: Raw -1204710.481084 + Penalty 2986.695236 = -1201723.785848 nChanged 3 SP:Iteration 41Q (9592.910000 sec): 3 clusters Score: Raw -1204710.895221 + Penalty 2986.695236 = -1201724.199985 nChanged 1 SP:Iteration 42Q (9593.140000 sec): 3 clusters Score: Raw -1204711.181292 + Penalty 2986.695236 = -1201724.486056 nChanged 0 SP:Iteration 43F (9593.390000 sec): 3 clusters Score: Raw -1204711.181292 + Penalty 2986.695236 = -1201724.486056 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (17661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9593.520000 sec): 2 clusters Score: Raw -2082308.925407 + Penalty 1589.106041 = -2080719.819366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9593.790000 sec): 3 clusters Score: Raw -2071869.382543 + Penalty 3178.212082 = -2068691.170461 nChanged 7907 SP:Iteration 1F (9594.050000 sec): 3 clusters Score: Raw -2075983.625069 + Penalty 3178.212082 = -2072805.412988 nChanged 800 SP:Iteration 2Q (9594.320000 sec): 3 clusters Score: Raw -2076239.229327 + Penalty 3178.212082 = -2073061.017246 nChanged 719 SP:Iteration 3Q (9594.600000 sec): 3 clusters Score: Raw -2076465.079581 + Penalty 3178.212082 = -2073286.867499 nChanged 669 SP:Iteration 4Q (9594.900000 sec): 3 clusters Score: Raw -2076715.454826 + Penalty 3178.212082 = -2073537.242744 nChanged 690 SP:Iteration 5Q (9595.160000 sec): 3 clusters Score: Raw -2077048.281490 + Penalty 3178.212082 = -2073870.069408 nChanged 728 SP:Iteration 6Q (9595.400000 sec): 3 clusters Score: Raw -2077452.023137 + Penalty 3178.212082 = -2074273.811056 nChanged 769 SP:Iteration 7Q (9595.660000 sec): 3 clusters Score: Raw -2077899.324041 + Penalty 3178.212082 = -2074721.111960 nChanged 857 SP:Iteration 8Q (9595.910000 sec): 3 clusters Score: Raw -2078368.439998 + Penalty 3178.212082 = -2075190.227917 nChanged 841 SP:Iteration 9Q (9596.170000 sec): 3 clusters Score: Raw -2078814.560635 + Penalty 3178.212082 = -2075636.348553 nChanged 801 SP:Iteration 10Q (9596.400000 sec): 3 clusters Score: Raw -2079225.472849 + Penalty 3178.212082 = -2076047.260767 nChanged 729 SP:Iteration 11Q (9596.700000 sec): 3 clusters Score: Raw -2079596.208903 + Penalty 3178.212082 = -2076417.996821 nChanged 719 SP:Iteration 12Q (9596.950000 sec): 3 clusters Score: Raw -2079942.405449 + Penalty 3178.212082 = -2076764.193367 nChanged 629 SP:Iteration 13Q (9597.230000 sec): 3 clusters Score: Raw -2080247.717733 + Penalty 3178.212082 = -2077069.505651 nChanged 550 SP:Iteration 14Q (9597.440000 sec): 3 clusters Score: Raw -2080507.381847 + Penalty 3178.212082 = -2077329.169765 nChanged 522 SP:Iteration 15Q (9597.700000 sec): 3 clusters Score: Raw -2080742.908511 + Penalty 3178.212082 = -2077564.696429 nChanged 474 SP:Iteration 16Q (9597.980000 sec): 3 clusters Score: Raw -2080933.640955 + Penalty 3178.212082 = -2077755.428873 nChanged 395 SP:Iteration 17Q (9598.250000 sec): 3 clusters Score: Raw -2081084.318771 + Penalty 3178.212082 = -2077906.106690 nChanged 372 SP:Iteration 18Q (9598.480000 sec): 3 clusters Score: Raw -2081225.204365 + Penalty 3178.212082 = -2078046.992283 nChanged 339 SP:Iteration 19Q (9598.760000 sec): 3 clusters Score: Raw -2081359.691715 + Penalty 3178.212082 = -2078181.479634 nChanged 350 SP:Iteration 20F (9599.040000 sec): 3 clusters Score: Raw -2081525.310449 + Penalty 3178.212082 = -2078347.098367 nChanged 369 SP:Iteration 21Q (9599.270000 sec): 3 clusters Score: Raw -2081734.012990 + Penalty 3178.212082 = -2078555.800909 nChanged 346 SP:Iteration 22Q (9599.510000 sec): 3 clusters Score: Raw -2081970.076820 + Penalty 3178.212082 = -2078791.864738 nChanged 328 SP:Iteration 23Q (9599.820000 sec): 3 clusters Score: Raw -2082185.555309 + Penalty 3178.212082 = -2079007.343228 nChanged 291 SP:Iteration 24Q (9600.090000 sec): 3 clusters Score: Raw -2082386.505613 + Penalty 3178.212082 = -2079208.293531 nChanged 243 SP:Iteration 25Q (9600.330000 sec): 3 clusters Score: Raw -2082555.803557 + Penalty 3178.212082 = -2079377.591475 nChanged 217 SP:Iteration 26Q (9600.610000 sec): 3 clusters Score: Raw -2082685.785502 + Penalty 3178.212082 = -2079507.573420 nChanged 172 SP:Iteration 27Q (9600.900000 sec): 3 clusters Score: Raw -2082768.706878 + Penalty 3178.212082 = -2079590.494797 nChanged 145 SP:Iteration 28Q (9601.130000 sec): 3 clusters Score: Raw -2082829.618551 + Penalty 3178.212082 = -2079651.406470 nChanged 118 SP:Iteration 29Q (9601.420000 sec): 3 clusters Score: Raw -2082869.385893 + Penalty 3178.212082 = -2079691.173812 nChanged 90 SP:Iteration 30Q (9601.660000 sec): 3 clusters Score: Raw -2082897.136700 + Penalty 3178.212082 = -2079718.924618 nChanged 70 SP:Iteration 31Q (9601.910000 sec): 3 clusters Score: Raw -2082915.819292 + Penalty 3178.212082 = -2079737.607211 nChanged 62 SP:Iteration 32Q (9602.200000 sec): 3 clusters Score: Raw -2082931.362056 + Penalty 3178.212082 = -2079753.149975 nChanged 57 SP:Iteration 33Q (9602.470000 sec): 3 clusters Score: Raw -2082944.914516 + Penalty 3178.212082 = -2079766.702435 nChanged 45 SP:Iteration 34Q (9602.720000 sec): 3 clusters Score: Raw -2082956.104091 + Penalty 3178.212082 = -2079777.892010 nChanged 33 SP:Iteration 35Q (9602.960000 sec): 3 clusters Score: Raw -2082964.221091 + Penalty 3178.212082 = -2079786.009009 nChanged 30 SP:Iteration 36Q (9603.230000 sec): 3 clusters Score: Raw -2082969.545984 + Penalty 3178.212082 = -2079791.333902 nChanged 21 SP:Iteration 37Q (9603.470000 sec): 3 clusters Score: Raw -2082973.526879 + Penalty 3178.212082 = -2079795.314797 nChanged 22 SP:Iteration 38Q (9603.750000 sec): 3 clusters Score: Raw -2082977.699135 + Penalty 3178.212082 = -2079799.487053 nChanged 20 SP:Iteration 39Q (9604.010000 sec): 3 clusters Score: Raw -2082982.546649 + Penalty 3178.212082 = -2079804.334567 nChanged 19 SP:Iteration 40F (9604.260000 sec): 3 clusters Score: Raw -2082986.633290 + Penalty 3178.212082 = -2079808.421208 nChanged 21 SP:Iteration 41Q (9604.510000 sec): 3 clusters Score: Raw -2082990.741788 + Penalty 3178.212082 = -2079812.529706 nChanged 15 SP:Iteration 42Q (9604.800000 sec): 3 clusters Score: Raw -2082993.262406 + Penalty 3178.212082 = -2079815.050325 nChanged 6 SP:Iteration 43Q (9605.080000 sec): 3 clusters Score: Raw -2082994.602716 + Penalty 3178.212082 = -2079816.390634 nChanged 5 SP:Iteration 44Q (9605.330000 sec): 3 clusters Score: Raw -2082995.357236 + Penalty 3178.212082 = -2079817.145154 nChanged 6 SP:Iteration 45Q (9605.560000 sec): 3 clusters Score: Raw -2082996.243259 + Penalty 3178.212082 = -2079818.031178 nChanged 4 SP:Iteration 46Q (9605.810000 sec): 3 clusters Score: Raw -2082996.822602 + Penalty 3178.212082 = -2079818.610521 nChanged 4 SP:Iteration 47Q (9606.020000 sec): 3 clusters Score: Raw -2082997.495636 + Penalty 3178.212082 = -2079819.283555 nChanged 1 SP:Iteration 48Q (9606.290000 sec): 3 clusters Score: Raw -2082997.614301 + Penalty 3178.212082 = -2079819.402219 nChanged 1 SP:Iteration 49Q (9606.480000 sec): 3 clusters Score: Raw -2082997.770245 + Penalty 3178.212082 = -2079819.558163 nChanged 2 SP:Iteration 50Q (9606.730000 sec): 3 clusters Score: Raw -2082998.001734 + Penalty 3178.212082 = -2079819.789652 nChanged 3 SP:Iteration 51Q (9606.970000 sec): 3 clusters Score: Raw -2082998.363011 + Penalty 3178.212082 = -2079820.150930 nChanged 1 SP:Iteration 52Q (9607.200000 sec): 3 clusters Score: Raw -2082998.433723 + Penalty 3178.212082 = -2079820.221642 nChanged 0 SP:Iteration 53F (9607.460000 sec): 3 clusters Score: Raw -2082998.433723 + Penalty 3178.212082 = -2079820.221642 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9607.550000 sec): 2 clusters Score: Raw -32262.335116 + Penalty 921.915031 = -31340.420085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9607.700000 sec): 3 clusters Score: Raw -32332.900760 + Penalty 1843.830062 = -30489.070699 nChanged 65 SP:Iteration 1F (9607.900000 sec): 3 clusters Score: Raw -32462.179608 + Penalty 1843.830062 = -30618.349546 nChanged 16 SP:Iteration 2F (9608.080000 sec): 3 clusters Score: Raw -32501.021267 + Penalty 1843.830062 = -30657.191205 nChanged 6 SP:Iteration 3Q (9608.250000 sec): 3 clusters Score: Raw -32514.725828 + Penalty 1843.830062 = -30670.895767 nChanged 5 SP:Iteration 4Q (9608.440000 sec): 3 clusters Score: Raw -32526.571286 + Penalty 1843.830062 = -30682.741224 nChanged 3 SP:Iteration 5Q (9608.580000 sec): 3 clusters Score: Raw -32533.039844 + Penalty 1843.830062 = -30689.209783 nChanged 2 SP:Iteration 6Q (9608.760000 sec): 3 clusters Score: Raw -32540.483671 + Penalty 1843.830062 = -30696.653609 nChanged 3 SP:Iteration 7Q (9608.900000 sec): 3 clusters Score: Raw -32548.668569 + Penalty 1843.830062 = -30704.838508 nChanged 2 SP:Iteration 8Q (9609.060000 sec): 3 clusters Score: Raw -32554.919728 + Penalty 1843.830062 = -30711.089666 nChanged 2 SP:Iteration 9Q (9609.230000 sec): 3 clusters Score: Raw -32569.090960 + Penalty 1843.830062 = -30725.260898 nChanged 3 SP:Iteration 10Q (9609.400000 sec): 3 clusters Score: Raw -32589.529634 + Penalty 1843.830062 = -30745.699572 nChanged 0 SP:Iteration 11F (9609.580000 sec): 3 clusters Score: Raw -32589.529634 + Penalty 1843.830062 = -30745.699572 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9609.650000 sec): 2 clusters Score: Raw -55254.355945 + Penalty 1004.588797 = -54249.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9609.830000 sec): 3 clusters Score: Raw -55194.057337 + Penalty 2009.177595 = -53184.879742 nChanged 90 SP:Iteration 1F (9610.050000 sec): 3 clusters Score: Raw -55341.583170 + Penalty 2009.177595 = -53332.405575 nChanged 29 SP:Iteration 2F (9610.220000 sec): 3 clusters Score: Raw -55428.200322 + Penalty 2009.177595 = -53419.022728 nChanged 20 SP:Iteration 3Q (9610.390000 sec): 3 clusters Score: Raw -55476.624501 + Penalty 2009.177595 = -53467.446906 nChanged 20 SP:Iteration 4Q (9610.580000 sec): 3 clusters Score: Raw -55515.183122 + Penalty 2009.177595 = -53506.005527 nChanged 16 SP:Iteration 5Q (9610.740000 sec): 3 clusters Score: Raw -55552.327441 + Penalty 2009.177595 = -53543.149846 nChanged 13 SP:Iteration 6Q (9610.900000 sec): 3 clusters Score: Raw -55588.107863 + Penalty 2009.177595 = -53578.930268 nChanged 14 SP:Iteration 7Q (9611.080000 sec): 3 clusters Score: Raw -55637.674649 + Penalty 2009.177595 = -53628.497054 nChanged 18 SP:Iteration 8Q (9611.230000 sec): 3 clusters Score: Raw -55715.894994 + Penalty 2009.177595 = -53706.717400 nChanged 16 SP:Iteration 9Q (9611.380000 sec): 3 clusters Score: Raw -55793.783496 + Penalty 2009.177595 = -53784.605901 nChanged 7 SP:Iteration 10Q (9611.550000 sec): 3 clusters Score: Raw -55824.860785 + Penalty 2009.177595 = -53815.683190 nChanged 8 SP:Iteration 11Q (9611.690000 sec): 3 clusters Score: Raw -55852.508706 + Penalty 2009.177595 = -53843.331111 nChanged 3 SP:Iteration 12Q (9611.840000 sec): 3 clusters Score: Raw -55861.453326 + Penalty 2009.177595 = -53852.275731 nChanged 4 SP:Iteration 13Q (9611.960000 sec): 3 clusters Score: Raw -55869.053327 + Penalty 2009.177595 = -53859.875732 nChanged 1 SP:Iteration 14Q (9612.120000 sec): 3 clusters Score: Raw -55870.396789 + Penalty 2009.177595 = -53861.219194 nChanged 1 SP:Iteration 15Q (9612.290000 sec): 3 clusters Score: Raw -55872.452220 + Penalty 2009.177595 = -53863.274625 nChanged 1 SP:Iteration 16Q (9612.490000 sec): 3 clusters Score: Raw -55873.796141 + Penalty 2009.177595 = -53864.618546 nChanged 0 SP:Iteration 17F (9612.650000 sec): 3 clusters Score: Raw -55873.796141 + Penalty 2009.177595 = -53864.618546 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9612.880000 sec): 2 clusters Score: Raw -3471264.300705 + Penalty 1660.022116 = -3469604.278588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9613.170000 sec): 3 clusters Score: Raw -3454466.103677 + Penalty 3320.044233 = -3451146.059444 nChanged 12561 SP:Iteration 1F (9613.460000 sec): 3 clusters Score: Raw -3461257.711389 + Penalty 3320.044233 = -3457937.667156 nChanged 1188 SP:Iteration 2Q (9613.750000 sec): 3 clusters Score: Raw -3461661.449297 + Penalty 3320.044233 = -3458341.405065 nChanged 1183 SP:Iteration 3Q (9614.040000 sec): 3 clusters Score: Raw -3462108.729286 + Penalty 3320.044233 = -3458788.685054 nChanged 1309 SP:Iteration 4Q (9614.380000 sec): 3 clusters Score: Raw -3462682.445071 + Penalty 3320.044233 = -3459362.400839 nChanged 1558 SP:Iteration 5F (9614.690000 sec): 3 clusters Score: Raw -3463544.348201 + Penalty 3320.044233 = -3460224.303969 nChanged 1808 SP:Iteration 6F (9614.990000 sec): 3 clusters Score: Raw -3464770.601523 + Penalty 3320.044233 = -3461450.557290 nChanged 1920 SP:Iteration 7F (9615.270000 sec): 3 clusters Score: Raw -3466291.503367 + Penalty 3320.044233 = -3462971.459135 nChanged 1760 SP:Iteration 8F (9615.580000 sec): 3 clusters Score: Raw -3467886.132514 + Penalty 3320.044233 = -3464566.088281 nChanged 1361 SP:Iteration 9Q (9615.860000 sec): 3 clusters Score: Raw -3469169.593293 + Penalty 3320.044233 = -3465849.549061 nChanged 905 SP:Iteration 10Q (9616.210000 sec): 3 clusters Score: Raw -3469995.271553 + Penalty 3320.044233 = -3466675.227320 nChanged 589 SP:Iteration 11Q (9616.480000 sec): 3 clusters Score: Raw -3470532.336069 + Penalty 3320.044233 = -3467212.291837 nChanged 392 SP:Iteration 12Q (9616.770000 sec): 3 clusters Score: Raw -3470818.743355 + Penalty 3320.044233 = -3467498.699122 nChanged 257 SP:Iteration 13Q (9617.070000 sec): 3 clusters Score: Raw -3470983.111832 + Penalty 3320.044233 = -3467663.067599 nChanged 199 SP:Iteration 14Q (9617.330000 sec): 3 clusters Score: Raw -3471098.905532 + Penalty 3320.044233 = -3467778.861299 nChanged 166 SP:Iteration 15Q (9617.650000 sec): 3 clusters Score: Raw -3471175.803959 + Penalty 3320.044233 = -3467855.759727 nChanged 121 SP:Iteration 16Q (9617.970000 sec): 3 clusters Score: Raw -3471224.478129 + Penalty 3320.044233 = -3467904.433896 nChanged 95 SP:Iteration 17Q (9618.250000 sec): 3 clusters Score: Raw -3471263.474855 + Penalty 3320.044233 = -3467943.430622 nChanged 84 SP:Iteration 18Q (9618.610000 sec): 3 clusters Score: Raw -3471295.134244 + Penalty 3320.044233 = -3467975.090011 nChanged 60 SP:Iteration 19Q (9618.880000 sec): 3 clusters Score: Raw -3471317.079218 + Penalty 3320.044233 = -3467997.034986 nChanged 57 SP:Iteration 20F (9619.180000 sec): 3 clusters Score: Raw -3471342.192349 + Penalty 3320.044233 = -3468022.148116 nChanged 55 SP:Iteration 21Q (9619.510000 sec): 3 clusters Score: Raw -3471364.123308 + Penalty 3320.044233 = -3468044.079075 nChanged 47 SP:Iteration 22Q (9619.810000 sec): 3 clusters Score: Raw -3471381.295608 + Penalty 3320.044233 = -3468061.251376 nChanged 42 SP:Iteration 23Q (9620.140000 sec): 3 clusters Score: Raw -3471395.443624 + Penalty 3320.044233 = -3468075.399392 nChanged 27 SP:Iteration 24Q (9620.420000 sec): 3 clusters Score: Raw -3471402.830182 + Penalty 3320.044233 = -3468082.785950 nChanged 19 SP:Iteration 25Q (9620.740000 sec): 3 clusters Score: Raw -3471407.935254 + Penalty 3320.044233 = -3468087.891021 nChanged 24 SP:Iteration 26Q (9621.040000 sec): 3 clusters Score: Raw -3471414.291271 + Penalty 3320.044233 = -3468094.247038 nChanged 22 SP:Iteration 27Q (9621.320000 sec): 3 clusters Score: Raw -3471422.913027 + Penalty 3320.044233 = -3468102.868795 nChanged 25 SP:Iteration 28Q (9621.630000 sec): 3 clusters Score: Raw -3471431.079272 + Penalty 3320.044233 = -3468111.035039 nChanged 21 SP:Iteration 29Q (9621.880000 sec): 3 clusters Score: Raw -3471437.542835 + Penalty 3320.044233 = -3468117.498602 nChanged 19 SP:Iteration 30Q (9622.200000 sec): 3 clusters Score: Raw -3471446.664308 + Penalty 3320.044233 = -3468126.620076 nChanged 22 SP:Iteration 31Q (9622.500000 sec): 3 clusters Score: Raw -3471455.869119 + Penalty 3320.044233 = -3468135.824886 nChanged 21 SP:Iteration 32Q (9622.740000 sec): 3 clusters Score: Raw -3471462.075945 + Penalty 3320.044233 = -3468142.031713 nChanged 17 SP:Iteration 33Q (9623.040000 sec): 3 clusters Score: Raw -3471467.492026 + Penalty 3320.044233 = -3468147.447793 nChanged 10 SP:Iteration 34Q (9623.340000 sec): 3 clusters Score: Raw -3471471.038457 + Penalty 3320.044233 = -3468150.994224 nChanged 14 SP:Iteration 35Q (9623.600000 sec): 3 clusters Score: Raw -3471474.386559 + Penalty 3320.044233 = -3468154.342327 nChanged 10 SP:Iteration 36Q (9623.800000 sec): 3 clusters Score: Raw -3471477.773143 + Penalty 3320.044233 = -3468157.728911 nChanged 6 SP:Iteration 37Q (9624.080000 sec): 3 clusters Score: Raw -3471479.308310 + Penalty 3320.044233 = -3468159.264078 nChanged 7 SP:Iteration 38Q (9624.380000 sec): 3 clusters Score: Raw -3471482.871698 + Penalty 3320.044233 = -3468162.827465 nChanged 4 SP:Iteration 39Q (9624.660000 sec): 3 clusters Score: Raw -3471483.680778 + Penalty 3320.044233 = -3468163.636545 nChanged 1 SP:Iteration 40F (9624.980000 sec): 3 clusters Score: Raw -3471483.889118 + Penalty 3320.044233 = -3468163.844885 nChanged 2 SP:Iteration 41Q (9625.270000 sec): 3 clusters Score: Raw -3471484.321736 + Penalty 3320.044233 = -3468164.277503 nChanged 2 SP:Iteration 42Q (9625.550000 sec): 3 clusters Score: Raw -3471484.894294 + Penalty 3320.044233 = -3468164.850062 nChanged 3 SP:Iteration 43Q (9625.880000 sec): 3 clusters Score: Raw -3471485.725325 + Penalty 3320.044233 = -3468165.681092 nChanged 2 SP:Iteration 44Q (9626.180000 sec): 3 clusters Score: Raw -3471486.201147 + Penalty 3320.044233 = -3468166.156914 nChanged 4 SP:Iteration 45Q (9626.450000 sec): 3 clusters Score: Raw -3471486.674255 + Penalty 3320.044233 = -3468166.630023 nChanged 1 SP:Iteration 46Q (9626.810000 sec): 3 clusters Score: Raw -3471486.776445 + Penalty 3320.044233 = -3468166.732212 nChanged 1 SP:Iteration 47Q (9627.130000 sec): 3 clusters Score: Raw -3471486.911958 + Penalty 3320.044233 = -3468166.867725 nChanged 2 SP:Iteration 48Q (9627.450000 sec): 3 clusters Score: Raw -3471487.229542 + Penalty 3320.044233 = -3468167.185309 nChanged 1 SP:Iteration 49Q (9627.710000 sec): 3 clusters Score: Raw -3471487.588903 + Penalty 3320.044233 = -3468167.544670 nChanged 1 SP:Iteration 50Q (9628.060000 sec): 3 clusters Score: Raw -3471487.836767 + Penalty 3320.044233 = -3468167.792535 nChanged 1 SP:Iteration 51Q (9628.320000 sec): 3 clusters Score: Raw -3471487.968880 + Penalty 3320.044233 = -3468167.924647 nChanged 0 SP:Iteration 52F (9628.590000 sec): 3 clusters Score: Raw -3471487.968880 + Penalty 3320.044233 = -3468167.924647 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9628.760000 sec): 2 clusters Score: Raw -2743421.194223 + Penalty 1623.074430 = -2741798.119793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9629.060000 sec): 3 clusters Score: Raw -2730197.137554 + Penalty 3246.148861 = -2726950.988693 nChanged 9846 SP:Iteration 1F (9629.320000 sec): 3 clusters Score: Raw -2735559.778104 + Penalty 3246.148861 = -2732313.629243 nChanged 996 SP:Iteration 2Q (9629.630000 sec): 3 clusters Score: Raw -2735881.886492 + Penalty 3246.148861 = -2732635.737632 nChanged 949 SP:Iteration 3Q (9629.930000 sec): 3 clusters Score: Raw -2736220.266321 + Penalty 3246.148861 = -2732974.117460 nChanged 1033 SP:Iteration 4Q (9630.220000 sec): 3 clusters Score: Raw -2736677.120964 + Penalty 3246.148861 = -2733430.972103 nChanged 1189 SP:Iteration 5F (9630.500000 sec): 3 clusters Score: Raw -2737320.904914 + Penalty 3246.148861 = -2734074.756053 nChanged 1408 SP:Iteration 6F (9630.800000 sec): 3 clusters Score: Raw -2738239.630149 + Penalty 3246.148861 = -2734993.481289 nChanged 1503 SP:Iteration 7F (9631.090000 sec): 3 clusters Score: Raw -2739416.088782 + Penalty 3246.148861 = -2736169.939921 nChanged 1498 SP:Iteration 8F (9631.350000 sec): 3 clusters Score: Raw -2740782.930813 + Penalty 3246.148861 = -2737536.781952 nChanged 1230 SP:Iteration 9F (9631.620000 sec): 3 clusters Score: Raw -2741912.738128 + Penalty 3246.148861 = -2738666.589267 nChanged 862 SP:Iteration 10Q (9631.930000 sec): 3 clusters Score: Raw -2742663.074075 + Penalty 3246.148861 = -2739416.925215 nChanged 533 SP:Iteration 11Q (9632.250000 sec): 3 clusters Score: Raw -2743085.534571 + Penalty 3246.148861 = -2739839.385710 nChanged 346 SP:Iteration 12Q (9632.520000 sec): 3 clusters Score: Raw -2743308.129905 + Penalty 3246.148861 = -2740061.981045 nChanged 220 SP:Iteration 13Q (9632.780000 sec): 3 clusters Score: Raw -2743432.065484 + Penalty 3246.148861 = -2740185.916623 nChanged 142 SP:Iteration 14Q (9633.090000 sec): 3 clusters Score: Raw -2743498.405480 + Penalty 3246.148861 = -2740252.256619 nChanged 107 SP:Iteration 15Q (9633.340000 sec): 3 clusters Score: Raw -2743539.740635 + Penalty 3246.148861 = -2740293.591774 nChanged 85 SP:Iteration 16Q (9633.610000 sec): 3 clusters Score: Raw -2743573.002771 + Penalty 3246.148861 = -2740326.853911 nChanged 54 SP:Iteration 17Q (9633.880000 sec): 3 clusters Score: Raw -2743589.958999 + Penalty 3246.148861 = -2740343.810139 nChanged 54 SP:Iteration 18Q (9634.100000 sec): 3 clusters Score: Raw -2743608.035937 + Penalty 3246.148861 = -2740361.887076 nChanged 43 SP:Iteration 19Q (9634.390000 sec): 3 clusters Score: Raw -2743620.924880 + Penalty 3246.148861 = -2740374.776019 nChanged 44 SP:Iteration 20F (9634.660000 sec): 3 clusters Score: Raw -2743633.591339 + Penalty 3246.148861 = -2740387.442478 nChanged 31 SP:Iteration 21Q (9634.910000 sec): 3 clusters Score: Raw -2743643.087095 + Penalty 3246.148861 = -2740396.938234 nChanged 22 SP:Iteration 22Q (9635.180000 sec): 3 clusters Score: Raw -2743649.176151 + Penalty 3246.148861 = -2740403.027290 nChanged 22 SP:Iteration 23Q (9635.460000 sec): 3 clusters Score: Raw -2743654.794819 + Penalty 3246.148861 = -2740408.645958 nChanged 16 SP:Iteration 24Q (9635.720000 sec): 3 clusters Score: Raw -2743658.336697 + Penalty 3246.148861 = -2740412.187837 nChanged 15 SP:Iteration 25Q (9635.970000 sec): 3 clusters Score: Raw -2743661.791260 + Penalty 3246.148861 = -2740415.642399 nChanged 11 SP:Iteration 26Q (9636.230000 sec): 3 clusters Score: Raw -2743664.435233 + Penalty 3246.148861 = -2740418.286372 nChanged 8 SP:Iteration 27Q (9636.520000 sec): 3 clusters Score: Raw -2743666.756078 + Penalty 3246.148861 = -2740420.607217 nChanged 13 SP:Iteration 28Q (9636.780000 sec): 3 clusters Score: Raw -2743669.348569 + Penalty 3246.148861 = -2740423.199708 nChanged 14 SP:Iteration 29Q (9637.020000 sec): 3 clusters Score: Raw -2743672.582233 + Penalty 3246.148861 = -2740426.433372 nChanged 12 SP:Iteration 30Q (9637.270000 sec): 3 clusters Score: Raw -2743674.987979 + Penalty 3246.148861 = -2740428.839118 nChanged 9 SP:Iteration 31Q (9637.540000 sec): 3 clusters Score: Raw -2743677.874728 + Penalty 3246.148861 = -2740431.725868 nChanged 11 SP:Iteration 32Q (9637.750000 sec): 3 clusters Score: Raw -2743681.123742 + Penalty 3246.148861 = -2740434.974882 nChanged 8 SP:Iteration 33Q (9638.040000 sec): 3 clusters Score: Raw -2743682.481863 + Penalty 3246.148861 = -2740436.333003 nChanged 7 SP:Iteration 34Q (9638.310000 sec): 3 clusters Score: Raw -2743683.853576 + Penalty 3246.148861 = -2740437.704715 nChanged 6 SP:Iteration 35Q (9638.540000 sec): 3 clusters Score: Raw -2743684.995603 + Penalty 3246.148861 = -2740438.846743 nChanged 9 SP:Iteration 36Q (9638.840000 sec): 3 clusters Score: Raw -2743686.993490 + Penalty 3246.148861 = -2740440.844629 nChanged 6 SP:Iteration 37Q (9639.110000 sec): 3 clusters Score: Raw -2743688.790547 + Penalty 3246.148861 = -2740442.641686 nChanged 8 SP:Iteration 38Q (9639.370000 sec): 3 clusters Score: Raw -2743690.599650 + Penalty 3246.148861 = -2740444.450789 nChanged 9 SP:Iteration 39Q (9639.590000 sec): 3 clusters Score: Raw -2743692.454732 + Penalty 3246.148861 = -2740446.305872 nChanged 7 SP:Iteration 40F (9639.870000 sec): 3 clusters Score: Raw -2743694.117094 + Penalty 3246.148861 = -2740447.968233 nChanged 7 SP:Iteration 41Q (9640.100000 sec): 3 clusters Score: Raw -2743696.293636 + Penalty 3246.148861 = -2740450.144776 nChanged 7 SP:Iteration 42Q (9640.350000 sec): 3 clusters Score: Raw -2743697.649874 + Penalty 3246.148861 = -2740451.501013 nChanged 3 SP:Iteration 43Q (9640.590000 sec): 3 clusters Score: Raw -2743698.255502 + Penalty 3246.148861 = -2740452.106642 nChanged 0 SP:Iteration 44F (9640.880000 sec): 3 clusters Score: Raw -2743698.255502 + Penalty 3246.148861 = -2740452.106642 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9640.970000 sec): 2 clusters Score: Raw -19793.133802 + Penalty 847.427061 = -18945.706741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9641.140000 sec): 3 clusters Score: Raw -19928.654672 + Penalty 1694.854121 = -18233.800551 nChanged 20 SP:Iteration 1F (9641.340000 sec): 3 clusters Score: Raw -20000.932498 + Penalty 1694.854121 = -18306.078377 nChanged 11 SP:Iteration 2F (9641.530000 sec): 3 clusters Score: Raw -20064.529770 + Penalty 1694.854121 = -18369.675648 nChanged 4 SP:Iteration 3Q (9641.670000 sec): 3 clusters Score: Raw -20083.037645 + Penalty 1694.854121 = -18388.183524 nChanged 2 SP:Iteration 4Q (9641.860000 sec): 3 clusters Score: Raw -20107.648341 + Penalty 1694.854121 = -18412.794220 nChanged 1 SP:Iteration 5Q (9642.060000 sec): 3 clusters Score: Raw -20113.390198 + Penalty 1694.854121 = -18418.536077 nChanged 0 SP:Iteration 6F (9642.270000 sec): 3 clusters Score: Raw -20113.390198 + Penalty 1694.854121 = -18418.536077 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9642.330000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9642.550000 sec): 3 clusters Score: Raw -83279.744600 + Penalty 2147.600203 = -81132.144396 nChanged 207 SP:Iteration 1F (9642.710000 sec): 3 clusters Score: Raw -83535.156114 + Penalty 2147.600203 = -81387.555911 nChanged 48 SP:Iteration 2F (9642.910000 sec): 3 clusters Score: Raw -83604.539050 + Penalty 2147.600203 = -81456.938847 nChanged 21 SP:Iteration 3Q (9643.060000 sec): 3 clusters Score: Raw -83650.438144 + Penalty 2147.600203 = -81502.837941 nChanged 22 SP:Iteration 4Q (9643.260000 sec): 3 clusters Score: Raw -83678.051242 + Penalty 2147.600203 = -81530.451038 nChanged 18 SP:Iteration 5Q (9643.430000 sec): 3 clusters Score: Raw -83706.822665 + Penalty 2147.600203 = -81559.222461 nChanged 13 SP:Iteration 6Q (9643.630000 sec): 3 clusters Score: Raw -83732.827350 + Penalty 2147.600203 = -81585.227147 nChanged 15 SP:Iteration 7Q (9643.820000 sec): 3 clusters Score: Raw -83755.290527 + Penalty 2147.600203 = -81607.690323 nChanged 6 SP:Iteration 8Q (9644.010000 sec): 3 clusters Score: Raw -83764.608280 + Penalty 2147.600203 = -81617.008077 nChanged 5 SP:Iteration 9Q (9644.210000 sec): 3 clusters Score: Raw -83772.059666 + Penalty 2147.600203 = -81624.459463 nChanged 5 SP:Iteration 10Q (9644.370000 sec): 3 clusters Score: Raw -83777.328037 + Penalty 2147.600203 = -81629.727834 nChanged 4 SP:Iteration 11Q (9644.560000 sec): 3 clusters Score: Raw -83783.620788 + Penalty 2147.600203 = -81636.020584 nChanged 6 SP:Iteration 12Q (9644.770000 sec): 3 clusters Score: Raw -83791.118211 + Penalty 2147.600203 = -81643.518008 nChanged 5 SP:Iteration 13Q (9644.980000 sec): 3 clusters Score: Raw -83797.499177 + Penalty 2147.600203 = -81649.898974 nChanged 1 SP:Iteration 14Q (9645.170000 sec): 3 clusters Score: Raw -83797.764604 + Penalty 2147.600203 = -81650.164401 nChanged 0 SP:Iteration 15F (9645.360000 sec): 3 clusters Score: Raw -83797.764604 + Penalty 2147.600203 = -81650.164401 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 21 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9645.450000 sec): 2 clusters Score: Raw -28095.055599 + Penalty 910.942836 = -27184.112763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9645.600000 sec): 3 clusters Score: Raw -28274.865829 + Penalty 1821.885672 = -26452.980157 nChanged 63 SP:Iteration 1F (9645.770000 sec): 3 clusters Score: Raw -28471.907652 + Penalty 1821.885672 = -26650.021981 nChanged 17 SP:Iteration 2F (9645.990000 sec): 3 clusters Score: Raw -28539.562861 + Penalty 1821.885672 = -26717.677190 nChanged 12 SP:Iteration 3Q (9646.140000 sec): 3 clusters Score: Raw -28578.477910 + Penalty 1821.885672 = -26756.592238 nChanged 8 SP:Iteration 4Q (9646.300000 sec): 3 clusters Score: Raw -28658.299787 + Penalty 1821.885672 = -26836.414115 nChanged 2 SP:Iteration 5Q (9646.470000 sec): 3 clusters Score: Raw -28747.691707 + Penalty 1821.885672 = -26925.806036 nChanged 10 SP:Iteration 6Q (9646.670000 sec): 3 clusters Score: Raw -28782.164207 + Penalty 1821.885672 = -26960.278535 nChanged 8 SP:Iteration 7Q (9646.830000 sec): 3 clusters Score: Raw -28800.975295 + Penalty 1821.885672 = -26979.089624 nChanged 3 SP:Iteration 8Q (9646.990000 sec): 3 clusters Score: Raw -28816.221975 + Penalty 1821.885672 = -26994.336303 nChanged 6 SP:Iteration 9Q (9647.140000 sec): 3 clusters Score: Raw -28841.596695 + Penalty 1821.885672 = -27019.711023 nChanged 3 SP:Iteration 10Q (9647.280000 sec): 3 clusters Score: Raw -28851.567350 + Penalty 1821.885672 = -27029.681678 nChanged 1 SP:Iteration 11Q (9647.440000 sec): 3 clusters Score: Raw -28853.637833 + Penalty 1821.885672 = -27031.752161 nChanged 1 SP:Iteration 12Q (9647.590000 sec): 3 clusters Score: Raw -28857.637526 + Penalty 1821.885672 = -27035.751854 nChanged 0 SP:Iteration 13F (9647.740000 sec): 3 clusters Score: Raw -28866.938811 + Penalty 1821.885672 = -27045.053139 nChanged 1 SP:Iteration 14Q (9647.900000 sec): 3 clusters Score: Raw -28983.831459 + Penalty 1821.885672 = -27161.945787 nChanged 2 SP:Iteration 15Q (9648.000000 sec): 3 clusters Score: Raw -28985.432618 + Penalty 1821.885672 = -27163.546947 nChanged 0 SP:Iteration 16F (9648.180000 sec): 3 clusters Score: Raw -28985.432618 + Penalty 1821.885672 = -27163.546947 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9648.230000 sec): 2 clusters Score: Raw -29076.483056 + Penalty 906.091729 = -28170.391327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9648.380000 sec): 3 clusters Score: Raw -29153.775940 + Penalty 1812.183459 = -27341.592481 nChanged 35 SP:Iteration 1F (9648.570000 sec): 3 clusters Score: Raw -29255.938399 + Penalty 1812.183459 = -27443.754941 nChanged 10 SP:Iteration 2Q (9648.690000 sec): 3 clusters Score: Raw -29291.268382 + Penalty 1812.183459 = -27479.084923 nChanged 8 SP:Iteration 3Q (9648.850000 sec): 3 clusters Score: Raw -29325.672398 + Penalty 1812.183459 = -27513.488940 nChanged 4 SP:Iteration 4Q (9649.000000 sec): 3 clusters Score: Raw -29344.787896 + Penalty 1812.183459 = -27532.604437 nChanged 1 SP:Iteration 5Q (9649.140000 sec): 3 clusters Score: Raw -29347.451551 + Penalty 1812.183459 = -27535.268092 nChanged 3 SP:Iteration 6Q (9649.340000 sec): 3 clusters Score: Raw -29356.358467 + Penalty 1812.183459 = -27544.175008 nChanged 3 SP:Iteration 7Q (9649.480000 sec): 3 clusters Score: Raw -29363.077800 + Penalty 1812.183459 = -27550.894342 nChanged 2 SP:Iteration 8Q (9649.650000 sec): 3 clusters Score: Raw -29371.548086 + Penalty 1812.183459 = -27559.364627 nChanged 1 SP:Iteration 9Q (9649.800000 sec): 3 clusters Score: Raw -29374.143696 + Penalty 1812.183459 = -27561.960237 nChanged 1 SP:Iteration 10Q (9649.980000 sec): 3 clusters Score: Raw -29377.298140 + Penalty 1812.183459 = -27565.114682 nChanged 0 SP:Iteration 11F (9650.160000 sec): 3 clusters Score: Raw -29377.298140 + Penalty 1812.183459 = -27565.114682 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9650.290000 sec): 2 clusters Score: Raw -26811.440757 + Penalty 897.886103 = -25913.554654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9650.470000 sec): 3 clusters Score: Raw -26973.223038 + Penalty 1795.772205 = -25177.450833 nChanged 45 SP:Iteration 1F (9650.650000 sec): 3 clusters Score: Raw -27149.172946 + Penalty 1795.772205 = -25353.400741 nChanged 12 SP:Iteration 2Q (9650.820000 sec): 3 clusters Score: Raw -27265.025855 + Penalty 1795.772205 = -25469.253650 nChanged 5 SP:Iteration 3Q (9651.000000 sec): 3 clusters Score: Raw -27286.506514 + Penalty 1795.772205 = -25490.734309 nChanged 3 SP:Iteration 4Q (9651.180000 sec): 3 clusters Score: Raw -27291.953877 + Penalty 1795.772205 = -25496.181671 nChanged 0 SP:Iteration 5F (9651.380000 sec): 3 clusters Score: Raw -27291.953877 + Penalty 1795.772205 = -25496.181671 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9651.460000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9651.680000 sec): 3 clusters Score: Raw -48816.727593 + Penalty 1970.730193 = -46845.997400 nChanged 74 SP:Iteration 1F (9651.840000 sec): 3 clusters Score: Raw -48968.047118 + Penalty 1970.730193 = -46997.316925 nChanged 28 SP:Iteration 2F (9651.980000 sec): 3 clusters Score: Raw -49039.696761 + Penalty 1970.730193 = -47068.966568 nChanged 17 SP:Iteration 3Q (9652.160000 sec): 3 clusters Score: Raw -49073.708322 + Penalty 1970.730193 = -47102.978130 nChanged 10 SP:Iteration 4Q (9652.350000 sec): 3 clusters Score: Raw -49099.101071 + Penalty 1970.730193 = -47128.370878 nChanged 5 SP:Iteration 5Q (9652.530000 sec): 3 clusters Score: Raw -49110.221076 + Penalty 1970.730193 = -47139.490883 nChanged 2 SP:Iteration 6Q (9652.730000 sec): 3 clusters Score: Raw -49116.178029 + Penalty 1970.730193 = -47145.447836 nChanged 2 SP:Iteration 7Q (9652.890000 sec): 3 clusters Score: Raw -49124.452133 + Penalty 1970.730193 = -47153.721940 nChanged 4 SP:Iteration 8Q (9653.100000 sec): 3 clusters Score: Raw -49133.294703 + Penalty 1970.730193 = -47162.564510 nChanged 4 SP:Iteration 9Q (9653.270000 sec): 3 clusters Score: Raw -49153.687919 + Penalty 1970.730193 = -47182.957726 nChanged 4 SP:Iteration 10Q (9653.460000 sec): 3 clusters Score: Raw -49176.816390 + Penalty 1970.730193 = -47206.086197 nChanged 5 SP:Iteration 11Q (9653.640000 sec): 3 clusters Score: Raw -49188.896255 + Penalty 1970.730193 = -47218.166063 nChanged 1 SP:Iteration 12Q (9653.840000 sec): 3 clusters Score: Raw -49194.459163 + Penalty 1970.730193 = -47223.728970 nChanged 1 SP:Iteration 13Q (9654.020000 sec): 3 clusters Score: Raw -49195.250338 + Penalty 1970.730193 = -47224.520145 nChanged 1 SP:Iteration 14Q (9654.160000 sec): 3 clusters Score: Raw -49196.691501 + Penalty 1970.730193 = -47225.961309 nChanged 1 SP:Iteration 15Q (9654.340000 sec): 3 clusters Score: Raw -49199.928292 + Penalty 1970.730193 = -47229.198099 nChanged 2 SP:Iteration 16Q (9654.520000 sec): 3 clusters Score: Raw -49207.186450 + Penalty 1970.730193 = -47236.456257 nChanged 0 SP:Iteration 17F (9654.680000 sec): 3 clusters Score: Raw -49207.186450 + Penalty 1970.730193 = -47236.456257 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9654.800000 sec): 2 clusters Score: Raw -111119.860929 + Penalty 1119.723982 = -110000.136947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9654.970000 sec): 3 clusters Score: Raw -110826.542798 + Penalty 2239.447964 = -108587.094834 nChanged 309 SP:Iteration 1F (9655.150000 sec): 3 clusters Score: Raw -111135.189218 + Penalty 2239.447964 = -108895.741254 nChanged 89 SP:Iteration 2F (9655.370000 sec): 3 clusters Score: Raw -111289.236030 + Penalty 2239.447964 = -109049.788066 nChanged 74 SP:Iteration 3F (9655.520000 sec): 3 clusters Score: Raw -111459.455008 + Penalty 2239.447964 = -109220.007044 nChanged 62 SP:Iteration 4F (9655.710000 sec): 3 clusters Score: Raw -111681.737915 + Penalty 2239.447964 = -109442.289951 nChanged 66 SP:Iteration 5F (9655.890000 sec): 3 clusters Score: Raw -111855.251877 + Penalty 2239.447964 = -109615.803913 nChanged 61 SP:Iteration 6F (9656.070000 sec): 3 clusters Score: Raw -112067.815637 + Penalty 2239.447964 = -109828.367673 nChanged 44 SP:Iteration 7Q (9656.250000 sec): 3 clusters Score: Raw -112265.885825 + Penalty 2239.447964 = -110026.437861 nChanged 29 SP:Iteration 8Q (9656.490000 sec): 3 clusters Score: Raw -112385.926489 + Penalty 2239.447964 = -110146.478525 nChanged 17 SP:Iteration 9Q (9656.660000 sec): 3 clusters Score: Raw -112461.615798 + Penalty 2239.447964 = -110222.167834 nChanged 7 SP:Iteration 10Q (9656.830000 sec): 3 clusters Score: Raw -112476.259880 + Penalty 2239.447964 = -110236.811915 nChanged 8 SP:Iteration 11Q (9656.980000 sec): 3 clusters Score: Raw -112496.084911 + Penalty 2239.447964 = -110256.636947 nChanged 5 SP:Iteration 12Q (9657.170000 sec): 3 clusters Score: Raw -112509.972424 + Penalty 2239.447964 = -110270.524460 nChanged 4 SP:Iteration 13Q (9657.350000 sec): 3 clusters Score: Raw -112515.254287 + Penalty 2239.447964 = -110275.806323 nChanged 2 SP:Iteration 14Q (9657.510000 sec): 3 clusters Score: Raw -112517.117719 + Penalty 2239.447964 = -110277.669755 nChanged 1 SP:Iteration 15Q (9657.690000 sec): 3 clusters Score: Raw -112518.108675 + Penalty 2239.447964 = -110278.660711 nChanged 0 SP:Iteration 16F (9657.880000 sec): 3 clusters Score: Raw -112518.108675 + Penalty 2239.447964 = -110278.660711 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 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9657.990000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9658.170000 sec): 3 clusters Score: Raw -30419.510635 + Penalty 1812.183459 = -28607.327177 nChanged 44 SP:Iteration 1F (9658.340000 sec): 3 clusters Score: Raw -30528.466123 + Penalty 1812.183459 = -28716.282664 nChanged 16 SP:Iteration 2F (9658.500000 sec): 3 clusters Score: Raw -30585.578969 + Penalty 1812.183459 = -28773.395511 nChanged 8 SP:Iteration 3Q (9658.690000 sec): 3 clusters Score: Raw -30617.921458 + Penalty 1812.183459 = -28805.738000 nChanged 2 SP:Iteration 4Q (9658.880000 sec): 3 clusters Score: Raw -30622.359566 + Penalty 1812.183459 = -28810.176108 nChanged 0 SP:Iteration 5F (9659.060000 sec): 3 clusters Score: Raw -30622.359566 + Penalty 1812.183459 = -28810.176108 nChanged 0 Iteration 219Q (9688.070000 sec): 27 clusters Score: Raw -146383330.513661 + Penalty 59152.524245 = -146324177.989416 nChanged 23 Iteration 220F (9738.020000 sec): 27 clusters Score: Raw -146383364.327738 + Penalty 59152.524245 = -146324211.803494 nChanged 30 Iteration 221Q (9779.280000 sec): 27 clusters Score: Raw -146383401.439255 + Penalty 59152.524245 = -146324248.915010 nChanged 20 Iteration 222Q (9816.720000 sec): 27 clusters Score: Raw -146383426.555370 + Penalty 59152.524245 = -146324274.031125 nChanged 23 Iteration 223Q (9852.600000 sec): 27 clusters Score: Raw -146383446.146546 + Penalty 59152.524245 = -146324293.622301 nChanged 22 Iteration 224Q (9888.340000 sec): 27 clusters Score: Raw -146383459.279369 + Penalty 59152.524245 = -146324306.755124 nChanged 20 Iteration 225Q (9924.920000 sec): 27 clusters Score: Raw -146383469.551283 + Penalty 59152.524245 = -146324317.027038 nChanged 22 Iteration 226Q (9962.820000 sec): 27 clusters Score: Raw -146383488.451451 + Penalty 59152.524245 = -146324335.927206 nChanged 16 Iteration 227Q (10001.300000 sec): 27 clusters Score: Raw -146383500.922151 + Penalty 59152.524245 = -146324348.397906 nChanged 19 Iteration 228Q (10040.810000 sec): 27 clusters Score: Raw -146383514.846978 + Penalty 59152.524245 = -146324362.322733 nChanged 20 Iteration 229Q (10077.980000 sec): 27 clusters Score: Raw -146383530.933425 + Penalty 59152.524245 = -146324378.409180 nChanged 16 Iteration 230Q (10115.720000 sec): 27 clusters Score: Raw -146383536.620514 + Penalty 59152.524245 = -146324384.096269 nChanged 10 Iteration 231Q (10152.140000 sec): 27 clusters Score: Raw -146383536.768793 + Penalty 59152.524245 = -146324384.244549 nChanged 7 Iteration 232Q (10189.350000 sec): 27 clusters Score: Raw -146383536.863740 + Penalty 59152.524245 = -146324384.339495 nChanged 6 Iteration 233Q (10226.640000 sec): 27 clusters Score: Raw -146383536.938265 + Penalty 59152.524245 = -146324384.414021 nChanged 10 Iteration 234Q (10264.860000 sec): 27 clusters Score: Raw -146383537.065024 + Penalty 59152.524245 = -146324384.540779 nChanged 5 Iteration 235Q (10301.490000 sec): 27 clusters Score: Raw -146383537.114264 + Penalty 59152.524245 = -146324384.590019 nChanged 1 Iteration 236Q (10337.260000 sec): 27 clusters Score: Raw -146383537.170506 + Penalty 59152.524245 = -146324384.646261 nChanged 6 Iteration 237Q (10371.370000 sec): 27 clusters Score: Raw -146383537.239417 + Penalty 59152.524245 = -146324384.715172 nChanged 5 Iteration 238Q (10401.190000 sec): 27 clusters Score: Raw -146383537.293385 + Penalty 59152.524245 = -146324384.769140 nChanged 4 Iteration 239Q (10435.370000 sec): 27 clusters Score: Raw -146383537.379863 + Penalty 59152.524245 = -146324384.855618 nChanged 4 Iteration 240F (10490.870000 sec): 27 clusters Score: Raw -146383548.525992 + Penalty 59152.524245 = -146324396.001747 nChanged 8 Iteration 241Q (10525.310000 sec): 27 clusters Score: Raw -146383558.583573 + Penalty 59152.524245 = -146324406.059328 nChanged 7 Iteration 242Q (10558.550000 sec): 27 clusters Score: Raw -146383564.131942 + Penalty 59152.524245 = -146324411.607698 nChanged 3 Iteration 243Q (10589.140000 sec): 27 clusters Score: Raw -146383565.097219 + Penalty 59152.524245 = -146324412.572974 nChanged 3 Iteration 244Q (10625.220000 sec): 27 clusters Score: Raw -146383565.652006 + Penalty 59152.524245 = -146324413.127762 nChanged 0 Iteration 245F (10681.910000 sec): 27 clusters Score: Raw -146383565.652006 + Penalty 59152.524245 = -146324413.127762 nChanged 0 Compute initial score before splitting: Score: Raw -146383565.652006 + Penalty 59152.524245 = -146324413.127762 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (11112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10682.090000 sec): 2 clusters Score: Raw -1353086.471577 + Penalty 1513.814394 = -1351572.657184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10682.350000 sec): 3 clusters Score: Raw -1346701.961049 + Penalty 3027.628787 = -1343674.332262 nChanged 4837 SP:Iteration 1F (10682.580000 sec): 3 clusters Score: Raw -1349188.010257 + Penalty 3027.628787 = -1346160.381469 nChanged 599 SP:Iteration 2F (10682.810000 sec): 3 clusters Score: Raw -1349412.153486 + Penalty 3027.628787 = -1346384.524698 nChanged 510 SP:Iteration 3Q (10683.030000 sec): 3 clusters Score: Raw -1349588.053221 + Penalty 3027.628787 = -1346560.424434 nChanged 409 SP:Iteration 4Q (10683.350000 sec): 3 clusters Score: Raw -1349714.427965 + Penalty 3027.628787 = -1346686.799177 nChanged 318 SP:Iteration 5Q (10683.570000 sec): 3 clusters Score: Raw -1349806.198302 + Penalty 3027.628787 = -1346778.569514 nChanged 290 SP:Iteration 6Q (10683.850000 sec): 3 clusters Score: Raw -1349891.431291 + Penalty 3027.628787 = -1346863.802504 nChanged 266 SP:Iteration 7Q (10684.160000 sec): 3 clusters Score: Raw -1349964.119893 + Penalty 3027.628787 = -1346936.491105 nChanged 244 SP:Iteration 8Q (10684.420000 sec): 3 clusters Score: Raw -1350039.367891 + Penalty 3027.628787 = -1347011.739104 nChanged 261 SP:Iteration 9Q (10684.640000 sec): 3 clusters Score: Raw -1350137.609981 + Penalty 3027.628787 = -1347109.981194 nChanged 314 SP:Iteration 10Q (10684.870000 sec): 3 clusters Score: Raw -1350277.007386 + Penalty 3027.628787 = -1347249.378599 nChanged 379 SP:Iteration 11Q (10685.110000 sec): 3 clusters Score: Raw -1350492.744475 + Penalty 3027.628787 = -1347465.115687 nChanged 464 SP:Iteration 12Q (10685.320000 sec): 3 clusters Score: Raw -1350811.285574 + Penalty 3027.628787 = -1347783.656786 nChanged 561 SP:Iteration 13F (10685.590000 sec): 3 clusters Score: Raw -1351224.089199 + Penalty 3027.628787 = -1348196.460412 nChanged 615 SP:Iteration 14F (10685.780000 sec): 3 clusters Score: Raw -1351721.850497 + Penalty 3027.628787 = -1348694.221709 nChanged 711 SP:Iteration 15F (10686.020000 sec): 3 clusters Score: Raw -1352397.469328 + Penalty 3027.628787 = -1349369.840540 nChanged 692 SP:Iteration 16F (10686.210000 sec): 3 clusters Score: Raw -1353155.474138 + Penalty 3027.628787 = -1350127.845350 nChanged 596 SP:Iteration 17F (10686.450000 sec): 3 clusters Score: Raw -1353695.477690 + Penalty 3027.628787 = -1350667.848902 nChanged 301 SP:Iteration 18Q (10686.710000 sec): 3 clusters Score: Raw -1353841.239216 + Penalty 3027.628787 = -1350813.610428 nChanged 132 SP:Iteration 19Q (10686.930000 sec): 3 clusters Score: Raw -1353883.569097 + Penalty 3027.628787 = -1350855.940309 nChanged 65 SP:Iteration 20F (10687.200000 sec): 3 clusters Score: Raw -1353897.162049 + Penalty 3027.628787 = -1350869.533261 nChanged 44 SP:Iteration 21Q (10687.420000 sec): 3 clusters Score: Raw -1353904.419951 + Penalty 3027.628787 = -1350876.791163 nChanged 34 SP:Iteration 22Q (10687.690000 sec): 3 clusters Score: Raw -1353910.513055 + Penalty 3027.628787 = -1350882.884267 nChanged 22 SP:Iteration 23Q (10687.970000 sec): 3 clusters Score: Raw -1353913.898159 + Penalty 3027.628787 = -1350886.269372 nChanged 17 SP:Iteration 24Q (10688.230000 sec): 3 clusters Score: Raw -1353916.182358 + Penalty 3027.628787 = -1350888.553571 nChanged 14 SP:Iteration 25Q (10688.460000 sec): 3 clusters Score: Raw -1353917.966597 + Penalty 3027.628787 = -1350890.337809 nChanged 9 SP:Iteration 26Q (10688.710000 sec): 3 clusters Score: Raw -1353918.805894 + Penalty 3027.628787 = -1350891.177106 nChanged 9 SP:Iteration 27Q (10689.080000 sec): 3 clusters Score: Raw -1353919.666505 + Penalty 3027.628787 = -1350892.037717 nChanged 3 SP:Iteration 28Q (10689.320000 sec): 3 clusters Score: Raw -1353919.943483 + Penalty 3027.628787 = -1350892.314696 nChanged 3 SP:Iteration 29Q (10689.570000 sec): 3 clusters Score: Raw -1353920.115289 + Penalty 3027.628787 = -1350892.486502 nChanged 3 SP:Iteration 30Q (10689.780000 sec): 3 clusters Score: Raw -1353920.304367 + Penalty 3027.628787 = -1350892.675579 nChanged 2 SP:Iteration 31Q (10690.030000 sec): 3 clusters Score: Raw -1353920.443055 + Penalty 3027.628787 = -1350892.814268 nChanged 1 SP:Iteration 32Q (10690.260000 sec): 3 clusters Score: Raw -1353920.586049 + Penalty 3027.628787 = -1350892.957262 nChanged 0 SP:Iteration 33F (10690.510000 sec): 3 clusters Score: Raw -1353920.586049 + Penalty 3027.628787 = -1350892.957262 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10690.760000 sec): 2 clusters Score: Raw -3341495.760825 + Penalty 1658.894199 = -3339836.866626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10691.190000 sec): 3 clusters Score: Raw -3324956.510781 + Penalty 3317.788398 = -3321638.722383 nChanged 12309 SP:Iteration 1F (10691.530000 sec): 3 clusters Score: Raw -3331817.972551 + Penalty 3317.788398 = -3328500.184153 nChanged 1245 SP:Iteration 2Q (10691.860000 sec): 3 clusters Score: Raw -3332209.257523 + Penalty 3317.788398 = -3328891.469125 nChanged 1185 SP:Iteration 3Q (10692.250000 sec): 3 clusters Score: Raw -3332595.762589 + Penalty 3317.788398 = -3329277.974191 nChanged 1132 SP:Iteration 4Q (10692.530000 sec): 3 clusters Score: Raw -3333019.557222 + Penalty 3317.788398 = -3329701.768824 nChanged 1234 SP:Iteration 5Q (10692.870000 sec): 3 clusters Score: Raw -3333579.920989 + Penalty 3317.788398 = -3330262.132591 nChanged 1433 SP:Iteration 6F (10693.200000 sec): 3 clusters Score: Raw -3334425.098923 + Penalty 3317.788398 = -3331107.310525 nChanged 1728 SP:Iteration 7F (10693.570000 sec): 3 clusters Score: Raw -3335678.057897 + Penalty 3317.788398 = -3332360.269498 nChanged 1891 SP:Iteration 8F (10693.860000 sec): 3 clusters Score: Raw -3337311.611435 + Penalty 3317.788398 = -3333993.823037 nChanged 1700 SP:Iteration 9F (10694.200000 sec): 3 clusters Score: Raw -3338882.278180 + Penalty 3317.788398 = -3335564.489782 nChanged 1297 SP:Iteration 10Q (10694.530000 sec): 3 clusters Score: Raw -3340176.088923 + Penalty 3317.788398 = -3336858.300525 nChanged 816 SP:Iteration 11Q (10694.870000 sec): 3 clusters Score: Raw -3340984.399255 + Penalty 3317.788398 = -3337666.610857 nChanged 366 SP:Iteration 12Q (10695.220000 sec): 3 clusters Score: Raw -3341339.198227 + Penalty 3317.788398 = -3338021.409829 nChanged 149 SP:Iteration 13Q (10695.560000 sec): 3 clusters Score: Raw -3341495.215613 + Penalty 3317.788398 = -3338177.427215 nChanged 70 SP:Iteration 14Q (10695.890000 sec): 3 clusters Score: Raw -3341579.886284 + Penalty 3317.788398 = -3338262.097886 nChanged 34 SP:Iteration 15Q (10696.190000 sec): 3 clusters Score: Raw -3341622.726511 + Penalty 3317.788398 = -3338304.938113 nChanged 17 SP:Iteration 16Q (10696.470000 sec): 3 clusters Score: Raw -3341649.155844 + Penalty 3317.788398 = -3338331.367446 nChanged 15 SP:Iteration 17Q (10696.770000 sec): 3 clusters Score: Raw -3341674.281734 + Penalty 3317.788398 = -3338356.493336 nChanged 12 SP:Iteration 18Q (10697.010000 sec): 3 clusters Score: Raw -3341686.704339 + Penalty 3317.788398 = -3338368.915941 nChanged 7 SP:Iteration 19Q (10697.260000 sec): 3 clusters Score: Raw -3341697.740983 + Penalty 3317.788398 = -3338379.952585 nChanged 2 SP:Iteration 20F (10697.560000 sec): 3 clusters Score: Raw -3341701.157916 + Penalty 3317.788398 = -3338383.369518 nChanged 3 SP:Iteration 21Q (10697.790000 sec): 3 clusters Score: Raw -3341709.169416 + Penalty 3317.788398 = -3338391.381018 nChanged 6 SP:Iteration 22Q (10698.080000 sec): 3 clusters Score: Raw -3341719.085788 + Penalty 3317.788398 = -3338401.297390 nChanged 4 SP:Iteration 23Q (10698.370000 sec): 3 clusters Score: Raw -3341723.138750 + Penalty 3317.788398 = -3338405.350352 nChanged 2 SP:Iteration 24Q (10698.680000 sec): 3 clusters Score: Raw -3341725.299290 + Penalty 3317.788398 = -3338407.510892 nChanged 1 SP:Iteration 25Q (10698.970000 sec): 3 clusters Score: Raw -3341726.975309 + Penalty 3317.788398 = -3338409.186911 nChanged 2 SP:Iteration 26Q (10699.230000 sec): 3 clusters Score: Raw -3341728.516899 + Penalty 3317.788398 = -3338410.728501 nChanged 1 SP:Iteration 27Q (10699.510000 sec): 3 clusters Score: Raw -3341729.759077 + Penalty 3317.788398 = -3338411.970679 nChanged 1 SP:Iteration 28Q (10699.780000 sec): 3 clusters Score: Raw -3341730.861180 + Penalty 3317.788398 = -3338413.072782 nChanged 0 SP:Iteration 29F (10700.110000 sec): 3 clusters Score: Raw -3341730.861180 + Penalty 3317.788398 = -3338413.072782 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10700.250000 sec): 2 clusters Score: Raw -1923822.526746 + Penalty 1564.153138 = -1922258.373608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10700.500000 sec): 3 clusters Score: Raw -1914905.488026 + Penalty 3128.306276 = -1911777.181750 nChanged 6714 SP:Iteration 1F (10700.750000 sec): 3 clusters Score: Raw -1918552.280469 + Penalty 3128.306276 = -1915423.974193 nChanged 871 SP:Iteration 2F (10700.940000 sec): 3 clusters Score: Raw -1918938.891102 + Penalty 3128.306276 = -1915810.584826 nChanged 818 SP:Iteration 3F (10701.170000 sec): 3 clusters Score: Raw -1919340.614925 + Penalty 3128.306276 = -1916212.308649 nChanged 865 SP:Iteration 4F (10701.450000 sec): 3 clusters Score: Raw -1919846.860207 + Penalty 3128.306276 = -1916718.553931 nChanged 985 SP:Iteration 5F (10701.750000 sec): 3 clusters Score: Raw -1920540.742897 + Penalty 3128.306276 = -1917412.436621 nChanged 1068 SP:Iteration 6F (10701.990000 sec): 3 clusters Score: Raw -1921404.751252 + Penalty 3128.306276 = -1918276.444976 nChanged 985 SP:Iteration 7F (10702.270000 sec): 3 clusters Score: Raw -1922232.137655 + Penalty 3128.306276 = -1919103.831380 nChanged 778 SP:Iteration 8F (10702.530000 sec): 3 clusters Score: Raw -1922856.798417 + Penalty 3128.306276 = -1919728.492141 nChanged 574 SP:Iteration 9Q (10702.830000 sec): 3 clusters Score: Raw -1923244.712835 + Penalty 3128.306276 = -1920116.406560 nChanged 336 SP:Iteration 10Q (10703.130000 sec): 3 clusters Score: Raw -1923431.812159 + Penalty 3128.306276 = -1920303.505883 nChanged 232 SP:Iteration 11Q (10703.430000 sec): 3 clusters Score: Raw -1923528.077761 + Penalty 3128.306276 = -1920399.771486 nChanged 175 SP:Iteration 12Q (10703.630000 sec): 3 clusters Score: Raw -1923591.707268 + Penalty 3128.306276 = -1920463.400992 nChanged 152 SP:Iteration 13Q (10703.950000 sec): 3 clusters Score: Raw -1923640.134160 + Penalty 3128.306276 = -1920511.827884 nChanged 108 SP:Iteration 14Q (10704.210000 sec): 3 clusters Score: Raw -1923673.963211 + Penalty 3128.306276 = -1920545.656935 nChanged 131 SP:Iteration 15Q (10704.490000 sec): 3 clusters Score: Raw -1923720.530076 + Penalty 3128.306276 = -1920592.223801 nChanged 123 SP:Iteration 16Q (10704.750000 sec): 3 clusters Score: Raw -1923766.331408 + Penalty 3128.306276 = -1920638.025132 nChanged 116 SP:Iteration 17Q (10705.060000 sec): 3 clusters Score: Raw -1923799.990553 + Penalty 3128.306276 = -1920671.684277 nChanged 98 SP:Iteration 18Q (10705.280000 sec): 3 clusters Score: Raw -1923829.649784 + Penalty 3128.306276 = -1920701.343509 nChanged 92 SP:Iteration 19Q (10705.510000 sec): 3 clusters Score: Raw -1923859.606950 + Penalty 3128.306276 = -1920731.300674 nChanged 91 SP:Iteration 20F (10705.770000 sec): 3 clusters Score: Raw -1923890.212667 + Penalty 3128.306276 = -1920761.906391 nChanged 75 SP:Iteration 21Q (10706.040000 sec): 3 clusters Score: Raw -1923912.659520 + Penalty 3128.306276 = -1920784.353245 nChanged 68 SP:Iteration 22Q (10706.340000 sec): 3 clusters Score: Raw -1923930.405616 + Penalty 3128.306276 = -1920802.099340 nChanged 57 SP:Iteration 23Q (10706.600000 sec): 3 clusters Score: Raw -1923944.081399 + Penalty 3128.306276 = -1920815.775123 nChanged 55 SP:Iteration 24Q (10706.860000 sec): 3 clusters Score: Raw -1923958.449629 + Penalty 3128.306276 = -1920830.143353 nChanged 43 SP:Iteration 25Q (10707.150000 sec): 3 clusters Score: Raw -1923967.602217 + Penalty 3128.306276 = -1920839.295941 nChanged 41 SP:Iteration 26Q (10707.430000 sec): 3 clusters Score: Raw -1923979.104525 + Penalty 3128.306276 = -1920850.798250 nChanged 43 SP:Iteration 27Q (10707.640000 sec): 3 clusters Score: Raw -1923991.641627 + Penalty 3128.306276 = -1920863.335351 nChanged 31 SP:Iteration 28Q (10707.870000 sec): 3 clusters Score: Raw -1923999.894862 + Penalty 3128.306276 = -1920871.588586 nChanged 35 SP:Iteration 29Q (10708.080000 sec): 3 clusters Score: Raw -1924007.416718 + Penalty 3128.306276 = -1920879.110442 nChanged 34 SP:Iteration 30Q (10708.300000 sec): 3 clusters Score: Raw -1924015.296051 + Penalty 3128.306276 = -1920886.989775 nChanged 31 SP:Iteration 31Q (10708.510000 sec): 3 clusters Score: Raw -1924022.367301 + Penalty 3128.306276 = -1920894.061025 nChanged 30 SP:Iteration 32Q (10708.730000 sec): 3 clusters Score: Raw -1924029.701147 + Penalty 3128.306276 = -1920901.394871 nChanged 32 SP:Iteration 33Q (10708.950000 sec): 3 clusters Score: Raw -1924037.860979 + Penalty 3128.306276 = -1920909.554704 nChanged 35 SP:Iteration 34Q (10709.170000 sec): 3 clusters Score: Raw -1924047.866362 + Penalty 3128.306276 = -1920919.560086 nChanged 35 SP:Iteration 35Q (10709.430000 sec): 3 clusters Score: Raw -1924055.449771 + Penalty 3128.306276 = -1920927.143495 nChanged 21 SP:Iteration 36Q (10709.620000 sec): 3 clusters Score: Raw -1924059.102850 + Penalty 3128.306276 = -1920930.796574 nChanged 19 SP:Iteration 37Q (10709.840000 sec): 3 clusters Score: Raw -1924063.651619 + Penalty 3128.306276 = -1920935.345344 nChanged 22 SP:Iteration 38Q (10710.060000 sec): 3 clusters Score: Raw -1924069.234861 + Penalty 3128.306276 = -1920940.928585 nChanged 23 SP:Iteration 39Q (10710.270000 sec): 3 clusters Score: Raw -1924075.829969 + Penalty 3128.306276 = -1920947.523693 nChanged 25 SP:Iteration 40F (10710.480000 sec): 3 clusters Score: Raw -1924080.709465 + Penalty 3128.306276 = -1920952.403189 nChanged 11 SP:Iteration 41Q (10710.700000 sec): 3 clusters Score: Raw -1924082.878236 + Penalty 3128.306276 = -1920954.571961 nChanged 15 SP:Iteration 42Q (10710.960000 sec): 3 clusters Score: Raw -1924086.810478 + Penalty 3128.306276 = -1920958.504202 nChanged 15 SP:Iteration 43Q (10711.220000 sec): 3 clusters Score: Raw -1924090.640383 + Penalty 3128.306276 = -1920962.334108 nChanged 16 SP:Iteration 44Q (10711.500000 sec): 3 clusters Score: Raw -1924094.853636 + Penalty 3128.306276 = -1920966.547361 nChanged 20 SP:Iteration 45Q (10711.730000 sec): 3 clusters Score: Raw -1924100.131660 + Penalty 3128.306276 = -1920971.825385 nChanged 16 SP:Iteration 46Q (10711.970000 sec): 3 clusters Score: Raw -1924104.577398 + Penalty 3128.306276 = -1920976.271123 nChanged 19 SP:Iteration 47Q (10712.250000 sec): 3 clusters Score: Raw -1924111.543965 + Penalty 3128.306276 = -1920983.237689 nChanged 27 SP:Iteration 48Q (10712.450000 sec): 3 clusters Score: Raw -1924119.235940 + Penalty 3128.306276 = -1920990.929665 nChanged 19 SP:Iteration 49Q (10712.690000 sec): 3 clusters Score: Raw -1924124.976205 + Penalty 3128.306276 = -1920996.669930 nChanged 19 SP:Iteration 50Q (10712.930000 sec): 3 clusters Score: Raw -1924130.948768 + Penalty 3128.306276 = -1921002.642492 nChanged 15 SP:Iteration 51Q (10713.140000 sec): 3 clusters Score: Raw -1924134.305931 + Penalty 3128.306276 = -1921005.999656 nChanged 15 SP:Iteration 52Q (10713.380000 sec): 3 clusters Score: Raw -1924138.565014 + Penalty 3128.306276 = -1921010.258738 nChanged 12 SP:Iteration 53Q (10713.610000 sec): 3 clusters Score: Raw -1924140.529729 + Penalty 3128.306276 = -1921012.223454 nChanged 8 SP:Iteration 54Q (10713.850000 sec): 3 clusters Score: Raw -1924142.046376 + Penalty 3128.306276 = -1921013.740100 nChanged 5 SP:Iteration 55Q (10714.050000 sec): 3 clusters Score: Raw -1924143.130507 + Penalty 3128.306276 = -1921014.824231 nChanged 7 SP:Iteration 56Q (10714.260000 sec): 3 clusters Score: Raw -1924144.627369 + Penalty 3128.306276 = -1921016.321093 nChanged 3 SP:Iteration 57Q (10714.500000 sec): 3 clusters Score: Raw -1924145.270780 + Penalty 3128.306276 = -1921016.964504 nChanged 1 SP:Iteration 58Q (10714.730000 sec): 3 clusters Score: Raw -1924145.452589 + Penalty 3128.306276 = -1921017.146313 nChanged 0 SP:Iteration 59F (10715.000000 sec): 3 clusters Score: Raw -1924145.452589 + Penalty 3128.306276 = -1921017.146313 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10718.940000 sec): 2 clusters Score: Raw -113967053.316927 + Penalty 2233.082636 = -113964820.234291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10723.400000 sec): 3 clusters Score: Raw -113336643.689903 + Penalty 4466.165273 = -113332177.524630 nChanged 457620 SP:Iteration 1F (10727.890000 sec): 3 clusters Score: Raw -113617209.209312 + Penalty 4466.165273 = -113612743.044039 nChanged 26031 SP:Iteration 2Q (10733.180000 sec): 3 clusters Score: Raw -113623300.546989 + Penalty 4466.165273 = -113618834.381716 nChanged 33714 SP:Iteration 3Q (10737.960000 sec): 3 clusters Score: Raw -113633813.286195 + Penalty 4466.165273 = -113629347.120923 nChanged 44711 SP:Iteration 4Q (10742.910000 sec): 3 clusters Score: Raw -113652812.127433 + Penalty 4466.165273 = -113648345.962160 nChanged 58552 SP:Iteration 5F (10747.850000 sec): 3 clusters Score: Raw -113686479.536706 + Penalty 4466.165273 = -113682013.371433 nChanged 72669 SP:Iteration 6F (10752.400000 sec): 3 clusters Score: Raw -113740520.226372 + Penalty 4466.165273 = -113736054.061099 nChanged 79339 SP:Iteration 7F (10756.570000 sec): 3 clusters Score: Raw -113810735.327445 + Penalty 4466.165273 = -113806269.162172 nChanged 71175 SP:Iteration 8F (10760.890000 sec): 3 clusters Score: Raw -113880543.901261 + Penalty 4466.165273 = -113876077.735988 nChanged 49790 SP:Iteration 9F (10765.470000 sec): 3 clusters Score: Raw -113931271.491848 + Penalty 4466.165273 = -113926805.326575 nChanged 24794 SP:Iteration 10Q (10769.820000 sec): 3 clusters Score: Raw -113955430.343889 + Penalty 4466.165273 = -113950964.178616 nChanged 9307 SP:Iteration 11Q (10773.740000 sec): 3 clusters Score: Raw -113963812.876453 + Penalty 4466.165273 = -113959346.711180 nChanged 2828 SP:Iteration 12Q (10777.440000 sec): 3 clusters Score: Raw -113966183.252380 + Penalty 4466.165273 = -113961717.087107 nChanged 813 SP:Iteration 13Q (10781.310000 sec): 3 clusters Score: Raw -113966870.583956 + Penalty 4466.165273 = -113962404.418683 nChanged 264 SP:Iteration 14Q (10785.250000 sec): 3 clusters Score: Raw -113967125.099317 + Penalty 4466.165273 = -113962658.934044 nChanged 90 SP:Iteration 15Q (10789.510000 sec): 3 clusters Score: Raw -113967216.760475 + Penalty 4466.165273 = -113962750.595202 nChanged 45 SP:Iteration 16Q (10793.340000 sec): 3 clusters Score: Raw -113967268.148925 + Penalty 4466.165273 = -113962801.983652 nChanged 30 SP:Iteration 17Q (10797.170000 sec): 3 clusters Score: Raw -113967295.417641 + Penalty 4466.165273 = -113962829.252369 nChanged 16 SP:Iteration 18Q (10800.760000 sec): 3 clusters Score: Raw -113967309.702778 + Penalty 4466.165273 = -113962843.537505 nChanged 13 SP:Iteration 19Q (10804.260000 sec): 3 clusters Score: Raw -113967321.666598 + Penalty 4466.165273 = -113962855.501325 nChanged 9 SP:Iteration 20F (10808.320000 sec): 3 clusters Score: Raw -113967330.615333 + Penalty 4466.165273 = -113962864.450060 nChanged 7 SP:Iteration 21Q (10811.960000 sec): 3 clusters Score: Raw -113967336.935290 + Penalty 4466.165273 = -113962870.770018 nChanged 3 SP:Iteration 22Q (10815.170000 sec): 3 clusters Score: Raw -113967341.552265 + Penalty 4466.165273 = -113962875.386992 nChanged 5 SP:Iteration 23Q (10818.840000 sec): 3 clusters Score: Raw -113967345.911029 + Penalty 4466.165273 = -113962879.745756 nChanged 0 SP:Iteration 24F (10823.030000 sec): 3 clusters Score: Raw -113967345.911029 + Penalty 4466.165273 = -113962879.745756 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10823.740000 sec): 2 clusters Score: Raw -2741415.911706 + Penalty 1629.485980 = -2739786.425726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10824.030000 sec): 3 clusters Score: Raw -2727747.412194 + Penalty 3258.971961 = -2724488.440233 nChanged 10159 SP:Iteration 1F (10824.310000 sec): 3 clusters Score: Raw -2733051.340639 + Penalty 3258.971961 = -2729792.368679 nChanged 962 SP:Iteration 2Q (10824.580000 sec): 3 clusters Score: Raw -2733332.750381 + Penalty 3258.971961 = -2730073.778420 nChanged 915 SP:Iteration 3Q (10824.900000 sec): 3 clusters Score: Raw -2733601.338892 + Penalty 3258.971961 = -2730342.366931 nChanged 831 SP:Iteration 4Q (10825.190000 sec): 3 clusters Score: Raw -2733857.844683 + Penalty 3258.971961 = -2730598.872722 nChanged 793 SP:Iteration 5Q (10825.450000 sec): 3 clusters Score: Raw -2734119.189749 + Penalty 3258.971961 = -2730860.217788 nChanged 782 SP:Iteration 6Q (10825.710000 sec): 3 clusters Score: Raw -2734399.326933 + Penalty 3258.971961 = -2731140.354972 nChanged 836 SP:Iteration 7Q (10826.070000 sec): 3 clusters Score: Raw -2734769.919034 + Penalty 3258.971961 = -2731510.947074 nChanged 908 SP:Iteration 8Q (10826.350000 sec): 3 clusters Score: Raw -2735276.558755 + Penalty 3258.971961 = -2732017.586794 nChanged 1079 SP:Iteration 9Q (10826.690000 sec): 3 clusters Score: Raw -2736094.999206 + Penalty 3258.971961 = -2732836.027246 nChanged 1227 SP:Iteration 10F (10826.970000 sec): 3 clusters Score: Raw -2737145.937733 + Penalty 3258.971961 = -2733886.965772 nChanged 1165 SP:Iteration 11F (10827.310000 sec): 3 clusters Score: Raw -2738183.481614 + Penalty 3258.971961 = -2734924.509653 nChanged 1006 SP:Iteration 12Q (10827.650000 sec): 3 clusters Score: Raw -2739024.585728 + Penalty 3258.971961 = -2735765.613768 nChanged 812 SP:Iteration 13Q (10827.910000 sec): 3 clusters Score: Raw -2739606.890663 + Penalty 3258.971961 = -2736347.918703 nChanged 633 SP:Iteration 14Q (10828.270000 sec): 3 clusters Score: Raw -2740000.708632 + Penalty 3258.971961 = -2736741.736671 nChanged 479 SP:Iteration 15Q (10828.530000 sec): 3 clusters Score: Raw -2740279.349279 + Penalty 3258.971961 = -2737020.377319 nChanged 395 SP:Iteration 16Q (10828.840000 sec): 3 clusters Score: Raw -2740490.095770 + Penalty 3258.971961 = -2737231.123809 nChanged 324 SP:Iteration 17Q (10829.150000 sec): 3 clusters Score: Raw -2740644.207470 + Penalty 3258.971961 = -2737385.235509 nChanged 269 SP:Iteration 18Q (10829.400000 sec): 3 clusters Score: Raw -2740759.551849 + Penalty 3258.971961 = -2737500.579888 nChanged 230 SP:Iteration 19Q (10829.700000 sec): 3 clusters Score: Raw -2740854.945017 + Penalty 3258.971961 = -2737595.973056 nChanged 210 SP:Iteration 20F (10830.030000 sec): 3 clusters Score: Raw -2740945.365008 + Penalty 3258.971961 = -2737686.393047 nChanged 165 SP:Iteration 21Q (10830.300000 sec): 3 clusters Score: Raw -2741013.046145 + Penalty 3258.971961 = -2737754.074185 nChanged 139 SP:Iteration 22Q (10830.580000 sec): 3 clusters Score: Raw -2741071.552586 + Penalty 3258.971961 = -2737812.580626 nChanged 123 SP:Iteration 23Q (10830.870000 sec): 3 clusters Score: Raw -2741111.389482 + Penalty 3258.971961 = -2737852.417522 nChanged 106 SP:Iteration 24Q (10831.070000 sec): 3 clusters Score: Raw -2741146.969013 + Penalty 3258.971961 = -2737887.997052 nChanged 101 SP:Iteration 25Q (10831.410000 sec): 3 clusters Score: Raw -2741183.838056 + Penalty 3258.971961 = -2737924.866095 nChanged 105 SP:Iteration 26Q (10831.640000 sec): 3 clusters Score: Raw -2741219.877646 + Penalty 3258.971961 = -2737960.905686 nChanged 91 SP:Iteration 27Q (10831.940000 sec): 3 clusters Score: Raw -2741249.287652 + Penalty 3258.971961 = -2737990.315691 nChanged 75 SP:Iteration 28Q (10832.250000 sec): 3 clusters Score: Raw -2741272.316812 + Penalty 3258.971961 = -2738013.344852 nChanged 74 SP:Iteration 29Q (10832.560000 sec): 3 clusters Score: Raw -2741294.213412 + Penalty 3258.971961 = -2738035.241451 nChanged 80 SP:Iteration 30Q (10832.870000 sec): 3 clusters Score: Raw -2741319.326944 + Penalty 3258.971961 = -2738060.354983 nChanged 72 SP:Iteration 31Q (10833.130000 sec): 3 clusters Score: Raw -2741340.804384 + Penalty 3258.971961 = -2738081.832424 nChanged 68 SP:Iteration 32Q (10833.400000 sec): 3 clusters Score: Raw -2741358.965813 + Penalty 3258.971961 = -2738099.993853 nChanged 59 SP:Iteration 33Q (10833.680000 sec): 3 clusters Score: Raw -2741374.966312 + Penalty 3258.971961 = -2738115.994352 nChanged 57 SP:Iteration 34Q (10833.990000 sec): 3 clusters Score: Raw -2741388.895214 + Penalty 3258.971961 = -2738129.923253 nChanged 44 SP:Iteration 35Q (10834.280000 sec): 3 clusters Score: Raw -2741403.184248 + Penalty 3258.971961 = -2738144.212288 nChanged 54 SP:Iteration 36Q (10834.520000 sec): 3 clusters Score: Raw -2741421.864065 + Penalty 3258.971961 = -2738162.892104 nChanged 65 SP:Iteration 37Q (10834.750000 sec): 3 clusters Score: Raw -2741443.929769 + Penalty 3258.971961 = -2738184.957808 nChanged 55 SP:Iteration 38Q (10835.100000 sec): 3 clusters Score: Raw -2741460.583456 + Penalty 3258.971961 = -2738201.611496 nChanged 51 SP:Iteration 39Q (10835.370000 sec): 3 clusters Score: Raw -2741477.576932 + Penalty 3258.971961 = -2738218.604971 nChanged 48 SP:Iteration 40F (10835.610000 sec): 3 clusters Score: Raw -2741493.408534 + Penalty 3258.971961 = -2738234.436573 nChanged 44 SP:Iteration 41Q (10835.920000 sec): 3 clusters Score: Raw -2741510.853695 + Penalty 3258.971961 = -2738251.881734 nChanged 50 SP:Iteration 42Q (10836.250000 sec): 3 clusters Score: Raw -2741528.624895 + Penalty 3258.971961 = -2738269.652935 nChanged 41 SP:Iteration 43Q (10836.500000 sec): 3 clusters Score: Raw -2741544.657657 + Penalty 3258.971961 = -2738285.685696 nChanged 38 SP:Iteration 44Q (10836.860000 sec): 3 clusters Score: Raw -2741560.001379 + Penalty 3258.971961 = -2738301.029418 nChanged 42 SP:Iteration 45Q (10837.180000 sec): 3 clusters Score: Raw -2741573.184499 + Penalty 3258.971961 = -2738314.212538 nChanged 36 SP:Iteration 46Q (10837.480000 sec): 3 clusters Score: Raw -2741590.087333 + Penalty 3258.971961 = -2738331.115373 nChanged 35 SP:Iteration 47Q (10837.760000 sec): 3 clusters Score: Raw -2741600.709322 + Penalty 3258.971961 = -2738341.737362 nChanged 25 SP:Iteration 48Q (10838.100000 sec): 3 clusters Score: Raw -2741609.018600 + Penalty 3258.971961 = -2738350.046639 nChanged 21 SP:Iteration 49Q (10838.380000 sec): 3 clusters Score: Raw -2741616.964867 + Penalty 3258.971961 = -2738357.992907 nChanged 28 SP:Iteration 50Q (10838.660000 sec): 3 clusters Score: Raw -2741627.816785 + Penalty 3258.971961 = -2738368.844825 nChanged 23 SP:Iteration 51Q (10838.940000 sec): 3 clusters Score: Raw -2741636.489548 + Penalty 3258.971961 = -2738377.517588 nChanged 26 SP:Iteration 52Q (10839.220000 sec): 3 clusters Score: Raw -2741647.844155 + Penalty 3258.971961 = -2738388.872194 nChanged 34 SP:Iteration 53Q (10839.470000 sec): 3 clusters Score: Raw -2741660.854289 + Penalty 3258.971961 = -2738401.882328 nChanged 25 SP:Iteration 54Q (10839.760000 sec): 3 clusters Score: Raw -2741670.118305 + Penalty 3258.971961 = -2738411.146345 nChanged 25 SP:Iteration 55Q (10840.060000 sec): 3 clusters Score: Raw -2741678.948739 + Penalty 3258.971961 = -2738419.976778 nChanged 17 SP:Iteration 56Q (10840.320000 sec): 3 clusters Score: Raw -2741685.457754 + Penalty 3258.971961 = -2738426.485794 nChanged 10 SP:Iteration 57Q (10840.640000 sec): 3 clusters Score: Raw -2741688.581796 + Penalty 3258.971961 = -2738429.609835 nChanged 7 SP:Iteration 58Q (10840.900000 sec): 3 clusters Score: Raw -2741689.993660 + Penalty 3258.971961 = -2738431.021699 nChanged 6 SP:Iteration 59Q (10841.240000 sec): 3 clusters Score: Raw -2741691.489318 + Penalty 3258.971961 = -2738432.517357 nChanged 4 SP:Iteration 60F (10841.540000 sec): 3 clusters Score: Raw -2741693.189835 + Penalty 3258.971961 = -2738434.217875 nChanged 5 SP:Iteration 61Q (10841.880000 sec): 3 clusters Score: Raw -2741695.649342 + Penalty 3258.971961 = -2738436.677381 nChanged 9 SP:Iteration 62Q (10842.140000 sec): 3 clusters Score: Raw -2741699.005235 + Penalty 3258.971961 = -2738440.033275 nChanged 10 SP:Iteration 63Q (10842.440000 sec): 3 clusters Score: Raw -2741701.416036 + Penalty 3258.971961 = -2738442.444075 nChanged 8 SP:Iteration 64Q (10842.800000 sec): 3 clusters Score: Raw -2741703.413866 + Penalty 3258.971961 = -2738444.441905 nChanged 7 SP:Iteration 65Q (10843.060000 sec): 3 clusters Score: Raw -2741705.412127 + Penalty 3258.971961 = -2738446.440166 nChanged 6 SP:Iteration 66Q (10843.360000 sec): 3 clusters Score: Raw -2741707.449310 + Penalty 3258.971961 = -2738448.477350 nChanged 5 SP:Iteration 67Q (10843.680000 sec): 3 clusters Score: Raw -2741708.559575 + Penalty 3258.971961 = -2738449.587614 nChanged 3 SP:Iteration 68Q (10843.950000 sec): 3 clusters Score: Raw -2741709.597403 + Penalty 3258.971961 = -2738450.625443 nChanged 7 SP:Iteration 69Q (10844.220000 sec): 3 clusters Score: Raw -2741712.049273 + Penalty 3258.971961 = -2738453.077313 nChanged 6 SP:Iteration 70Q (10844.500000 sec): 3 clusters Score: Raw -2741713.516502 + Penalty 3258.971961 = -2738454.544541 nChanged 4 SP:Iteration 71Q (10844.790000 sec): 3 clusters Score: Raw -2741714.802446 + Penalty 3258.971961 = -2738455.830486 nChanged 5 SP:Iteration 72Q (10845.110000 sec): 3 clusters Score: Raw -2741715.838999 + Penalty 3258.971961 = -2738456.867039 nChanged 2 SP:Iteration 73Q (10845.370000 sec): 3 clusters Score: Raw -2741716.384317 + Penalty 3258.971961 = -2738457.412357 nChanged 1 SP:Iteration 74Q (10845.640000 sec): 3 clusters Score: Raw -2741716.774148 + Penalty 3258.971961 = -2738457.802188 nChanged 3 SP:Iteration 75Q (10845.960000 sec): 3 clusters Score: Raw -2741718.061638 + Penalty 3258.971961 = -2738459.089677 nChanged 4 SP:Iteration 76Q (10846.260000 sec): 3 clusters Score: Raw -2741719.352044 + Penalty 3258.971961 = -2738460.380084 nChanged 2 SP:Iteration 77Q (10846.560000 sec): 3 clusters Score: Raw -2741719.910483 + Penalty 3258.971961 = -2738460.938522 nChanged 2 SP:Iteration 78Q (10846.860000 sec): 3 clusters Score: Raw -2741720.951524 + Penalty 3258.971961 = -2738461.979564 nChanged 2 SP:Iteration 79Q (10847.140000 sec): 3 clusters Score: Raw -2741721.648493 + Penalty 3258.971961 = -2738462.676533 nChanged 4 SP:Iteration 80F (10847.450000 sec): 3 clusters Score: Raw -2741722.495208 + Penalty 3258.971961 = -2738463.523247 nChanged 1 SP:Iteration 81Q (10847.780000 sec): 3 clusters Score: Raw -2741722.735181 + Penalty 3258.971961 = -2738463.763221 nChanged 3 SP:Iteration 82Q (10848.100000 sec): 3 clusters Score: Raw -2741724.142758 + Penalty 3258.971961 = -2738465.170798 nChanged 3 SP:Iteration 83Q (10848.400000 sec): 3 clusters Score: Raw -2741725.550460 + Penalty 3258.971961 = -2738466.578499 nChanged 2 SP:Iteration 84Q (10848.730000 sec): 3 clusters Score: Raw -2741725.868251 + Penalty 3258.971961 = -2738466.896290 nChanged 0 SP:Iteration 85F (10849.020000 sec): 3 clusters Score: Raw -2741725.868251 + Penalty 3258.971961 = -2738466.896290 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10849.100000 sec): 2 clusters Score: Raw -172901.934240 + Penalty 1180.972882 = -171720.961358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10849.350000 sec): 3 clusters Score: Raw -172344.426262 + Penalty 2361.945764 = -169982.480498 nChanged 474 SP:Iteration 1F (10849.520000 sec): 3 clusters Score: Raw -172660.457752 + Penalty 2361.945764 = -170298.511988 nChanged 95 SP:Iteration 2F (10849.710000 sec): 3 clusters Score: Raw -172737.672477 + Penalty 2361.945764 = -170375.726713 nChanged 60 SP:Iteration 3Q (10849.880000 sec): 3 clusters Score: Raw -172795.073055 + Penalty 2361.945764 = -170433.127291 nChanged 57 SP:Iteration 4Q (10850.100000 sec): 3 clusters Score: Raw -172843.766834 + Penalty 2361.945764 = -170481.821070 nChanged 37 SP:Iteration 5Q (10850.300000 sec): 3 clusters Score: Raw -172883.006999 + Penalty 2361.945764 = -170521.061235 nChanged 38 SP:Iteration 6Q (10850.450000 sec): 3 clusters Score: Raw -172912.358684 + Penalty 2361.945764 = -170550.412920 nChanged 22 SP:Iteration 7Q (10850.630000 sec): 3 clusters Score: Raw -172926.898963 + Penalty 2361.945764 = -170564.953199 nChanged 13 SP:Iteration 8Q (10850.850000 sec): 3 clusters Score: Raw -172936.036474 + Penalty 2361.945764 = -170574.090710 nChanged 10 SP:Iteration 9Q (10851.040000 sec): 3 clusters Score: Raw -172946.426298 + Penalty 2361.945764 = -170584.480534 nChanged 6 SP:Iteration 10Q (10851.260000 sec): 3 clusters Score: Raw -172950.653989 + Penalty 2361.945764 = -170588.708225 nChanged 2 SP:Iteration 11Q (10851.420000 sec): 3 clusters Score: Raw -172952.454431 + Penalty 2361.945764 = -170590.508667 nChanged 3 SP:Iteration 12Q (10851.590000 sec): 3 clusters Score: Raw -172953.839260 + Penalty 2361.945764 = -170591.893496 nChanged 1 SP:Iteration 13Q (10851.820000 sec): 3 clusters Score: Raw -172954.501431 + Penalty 2361.945764 = -170592.555667 nChanged 1 SP:Iteration 14Q (10851.980000 sec): 3 clusters Score: Raw -172955.172376 + Penalty 2361.945764 = -170593.226612 nChanged 2 SP:Iteration 15Q (10852.210000 sec): 3 clusters Score: Raw -172956.213617 + Penalty 2361.945764 = -170594.267853 nChanged 1 SP:Iteration 16Q (10852.400000 sec): 3 clusters Score: Raw -172957.009872 + Penalty 2361.945764 = -170595.064108 nChanged 0 SP:Iteration 17F (10852.580000 sec): 3 clusters Score: Raw -172957.009872 + Penalty 2361.945764 = -170595.064108 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (91764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10852.970000 sec): 2 clusters Score: Raw -11152033.415438 + Penalty 1856.883493 = -11150176.531945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10853.600000 sec): 3 clusters Score: Raw -11092702.750271 + Penalty 3713.766986 = -11088988.983285 nChanged 43566 SP:Iteration 1F (10854.260000 sec): 3 clusters Score: Raw -11118259.562458 + Penalty 3713.766986 = -11114545.795471 nChanged 3676 SP:Iteration 2Q (10855.090000 sec): 3 clusters Score: Raw -11119548.312505 + Penalty 3713.766986 = -11115834.545518 nChanged 4786 SP:Iteration 3F (10855.920000 sec): 3 clusters Score: Raw -11121921.333342 + Penalty 3713.766986 = -11118207.566356 nChanged 6559 SP:Iteration 4F (10856.670000 sec): 3 clusters Score: Raw -11126374.204178 + Penalty 3713.766986 = -11122660.437191 nChanged 8267 SP:Iteration 5F (10857.320000 sec): 3 clusters Score: Raw -11133616.443581 + Penalty 3713.766986 = -11129902.676594 nChanged 8373 SP:Iteration 6F (10858.110000 sec): 3 clusters Score: Raw -11142168.747196 + Penalty 3713.766986 = -11138454.980210 nChanged 5944 SP:Iteration 7F (10858.860000 sec): 3 clusters Score: Raw -11148496.553163 + Penalty 3713.766986 = -11144782.786176 nChanged 2627 SP:Iteration 8Q (10859.530000 sec): 3 clusters Score: Raw -11151127.819296 + Penalty 3713.766986 = -11147414.052310 nChanged 769 SP:Iteration 9Q (10860.200000 sec): 3 clusters Score: Raw -11151891.833923 + Penalty 3713.766986 = -11148178.066937 nChanged 159 SP:Iteration 10Q (10860.870000 sec): 3 clusters Score: Raw -11152101.876958 + Penalty 3713.766986 = -11148388.109972 nChanged 43 SP:Iteration 11Q (10861.510000 sec): 3 clusters Score: Raw -11152187.128077 + Penalty 3713.766986 = -11148473.361090 nChanged 15 SP:Iteration 12Q (10862.190000 sec): 3 clusters Score: Raw -11152212.463530 + Penalty 3713.766986 = -11148498.696544 nChanged 6 SP:Iteration 13Q (10862.830000 sec): 3 clusters Score: Raw -11152229.638900 + Penalty 3713.766986 = -11148515.871914 nChanged 4 SP:Iteration 14Q (10863.450000 sec): 3 clusters Score: Raw -11152243.523360 + Penalty 3713.766986 = -11148529.756373 nChanged 1 SP:Iteration 15Q (10864.050000 sec): 3 clusters Score: Raw -11152245.769708 + Penalty 3713.766986 = -11148532.002721 nChanged 0 SP:Iteration 16F (10864.720000 sec): 3 clusters Score: Raw -11152245.769708 + Penalty 3713.766986 = -11148532.002721 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10864.820000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10864.970000 sec): 3 clusters Score: Raw -71174.600796 + Penalty 2090.705530 = -69083.895266 nChanged 169 SP:Iteration 1F (10865.140000 sec): 3 clusters Score: Raw -71353.278916 + Penalty 2090.705530 = -69262.573386 nChanged 28 SP:Iteration 2Q (10865.290000 sec): 3 clusters Score: Raw -71386.871387 + Penalty 2090.705530 = -69296.165857 nChanged 7 SP:Iteration 3Q (10865.460000 sec): 3 clusters Score: Raw -71394.858178 + Penalty 2090.705530 = -69304.152647 nChanged 7 SP:Iteration 4Q (10865.570000 sec): 3 clusters Score: Raw -71403.081745 + Penalty 2090.705530 = -69312.376215 nChanged 5 SP:Iteration 5Q (10865.690000 sec): 3 clusters Score: Raw -71408.373212 + Penalty 2090.705530 = -69317.667682 nChanged 2 SP:Iteration 6Q (10865.810000 sec): 3 clusters Score: Raw -71410.489739 + Penalty 2090.705530 = -69319.784209 nChanged 0 SP:Iteration 7F (10865.920000 sec): 3 clusters Score: Raw -71410.489739 + Penalty 2090.705530 = -69319.784209 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10865.970000 sec): 2 clusters Score: Raw -32523.106950 + Penalty 929.550664 = -31593.556287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10866.080000 sec): 3 clusters Score: Raw -32602.788250 + Penalty 1859.101327 = -30743.686922 nChanged 53 SP:Iteration 1F (10866.170000 sec): 3 clusters Score: Raw -32715.045261 + Penalty 1859.101327 = -30855.943933 nChanged 13 SP:Iteration 2Q (10866.300000 sec): 3 clusters Score: Raw -32743.935107 + Penalty 1859.101327 = -30884.833779 nChanged 16 SP:Iteration 3F (10866.470000 sec): 3 clusters Score: Raw -32791.484300 + Penalty 1859.101327 = -30932.382973 nChanged 9 SP:Iteration 4Q (10866.620000 sec): 3 clusters Score: Raw -32825.672482 + Penalty 1859.101327 = -30966.571154 nChanged 3 SP:Iteration 5Q (10866.820000 sec): 3 clusters Score: Raw -32843.984209 + Penalty 1859.101327 = -30984.882881 nChanged 4 SP:Iteration 6Q (10866.930000 sec): 3 clusters Score: Raw -32860.339034 + Penalty 1859.101327 = -31001.237707 nChanged 1 SP:Iteration 7Q (10867.080000 sec): 3 clusters Score: Raw -32867.981823 + Penalty 1859.101327 = -31008.880495 nChanged 1 SP:Iteration 8Q (10867.190000 sec): 3 clusters Score: Raw -32878.682397 + Penalty 1859.101327 = -31019.581070 nChanged 0 SP:Iteration 9F (10867.300000 sec): 3 clusters Score: Raw -32878.682397 + Penalty 1859.101327 = -31019.581070 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10867.380000 sec): 2 clusters Score: Raw -99734.092837 + Penalty 1103.938247 = -98630.154591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10867.500000 sec): 3 clusters Score: Raw -99523.386968 + Penalty 2207.876493 = -97315.510475 nChanged 266 SP:Iteration 1F (10867.630000 sec): 3 clusters Score: Raw -99768.288523 + Penalty 2207.876493 = -97560.412030 nChanged 57 SP:Iteration 2F (10867.760000 sec): 3 clusters Score: Raw -99847.134882 + Penalty 2207.876493 = -97639.258389 nChanged 31 SP:Iteration 3Q (10867.940000 sec): 3 clusters Score: Raw -99904.807032 + Penalty 2207.876493 = -97696.930539 nChanged 26 SP:Iteration 4Q (10868.140000 sec): 3 clusters Score: Raw -99947.790065 + Penalty 2207.876493 = -97739.913572 nChanged 21 SP:Iteration 5Q (10868.260000 sec): 3 clusters Score: Raw -99971.841392 + Penalty 2207.876493 = -97763.964899 nChanged 16 SP:Iteration 6Q (10868.380000 sec): 3 clusters Score: Raw -99988.577492 + Penalty 2207.876493 = -97780.700999 nChanged 17 SP:Iteration 7Q (10868.490000 sec): 3 clusters Score: Raw -100001.910594 + Penalty 2207.876493 = -97794.034101 nChanged 6 SP:Iteration 8Q (10868.620000 sec): 3 clusters Score: Raw -100005.050681 + Penalty 2207.876493 = -97797.174188 nChanged 3 SP:Iteration 9Q (10868.750000 sec): 3 clusters Score: Raw -100007.812172 + Penalty 2207.876493 = -97799.935679 nChanged 3 SP:Iteration 10Q (10868.880000 sec): 3 clusters Score: Raw -100011.095986 + Penalty 2207.876493 = -97803.219493 nChanged 2 SP:Iteration 11Q (10869.020000 sec): 3 clusters Score: Raw -100013.632268 + Penalty 2207.876493 = -97805.755775 nChanged 3 SP:Iteration 12Q (10869.160000 sec): 3 clusters Score: Raw -100015.055512 + Penalty 2207.876493 = -97807.179019 nChanged 1 SP:Iteration 13Q (10869.330000 sec): 3 clusters Score: Raw -100016.057971 + Penalty 2207.876493 = -97808.181478 nChanged 3 SP:Iteration 14Q (10869.490000 sec): 3 clusters Score: Raw -100017.678091 + Penalty 2207.876493 = -97809.801598 nChanged 2 SP:Iteration 15Q (10869.620000 sec): 3 clusters Score: Raw -100019.755587 + Penalty 2207.876493 = -97811.879094 nChanged 5 SP:Iteration 16Q (10869.740000 sec): 3 clusters Score: Raw -100025.304140 + Penalty 2207.876493 = -97817.427647 nChanged 2 SP:Iteration 17Q (10869.850000 sec): 3 clusters Score: Raw -100027.712849 + Penalty 2207.876493 = -97819.836356 nChanged 1 SP:Iteration 18Q (10869.970000 sec): 3 clusters Score: Raw -100028.292984 + Penalty 2207.876493 = -97820.416491 nChanged 1 SP:Iteration 19Q (10870.080000 sec): 3 clusters Score: Raw -100029.912538 + Penalty 2207.876493 = -97822.036045 nChanged 2 SP:Iteration 20F (10870.200000 sec): 3 clusters Score: Raw -100031.554990 + Penalty 2207.876493 = -97823.678497 nChanged 2 SP:Iteration 21Q (10870.320000 sec): 3 clusters Score: Raw -100032.897900 + Penalty 2207.876493 = -97825.021407 nChanged 1 SP:Iteration 22Q (10870.430000 sec): 3 clusters Score: Raw -100033.288957 + Penalty 2207.876493 = -97825.412464 nChanged 1 SP:Iteration 23Q (10870.560000 sec): 3 clusters Score: Raw -100035.268485 + Penalty 2207.876493 = -97827.391992 nChanged 5 SP:Iteration 24Q (10870.730000 sec): 3 clusters Score: Raw -100040.882290 + Penalty 2207.876493 = -97833.005797 nChanged 3 SP:Iteration 25Q (10870.910000 sec): 3 clusters Score: Raw -100049.799487 + Penalty 2207.876493 = -97841.922994 nChanged 4 SP:Iteration 26Q (10871.070000 sec): 3 clusters Score: Raw -100053.109764 + Penalty 2207.876493 = -97845.233271 nChanged 0 SP:Iteration 27F (10871.320000 sec): 3 clusters Score: Raw -100053.109764 + Penalty 2207.876493 = -97845.233271 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10871.490000 sec): 2 clusters Score: Raw -2160435.027143 + Penalty 1582.907401 = -2158852.119742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10871.790000 sec): 3 clusters Score: Raw -2150250.248038 + Penalty 3165.814802 = -2147084.433235 nChanged 7674 SP:Iteration 1F (10872.050000 sec): 3 clusters Score: Raw -2154322.465673 + Penalty 3165.814802 = -2151156.650871 nChanged 895 SP:Iteration 2F (10872.400000 sec): 3 clusters Score: Raw -2154657.245269 + Penalty 3165.814802 = -2151491.430467 nChanged 854 SP:Iteration 3F (10872.660000 sec): 3 clusters Score: Raw -2154997.881775 + Penalty 3165.814802 = -2151832.066973 nChanged 864 SP:Iteration 4F (10872.890000 sec): 3 clusters Score: Raw -2155365.389102 + Penalty 3165.814802 = -2152199.574300 nChanged 892 SP:Iteration 5F (10873.200000 sec): 3 clusters Score: Raw -2155817.897612 + Penalty 3165.814802 = -2152652.082810 nChanged 994 SP:Iteration 6F (10873.470000 sec): 3 clusters Score: Raw -2156420.955312 + Penalty 3165.814802 = -2153255.140510 nChanged 1084 SP:Iteration 7F (10873.790000 sec): 3 clusters Score: Raw -2157241.837414 + Penalty 3165.814802 = -2154076.022612 nChanged 1184 SP:Iteration 8F (10874.100000 sec): 3 clusters Score: Raw -2158278.627705 + Penalty 3165.814802 = -2155112.812902 nChanged 1012 SP:Iteration 9F (10874.400000 sec): 3 clusters Score: Raw -2159254.244853 + Penalty 3165.814802 = -2156088.430050 nChanged 665 SP:Iteration 10Q (10874.660000 sec): 3 clusters Score: Raw -2159939.290651 + Penalty 3165.814802 = -2156773.475848 nChanged 387 SP:Iteration 11Q (10874.990000 sec): 3 clusters Score: Raw -2160351.021964 + Penalty 3165.814802 = -2157185.207161 nChanged 212 SP:Iteration 12Q (10875.320000 sec): 3 clusters Score: Raw -2160564.723413 + Penalty 3165.814802 = -2157398.908610 nChanged 132 SP:Iteration 13Q (10875.600000 sec): 3 clusters Score: Raw -2160664.264781 + Penalty 3165.814802 = -2157498.449978 nChanged 95 SP:Iteration 14Q (10875.860000 sec): 3 clusters Score: Raw -2160727.735709 + Penalty 3165.814802 = -2157561.920906 nChanged 53 SP:Iteration 15Q (10876.150000 sec): 3 clusters Score: Raw -2160756.363854 + Penalty 3165.814802 = -2157590.549051 nChanged 36 SP:Iteration 16Q (10876.390000 sec): 3 clusters Score: Raw -2160780.077588 + Penalty 3165.814802 = -2157614.262786 nChanged 36 SP:Iteration 17Q (10876.680000 sec): 3 clusters Score: Raw -2160799.771336 + Penalty 3165.814802 = -2157633.956534 nChanged 19 SP:Iteration 18Q (10876.960000 sec): 3 clusters Score: Raw -2160807.068568 + Penalty 3165.814802 = -2157641.253765 nChanged 14 SP:Iteration 19Q (10877.220000 sec): 3 clusters Score: Raw -2160812.799985 + Penalty 3165.814802 = -2157646.985182 nChanged 6 SP:Iteration 20F (10877.480000 sec): 3 clusters Score: Raw -2160814.350092 + Penalty 3165.814802 = -2157648.535289 nChanged 3 SP:Iteration 21Q (10877.770000 sec): 3 clusters Score: Raw -2160815.111369 + Penalty 3165.814802 = -2157649.296566 nChanged 2 SP:Iteration 22Q (10878.010000 sec): 3 clusters Score: Raw -2160815.889442 + Penalty 3165.814802 = -2157650.074640 nChanged 3 SP:Iteration 23Q (10878.220000 sec): 3 clusters Score: Raw -2160816.899393 + Penalty 3165.814802 = -2157651.084591 nChanged 4 SP:Iteration 24Q (10878.480000 sec): 3 clusters Score: Raw -2160818.205550 + Penalty 3165.814802 = -2157652.390747 nChanged 4 SP:Iteration 25Q (10878.790000 sec): 3 clusters Score: Raw -2160819.790743 + Penalty 3165.814802 = -2157653.975940 nChanged 4 SP:Iteration 26Q (10879.030000 sec): 3 clusters Score: Raw -2160821.270149 + Penalty 3165.814802 = -2157655.455346 nChanged 3 SP:Iteration 27Q (10879.340000 sec): 3 clusters Score: Raw -2160822.596622 + Penalty 3165.814802 = -2157656.781820 nChanged 2 SP:Iteration 28Q (10879.670000 sec): 3 clusters Score: Raw -2160823.390923 + Penalty 3165.814802 = -2157657.576120 nChanged 2 SP:Iteration 29Q (10879.990000 sec): 3 clusters Score: Raw -2160824.036988 + Penalty 3165.814802 = -2157658.222186 nChanged 0 SP:Iteration 30F (10880.290000 sec): 3 clusters Score: Raw -2160824.036988 + Penalty 3165.814802 = -2157658.222186 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10880.370000 sec): 2 clusters Score: Raw -736685.390210 + Penalty 1407.488336 = -735277.901875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10880.640000 sec): 3 clusters Score: Raw -733618.700540 + Penalty 2814.976671 = -730803.723868 nChanged 2354 SP:Iteration 1F (10880.860000 sec): 3 clusters Score: Raw -734863.101197 + Penalty 2814.976671 = -732048.124526 nChanged 372 SP:Iteration 2F (10881.070000 sec): 3 clusters Score: Raw -735045.544198 + Penalty 2814.976671 = -732230.567527 nChanged 292 SP:Iteration 3F (10881.290000 sec): 3 clusters Score: Raw -735172.015687 + Penalty 2814.976671 = -732357.039016 nChanged 236 SP:Iteration 4Q (10881.500000 sec): 3 clusters Score: Raw -735273.293538 + Penalty 2814.976671 = -732458.316867 nChanged 199 SP:Iteration 5Q (10881.750000 sec): 3 clusters Score: Raw -735353.909341 + Penalty 2814.976671 = -732538.932670 nChanged 187 SP:Iteration 6Q (10881.910000 sec): 3 clusters Score: Raw -735452.746577 + Penalty 2814.976671 = -732637.769906 nChanged 165 SP:Iteration 7Q (10882.130000 sec): 3 clusters Score: Raw -735542.238057 + Penalty 2814.976671 = -732727.261386 nChanged 162 SP:Iteration 8Q (10882.340000 sec): 3 clusters Score: Raw -735632.221624 + Penalty 2814.976671 = -732817.244953 nChanged 158 SP:Iteration 9Q (10882.510000 sec): 3 clusters Score: Raw -735723.940946 + Penalty 2814.976671 = -732908.964275 nChanged 148 SP:Iteration 10Q (10882.720000 sec): 3 clusters Score: Raw -735822.527444 + Penalty 2814.976671 = -733007.550773 nChanged 150 SP:Iteration 11Q (10882.900000 sec): 3 clusters Score: Raw -735914.643628 + Penalty 2814.976671 = -733099.666957 nChanged 137 SP:Iteration 12Q (10883.130000 sec): 3 clusters Score: Raw -736000.645751 + Penalty 2814.976671 = -733185.669079 nChanged 145 SP:Iteration 13Q (10883.320000 sec): 3 clusters Score: Raw -736081.819494 + Penalty 2814.976671 = -733266.842823 nChanged 128 SP:Iteration 14Q (10883.530000 sec): 3 clusters Score: Raw -736142.255395 + Penalty 2814.976671 = -733327.278723 nChanged 115 SP:Iteration 15Q (10883.750000 sec): 3 clusters Score: Raw -736193.662302 + Penalty 2814.976671 = -733378.685631 nChanged 106 SP:Iteration 16Q (10883.960000 sec): 3 clusters Score: Raw -736232.529614 + Penalty 2814.976671 = -733417.552942 nChanged 82 SP:Iteration 17Q (10884.150000 sec): 3 clusters Score: Raw -736261.347038 + Penalty 2814.976671 = -733446.370367 nChanged 62 SP:Iteration 18Q (10884.320000 sec): 3 clusters Score: Raw -736283.670885 + Penalty 2814.976671 = -733468.694214 nChanged 50 SP:Iteration 19Q (10884.550000 sec): 3 clusters Score: Raw -736301.926055 + Penalty 2814.976671 = -733486.949384 nChanged 52 SP:Iteration 20F (10884.770000 sec): 3 clusters Score: Raw -736323.982004 + Penalty 2814.976671 = -733509.005333 nChanged 59 SP:Iteration 21Q (10884.970000 sec): 3 clusters Score: Raw -736348.534323 + Penalty 2814.976671 = -733533.557652 nChanged 53 SP:Iteration 22Q (10885.190000 sec): 3 clusters Score: Raw -736370.210488 + Penalty 2814.976671 = -733555.233817 nChanged 55 SP:Iteration 23Q (10885.410000 sec): 3 clusters Score: Raw -736393.522349 + Penalty 2814.976671 = -733578.545678 nChanged 51 SP:Iteration 24Q (10885.650000 sec): 3 clusters Score: Raw -736409.938999 + Penalty 2814.976671 = -733594.962328 nChanged 42 SP:Iteration 25Q (10885.920000 sec): 3 clusters Score: Raw -736427.183426 + Penalty 2814.976671 = -733612.206754 nChanged 40 SP:Iteration 26Q (10886.110000 sec): 3 clusters Score: Raw -736442.547212 + Penalty 2814.976671 = -733627.570541 nChanged 42 SP:Iteration 27Q (10886.320000 sec): 3 clusters Score: Raw -736455.227269 + Penalty 2814.976671 = -733640.250598 nChanged 34 SP:Iteration 28Q (10886.540000 sec): 3 clusters Score: Raw -736466.012351 + Penalty 2814.976671 = -733651.035680 nChanged 37 SP:Iteration 29Q (10886.690000 sec): 3 clusters Score: Raw -736480.526484 + Penalty 2814.976671 = -733665.549813 nChanged 37 SP:Iteration 30Q (10886.890000 sec): 3 clusters Score: Raw -736493.068875 + Penalty 2814.976671 = -733678.092203 nChanged 32 SP:Iteration 31Q (10887.110000 sec): 3 clusters Score: Raw -736504.616848 + Penalty 2814.976671 = -733689.640177 nChanged 33 SP:Iteration 32Q (10887.330000 sec): 3 clusters Score: Raw -736514.678156 + Penalty 2814.976671 = -733699.701484 nChanged 33 SP:Iteration 33Q (10887.580000 sec): 3 clusters Score: Raw -736526.931600 + Penalty 2814.976671 = -733711.954929 nChanged 30 SP:Iteration 34Q (10887.770000 sec): 3 clusters Score: Raw -736537.820126 + Penalty 2814.976671 = -733722.843455 nChanged 32 SP:Iteration 35Q (10887.990000 sec): 3 clusters Score: Raw -736549.813744 + Penalty 2814.976671 = -733734.837073 nChanged 28 SP:Iteration 36Q (10888.200000 sec): 3 clusters Score: Raw -736559.027702 + Penalty 2814.976671 = -733744.051031 nChanged 30 SP:Iteration 37Q (10888.410000 sec): 3 clusters Score: Raw -736569.950923 + Penalty 2814.976671 = -733754.974252 nChanged 37 SP:Iteration 38Q (10888.630000 sec): 3 clusters Score: Raw -736584.162080 + Penalty 2814.976671 = -733769.185409 nChanged 28 SP:Iteration 39Q (10888.830000 sec): 3 clusters Score: Raw -736593.620777 + Penalty 2814.976671 = -733778.644106 nChanged 24 SP:Iteration 40F (10889.020000 sec): 3 clusters Score: Raw -736601.306650 + Penalty 2814.976671 = -733786.329979 nChanged 25 SP:Iteration 41Q (10889.230000 sec): 3 clusters Score: Raw -736608.948887 + Penalty 2814.976671 = -733793.972216 nChanged 23 SP:Iteration 42Q (10889.410000 sec): 3 clusters Score: Raw -736617.764646 + Penalty 2814.976671 = -733802.787975 nChanged 23 SP:Iteration 43Q (10889.610000 sec): 3 clusters Score: Raw -736625.952060 + Penalty 2814.976671 = -733810.975389 nChanged 25 SP:Iteration 44Q (10889.810000 sec): 3 clusters Score: Raw -736633.035284 + Penalty 2814.976671 = -733818.058613 nChanged 15 SP:Iteration 45Q (10890.030000 sec): 3 clusters Score: Raw -736637.124287 + Penalty 2814.976671 = -733822.147616 nChanged 13 SP:Iteration 46Q (10890.230000 sec): 3 clusters Score: Raw -736640.282573 + Penalty 2814.976671 = -733825.305902 nChanged 8 SP:Iteration 47Q (10890.430000 sec): 3 clusters Score: Raw -736641.833636 + Penalty 2814.976671 = -733826.856965 nChanged 4 SP:Iteration 48Q (10890.620000 sec): 3 clusters Score: Raw -736642.347194 + Penalty 2814.976671 = -733827.370523 nChanged 4 SP:Iteration 49Q (10890.790000 sec): 3 clusters Score: Raw -736643.172460 + Penalty 2814.976671 = -733828.195788 nChanged 5 SP:Iteration 50Q (10891.040000 sec): 3 clusters Score: Raw -736644.157034 + Penalty 2814.976671 = -733829.180363 nChanged 5 SP:Iteration 51Q (10891.260000 sec): 3 clusters Score: Raw -736645.712364 + Penalty 2814.976671 = -733830.735692 nChanged 8 SP:Iteration 52Q (10891.530000 sec): 3 clusters Score: Raw -736648.610171 + Penalty 2814.976671 = -733833.633500 nChanged 11 SP:Iteration 53Q (10891.760000 sec): 3 clusters Score: Raw -736652.688456 + Penalty 2814.976671 = -733837.711785 nChanged 12 SP:Iteration 54Q (10891.990000 sec): 3 clusters Score: Raw -736656.341407 + Penalty 2814.976671 = -733841.364736 nChanged 12 SP:Iteration 55Q (10892.240000 sec): 3 clusters Score: Raw -736660.208187 + Penalty 2814.976671 = -733845.231515 nChanged 11 SP:Iteration 56Q (10892.510000 sec): 3 clusters Score: Raw -736663.399847 + Penalty 2814.976671 = -733848.423175 nChanged 13 SP:Iteration 57Q (10892.730000 sec): 3 clusters Score: Raw -736666.631333 + Penalty 2814.976671 = -733851.654662 nChanged 15 SP:Iteration 58Q (10892.930000 sec): 3 clusters Score: Raw -736671.179321 + Penalty 2814.976671 = -733856.202649 nChanged 15 SP:Iteration 59Q (10893.090000 sec): 3 clusters Score: Raw -736675.635272 + Penalty 2814.976671 = -733860.658601 nChanged 20 SP:Iteration 60F (10893.310000 sec): 3 clusters Score: Raw -736679.775538 + Penalty 2814.976671 = -733864.798866 nChanged 10 SP:Iteration 61Q (10893.550000 sec): 3 clusters Score: Raw -736682.212229 + Penalty 2814.976671 = -733867.235558 nChanged 9 SP:Iteration 62Q (10893.740000 sec): 3 clusters Score: Raw -736684.597408 + Penalty 2814.976671 = -733869.620737 nChanged 9 SP:Iteration 63Q (10894.000000 sec): 3 clusters Score: Raw -736686.363876 + Penalty 2814.976671 = -733871.387205 nChanged 10 SP:Iteration 64Q (10894.200000 sec): 3 clusters Score: Raw -736689.894452 + Penalty 2814.976671 = -733874.917781 nChanged 15 SP:Iteration 65Q (10894.410000 sec): 3 clusters Score: Raw -736695.723870 + Penalty 2814.976671 = -733880.747198 nChanged 19 SP:Iteration 66Q (10894.620000 sec): 3 clusters Score: Raw -736701.701052 + Penalty 2814.976671 = -733886.724381 nChanged 11 SP:Iteration 67Q (10894.830000 sec): 3 clusters Score: Raw -736705.150624 + Penalty 2814.976671 = -733890.173953 nChanged 17 SP:Iteration 68Q (10895.040000 sec): 3 clusters Score: Raw -736711.353228 + Penalty 2814.976671 = -733896.376557 nChanged 16 SP:Iteration 69Q (10895.230000 sec): 3 clusters Score: Raw -736717.313718 + Penalty 2814.976671 = -733902.337047 nChanged 13 SP:Iteration 70Q (10895.460000 sec): 3 clusters Score: Raw -736722.317191 + Penalty 2814.976671 = -733907.340520 nChanged 15 SP:Iteration 71Q (10895.680000 sec): 3 clusters Score: Raw -736729.008880 + Penalty 2814.976671 = -733914.032209 nChanged 13 SP:Iteration 72Q (10895.880000 sec): 3 clusters Score: Raw -736734.560897 + Penalty 2814.976671 = -733919.584226 nChanged 18 SP:Iteration 73Q (10896.090000 sec): 3 clusters Score: Raw -736740.520487 + Penalty 2814.976671 = -733925.543816 nChanged 13 SP:Iteration 74Q (10896.300000 sec): 3 clusters Score: Raw -736743.235006 + Penalty 2814.976671 = -733928.258335 nChanged 5 SP:Iteration 75Q (10896.500000 sec): 3 clusters Score: Raw -736744.531826 + Penalty 2814.976671 = -733929.555155 nChanged 6 SP:Iteration 76Q (10896.690000 sec): 3 clusters Score: Raw -736745.996707 + Penalty 2814.976671 = -733931.020035 nChanged 7 SP:Iteration 77Q (10896.860000 sec): 3 clusters Score: Raw -736748.012467 + Penalty 2814.976671 = -733933.035796 nChanged 5 SP:Iteration 78Q (10897.050000 sec): 3 clusters Score: Raw -736749.296793 + Penalty 2814.976671 = -733934.320122 nChanged 3 SP:Iteration 79Q (10897.260000 sec): 3 clusters Score: Raw -736750.357499 + Penalty 2814.976671 = -733935.380828 nChanged 6 SP:Iteration 80F (10897.520000 sec): 3 clusters Score: Raw -736752.482739 + Penalty 2814.976671 = -733937.506068 nChanged 4 SP:Iteration 81Q (10897.740000 sec): 3 clusters Score: Raw -736753.991617 + Penalty 2814.976671 = -733939.014946 nChanged 4 SP:Iteration 82Q (10897.930000 sec): 3 clusters Score: Raw -736756.041629 + Penalty 2814.976671 = -733941.064957 nChanged 9 SP:Iteration 83Q (10898.160000 sec): 3 clusters Score: Raw -736759.502662 + Penalty 2814.976671 = -733944.525991 nChanged 11 SP:Iteration 84Q (10898.350000 sec): 3 clusters Score: Raw -736762.731705 + Penalty 2814.976671 = -733947.755034 nChanged 7 SP:Iteration 85Q (10898.550000 sec): 3 clusters Score: Raw -736765.655465 + Penalty 2814.976671 = -733950.678793 nChanged 10 SP:Iteration 86Q (10898.770000 sec): 3 clusters Score: Raw -736769.709824 + Penalty 2814.976671 = -733954.733153 nChanged 11 SP:Iteration 87Q (10898.970000 sec): 3 clusters Score: Raw -736772.499185 + Penalty 2814.976671 = -733957.522514 nChanged 9 SP:Iteration 88Q (10899.140000 sec): 3 clusters Score: Raw -736775.459073 + Penalty 2814.976671 = -733960.482401 nChanged 9 SP:Iteration 89Q (10899.370000 sec): 3 clusters Score: Raw -736778.453432 + Penalty 2814.976671 = -733963.476761 nChanged 10 SP:Iteration 90Q (10899.550000 sec): 3 clusters Score: Raw -736781.536655 + Penalty 2814.976671 = -733966.559984 nChanged 9 SP:Iteration 91Q (10899.760000 sec): 3 clusters Score: Raw -736784.682135 + Penalty 2814.976671 = -733969.705464 nChanged 5 SP:Iteration 92Q (10900.010000 sec): 3 clusters Score: Raw -736786.713440 + Penalty 2814.976671 = -733971.736769 nChanged 4 SP:Iteration 93Q (10900.210000 sec): 3 clusters Score: Raw -736788.590186 + Penalty 2814.976671 = -733973.613515 nChanged 4 SP:Iteration 94Q (10900.440000 sec): 3 clusters Score: Raw -736789.508313 + Penalty 2814.976671 = -733974.531642 nChanged 2 SP:Iteration 95Q (10900.660000 sec): 3 clusters Score: Raw -736790.359572 + Penalty 2814.976671 = -733975.382901 nChanged 3 SP:Iteration 96Q (10900.910000 sec): 3 clusters Score: Raw -736791.189377 + Penalty 2814.976671 = -733976.212705 nChanged 6 SP:Iteration 97Q (10901.150000 sec): 3 clusters Score: Raw -736792.965442 + Penalty 2814.976671 = -733977.988771 nChanged 5 SP:Iteration 98Q (10901.360000 sec): 3 clusters Score: Raw -736794.093792 + Penalty 2814.976671 = -733979.117121 nChanged 4 SP:Iteration 99Q (10901.580000 sec): 3 clusters Score: Raw -736795.154697 + Penalty 2814.976671 = -733980.178026 nChanged 2 SP:Iteration 100F (10901.820000 sec): 3 clusters Score: Raw -736795.533427 + Penalty 2814.976671 = -733980.556756 nChanged 2 SP:Iteration 101Q (10902.050000 sec): 3 clusters Score: Raw -736796.530501 + Penalty 2814.976671 = -733981.553829 nChanged 3 SP:Iteration 102Q (10902.290000 sec): 3 clusters Score: Raw -736797.369635 + Penalty 2814.976671 = -733982.392964 nChanged 4 SP:Iteration 103Q (10902.520000 sec): 3 clusters Score: Raw -736798.687649 + Penalty 2814.976671 = -733983.710978 nChanged 3 SP:Iteration 104Q (10902.670000 sec): 3 clusters Score: Raw -736799.347582 + Penalty 2814.976671 = -733984.370910 nChanged 1 SP:Iteration 105Q (10902.870000 sec): 3 clusters Score: Raw -736799.850785 + Penalty 2814.976671 = -733984.874114 nChanged 4 SP:Iteration 106Q (10903.070000 sec): 3 clusters Score: Raw -736801.668028 + Penalty 2814.976671 = -733986.691357 nChanged 4 SP:Iteration 107Q (10903.290000 sec): 3 clusters Score: Raw -736802.590285 + Penalty 2814.976671 = -733987.613614 nChanged 2 SP:Iteration 108Q (10903.510000 sec): 3 clusters Score: Raw -736803.074518 + Penalty 2814.976671 = -733988.097847 nChanged 2 SP:Iteration 109Q (10903.710000 sec): 3 clusters Score: Raw -736803.874260 + Penalty 2814.976671 = -733988.897589 nChanged 1 SP:Iteration 110Q (10903.910000 sec): 3 clusters Score: Raw -736804.238599 + Penalty 2814.976671 = -733989.261928 nChanged 2 SP:Iteration 111Q (10904.110000 sec): 3 clusters Score: Raw -736804.853319 + Penalty 2814.976671 = -733989.876648 nChanged 3 SP:Iteration 112Q (10904.330000 sec): 3 clusters Score: Raw -736805.429376 + Penalty 2814.976671 = -733990.452705 nChanged 2 SP:Iteration 113Q (10904.530000 sec): 3 clusters Score: Raw -736805.983293 + Penalty 2814.976671 = -733991.006622 nChanged 3 SP:Iteration 114Q (10904.710000 sec): 3 clusters Score: Raw -736806.850359 + Penalty 2814.976671 = -733991.873688 nChanged 5 SP:Iteration 115Q (10904.940000 sec): 3 clusters Score: Raw -736808.591427 + Penalty 2814.976671 = -733993.614756 nChanged 4 SP:Iteration 116Q (10905.090000 sec): 3 clusters Score: Raw -736809.617493 + Penalty 2814.976671 = -733994.640822 nChanged 5 SP:Iteration 117Q (10905.330000 sec): 3 clusters Score: Raw -736811.083413 + Penalty 2814.976671 = -733996.106742 nChanged 7 SP:Iteration 118Q (10905.500000 sec): 3 clusters Score: Raw -736812.827373 + Penalty 2814.976671 = -733997.850701 nChanged 8 SP:Iteration 119Q (10905.700000 sec): 3 clusters Score: Raw -736815.310029 + Penalty 2814.976671 = -734000.333358 nChanged 7 SP:Iteration 120F (10905.950000 sec): 3 clusters Score: Raw -736817.359053 + Penalty 2814.976671 = -734002.382382 nChanged 5 SP:Iteration 121Q (10906.130000 sec): 3 clusters Score: Raw -736818.529893 + Penalty 2814.976671 = -734003.553221 nChanged 2 SP:Iteration 122Q (10906.360000 sec): 3 clusters Score: Raw -736818.783535 + Penalty 2814.976671 = -734003.806864 nChanged 1 SP:Iteration 123Q (10906.570000 sec): 3 clusters Score: Raw -736818.983701 + Penalty 2814.976671 = -734004.007029 nChanged 1 SP:Iteration 124Q (10906.800000 sec): 3 clusters Score: Raw -736819.247988 + Penalty 2814.976671 = -734004.271317 nChanged 1 SP:Iteration 125Q (10907.030000 sec): 3 clusters Score: Raw -736819.493566 + Penalty 2814.976671 = -734004.516894 nChanged 2 SP:Iteration 126Q (10907.310000 sec): 3 clusters Score: Raw -736820.312182 + Penalty 2814.976671 = -734005.335510 nChanged 3 SP:Iteration 127Q (10907.500000 sec): 3 clusters Score: Raw -736821.291858 + Penalty 2814.976671 = -734006.315187 nChanged 0 SP:Iteration 128F (10907.730000 sec): 3 clusters Score: Raw -736821.291858 + Penalty 2814.976671 = -734006.315187 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (9754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10907.850000 sec): 2 clusters Score: Raw -1199089.810899 + Penalty 1492.632820 = -1197597.178080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10908.090000 sec): 3 clusters Score: Raw -1193529.800808 + Penalty 2985.265639 = -1190544.535168 nChanged 4232 SP:Iteration 1F (10908.360000 sec): 3 clusters Score: Raw -1195775.721040 + Penalty 2985.265639 = -1192790.455400 nChanged 605 SP:Iteration 2F (10908.590000 sec): 3 clusters Score: Raw -1196051.941563 + Penalty 2985.265639 = -1193066.675923 nChanged 537 SP:Iteration 3F (10908.850000 sec): 3 clusters Score: Raw -1196355.440738 + Penalty 2985.265639 = -1193370.175099 nChanged 563 SP:Iteration 4F (10909.100000 sec): 3 clusters Score: Raw -1196719.155008 + Penalty 2985.265639 = -1193733.889368 nChanged 579 SP:Iteration 5F (10909.320000 sec): 3 clusters Score: Raw -1197133.450311 + Penalty 2985.265639 = -1194148.184672 nChanged 543 SP:Iteration 6F (10909.590000 sec): 3 clusters Score: Raw -1197590.755560 + Penalty 2985.265639 = -1194605.489921 nChanged 524 SP:Iteration 7F (10909.840000 sec): 3 clusters Score: Raw -1198092.466975 + Penalty 2985.265639 = -1195107.201336 nChanged 414 SP:Iteration 8Q (10910.090000 sec): 3 clusters Score: Raw -1198471.409666 + Penalty 2985.265639 = -1195486.144027 nChanged 316 SP:Iteration 9Q (10910.320000 sec): 3 clusters Score: Raw -1198746.980414 + Penalty 2985.265639 = -1195761.714775 nChanged 207 SP:Iteration 10Q (10910.570000 sec): 3 clusters Score: Raw -1198938.386988 + Penalty 2985.265639 = -1195953.121348 nChanged 132 SP:Iteration 11Q (10910.790000 sec): 3 clusters Score: Raw -1199056.770567 + Penalty 2985.265639 = -1196071.504928 nChanged 87 SP:Iteration 12Q (10910.990000 sec): 3 clusters Score: Raw -1199132.270009 + Penalty 2985.265639 = -1196147.004369 nChanged 54 SP:Iteration 13Q (10911.240000 sec): 3 clusters Score: Raw -1199175.144934 + Penalty 2985.265639 = -1196189.879295 nChanged 27 SP:Iteration 14Q (10911.500000 sec): 3 clusters Score: Raw -1199200.742488 + Penalty 2985.265639 = -1196215.476848 nChanged 25 SP:Iteration 15Q (10911.670000 sec): 3 clusters Score: Raw -1199227.023689 + Penalty 2985.265639 = -1196241.758050 nChanged 16 SP:Iteration 16Q (10911.890000 sec): 3 clusters Score: Raw -1199247.550048 + Penalty 2985.265639 = -1196262.284409 nChanged 14 SP:Iteration 17Q (10912.150000 sec): 3 clusters Score: Raw -1199260.117950 + Penalty 2985.265639 = -1196274.852311 nChanged 9 SP:Iteration 18Q (10912.330000 sec): 3 clusters Score: Raw -1199269.883328 + Penalty 2985.265639 = -1196284.617689 nChanged 8 SP:Iteration 19Q (10912.610000 sec): 3 clusters Score: Raw -1199275.137701 + Penalty 2985.265639 = -1196289.872062 nChanged 6 SP:Iteration 20F (10912.840000 sec): 3 clusters Score: Raw -1199280.961166 + Penalty 2985.265639 = -1196295.695526 nChanged 6 SP:Iteration 21Q (10913.060000 sec): 3 clusters Score: Raw -1199285.706906 + Penalty 2985.265639 = -1196300.441267 nChanged 4 SP:Iteration 22Q (10913.340000 sec): 3 clusters Score: Raw -1199288.553260 + Penalty 2985.265639 = -1196303.287621 nChanged 3 SP:Iteration 23Q (10913.550000 sec): 3 clusters Score: Raw -1199290.299843 + Penalty 2985.265639 = -1196305.034204 nChanged 1 SP:Iteration 24Q (10913.840000 sec): 3 clusters Score: Raw -1199291.773151 + Penalty 2985.265639 = -1196306.507512 nChanged 0 SP:Iteration 25F (10914.040000 sec): 3 clusters Score: Raw -1199291.773151 + Penalty 2985.265639 = -1196306.507512 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (17629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10914.230000 sec): 2 clusters Score: Raw -2078573.155439 + Penalty 1588.811340 = -2076984.344099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10914.490000 sec): 3 clusters Score: Raw -2068007.032845 + Penalty 3177.622679 = -2064829.410166 nChanged 7939 SP:Iteration 1F (10914.760000 sec): 3 clusters Score: Raw -2072235.810409 + Penalty 3177.622679 = -2069058.187730 nChanged 871 SP:Iteration 2Q (10915.030000 sec): 3 clusters Score: Raw -2072545.941625 + Penalty 3177.622679 = -2069368.318946 nChanged 775 SP:Iteration 3Q (10915.290000 sec): 3 clusters Score: Raw -2072853.017461 + Penalty 3177.622679 = -2069675.394781 nChanged 752 SP:Iteration 4Q (10915.580000 sec): 3 clusters Score: Raw -2073252.092694 + Penalty 3177.622679 = -2070074.470015 nChanged 802 SP:Iteration 5Q (10915.920000 sec): 3 clusters Score: Raw -2073751.538811 + Penalty 3177.622679 = -2070573.916132 nChanged 801 SP:Iteration 6Q (10916.200000 sec): 3 clusters Score: Raw -2074296.459400 + Penalty 3177.622679 = -2071118.836720 nChanged 835 SP:Iteration 7Q (10916.550000 sec): 3 clusters Score: Raw -2074863.906393 + Penalty 3177.622679 = -2071686.283713 nChanged 855 SP:Iteration 8Q (10916.830000 sec): 3 clusters Score: Raw -2075439.465867 + Penalty 3177.622679 = -2072261.843188 nChanged 806 SP:Iteration 9Q (10917.090000 sec): 3 clusters Score: Raw -2076021.211786 + Penalty 3177.622679 = -2072843.589107 nChanged 789 SP:Iteration 10Q (10917.430000 sec): 3 clusters Score: Raw -2076654.375903 + Penalty 3177.622679 = -2073476.753224 nChanged 759 SP:Iteration 11Q (10917.720000 sec): 3 clusters Score: Raw -2077284.626690 + Penalty 3177.622679 = -2074107.004010 nChanged 705 SP:Iteration 12Q (10917.970000 sec): 3 clusters Score: Raw -2077835.845737 + Penalty 3177.622679 = -2074658.223058 nChanged 568 SP:Iteration 13Q (10918.290000 sec): 3 clusters Score: Raw -2078230.964001 + Penalty 3177.622679 = -2075053.341322 nChanged 457 SP:Iteration 14Q (10918.540000 sec): 3 clusters Score: Raw -2078497.198714 + Penalty 3177.622679 = -2075319.576035 nChanged 405 SP:Iteration 15Q (10918.750000 sec): 3 clusters Score: Raw -2078705.563297 + Penalty 3177.622679 = -2075527.940618 nChanged 338 SP:Iteration 16Q (10919.000000 sec): 3 clusters Score: Raw -2078848.880239 + Penalty 3177.622679 = -2075671.257560 nChanged 263 SP:Iteration 17Q (10919.270000 sec): 3 clusters Score: Raw -2078951.696539 + Penalty 3177.622679 = -2075774.073860 nChanged 219 SP:Iteration 18Q (10919.510000 sec): 3 clusters Score: Raw -2079025.910244 + Penalty 3177.622679 = -2075848.287564 nChanged 181 SP:Iteration 19Q (10919.750000 sec): 3 clusters Score: Raw -2079083.936227 + Penalty 3177.622679 = -2075906.313547 nChanged 132 SP:Iteration 20F (10920.040000 sec): 3 clusters Score: Raw -2079120.441229 + Penalty 3177.622679 = -2075942.818549 nChanged 104 SP:Iteration 21Q (10920.270000 sec): 3 clusters Score: Raw -2079143.559014 + Penalty 3177.622679 = -2075965.936334 nChanged 75 SP:Iteration 22Q (10920.530000 sec): 3 clusters Score: Raw -2079157.007061 + Penalty 3177.622679 = -2075979.384381 nChanged 65 SP:Iteration 23Q (10920.790000 sec): 3 clusters Score: Raw -2079167.044968 + Penalty 3177.622679 = -2075989.422289 nChanged 45 SP:Iteration 24Q (10921.080000 sec): 3 clusters Score: Raw -2079177.213379 + Penalty 3177.622679 = -2075999.590699 nChanged 43 SP:Iteration 25Q (10921.350000 sec): 3 clusters Score: Raw -2079186.320571 + Penalty 3177.622679 = -2076008.697891 nChanged 47 SP:Iteration 26Q (10921.630000 sec): 3 clusters Score: Raw -2079196.091821 + Penalty 3177.622679 = -2076018.469142 nChanged 40 SP:Iteration 27Q (10921.910000 sec): 3 clusters Score: Raw -2079204.294594 + Penalty 3177.622679 = -2076026.671914 nChanged 38 SP:Iteration 28Q (10922.210000 sec): 3 clusters Score: Raw -2079213.146518 + Penalty 3177.622679 = -2076035.523838 nChanged 42 SP:Iteration 29Q (10922.490000 sec): 3 clusters Score: Raw -2079222.570524 + Penalty 3177.622679 = -2076044.947844 nChanged 40 SP:Iteration 30Q (10922.760000 sec): 3 clusters Score: Raw -2079230.901085 + Penalty 3177.622679 = -2076053.278406 nChanged 33 SP:Iteration 31Q (10923.050000 sec): 3 clusters Score: Raw -2079237.040721 + Penalty 3177.622679 = -2076059.418042 nChanged 35 SP:Iteration 32Q (10923.270000 sec): 3 clusters Score: Raw -2079243.437495 + Penalty 3177.622679 = -2076065.814816 nChanged 27 SP:Iteration 33Q (10923.590000 sec): 3 clusters Score: Raw -2079247.884619 + Penalty 3177.622679 = -2076070.261940 nChanged 23 SP:Iteration 34Q (10923.830000 sec): 3 clusters Score: Raw -2079251.189085 + Penalty 3177.622679 = -2076073.566406 nChanged 19 SP:Iteration 35Q (10924.080000 sec): 3 clusters Score: Raw -2079253.680091 + Penalty 3177.622679 = -2076076.057411 nChanged 15 SP:Iteration 36Q (10924.390000 sec): 3 clusters Score: Raw -2079255.530096 + Penalty 3177.622679 = -2076077.907416 nChanged 12 SP:Iteration 37Q (10924.670000 sec): 3 clusters Score: Raw -2079256.980491 + Penalty 3177.622679 = -2076079.357812 nChanged 8 SP:Iteration 38Q (10924.920000 sec): 3 clusters Score: Raw -2079257.766903 + Penalty 3177.622679 = -2076080.144224 nChanged 5 SP:Iteration 39Q (10925.250000 sec): 3 clusters Score: Raw -2079258.376136 + Penalty 3177.622679 = -2076080.753456 nChanged 5 SP:Iteration 40F (10925.520000 sec): 3 clusters Score: Raw -2079258.826936 + Penalty 3177.622679 = -2076081.204256 nChanged 1 SP:Iteration 41Q (10925.840000 sec): 3 clusters Score: Raw -2079258.884583 + Penalty 3177.622679 = -2076081.261903 nChanged 1 SP:Iteration 42Q (10926.100000 sec): 3 clusters Score: Raw -2079258.938751 + Penalty 3177.622679 = -2076081.316071 nChanged 1 SP:Iteration 43Q (10926.370000 sec): 3 clusters Score: Raw -2079259.065189 + Penalty 3177.622679 = -2076081.442509 nChanged 3 SP:Iteration 44Q (10926.630000 sec): 3 clusters Score: Raw -2079259.321187 + Penalty 3177.622679 = -2076081.698507 nChanged 4 SP:Iteration 45Q (10926.920000 sec): 3 clusters Score: Raw -2079259.760733 + Penalty 3177.622679 = -2076082.138053 nChanged 7 SP:Iteration 46Q (10927.110000 sec): 3 clusters Score: Raw -2079260.499235 + Penalty 3177.622679 = -2076082.876556 nChanged 5 SP:Iteration 47Q (10927.400000 sec): 3 clusters Score: Raw -2079260.786945 + Penalty 3177.622679 = -2076083.164266 nChanged 2 SP:Iteration 48Q (10927.630000 sec): 3 clusters Score: Raw -2079260.904634 + Penalty 3177.622679 = -2076083.281955 nChanged 0 SP:Iteration 49F (10927.950000 sec): 3 clusters Score: Raw -2079260.904634 + Penalty 3177.622679 = -2076083.281955 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10928.010000 sec): 2 clusters Score: Raw -32262.335116 + Penalty 921.915031 = -31340.420085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10928.190000 sec): 3 clusters Score: Raw -32314.461464 + Penalty 1843.830062 = -30470.631402 nChanged 56 SP:Iteration 1F (10928.340000 sec): 3 clusters Score: Raw -32440.757359 + Penalty 1843.830062 = -30596.927298 nChanged 9 SP:Iteration 2Q (10928.520000 sec): 3 clusters Score: Raw -32470.526714 + Penalty 1843.830062 = -30626.696652 nChanged 8 SP:Iteration 3Q (10928.710000 sec): 3 clusters Score: Raw -32491.845293 + Penalty 1843.830062 = -30648.015231 nChanged 3 SP:Iteration 4Q (10928.860000 sec): 3 clusters Score: Raw -32498.544183 + Penalty 1843.830062 = -30654.714121 nChanged 1 SP:Iteration 5Q (10929.030000 sec): 3 clusters Score: Raw -32500.700091 + Penalty 1843.830062 = -30656.870029 nChanged 0 SP:Iteration 6F (10929.250000 sec): 3 clusters Score: Raw -32500.700091 + Penalty 1843.830062 = -30656.870029 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10929.310000 sec): 2 clusters Score: Raw -49602.776184 + Penalty 986.119158 = -48616.657026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10929.490000 sec): 3 clusters Score: Raw -49534.819601 + Penalty 1972.238316 = -47562.581285 nChanged 87 SP:Iteration 1F (10929.680000 sec): 3 clusters Score: Raw -49672.251346 + Penalty 1972.238316 = -47700.013030 nChanged 31 SP:Iteration 2F (10929.910000 sec): 3 clusters Score: Raw -49739.510695 + Penalty 1972.238316 = -47767.272379 nChanged 15 SP:Iteration 3Q (10930.060000 sec): 3 clusters Score: Raw -49781.555784 + Penalty 1972.238316 = -47809.317468 nChanged 13 SP:Iteration 4Q (10930.250000 sec): 3 clusters Score: Raw -49811.805031 + Penalty 1972.238316 = -47839.566715 nChanged 8 SP:Iteration 5Q (10930.450000 sec): 3 clusters Score: Raw -49836.630359 + Penalty 1972.238316 = -47864.392043 nChanged 6 SP:Iteration 6Q (10930.620000 sec): 3 clusters Score: Raw -49853.059465 + Penalty 1972.238316 = -47880.821148 nChanged 11 SP:Iteration 7Q (10930.810000 sec): 3 clusters Score: Raw -49881.294181 + Penalty 1972.238316 = -47909.055865 nChanged 11 SP:Iteration 8Q (10930.990000 sec): 3 clusters Score: Raw -49920.713001 + Penalty 1972.238316 = -47948.474684 nChanged 10 SP:Iteration 9Q (10931.150000 sec): 3 clusters Score: Raw -49965.738283 + Penalty 1972.238316 = -47993.499967 nChanged 11 SP:Iteration 10Q (10931.330000 sec): 3 clusters Score: Raw -50013.688495 + Penalty 1972.238316 = -48041.450179 nChanged 7 SP:Iteration 11Q (10931.540000 sec): 3 clusters Score: Raw -50027.950235 + Penalty 1972.238316 = -48055.711919 nChanged 2 SP:Iteration 12Q (10931.700000 sec): 3 clusters Score: Raw -50033.016239 + Penalty 1972.238316 = -48060.777922 nChanged 2 SP:Iteration 13Q (10931.850000 sec): 3 clusters Score: Raw -50035.402812 + Penalty 1972.238316 = -48063.164496 nChanged 1 SP:Iteration 14Q (10932.070000 sec): 3 clusters Score: Raw -50036.483889 + Penalty 1972.238316 = -48064.245573 nChanged 2 SP:Iteration 15Q (10932.220000 sec): 3 clusters Score: Raw -50039.497580 + Penalty 1972.238316 = -48067.259264 nChanged 2 SP:Iteration 16Q (10932.390000 sec): 3 clusters Score: Raw -50044.471283 + Penalty 1972.238316 = -48072.232967 nChanged 2 SP:Iteration 17Q (10932.560000 sec): 3 clusters Score: Raw -50046.585170 + Penalty 1972.238316 = -48074.346854 nChanged 0 SP:Iteration 18F (10932.760000 sec): 3 clusters Score: Raw -50046.585170 + Penalty 1972.238316 = -48074.346854 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10932.960000 sec): 2 clusters Score: Raw -3471264.300705 + Penalty 1660.022116 = -3469604.278588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10933.280000 sec): 3 clusters Score: Raw -3454436.901531 + Penalty 3320.044233 = -3451116.857299 nChanged 12581 SP:Iteration 1F (10933.590000 sec): 3 clusters Score: Raw -3461332.899596 + Penalty 3320.044233 = -3458012.855364 nChanged 1228 SP:Iteration 2Q (10933.940000 sec): 3 clusters Score: Raw -3461730.861297 + Penalty 3320.044233 = -3458410.817064 nChanged 1225 SP:Iteration 3Q (10934.320000 sec): 3 clusters Score: Raw -3462191.792265 + Penalty 3320.044233 = -3458871.748033 nChanged 1331 SP:Iteration 4Q (10934.690000 sec): 3 clusters Score: Raw -3462752.982763 + Penalty 3320.044233 = -3459432.938530 nChanged 1452 SP:Iteration 5F (10935.060000 sec): 3 clusters Score: Raw -3463510.576088 + Penalty 3320.044233 = -3460190.531856 nChanged 1609 SP:Iteration 6F (10935.390000 sec): 3 clusters Score: Raw -3464474.224455 + Penalty 3320.044233 = -3461154.180223 nChanged 1734 SP:Iteration 7F (10935.750000 sec): 3 clusters Score: Raw -3465729.710012 + Penalty 3320.044233 = -3462409.665780 nChanged 1762 SP:Iteration 8F (10936.080000 sec): 3 clusters Score: Raw -3467250.573165 + Penalty 3320.044233 = -3463930.528932 nChanged 1577 SP:Iteration 9F (10936.440000 sec): 3 clusters Score: Raw -3468679.679441 + Penalty 3320.044233 = -3465359.635209 nChanged 1191 SP:Iteration 10Q (10936.770000 sec): 3 clusters Score: Raw -3469600.172176 + Penalty 3320.044233 = -3466280.127943 nChanged 742 SP:Iteration 11Q (10937.080000 sec): 3 clusters Score: Raw -3469956.471825 + Penalty 3320.044233 = -3466636.427592 nChanged 420 SP:Iteration 12Q (10937.400000 sec): 3 clusters Score: Raw -3470109.490464 + Penalty 3320.044233 = -3466789.446231 nChanged 285 SP:Iteration 13Q (10937.720000 sec): 3 clusters Score: Raw -3470199.357754 + Penalty 3320.044233 = -3466879.313521 nChanged 224 SP:Iteration 14Q (10938.060000 sec): 3 clusters Score: Raw -3470261.913696 + Penalty 3320.044233 = -3466941.869464 nChanged 192 SP:Iteration 15Q (10938.390000 sec): 3 clusters Score: Raw -3470309.556455 + Penalty 3320.044233 = -3466989.512222 nChanged 169 SP:Iteration 16Q (10938.710000 sec): 3 clusters Score: Raw -3470349.193528 + Penalty 3320.044233 = -3467029.149296 nChanged 160 SP:Iteration 17Q (10939.090000 sec): 3 clusters Score: Raw -3470386.307049 + Penalty 3320.044233 = -3467066.262817 nChanged 163 SP:Iteration 18Q (10939.510000 sec): 3 clusters Score: Raw -3470422.379560 + Penalty 3320.044233 = -3467102.335327 nChanged 166 SP:Iteration 19Q (10939.950000 sec): 3 clusters Score: Raw -3470459.605448 + Penalty 3320.044233 = -3467139.561215 nChanged 167 SP:Iteration 20F (10940.240000 sec): 3 clusters Score: Raw -3470496.112668 + Penalty 3320.044233 = -3467176.068435 nChanged 156 SP:Iteration 21Q (10940.600000 sec): 3 clusters Score: Raw -3470528.961383 + Penalty 3320.044233 = -3467208.917151 nChanged 138 SP:Iteration 22Q (10940.950000 sec): 3 clusters Score: Raw -3470561.503342 + Penalty 3320.044233 = -3467241.459109 nChanged 151 SP:Iteration 23Q (10941.200000 sec): 3 clusters Score: Raw -3470596.300462 + Penalty 3320.044233 = -3467276.256229 nChanged 148 SP:Iteration 24Q (10941.530000 sec): 3 clusters Score: Raw -3470632.075026 + Penalty 3320.044233 = -3467312.030794 nChanged 146 SP:Iteration 25Q (10941.860000 sec): 3 clusters Score: Raw -3470667.590885 + Penalty 3320.044233 = -3467347.546653 nChanged 155 SP:Iteration 26Q (10942.160000 sec): 3 clusters Score: Raw -3470711.301885 + Penalty 3320.044233 = -3467391.257653 nChanged 166 SP:Iteration 27Q (10942.480000 sec): 3 clusters Score: Raw -3470759.438231 + Penalty 3320.044233 = -3467439.393998 nChanged 150 SP:Iteration 28Q (10942.780000 sec): 3 clusters Score: Raw -3470797.744446 + Penalty 3320.044233 = -3467477.700213 nChanged 156 SP:Iteration 29Q (10943.120000 sec): 3 clusters Score: Raw -3470840.257986 + Penalty 3320.044233 = -3467520.213753 nChanged 143 SP:Iteration 30Q (10943.450000 sec): 3 clusters Score: Raw -3470878.285418 + Penalty 3320.044233 = -3467558.241185 nChanged 124 SP:Iteration 31Q (10943.780000 sec): 3 clusters Score: Raw -3470911.260489 + Penalty 3320.044233 = -3467591.216256 nChanged 117 SP:Iteration 32Q (10944.080000 sec): 3 clusters Score: Raw -3470942.184141 + Penalty 3320.044233 = -3467622.139909 nChanged 113 SP:Iteration 33Q (10944.390000 sec): 3 clusters Score: Raw -3470975.496052 + Penalty 3320.044233 = -3467655.451820 nChanged 101 SP:Iteration 34Q (10944.740000 sec): 3 clusters Score: Raw -3471007.414901 + Penalty 3320.044233 = -3467687.370668 nChanged 109 SP:Iteration 35Q (10945.000000 sec): 3 clusters Score: Raw -3471043.258703 + Penalty 3320.044233 = -3467723.214470 nChanged 109 SP:Iteration 36Q (10945.290000 sec): 3 clusters Score: Raw -3471074.454112 + Penalty 3320.044233 = -3467754.409879 nChanged 103 SP:Iteration 37Q (10945.620000 sec): 3 clusters Score: Raw -3471101.353475 + Penalty 3320.044233 = -3467781.309242 nChanged 81 SP:Iteration 38Q (10945.940000 sec): 3 clusters Score: Raw -3471120.246303 + Penalty 3320.044233 = -3467800.202070 nChanged 73 SP:Iteration 39Q (10946.240000 sec): 3 clusters Score: Raw -3471136.881134 + Penalty 3320.044233 = -3467816.836901 nChanged 65 SP:Iteration 40F (10946.590000 sec): 3 clusters Score: Raw -3471152.129792 + Penalty 3320.044233 = -3467832.085560 nChanged 56 SP:Iteration 41Q (10946.900000 sec): 3 clusters Score: Raw -3471165.383395 + Penalty 3320.044233 = -3467845.339162 nChanged 49 SP:Iteration 42Q (10947.200000 sec): 3 clusters Score: Raw -3471177.476703 + Penalty 3320.044233 = -3467857.432470 nChanged 55 SP:Iteration 43Q (10947.590000 sec): 3 clusters Score: Raw -3471192.648413 + Penalty 3320.044233 = -3467872.604180 nChanged 58 SP:Iteration 44Q (10948.020000 sec): 3 clusters Score: Raw -3471208.447246 + Penalty 3320.044233 = -3467888.403013 nChanged 48 SP:Iteration 45Q (10948.400000 sec): 3 clusters Score: Raw -3471220.095473 + Penalty 3320.044233 = -3467900.051241 nChanged 44 SP:Iteration 46Q (10948.740000 sec): 3 clusters Score: Raw -3471232.092927 + Penalty 3320.044233 = -3467912.048695 nChanged 43 SP:Iteration 47Q (10949.100000 sec): 3 clusters Score: Raw -3471243.393840 + Penalty 3320.044233 = -3467923.349607 nChanged 46 SP:Iteration 48Q (10949.340000 sec): 3 clusters Score: Raw -3471256.163529 + Penalty 3320.044233 = -3467936.119296 nChanged 45 SP:Iteration 49Q (10949.650000 sec): 3 clusters Score: Raw -3471268.982120 + Penalty 3320.044233 = -3467948.937887 nChanged 42 SP:Iteration 50Q (10949.910000 sec): 3 clusters Score: Raw -3471279.621057 + Penalty 3320.044233 = -3467959.576824 nChanged 44 SP:Iteration 51Q (10950.230000 sec): 3 clusters Score: Raw -3471290.950012 + Penalty 3320.044233 = -3467970.905779 nChanged 36 SP:Iteration 52Q (10950.510000 sec): 3 clusters Score: Raw -3471300.151749 + Penalty 3320.044233 = -3467980.107516 nChanged 37 SP:Iteration 53Q (10950.810000 sec): 3 clusters Score: Raw -3471309.912497 + Penalty 3320.044233 = -3467989.868265 nChanged 33 SP:Iteration 54Q (10951.130000 sec): 3 clusters Score: Raw -3471318.098061 + Penalty 3320.044233 = -3467998.053828 nChanged 28 SP:Iteration 55Q (10951.430000 sec): 3 clusters Score: Raw -3471324.201986 + Penalty 3320.044233 = -3468004.157754 nChanged 23 SP:Iteration 56Q (10951.730000 sec): 3 clusters Score: Raw -3471329.468049 + Penalty 3320.044233 = -3468009.423816 nChanged 19 SP:Iteration 57Q (10952.060000 sec): 3 clusters Score: Raw -3471334.254260 + Penalty 3320.044233 = -3468014.210027 nChanged 20 SP:Iteration 58Q (10952.400000 sec): 3 clusters Score: Raw -3471341.063962 + Penalty 3320.044233 = -3468021.019729 nChanged 23 SP:Iteration 59Q (10952.690000 sec): 3 clusters Score: Raw -3471347.540002 + Penalty 3320.044233 = -3468027.495770 nChanged 17 SP:Iteration 60F (10953.050000 sec): 3 clusters Score: Raw -3471351.981373 + Penalty 3320.044233 = -3468031.937140 nChanged 17 SP:Iteration 61Q (10953.410000 sec): 3 clusters Score: Raw -3471356.021727 + Penalty 3320.044233 = -3468035.977494 nChanged 16 SP:Iteration 62Q (10953.720000 sec): 3 clusters Score: Raw -3471359.684006 + Penalty 3320.044233 = -3468039.639773 nChanged 14 SP:Iteration 63Q (10954.030000 sec): 3 clusters Score: Raw -3471362.881079 + Penalty 3320.044233 = -3468042.836847 nChanged 10 SP:Iteration 64Q (10954.290000 sec): 3 clusters Score: Raw -3471364.897876 + Penalty 3320.044233 = -3468044.853644 nChanged 13 SP:Iteration 65Q (10954.580000 sec): 3 clusters Score: Raw -3471367.694319 + Penalty 3320.044233 = -3468047.650086 nChanged 10 SP:Iteration 66Q (10954.890000 sec): 3 clusters Score: Raw -3471369.791033 + Penalty 3320.044233 = -3468049.746801 nChanged 9 SP:Iteration 67Q (10955.180000 sec): 3 clusters Score: Raw -3471371.461725 + Penalty 3320.044233 = -3468051.417492 nChanged 10 SP:Iteration 68Q (10955.510000 sec): 3 clusters Score: Raw -3471373.927645 + Penalty 3320.044233 = -3468053.883412 nChanged 8 SP:Iteration 69Q (10955.850000 sec): 3 clusters Score: Raw -3471375.603046 + Penalty 3320.044233 = -3468055.558814 nChanged 5 SP:Iteration 70Q (10956.180000 sec): 3 clusters Score: Raw -3471376.493147 + Penalty 3320.044233 = -3468056.448915 nChanged 5 SP:Iteration 71Q (10956.490000 sec): 3 clusters Score: Raw -3471377.515118 + Penalty 3320.044233 = -3468057.470886 nChanged 5 SP:Iteration 72Q (10956.780000 sec): 3 clusters Score: Raw -3471378.343143 + Penalty 3320.044233 = -3468058.298910 nChanged 3 SP:Iteration 73Q (10957.170000 sec): 3 clusters Score: Raw -3471378.603566 + Penalty 3320.044233 = -3468058.559333 nChanged 3 SP:Iteration 74Q (10957.490000 sec): 3 clusters Score: Raw -3471379.151498 + Penalty 3320.044233 = -3468059.107266 nChanged 4 SP:Iteration 75Q (10957.860000 sec): 3 clusters Score: Raw -3471380.001261 + Penalty 3320.044233 = -3468059.957028 nChanged 4 SP:Iteration 76Q (10958.120000 sec): 3 clusters Score: Raw -3471381.057743 + Penalty 3320.044233 = -3468061.013510 nChanged 8 SP:Iteration 77Q (10958.450000 sec): 3 clusters Score: Raw -3471383.109737 + Penalty 3320.044233 = -3468063.065504 nChanged 13 SP:Iteration 78Q (10958.810000 sec): 3 clusters Score: Raw -3471386.171858 + Penalty 3320.044233 = -3468066.127625 nChanged 13 SP:Iteration 79Q (10959.190000 sec): 3 clusters Score: Raw -3471389.652439 + Penalty 3320.044233 = -3468069.608206 nChanged 17 SP:Iteration 80F (10959.490000 sec): 3 clusters Score: Raw -3471393.317976 + Penalty 3320.044233 = -3468073.273743 nChanged 13 SP:Iteration 81Q (10959.820000 sec): 3 clusters Score: Raw -3471396.307291 + Penalty 3320.044233 = -3468076.263059 nChanged 11 SP:Iteration 82Q (10960.140000 sec): 3 clusters Score: Raw -3471398.789975 + Penalty 3320.044233 = -3468078.745743 nChanged 5 SP:Iteration 83Q (10960.420000 sec): 3 clusters Score: Raw -3471399.657360 + Penalty 3320.044233 = -3468079.613127 nChanged 2 SP:Iteration 84Q (10960.760000 sec): 3 clusters Score: Raw -3471400.804388 + Penalty 3320.044233 = -3468080.760156 nChanged 2 SP:Iteration 85Q (10961.050000 sec): 3 clusters Score: Raw -3471400.866151 + Penalty 3320.044233 = -3468080.821918 nChanged 1 SP:Iteration 86Q (10961.310000 sec): 3 clusters Score: Raw -3471400.962112 + Penalty 3320.044233 = -3468080.917879 nChanged 1 SP:Iteration 87Q (10961.680000 sec): 3 clusters Score: Raw -3471401.048189 + Penalty 3320.044233 = -3468081.003956 nChanged 1 SP:Iteration 88Q (10962.030000 sec): 3 clusters Score: Raw -3471401.508803 + Penalty 3320.044233 = -3468081.464570 nChanged 3 SP:Iteration 89Q (10962.300000 sec): 3 clusters Score: Raw -3471402.370602 + Penalty 3320.044233 = -3468082.326369 nChanged 3 SP:Iteration 90Q (10962.620000 sec): 3 clusters Score: Raw -3471403.124558 + Penalty 3320.044233 = -3468083.080325 nChanged 6 SP:Iteration 91Q (10962.880000 sec): 3 clusters Score: Raw -3471404.413778 + Penalty 3320.044233 = -3468084.369545 nChanged 5 SP:Iteration 92Q (10963.220000 sec): 3 clusters Score: Raw -3471405.581286 + Penalty 3320.044233 = -3468085.537053 nChanged 5 SP:Iteration 93Q (10963.480000 sec): 3 clusters Score: Raw -3471407.340945 + Penalty 3320.044233 = -3468087.296713 nChanged 3 SP:Iteration 94Q (10963.800000 sec): 3 clusters Score: Raw -3471408.009867 + Penalty 3320.044233 = -3468087.965634 nChanged 3 SP:Iteration 95Q (10964.160000 sec): 3 clusters Score: Raw -3471408.445647 + Penalty 3320.044233 = -3468088.401414 nChanged 2 SP:Iteration 96Q (10964.440000 sec): 3 clusters Score: Raw -3471408.765470 + Penalty 3320.044233 = -3468088.721237 nChanged 1 SP:Iteration 97Q (10964.780000 sec): 3 clusters Score: Raw -3471408.847463 + Penalty 3320.044233 = -3468088.803230 nChanged 0 SP:Iteration 98F (10965.110000 sec): 3 clusters Score: Raw -3471408.847463 + Penalty 3320.044233 = -3468088.803230 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10965.300000 sec): 2 clusters Score: Raw -2743421.194223 + Penalty 1623.074430 = -2741798.119793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10965.620000 sec): 3 clusters Score: Raw -2730199.009293 + Penalty 3246.148861 = -2726952.860432 nChanged 9862 SP:Iteration 1F (10965.900000 sec): 3 clusters Score: Raw -2735617.440375 + Penalty 3246.148861 = -2732371.291514 nChanged 1053 SP:Iteration 2Q (10966.190000 sec): 3 clusters Score: Raw -2735974.055542 + Penalty 3246.148861 = -2732727.906681 nChanged 981 SP:Iteration 3Q (10966.510000 sec): 3 clusters Score: Raw -2736342.256639 + Penalty 3246.148861 = -2733096.107778 nChanged 1017 SP:Iteration 4Q (10966.790000 sec): 3 clusters Score: Raw -2736800.431118 + Penalty 3246.148861 = -2733554.282258 nChanged 1002 SP:Iteration 5Q (10967.070000 sec): 3 clusters Score: Raw -2737370.319976 + Penalty 3246.148861 = -2734124.171115 nChanged 1129 SP:Iteration 6F (10967.330000 sec): 3 clusters Score: Raw -2738132.575150 + Penalty 3246.148861 = -2734886.426289 nChanged 1201 SP:Iteration 7F (10967.650000 sec): 3 clusters Score: Raw -2739201.737715 + Penalty 3246.148861 = -2735955.588854 nChanged 1245 SP:Iteration 8F (10967.910000 sec): 3 clusters Score: Raw -2740575.929081 + Penalty 3246.148861 = -2737329.780221 nChanged 1126 SP:Iteration 9F (10968.210000 sec): 3 clusters Score: Raw -2741829.087190 + Penalty 3246.148861 = -2738582.938329 nChanged 961 SP:Iteration 10Q (10968.490000 sec): 3 clusters Score: Raw -2742503.675344 + Penalty 3246.148861 = -2739257.526483 nChanged 651 SP:Iteration 11Q (10968.820000 sec): 3 clusters Score: Raw -2742802.929224 + Penalty 3246.148861 = -2739556.780363 nChanged 452 SP:Iteration 12Q (10969.130000 sec): 3 clusters Score: Raw -2742967.129407 + Penalty 3246.148861 = -2739720.980547 nChanged 316 SP:Iteration 13Q (10969.440000 sec): 3 clusters Score: Raw -2743061.494287 + Penalty 3246.148861 = -2739815.345426 nChanged 209 SP:Iteration 14Q (10969.690000 sec): 3 clusters Score: Raw -2743113.971648 + Penalty 3246.148861 = -2739867.822788 nChanged 160 SP:Iteration 15Q (10970.030000 sec): 3 clusters Score: Raw -2743147.433172 + Penalty 3246.148861 = -2739901.284311 nChanged 125 SP:Iteration 16Q (10970.330000 sec): 3 clusters Score: Raw -2743170.678151 + Penalty 3246.148861 = -2739924.529290 nChanged 104 SP:Iteration 17Q (10970.630000 sec): 3 clusters Score: Raw -2743191.262396 + Penalty 3246.148861 = -2739945.113535 nChanged 90 SP:Iteration 18Q (10970.930000 sec): 3 clusters Score: Raw -2743207.541428 + Penalty 3246.148861 = -2739961.392567 nChanged 78 SP:Iteration 19Q (10971.270000 sec): 3 clusters Score: Raw -2743219.546652 + Penalty 3246.148861 = -2739973.397791 nChanged 66 SP:Iteration 20F (10971.560000 sec): 3 clusters Score: Raw -2743230.728177 + Penalty 3246.148861 = -2739984.579316 nChanged 73 SP:Iteration 21Q (10971.890000 sec): 3 clusters Score: Raw -2743242.820265 + Penalty 3246.148861 = -2739996.671404 nChanged 65 SP:Iteration 22Q (10972.220000 sec): 3 clusters Score: Raw -2743252.908739 + Penalty 3246.148861 = -2740006.759879 nChanged 55 SP:Iteration 23Q (10972.500000 sec): 3 clusters Score: Raw -2743261.169431 + Penalty 3246.148861 = -2740015.020571 nChanged 52 SP:Iteration 24Q (10972.800000 sec): 3 clusters Score: Raw -2743268.450252 + Penalty 3246.148861 = -2740022.301391 nChanged 35 SP:Iteration 25Q (10973.150000 sec): 3 clusters Score: Raw -2743273.330604 + Penalty 3246.148861 = -2740027.181743 nChanged 44 SP:Iteration 26Q (10973.420000 sec): 3 clusters Score: Raw -2743278.921147 + Penalty 3246.148861 = -2740032.772286 nChanged 41 SP:Iteration 27Q (10973.760000 sec): 3 clusters Score: Raw -2743285.097506 + Penalty 3246.148861 = -2740038.948646 nChanged 31 SP:Iteration 28Q (10974.050000 sec): 3 clusters Score: Raw -2743289.588759 + Penalty 3246.148861 = -2740043.439898 nChanged 34 SP:Iteration 29Q (10974.310000 sec): 3 clusters Score: Raw -2743294.038262 + Penalty 3246.148861 = -2740047.889401 nChanged 29 SP:Iteration 30Q (10974.650000 sec): 3 clusters Score: Raw -2743297.035249 + Penalty 3246.148861 = -2740050.886389 nChanged 21 SP:Iteration 31Q (10974.960000 sec): 3 clusters Score: Raw -2743298.997636 + Penalty 3246.148861 = -2740052.848775 nChanged 23 SP:Iteration 32Q (10975.260000 sec): 3 clusters Score: Raw -2743300.992215 + Penalty 3246.148861 = -2740054.843355 nChanged 16 SP:Iteration 33Q (10975.520000 sec): 3 clusters Score: Raw -2743302.369082 + Penalty 3246.148861 = -2740056.220221 nChanged 17 SP:Iteration 34Q (10975.850000 sec): 3 clusters Score: Raw -2743304.383552 + Penalty 3246.148861 = -2740058.234691 nChanged 24 SP:Iteration 35Q (10976.140000 sec): 3 clusters Score: Raw -2743306.537011 + Penalty 3246.148861 = -2740060.388150 nChanged 15 SP:Iteration 36Q (10976.450000 sec): 3 clusters Score: Raw -2743308.144024 + Penalty 3246.148861 = -2740061.995163 nChanged 22 SP:Iteration 37Q (10976.740000 sec): 3 clusters Score: Raw -2743310.030148 + Penalty 3246.148861 = -2740063.881287 nChanged 16 SP:Iteration 38Q (10977.020000 sec): 3 clusters Score: Raw -2743311.770261 + Penalty 3246.148861 = -2740065.621401 nChanged 15 SP:Iteration 39Q (10977.310000 sec): 3 clusters Score: Raw -2743312.915612 + Penalty 3246.148861 = -2740066.766751 nChanged 15 SP:Iteration 40F (10977.660000 sec): 3 clusters Score: Raw -2743314.215846 + Penalty 3246.148861 = -2740068.066985 nChanged 16 SP:Iteration 41Q (10977.930000 sec): 3 clusters Score: Raw -2743315.992909 + Penalty 3246.148861 = -2740069.844048 nChanged 12 SP:Iteration 42Q (10978.210000 sec): 3 clusters Score: Raw -2743317.384884 + Penalty 3246.148861 = -2740071.236023 nChanged 14 SP:Iteration 43Q (10978.470000 sec): 3 clusters Score: Raw -2743319.286494 + Penalty 3246.148861 = -2740073.137634 nChanged 12 SP:Iteration 44Q (10978.700000 sec): 3 clusters Score: Raw -2743320.664288 + Penalty 3246.148861 = -2740074.515427 nChanged 11 SP:Iteration 45Q (10978.950000 sec): 3 clusters Score: Raw -2743321.815777 + Penalty 3246.148861 = -2740075.666916 nChanged 11 SP:Iteration 46Q (10979.240000 sec): 3 clusters Score: Raw -2743322.542096 + Penalty 3246.148861 = -2740076.393236 nChanged 7 SP:Iteration 47Q (10979.500000 sec): 3 clusters Score: Raw -2743323.203628 + Penalty 3246.148861 = -2740077.054768 nChanged 9 SP:Iteration 48Q (10979.770000 sec): 3 clusters Score: Raw -2743323.935385 + Penalty 3246.148861 = -2740077.786524 nChanged 7 SP:Iteration 49Q (10980.070000 sec): 3 clusters Score: Raw -2743324.446586 + Penalty 3246.148861 = -2740078.297725 nChanged 4 SP:Iteration 50Q (10980.340000 sec): 3 clusters Score: Raw -2743324.751940 + Penalty 3246.148861 = -2740078.603079 nChanged 6 SP:Iteration 51Q (10980.620000 sec): 3 clusters Score: Raw -2743325.484094 + Penalty 3246.148861 = -2740079.335233 nChanged 11 SP:Iteration 52Q (10980.910000 sec): 3 clusters Score: Raw -2743326.923687 + Penalty 3246.148861 = -2740080.774826 nChanged 18 SP:Iteration 53Q (10981.200000 sec): 3 clusters Score: Raw -2743329.051348 + Penalty 3246.148861 = -2740082.902487 nChanged 14 SP:Iteration 54Q (10981.490000 sec): 3 clusters Score: Raw -2743330.756689 + Penalty 3246.148861 = -2740084.607829 nChanged 24 SP:Iteration 55Q (10981.820000 sec): 3 clusters Score: Raw -2743334.158170 + Penalty 3246.148861 = -2740088.009310 nChanged 27 SP:Iteration 56Q (10982.100000 sec): 3 clusters Score: Raw -2743337.684558 + Penalty 3246.148861 = -2740091.535697 nChanged 28 SP:Iteration 57Q (10982.440000 sec): 3 clusters Score: Raw -2743341.457726 + Penalty 3246.148861 = -2740095.308865 nChanged 24 SP:Iteration 58Q (10982.770000 sec): 3 clusters Score: Raw -2743344.444019 + Penalty 3246.148861 = -2740098.295158 nChanged 22 SP:Iteration 59Q (10983.050000 sec): 3 clusters Score: Raw -2743346.806129 + Penalty 3246.148861 = -2740100.657268 nChanged 17 SP:Iteration 60F (10983.350000 sec): 3 clusters Score: Raw -2743348.983205 + Penalty 3246.148861 = -2740102.834344 nChanged 19 SP:Iteration 61Q (10983.680000 sec): 3 clusters Score: Raw -2743351.043371 + Penalty 3246.148861 = -2740104.894510 nChanged 20 SP:Iteration 62Q (10983.950000 sec): 3 clusters Score: Raw -2743353.390048 + Penalty 3246.148861 = -2740107.241187 nChanged 22 SP:Iteration 63Q (10984.280000 sec): 3 clusters Score: Raw -2743355.979808 + Penalty 3246.148861 = -2740109.830947 nChanged 16 SP:Iteration 64Q (10984.640000 sec): 3 clusters Score: Raw -2743357.844630 + Penalty 3246.148861 = -2740111.695769 nChanged 15 SP:Iteration 65Q (10984.930000 sec): 3 clusters Score: Raw -2743359.318081 + Penalty 3246.148861 = -2740113.169221 nChanged 14 SP:Iteration 66Q (10985.240000 sec): 3 clusters Score: Raw -2743361.369062 + Penalty 3246.148861 = -2740115.220201 nChanged 15 SP:Iteration 67Q (10985.560000 sec): 3 clusters Score: Raw -2743363.180662 + Penalty 3246.148861 = -2740117.031802 nChanged 19 SP:Iteration 68Q (10985.860000 sec): 3 clusters Score: Raw -2743365.316113 + Penalty 3246.148861 = -2740119.167253 nChanged 16 SP:Iteration 69Q (10986.180000 sec): 3 clusters Score: Raw -2743366.803919 + Penalty 3246.148861 = -2740120.655058 nChanged 14 SP:Iteration 70Q (10986.490000 sec): 3 clusters Score: Raw -2743368.216493 + Penalty 3246.148861 = -2740122.067633 nChanged 14 SP:Iteration 71Q (10986.790000 sec): 3 clusters Score: Raw -2743369.880005 + Penalty 3246.148861 = -2740123.731145 nChanged 22 SP:Iteration 72Q (10987.130000 sec): 3 clusters Score: Raw -2743372.850873 + Penalty 3246.148861 = -2740126.702012 nChanged 20 SP:Iteration 73Q (10987.420000 sec): 3 clusters Score: Raw -2743375.873184 + Penalty 3246.148861 = -2740129.724324 nChanged 23 SP:Iteration 74Q (10987.670000 sec): 3 clusters Score: Raw -2743378.262855 + Penalty 3246.148861 = -2740132.113995 nChanged 16 SP:Iteration 75Q (10987.940000 sec): 3 clusters Score: Raw -2743380.227005 + Penalty 3246.148861 = -2740134.078144 nChanged 19 SP:Iteration 76Q (10988.180000 sec): 3 clusters Score: Raw -2743383.580199 + Penalty 3246.148861 = -2740137.431338 nChanged 26 SP:Iteration 77Q (10988.460000 sec): 3 clusters Score: Raw -2743387.428984 + Penalty 3246.148861 = -2740141.280123 nChanged 32 SP:Iteration 78Q (10988.740000 sec): 3 clusters Score: Raw -2743391.558651 + Penalty 3246.148861 = -2740145.409790 nChanged 26 SP:Iteration 79Q (10989.040000 sec): 3 clusters Score: Raw -2743394.650046 + Penalty 3246.148861 = -2740148.501186 nChanged 28 SP:Iteration 80F (10989.400000 sec): 3 clusters Score: Raw -2743398.426688 + Penalty 3246.148861 = -2740152.277827 nChanged 25 SP:Iteration 81Q (10989.640000 sec): 3 clusters Score: Raw -2743401.010747 + Penalty 3246.148861 = -2740154.861886 nChanged 18 SP:Iteration 82Q (10989.950000 sec): 3 clusters Score: Raw -2743403.305528 + Penalty 3246.148861 = -2740157.156667 nChanged 17 SP:Iteration 83Q (10990.260000 sec): 3 clusters Score: Raw -2743405.733975 + Penalty 3246.148861 = -2740159.585114 nChanged 23 SP:Iteration 84Q (10990.620000 sec): 3 clusters Score: Raw -2743409.339013 + Penalty 3246.148861 = -2740163.190153 nChanged 26 SP:Iteration 85Q (10990.920000 sec): 3 clusters Score: Raw -2743413.492085 + Penalty 3246.148861 = -2740167.343224 nChanged 28 SP:Iteration 86Q (10991.240000 sec): 3 clusters Score: Raw -2743417.239992 + Penalty 3246.148861 = -2740171.091131 nChanged 30 SP:Iteration 87Q (10991.570000 sec): 3 clusters Score: Raw -2743421.745799 + Penalty 3246.148861 = -2740175.596938 nChanged 32 SP:Iteration 88Q (10991.860000 sec): 3 clusters Score: Raw -2743425.785821 + Penalty 3246.148861 = -2740179.636961 nChanged 23 SP:Iteration 89Q (10992.200000 sec): 3 clusters Score: Raw -2743428.662860 + Penalty 3246.148861 = -2740182.514000 nChanged 22 SP:Iteration 90Q (10992.470000 sec): 3 clusters Score: Raw -2743431.180121 + Penalty 3246.148861 = -2740185.031260 nChanged 16 SP:Iteration 91Q (10992.790000 sec): 3 clusters Score: Raw -2743432.860622 + Penalty 3246.148861 = -2740186.711762 nChanged 14 SP:Iteration 92Q (10993.100000 sec): 3 clusters Score: Raw -2743434.175349 + Penalty 3246.148861 = -2740188.026488 nChanged 15 SP:Iteration 93Q (10993.400000 sec): 3 clusters Score: Raw -2743435.903787 + Penalty 3246.148861 = -2740189.754926 nChanged 15 SP:Iteration 94Q (10993.680000 sec): 3 clusters Score: Raw -2743437.480550 + Penalty 3246.148861 = -2740191.331689 nChanged 9 SP:Iteration 95Q (10993.950000 sec): 3 clusters Score: Raw -2743438.691924 + Penalty 3246.148861 = -2740192.543064 nChanged 10 SP:Iteration 96Q (10994.250000 sec): 3 clusters Score: Raw -2743439.981888 + Penalty 3246.148861 = -2740193.833028 nChanged 11 SP:Iteration 97Q (10994.550000 sec): 3 clusters Score: Raw -2743441.479207 + Penalty 3246.148861 = -2740195.330346 nChanged 12 SP:Iteration 98Q (10994.870000 sec): 3 clusters Score: Raw -2743443.206741 + Penalty 3246.148861 = -2740197.057880 nChanged 18 SP:Iteration 99Q (10995.210000 sec): 3 clusters Score: Raw -2743445.990236 + Penalty 3246.148861 = -2740199.841376 nChanged 19 SP:Iteration 100F (10995.500000 sec): 3 clusters Score: Raw -2743449.520229 + Penalty 3246.148861 = -2740203.371369 nChanged 24 SP:Iteration 101Q (10995.780000 sec): 3 clusters Score: Raw -2743453.911435 + Penalty 3246.148861 = -2740207.762575 nChanged 31 SP:Iteration 102Q (10996.130000 sec): 3 clusters Score: Raw -2743458.717138 + Penalty 3246.148861 = -2740212.568278 nChanged 29 SP:Iteration 103Q (10996.390000 sec): 3 clusters Score: Raw -2743463.680554 + Penalty 3246.148861 = -2740217.531693 nChanged 27 SP:Iteration 104Q (10996.670000 sec): 3 clusters Score: Raw -2743467.730133 + Penalty 3246.148861 = -2740221.581273 nChanged 31 SP:Iteration 105Q (10997.020000 sec): 3 clusters Score: Raw -2743472.246402 + Penalty 3246.148861 = -2740226.097541 nChanged 28 SP:Iteration 106Q (10997.300000 sec): 3 clusters Score: Raw -2743475.930602 + Penalty 3246.148861 = -2740229.781742 nChanged 27 SP:Iteration 107Q (10997.650000 sec): 3 clusters Score: Raw -2743479.817001 + Penalty 3246.148861 = -2740233.668140 nChanged 27 SP:Iteration 108Q (10997.990000 sec): 3 clusters Score: Raw -2743484.154826 + Penalty 3246.148861 = -2740238.005966 nChanged 33 SP:Iteration 109Q (10998.290000 sec): 3 clusters Score: Raw -2743489.429270 + Penalty 3246.148861 = -2740243.280410 nChanged 34 SP:Iteration 110Q (10998.560000 sec): 3 clusters Score: Raw -2743494.183791 + Penalty 3246.148861 = -2740248.034930 nChanged 24 SP:Iteration 111Q (10998.890000 sec): 3 clusters Score: Raw -2743498.269180 + Penalty 3246.148861 = -2740252.120319 nChanged 33 SP:Iteration 112Q (10999.190000 sec): 3 clusters Score: Raw -2743504.766360 + Penalty 3246.148861 = -2740258.617499 nChanged 36 SP:Iteration 113Q (10999.450000 sec): 3 clusters Score: Raw -2743511.011560 + Penalty 3246.148861 = -2740264.862700 nChanged 41 SP:Iteration 114Q (10999.760000 sec): 3 clusters Score: Raw -2743520.354493 + Penalty 3246.148861 = -2740274.205633 nChanged 44 SP:Iteration 115Q (11000.010000 sec): 3 clusters Score: Raw -2743528.163472 + Penalty 3246.148861 = -2740282.014611 nChanged 39 SP:Iteration 116Q (11000.280000 sec): 3 clusters Score: Raw -2743535.626312 + Penalty 3246.148861 = -2740289.477452 nChanged 33 SP:Iteration 117Q (11000.590000 sec): 3 clusters Score: Raw -2743541.724349 + Penalty 3246.148861 = -2740295.575488 nChanged 28 SP:Iteration 118Q (11000.830000 sec): 3 clusters Score: Raw -2743547.056945 + Penalty 3246.148861 = -2740300.908084 nChanged 24 SP:Iteration 119Q (11001.110000 sec): 3 clusters Score: Raw -2743550.875763 + Penalty 3246.148861 = -2740304.726902 nChanged 22 SP:Iteration 120F (11001.420000 sec): 3 clusters Score: Raw -2743555.083016 + Penalty 3246.148861 = -2740308.934156 nChanged 29 SP:Iteration 121Q (11001.690000 sec): 3 clusters Score: Raw -2743560.459132 + Penalty 3246.148861 = -2740314.310271 nChanged 31 SP:Iteration 122Q (11001.990000 sec): 3 clusters Score: Raw -2743566.228944 + Penalty 3246.148861 = -2740320.080083 nChanged 28 SP:Iteration 123Q (11002.260000 sec): 3 clusters Score: Raw -2743571.844635 + Penalty 3246.148861 = -2740325.695775 nChanged 23 SP:Iteration 124Q (11002.510000 sec): 3 clusters Score: Raw -2743575.149280 + Penalty 3246.148861 = -2740329.000419 nChanged 20 SP:Iteration 125Q (11002.780000 sec): 3 clusters Score: Raw -2743578.424224 + Penalty 3246.148861 = -2740332.275364 nChanged 21 SP:Iteration 126Q (11003.090000 sec): 3 clusters Score: Raw -2743581.535523 + Penalty 3246.148861 = -2740335.386663 nChanged 23 SP:Iteration 127Q (11003.370000 sec): 3 clusters Score: Raw -2743586.032895 + Penalty 3246.148861 = -2740339.884035 nChanged 18 SP:Iteration 128Q (11003.670000 sec): 3 clusters Score: Raw -2743589.396741 + Penalty 3246.148861 = -2740343.247880 nChanged 20 SP:Iteration 129Q (11003.970000 sec): 3 clusters Score: Raw -2743592.102854 + Penalty 3246.148861 = -2740345.953993 nChanged 13 SP:Iteration 130Q (11004.250000 sec): 3 clusters Score: Raw -2743594.304838 + Penalty 3246.148861 = -2740348.155978 nChanged 18 SP:Iteration 131Q (11004.500000 sec): 3 clusters Score: Raw -2743597.162402 + Penalty 3246.148861 = -2740351.013541 nChanged 13 SP:Iteration 132Q (11004.770000 sec): 3 clusters Score: Raw -2743599.391434 + Penalty 3246.148861 = -2740353.242574 nChanged 15 SP:Iteration 133Q (11005.040000 sec): 3 clusters Score: Raw -2743601.826825 + Penalty 3246.148861 = -2740355.677965 nChanged 17 SP:Iteration 134Q (11005.360000 sec): 3 clusters Score: Raw -2743604.089173 + Penalty 3246.148861 = -2740357.940312 nChanged 7 SP:Iteration 135Q (11005.630000 sec): 3 clusters Score: Raw -2743605.330892 + Penalty 3246.148861 = -2740359.182031 nChanged 8 SP:Iteration 136Q (11005.890000 sec): 3 clusters Score: Raw -2743607.140632 + Penalty 3246.148861 = -2740360.991771 nChanged 9 SP:Iteration 137Q (11006.140000 sec): 3 clusters Score: Raw -2743609.116105 + Penalty 3246.148861 = -2740362.967244 nChanged 16 SP:Iteration 138Q (11006.490000 sec): 3 clusters Score: Raw -2743612.144217 + Penalty 3246.148861 = -2740365.995357 nChanged 18 SP:Iteration 139Q (11006.770000 sec): 3 clusters Score: Raw -2743616.345335 + Penalty 3246.148861 = -2740370.196474 nChanged 19 SP:Iteration 140F (11007.080000 sec): 3 clusters Score: Raw -2743620.061725 + Penalty 3246.148861 = -2740373.912864 nChanged 17 SP:Iteration 141Q (11007.410000 sec): 3 clusters Score: Raw -2743623.383353 + Penalty 3246.148861 = -2740377.234492 nChanged 17 SP:Iteration 142Q (11007.640000 sec): 3 clusters Score: Raw -2743626.935239 + Penalty 3246.148861 = -2740380.786378 nChanged 12 SP:Iteration 143Q (11007.940000 sec): 3 clusters Score: Raw -2743629.018280 + Penalty 3246.148861 = -2740382.869419 nChanged 17 SP:Iteration 144Q (11008.200000 sec): 3 clusters Score: Raw -2743632.158114 + Penalty 3246.148861 = -2740386.009253 nChanged 17 SP:Iteration 145Q (11008.500000 sec): 3 clusters Score: Raw -2743635.817015 + Penalty 3246.148861 = -2740389.668154 nChanged 21 SP:Iteration 146Q (11008.760000 sec): 3 clusters Score: Raw -2743638.948220 + Penalty 3246.148861 = -2740392.799359 nChanged 13 SP:Iteration 147Q (11009.010000 sec): 3 clusters Score: Raw -2743640.888677 + Penalty 3246.148861 = -2740394.739817 nChanged 11 SP:Iteration 148Q (11009.330000 sec): 3 clusters Score: Raw -2743642.649105 + Penalty 3246.148861 = -2740396.500244 nChanged 13 SP:Iteration 149Q (11009.570000 sec): 3 clusters Score: Raw -2743645.002262 + Penalty 3246.148861 = -2740398.853401 nChanged 10 SP:Iteration 150Q (11009.850000 sec): 3 clusters Score: Raw -2743646.205659 + Penalty 3246.148861 = -2740400.056799 nChanged 6 SP:Iteration 151Q (11010.100000 sec): 3 clusters Score: Raw -2743647.040841 + Penalty 3246.148861 = -2740400.891980 nChanged 10 SP:Iteration 152Q (11010.360000 sec): 3 clusters Score: Raw -2743648.258623 + Penalty 3246.148861 = -2740402.109762 nChanged 5 SP:Iteration 153Q (11010.680000 sec): 3 clusters Score: Raw -2743648.979894 + Penalty 3246.148861 = -2740402.831033 nChanged 7 SP:Iteration 154Q (11010.910000 sec): 3 clusters Score: Raw -2743649.963732 + Penalty 3246.148861 = -2740403.814871 nChanged 8 SP:Iteration 155Q (11011.200000 sec): 3 clusters Score: Raw -2743651.069889 + Penalty 3246.148861 = -2740404.921028 nChanged 7 SP:Iteration 156Q (11011.490000 sec): 3 clusters Score: Raw -2743651.949214 + Penalty 3246.148861 = -2740405.800353 nChanged 6 SP:Iteration 157Q (11011.750000 sec): 3 clusters Score: Raw -2743653.135576 + Penalty 3246.148861 = -2740406.986715 nChanged 10 SP:Iteration 158Q (11012.040000 sec): 3 clusters Score: Raw -2743655.172577 + Penalty 3246.148861 = -2740409.023717 nChanged 18 SP:Iteration 159Q (11012.330000 sec): 3 clusters Score: Raw -2743658.377259 + Penalty 3246.148861 = -2740412.228399 nChanged 9 SP:Iteration 160F (11012.640000 sec): 3 clusters Score: Raw -2743660.177784 + Penalty 3246.148861 = -2740414.028923 nChanged 8 SP:Iteration 161Q (11012.990000 sec): 3 clusters Score: Raw -2743661.168839 + Penalty 3246.148861 = -2740415.019979 nChanged 4 SP:Iteration 162Q (11013.270000 sec): 3 clusters Score: Raw -2743662.078114 + Penalty 3246.148861 = -2740415.929254 nChanged 10 SP:Iteration 163Q (11013.560000 sec): 3 clusters Score: Raw -2743664.790911 + Penalty 3246.148861 = -2740418.642050 nChanged 9 SP:Iteration 164Q (11013.790000 sec): 3 clusters Score: Raw -2743667.088974 + Penalty 3246.148861 = -2740420.940113 nChanged 15 SP:Iteration 165Q (11014.110000 sec): 3 clusters Score: Raw -2743670.995505 + Penalty 3246.148861 = -2740424.846644 nChanged 20 SP:Iteration 166Q (11014.390000 sec): 3 clusters Score: Raw -2743675.875902 + Penalty 3246.148861 = -2740429.727041 nChanged 18 SP:Iteration 167Q (11014.690000 sec): 3 clusters Score: Raw -2743680.881192 + Penalty 3246.148861 = -2740434.732331 nChanged 10 SP:Iteration 168Q (11015.030000 sec): 3 clusters Score: Raw -2743682.423438 + Penalty 3246.148861 = -2740436.274577 nChanged 12 SP:Iteration 169Q (11015.320000 sec): 3 clusters Score: Raw -2743684.636675 + Penalty 3246.148861 = -2740438.487814 nChanged 14 SP:Iteration 170Q (11015.550000 sec): 3 clusters Score: Raw -2743686.883920 + Penalty 3246.148861 = -2740440.735059 nChanged 8 SP:Iteration 171Q (11015.810000 sec): 3 clusters Score: Raw -2743688.479484 + Penalty 3246.148861 = -2740442.330623 nChanged 9 SP:Iteration 172Q (11016.150000 sec): 3 clusters Score: Raw -2743689.639432 + Penalty 3246.148861 = -2740443.490572 nChanged 9 SP:Iteration 173Q (11016.390000 sec): 3 clusters Score: Raw -2743691.327728 + Penalty 3246.148861 = -2740445.178868 nChanged 10 SP:Iteration 174Q (11016.670000 sec): 3 clusters Score: Raw -2743693.304824 + Penalty 3246.148861 = -2740447.155963 nChanged 5 SP:Iteration 175Q (11016.940000 sec): 3 clusters Score: Raw -2743695.010525 + Penalty 3246.148861 = -2740448.861665 nChanged 13 SP:Iteration 176Q (11017.250000 sec): 3 clusters Score: Raw -2743697.658657 + Penalty 3246.148861 = -2740451.509797 nChanged 9 SP:Iteration 177Q (11017.540000 sec): 3 clusters Score: Raw -2743699.904216 + Penalty 3246.148861 = -2740453.755356 nChanged 8 SP:Iteration 178Q (11017.800000 sec): 3 clusters Score: Raw -2743701.489395 + Penalty 3246.148861 = -2740455.340534 nChanged 9 SP:Iteration 179Q (11018.090000 sec): 3 clusters Score: Raw -2743702.940363 + Penalty 3246.148861 = -2740456.791503 nChanged 4 SP:Iteration 180F (11018.420000 sec): 3 clusters Score: Raw -2743703.413190 + Penalty 3246.148861 = -2740457.264330 nChanged 5 SP:Iteration 181Q (11018.690000 sec): 3 clusters Score: Raw -2743703.979237 + Penalty 3246.148861 = -2740457.830376 nChanged 3 SP:Iteration 182Q (11018.960000 sec): 3 clusters Score: Raw -2743704.357325 + Penalty 3246.148861 = -2740458.208464 nChanged 3 SP:Iteration 183Q (11019.230000 sec): 3 clusters Score: Raw -2743704.944588 + Penalty 3246.148861 = -2740458.795727 nChanged 4 SP:Iteration 184Q (11019.510000 sec): 3 clusters Score: Raw -2743705.570514 + Penalty 3246.148861 = -2740459.421653 nChanged 2 SP:Iteration 185Q (11019.830000 sec): 3 clusters Score: Raw -2743705.751012 + Penalty 3246.148861 = -2740459.602152 nChanged 2 SP:Iteration 186Q (11020.140000 sec): 3 clusters Score: Raw -2743705.973924 + Penalty 3246.148861 = -2740459.825064 nChanged 1 SP:Iteration 187Q (11020.470000 sec): 3 clusters Score: Raw -2743706.036402 + Penalty 3246.148861 = -2740459.887541 nChanged 0 SP:Iteration 188F (11020.750000 sec): 3 clusters Score: Raw -2743706.036402 + Penalty 3246.148861 = -2740459.887541 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11020.840000 sec): 2 clusters Score: Raw -18947.044315 + Penalty 840.203649 = -18106.840665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11021.020000 sec): 3 clusters Score: Raw -19072.862217 + Penalty 1680.407298 = -17392.454919 nChanged 28 SP:Iteration 1F (11021.190000 sec): 3 clusters Score: Raw -19161.250405 + Penalty 1680.407298 = -17480.843106 nChanged 3 SP:Iteration 2Q (11021.370000 sec): 3 clusters Score: Raw -19171.518603 + Penalty 1680.407298 = -17491.111305 nChanged 2 SP:Iteration 3Q (11021.530000 sec): 3 clusters Score: Raw -19185.407260 + Penalty 1680.407298 = -17504.999962 nChanged 1 SP:Iteration 4Q (11021.750000 sec): 3 clusters Score: Raw -19212.311710 + Penalty 1680.407298 = -17531.904412 nChanged 1 SP:Iteration 5Q (11021.970000 sec): 3 clusters Score: Raw -19238.277793 + Penalty 1680.407298 = -17557.870494 nChanged 1 SP:Iteration 6Q (11022.150000 sec): 3 clusters Score: Raw -19241.373937 + Penalty 1680.407298 = -17560.966639 nChanged 2 SP:Iteration 7Q (11022.350000 sec): 3 clusters Score: Raw -19246.796073 + Penalty 1680.407298 = -17566.388774 nChanged 0 SP:Iteration 8F (11022.550000 sec): 3 clusters Score: Raw -19246.796073 + Penalty 1680.407298 = -17566.388774 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11022.700000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11022.850000 sec): 3 clusters Score: Raw -83263.803640 + Penalty 2147.600203 = -81116.203437 nChanged 195 SP:Iteration 1F (11023.110000 sec): 3 clusters Score: Raw -83485.921610 + Penalty 2147.600203 = -81338.321407 nChanged 46 SP:Iteration 2F (11023.270000 sec): 3 clusters Score: Raw -83571.628981 + Penalty 2147.600203 = -81424.028778 nChanged 28 SP:Iteration 3Q (11023.460000 sec): 3 clusters Score: Raw -83611.456854 + Penalty 2147.600203 = -81463.856651 nChanged 13 SP:Iteration 4Q (11023.670000 sec): 3 clusters Score: Raw -83630.867589 + Penalty 2147.600203 = -81483.267386 nChanged 16 SP:Iteration 5Q (11023.850000 sec): 3 clusters Score: Raw -83652.363789 + Penalty 2147.600203 = -81504.763585 nChanged 11 SP:Iteration 6Q (11024.020000 sec): 3 clusters Score: Raw -83669.127924 + Penalty 2147.600203 = -81521.527721 nChanged 12 SP:Iteration 7Q (11024.150000 sec): 3 clusters Score: Raw -83685.980947 + Penalty 2147.600203 = -81538.380744 nChanged 10 SP:Iteration 8Q (11024.300000 sec): 3 clusters Score: Raw -83698.282998 + Penalty 2147.600203 = -81550.682794 nChanged 14 SP:Iteration 9Q (11024.500000 sec): 3 clusters Score: Raw -83717.958882 + Penalty 2147.600203 = -81570.358679 nChanged 12 SP:Iteration 10Q (11024.750000 sec): 3 clusters Score: Raw -83734.292478 + Penalty 2147.600203 = -81586.692275 nChanged 10 SP:Iteration 11Q (11024.960000 sec): 3 clusters Score: Raw -83746.828608 + Penalty 2147.600203 = -81599.228405 nChanged 6 SP:Iteration 12Q (11025.140000 sec): 3 clusters Score: Raw -83752.733618 + Penalty 2147.600203 = -81605.133414 nChanged 6 SP:Iteration 13Q (11025.300000 sec): 3 clusters Score: Raw -83759.231258 + Penalty 2147.600203 = -81611.631054 nChanged 3 SP:Iteration 14Q (11025.460000 sec): 3 clusters Score: Raw -83764.066677 + Penalty 2147.600203 = -81616.466474 nChanged 6 SP:Iteration 15Q (11025.610000 sec): 3 clusters Score: Raw -83778.327573 + Penalty 2147.600203 = -81630.727369 nChanged 8 SP:Iteration 16Q (11025.790000 sec): 3 clusters Score: Raw -83793.531340 + Penalty 2147.600203 = -81645.931136 nChanged 7 SP:Iteration 17Q (11025.980000 sec): 3 clusters Score: Raw -83808.916832 + Penalty 2147.600203 = -81661.316628 nChanged 7 SP:Iteration 18Q (11026.140000 sec): 3 clusters Score: Raw -83821.637209 + Penalty 2147.600203 = -81674.037006 nChanged 2 SP:Iteration 19Q (11026.330000 sec): 3 clusters Score: Raw -83824.959970 + Penalty 2147.600203 = -81677.359767 nChanged 3 SP:Iteration 20F (11026.490000 sec): 3 clusters Score: Raw -83828.270199 + Penalty 2147.600203 = -81680.669996 nChanged 2 SP:Iteration 21Q (11026.690000 sec): 3 clusters Score: Raw -83829.760150 + Penalty 2147.600203 = -81682.159947 nChanged 0 SP:Iteration 22F (11026.890000 sec): 3 clusters Score: Raw -83829.760150 + Penalty 2147.600203 = -81682.159947 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 21 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11026.990000 sec): 2 clusters Score: Raw -28095.055599 + Penalty 910.942836 = -27184.112763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11027.150000 sec): 3 clusters Score: Raw -28381.486441 + Penalty 1821.885672 = -26559.600769 nChanged 67 SP:Iteration 1F (11027.320000 sec): 3 clusters Score: Raw -28727.105270 + Penalty 1821.885672 = -26905.219598 nChanged 23 SP:Iteration 2F (11027.480000 sec): 3 clusters Score: Raw -28933.117675 + Penalty 1821.885672 = -27111.232003 nChanged 10 SP:Iteration 3Q (11027.640000 sec): 3 clusters Score: Raw -28992.673910 + Penalty 1821.885672 = -27170.788239 nChanged 3 SP:Iteration 4Q (11027.850000 sec): 3 clusters Score: Raw -29001.500858 + Penalty 1821.885672 = -27179.615186 nChanged 1 SP:Iteration 5Q (11028.040000 sec): 3 clusters Score: Raw -29004.104567 + Penalty 1821.885672 = -27182.218896 nChanged 2 SP:Iteration 6Q (11028.280000 sec): 3 clusters Score: Raw -29019.930011 + Penalty 1821.885672 = -27198.044339 nChanged 1 SP:Iteration 7Q (11028.430000 sec): 3 clusters Score: Raw -29021.778780 + Penalty 1821.885672 = -27199.893108 nChanged 0 SP:Iteration 8F (11028.650000 sec): 3 clusters Score: Raw -29021.778780 + Penalty 1821.885672 = -27199.893108 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 8.72 GB. Trying to split cluster 22 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11028.800000 sec): 2 clusters Score: Raw -29076.483056 + Penalty 906.091729 = -28170.391327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11029.020000 sec): 3 clusters Score: Raw -29135.841033 + Penalty 1812.183459 = -27323.657574 nChanged 50 SP:Iteration 1F (11029.190000 sec): 3 clusters Score: Raw -29330.709374 + Penalty 1812.183459 = -27518.525916 nChanged 16 SP:Iteration 2F (11029.500000 sec): 3 clusters Score: Raw -29643.145696 + Penalty 1812.183459 = -27830.962238 nChanged 19 SP:Iteration 3F (11029.750000 sec): 3 clusters Score: Raw -29715.667482 + Penalty 1812.183459 = -27903.484024 nChanged 11 SP:Iteration 4Q (11029.910000 sec): 3 clusters Score: Raw -29770.823134 + Penalty 1812.183459 = -27958.639676 nChanged 8 SP:Iteration 5Q (11030.080000 sec): 3 clusters Score: Raw -29816.137236 + Penalty 1812.183459 = -28003.953777 nChanged 5 SP:Iteration 6Q (11030.220000 sec): 3 clusters Score: Raw -29846.991194 + Penalty 1812.183459 = -28034.807736 nChanged 2 SP:Iteration 7Q (11030.420000 sec): 3 clusters Score: Raw -29859.626248 + Penalty 1812.183459 = -28047.442789 nChanged 0 SP:Iteration 8F (11030.680000 sec): 3 clusters Score: Raw -29859.626248 + Penalty 1812.183459 = -28047.442789 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11030.730000 sec): 2 clusters Score: Raw -26811.440757 + Penalty 897.886103 = -25913.554654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11030.920000 sec): 3 clusters Score: Raw -26939.426285 + Penalty 1795.772205 = -25143.654080 nChanged 43 SP:Iteration 1F (11031.120000 sec): 3 clusters Score: Raw -27073.639688 + Penalty 1795.772205 = -25277.867482 nChanged 15 SP:Iteration 2F (11031.300000 sec): 3 clusters Score: Raw -27149.804823 + Penalty 1795.772205 = -25354.032618 nChanged 13 SP:Iteration 3F (11031.440000 sec): 3 clusters Score: Raw -27256.312885 + Penalty 1795.772205 = -25460.540680 nChanged 10 SP:Iteration 4Q (11031.590000 sec): 3 clusters Score: Raw -27360.580945 + Penalty 1795.772205 = -25564.808740 nChanged 10 SP:Iteration 5Q (11031.810000 sec): 3 clusters Score: Raw -27452.983747 + Penalty 1795.772205 = -25657.211542 nChanged 7 SP:Iteration 6Q (11031.980000 sec): 3 clusters Score: Raw -27581.475747 + Penalty 1795.772205 = -25785.703542 nChanged 8 SP:Iteration 7Q (11032.130000 sec): 3 clusters Score: Raw -27615.075797 + Penalty 1795.772205 = -25819.303592 nChanged 3 SP:Iteration 8Q (11032.320000 sec): 3 clusters Score: Raw -27629.436880 + Penalty 1795.772205 = -25833.664674 nChanged 3 SP:Iteration 9Q (11032.510000 sec): 3 clusters Score: Raw -27643.865753 + Penalty 1795.772205 = -25848.093548 nChanged 1 SP:Iteration 10Q (11032.680000 sec): 3 clusters Score: Raw -27646.064680 + Penalty 1795.772205 = -25850.292475 nChanged 1 SP:Iteration 11Q (11032.860000 sec): 3 clusters Score: Raw -27648.936567 + Penalty 1795.772205 = -25853.164362 nChanged 1 SP:Iteration 12Q (11033.020000 sec): 3 clusters Score: Raw -27652.983928 + Penalty 1795.772205 = -25857.211723 nChanged 0 SP:Iteration 13F (11033.180000 sec): 3 clusters Score: Raw -27652.983928 + Penalty 1795.772205 = -25857.211723 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11033.250000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11033.450000 sec): 3 clusters Score: Raw -48831.112463 + Penalty 1970.730193 = -46860.382270 nChanged 103 SP:Iteration 1F (11033.600000 sec): 3 clusters Score: Raw -49012.910392 + Penalty 1970.730193 = -47042.180199 nChanged 33 SP:Iteration 2F (11033.760000 sec): 3 clusters Score: Raw -49103.243296 + Penalty 1970.730193 = -47132.513103 nChanged 15 SP:Iteration 3Q (11033.920000 sec): 3 clusters Score: Raw -49148.275541 + Penalty 1970.730193 = -47177.545348 nChanged 7 SP:Iteration 4Q (11034.080000 sec): 3 clusters Score: Raw -49181.451906 + Penalty 1970.730193 = -47210.721713 nChanged 10 SP:Iteration 5Q (11034.280000 sec): 3 clusters Score: Raw -49208.447482 + Penalty 1970.730193 = -47237.717289 nChanged 7 SP:Iteration 6Q (11034.430000 sec): 3 clusters Score: Raw -49221.999159 + Penalty 1970.730193 = -47251.268966 nChanged 4 SP:Iteration 7Q (11034.670000 sec): 3 clusters Score: Raw -49230.438754 + Penalty 1970.730193 = -47259.708561 nChanged 4 SP:Iteration 8Q (11034.800000 sec): 3 clusters Score: Raw -49237.477579 + Penalty 1970.730193 = -47266.747386 nChanged 3 SP:Iteration 9Q (11035.020000 sec): 3 clusters Score: Raw -49243.504024 + Penalty 1970.730193 = -47272.773831 nChanged 0 SP:Iteration 10F (11035.180000 sec): 3 clusters Score: Raw -49243.504024 + Penalty 1970.730193 = -47272.773831 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11035.300000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11035.500000 sec): 3 clusters Score: Raw -48626.279076 + Penalty 1963.855671 = -46662.423405 nChanged 77 SP:Iteration 1F (11035.700000 sec): 3 clusters Score: Raw -48768.305825 + Penalty 1963.855671 = -46804.450154 nChanged 24 SP:Iteration 2F (11035.850000 sec): 3 clusters Score: Raw -48813.387754 + Penalty 1963.855671 = -46849.532083 nChanged 11 SP:Iteration 3Q (11036.050000 sec): 3 clusters Score: Raw -48836.896334 + Penalty 1963.855671 = -46873.040663 nChanged 7 SP:Iteration 4Q (11036.220000 sec): 3 clusters Score: Raw -48857.486880 + Penalty 1963.855671 = -46893.631209 nChanged 3 SP:Iteration 5Q (11036.360000 sec): 3 clusters Score: Raw -48865.639145 + Penalty 1963.855671 = -46901.783474 nChanged 3 SP:Iteration 6Q (11036.510000 sec): 3 clusters Score: Raw -48873.694095 + Penalty 1963.855671 = -46909.838424 nChanged 1 SP:Iteration 7Q (11036.640000 sec): 3 clusters Score: Raw -48875.245202 + Penalty 1963.855671 = -46911.389531 nChanged 1 SP:Iteration 8Q (11036.760000 sec): 3 clusters Score: Raw -48876.010701 + Penalty 1963.855671 = -46912.155030 nChanged 0 SP:Iteration 9F (11036.890000 sec): 3 clusters Score: Raw -48876.010701 + Penalty 1963.855671 = -46912.155030 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11036.960000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11037.150000 sec): 3 clusters Score: Raw -30421.013082 + Penalty 1812.183459 = -28608.829624 nChanged 44 SP:Iteration 1F (11037.290000 sec): 3 clusters Score: Raw -30525.348783 + Penalty 1812.183459 = -28713.165324 nChanged 11 SP:Iteration 2Q (11037.460000 sec): 3 clusters Score: Raw -30568.251691 + Penalty 1812.183459 = -28756.068233 nChanged 8 SP:Iteration 3Q (11037.600000 sec): 3 clusters Score: Raw -30589.741492 + Penalty 1812.183459 = -28777.558034 nChanged 0 SP:Iteration 4F (11037.700000 sec): 3 clusters Score: Raw -30589.741492 + Penalty 1812.183459 = -28777.558034 nChanged 0 Deleting Class 21 (77 points): Lose 1496.076887 but Gain 2275.097086 Iteration 246F (11100.550000 sec): 27 clusters Score: Raw -146383048.881314 + Penalty 59152.524245 = -146323896.357070 nChanged 108 Iteration 247F (11151.870000 sec): 27 clusters Score: Raw -146383694.674695 + Penalty 59152.524245 = -146324542.150451 nChanged 76 Iteration 248Q (11184.010000 sec): 27 clusters Score: Raw -146383782.016162 + Penalty 59152.524245 = -146324629.491917 nChanged 59 Iteration 249Q (11217.500000 sec): 27 clusters Score: Raw -146383791.970114 + Penalty 59152.524245 = -146324639.445869 nChanged 54 Iteration 250Q (11249.960000 sec): 27 clusters Score: Raw -146383796.585329 + Penalty 59152.524245 = -146324644.061085 nChanged 40 Iteration 251Q (11287.460000 sec): 27 clusters Score: Raw -146383798.420201 + Penalty 59152.524245 = -146324645.895957 nChanged 34 Iteration 252Q (11320.670000 sec): 27 clusters Score: Raw -146383799.590905 + Penalty 59152.524245 = -146324647.066661 nChanged 33 Iteration 253Q (11355.480000 sec): 27 clusters Score: Raw -146383800.469974 + Penalty 59152.524245 = -146324647.945730 nChanged 27 Iteration 254Q (11386.810000 sec): 27 clusters Score: Raw -146383801.012383 + Penalty 59152.524245 = -146324648.488138 nChanged 26 Iteration 255Q (11422.660000 sec): 27 clusters Score: Raw -146383801.525851 + Penalty 59152.524245 = -146324649.001606 nChanged 27 Iteration 256Q (11457.040000 sec): 27 clusters Score: Raw -146383802.029867 + Penalty 59152.524245 = -146324649.505623 nChanged 33 Iteration 257Q (11489.440000 sec): 27 clusters Score: Raw -146383802.807928 + Penalty 59152.524245 = -146324650.283683 nChanged 30 Iteration 258Q (11531.300000 sec): 27 clusters Score: Raw -146383803.218114 + Penalty 59152.524245 = -146324650.693869 nChanged 26 Writing temp clu file Because OldScore, -146324650.283683, is greater than current (better) Score,-146324650.693869 Compute initial score before splitting: Score: Raw -146383803.218114 + Penalty 59152.524245 = -146324650.693869 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (11080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11531.610000 sec): 2 clusters Score: Raw -1349275.600904 + Penalty 1513.345756 = -1347762.255148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11531.860000 sec): 3 clusters Score: Raw -1342985.567173 + Penalty 3026.691512 = -1339958.875661 nChanged 4824 SP:Iteration 1F (11532.060000 sec): 3 clusters Score: Raw -1345442.843066 + Penalty 3026.691512 = -1342416.151554 nChanged 616 SP:Iteration 2F (11532.280000 sec): 3 clusters Score: Raw -1345692.785825 + Penalty 3026.691512 = -1342666.094313 nChanged 558 SP:Iteration 3F (11532.520000 sec): 3 clusters Score: Raw -1345945.671143 + Penalty 3026.691512 = -1342918.979631 nChanged 552 SP:Iteration 4Q (11532.760000 sec): 3 clusters Score: Raw -1346235.636018 + Penalty 3026.691512 = -1343208.944506 nChanged 570 SP:Iteration 5F (11532.970000 sec): 3 clusters Score: Raw -1346620.267183 + Penalty 3026.691512 = -1343593.575671 nChanged 663 SP:Iteration 6F (11533.230000 sec): 3 clusters Score: Raw -1347120.028533 + Penalty 3026.691512 = -1344093.337021 nChanged 754 SP:Iteration 7F (11533.470000 sec): 3 clusters Score: Raw -1347767.622702 + Penalty 3026.691512 = -1344740.931189 nChanged 776 SP:Iteration 8F (11533.730000 sec): 3 clusters Score: Raw -1348528.264632 + Penalty 3026.691512 = -1345501.573119 nChanged 704 SP:Iteration 9F (11533.980000 sec): 3 clusters Score: Raw -1349261.457812 + Penalty 3026.691512 = -1346234.766300 nChanged 486 SP:Iteration 10Q (11534.210000 sec): 3 clusters Score: Raw -1349706.623566 + Penalty 3026.691512 = -1346679.932054 nChanged 296 SP:Iteration 11Q (11534.430000 sec): 3 clusters Score: Raw -1349908.132634 + Penalty 3026.691512 = -1346881.441122 nChanged 168 SP:Iteration 12Q (11534.640000 sec): 3 clusters Score: Raw -1349996.731759 + Penalty 3026.691512 = -1346970.040247 nChanged 119 SP:Iteration 13Q (11534.890000 sec): 3 clusters Score: Raw -1350042.090322 + Penalty 3026.691512 = -1347015.398810 nChanged 86 SP:Iteration 14Q (11535.130000 sec): 3 clusters Score: Raw -1350069.111524 + Penalty 3026.691512 = -1347042.420012 nChanged 64 SP:Iteration 15Q (11535.330000 sec): 3 clusters Score: Raw -1350085.503950 + Penalty 3026.691512 = -1347058.812438 nChanged 46 SP:Iteration 16Q (11535.610000 sec): 3 clusters Score: Raw -1350095.690629 + Penalty 3026.691512 = -1347068.999117 nChanged 30 SP:Iteration 17Q (11535.830000 sec): 3 clusters Score: Raw -1350100.852488 + Penalty 3026.691512 = -1347074.160976 nChanged 21 SP:Iteration 18Q (11536.080000 sec): 3 clusters Score: Raw -1350103.948623 + Penalty 3026.691512 = -1347077.257111 nChanged 8 SP:Iteration 19Q (11536.330000 sec): 3 clusters Score: Raw -1350105.239633 + Penalty 3026.691512 = -1347078.548121 nChanged 7 SP:Iteration 20F (11536.600000 sec): 3 clusters Score: Raw -1350106.121347 + Penalty 3026.691512 = -1347079.429835 nChanged 4 SP:Iteration 21Q (11536.860000 sec): 3 clusters Score: Raw -1350106.721365 + Penalty 3026.691512 = -1347080.029853 nChanged 5 SP:Iteration 22Q (11537.120000 sec): 3 clusters Score: Raw -1350107.173402 + Penalty 3026.691512 = -1347080.481890 nChanged 2 SP:Iteration 23Q (11537.330000 sec): 3 clusters Score: Raw -1350107.360011 + Penalty 3026.691512 = -1347080.668499 nChanged 1 SP:Iteration 24Q (11537.600000 sec): 3 clusters Score: Raw -1350107.444255 + Penalty 3026.691512 = -1347080.752743 nChanged 1 SP:Iteration 25Q (11537.800000 sec): 3 clusters Score: Raw -1350107.519122 + Penalty 3026.691512 = -1347080.827610 nChanged 1 SP:Iteration 26Q (11538.020000 sec): 3 clusters Score: Raw -1350107.571465 + Penalty 3026.691512 = -1347080.879953 nChanged 1 SP:Iteration 27Q (11538.270000 sec): 3 clusters Score: Raw -1350107.801284 + Penalty 3026.691512 = -1347081.109772 nChanged 1 SP:Iteration 28Q (11538.480000 sec): 3 clusters Score: Raw -1350107.866129 + Penalty 3026.691512 = -1347081.174617 nChanged 0 SP:Iteration 29F (11538.680000 sec): 3 clusters Score: Raw -1350107.866129 + Penalty 3026.691512 = -1347081.174617 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11538.930000 sec): 2 clusters Score: Raw -3340793.558886 + Penalty 1658.858264 = -3339134.700622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11539.200000 sec): 3 clusters Score: Raw -3324156.844734 + Penalty 3317.716527 = -3320839.128207 nChanged 12484 SP:Iteration 1F (11539.540000 sec): 3 clusters Score: Raw -3330933.712526 + Penalty 3317.716527 = -3327615.995999 nChanged 1244 SP:Iteration 2Q (11539.850000 sec): 3 clusters Score: Raw -3331347.974202 + Penalty 3317.716527 = -3328030.257675 nChanged 1167 SP:Iteration 3Q (11540.150000 sec): 3 clusters Score: Raw -3331776.353963 + Penalty 3317.716527 = -3328458.637435 nChanged 1253 SP:Iteration 4Q (11540.490000 sec): 3 clusters Score: Raw -3332338.541082 + Penalty 3317.716527 = -3329020.824554 nChanged 1473 SP:Iteration 5F (11540.840000 sec): 3 clusters Score: Raw -3333157.269011 + Penalty 3317.716527 = -3329839.552484 nChanged 1683 SP:Iteration 6F (11541.200000 sec): 3 clusters Score: Raw -3334305.032940 + Penalty 3317.716527 = -3330987.316413 nChanged 1875 SP:Iteration 7F (11541.580000 sec): 3 clusters Score: Raw -3335805.928620 + Penalty 3317.716527 = -3332488.212093 nChanged 1869 SP:Iteration 8F (11541.870000 sec): 3 clusters Score: Raw -3337562.783024 + Penalty 3317.716527 = -3334245.066497 nChanged 1471 SP:Iteration 9F (11542.240000 sec): 3 clusters Score: Raw -3338968.425801 + Penalty 3317.716527 = -3335650.709274 nChanged 933 SP:Iteration 10Q (11542.520000 sec): 3 clusters Score: Raw -3339800.968198 + Penalty 3317.716527 = -3336483.251671 nChanged 561 SP:Iteration 11Q (11542.860000 sec): 3 clusters Score: Raw -3340265.281046 + Penalty 3317.716527 = -3336947.564519 nChanged 324 SP:Iteration 12Q (11543.150000 sec): 3 clusters Score: Raw -3340545.457997 + Penalty 3317.716527 = -3337227.741470 nChanged 210 SP:Iteration 13Q (11543.440000 sec): 3 clusters Score: Raw -3340731.767612 + Penalty 3317.716527 = -3337414.051084 nChanged 99 SP:Iteration 14Q (11543.780000 sec): 3 clusters Score: Raw -3340820.098216 + Penalty 3317.716527 = -3337502.381688 nChanged 70 SP:Iteration 15Q (11544.120000 sec): 3 clusters Score: Raw -3340880.781479 + Penalty 3317.716527 = -3337563.064952 nChanged 53 SP:Iteration 16Q (11544.420000 sec): 3 clusters Score: Raw -3340926.088547 + Penalty 3317.716527 = -3337608.372020 nChanged 21 SP:Iteration 17Q (11544.790000 sec): 3 clusters Score: Raw -3340946.093897 + Penalty 3317.716527 = -3337628.377369 nChanged 17 SP:Iteration 18Q (11545.040000 sec): 3 clusters Score: Raw -3340960.950832 + Penalty 3317.716527 = -3337643.234305 nChanged 9 SP:Iteration 19Q (11545.360000 sec): 3 clusters Score: Raw -3340968.369371 + Penalty 3317.716527 = -3337650.652844 nChanged 11 SP:Iteration 20F (11545.740000 sec): 3 clusters Score: Raw -3340977.028174 + Penalty 3317.716527 = -3337659.311646 nChanged 6 SP:Iteration 21Q (11546.060000 sec): 3 clusters Score: Raw -3340985.199109 + Penalty 3317.716527 = -3337667.482582 nChanged 5 SP:Iteration 22Q (11546.390000 sec): 3 clusters Score: Raw -3340991.181033 + Penalty 3317.716527 = -3337673.464506 nChanged 6 SP:Iteration 23Q (11546.700000 sec): 3 clusters Score: Raw -3340995.668156 + Penalty 3317.716527 = -3337677.951629 nChanged 6 SP:Iteration 24Q (11546.980000 sec): 3 clusters Score: Raw -3340998.913262 + Penalty 3317.716527 = -3337681.196734 nChanged 7 SP:Iteration 25Q (11547.240000 sec): 3 clusters Score: Raw -3341006.389466 + Penalty 3317.716527 = -3337688.672939 nChanged 7 SP:Iteration 26Q (11547.510000 sec): 3 clusters Score: Raw -3341011.063127 + Penalty 3317.716527 = -3337693.346599 nChanged 7 SP:Iteration 27Q (11547.810000 sec): 3 clusters Score: Raw -3341017.464897 + Penalty 3317.716527 = -3337699.748370 nChanged 4 SP:Iteration 28Q (11548.060000 sec): 3 clusters Score: Raw -3341020.178141 + Penalty 3317.716527 = -3337702.461614 nChanged 1 SP:Iteration 29Q (11548.400000 sec): 3 clusters Score: Raw -3341021.019475 + Penalty 3317.716527 = -3337703.302948 nChanged 0 SP:Iteration 30F (11548.730000 sec): 3 clusters Score: Raw -3341021.019475 + Penalty 3317.716527 = -3337703.302948 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11548.920000 sec): 2 clusters Score: Raw -1923822.526746 + Penalty 1564.153138 = -1922258.373608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11549.120000 sec): 3 clusters Score: Raw -1914915.327603 + Penalty 3128.306276 = -1911787.021328 nChanged 6762 SP:Iteration 1F (11549.440000 sec): 3 clusters Score: Raw -1918481.947729 + Penalty 3128.306276 = -1915353.641453 nChanged 726 SP:Iteration 2Q (11549.650000 sec): 3 clusters Score: Raw -1918731.722916 + Penalty 3128.306276 = -1915603.416640 nChanged 674 SP:Iteration 3Q (11549.940000 sec): 3 clusters Score: Raw -1919004.819749 + Penalty 3128.306276 = -1915876.513473 nChanged 666 SP:Iteration 4Q (11550.210000 sec): 3 clusters Score: Raw -1919257.298706 + Penalty 3128.306276 = -1916128.992431 nChanged 607 SP:Iteration 5Q (11550.530000 sec): 3 clusters Score: Raw -1919522.353356 + Penalty 3128.306276 = -1916394.047080 nChanged 634 SP:Iteration 6Q (11550.800000 sec): 3 clusters Score: Raw -1919814.828171 + Penalty 3128.306276 = -1916686.521896 nChanged 692 SP:Iteration 7Q (11551.040000 sec): 3 clusters Score: Raw -1920187.857263 + Penalty 3128.306276 = -1917059.550988 nChanged 708 SP:Iteration 8Q (11551.270000 sec): 3 clusters Score: Raw -1920586.310374 + Penalty 3128.306276 = -1917458.004098 nChanged 772 SP:Iteration 9F (11551.550000 sec): 3 clusters Score: Raw -1921067.531568 + Penalty 3128.306276 = -1917939.225292 nChanged 783 SP:Iteration 10F (11551.800000 sec): 3 clusters Score: Raw -1921561.857505 + Penalty 3128.306276 = -1918433.551229 nChanged 708 SP:Iteration 11Q (11552.030000 sec): 3 clusters Score: Raw -1921980.607198 + Penalty 3128.306276 = -1918852.300922 nChanged 585 SP:Iteration 12Q (11552.320000 sec): 3 clusters Score: Raw -1922271.740698 + Penalty 3128.306276 = -1919143.434422 nChanged 463 SP:Iteration 13Q (11552.600000 sec): 3 clusters Score: Raw -1922446.981494 + Penalty 3128.306276 = -1919318.675218 nChanged 331 SP:Iteration 14Q (11552.890000 sec): 3 clusters Score: Raw -1922557.676803 + Penalty 3128.306276 = -1919429.370527 nChanged 249 SP:Iteration 15Q (11553.200000 sec): 3 clusters Score: Raw -1922636.391995 + Penalty 3128.306276 = -1919508.085719 nChanged 184 SP:Iteration 16Q (11553.470000 sec): 3 clusters Score: Raw -1922687.177740 + Penalty 3128.306276 = -1919558.871465 nChanged 149 SP:Iteration 17Q (11553.800000 sec): 3 clusters Score: Raw -1922724.481898 + Penalty 3128.306276 = -1919596.175622 nChanged 133 SP:Iteration 18Q (11554.060000 sec): 3 clusters Score: Raw -1922755.051850 + Penalty 3128.306276 = -1919626.745574 nChanged 127 SP:Iteration 19Q (11554.390000 sec): 3 clusters Score: Raw -1922788.021814 + Penalty 3128.306276 = -1919659.715539 nChanged 131 SP:Iteration 20F (11554.630000 sec): 3 clusters Score: Raw -1922817.887072 + Penalty 3128.306276 = -1919689.580796 nChanged 120 SP:Iteration 21Q (11554.920000 sec): 3 clusters Score: Raw -1922845.021278 + Penalty 3128.306276 = -1919716.715003 nChanged 119 SP:Iteration 22Q (11555.200000 sec): 3 clusters Score: Raw -1922866.492038 + Penalty 3128.306276 = -1919738.185762 nChanged 90 SP:Iteration 23Q (11555.490000 sec): 3 clusters Score: Raw -1922883.522471 + Penalty 3128.306276 = -1919755.216195 nChanged 95 SP:Iteration 24Q (11555.740000 sec): 3 clusters Score: Raw -1922903.310343 + Penalty 3128.306276 = -1919775.004067 nChanged 96 SP:Iteration 25Q (11556.020000 sec): 3 clusters Score: Raw -1922920.282444 + Penalty 3128.306276 = -1919791.976168 nChanged 75 SP:Iteration 26Q (11556.300000 sec): 3 clusters Score: Raw -1922931.339588 + Penalty 3128.306276 = -1919803.033313 nChanged 66 SP:Iteration 27Q (11556.520000 sec): 3 clusters Score: Raw -1922940.281662 + Penalty 3128.306276 = -1919811.975386 nChanged 56 SP:Iteration 28Q (11556.780000 sec): 3 clusters Score: Raw -1922947.861151 + Penalty 3128.306276 = -1919819.554875 nChanged 47 SP:Iteration 29Q (11557.040000 sec): 3 clusters Score: Raw -1922955.534812 + Penalty 3128.306276 = -1919827.228536 nChanged 44 SP:Iteration 30Q (11557.300000 sec): 3 clusters Score: Raw -1922962.416350 + Penalty 3128.306276 = -1919834.110075 nChanged 54 SP:Iteration 31Q (11557.580000 sec): 3 clusters Score: Raw -1922969.233280 + Penalty 3128.306276 = -1919840.927004 nChanged 41 SP:Iteration 32Q (11557.880000 sec): 3 clusters Score: Raw -1922974.126267 + Penalty 3128.306276 = -1919845.819991 nChanged 45 SP:Iteration 33Q (11558.140000 sec): 3 clusters Score: Raw -1922979.040960 + Penalty 3128.306276 = -1919850.734684 nChanged 40 SP:Iteration 34Q (11558.390000 sec): 3 clusters Score: Raw -1922983.222544 + Penalty 3128.306276 = -1919854.916268 nChanged 34 SP:Iteration 35Q (11558.640000 sec): 3 clusters Score: Raw -1922986.837646 + Penalty 3128.306276 = -1919858.531370 nChanged 39 SP:Iteration 36Q (11558.940000 sec): 3 clusters Score: Raw -1922990.848529 + Penalty 3128.306276 = -1919862.542253 nChanged 26 SP:Iteration 37Q (11559.200000 sec): 3 clusters Score: Raw -1922993.509390 + Penalty 3128.306276 = -1919865.203114 nChanged 31 SP:Iteration 38Q (11559.480000 sec): 3 clusters Score: Raw -1922997.095707 + Penalty 3128.306276 = -1919868.789431 nChanged 37 SP:Iteration 39Q (11559.710000 sec): 3 clusters Score: Raw -1923001.846310 + Penalty 3128.306276 = -1919873.540034 nChanged 39 SP:Iteration 40F (11559.970000 sec): 3 clusters Score: Raw -1923006.615804 + Penalty 3128.306276 = -1919878.309528 nChanged 40 SP:Iteration 41Q (11560.210000 sec): 3 clusters Score: Raw -1923010.035666 + Penalty 3128.306276 = -1919881.729390 nChanged 35 SP:Iteration 42Q (11560.440000 sec): 3 clusters Score: Raw -1923014.076029 + Penalty 3128.306276 = -1919885.769754 nChanged 39 SP:Iteration 43Q (11560.720000 sec): 3 clusters Score: Raw -1923018.408303 + Penalty 3128.306276 = -1919890.102028 nChanged 41 SP:Iteration 44Q (11560.980000 sec): 3 clusters Score: Raw -1923022.929492 + Penalty 3128.306276 = -1919894.623217 nChanged 50 SP:Iteration 45Q (11561.240000 sec): 3 clusters Score: Raw -1923029.077742 + Penalty 3128.306276 = -1919900.771467 nChanged 39 SP:Iteration 46Q (11561.500000 sec): 3 clusters Score: Raw -1923034.879495 + Penalty 3128.306276 = -1919906.573219 nChanged 51 SP:Iteration 47Q (11561.740000 sec): 3 clusters Score: Raw -1923042.012925 + Penalty 3128.306276 = -1919913.706649 nChanged 47 SP:Iteration 48Q (11562.020000 sec): 3 clusters Score: Raw -1923049.127062 + Penalty 3128.306276 = -1919920.820787 nChanged 58 SP:Iteration 49Q (11562.290000 sec): 3 clusters Score: Raw -1923057.343282 + Penalty 3128.306276 = -1919929.037006 nChanged 50 SP:Iteration 50Q (11562.540000 sec): 3 clusters Score: Raw -1923065.357836 + Penalty 3128.306276 = -1919937.051560 nChanged 59 SP:Iteration 51Q (11562.820000 sec): 3 clusters Score: Raw -1923073.982839 + Penalty 3128.306276 = -1919945.676563 nChanged 53 SP:Iteration 52Q (11563.100000 sec): 3 clusters Score: Raw -1923081.651917 + Penalty 3128.306276 = -1919953.345641 nChanged 55 SP:Iteration 53Q (11563.320000 sec): 3 clusters Score: Raw -1923090.407039 + Penalty 3128.306276 = -1919962.100764 nChanged 56 SP:Iteration 54Q (11563.580000 sec): 3 clusters Score: Raw -1923099.746145 + Penalty 3128.306276 = -1919971.439869 nChanged 69 SP:Iteration 55Q (11563.840000 sec): 3 clusters Score: Raw -1923111.603784 + Penalty 3128.306276 = -1919983.297508 nChanged 72 SP:Iteration 56Q (11564.090000 sec): 3 clusters Score: Raw -1923125.158441 + Penalty 3128.306276 = -1919996.852165 nChanged 64 SP:Iteration 57Q (11564.380000 sec): 3 clusters Score: Raw -1923136.071206 + Penalty 3128.306276 = -1920007.764930 nChanged 66 SP:Iteration 58Q (11564.600000 sec): 3 clusters Score: Raw -1923147.611624 + Penalty 3128.306276 = -1920019.305348 nChanged 68 SP:Iteration 59Q (11564.900000 sec): 3 clusters Score: Raw -1923158.756101 + Penalty 3128.306276 = -1920030.449825 nChanged 77 SP:Iteration 60F (11565.200000 sec): 3 clusters Score: Raw -1923171.368778 + Penalty 3128.306276 = -1920043.062502 nChanged 68 SP:Iteration 61Q (11565.460000 sec): 3 clusters Score: Raw -1923180.788591 + Penalty 3128.306276 = -1920052.482315 nChanged 63 SP:Iteration 62Q (11565.670000 sec): 3 clusters Score: Raw -1923189.360035 + Penalty 3128.306276 = -1920061.053759 nChanged 45 SP:Iteration 63Q (11565.970000 sec): 3 clusters Score: Raw -1923196.588946 + Penalty 3128.306276 = -1920068.282670 nChanged 51 SP:Iteration 64Q (11566.170000 sec): 3 clusters Score: Raw -1923205.405882 + Penalty 3128.306276 = -1920077.099607 nChanged 60 SP:Iteration 65Q (11566.420000 sec): 3 clusters Score: Raw -1923214.274220 + Penalty 3128.306276 = -1920085.967944 nChanged 53 SP:Iteration 66Q (11566.700000 sec): 3 clusters Score: Raw -1923221.736100 + Penalty 3128.306276 = -1920093.429824 nChanged 49 SP:Iteration 67Q (11566.940000 sec): 3 clusters Score: Raw -1923228.029694 + Penalty 3128.306276 = -1920099.723419 nChanged 51 SP:Iteration 68Q (11567.210000 sec): 3 clusters Score: Raw -1923234.300759 + Penalty 3128.306276 = -1920105.994483 nChanged 46 SP:Iteration 69Q (11567.490000 sec): 3 clusters Score: Raw -1923240.436782 + Penalty 3128.306276 = -1920112.130506 nChanged 47 SP:Iteration 70Q (11567.780000 sec): 3 clusters Score: Raw -1923246.025265 + Penalty 3128.306276 = -1920117.718990 nChanged 52 SP:Iteration 71Q (11568.050000 sec): 3 clusters Score: Raw -1923253.664283 + Penalty 3128.306276 = -1920125.358008 nChanged 59 SP:Iteration 72Q (11568.340000 sec): 3 clusters Score: Raw -1923262.364485 + Penalty 3128.306276 = -1920134.058209 nChanged 53 SP:Iteration 73Q (11568.620000 sec): 3 clusters Score: Raw -1923269.598374 + Penalty 3128.306276 = -1920141.292098 nChanged 53 SP:Iteration 74Q (11568.860000 sec): 3 clusters Score: Raw -1923275.770727 + Penalty 3128.306276 = -1920147.464451 nChanged 43 SP:Iteration 75Q (11569.110000 sec): 3 clusters Score: Raw -1923282.989810 + Penalty 3128.306276 = -1920154.683534 nChanged 63 SP:Iteration 76Q (11569.400000 sec): 3 clusters Score: Raw -1923292.471479 + Penalty 3128.306276 = -1920164.165204 nChanged 51 SP:Iteration 77Q (11569.680000 sec): 3 clusters Score: Raw -1923299.419631 + Penalty 3128.306276 = -1920171.113355 nChanged 44 SP:Iteration 78Q (11569.870000 sec): 3 clusters Score: Raw -1923305.270464 + Penalty 3128.306276 = -1920176.964188 nChanged 55 SP:Iteration 79Q (11570.130000 sec): 3 clusters Score: Raw -1923313.697627 + Penalty 3128.306276 = -1920185.391351 nChanged 52 SP:Iteration 80F (11570.390000 sec): 3 clusters Score: Raw -1923321.283005 + Penalty 3128.306276 = -1920192.976729 nChanged 50 SP:Iteration 81Q (11570.630000 sec): 3 clusters Score: Raw -1923329.036915 + Penalty 3128.306276 = -1920200.730639 nChanged 51 SP:Iteration 82Q (11570.940000 sec): 3 clusters Score: Raw -1923336.884442 + Penalty 3128.306276 = -1920208.578166 nChanged 51 SP:Iteration 83Q (11571.200000 sec): 3 clusters Score: Raw -1923344.313762 + Penalty 3128.306276 = -1920216.007486 nChanged 56 SP:Iteration 84Q (11571.450000 sec): 3 clusters Score: Raw -1923354.064296 + Penalty 3128.306276 = -1920225.758020 nChanged 60 SP:Iteration 85Q (11571.670000 sec): 3 clusters Score: Raw -1923363.618383 + Penalty 3128.306276 = -1920235.312107 nChanged 61 SP:Iteration 86Q (11571.920000 sec): 3 clusters Score: Raw -1923372.522651 + Penalty 3128.306276 = -1920244.216376 nChanged 51 SP:Iteration 87Q (11572.160000 sec): 3 clusters Score: Raw -1923378.911113 + Penalty 3128.306276 = -1920250.604837 nChanged 42 SP:Iteration 88Q (11572.420000 sec): 3 clusters Score: Raw -1923385.246604 + Penalty 3128.306276 = -1920256.940328 nChanged 45 SP:Iteration 89Q (11572.650000 sec): 3 clusters Score: Raw -1923391.480559 + Penalty 3128.306276 = -1920263.174284 nChanged 44 SP:Iteration 90Q (11572.870000 sec): 3 clusters Score: Raw -1923396.962251 + Penalty 3128.306276 = -1920268.655976 nChanged 47 SP:Iteration 91Q (11573.110000 sec): 3 clusters Score: Raw -1923403.300603 + Penalty 3128.306276 = -1920274.994327 nChanged 57 SP:Iteration 92Q (11573.400000 sec): 3 clusters Score: Raw -1923412.876352 + Penalty 3128.306276 = -1920284.570077 nChanged 61 SP:Iteration 93Q (11573.640000 sec): 3 clusters Score: Raw -1923425.060653 + Penalty 3128.306276 = -1920296.754378 nChanged 73 SP:Iteration 94Q (11573.890000 sec): 3 clusters Score: Raw -1923440.959909 + Penalty 3128.306276 = -1920312.653633 nChanged 78 SP:Iteration 95Q (11574.180000 sec): 3 clusters Score: Raw -1923455.777298 + Penalty 3128.306276 = -1920327.471022 nChanged 66 SP:Iteration 96Q (11574.450000 sec): 3 clusters Score: Raw -1923467.890852 + Penalty 3128.306276 = -1920339.584576 nChanged 61 SP:Iteration 97Q (11574.710000 sec): 3 clusters Score: Raw -1923480.090266 + Penalty 3128.306276 = -1920351.783990 nChanged 59 SP:Iteration 98Q (11575.000000 sec): 3 clusters Score: Raw -1923492.134031 + Penalty 3128.306276 = -1920363.827756 nChanged 67 SP:Iteration 99Q (11575.240000 sec): 3 clusters Score: Raw -1923504.262805 + Penalty 3128.306276 = -1920375.956529 nChanged 62 SP:Iteration 100F (11575.530000 sec): 3 clusters Score: Raw -1923513.344110 + Penalty 3128.306276 = -1920385.037834 nChanged 51 SP:Iteration 101Q (11575.810000 sec): 3 clusters Score: Raw -1923520.511891 + Penalty 3128.306276 = -1920392.205615 nChanged 46 SP:Iteration 102Q (11576.030000 sec): 3 clusters Score: Raw -1923527.651133 + Penalty 3128.306276 = -1920399.344858 nChanged 62 SP:Iteration 103Q (11576.280000 sec): 3 clusters Score: Raw -1923537.436412 + Penalty 3128.306276 = -1920409.130136 nChanged 64 SP:Iteration 104Q (11576.550000 sec): 3 clusters Score: Raw -1923547.197923 + Penalty 3128.306276 = -1920418.891647 nChanged 56 SP:Iteration 105Q (11576.820000 sec): 3 clusters Score: Raw -1923555.033855 + Penalty 3128.306276 = -1920426.727580 nChanged 50 SP:Iteration 106Q (11577.100000 sec): 3 clusters Score: Raw -1923564.597380 + Penalty 3128.306276 = -1920436.291104 nChanged 57 SP:Iteration 107Q (11577.370000 sec): 3 clusters Score: Raw -1923575.227257 + Penalty 3128.306276 = -1920446.920981 nChanged 62 SP:Iteration 108Q (11577.590000 sec): 3 clusters Score: Raw -1923586.283685 + Penalty 3128.306276 = -1920457.977409 nChanged 65 SP:Iteration 109Q (11577.930000 sec): 3 clusters Score: Raw -1923598.190897 + Penalty 3128.306276 = -1920469.884621 nChanged 71 SP:Iteration 110Q (11578.180000 sec): 3 clusters Score: Raw -1923611.945131 + Penalty 3128.306276 = -1920483.638856 nChanged 63 SP:Iteration 111Q (11578.390000 sec): 3 clusters Score: Raw -1923624.195478 + Penalty 3128.306276 = -1920495.889202 nChanged 64 SP:Iteration 112Q (11578.660000 sec): 3 clusters Score: Raw -1923635.777661 + Penalty 3128.306276 = -1920507.471385 nChanged 57 SP:Iteration 113Q (11578.900000 sec): 3 clusters Score: Raw -1923648.897052 + Penalty 3128.306276 = -1920520.590777 nChanged 75 SP:Iteration 114Q (11579.170000 sec): 3 clusters Score: Raw -1923666.210452 + Penalty 3128.306276 = -1920537.904176 nChanged 81 SP:Iteration 115Q (11579.510000 sec): 3 clusters Score: Raw -1923685.536591 + Penalty 3128.306276 = -1920557.230316 nChanged 78 SP:Iteration 116Q (11579.760000 sec): 3 clusters Score: Raw -1923705.108893 + Penalty 3128.306276 = -1920576.802618 nChanged 87 SP:Iteration 117Q (11580.040000 sec): 3 clusters Score: Raw -1923727.185562 + Penalty 3128.306276 = -1920598.879286 nChanged 77 SP:Iteration 118Q (11580.360000 sec): 3 clusters Score: Raw -1923746.129296 + Penalty 3128.306276 = -1920617.823021 nChanged 67 SP:Iteration 119Q (11580.650000 sec): 3 clusters Score: Raw -1923763.786360 + Penalty 3128.306276 = -1920635.480085 nChanged 74 SP:Iteration 120F (11580.890000 sec): 3 clusters Score: Raw -1923785.251477 + Penalty 3128.306276 = -1920656.945202 nChanged 78 SP:Iteration 121Q (11581.230000 sec): 3 clusters Score: Raw -1923808.426143 + Penalty 3128.306276 = -1920680.119867 nChanged 85 SP:Iteration 122Q (11581.490000 sec): 3 clusters Score: Raw -1923833.838896 + Penalty 3128.306276 = -1920705.532621 nChanged 80 SP:Iteration 123Q (11581.770000 sec): 3 clusters Score: Raw -1923856.086376 + Penalty 3128.306276 = -1920727.780101 nChanged 70 SP:Iteration 124Q (11582.000000 sec): 3 clusters Score: Raw -1923874.642829 + Penalty 3128.306276 = -1920746.336553 nChanged 61 SP:Iteration 125Q (11582.310000 sec): 3 clusters Score: Raw -1923890.764948 + Penalty 3128.306276 = -1920762.458672 nChanged 60 SP:Iteration 126Q (11582.560000 sec): 3 clusters Score: Raw -1923906.895609 + Penalty 3128.306276 = -1920778.589333 nChanged 64 SP:Iteration 127Q (11582.810000 sec): 3 clusters Score: Raw -1923929.498395 + Penalty 3128.306276 = -1920801.192120 nChanged 66 SP:Iteration 128Q (11583.100000 sec): 3 clusters Score: Raw -1923948.448147 + Penalty 3128.306276 = -1920820.141871 nChanged 57 SP:Iteration 129Q (11583.380000 sec): 3 clusters Score: Raw -1923964.166602 + Penalty 3128.306276 = -1920835.860327 nChanged 49 SP:Iteration 130Q (11583.660000 sec): 3 clusters Score: Raw -1923978.147382 + Penalty 3128.306276 = -1920849.841106 nChanged 41 SP:Iteration 131Q (11583.990000 sec): 3 clusters Score: Raw -1923988.426781 + Penalty 3128.306276 = -1920860.120505 nChanged 45 SP:Iteration 132Q (11584.220000 sec): 3 clusters Score: Raw -1923999.159220 + Penalty 3128.306276 = -1920870.852944 nChanged 38 SP:Iteration 133Q (11584.540000 sec): 3 clusters Score: Raw -1924009.594542 + Penalty 3128.306276 = -1920881.288266 nChanged 45 SP:Iteration 134Q (11584.780000 sec): 3 clusters Score: Raw -1924022.013689 + Penalty 3128.306276 = -1920893.707413 nChanged 41 SP:Iteration 135Q (11585.070000 sec): 3 clusters Score: Raw -1924033.584839 + Penalty 3128.306276 = -1920905.278563 nChanged 38 SP:Iteration 136Q (11585.370000 sec): 3 clusters Score: Raw -1924043.368734 + Penalty 3128.306276 = -1920915.062458 nChanged 30 SP:Iteration 137Q (11585.610000 sec): 3 clusters Score: Raw -1924051.139361 + Penalty 3128.306276 = -1920922.833085 nChanged 23 SP:Iteration 138Q (11585.850000 sec): 3 clusters Score: Raw -1924056.273746 + Penalty 3128.306276 = -1920927.967471 nChanged 18 SP:Iteration 139Q (11586.100000 sec): 3 clusters Score: Raw -1924060.070992 + Penalty 3128.306276 = -1920931.764716 nChanged 18 SP:Iteration 140F (11586.370000 sec): 3 clusters Score: Raw -1924064.015832 + Penalty 3128.306276 = -1920935.709556 nChanged 18 SP:Iteration 141Q (11586.610000 sec): 3 clusters Score: Raw -1924068.629430 + Penalty 3128.306276 = -1920940.323154 nChanged 13 SP:Iteration 142Q (11586.870000 sec): 3 clusters Score: Raw -1924071.287444 + Penalty 3128.306276 = -1920942.981168 nChanged 11 SP:Iteration 143Q (11587.120000 sec): 3 clusters Score: Raw -1924073.731248 + Penalty 3128.306276 = -1920945.424972 nChanged 16 SP:Iteration 144Q (11587.330000 sec): 3 clusters Score: Raw -1924076.637878 + Penalty 3128.306276 = -1920948.331602 nChanged 17 SP:Iteration 145Q (11587.560000 sec): 3 clusters Score: Raw -1924079.273045 + Penalty 3128.306276 = -1920950.966769 nChanged 11 SP:Iteration 146Q (11587.880000 sec): 3 clusters Score: Raw -1924081.036541 + Penalty 3128.306276 = -1920952.730265 nChanged 8 SP:Iteration 147Q (11588.080000 sec): 3 clusters Score: Raw -1924082.704064 + Penalty 3128.306276 = -1920954.397788 nChanged 8 SP:Iteration 148Q (11588.390000 sec): 3 clusters Score: Raw -1924083.860444 + Penalty 3128.306276 = -1920955.554168 nChanged 3 SP:Iteration 149Q (11588.610000 sec): 3 clusters Score: Raw -1924084.317335 + Penalty 3128.306276 = -1920956.011059 nChanged 3 SP:Iteration 150Q (11588.860000 sec): 3 clusters Score: Raw -1924084.924148 + Penalty 3128.306276 = -1920956.617873 nChanged 5 SP:Iteration 151Q (11589.120000 sec): 3 clusters Score: Raw -1924086.136737 + Penalty 3128.306276 = -1920957.830462 nChanged 9 SP:Iteration 152Q (11589.310000 sec): 3 clusters Score: Raw -1924088.009824 + Penalty 3128.306276 = -1920959.703548 nChanged 9 SP:Iteration 153Q (11589.560000 sec): 3 clusters Score: Raw -1924089.860138 + Penalty 3128.306276 = -1920961.553862 nChanged 9 SP:Iteration 154Q (11589.850000 sec): 3 clusters Score: Raw -1924091.994257 + Penalty 3128.306276 = -1920963.687981 nChanged 11 SP:Iteration 155Q (11590.110000 sec): 3 clusters Score: Raw -1924094.527883 + Penalty 3128.306276 = -1920966.221607 nChanged 10 SP:Iteration 156Q (11590.340000 sec): 3 clusters Score: Raw -1924097.211782 + Penalty 3128.306276 = -1920968.905506 nChanged 11 SP:Iteration 157Q (11590.570000 sec): 3 clusters Score: Raw -1924100.254855 + Penalty 3128.306276 = -1920971.948579 nChanged 7 SP:Iteration 158Q (11590.890000 sec): 3 clusters Score: Raw -1924102.005619 + Penalty 3128.306276 = -1920973.699343 nChanged 9 SP:Iteration 159Q (11591.110000 sec): 3 clusters Score: Raw -1924104.588000 + Penalty 3128.306276 = -1920976.281724 nChanged 10 SP:Iteration 160F (11591.450000 sec): 3 clusters Score: Raw -1924107.667889 + Penalty 3128.306276 = -1920979.361614 nChanged 7 SP:Iteration 161Q (11591.730000 sec): 3 clusters Score: Raw -1924109.292226 + Penalty 3128.306276 = -1920980.985950 nChanged 8 SP:Iteration 162Q (11591.970000 sec): 3 clusters Score: Raw -1924111.196320 + Penalty 3128.306276 = -1920982.890045 nChanged 7 SP:Iteration 163Q (11592.210000 sec): 3 clusters Score: Raw -1924112.752472 + Penalty 3128.306276 = -1920984.446197 nChanged 6 SP:Iteration 164Q (11592.450000 sec): 3 clusters Score: Raw -1924114.167008 + Penalty 3128.306276 = -1920985.860733 nChanged 8 SP:Iteration 165Q (11592.760000 sec): 3 clusters Score: Raw -1924116.268545 + Penalty 3128.306276 = -1920987.962269 nChanged 9 SP:Iteration 166Q (11593.020000 sec): 3 clusters Score: Raw -1924118.265602 + Penalty 3128.306276 = -1920989.959326 nChanged 12 SP:Iteration 167Q (11593.320000 sec): 3 clusters Score: Raw -1924121.055835 + Penalty 3128.306276 = -1920992.749559 nChanged 10 SP:Iteration 168Q (11593.570000 sec): 3 clusters Score: Raw -1924123.787959 + Penalty 3128.306276 = -1920995.481683 nChanged 10 SP:Iteration 169Q (11593.800000 sec): 3 clusters Score: Raw -1924127.096402 + Penalty 3128.306276 = -1920998.790126 nChanged 13 SP:Iteration 170Q (11594.090000 sec): 3 clusters Score: Raw -1924129.803177 + Penalty 3128.306276 = -1921001.496901 nChanged 10 SP:Iteration 171Q (11594.350000 sec): 3 clusters Score: Raw -1924132.095891 + Penalty 3128.306276 = -1921003.789615 nChanged 11 SP:Iteration 172Q (11594.580000 sec): 3 clusters Score: Raw -1924133.866491 + Penalty 3128.306276 = -1921005.560216 nChanged 7 SP:Iteration 173Q (11594.860000 sec): 3 clusters Score: Raw -1924136.286393 + Penalty 3128.306276 = -1921007.980118 nChanged 7 SP:Iteration 174Q (11595.110000 sec): 3 clusters Score: Raw -1924138.395352 + Penalty 3128.306276 = -1921010.089076 nChanged 9 SP:Iteration 175Q (11595.310000 sec): 3 clusters Score: Raw -1924140.418459 + Penalty 3128.306276 = -1921012.112184 nChanged 9 SP:Iteration 176Q (11595.560000 sec): 3 clusters Score: Raw -1924142.637038 + Penalty 3128.306276 = -1921014.330763 nChanged 4 SP:Iteration 177Q (11595.830000 sec): 3 clusters Score: Raw -1924143.200529 + Penalty 3128.306276 = -1921014.894254 nChanged 3 SP:Iteration 178Q (11596.100000 sec): 3 clusters Score: Raw -1924144.210002 + Penalty 3128.306276 = -1921015.903726 nChanged 8 SP:Iteration 179Q (11596.400000 sec): 3 clusters Score: Raw -1924145.815395 + Penalty 3128.306276 = -1921017.509119 nChanged 2 SP:Iteration 180F (11596.650000 sec): 3 clusters Score: Raw -1924146.195241 + Penalty 3128.306276 = -1921017.888965 nChanged 3 SP:Iteration 181Q (11596.930000 sec): 3 clusters Score: Raw -1924147.078116 + Penalty 3128.306276 = -1921018.771840 nChanged 7 SP:Iteration 182Q (11597.260000 sec): 3 clusters Score: Raw -1924147.990610 + Penalty 3128.306276 = -1921019.684334 nChanged 5 SP:Iteration 183Q (11597.570000 sec): 3 clusters Score: Raw -1924148.834575 + Penalty 3128.306276 = -1921020.528299 nChanged 5 SP:Iteration 184Q (11597.810000 sec): 3 clusters Score: Raw -1924150.379795 + Penalty 3128.306276 = -1921022.073519 nChanged 7 SP:Iteration 185Q (11598.090000 sec): 3 clusters Score: Raw -1924152.452980 + Penalty 3128.306276 = -1921024.146704 nChanged 5 SP:Iteration 186Q (11598.390000 sec): 3 clusters Score: Raw -1924153.680090 + Penalty 3128.306276 = -1921025.373814 nChanged 9 SP:Iteration 187Q (11598.600000 sec): 3 clusters Score: Raw -1924155.517306 + Penalty 3128.306276 = -1921027.211030 nChanged 7 SP:Iteration 188Q (11598.850000 sec): 3 clusters Score: Raw -1924156.805866 + Penalty 3128.306276 = -1921028.499590 nChanged 2 SP:Iteration 189Q (11599.120000 sec): 3 clusters Score: Raw -1924157.333333 + Penalty 3128.306276 = -1921029.027057 nChanged 1 SP:Iteration 190Q (11599.340000 sec): 3 clusters Score: Raw -1924157.632775 + Penalty 3128.306276 = -1921029.326500 nChanged 2 SP:Iteration 191Q (11599.610000 sec): 3 clusters Score: Raw -1924157.958148 + Penalty 3128.306276 = -1921029.651873 nChanged 0 SP:Iteration 192F (11599.830000 sec): 3 clusters Score: Raw -1924157.958148 + Penalty 3128.306276 = -1921029.651873 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11604.100000 sec): 2 clusters Score: Raw -113969990.085949 + Penalty 2233.086834 = -113967756.999116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11609.160000 sec): 3 clusters Score: Raw -113339535.325328 + Penalty 4466.173667 = -113335069.151661 nChanged 457531 SP:Iteration 1F (11614.280000 sec): 3 clusters Score: Raw -113614860.373927 + Penalty 4466.173667 = -113610394.200260 nChanged 15428 SP:Iteration 2Q (11619.330000 sec): 3 clusters Score: Raw -113616637.836369 + Penalty 4466.173667 = -113612171.662701 nChanged 16400 SP:Iteration 3Q (11624.890000 sec): 3 clusters Score: Raw -113618765.221388 + Penalty 4466.173667 = -113614299.047721 nChanged 18000 SP:Iteration 4Q (11629.800000 sec): 3 clusters Score: Raw -113621488.243781 + Penalty 4466.173667 = -113617022.070113 nChanged 20581 SP:Iteration 5Q (11634.850000 sec): 3 clusters Score: Raw -113625203.122055 + Penalty 4466.173667 = -113620736.948388 nChanged 24125 SP:Iteration 6Q (11640.240000 sec): 3 clusters Score: Raw -113630509.917459 + Penalty 4466.173667 = -113626043.743792 nChanged 28698 SP:Iteration 7Q (11645.510000 sec): 3 clusters Score: Raw -113638637.191077 + Penalty 4466.173667 = -113634171.017410 nChanged 35719 SP:Iteration 8Q (11651.110000 sec): 3 clusters Score: Raw -113652114.507408 + Penalty 4466.173667 = -113647648.333740 nChanged 44772 SP:Iteration 9Q (11656.150000 sec): 3 clusters Score: Raw -113674767.127436 + Penalty 4466.173667 = -113670300.953769 nChanged 54600 SP:Iteration 10F (11660.790000 sec): 3 clusters Score: Raw -113710522.384208 + Penalty 4466.173667 = -113706056.210541 nChanged 61237 SP:Iteration 11F (11665.820000 sec): 3 clusters Score: Raw -113758601.584839 + Penalty 4466.173667 = -113754135.411171 nChanged 58707 SP:Iteration 12F (11670.760000 sec): 3 clusters Score: Raw -113808192.501529 + Penalty 4466.173667 = -113803726.327861 nChanged 48141 SP:Iteration 13F (11675.910000 sec): 3 clusters Score: Raw -113845444.581983 + Penalty 4466.173667 = -113840978.408316 nChanged 34386 SP:Iteration 14Q (11681.430000 sec): 3 clusters Score: Raw -113866656.128451 + Penalty 4466.173667 = -113862189.954783 nChanged 24749 SP:Iteration 15Q (11687.810000 sec): 3 clusters Score: Raw -113879978.441741 + Penalty 4466.173667 = -113875512.268074 nChanged 20906 SP:Iteration 16Q (11694.120000 sec): 3 clusters Score: Raw -113891215.115975 + Penalty 4466.173667 = -113886748.942308 nChanged 19894 SP:Iteration 17Q (11698.330000 sec): 3 clusters Score: Raw -113902286.331467 + Penalty 4466.173667 = -113897820.157800 nChanged 18700 SP:Iteration 18Q (11702.920000 sec): 3 clusters Score: Raw -113913394.596980 + Penalty 4466.173667 = -113908928.423313 nChanged 17194 SP:Iteration 19Q (11707.750000 sec): 3 clusters Score: Raw -113924426.969109 + Penalty 4466.173667 = -113919960.795441 nChanged 15518 SP:Iteration 20F (11712.370000 sec): 3 clusters Score: Raw -113935106.342495 + Penalty 4466.173667 = -113930640.168827 nChanged 13233 SP:Iteration 21Q (11716.270000 sec): 3 clusters Score: Raw -113944769.596570 + Penalty 4466.173667 = -113940303.422903 nChanged 10850 SP:Iteration 22Q (11720.580000 sec): 3 clusters Score: Raw -113953046.166811 + Penalty 4466.173667 = -113948579.993144 nChanged 8482 SP:Iteration 23Q (11725.190000 sec): 3 clusters Score: Raw -113959708.654597 + Penalty 4466.173667 = -113955242.480929 nChanged 6182 SP:Iteration 24Q (11729.040000 sec): 3 clusters Score: Raw -113964612.011263 + Penalty 4466.173667 = -113960145.837596 nChanged 3837 SP:Iteration 25Q (11732.890000 sec): 3 clusters Score: Raw -113967567.957032 + Penalty 4466.173667 = -113963101.783365 nChanged 1983 SP:Iteration 26Q (11736.860000 sec): 3 clusters Score: Raw -113969098.811614 + Penalty 4466.173667 = -113964632.637947 nChanged 851 SP:Iteration 27Q (11740.650000 sec): 3 clusters Score: Raw -113969779.837248 + Penalty 4466.173667 = -113965313.663580 nChanged 328 SP:Iteration 28Q (11744.620000 sec): 3 clusters Score: Raw -113970073.878540 + Penalty 4466.173667 = -113965607.704873 nChanged 155 SP:Iteration 29Q (11748.610000 sec): 3 clusters Score: Raw -113970219.356709 + Penalty 4466.173667 = -113965753.183042 nChanged 74 SP:Iteration 30Q (11752.880000 sec): 3 clusters Score: Raw -113970288.799820 + Penalty 4466.173667 = -113965822.626153 nChanged 36 SP:Iteration 31Q (11756.450000 sec): 3 clusters Score: Raw -113970316.662478 + Penalty 4466.173667 = -113965850.488810 nChanged 29 SP:Iteration 32Q (11760.250000 sec): 3 clusters Score: Raw -113970339.229053 + Penalty 4466.173667 = -113965873.055385 nChanged 18 SP:Iteration 33Q (11764.090000 sec): 3 clusters Score: Raw -113970353.504164 + Penalty 4466.173667 = -113965887.330496 nChanged 13 SP:Iteration 34Q (11767.980000 sec): 3 clusters Score: Raw -113970365.739172 + Penalty 4466.173667 = -113965899.565505 nChanged 10 SP:Iteration 35Q (11772.050000 sec): 3 clusters Score: Raw -113970372.860929 + Penalty 4466.173667 = -113965906.687261 nChanged 7 SP:Iteration 36Q (11775.370000 sec): 3 clusters Score: Raw -113970376.879992 + Penalty 4466.173667 = -113965910.706324 nChanged 5 SP:Iteration 37Q (11779.200000 sec): 3 clusters Score: Raw -113970379.934907 + Penalty 4466.173667 = -113965913.761240 nChanged 4 SP:Iteration 38Q (11783.160000 sec): 3 clusters Score: Raw -113970381.067321 + Penalty 4466.173667 = -113965914.893653 nChanged 3 SP:Iteration 39Q (11787.310000 sec): 3 clusters Score: Raw -113970382.256804 + Penalty 4466.173667 = -113965916.083136 nChanged 1 SP:Iteration 40F (11791.790000 sec): 3 clusters Score: Raw -113970382.841779 + Penalty 4466.173667 = -113965916.668112 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11792.460000 sec): 2 clusters Score: Raw -2745385.620576 + Penalty 1629.729802 = -2743755.890774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11792.720000 sec): 3 clusters Score: Raw -2731709.047400 + Penalty 3259.459604 = -2728449.587796 nChanged 10290 SP:Iteration 1F (11793.020000 sec): 3 clusters Score: Raw -2737108.752205 + Penalty 3259.459604 = -2733849.292601 nChanged 943 SP:Iteration 2Q (11793.280000 sec): 3 clusters Score: Raw -2737362.343391 + Penalty 3259.459604 = -2734102.883787 nChanged 808 SP:Iteration 3Q (11793.590000 sec): 3 clusters Score: Raw -2737571.802917 + Penalty 3259.459604 = -2734312.343313 nChanged 730 SP:Iteration 4Q (11793.910000 sec): 3 clusters Score: Raw -2737751.089448 + Penalty 3259.459604 = -2734491.629844 nChanged 654 SP:Iteration 5Q (11794.260000 sec): 3 clusters Score: Raw -2737904.141453 + Penalty 3259.459604 = -2734644.681849 nChanged 647 SP:Iteration 6Q (11794.550000 sec): 3 clusters Score: Raw -2738072.591686 + Penalty 3259.459604 = -2734813.132082 nChanged 635 SP:Iteration 7Q (11794.890000 sec): 3 clusters Score: Raw -2738245.812686 + Penalty 3259.459604 = -2734986.353082 nChanged 654 SP:Iteration 8Q (11795.150000 sec): 3 clusters Score: Raw -2738483.156557 + Penalty 3259.459604 = -2735223.696953 nChanged 779 SP:Iteration 9Q (11795.500000 sec): 3 clusters Score: Raw -2738830.021093 + Penalty 3259.459604 = -2735570.561489 nChanged 908 SP:Iteration 10Q (11795.770000 sec): 3 clusters Score: Raw -2739336.076926 + Penalty 3259.459604 = -2736076.617322 nChanged 1104 SP:Iteration 11Q (11796.020000 sec): 3 clusters Score: Raw -2740063.558087 + Penalty 3259.459604 = -2736804.098483 nChanged 1273 SP:Iteration 12F (11796.300000 sec): 3 clusters Score: Raw -2741134.093680 + Penalty 3259.459604 = -2737874.634076 nChanged 1341 SP:Iteration 13F (11796.600000 sec): 3 clusters Score: Raw -2742349.850384 + Penalty 3259.459604 = -2739090.390780 nChanged 1160 SP:Iteration 14F (11796.880000 sec): 3 clusters Score: Raw -2743218.863380 + Penalty 3259.459604 = -2739959.403776 nChanged 848 SP:Iteration 15Q (11797.140000 sec): 3 clusters Score: Raw -2743783.111849 + Penalty 3259.459604 = -2740523.652245 nChanged 674 SP:Iteration 16Q (11797.450000 sec): 3 clusters Score: Raw -2744274.756769 + Penalty 3259.459604 = -2741015.297165 nChanged 550 SP:Iteration 17Q (11797.700000 sec): 3 clusters Score: Raw -2744711.775729 + Penalty 3259.459604 = -2741452.316125 nChanged 481 SP:Iteration 18Q (11797.980000 sec): 3 clusters Score: Raw -2745068.307148 + Penalty 3259.459604 = -2741808.847544 nChanged 441 SP:Iteration 19Q (11798.330000 sec): 3 clusters Score: Raw -2745322.412381 + Penalty 3259.459604 = -2742062.952776 nChanged 355 SP:Iteration 20F (11798.570000 sec): 3 clusters Score: Raw -2745502.321901 + Penalty 3259.459604 = -2742242.862297 nChanged 270 SP:Iteration 21Q (11798.860000 sec): 3 clusters Score: Raw -2745615.706283 + Penalty 3259.459604 = -2742356.246679 nChanged 225 SP:Iteration 22Q (11799.120000 sec): 3 clusters Score: Raw -2745686.199554 + Penalty 3259.459604 = -2742426.739950 nChanged 173 SP:Iteration 23Q (11799.400000 sec): 3 clusters Score: Raw -2745733.255926 + Penalty 3259.459604 = -2742473.796322 nChanged 134 SP:Iteration 24Q (11799.670000 sec): 3 clusters Score: Raw -2745761.638265 + Penalty 3259.459604 = -2742502.178661 nChanged 86 SP:Iteration 25Q (11799.990000 sec): 3 clusters Score: Raw -2745776.241060 + Penalty 3259.459604 = -2742516.781456 nChanged 78 SP:Iteration 26Q (11800.280000 sec): 3 clusters Score: Raw -2745788.514800 + Penalty 3259.459604 = -2742529.055196 nChanged 61 SP:Iteration 27Q (11800.540000 sec): 3 clusters Score: Raw -2745796.867885 + Penalty 3259.459604 = -2742537.408281 nChanged 56 SP:Iteration 28Q (11800.830000 sec): 3 clusters Score: Raw -2745804.909698 + Penalty 3259.459604 = -2742545.450094 nChanged 55 SP:Iteration 29Q (11801.160000 sec): 3 clusters Score: Raw -2745811.679165 + Penalty 3259.459604 = -2742552.219561 nChanged 36 SP:Iteration 30Q (11801.500000 sec): 3 clusters Score: Raw -2745815.640806 + Penalty 3259.459604 = -2742556.181202 nChanged 30 SP:Iteration 31Q (11801.760000 sec): 3 clusters Score: Raw -2745818.164774 + Penalty 3259.459604 = -2742558.705170 nChanged 32 SP:Iteration 32Q (11802.080000 sec): 3 clusters Score: Raw -2745821.857310 + Penalty 3259.459604 = -2742562.397706 nChanged 28 SP:Iteration 33Q (11802.340000 sec): 3 clusters Score: Raw -2745824.530864 + Penalty 3259.459604 = -2742565.071260 nChanged 29 SP:Iteration 34Q (11802.690000 sec): 3 clusters Score: Raw -2745827.264912 + Penalty 3259.459604 = -2742567.805308 nChanged 26 SP:Iteration 35Q (11802.960000 sec): 3 clusters Score: Raw -2745829.701591 + Penalty 3259.459604 = -2742570.241987 nChanged 21 SP:Iteration 36Q (11803.280000 sec): 3 clusters Score: Raw -2745831.257981 + Penalty 3259.459604 = -2742571.798377 nChanged 15 SP:Iteration 37Q (11803.570000 sec): 3 clusters Score: Raw -2745832.207734 + Penalty 3259.459604 = -2742572.748130 nChanged 11 SP:Iteration 38Q (11803.930000 sec): 3 clusters Score: Raw -2745833.020410 + Penalty 3259.459604 = -2742573.560806 nChanged 8 SP:Iteration 39Q (11804.250000 sec): 3 clusters Score: Raw -2745833.397059 + Penalty 3259.459604 = -2742573.937455 nChanged 8 SP:Iteration 40F (11804.500000 sec): 3 clusters Score: Raw -2745833.768369 + Penalty 3259.459604 = -2742574.308765 nChanged 2 SP:Iteration 41Q (11804.840000 sec): 3 clusters Score: Raw -2745833.962935 + Penalty 3259.459604 = -2742574.503331 nChanged 2 SP:Iteration 42Q (11805.110000 sec): 3 clusters Score: Raw -2745834.038847 + Penalty 3259.459604 = -2742574.579243 nChanged 2 SP:Iteration 43Q (11805.420000 sec): 3 clusters Score: Raw -2745834.171040 + Penalty 3259.459604 = -2742574.711436 nChanged 4 SP:Iteration 44Q (11805.760000 sec): 3 clusters Score: Raw -2745834.310014 + Penalty 3259.459604 = -2742574.850410 nChanged 1 SP:Iteration 45Q (11806.050000 sec): 3 clusters Score: Raw -2745834.342269 + Penalty 3259.459604 = -2742574.882665 nChanged 1 SP:Iteration 46Q (11806.370000 sec): 3 clusters Score: Raw -2745834.361465 + Penalty 3259.459604 = -2742574.901861 nChanged 0 SP:Iteration 47F (11806.640000 sec): 3 clusters Score: Raw -2745834.361465 + Penalty 3259.459604 = -2742574.901861 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11806.770000 sec): 2 clusters Score: Raw -173265.132434 + Penalty 1181.312722 = -172083.819712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11806.950000 sec): 3 clusters Score: Raw -172680.860496 + Penalty 2362.625444 = -170318.235052 nChanged 470 SP:Iteration 1F (11807.150000 sec): 3 clusters Score: Raw -173035.884804 + Penalty 2362.625444 = -170673.259360 nChanged 116 SP:Iteration 2F (11807.370000 sec): 3 clusters Score: Raw -173134.976612 + Penalty 2362.625444 = -170772.351168 nChanged 80 SP:Iteration 3F (11807.540000 sec): 3 clusters Score: Raw -173203.805571 + Penalty 2362.625444 = -170841.180127 nChanged 52 SP:Iteration 4Q (11807.710000 sec): 3 clusters Score: Raw -173245.423025 + Penalty 2362.625444 = -170882.797582 nChanged 37 SP:Iteration 5Q (11807.920000 sec): 3 clusters Score: Raw -173271.555136 + Penalty 2362.625444 = -170908.929692 nChanged 23 SP:Iteration 6Q (11808.070000 sec): 3 clusters Score: Raw -173295.886523 + Penalty 2362.625444 = -170933.261079 nChanged 18 SP:Iteration 7Q (11808.300000 sec): 3 clusters Score: Raw -173314.983303 + Penalty 2362.625444 = -170952.357859 nChanged 17 SP:Iteration 8Q (11808.470000 sec): 3 clusters Score: Raw -173325.849905 + Penalty 2362.625444 = -170963.224462 nChanged 9 SP:Iteration 9Q (11808.670000 sec): 3 clusters Score: Raw -173333.690979 + Penalty 2362.625444 = -170971.065535 nChanged 12 SP:Iteration 10Q (11808.860000 sec): 3 clusters Score: Raw -173347.017811 + Penalty 2362.625444 = -170984.392367 nChanged 15 SP:Iteration 11Q (11809.010000 sec): 3 clusters Score: Raw -173359.679914 + Penalty 2362.625444 = -170997.054470 nChanged 16 SP:Iteration 12Q (11809.200000 sec): 3 clusters Score: Raw -173375.426469 + Penalty 2362.625444 = -171012.801026 nChanged 17 SP:Iteration 13Q (11809.350000 sec): 3 clusters Score: Raw -173390.656651 + Penalty 2362.625444 = -171028.031207 nChanged 16 SP:Iteration 14Q (11809.540000 sec): 3 clusters Score: Raw -173403.159505 + Penalty 2362.625444 = -171040.534061 nChanged 22 SP:Iteration 15Q (11809.730000 sec): 3 clusters Score: Raw -173422.940554 + Penalty 2362.625444 = -171060.315110 nChanged 19 SP:Iteration 16Q (11809.920000 sec): 3 clusters Score: Raw -173435.412992 + Penalty 2362.625444 = -171072.787548 nChanged 11 SP:Iteration 17Q (11810.100000 sec): 3 clusters Score: Raw -173446.423933 + Penalty 2362.625444 = -171083.798489 nChanged 13 SP:Iteration 18Q (11810.310000 sec): 3 clusters Score: Raw -173457.602159 + Penalty 2362.625444 = -171094.976715 nChanged 10 SP:Iteration 19Q (11810.510000 sec): 3 clusters Score: Raw -173467.154295 + Penalty 2362.625444 = -171104.528851 nChanged 13 SP:Iteration 20F (11810.680000 sec): 3 clusters Score: Raw -173480.800627 + Penalty 2362.625444 = -171118.175184 nChanged 19 SP:Iteration 21Q (11810.910000 sec): 3 clusters Score: Raw -173500.488812 + Penalty 2362.625444 = -171137.863368 nChanged 18 SP:Iteration 22Q (11811.050000 sec): 3 clusters Score: Raw -173517.614462 + Penalty 2362.625444 = -171154.989018 nChanged 18 SP:Iteration 23Q (11811.240000 sec): 3 clusters Score: Raw -173533.304555 + Penalty 2362.625444 = -171170.679112 nChanged 17 SP:Iteration 24Q (11811.440000 sec): 3 clusters Score: Raw -173546.571825 + Penalty 2362.625444 = -171183.946381 nChanged 15 SP:Iteration 25Q (11811.580000 sec): 3 clusters Score: Raw -173562.057613 + Penalty 2362.625444 = -171199.432170 nChanged 14 SP:Iteration 26Q (11811.790000 sec): 3 clusters Score: Raw -173579.073107 + Penalty 2362.625444 = -171216.447663 nChanged 12 SP:Iteration 27Q (11811.950000 sec): 3 clusters Score: Raw -173590.802850 + Penalty 2362.625444 = -171228.177407 nChanged 12 SP:Iteration 28Q (11812.110000 sec): 3 clusters Score: Raw -173600.620372 + Penalty 2362.625444 = -171237.994929 nChanged 14 SP:Iteration 29Q (11812.320000 sec): 3 clusters Score: Raw -173615.647722 + Penalty 2362.625444 = -171253.022279 nChanged 20 SP:Iteration 30Q (11812.450000 sec): 3 clusters Score: Raw -173656.747460 + Penalty 2362.625444 = -171294.122016 nChanged 29 SP:Iteration 31Q (11812.650000 sec): 3 clusters Score: Raw -173725.481401 + Penalty 2362.625444 = -171362.855957 nChanged 40 SP:Iteration 32Q (11812.800000 sec): 3 clusters Score: Raw -173850.222903 + Penalty 2362.625444 = -171487.597460 nChanged 33 SP:Iteration 33Q (11812.950000 sec): 3 clusters Score: Raw -173939.374350 + Penalty 2362.625444 = -171576.748907 nChanged 30 SP:Iteration 34Q (11813.150000 sec): 3 clusters Score: Raw -173984.943829 + Penalty 2362.625444 = -171622.318386 nChanged 32 SP:Iteration 35Q (11813.300000 sec): 3 clusters Score: Raw -174061.903202 + Penalty 2362.625444 = -171699.277758 nChanged 31 SP:Iteration 36Q (11813.500000 sec): 3 clusters Score: Raw -174143.118572 + Penalty 2362.625444 = -171780.493129 nChanged 28 SP:Iteration 37Q (11813.720000 sec): 3 clusters Score: Raw -174203.085429 + Penalty 2362.625444 = -171840.459985 nChanged 16 SP:Iteration 38Q (11813.910000 sec): 3 clusters Score: Raw -174232.051135 + Penalty 2362.625444 = -171869.425692 nChanged 8 SP:Iteration 39Q (11814.130000 sec): 3 clusters Score: Raw -174238.835076 + Penalty 2362.625444 = -171876.209632 nChanged 3 SP:Iteration 40F (11814.340000 sec): 3 clusters Score: Raw -174241.728865 + Penalty 2362.625444 = -171879.103422 nChanged 1 SP:Iteration 41Q (11814.580000 sec): 3 clusters Score: Raw -174242.263408 + Penalty 2362.625444 = -171879.637964 nChanged 1 SP:Iteration 42Q (11814.800000 sec): 3 clusters Score: Raw -174242.690818 + Penalty 2362.625444 = -171880.065374 nChanged 1 SP:Iteration 43Q (11814.990000 sec): 3 clusters Score: Raw -174243.227071 + Penalty 2362.625444 = -171880.601627 nChanged 0 SP:Iteration 44F (11815.190000 sec): 3 clusters Score: Raw -174243.227071 + Penalty 2362.625444 = -171880.601627 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (91804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11815.710000 sec): 2 clusters Score: Raw -11156879.371556 + Penalty 1856.954312 = -11155022.417244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11816.280000 sec): 3 clusters Score: Raw -11097161.099884 + Penalty 3713.908623 = -11093447.191260 nChanged 43827 SP:Iteration 1F (11816.860000 sec): 3 clusters Score: Raw -11122589.671715 + Penalty 3713.908623 = -11118875.763092 nChanged 2609 SP:Iteration 2Q (11817.500000 sec): 3 clusters Score: Raw -11123113.325270 + Penalty 3713.908623 = -11119399.416647 nChanged 2674 SP:Iteration 3Q (11818.150000 sec): 3 clusters Score: Raw -11123722.095229 + Penalty 3713.908623 = -11120008.186606 nChanged 2981 SP:Iteration 4Q (11818.800000 sec): 3 clusters Score: Raw -11124544.474981 + Penalty 3713.908623 = -11120830.566358 nChanged 3595 SP:Iteration 5Q (11819.440000 sec): 3 clusters Score: Raw -11125851.893680 + Penalty 3713.908623 = -11122137.985056 nChanged 4772 SP:Iteration 6F (11820.040000 sec): 3 clusters Score: Raw -11128275.916263 + Penalty 3713.908623 = -11124562.007639 nChanged 6517 SP:Iteration 7F (11820.570000 sec): 3 clusters Score: Raw -11132671.486790 + Penalty 3713.908623 = -11128957.578167 nChanged 8101 SP:Iteration 8F (11821.130000 sec): 3 clusters Score: Raw -11139734.896334 + Penalty 3713.908623 = -11136020.987711 nChanged 8238 SP:Iteration 9F (11821.740000 sec): 3 clusters Score: Raw -11148080.339172 + Penalty 3713.908623 = -11144366.430548 nChanged 5663 SP:Iteration 10F (11822.390000 sec): 3 clusters Score: Raw -11153987.814691 + Penalty 3713.908623 = -11150273.906067 nChanged 2313 SP:Iteration 11Q (11823.040000 sec): 3 clusters Score: Raw -11156288.837854 + Penalty 3713.908623 = -11152574.929230 nChanged 540 SP:Iteration 12Q (11823.650000 sec): 3 clusters Score: Raw -11156840.134743 + Penalty 3713.908623 = -11153126.226120 nChanged 85 SP:Iteration 13Q (11824.220000 sec): 3 clusters Score: Raw -11156957.042178 + Penalty 3713.908623 = -11153243.133554 nChanged 27 SP:Iteration 14Q (11824.770000 sec): 3 clusters Score: Raw -11157009.470228 + Penalty 3713.908623 = -11153295.561605 nChanged 18 SP:Iteration 15Q (11825.290000 sec): 3 clusters Score: Raw -11157048.430679 + Penalty 3713.908623 = -11153334.522055 nChanged 9 SP:Iteration 16Q (11825.770000 sec): 3 clusters Score: Raw -11157064.920489 + Penalty 3713.908623 = -11153351.011866 nChanged 3 SP:Iteration 17Q (11826.300000 sec): 3 clusters Score: Raw -11157069.895481 + Penalty 3713.908623 = -11153355.986858 nChanged 0 SP:Iteration 18F (11826.900000 sec): 3 clusters Score: Raw -11157069.895481 + Penalty 3713.908623 = -11153355.986858 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11827.000000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11827.180000 sec): 3 clusters Score: Raw -71149.649076 + Penalty 2090.705530 = -69058.943546 nChanged 160 SP:Iteration 1F (11827.380000 sec): 3 clusters Score: Raw -71319.899918 + Penalty 2090.705530 = -69229.194388 nChanged 39 SP:Iteration 2F (11827.580000 sec): 3 clusters Score: Raw -71388.436154 + Penalty 2090.705530 = -69297.730624 nChanged 17 SP:Iteration 3Q (11827.750000 sec): 3 clusters Score: Raw -71417.146113 + Penalty 2090.705530 = -69326.440583 nChanged 9 SP:Iteration 4Q (11827.970000 sec): 3 clusters Score: Raw -71427.338235 + Penalty 2090.705530 = -69336.632705 nChanged 5 SP:Iteration 5Q (11828.130000 sec): 3 clusters Score: Raw -71432.755717 + Penalty 2090.705530 = -69342.050187 nChanged 1 SP:Iteration 6Q (11828.330000 sec): 3 clusters Score: Raw -71433.661410 + Penalty 2090.705530 = -69342.955880 nChanged 2 SP:Iteration 7Q (11828.550000 sec): 3 clusters Score: Raw -71436.181931 + Penalty 2090.705530 = -69345.476401 nChanged 4 SP:Iteration 8Q (11828.720000 sec): 3 clusters Score: Raw -71439.613601 + Penalty 2090.705530 = -69348.908071 nChanged 1 SP:Iteration 9Q (11828.910000 sec): 3 clusters Score: Raw -71440.009620 + Penalty 2090.705530 = -69349.304090 nChanged 0 SP:Iteration 10F (11829.090000 sec): 3 clusters Score: Raw -71440.009620 + Penalty 2090.705530 = -69349.304090 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11829.190000 sec): 2 clusters Score: Raw -32523.106950 + Penalty 929.550664 = -31593.556287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11829.340000 sec): 3 clusters Score: Raw -32635.923074 + Penalty 1859.101327 = -30776.821746 nChanged 44 SP:Iteration 1F (11829.530000 sec): 3 clusters Score: Raw -32769.439932 + Penalty 1859.101327 = -30910.338605 nChanged 17 SP:Iteration 2F (11829.670000 sec): 3 clusters Score: Raw -32992.316208 + Penalty 1859.101327 = -31133.214881 nChanged 18 SP:Iteration 3F (11829.830000 sec): 3 clusters Score: Raw -33062.855018 + Penalty 1859.101327 = -31203.753691 nChanged 8 SP:Iteration 4Q (11830.030000 sec): 3 clusters Score: Raw -33083.574563 + Penalty 1859.101327 = -31224.473235 nChanged 6 SP:Iteration 5Q (11830.180000 sec): 3 clusters Score: Raw -33121.879702 + Penalty 1859.101327 = -31262.778375 nChanged 3 SP:Iteration 6Q (11830.330000 sec): 3 clusters Score: Raw -33140.517111 + Penalty 1859.101327 = -31281.415783 nChanged 2 SP:Iteration 7Q (11830.470000 sec): 3 clusters Score: Raw -33161.005565 + Penalty 1859.101327 = -31301.904238 nChanged 4 SP:Iteration 8Q (11830.660000 sec): 3 clusters Score: Raw -33177.949778 + Penalty 1859.101327 = -31318.848451 nChanged 4 SP:Iteration 9Q (11830.800000 sec): 3 clusters Score: Raw -33205.652485 + Penalty 1859.101327 = -31346.551157 nChanged 3 SP:Iteration 10Q (11830.910000 sec): 3 clusters Score: Raw -33214.514165 + Penalty 1859.101327 = -31355.412838 nChanged 0 SP:Iteration 11F (11831.090000 sec): 3 clusters Score: Raw -33214.514165 + Penalty 1859.101327 = -31355.412838 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11831.170000 sec): 2 clusters Score: Raw -94713.791294 + Penalty 1097.433662 = -93616.357632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11831.340000 sec): 3 clusters Score: Raw -94602.791889 + Penalty 2194.867324 = -92407.924565 nChanged 260 SP:Iteration 1F (11831.520000 sec): 3 clusters Score: Raw -95013.171006 + Penalty 2194.867324 = -92818.303682 nChanged 88 SP:Iteration 2F (11831.680000 sec): 3 clusters Score: Raw -95176.510450 + Penalty 2194.867324 = -92981.643127 nChanged 53 SP:Iteration 3F (11831.850000 sec): 3 clusters Score: Raw -95312.532574 + Penalty 2194.867324 = -93117.665251 nChanged 45 SP:Iteration 4F (11832.020000 sec): 3 clusters Score: Raw -95407.325257 + Penalty 2194.867324 = -93212.457933 nChanged 36 SP:Iteration 5Q (11832.240000 sec): 3 clusters Score: Raw -95476.253808 + Penalty 2194.867324 = -93281.386484 nChanged 31 SP:Iteration 6Q (11832.370000 sec): 3 clusters Score: Raw -95544.667453 + Penalty 2194.867324 = -93349.800130 nChanged 22 SP:Iteration 7Q (11832.590000 sec): 3 clusters Score: Raw -95590.562462 + Penalty 2194.867324 = -93395.695139 nChanged 17 SP:Iteration 8Q (11832.780000 sec): 3 clusters Score: Raw -95612.483505 + Penalty 2194.867324 = -93417.616181 nChanged 8 SP:Iteration 9Q (11832.950000 sec): 3 clusters Score: Raw -95622.373155 + Penalty 2194.867324 = -93427.505832 nChanged 5 SP:Iteration 10Q (11833.160000 sec): 3 clusters Score: Raw -95631.784605 + Penalty 2194.867324 = -93436.917281 nChanged 4 SP:Iteration 11Q (11833.310000 sec): 3 clusters Score: Raw -95642.527274 + Penalty 2194.867324 = -93447.659950 nChanged 6 SP:Iteration 12Q (11833.470000 sec): 3 clusters Score: Raw -95648.407730 + Penalty 2194.867324 = -93453.540406 nChanged 3 SP:Iteration 13Q (11833.630000 sec): 3 clusters Score: Raw -95650.960399 + Penalty 2194.867324 = -93456.093076 nChanged 5 SP:Iteration 14Q (11833.810000 sec): 3 clusters Score: Raw -95658.988867 + Penalty 2194.867324 = -93464.121543 nChanged 5 SP:Iteration 15Q (11833.970000 sec): 3 clusters Score: Raw -95665.186261 + Penalty 2194.867324 = -93470.318937 nChanged 5 SP:Iteration 16Q (11834.120000 sec): 3 clusters Score: Raw -95670.768059 + Penalty 2194.867324 = -93475.900736 nChanged 1 SP:Iteration 17Q (11834.300000 sec): 3 clusters Score: Raw -95671.117626 + Penalty 2194.867324 = -93476.250302 nChanged 0 SP:Iteration 18F (11834.490000 sec): 3 clusters Score: Raw -95671.117626 + Penalty 2194.867324 = -93476.250302 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11834.660000 sec): 2 clusters Score: Raw -2161553.883012 + Penalty 1582.993408 = -2159970.889604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11834.950000 sec): 3 clusters Score: Raw -2151565.099873 + Penalty 3165.986816 = -2148399.113057 nChanged 7503 SP:Iteration 1F (11835.210000 sec): 3 clusters Score: Raw -2155624.271351 + Penalty 3165.986816 = -2152458.284536 nChanged 928 SP:Iteration 2F (11835.470000 sec): 3 clusters Score: Raw -2156003.081001 + Penalty 3165.986816 = -2152837.094186 nChanged 795 SP:Iteration 3Q (11835.770000 sec): 3 clusters Score: Raw -2156330.224505 + Penalty 3165.986816 = -2153164.237689 nChanged 756 SP:Iteration 4Q (11836.000000 sec): 3 clusters Score: Raw -2156656.331576 + Penalty 3165.986816 = -2153490.344760 nChanged 773 SP:Iteration 5Q (11836.290000 sec): 3 clusters Score: Raw -2157038.608643 + Penalty 3165.986816 = -2153872.621827 nChanged 892 SP:Iteration 6F (11836.510000 sec): 3 clusters Score: Raw -2157597.350956 + Penalty 3165.986816 = -2154431.364140 nChanged 1031 SP:Iteration 7F (11836.770000 sec): 3 clusters Score: Raw -2158312.910875 + Penalty 3165.986816 = -2155146.924060 nChanged 1056 SP:Iteration 8F (11837.010000 sec): 3 clusters Score: Raw -2159105.787444 + Penalty 3165.986816 = -2155939.800628 nChanged 1008 SP:Iteration 9F (11837.300000 sec): 3 clusters Score: Raw -2159829.601438 + Penalty 3165.986816 = -2156663.614623 nChanged 748 SP:Iteration 10Q (11837.590000 sec): 3 clusters Score: Raw -2160267.501668 + Penalty 3165.986816 = -2157101.514853 nChanged 477 SP:Iteration 11Q (11837.870000 sec): 3 clusters Score: Raw -2160499.628053 + Penalty 3165.986816 = -2157333.641238 nChanged 320 SP:Iteration 12Q (11838.080000 sec): 3 clusters Score: Raw -2160639.638820 + Penalty 3165.986816 = -2157473.652004 nChanged 277 SP:Iteration 13Q (11838.360000 sec): 3 clusters Score: Raw -2160747.755474 + Penalty 3165.986816 = -2157581.768658 nChanged 217 SP:Iteration 14Q (11838.680000 sec): 3 clusters Score: Raw -2160815.872008 + Penalty 3165.986816 = -2157649.885192 nChanged 173 SP:Iteration 15Q (11838.930000 sec): 3 clusters Score: Raw -2160865.932979 + Penalty 3165.986816 = -2157699.946163 nChanged 171 SP:Iteration 16Q (11839.230000 sec): 3 clusters Score: Raw -2160917.960279 + Penalty 3165.986816 = -2157751.973463 nChanged 162 SP:Iteration 17Q (11839.480000 sec): 3 clusters Score: Raw -2160961.697395 + Penalty 3165.986816 = -2157795.710580 nChanged 142 SP:Iteration 18Q (11839.720000 sec): 3 clusters Score: Raw -2160992.780157 + Penalty 3165.986816 = -2157826.793341 nChanged 120 SP:Iteration 19Q (11839.980000 sec): 3 clusters Score: Raw -2161020.711463 + Penalty 3165.986816 = -2157854.724647 nChanged 141 SP:Iteration 20F (11840.200000 sec): 3 clusters Score: Raw -2161058.262448 + Penalty 3165.986816 = -2157892.275632 nChanged 135 SP:Iteration 21Q (11840.480000 sec): 3 clusters Score: Raw -2161092.739114 + Penalty 3165.986816 = -2157926.752299 nChanged 134 SP:Iteration 22Q (11840.730000 sec): 3 clusters Score: Raw -2161123.057929 + Penalty 3165.986816 = -2157957.071113 nChanged 109 SP:Iteration 23Q (11840.940000 sec): 3 clusters Score: Raw -2161147.821849 + Penalty 3165.986816 = -2157981.835033 nChanged 99 SP:Iteration 24Q (11841.210000 sec): 3 clusters Score: Raw -2161171.634342 + Penalty 3165.986816 = -2158005.647527 nChanged 116 SP:Iteration 25Q (11841.460000 sec): 3 clusters Score: Raw -2161197.857956 + Penalty 3165.986816 = -2158031.871140 nChanged 120 SP:Iteration 26Q (11841.680000 sec): 3 clusters Score: Raw -2161229.806923 + Penalty 3165.986816 = -2158063.820108 nChanged 128 SP:Iteration 27Q (11841.920000 sec): 3 clusters Score: Raw -2161262.851968 + Penalty 3165.986816 = -2158096.865152 nChanged 134 SP:Iteration 28Q (11842.170000 sec): 3 clusters Score: Raw -2161297.185514 + Penalty 3165.986816 = -2158131.198698 nChanged 121 SP:Iteration 29Q (11842.420000 sec): 3 clusters Score: Raw -2161329.796588 + Penalty 3165.986816 = -2158163.809772 nChanged 124 SP:Iteration 30Q (11842.670000 sec): 3 clusters Score: Raw -2161366.916906 + Penalty 3165.986816 = -2158200.930090 nChanged 126 SP:Iteration 31Q (11842.900000 sec): 3 clusters Score: Raw -2161403.513854 + Penalty 3165.986816 = -2158237.527038 nChanged 109 SP:Iteration 32Q (11843.160000 sec): 3 clusters Score: Raw -2161436.140865 + Penalty 3165.986816 = -2158270.154049 nChanged 97 SP:Iteration 33Q (11843.380000 sec): 3 clusters Score: Raw -2161461.479016 + Penalty 3165.986816 = -2158295.492200 nChanged 97 SP:Iteration 34Q (11843.650000 sec): 3 clusters Score: Raw -2161486.138170 + Penalty 3165.986816 = -2158320.151355 nChanged 87 SP:Iteration 35Q (11843.870000 sec): 3 clusters Score: Raw -2161504.897719 + Penalty 3165.986816 = -2158338.910904 nChanged 72 SP:Iteration 36Q (11844.160000 sec): 3 clusters Score: Raw -2161521.488202 + Penalty 3165.986816 = -2158355.501387 nChanged 83 SP:Iteration 37Q (11844.400000 sec): 3 clusters Score: Raw -2161540.621366 + Penalty 3165.986816 = -2158374.634550 nChanged 72 SP:Iteration 38Q (11844.620000 sec): 3 clusters Score: Raw -2161559.442409 + Penalty 3165.986816 = -2158393.455593 nChanged 62 SP:Iteration 39Q (11844.880000 sec): 3 clusters Score: Raw -2161575.570658 + Penalty 3165.986816 = -2158409.583842 nChanged 56 SP:Iteration 40F (11845.130000 sec): 3 clusters Score: Raw -2161587.853974 + Penalty 3165.986816 = -2158421.867158 nChanged 57 SP:Iteration 41Q (11845.390000 sec): 3 clusters Score: Raw -2161601.710390 + Penalty 3165.986816 = -2158435.723574 nChanged 51 SP:Iteration 42Q (11845.620000 sec): 3 clusters Score: Raw -2161612.331441 + Penalty 3165.986816 = -2158446.344625 nChanged 44 SP:Iteration 43Q (11845.880000 sec): 3 clusters Score: Raw -2161621.412321 + Penalty 3165.986816 = -2158455.425505 nChanged 34 SP:Iteration 44Q (11846.090000 sec): 3 clusters Score: Raw -2161627.170619 + Penalty 3165.986816 = -2158461.183803 nChanged 25 SP:Iteration 45Q (11846.330000 sec): 3 clusters Score: Raw -2161632.071282 + Penalty 3165.986816 = -2158466.084466 nChanged 30 SP:Iteration 46Q (11846.580000 sec): 3 clusters Score: Raw -2161637.000128 + Penalty 3165.986816 = -2158471.013312 nChanged 25 SP:Iteration 47Q (11846.880000 sec): 3 clusters Score: Raw -2161641.784161 + Penalty 3165.986816 = -2158475.797345 nChanged 24 SP:Iteration 48Q (11847.170000 sec): 3 clusters Score: Raw -2161645.963169 + Penalty 3165.986816 = -2158479.976353 nChanged 22 SP:Iteration 49Q (11847.390000 sec): 3 clusters Score: Raw -2161649.931900 + Penalty 3165.986816 = -2158483.945084 nChanged 25 SP:Iteration 50Q (11847.650000 sec): 3 clusters Score: Raw -2161654.293300 + Penalty 3165.986816 = -2158488.306484 nChanged 23 SP:Iteration 51Q (11847.860000 sec): 3 clusters Score: Raw -2161659.934334 + Penalty 3165.986816 = -2158493.947518 nChanged 23 SP:Iteration 52Q (11848.190000 sec): 3 clusters Score: Raw -2161664.845683 + Penalty 3165.986816 = -2158498.858867 nChanged 17 SP:Iteration 53Q (11848.470000 sec): 3 clusters Score: Raw -2161667.988853 + Penalty 3165.986816 = -2158502.002038 nChanged 22 SP:Iteration 54Q (11848.730000 sec): 3 clusters Score: Raw -2161671.029994 + Penalty 3165.986816 = -2158505.043178 nChanged 15 SP:Iteration 55Q (11848.970000 sec): 3 clusters Score: Raw -2161673.338624 + Penalty 3165.986816 = -2158507.351808 nChanged 12 SP:Iteration 56Q (11849.200000 sec): 3 clusters Score: Raw -2161675.772772 + Penalty 3165.986816 = -2158509.785956 nChanged 11 SP:Iteration 57Q (11849.420000 sec): 3 clusters Score: Raw -2161677.317676 + Penalty 3165.986816 = -2158511.330860 nChanged 7 SP:Iteration 58Q (11849.730000 sec): 3 clusters Score: Raw -2161678.881879 + Penalty 3165.986816 = -2158512.895063 nChanged 12 SP:Iteration 59Q (11850.020000 sec): 3 clusters Score: Raw -2161682.039911 + Penalty 3165.986816 = -2158516.053095 nChanged 24 SP:Iteration 60F (11850.270000 sec): 3 clusters Score: Raw -2161688.213125 + Penalty 3165.986816 = -2158522.226309 nChanged 29 SP:Iteration 61Q (11850.570000 sec): 3 clusters Score: Raw -2161694.026301 + Penalty 3165.986816 = -2158528.039485 nChanged 23 SP:Iteration 62Q (11850.830000 sec): 3 clusters Score: Raw -2161699.239632 + Penalty 3165.986816 = -2158533.252816 nChanged 26 SP:Iteration 63Q (11851.080000 sec): 3 clusters Score: Raw -2161703.554837 + Penalty 3165.986816 = -2158537.568021 nChanged 17 SP:Iteration 64Q (11851.320000 sec): 3 clusters Score: Raw -2161706.875940 + Penalty 3165.986816 = -2158540.889124 nChanged 28 SP:Iteration 65Q (11851.650000 sec): 3 clusters Score: Raw -2161711.826986 + Penalty 3165.986816 = -2158545.840171 nChanged 25 SP:Iteration 66Q (11851.920000 sec): 3 clusters Score: Raw -2161715.899616 + Penalty 3165.986816 = -2158549.912800 nChanged 22 SP:Iteration 67Q (11852.150000 sec): 3 clusters Score: Raw -2161719.802847 + Penalty 3165.986816 = -2158553.816031 nChanged 23 SP:Iteration 68Q (11852.380000 sec): 3 clusters Score: Raw -2161722.982764 + Penalty 3165.986816 = -2158556.995948 nChanged 17 SP:Iteration 69Q (11852.730000 sec): 3 clusters Score: Raw -2161726.243573 + Penalty 3165.986816 = -2158560.256757 nChanged 16 SP:Iteration 70Q (11853.020000 sec): 3 clusters Score: Raw -2161729.560201 + Penalty 3165.986816 = -2158563.573386 nChanged 16 SP:Iteration 71Q (11853.300000 sec): 3 clusters Score: Raw -2161732.484028 + Penalty 3165.986816 = -2158566.497212 nChanged 12 SP:Iteration 72Q (11853.600000 sec): 3 clusters Score: Raw -2161736.289497 + Penalty 3165.986816 = -2158570.302681 nChanged 21 SP:Iteration 73Q (11853.900000 sec): 3 clusters Score: Raw -2161743.708717 + Penalty 3165.986816 = -2158577.721902 nChanged 33 SP:Iteration 74Q (11854.130000 sec): 3 clusters Score: Raw -2161754.288242 + Penalty 3165.986816 = -2158588.301427 nChanged 33 SP:Iteration 75Q (11854.400000 sec): 3 clusters Score: Raw -2161761.410764 + Penalty 3165.986816 = -2158595.423948 nChanged 27 SP:Iteration 76Q (11854.680000 sec): 3 clusters Score: Raw -2161767.707059 + Penalty 3165.986816 = -2158601.720244 nChanged 21 SP:Iteration 77Q (11854.910000 sec): 3 clusters Score: Raw -2161771.783481 + Penalty 3165.986816 = -2158605.796665 nChanged 17 SP:Iteration 78Q (11855.130000 sec): 3 clusters Score: Raw -2161775.804143 + Penalty 3165.986816 = -2158609.817328 nChanged 18 SP:Iteration 79Q (11855.370000 sec): 3 clusters Score: Raw -2161778.784954 + Penalty 3165.986816 = -2158612.798139 nChanged 14 SP:Iteration 80F (11855.680000 sec): 3 clusters Score: Raw -2161781.634464 + Penalty 3165.986816 = -2158615.647649 nChanged 17 SP:Iteration 81Q (11855.890000 sec): 3 clusters Score: Raw -2161785.248932 + Penalty 3165.986816 = -2158619.262116 nChanged 14 SP:Iteration 82Q (11856.140000 sec): 3 clusters Score: Raw -2161788.109355 + Penalty 3165.986816 = -2158622.122539 nChanged 10 SP:Iteration 83Q (11856.410000 sec): 3 clusters Score: Raw -2161790.197406 + Penalty 3165.986816 = -2158624.210590 nChanged 8 SP:Iteration 84Q (11856.620000 sec): 3 clusters Score: Raw -2161791.466288 + Penalty 3165.986816 = -2158625.479473 nChanged 4 SP:Iteration 85Q (11856.900000 sec): 3 clusters Score: Raw -2161792.028363 + Penalty 3165.986816 = -2158626.041547 nChanged 4 SP:Iteration 86Q (11857.160000 sec): 3 clusters Score: Raw -2161793.221796 + Penalty 3165.986816 = -2158627.234981 nChanged 8 SP:Iteration 87Q (11857.420000 sec): 3 clusters Score: Raw -2161794.921365 + Penalty 3165.986816 = -2158628.934549 nChanged 7 SP:Iteration 88Q (11857.710000 sec): 3 clusters Score: Raw -2161795.971538 + Penalty 3165.986816 = -2158629.984722 nChanged 5 SP:Iteration 89Q (11858.000000 sec): 3 clusters Score: Raw -2161796.940210 + Penalty 3165.986816 = -2158630.953394 nChanged 3 SP:Iteration 90Q (11858.250000 sec): 3 clusters Score: Raw -2161797.487739 + Penalty 3165.986816 = -2158631.500923 nChanged 2 SP:Iteration 91Q (11858.550000 sec): 3 clusters Score: Raw -2161797.775977 + Penalty 3165.986816 = -2158631.789161 nChanged 1 SP:Iteration 92Q (11858.790000 sec): 3 clusters Score: Raw -2161797.891830 + Penalty 3165.986816 = -2158631.905014 nChanged 0 SP:Iteration 93F (11859.130000 sec): 3 clusters Score: Raw -2161797.891830 + Penalty 3165.986816 = -2158631.905014 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11859.290000 sec): 2 clusters Score: Raw -736685.390210 + Penalty 1407.488336 = -735277.901875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11859.480000 sec): 3 clusters Score: Raw -733660.132260 + Penalty 2814.976671 = -730845.155589 nChanged 2340 SP:Iteration 1F (11859.680000 sec): 3 clusters Score: Raw -734917.021572 + Penalty 2814.976671 = -732102.044901 nChanged 376 SP:Iteration 2F (11859.940000 sec): 3 clusters Score: Raw -735075.720124 + Penalty 2814.976671 = -732260.743453 nChanged 256 SP:Iteration 3Q (11860.090000 sec): 3 clusters Score: Raw -735189.877245 + Penalty 2814.976671 = -732374.900574 nChanged 211 SP:Iteration 4Q (11860.310000 sec): 3 clusters Score: Raw -735285.831402 + Penalty 2814.976671 = -732470.854731 nChanged 198 SP:Iteration 5Q (11860.600000 sec): 3 clusters Score: Raw -735370.619527 + Penalty 2814.976671 = -732555.642855 nChanged 191 SP:Iteration 6Q (11860.850000 sec): 3 clusters Score: Raw -735463.011973 + Penalty 2814.976671 = -732648.035302 nChanged 181 SP:Iteration 7Q (11861.080000 sec): 3 clusters Score: Raw -735545.737834 + Penalty 2814.976671 = -732730.761163 nChanged 169 SP:Iteration 8Q (11861.270000 sec): 3 clusters Score: Raw -735630.806547 + Penalty 2814.976671 = -732815.829876 nChanged 186 SP:Iteration 9Q (11861.500000 sec): 3 clusters Score: Raw -735746.994362 + Penalty 2814.976671 = -732932.017690 nChanged 196 SP:Iteration 10Q (11861.670000 sec): 3 clusters Score: Raw -735889.672869 + Penalty 2814.976671 = -733074.696198 nChanged 216 SP:Iteration 11Q (11861.870000 sec): 3 clusters Score: Raw -736043.413758 + Penalty 2814.976671 = -733228.437087 nChanged 210 SP:Iteration 12Q (11862.090000 sec): 3 clusters Score: Raw -736190.760575 + Penalty 2814.976671 = -733375.783903 nChanged 183 SP:Iteration 13Q (11862.290000 sec): 3 clusters Score: Raw -736327.242191 + Penalty 2814.976671 = -733512.265520 nChanged 150 SP:Iteration 14Q (11862.470000 sec): 3 clusters Score: Raw -736455.969208 + Penalty 2814.976671 = -733640.992537 nChanged 123 SP:Iteration 15Q (11862.650000 sec): 3 clusters Score: Raw -736570.546596 + Penalty 2814.976671 = -733755.569925 nChanged 86 SP:Iteration 16Q (11862.830000 sec): 3 clusters Score: Raw -736647.711577 + Penalty 2814.976671 = -733832.734906 nChanged 68 SP:Iteration 17Q (11863.030000 sec): 3 clusters Score: Raw -736708.024729 + Penalty 2814.976671 = -733893.048058 nChanged 45 SP:Iteration 18Q (11863.250000 sec): 3 clusters Score: Raw -736744.695904 + Penalty 2814.976671 = -733929.719233 nChanged 30 SP:Iteration 19Q (11863.420000 sec): 3 clusters Score: Raw -736771.490830 + Penalty 2814.976671 = -733956.514159 nChanged 24 SP:Iteration 20F (11863.600000 sec): 3 clusters Score: Raw -736796.880796 + Penalty 2814.976671 = -733981.904124 nChanged 18 SP:Iteration 21Q (11863.800000 sec): 3 clusters Score: Raw -736820.631699 + Penalty 2814.976671 = -734005.655028 nChanged 10 SP:Iteration 22Q (11864.000000 sec): 3 clusters Score: Raw -736832.131327 + Penalty 2814.976671 = -734017.154656 nChanged 4 SP:Iteration 23Q (11864.190000 sec): 3 clusters Score: Raw -736835.327514 + Penalty 2814.976671 = -734020.350843 nChanged 4 SP:Iteration 24Q (11864.390000 sec): 3 clusters Score: Raw -736839.476070 + Penalty 2814.976671 = -734024.499398 nChanged 4 SP:Iteration 25Q (11864.610000 sec): 3 clusters Score: Raw -736842.037418 + Penalty 2814.976671 = -734027.060747 nChanged 2 SP:Iteration 26Q (11864.800000 sec): 3 clusters Score: Raw -736844.652330 + Penalty 2814.976671 = -734029.675659 nChanged 2 SP:Iteration 27Q (11865.040000 sec): 3 clusters Score: Raw -736846.896733 + Penalty 2814.976671 = -734031.920062 nChanged 4 SP:Iteration 28Q (11865.220000 sec): 3 clusters Score: Raw -736851.019159 + Penalty 2814.976671 = -734036.042488 nChanged 2 SP:Iteration 29Q (11865.430000 sec): 3 clusters Score: Raw -736852.799508 + Penalty 2814.976671 = -734037.822837 nChanged 2 SP:Iteration 30Q (11865.690000 sec): 3 clusters Score: Raw -736854.588423 + Penalty 2814.976671 = -734039.611752 nChanged 3 SP:Iteration 31Q (11865.910000 sec): 3 clusters Score: Raw -736856.787814 + Penalty 2814.976671 = -734041.811142 nChanged 2 SP:Iteration 32Q (11866.130000 sec): 3 clusters Score: Raw -736859.170052 + Penalty 2814.976671 = -734044.193381 nChanged 0 SP:Iteration 33F (11866.300000 sec): 3 clusters Score: Raw -736859.170052 + Penalty 2814.976671 = -734044.193381 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (9722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11866.470000 sec): 2 clusters Score: Raw -1195172.247351 + Penalty 1492.098829 = -1193680.148522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11866.710000 sec): 3 clusters Score: Raw -1189681.617892 + Penalty 2984.197657 = -1186697.420235 nChanged 4206 SP:Iteration 1F (11866.930000 sec): 3 clusters Score: Raw -1191990.164270 + Penalty 2984.197657 = -1189005.966612 nChanged 530 SP:Iteration 2F (11867.150000 sec): 3 clusters Score: Raw -1192219.314471 + Penalty 2984.197657 = -1189235.116814 nChanged 451 SP:Iteration 3Q (11867.380000 sec): 3 clusters Score: Raw -1192442.350634 + Penalty 2984.197657 = -1189458.152977 nChanged 462 SP:Iteration 4Q (11867.600000 sec): 3 clusters Score: Raw -1192661.870761 + Penalty 2984.197657 = -1189677.673104 nChanged 452 SP:Iteration 5Q (11867.860000 sec): 3 clusters Score: Raw -1192903.351319 + Penalty 2984.197657 = -1189919.153662 nChanged 458 SP:Iteration 6Q (11868.070000 sec): 3 clusters Score: Raw -1193193.279611 + Penalty 2984.197657 = -1190209.081954 nChanged 512 SP:Iteration 7F (11868.300000 sec): 3 clusters Score: Raw -1193577.702450 + Penalty 2984.197657 = -1190593.504792 nChanged 542 SP:Iteration 8F (11868.520000 sec): 3 clusters Score: Raw -1194005.378350 + Penalty 2984.197657 = -1191021.180693 nChanged 488 SP:Iteration 9F (11868.750000 sec): 3 clusters Score: Raw -1194354.522668 + Penalty 2984.197657 = -1191370.325011 nChanged 396 SP:Iteration 10Q (11869.000000 sec): 3 clusters Score: Raw -1194608.845621 + Penalty 2984.197657 = -1191624.647964 nChanged 322 SP:Iteration 11Q (11869.300000 sec): 3 clusters Score: Raw -1194792.058829 + Penalty 2984.197657 = -1191807.861172 nChanged 230 SP:Iteration 12Q (11869.530000 sec): 3 clusters Score: Raw -1194907.518066 + Penalty 2984.197657 = -1191923.320409 nChanged 168 SP:Iteration 13Q (11869.810000 sec): 3 clusters Score: Raw -1195006.497979 + Penalty 2984.197657 = -1192022.300322 nChanged 138 SP:Iteration 14Q (11870.050000 sec): 3 clusters Score: Raw -1195079.678123 + Penalty 2984.197657 = -1192095.480466 nChanged 111 SP:Iteration 15Q (11870.360000 sec): 3 clusters Score: Raw -1195131.918167 + Penalty 2984.197657 = -1192147.720510 nChanged 109 SP:Iteration 16Q (11870.580000 sec): 3 clusters Score: Raw -1195178.483354 + Penalty 2984.197657 = -1192194.285696 nChanged 79 SP:Iteration 17Q (11870.850000 sec): 3 clusters Score: Raw -1195208.231633 + Penalty 2984.197657 = -1192224.033976 nChanged 61 SP:Iteration 18Q (11871.050000 sec): 3 clusters Score: Raw -1195235.127817 + Penalty 2984.197657 = -1192250.930160 nChanged 68 SP:Iteration 19Q (11871.320000 sec): 3 clusters Score: Raw -1195260.021173 + Penalty 2984.197657 = -1192275.823516 nChanged 75 SP:Iteration 20F (11871.570000 sec): 3 clusters Score: Raw -1195285.425858 + Penalty 2984.197657 = -1192301.228200 nChanged 57 SP:Iteration 21Q (11871.800000 sec): 3 clusters Score: Raw -1195302.728559 + Penalty 2984.197657 = -1192318.530902 nChanged 55 SP:Iteration 22Q (11872.030000 sec): 3 clusters Score: Raw -1195317.422416 + Penalty 2984.197657 = -1192333.224758 nChanged 41 SP:Iteration 23Q (11872.330000 sec): 3 clusters Score: Raw -1195328.936426 + Penalty 2984.197657 = -1192344.738769 nChanged 45 SP:Iteration 24Q (11872.550000 sec): 3 clusters Score: Raw -1195341.193361 + Penalty 2984.197657 = -1192356.995704 nChanged 39 SP:Iteration 25Q (11872.830000 sec): 3 clusters Score: Raw -1195350.761266 + Penalty 2984.197657 = -1192366.563609 nChanged 38 SP:Iteration 26Q (11873.070000 sec): 3 clusters Score: Raw -1195360.901738 + Penalty 2984.197657 = -1192376.704081 nChanged 28 SP:Iteration 27Q (11873.260000 sec): 3 clusters Score: Raw -1195367.371606 + Penalty 2984.197657 = -1192383.173949 nChanged 21 SP:Iteration 28Q (11873.510000 sec): 3 clusters Score: Raw -1195372.784060 + Penalty 2984.197657 = -1192388.586403 nChanged 23 SP:Iteration 29Q (11873.730000 sec): 3 clusters Score: Raw -1195378.984311 + Penalty 2984.197657 = -1192394.786654 nChanged 25 SP:Iteration 30Q (11873.970000 sec): 3 clusters Score: Raw -1195387.170803 + Penalty 2984.197657 = -1192402.973146 nChanged 30 SP:Iteration 31Q (11874.240000 sec): 3 clusters Score: Raw -1195398.326508 + Penalty 2984.197657 = -1192414.128851 nChanged 35 SP:Iteration 32Q (11874.490000 sec): 3 clusters Score: Raw -1195408.931863 + Penalty 2984.197657 = -1192424.734205 nChanged 29 SP:Iteration 33Q (11874.780000 sec): 3 clusters Score: Raw -1195417.092676 + Penalty 2984.197657 = -1192432.895019 nChanged 24 SP:Iteration 34Q (11874.980000 sec): 3 clusters Score: Raw -1195423.668280 + Penalty 2984.197657 = -1192439.470623 nChanged 26 SP:Iteration 35Q (11875.260000 sec): 3 clusters Score: Raw -1195429.785391 + Penalty 2984.197657 = -1192445.587734 nChanged 26 SP:Iteration 36Q (11875.500000 sec): 3 clusters Score: Raw -1195436.717003 + Penalty 2984.197657 = -1192452.519346 nChanged 25 SP:Iteration 37Q (11875.710000 sec): 3 clusters Score: Raw -1195444.129470 + Penalty 2984.197657 = -1192459.931813 nChanged 28 SP:Iteration 38Q (11875.980000 sec): 3 clusters Score: Raw -1195450.841570 + Penalty 2984.197657 = -1192466.643913 nChanged 23 SP:Iteration 39Q (11876.240000 sec): 3 clusters Score: Raw -1195458.069652 + Penalty 2984.197657 = -1192473.871995 nChanged 23 SP:Iteration 40F (11876.480000 sec): 3 clusters Score: Raw -1195463.684024 + Penalty 2984.197657 = -1192479.486367 nChanged 21 SP:Iteration 41Q (11876.670000 sec): 3 clusters Score: Raw -1195468.203311 + Penalty 2984.197657 = -1192484.005654 nChanged 12 SP:Iteration 42Q (11876.960000 sec): 3 clusters Score: Raw -1195471.561090 + Penalty 2984.197657 = -1192487.363432 nChanged 9 SP:Iteration 43Q (11877.210000 sec): 3 clusters Score: Raw -1195474.405499 + Penalty 2984.197657 = -1192490.207842 nChanged 10 SP:Iteration 44Q (11877.480000 sec): 3 clusters Score: Raw -1195476.352365 + Penalty 2984.197657 = -1192492.154708 nChanged 10 SP:Iteration 45Q (11877.760000 sec): 3 clusters Score: Raw -1195478.790263 + Penalty 2984.197657 = -1192494.592606 nChanged 11 SP:Iteration 46Q (11878.010000 sec): 3 clusters Score: Raw -1195481.539592 + Penalty 2984.197657 = -1192497.341934 nChanged 14 SP:Iteration 47Q (11878.260000 sec): 3 clusters Score: Raw -1195484.577363 + Penalty 2984.197657 = -1192500.379705 nChanged 15 SP:Iteration 48Q (11878.540000 sec): 3 clusters Score: Raw -1195487.874229 + Penalty 2984.197657 = -1192503.676572 nChanged 13 SP:Iteration 49Q (11878.780000 sec): 3 clusters Score: Raw -1195491.395883 + Penalty 2984.197657 = -1192507.198226 nChanged 11 SP:Iteration 50Q (11878.980000 sec): 3 clusters Score: Raw -1195494.566798 + Penalty 2984.197657 = -1192510.369141 nChanged 7 SP:Iteration 51Q (11879.180000 sec): 3 clusters Score: Raw -1195495.660351 + Penalty 2984.197657 = -1192511.462694 nChanged 3 SP:Iteration 52Q (11879.410000 sec): 3 clusters Score: Raw -1195496.292765 + Penalty 2984.197657 = -1192512.095108 nChanged 2 SP:Iteration 53Q (11879.690000 sec): 3 clusters Score: Raw -1195496.817449 + Penalty 2984.197657 = -1192512.619792 nChanged 4 SP:Iteration 54Q (11879.950000 sec): 3 clusters Score: Raw -1195497.681419 + Penalty 2984.197657 = -1192513.483762 nChanged 5 SP:Iteration 55Q (11880.160000 sec): 3 clusters Score: Raw -1195499.369467 + Penalty 2984.197657 = -1192515.171809 nChanged 7 SP:Iteration 56Q (11880.410000 sec): 3 clusters Score: Raw -1195501.283950 + Penalty 2984.197657 = -1192517.086293 nChanged 7 SP:Iteration 57Q (11880.670000 sec): 3 clusters Score: Raw -1195502.945884 + Penalty 2984.197657 = -1192518.748227 nChanged 9 SP:Iteration 58Q (11880.940000 sec): 3 clusters Score: Raw -1195504.764635 + Penalty 2984.197657 = -1192520.566978 nChanged 3 SP:Iteration 59Q (11881.160000 sec): 3 clusters Score: Raw -1195505.643866 + Penalty 2984.197657 = -1192521.446209 nChanged 1 SP:Iteration 60F (11881.380000 sec): 3 clusters Score: Raw -1195505.820959 + Penalty 2984.197657 = -1192521.623302 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (17606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11881.630000 sec): 2 clusters Score: Raw -2075585.809985 + Penalty 1588.599193 = -2073997.210792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11881.940000 sec): 3 clusters Score: Raw -2065246.074005 + Penalty 3177.198385 = -2062068.875620 nChanged 7857 SP:Iteration 1F (11882.220000 sec): 3 clusters Score: Raw -2069555.214650 + Penalty 3177.198385 = -2066378.016265 nChanged 957 SP:Iteration 2F (11882.480000 sec): 3 clusters Score: Raw -2070060.838539 + Penalty 3177.198385 = -2066883.640153 nChanged 1018 SP:Iteration 3F (11882.780000 sec): 3 clusters Score: Raw -2070688.722744 + Penalty 3177.198385 = -2067511.524358 nChanged 1138 SP:Iteration 4F (11883.090000 sec): 3 clusters Score: Raw -2071395.853176 + Penalty 3177.198385 = -2068218.654790 nChanged 1151 SP:Iteration 5F (11883.410000 sec): 3 clusters Score: Raw -2072099.709124 + Penalty 3177.198385 = -2068922.510739 nChanged 1114 SP:Iteration 6F (11883.660000 sec): 3 clusters Score: Raw -2072737.226875 + Penalty 3177.198385 = -2069560.028490 nChanged 976 SP:Iteration 7F (11883.930000 sec): 3 clusters Score: Raw -2073272.293036 + Penalty 3177.198385 = -2070095.094650 nChanged 821 SP:Iteration 8Q (11884.220000 sec): 3 clusters Score: Raw -2073724.183743 + Penalty 3177.198385 = -2070546.985357 nChanged 651 SP:Iteration 9Q (11884.510000 sec): 3 clusters Score: Raw -2074071.803683 + Penalty 3177.198385 = -2070894.605297 nChanged 494 SP:Iteration 10Q (11884.770000 sec): 3 clusters Score: Raw -2074333.338528 + Penalty 3177.198385 = -2071156.140143 nChanged 412 SP:Iteration 11Q (11885.080000 sec): 3 clusters Score: Raw -2074539.840998 + Penalty 3177.198385 = -2071362.642612 nChanged 316 SP:Iteration 12Q (11885.360000 sec): 3 clusters Score: Raw -2074661.645094 + Penalty 3177.198385 = -2071484.446708 nChanged 244 SP:Iteration 13Q (11885.590000 sec): 3 clusters Score: Raw -2074742.031338 + Penalty 3177.198385 = -2071564.832953 nChanged 209 SP:Iteration 14Q (11885.870000 sec): 3 clusters Score: Raw -2074809.283623 + Penalty 3177.198385 = -2071632.085238 nChanged 213 SP:Iteration 15Q (11886.220000 sec): 3 clusters Score: Raw -2074876.616993 + Penalty 3177.198385 = -2071699.418607 nChanged 185 SP:Iteration 16Q (11886.500000 sec): 3 clusters Score: Raw -2074932.492603 + Penalty 3177.198385 = -2071755.294217 nChanged 188 SP:Iteration 17Q (11886.810000 sec): 3 clusters Score: Raw -2074990.160961 + Penalty 3177.198385 = -2071812.962576 nChanged 167 SP:Iteration 18Q (11887.080000 sec): 3 clusters Score: Raw -2075041.699969 + Penalty 3177.198385 = -2071864.501583 nChanged 167 SP:Iteration 19Q (11887.340000 sec): 3 clusters Score: Raw -2075100.199906 + Penalty 3177.198385 = -2071923.001521 nChanged 159 SP:Iteration 20F (11887.640000 sec): 3 clusters Score: Raw -2075155.578244 + Penalty 3177.198385 = -2071978.379859 nChanged 150 SP:Iteration 21Q (11887.930000 sec): 3 clusters Score: Raw -2075209.291135 + Penalty 3177.198385 = -2072032.092749 nChanged 160 SP:Iteration 22Q (11888.220000 sec): 3 clusters Score: Raw -2075271.134312 + Penalty 3177.198385 = -2072093.935927 nChanged 145 SP:Iteration 23Q (11888.550000 sec): 3 clusters Score: Raw -2075325.146187 + Penalty 3177.198385 = -2072147.947801 nChanged 131 SP:Iteration 24Q (11888.800000 sec): 3 clusters Score: Raw -2075376.693300 + Penalty 3177.198385 = -2072199.494915 nChanged 105 SP:Iteration 25Q (11889.100000 sec): 3 clusters Score: Raw -2075412.401101 + Penalty 3177.198385 = -2072235.202716 nChanged 81 SP:Iteration 26Q (11889.360000 sec): 3 clusters Score: Raw -2075439.397136 + Penalty 3177.198385 = -2072262.198750 nChanged 82 SP:Iteration 27Q (11889.700000 sec): 3 clusters Score: Raw -2075471.741017 + Penalty 3177.198385 = -2072294.542632 nChanged 76 SP:Iteration 28Q (11889.990000 sec): 3 clusters Score: Raw -2075502.563771 + Penalty 3177.198385 = -2072325.365386 nChanged 63 SP:Iteration 29Q (11890.250000 sec): 3 clusters Score: Raw -2075526.672432 + Penalty 3177.198385 = -2072349.474046 nChanged 48 SP:Iteration 30Q (11890.530000 sec): 3 clusters Score: Raw -2075546.295188 + Penalty 3177.198385 = -2072369.096802 nChanged 50 SP:Iteration 31Q (11890.820000 sec): 3 clusters Score: Raw -2075564.241563 + Penalty 3177.198385 = -2072387.043178 nChanged 33 SP:Iteration 32Q (11891.070000 sec): 3 clusters Score: Raw -2075576.618372 + Penalty 3177.198385 = -2072399.419986 nChanged 43 SP:Iteration 33Q (11891.390000 sec): 3 clusters Score: Raw -2075590.620402 + Penalty 3177.198385 = -2072413.422017 nChanged 29 SP:Iteration 34Q (11891.650000 sec): 3 clusters Score: Raw -2075601.045491 + Penalty 3177.198385 = -2072423.847106 nChanged 26 SP:Iteration 35Q (11891.900000 sec): 3 clusters Score: Raw -2075610.892848 + Penalty 3177.198385 = -2072433.694462 nChanged 28 SP:Iteration 36Q (11892.230000 sec): 3 clusters Score: Raw -2075626.404198 + Penalty 3177.198385 = -2072449.205813 nChanged 28 SP:Iteration 37Q (11892.520000 sec): 3 clusters Score: Raw -2075638.027889 + Penalty 3177.198385 = -2072460.829504 nChanged 27 SP:Iteration 38Q (11892.800000 sec): 3 clusters Score: Raw -2075649.887619 + Penalty 3177.198385 = -2072472.689234 nChanged 27 SP:Iteration 39Q (11893.170000 sec): 3 clusters Score: Raw -2075660.999596 + Penalty 3177.198385 = -2072483.801210 nChanged 20 SP:Iteration 40F (11893.440000 sec): 3 clusters Score: Raw -2075669.110226 + Penalty 3177.198385 = -2072491.911841 nChanged 23 SP:Iteration 41Q (11893.760000 sec): 3 clusters Score: Raw -2075678.497531 + Penalty 3177.198385 = -2072501.299145 nChanged 17 SP:Iteration 42Q (11894.070000 sec): 3 clusters Score: Raw -2075683.008536 + Penalty 3177.198385 = -2072505.810151 nChanged 13 SP:Iteration 43Q (11894.330000 sec): 3 clusters Score: Raw -2075687.406194 + Penalty 3177.198385 = -2072510.207809 nChanged 11 SP:Iteration 44Q (11894.580000 sec): 3 clusters Score: Raw -2075692.203418 + Penalty 3177.198385 = -2072515.005032 nChanged 14 SP:Iteration 45Q (11894.860000 sec): 3 clusters Score: Raw -2075696.484711 + Penalty 3177.198385 = -2072519.286326 nChanged 15 SP:Iteration 46Q (11895.120000 sec): 3 clusters Score: Raw -2075703.172697 + Penalty 3177.198385 = -2072525.974312 nChanged 13 SP:Iteration 47Q (11895.440000 sec): 3 clusters Score: Raw -2075708.747359 + Penalty 3177.198385 = -2072531.548973 nChanged 17 SP:Iteration 48Q (11895.730000 sec): 3 clusters Score: Raw -2075715.677378 + Penalty 3177.198385 = -2072538.478993 nChanged 8 SP:Iteration 49Q (11895.990000 sec): 3 clusters Score: Raw -2075719.622779 + Penalty 3177.198385 = -2072542.424394 nChanged 8 SP:Iteration 50Q (11896.220000 sec): 3 clusters Score: Raw -2075723.664024 + Penalty 3177.198385 = -2072546.465639 nChanged 7 SP:Iteration 51Q (11896.470000 sec): 3 clusters Score: Raw -2075726.205436 + Penalty 3177.198385 = -2072549.007051 nChanged 6 SP:Iteration 52Q (11896.760000 sec): 3 clusters Score: Raw -2075728.808922 + Penalty 3177.198385 = -2072551.610537 nChanged 8 SP:Iteration 53Q (11897.010000 sec): 3 clusters Score: Raw -2075731.195160 + Penalty 3177.198385 = -2072553.996774 nChanged 5 SP:Iteration 54Q (11897.270000 sec): 3 clusters Score: Raw -2075732.609722 + Penalty 3177.198385 = -2072555.411336 nChanged 3 SP:Iteration 55Q (11897.500000 sec): 3 clusters Score: Raw -2075734.299510 + Penalty 3177.198385 = -2072557.101125 nChanged 6 SP:Iteration 56Q (11897.780000 sec): 3 clusters Score: Raw -2075735.453996 + Penalty 3177.198385 = -2072558.255611 nChanged 1 SP:Iteration 57Q (11898.050000 sec): 3 clusters Score: Raw -2075735.568174 + Penalty 3177.198385 = -2072558.369788 nChanged 1 SP:Iteration 58Q (11898.320000 sec): 3 clusters Score: Raw -2075735.993955 + Penalty 3177.198385 = -2072558.795570 nChanged 3 SP:Iteration 59Q (11898.610000 sec): 3 clusters Score: Raw -2075737.320103 + Penalty 3177.198385 = -2072560.121718 nChanged 6 SP:Iteration 60F (11898.860000 sec): 3 clusters Score: Raw -2075739.260738 + Penalty 3177.198385 = -2072562.062353 nChanged 5 SP:Iteration 61Q (11899.180000 sec): 3 clusters Score: Raw -2075741.071319 + Penalty 3177.198385 = -2072563.872933 nChanged 6 SP:Iteration 62Q (11899.440000 sec): 3 clusters Score: Raw -2075744.000008 + Penalty 3177.198385 = -2072566.801622 nChanged 4 SP:Iteration 63Q (11899.660000 sec): 3 clusters Score: Raw -2075745.773972 + Penalty 3177.198385 = -2072568.575587 nChanged 3 SP:Iteration 64Q (11899.960000 sec): 3 clusters Score: Raw -2075746.415307 + Penalty 3177.198385 = -2072569.216922 nChanged 2 SP:Iteration 65Q (11900.280000 sec): 3 clusters Score: Raw -2075747.417950 + Penalty 3177.198385 = -2072570.219565 nChanged 3 SP:Iteration 66Q (11900.550000 sec): 3 clusters Score: Raw -2075748.162639 + Penalty 3177.198385 = -2072570.964253 nChanged 2 SP:Iteration 67Q (11900.830000 sec): 3 clusters Score: Raw -2075748.592221 + Penalty 3177.198385 = -2072571.393836 nChanged 2 SP:Iteration 68Q (11901.120000 sec): 3 clusters Score: Raw -2075749.027509 + Penalty 3177.198385 = -2072571.829124 nChanged 3 SP:Iteration 69Q (11901.450000 sec): 3 clusters Score: Raw -2075749.789735 + Penalty 3177.198385 = -2072572.591350 nChanged 3 SP:Iteration 70Q (11901.780000 sec): 3 clusters Score: Raw -2075751.131435 + Penalty 3177.198385 = -2072573.933049 nChanged 2 SP:Iteration 71Q (11902.040000 sec): 3 clusters Score: Raw -2075752.280280 + Penalty 3177.198385 = -2072575.081895 nChanged 2 SP:Iteration 72Q (11902.320000 sec): 3 clusters Score: Raw -2075753.820758 + Penalty 3177.198385 = -2072576.622373 nChanged 2 SP:Iteration 73Q (11902.640000 sec): 3 clusters Score: Raw -2075755.632656 + Penalty 3177.198385 = -2072578.434271 nChanged 6 SP:Iteration 74Q (11902.870000 sec): 3 clusters Score: Raw -2075758.229455 + Penalty 3177.198385 = -2072581.031069 nChanged 4 SP:Iteration 75Q (11903.180000 sec): 3 clusters Score: Raw -2075759.991317 + Penalty 3177.198385 = -2072582.792932 nChanged 7 SP:Iteration 76Q (11903.510000 sec): 3 clusters Score: Raw -2075761.955760 + Penalty 3177.198385 = -2072584.757375 nChanged 3 SP:Iteration 77Q (11903.820000 sec): 3 clusters Score: Raw -2075763.012540 + Penalty 3177.198385 = -2072585.814154 nChanged 0 SP:Iteration 78F (11904.080000 sec): 3 clusters Score: Raw -2075763.012540 + Penalty 3177.198385 = -2072585.814154 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11904.230000 sec): 2 clusters Score: Raw -32046.188747 + Penalty 920.794337 = -31125.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11904.430000 sec): 3 clusters Score: Raw -32118.816268 + Penalty 1841.588674 = -30277.227594 nChanged 48 SP:Iteration 1F (11904.590000 sec): 3 clusters Score: Raw -32264.391631 + Penalty 1841.588674 = -30422.802957 nChanged 16 SP:Iteration 2F (11904.790000 sec): 3 clusters Score: Raw -32309.043387 + Penalty 1841.588674 = -30467.454713 nChanged 8 SP:Iteration 3Q (11905.000000 sec): 3 clusters Score: Raw -32329.192561 + Penalty 1841.588674 = -30487.603887 nChanged 5 SP:Iteration 4Q (11905.160000 sec): 3 clusters Score: Raw -32351.012920 + Penalty 1841.588674 = -30509.424247 nChanged 2 SP:Iteration 5Q (11905.360000 sec): 3 clusters Score: Raw -32359.895440 + Penalty 1841.588674 = -30518.306766 nChanged 1 SP:Iteration 6Q (11905.560000 sec): 3 clusters Score: Raw -32364.255958 + Penalty 1841.588674 = -30522.667284 nChanged 0 SP:Iteration 7F (11905.760000 sec): 3 clusters Score: Raw -32364.255958 + Penalty 1841.588674 = -30522.667284 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11905.860000 sec): 2 clusters Score: Raw -49602.776184 + Penalty 986.119158 = -48616.657026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11906.000000 sec): 3 clusters Score: Raw -49580.338521 + Penalty 1972.238316 = -47608.100204 nChanged 90 SP:Iteration 1F (11906.180000 sec): 3 clusters Score: Raw -49739.531352 + Penalty 1972.238316 = -47767.293036 nChanged 26 SP:Iteration 2F (11906.370000 sec): 3 clusters Score: Raw -49800.230625 + Penalty 1972.238316 = -47827.992309 nChanged 19 SP:Iteration 3Q (11906.540000 sec): 3 clusters Score: Raw -49849.819031 + Penalty 1972.238316 = -47877.580715 nChanged 15 SP:Iteration 4Q (11906.740000 sec): 3 clusters Score: Raw -49875.306163 + Penalty 1972.238316 = -47903.067847 nChanged 8 SP:Iteration 5Q (11906.940000 sec): 3 clusters Score: Raw -49897.958414 + Penalty 1972.238316 = -47925.720098 nChanged 11 SP:Iteration 6Q (11907.080000 sec): 3 clusters Score: Raw -49955.128314 + Penalty 1972.238316 = -47982.889998 nChanged 9 SP:Iteration 7Q (11907.280000 sec): 3 clusters Score: Raw -49993.235401 + Penalty 1972.238316 = -48020.997084 nChanged 5 SP:Iteration 8Q (11907.490000 sec): 3 clusters Score: Raw -50012.310478 + Penalty 1972.238316 = -48040.072162 nChanged 8 SP:Iteration 9Q (11907.690000 sec): 3 clusters Score: Raw -50068.599636 + Penalty 1972.238316 = -48096.361320 nChanged 8 SP:Iteration 10Q (11907.880000 sec): 3 clusters Score: Raw -50121.469559 + Penalty 1972.238316 = -48149.231243 nChanged 3 SP:Iteration 11Q (11908.060000 sec): 3 clusters Score: Raw -50137.331825 + Penalty 1972.238316 = -48165.093508 nChanged 4 SP:Iteration 12Q (11908.230000 sec): 3 clusters Score: Raw -50145.929167 + Penalty 1972.238316 = -48173.690850 nChanged 3 SP:Iteration 13Q (11908.470000 sec): 3 clusters Score: Raw -50162.507396 + Penalty 1972.238316 = -48190.269080 nChanged 4 SP:Iteration 14Q (11908.660000 sec): 3 clusters Score: Raw -50173.417962 + Penalty 1972.238316 = -48201.179646 nChanged 1 SP:Iteration 15Q (11908.860000 sec): 3 clusters Score: Raw -50175.334362 + Penalty 1972.238316 = -48203.096046 nChanged 1 SP:Iteration 16Q (11909.040000 sec): 3 clusters Score: Raw -50176.946906 + Penalty 1972.238316 = -48204.708589 nChanged 3 SP:Iteration 17Q (11909.280000 sec): 3 clusters Score: Raw -50183.351139 + Penalty 1972.238316 = -48211.112822 nChanged 2 SP:Iteration 18Q (11909.530000 sec): 3 clusters Score: Raw -50186.965438 + Penalty 1972.238316 = -48214.727122 nChanged 2 SP:Iteration 19Q (11909.700000 sec): 3 clusters Score: Raw -50195.515041 + Penalty 1972.238316 = -48223.276724 nChanged 1 SP:Iteration 20F (11909.890000 sec): 3 clusters Score: Raw -50197.651502 + Penalty 1972.238316 = -48225.413186 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11910.200000 sec): 2 clusters Score: Raw -3471264.300705 + Penalty 1660.022116 = -3469604.278588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11910.570000 sec): 3 clusters Score: Raw -3454712.760689 + Penalty 3320.044233 = -3451392.716456 nChanged 12447 SP:Iteration 1F (11910.900000 sec): 3 clusters Score: Raw -3461360.649313 + Penalty 3320.044233 = -3458040.605081 nChanged 1132 SP:Iteration 2Q (11911.210000 sec): 3 clusters Score: Raw -3461683.970837 + Penalty 3320.044233 = -3458363.926604 nChanged 1035 SP:Iteration 3Q (11911.570000 sec): 3 clusters Score: Raw -3462004.775343 + Penalty 3320.044233 = -3458684.731111 nChanged 1101 SP:Iteration 4Q (11911.940000 sec): 3 clusters Score: Raw -3462379.612440 + Penalty 3320.044233 = -3459059.568207 nChanged 1142 SP:Iteration 5Q (11912.280000 sec): 3 clusters Score: Raw -3462837.085955 + Penalty 3320.044233 = -3459517.041723 nChanged 1302 SP:Iteration 6Q (11912.600000 sec): 3 clusters Score: Raw -3463454.532404 + Penalty 3320.044233 = -3460134.488171 nChanged 1452 SP:Iteration 7F (11912.960000 sec): 3 clusters Score: Raw -3464371.802324 + Penalty 3320.044233 = -3461051.758092 nChanged 1719 SP:Iteration 8F (11913.230000 sec): 3 clusters Score: Raw -3465688.689677 + Penalty 3320.044233 = -3462368.645444 nChanged 1676 SP:Iteration 9F (11913.580000 sec): 3 clusters Score: Raw -3467075.287685 + Penalty 3320.044233 = -3463755.243452 nChanged 1444 SP:Iteration 10F (11913.860000 sec): 3 clusters Score: Raw -3468142.105265 + Penalty 3320.044233 = -3464822.061032 nChanged 1064 SP:Iteration 11Q (11914.240000 sec): 3 clusters Score: Raw -3468790.444379 + Penalty 3320.044233 = -3465470.400146 nChanged 722 SP:Iteration 12Q (11914.620000 sec): 3 clusters Score: Raw -3469131.709324 + Penalty 3320.044233 = -3465811.665091 nChanged 512 SP:Iteration 13Q (11914.940000 sec): 3 clusters Score: Raw -3469371.697424 + Penalty 3320.044233 = -3466051.653191 nChanged 416 SP:Iteration 14Q (11915.260000 sec): 3 clusters Score: Raw -3469584.779106 + Penalty 3320.044233 = -3466264.734874 nChanged 386 SP:Iteration 15Q (11915.550000 sec): 3 clusters Score: Raw -3469769.133806 + Penalty 3320.044233 = -3466449.089573 nChanged 379 SP:Iteration 16Q (11915.880000 sec): 3 clusters Score: Raw -3469944.315330 + Penalty 3320.044233 = -3466624.271098 nChanged 369 SP:Iteration 17Q (11916.230000 sec): 3 clusters Score: Raw -3470105.270318 + Penalty 3320.044233 = -3466785.226085 nChanged 337 SP:Iteration 18Q (11916.550000 sec): 3 clusters Score: Raw -3470245.561636 + Penalty 3320.044233 = -3466925.517404 nChanged 310 SP:Iteration 19Q (11916.900000 sec): 3 clusters Score: Raw -3470367.602392 + Penalty 3320.044233 = -3467047.558159 nChanged 274 SP:Iteration 20F (11917.270000 sec): 3 clusters Score: Raw -3470473.129571 + Penalty 3320.044233 = -3467153.085338 nChanged 264 SP:Iteration 21Q (11917.550000 sec): 3 clusters Score: Raw -3470569.654120 + Penalty 3320.044233 = -3467249.609887 nChanged 231 SP:Iteration 22Q (11917.910000 sec): 3 clusters Score: Raw -3470652.349657 + Penalty 3320.044233 = -3467332.305424 nChanged 224 SP:Iteration 23Q (11918.270000 sec): 3 clusters Score: Raw -3470726.692845 + Penalty 3320.044233 = -3467406.648612 nChanged 198 SP:Iteration 24Q (11918.610000 sec): 3 clusters Score: Raw -3470784.968262 + Penalty 3320.044233 = -3467464.924029 nChanged 165 SP:Iteration 25Q (11918.910000 sec): 3 clusters Score: Raw -3470830.921107 + Penalty 3320.044233 = -3467510.876874 nChanged 132 SP:Iteration 26Q (11919.290000 sec): 3 clusters Score: Raw -3470866.146671 + Penalty 3320.044233 = -3467546.102438 nChanged 121 SP:Iteration 27Q (11919.610000 sec): 3 clusters Score: Raw -3470900.473426 + Penalty 3320.044233 = -3467580.429193 nChanged 123 SP:Iteration 28Q (11919.980000 sec): 3 clusters Score: Raw -3470935.939328 + Penalty 3320.044233 = -3467615.895096 nChanged 125 SP:Iteration 29Q (11920.310000 sec): 3 clusters Score: Raw -3470971.130803 + Penalty 3320.044233 = -3467651.086570 nChanged 116 SP:Iteration 30Q (11920.620000 sec): 3 clusters Score: Raw -3471001.329020 + Penalty 3320.044233 = -3467681.284787 nChanged 107 SP:Iteration 31Q (11920.980000 sec): 3 clusters Score: Raw -3471033.609642 + Penalty 3320.044233 = -3467713.565409 nChanged 116 SP:Iteration 32Q (11921.300000 sec): 3 clusters Score: Raw -3471069.509734 + Penalty 3320.044233 = -3467749.465501 nChanged 109 SP:Iteration 33Q (11921.620000 sec): 3 clusters Score: Raw -3471104.912586 + Penalty 3320.044233 = -3467784.868353 nChanged 125 SP:Iteration 34Q (11921.910000 sec): 3 clusters Score: Raw -3471144.784780 + Penalty 3320.044233 = -3467824.740547 nChanged 104 SP:Iteration 35Q (11922.250000 sec): 3 clusters Score: Raw -3471176.544617 + Penalty 3320.044233 = -3467856.500384 nChanged 94 SP:Iteration 36Q (11922.670000 sec): 3 clusters Score: Raw -3471201.282795 + Penalty 3320.044233 = -3467881.238562 nChanged 69 SP:Iteration 37Q (11922.960000 sec): 3 clusters Score: Raw -3471218.470352 + Penalty 3320.044233 = -3467898.426119 nChanged 55 SP:Iteration 38Q (11923.350000 sec): 3 clusters Score: Raw -3471233.223984 + Penalty 3320.044233 = -3467913.179751 nChanged 52 SP:Iteration 39Q (11923.680000 sec): 3 clusters Score: Raw -3471247.365245 + Penalty 3320.044233 = -3467927.321012 nChanged 50 SP:Iteration 40F (11924.030000 sec): 3 clusters Score: Raw -3471261.483539 + Penalty 3320.044233 = -3467941.439306 nChanged 49 SP:Iteration 41Q (11924.360000 sec): 3 clusters Score: Raw -3471275.191646 + Penalty 3320.044233 = -3467955.147413 nChanged 41 SP:Iteration 42Q (11924.680000 sec): 3 clusters Score: Raw -3471286.009535 + Penalty 3320.044233 = -3467965.965302 nChanged 48 SP:Iteration 43Q (11925.040000 sec): 3 clusters Score: Raw -3471297.362709 + Penalty 3320.044233 = -3467977.318476 nChanged 37 SP:Iteration 44Q (11925.360000 sec): 3 clusters Score: Raw -3471306.234039 + Penalty 3320.044233 = -3467986.189807 nChanged 33 SP:Iteration 45Q (11925.700000 sec): 3 clusters Score: Raw -3471313.283666 + Penalty 3320.044233 = -3467993.239433 nChanged 32 SP:Iteration 46Q (11925.990000 sec): 3 clusters Score: Raw -3471320.041257 + Penalty 3320.044233 = -3467999.997024 nChanged 22 SP:Iteration 47Q (11926.320000 sec): 3 clusters Score: Raw -3471324.611704 + Penalty 3320.044233 = -3468004.567471 nChanged 21 SP:Iteration 48Q (11926.640000 sec): 3 clusters Score: Raw -3471329.203465 + Penalty 3320.044233 = -3468009.159232 nChanged 26 SP:Iteration 49Q (11926.960000 sec): 3 clusters Score: Raw -3471334.477115 + Penalty 3320.044233 = -3468014.432883 nChanged 20 SP:Iteration 50Q (11927.310000 sec): 3 clusters Score: Raw -3471338.875259 + Penalty 3320.044233 = -3468018.831026 nChanged 13 SP:Iteration 51Q (11927.620000 sec): 3 clusters Score: Raw -3471341.630783 + Penalty 3320.044233 = -3468021.586551 nChanged 15 SP:Iteration 52Q (11927.920000 sec): 3 clusters Score: Raw -3471344.850436 + Penalty 3320.044233 = -3468024.806203 nChanged 17 SP:Iteration 53Q (11928.260000 sec): 3 clusters Score: Raw -3471349.223642 + Penalty 3320.044233 = -3468029.179410 nChanged 17 SP:Iteration 54Q (11928.540000 sec): 3 clusters Score: Raw -3471353.901606 + Penalty 3320.044233 = -3468033.857373 nChanged 16 SP:Iteration 55Q (11928.880000 sec): 3 clusters Score: Raw -3471357.276009 + Penalty 3320.044233 = -3468037.231776 nChanged 20 SP:Iteration 56Q (11929.230000 sec): 3 clusters Score: Raw -3471361.654525 + Penalty 3320.044233 = -3468041.610293 nChanged 18 SP:Iteration 57Q (11929.550000 sec): 3 clusters Score: Raw -3471365.134022 + Penalty 3320.044233 = -3468045.089789 nChanged 15 SP:Iteration 58Q (11929.840000 sec): 3 clusters Score: Raw -3471368.287139 + Penalty 3320.044233 = -3468048.242907 nChanged 12 SP:Iteration 59Q (11930.130000 sec): 3 clusters Score: Raw -3471370.291882 + Penalty 3320.044233 = -3468050.247650 nChanged 10 SP:Iteration 60F (11930.460000 sec): 3 clusters Score: Raw -3471372.371905 + Penalty 3320.044233 = -3468052.327672 nChanged 9 SP:Iteration 61Q (11930.760000 sec): 3 clusters Score: Raw -3471373.795056 + Penalty 3320.044233 = -3468053.750823 nChanged 10 SP:Iteration 62Q (11931.080000 sec): 3 clusters Score: Raw -3471376.193887 + Penalty 3320.044233 = -3468056.149655 nChanged 5 SP:Iteration 63Q (11931.350000 sec): 3 clusters Score: Raw -3471376.774099 + Penalty 3320.044233 = -3468056.729866 nChanged 2 SP:Iteration 64Q (11931.630000 sec): 3 clusters Score: Raw -3471377.607204 + Penalty 3320.044233 = -3468057.562971 nChanged 4 SP:Iteration 65Q (11931.960000 sec): 3 clusters Score: Raw -3471378.544890 + Penalty 3320.044233 = -3468058.500658 nChanged 6 SP:Iteration 66Q (11932.290000 sec): 3 clusters Score: Raw -3471379.646757 + Penalty 3320.044233 = -3468059.602525 nChanged 6 SP:Iteration 67Q (11932.580000 sec): 3 clusters Score: Raw -3471382.166033 + Penalty 3320.044233 = -3468062.121800 nChanged 11 SP:Iteration 68Q (11932.900000 sec): 3 clusters Score: Raw -3471385.897134 + Penalty 3320.044233 = -3468065.852902 nChanged 14 SP:Iteration 69Q (11933.200000 sec): 3 clusters Score: Raw -3471390.256718 + Penalty 3320.044233 = -3468070.212485 nChanged 16 SP:Iteration 70Q (11933.520000 sec): 3 clusters Score: Raw -3471394.529670 + Penalty 3320.044233 = -3468074.485437 nChanged 12 SP:Iteration 71Q (11933.900000 sec): 3 clusters Score: Raw -3471397.401063 + Penalty 3320.044233 = -3468077.356830 nChanged 10 SP:Iteration 72Q (11934.180000 sec): 3 clusters Score: Raw -3471400.390667 + Penalty 3320.044233 = -3468080.346434 nChanged 14 SP:Iteration 73Q (11934.530000 sec): 3 clusters Score: Raw -3471404.597956 + Penalty 3320.044233 = -3468084.553724 nChanged 18 SP:Iteration 74Q (11934.800000 sec): 3 clusters Score: Raw -3471410.344372 + Penalty 3320.044233 = -3468090.300139 nChanged 16 SP:Iteration 75Q (11935.060000 sec): 3 clusters Score: Raw -3471414.140773 + Penalty 3320.044233 = -3468094.096540 nChanged 14 SP:Iteration 76Q (11935.390000 sec): 3 clusters Score: Raw -3471418.715832 + Penalty 3320.044233 = -3468098.671600 nChanged 11 SP:Iteration 77Q (11935.650000 sec): 3 clusters Score: Raw -3471421.953995 + Penalty 3320.044233 = -3468101.909762 nChanged 7 SP:Iteration 78Q (11936.020000 sec): 3 clusters Score: Raw -3471423.177240 + Penalty 3320.044233 = -3468103.133007 nChanged 4 SP:Iteration 79Q (11936.290000 sec): 3 clusters Score: Raw -3471423.723589 + Penalty 3320.044233 = -3468103.679356 nChanged 1 SP:Iteration 80F (11936.600000 sec): 3 clusters Score: Raw -3471423.788637 + Penalty 3320.044233 = -3468103.744405 nChanged 1 SP:Iteration 81Q (11936.920000 sec): 3 clusters Score: Raw -3471423.991460 + Penalty 3320.044233 = -3468103.947227 nChanged 0 SP:Iteration 82F (11937.260000 sec): 3 clusters Score: Raw -3471423.991460 + Penalty 3320.044233 = -3468103.947227 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11937.510000 sec): 2 clusters Score: Raw -2744310.711316 + Penalty 1623.126680 = -2742687.584636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11937.840000 sec): 3 clusters Score: Raw -2731146.370239 + Penalty 3246.253360 = -2727900.116879 nChanged 9820 SP:Iteration 1F (11938.140000 sec): 3 clusters Score: Raw -2736442.587653 + Penalty 3246.253360 = -2733196.334293 nChanged 1020 SP:Iteration 2Q (11938.460000 sec): 3 clusters Score: Raw -2736777.628069 + Penalty 3246.253360 = -2733531.374709 nChanged 958 SP:Iteration 3Q (11938.780000 sec): 3 clusters Score: Raw -2737108.745443 + Penalty 3246.253360 = -2733862.492083 nChanged 972 SP:Iteration 4Q (11939.120000 sec): 3 clusters Score: Raw -2737528.519153 + Penalty 3246.253360 = -2734282.265793 nChanged 1149 SP:Iteration 5F (11939.380000 sec): 3 clusters Score: Raw -2738152.109489 + Penalty 3246.253360 = -2734905.856129 nChanged 1415 SP:Iteration 6F (11939.720000 sec): 3 clusters Score: Raw -2739090.696672 + Penalty 3246.253360 = -2735844.443312 nChanged 1534 SP:Iteration 7F (11940.050000 sec): 3 clusters Score: Raw -2740292.632586 + Penalty 3246.253360 = -2737046.379226 nChanged 1607 SP:Iteration 8F (11940.380000 sec): 3 clusters Score: Raw -2741706.891859 + Penalty 3246.253360 = -2738460.638499 nChanged 1295 SP:Iteration 9F (11940.700000 sec): 3 clusters Score: Raw -2742890.236653 + Penalty 3246.253360 = -2739643.983293 nChanged 876 SP:Iteration 10Q (11941.070000 sec): 3 clusters Score: Raw -2743679.068735 + Penalty 3246.253360 = -2740432.815375 nChanged 475 SP:Iteration 11Q (11941.400000 sec): 3 clusters Score: Raw -2744076.219002 + Penalty 3246.253360 = -2740829.965642 nChanged 228 SP:Iteration 12Q (11941.700000 sec): 3 clusters Score: Raw -2744261.880348 + Penalty 3246.253360 = -2741015.626989 nChanged 137 SP:Iteration 13Q (11941.960000 sec): 3 clusters Score: Raw -2744379.690987 + Penalty 3246.253360 = -2741133.437627 nChanged 69 SP:Iteration 14Q (11942.230000 sec): 3 clusters Score: Raw -2744431.974626 + Penalty 3246.253360 = -2741185.721266 nChanged 44 SP:Iteration 15Q (11942.570000 sec): 3 clusters Score: Raw -2744466.837939 + Penalty 3246.253360 = -2741220.584580 nChanged 40 SP:Iteration 16Q (11942.870000 sec): 3 clusters Score: Raw -2744504.853109 + Penalty 3246.253360 = -2741258.599749 nChanged 38 SP:Iteration 17Q (11943.130000 sec): 3 clusters Score: Raw -2744537.266520 + Penalty 3246.253360 = -2741291.013161 nChanged 18 SP:Iteration 18Q (11943.430000 sec): 3 clusters Score: Raw -2744551.416166 + Penalty 3246.253360 = -2741305.162807 nChanged 14 SP:Iteration 19Q (11943.690000 sec): 3 clusters Score: Raw -2744566.314609 + Penalty 3246.253360 = -2741320.061249 nChanged 13 SP:Iteration 20F (11944.020000 sec): 3 clusters Score: Raw -2744580.412331 + Penalty 3246.253360 = -2741334.158971 nChanged 12 SP:Iteration 21Q (11944.280000 sec): 3 clusters Score: Raw -2744589.352375 + Penalty 3246.253360 = -2741343.099015 nChanged 10 SP:Iteration 22Q (11944.560000 sec): 3 clusters Score: Raw -2744595.089744 + Penalty 3246.253360 = -2741348.836384 nChanged 8 SP:Iteration 23Q (11944.850000 sec): 3 clusters Score: Raw -2744601.674341 + Penalty 3246.253360 = -2741355.420981 nChanged 8 SP:Iteration 24Q (11945.140000 sec): 3 clusters Score: Raw -2744606.511894 + Penalty 3246.253360 = -2741360.258534 nChanged 8 SP:Iteration 25Q (11945.470000 sec): 3 clusters Score: Raw -2744612.455956 + Penalty 3246.253360 = -2741366.202596 nChanged 9 SP:Iteration 26Q (11945.800000 sec): 3 clusters Score: Raw -2744618.483668 + Penalty 3246.253360 = -2741372.230308 nChanged 13 SP:Iteration 27Q (11946.060000 sec): 3 clusters Score: Raw -2744628.948531 + Penalty 3246.253360 = -2741382.695171 nChanged 4 SP:Iteration 28Q (11946.390000 sec): 3 clusters Score: Raw -2744631.312585 + Penalty 3246.253360 = -2741385.059225 nChanged 4 SP:Iteration 29Q (11946.660000 sec): 3 clusters Score: Raw -2744634.115764 + Penalty 3246.253360 = -2741387.862404 nChanged 2 SP:Iteration 30Q (11946.960000 sec): 3 clusters Score: Raw -2744636.824848 + Penalty 3246.253360 = -2741390.571488 nChanged 4 SP:Iteration 31Q (11947.320000 sec): 3 clusters Score: Raw -2744640.719383 + Penalty 3246.253360 = -2741394.466023 nChanged 1 SP:Iteration 32Q (11947.550000 sec): 3 clusters Score: Raw -2744641.720889 + Penalty 3246.253360 = -2741395.467529 nChanged 2 SP:Iteration 33Q (11947.830000 sec): 3 clusters Score: Raw -2744643.011254 + Penalty 3246.253360 = -2741396.757895 nChanged 3 SP:Iteration 34Q (11948.170000 sec): 3 clusters Score: Raw -2744644.357288 + Penalty 3246.253360 = -2741398.103928 nChanged 1 SP:Iteration 35Q (11948.510000 sec): 3 clusters Score: Raw -2744644.850078 + Penalty 3246.253360 = -2741398.596718 nChanged 0 SP:Iteration 36F (11948.880000 sec): 3 clusters Score: Raw -2744644.850078 + Penalty 3246.253360 = -2741398.596718 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11948.990000 sec): 2 clusters Score: Raw -19046.098086 + Penalty 841.124332 = -18204.973755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11949.270000 sec): 3 clusters Score: Raw -19173.117300 + Penalty 1682.248663 = -17490.868637 nChanged 25 SP:Iteration 1F (11949.430000 sec): 3 clusters Score: Raw -19271.804636 + Penalty 1682.248663 = -17589.555973 nChanged 8 SP:Iteration 2Q (11949.680000 sec): 3 clusters Score: Raw -19312.964838 + Penalty 1682.248663 = -17630.716175 nChanged 1 SP:Iteration 3Q (11949.870000 sec): 3 clusters Score: Raw -19337.898072 + Penalty 1682.248663 = -17655.649409 nChanged 2 SP:Iteration 4Q (11950.050000 sec): 3 clusters Score: Raw -19360.896873 + Penalty 1682.248663 = -17678.648210 nChanged 1 SP:Iteration 5Q (11950.290000 sec): 3 clusters Score: Raw -19366.447863 + Penalty 1682.248663 = -17684.199199 nChanged 1 SP:Iteration 6Q (11950.490000 sec): 3 clusters Score: Raw -19372.791956 + Penalty 1682.248663 = -17690.543293 nChanged 1 SP:Iteration 7Q (11950.650000 sec): 3 clusters Score: Raw -19381.922566 + Penalty 1682.248663 = -17699.673903 nChanged 0 SP:Iteration 8F (11950.820000 sec): 3 clusters Score: Raw -19381.922566 + Penalty 1682.248663 = -17699.673903 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11950.990000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11951.150000 sec): 3 clusters Score: Raw -83280.009977 + Penalty 2147.600203 = -81132.409774 nChanged 186 SP:Iteration 1F (11951.320000 sec): 3 clusters Score: Raw -83544.716463 + Penalty 2147.600203 = -81397.116260 nChanged 63 SP:Iteration 2F (11951.490000 sec): 3 clusters Score: Raw -83623.961595 + Penalty 2147.600203 = -81476.361392 nChanged 37 SP:Iteration 3Q (11951.650000 sec): 3 clusters Score: Raw -83677.614823 + Penalty 2147.600203 = -81530.014620 nChanged 28 SP:Iteration 4Q (11951.830000 sec): 3 clusters Score: Raw -83705.019625 + Penalty 2147.600203 = -81557.419421 nChanged 12 SP:Iteration 5Q (11952.030000 sec): 3 clusters Score: Raw -83728.327679 + Penalty 2147.600203 = -81580.727476 nChanged 14 SP:Iteration 6Q (11952.220000 sec): 3 clusters Score: Raw -83753.385086 + Penalty 2147.600203 = -81605.784883 nChanged 13 SP:Iteration 7Q (11952.390000 sec): 3 clusters Score: Raw -83807.269791 + Penalty 2147.600203 = -81659.669587 nChanged 16 SP:Iteration 8Q (11952.560000 sec): 3 clusters Score: Raw -83836.186367 + Penalty 2147.600203 = -81688.586163 nChanged 14 SP:Iteration 9Q (11952.790000 sec): 3 clusters Score: Raw -83887.747836 + Penalty 2147.600203 = -81740.147632 nChanged 12 SP:Iteration 10Q (11953.030000 sec): 3 clusters Score: Raw -83920.171924 + Penalty 2147.600203 = -81772.571721 nChanged 8 SP:Iteration 11Q (11953.200000 sec): 3 clusters Score: Raw -83943.826365 + Penalty 2147.600203 = -81796.226162 nChanged 6 SP:Iteration 12Q (11953.370000 sec): 3 clusters Score: Raw -83960.172622 + Penalty 2147.600203 = -81812.572419 nChanged 3 SP:Iteration 13Q (11953.560000 sec): 3 clusters Score: Raw -83965.378313 + Penalty 2147.600203 = -81817.778110 nChanged 2 SP:Iteration 14Q (11953.760000 sec): 3 clusters Score: Raw -83966.838314 + Penalty 2147.600203 = -81819.238111 nChanged 0 SP:Iteration 15F (11954.010000 sec): 3 clusters Score: Raw -83966.838314 + Penalty 2147.600203 = -81819.238111 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11954.130000 sec): 2 clusters Score: Raw -29076.483056 + Penalty 906.091729 = -28170.391327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11954.360000 sec): 3 clusters Score: Raw -29165.210875 + Penalty 1812.183459 = -27353.027417 nChanged 37 SP:Iteration 1F (11954.570000 sec): 3 clusters Score: Raw -29279.177465 + Penalty 1812.183459 = -27466.994007 nChanged 16 SP:Iteration 2F (11954.750000 sec): 3 clusters Score: Raw -29393.191157 + Penalty 1812.183459 = -27581.007698 nChanged 9 SP:Iteration 3Q (11954.940000 sec): 3 clusters Score: Raw -29624.727080 + Penalty 1812.183459 = -27812.543622 nChanged 12 SP:Iteration 4Q (11955.180000 sec): 3 clusters Score: Raw -29678.683345 + Penalty 1812.183459 = -27866.499887 nChanged 9 SP:Iteration 5Q (11955.330000 sec): 3 clusters Score: Raw -29736.719407 + Penalty 1812.183459 = -27924.535949 nChanged 6 SP:Iteration 6Q (11955.520000 sec): 3 clusters Score: Raw -29761.892199 + Penalty 1812.183459 = -27949.708740 nChanged 3 SP:Iteration 7Q (11955.730000 sec): 3 clusters Score: Raw -29775.630803 + Penalty 1812.183459 = -27963.447344 nChanged 3 SP:Iteration 8Q (11955.870000 sec): 3 clusters Score: Raw -29796.589825 + Penalty 1812.183459 = -27984.406367 nChanged 3 SP:Iteration 9Q (11956.020000 sec): 3 clusters Score: Raw -29810.476666 + Penalty 1812.183459 = -27998.293207 nChanged 1 SP:Iteration 10Q (11956.180000 sec): 3 clusters Score: Raw -29824.143562 + Penalty 1812.183459 = -28011.960103 nChanged 4 SP:Iteration 11Q (11956.340000 sec): 3 clusters Score: Raw -29875.550628 + Penalty 1812.183459 = -28063.367170 nChanged 1 SP:Iteration 12Q (11956.500000 sec): 3 clusters Score: Raw -29898.418291 + Penalty 1812.183459 = -28086.234832 nChanged 3 SP:Iteration 13Q (11956.700000 sec): 3 clusters Score: Raw -29988.277715 + Penalty 1812.183459 = -28176.094256 nChanged 5 SP:Iteration 14Q (11956.890000 sec): 3 clusters Score: Raw -30018.073259 + Penalty 1812.183459 = -28205.889800 nChanged 3 SP:Iteration 15Q (11957.070000 sec): 3 clusters Score: Raw -30057.714470 + Penalty 1812.183459 = -28245.531011 nChanged 3 SP:Iteration 16Q (11957.260000 sec): 3 clusters Score: Raw -30071.432724 + Penalty 1812.183459 = -28259.249266 nChanged 2 SP:Iteration 17Q (11957.430000 sec): 3 clusters Score: Raw -30083.389160 + Penalty 1812.183459 = -28271.205702 nChanged 4 SP:Iteration 18Q (11957.660000 sec): 3 clusters Score: Raw -30098.900456 + Penalty 1812.183459 = -28286.716997 nChanged 0 SP:Iteration 19F (11957.850000 sec): 3 clusters Score: Raw -30098.900456 + Penalty 1812.183459 = -28286.716997 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 8.72 GB. Trying to split cluster 23 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11957.970000 sec): 2 clusters Score: Raw -26811.440757 + Penalty 897.886103 = -25913.554654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11958.170000 sec): 3 clusters Score: Raw -26963.756795 + Penalty 1795.772205 = -25167.984590 nChanged 51 SP:Iteration 1F (11958.340000 sec): 3 clusters Score: Raw -27160.164950 + Penalty 1795.772205 = -25364.392745 nChanged 21 SP:Iteration 2F (11958.500000 sec): 3 clusters Score: Raw -27234.120512 + Penalty 1795.772205 = -25438.348306 nChanged 6 SP:Iteration 3Q (11958.710000 sec): 3 clusters Score: Raw -27264.131599 + Penalty 1795.772205 = -25468.359394 nChanged 3 SP:Iteration 4Q (11958.910000 sec): 3 clusters Score: Raw -27286.723345 + Penalty 1795.772205 = -25490.951139 nChanged 1 SP:Iteration 5Q (11959.080000 sec): 3 clusters Score: Raw -27291.784887 + Penalty 1795.772205 = -25496.012682 nChanged 1 SP:Iteration 6Q (11959.260000 sec): 3 clusters Score: Raw -27295.629333 + Penalty 1795.772205 = -25499.857128 nChanged 2 SP:Iteration 7Q (11959.470000 sec): 3 clusters Score: Raw -27307.609114 + Penalty 1795.772205 = -25511.836909 nChanged 1 SP:Iteration 8Q (11959.630000 sec): 3 clusters Score: Raw -27312.583863 + Penalty 1795.772205 = -25516.811658 nChanged 0 SP:Iteration 9F (11959.820000 sec): 3 clusters Score: Raw -27312.583863 + Penalty 1795.772205 = -25516.811658 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11959.900000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11960.090000 sec): 3 clusters Score: Raw -48827.478532 + Penalty 1970.730193 = -46856.748339 nChanged 88 SP:Iteration 1F (11960.300000 sec): 3 clusters Score: Raw -48989.403645 + Penalty 1970.730193 = -47018.673452 nChanged 24 SP:Iteration 2F (11960.460000 sec): 3 clusters Score: Raw -49027.608065 + Penalty 1970.730193 = -47056.877872 nChanged 10 SP:Iteration 3Q (11960.670000 sec): 3 clusters Score: Raw -49046.373352 + Penalty 1970.730193 = -47075.643159 nChanged 8 SP:Iteration 4Q (11960.820000 sec): 3 clusters Score: Raw -49057.286038 + Penalty 1970.730193 = -47086.555845 nChanged 5 SP:Iteration 5Q (11961.020000 sec): 3 clusters Score: Raw -49068.059368 + Penalty 1970.730193 = -47097.329175 nChanged 1 SP:Iteration 6Q (11961.210000 sec): 3 clusters Score: Raw -49070.019770 + Penalty 1970.730193 = -47099.289577 nChanged 1 SP:Iteration 7Q (11961.410000 sec): 3 clusters Score: Raw -49070.896911 + Penalty 1970.730193 = -47100.166718 nChanged 1 SP:Iteration 8Q (11961.590000 sec): 3 clusters Score: Raw -49072.369524 + Penalty 1970.730193 = -47101.639331 nChanged 0 SP:Iteration 9F (11961.780000 sec): 3 clusters Score: Raw -49072.369524 + Penalty 1970.730193 = -47101.639331 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11961.880000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11962.030000 sec): 3 clusters Score: Raw -48600.093866 + Penalty 1963.855671 = -46636.238195 nChanged 84 SP:Iteration 1F (11962.220000 sec): 3 clusters Score: Raw -48714.241616 + Penalty 1963.855671 = -46750.385945 nChanged 18 SP:Iteration 2Q (11962.390000 sec): 3 clusters Score: Raw -48762.905128 + Penalty 1963.855671 = -46799.049457 nChanged 9 SP:Iteration 3Q (11962.570000 sec): 3 clusters Score: Raw -48781.654726 + Penalty 1963.855671 = -46817.799055 nChanged 5 SP:Iteration 4Q (11962.780000 sec): 3 clusters Score: Raw -48788.294219 + Penalty 1963.855671 = -46824.438548 nChanged 2 SP:Iteration 5Q (11962.970000 sec): 3 clusters Score: Raw -48793.483459 + Penalty 1963.855671 = -46829.627788 nChanged 2 SP:Iteration 6Q (11963.160000 sec): 3 clusters Score: Raw -48799.388773 + Penalty 1963.855671 = -46835.533102 nChanged 3 SP:Iteration 7Q (11963.390000 sec): 3 clusters Score: Raw -48811.607009 + Penalty 1963.855671 = -46847.751338 nChanged 4 SP:Iteration 8Q (11963.580000 sec): 3 clusters Score: Raw -48820.142187 + Penalty 1963.855671 = -46856.286516 nChanged 3 SP:Iteration 9Q (11963.720000 sec): 3 clusters Score: Raw -48826.276861 + Penalty 1963.855671 = -46862.421190 nChanged 5 SP:Iteration 10Q (11963.900000 sec): 3 clusters Score: Raw -48833.622690 + Penalty 1963.855671 = -46869.767019 nChanged 2 SP:Iteration 11Q (11964.120000 sec): 3 clusters Score: Raw -48835.252115 + Penalty 1963.855671 = -46871.396444 nChanged 0 SP:Iteration 12F (11964.290000 sec): 3 clusters Score: Raw -48835.252115 + Penalty 1963.855671 = -46871.396444 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11964.390000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11964.590000 sec): 3 clusters Score: Raw -30432.539904 + Penalty 1812.183459 = -28620.356445 nChanged 42 SP:Iteration 1F (11964.760000 sec): 3 clusters Score: Raw -30556.637685 + Penalty 1812.183459 = -28744.454227 nChanged 14 SP:Iteration 2F (11964.910000 sec): 3 clusters Score: Raw -30599.845803 + Penalty 1812.183459 = -28787.662344 nChanged 6 SP:Iteration 3Q (11965.120000 sec): 3 clusters Score: Raw -30612.321679 + Penalty 1812.183459 = -28800.138221 nChanged 2 SP:Iteration 4Q (11965.330000 sec): 3 clusters Score: Raw -30618.903663 + Penalty 1812.183459 = -28806.720204 nChanged 1 SP:Iteration 5Q (11965.540000 sec): 3 clusters Score: Raw -30619.349281 + Penalty 1812.183459 = -28807.165823 nChanged 0 SP:Iteration 6F (11965.780000 sec): 3 clusters Score: Raw -30619.349281 + Penalty 1812.183459 = -28807.165823 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11965.890000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11966.050000 sec): 3 clusters Score: Raw -30655.325527 + Penalty 1835.916627 = -28819.408899 nChanged 56 SP:Iteration 1F (11966.200000 sec): 3 clusters Score: Raw -30844.544381 + Penalty 1835.916627 = -29008.627754 nChanged 16 SP:Iteration 2F (11966.390000 sec): 3 clusters Score: Raw -30888.072426 + Penalty 1835.916627 = -29052.155799 nChanged 9 SP:Iteration 3Q (11966.570000 sec): 3 clusters Score: Raw -30909.929115 + Penalty 1835.916627 = -29074.012488 nChanged 9 SP:Iteration 4Q (11966.780000 sec): 3 clusters Score: Raw -30934.556181 + Penalty 1835.916627 = -29098.639553 nChanged 5 SP:Iteration 5Q (11967.020000 sec): 3 clusters Score: Raw -30946.249819 + Penalty 1835.916627 = -29110.333191 nChanged 2 SP:Iteration 6Q (11967.170000 sec): 3 clusters Score: Raw -30951.301689 + Penalty 1835.916627 = -29115.385062 nChanged 3 SP:Iteration 7Q (11967.350000 sec): 3 clusters Score: Raw -30959.572569 + Penalty 1835.916627 = -29123.655942 nChanged 1 SP:Iteration 8Q (11967.500000 sec): 3 clusters Score: Raw -30962.488681 + Penalty 1835.916627 = -29126.572054 nChanged 0 SP:Iteration 9F (11967.720000 sec): 3 clusters Score: Raw -30962.488681 + Penalty 1835.916627 = -29126.572054 nChanged 0 Deleting Class 21 (113 points): Lose 2124.767775 but Gain 2275.097086 Iteration 259Q (12000.840000 sec): 27 clusters Score: Raw -146382711.324364 + Penalty 59152.524245 = -146323558.800120 nChanged 134 Iteration 260F (12054.440000 sec): 27 clusters Score: Raw -146384154.899394 + Penalty 59152.524245 = -146325002.375150 nChanged 29 Iteration 261Q (12084.600000 sec): 27 clusters Score: Raw -146384217.444848 + Penalty 59152.524245 = -146325064.920603 nChanged 28 Iteration 262Q (12115.680000 sec): 27 clusters Score: Raw -146384519.999475 + Penalty 59152.524245 = -146325367.475231 nChanged 43 Iteration 263Q (12147.660000 sec): 27 clusters Score: Raw -146384645.821589 + Penalty 59152.524245 = -146325493.297345 nChanged 25 Iteration 264Q (12177.330000 sec): 27 clusters Score: Raw -146384653.485609 + Penalty 59152.524245 = -146325500.961364 nChanged 34 Iteration 265Q (12211.300000 sec): 27 clusters Score: Raw -146384655.669619 + Penalty 59152.524245 = -146325503.145375 nChanged 30 Iteration 266Q (12246.410000 sec): 27 clusters Score: Raw -146384656.332833 + Penalty 59152.524245 = -146325503.808588 nChanged 28 Iteration 267Q (12289.970000 sec): 27 clusters Score: Raw -146384656.671576 + Penalty 59152.524245 = -146325504.147331 nChanged 30 Iteration 268Q (12323.320000 sec): 27 clusters Score: Raw -146384657.114215 + Penalty 59152.524245 = -146325504.589970 nChanged 25 Iteration 269Q (12358.650000 sec): 27 clusters Score: Raw -146384657.566336 + Penalty 59152.524245 = -146325505.042092 nChanged 32 Iteration 270Q (12392.910000 sec): 27 clusters Score: Raw -146384658.262320 + Penalty 59152.524245 = -146325505.738075 nChanged 41 Iteration 271Q (12425.680000 sec): 27 clusters Score: Raw -146384658.959052 + Penalty 59152.524245 = -146325506.434807 nChanged 47 Iteration 272Q (12463.050000 sec): 27 clusters Score: Raw -146384659.678997 + Penalty 59152.524245 = -146325507.154752 nChanged 44 Iteration 273Q (12498.980000 sec): 27 clusters Score: Raw -146384660.404560 + Penalty 59152.524245 = -146325507.880315 nChanged 36 Iteration 274Q (12539.670000 sec): 27 clusters Score: Raw -146384661.023015 + Penalty 59152.524245 = -146325508.498771 nChanged 38 Iteration 275Q (12575.320000 sec): 27 clusters Score: Raw -146384661.617482 + Penalty 59152.524245 = -146325509.093237 nChanged 32 Iteration 276Q (12607.560000 sec): 27 clusters Score: Raw -146384662.157440 + Penalty 59152.524245 = -146325509.633195 nChanged 36 Iteration 277Q (12638.040000 sec): 27 clusters Score: Raw -146384662.679257 + Penalty 59152.524245 = -146325510.155012 nChanged 29 Iteration 278Q (12669.230000 sec): 27 clusters Score: Raw -146384663.126322 + Penalty 59152.524245 = -146325510.602077 nChanged 32 Iteration 279Q (12700.190000 sec): 27 clusters Score: Raw -146384663.738524 + Penalty 59152.524245 = -146325511.214279 nChanged 34 Iteration 280F (12756.860000 sec): 27 clusters Score: Raw -146384664.254356 + Penalty 59152.524245 = -146325511.730111 nChanged 24 Iteration 281Q (12789.370000 sec): 27 clusters Score: Raw -146384664.746192 + Penalty 59152.524245 = -146325512.221948 nChanged 29 Iteration 282Q (12821.000000 sec): 27 clusters Score: Raw -146384665.259648 + Penalty 59152.524245 = -146325512.735404 nChanged 26 Iteration 283Q (12850.170000 sec): 27 clusters Score: Raw -146384665.794370 + Penalty 59152.524245 = -146325513.270125 nChanged 28 Iteration 284Q (12881.500000 sec): 27 clusters Score: Raw -146384666.375049 + Penalty 59152.524245 = -146325513.850805 nChanged 36 Iteration 285Q (12913.580000 sec): 27 clusters Score: Raw -146384666.996567 + Penalty 59152.524245 = -146325514.472323 nChanged 36 Iteration 286Q (12944.510000 sec): 27 clusters Score: Raw -146384667.663767 + Penalty 59152.524245 = -146325515.139523 nChanged 30 Iteration 287Q (12986.010000 sec): 27 clusters Score: Raw -146384668.422300 + Penalty 59152.524245 = -146325515.898056 nChanged 31 Iteration 288Q (13018.460000 sec): 27 clusters Score: Raw -146384669.046515 + Penalty 59152.524245 = -146325516.522270 nChanged 32 Iteration 289Q (13050.070000 sec): 27 clusters Score: Raw -146384669.931055 + Penalty 59152.524245 = -146325517.406811 nChanged 35 Iteration 290Q (13082.550000 sec): 27 clusters Score: Raw -146384670.705678 + Penalty 59152.524245 = -146325518.181434 nChanged 29 Iteration 291Q (13116.110000 sec): 27 clusters Score: Raw -146384671.517890 + Penalty 59152.524245 = -146325518.993646 nChanged 42 Iteration 292Q (13148.240000 sec): 27 clusters Score: Raw -146384672.449803 + Penalty 59152.524245 = -146325519.925558 nChanged 42 Iteration 293Q (13179.460000 sec): 27 clusters Score: Raw -146384673.254780 + Penalty 59152.524245 = -146325520.730535 nChanged 39 Iteration 294Q (13213.370000 sec): 27 clusters Score: Raw -146384673.992497 + Penalty 59152.524245 = -146325521.468252 nChanged 34 Iteration 295Q (13244.710000 sec): 27 clusters Score: Raw -146384674.562356 + Penalty 59152.524245 = -146325522.038111 nChanged 33 Iteration 296Q (13277.090000 sec): 27 clusters Score: Raw -146384675.089130 + Penalty 59152.524245 = -146325522.564885 nChanged 28 Iteration 297Q (13309.720000 sec): 27 clusters Score: Raw -146384675.459082 + Penalty 59152.524245 = -146325522.934838 nChanged 21 Iteration 298Q (13341.920000 sec): 27 clusters Score: Raw -146384675.860292 + Penalty 59152.524245 = -146325523.336048 nChanged 25 Writing temp clu file Because OldScore, -146325522.934838, is greater than current (better) Score,-146325523.336048 Compute initial score before splitting: Score: Raw -146384675.860292 + Penalty 59152.524245 = -146325523.336048 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (11007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13342.680000 sec): 2 clusters Score: Raw -1340345.870539 + Penalty 1512.271591 = -1338833.598948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13342.960000 sec): 3 clusters Score: Raw -1334039.923120 + Penalty 3024.543182 = -1331015.379938 nChanged 4775 SP:Iteration 1F (13343.230000 sec): 3 clusters Score: Raw -1336581.427316 + Penalty 3024.543182 = -1333556.884134 nChanged 614 SP:Iteration 2F (13343.480000 sec): 3 clusters Score: Raw -1336859.795503 + Penalty 3024.543182 = -1333835.252322 nChanged 584 SP:Iteration 3F (13343.740000 sec): 3 clusters Score: Raw -1337145.286744 + Penalty 3024.543182 = -1334120.743563 nChanged 579 SP:Iteration 4F (13343.980000 sec): 3 clusters Score: Raw -1337488.441169 + Penalty 3024.543182 = -1334463.897987 nChanged 649 SP:Iteration 5F (13344.250000 sec): 3 clusters Score: Raw -1337963.190714 + Penalty 3024.543182 = -1334938.647532 nChanged 723 SP:Iteration 6F (13344.480000 sec): 3 clusters Score: Raw -1338611.968832 + Penalty 3024.543182 = -1335587.425650 nChanged 792 SP:Iteration 7F (13344.760000 sec): 3 clusters Score: Raw -1339404.923848 + Penalty 3024.543182 = -1336380.380666 nChanged 778 SP:Iteration 8F (13344.950000 sec): 3 clusters Score: Raw -1340203.550723 + Penalty 3024.543182 = -1337179.007542 nChanged 606 SP:Iteration 9F (13345.200000 sec): 3 clusters Score: Raw -1340785.474499 + Penalty 3024.543182 = -1337760.931317 nChanged 381 SP:Iteration 10Q (13345.400000 sec): 3 clusters Score: Raw -1341029.172400 + Penalty 3024.543182 = -1338004.629218 nChanged 206 SP:Iteration 11Q (13345.580000 sec): 3 clusters Score: Raw -1341106.069380 + Penalty 3024.543182 = -1338081.526198 nChanged 96 SP:Iteration 12Q (13345.780000 sec): 3 clusters Score: Raw -1341137.188975 + Penalty 3024.543182 = -1338112.645793 nChanged 60 SP:Iteration 13Q (13345.980000 sec): 3 clusters Score: Raw -1341151.247248 + Penalty 3024.543182 = -1338126.704066 nChanged 54 SP:Iteration 14Q (13346.180000 sec): 3 clusters Score: Raw -1341164.668741 + Penalty 3024.543182 = -1338140.125559 nChanged 44 SP:Iteration 15Q (13346.400000 sec): 3 clusters Score: Raw -1341174.582520 + Penalty 3024.543182 = -1338150.039338 nChanged 30 SP:Iteration 16Q (13346.600000 sec): 3 clusters Score: Raw -1341179.229651 + Penalty 3024.543182 = -1338154.686469 nChanged 14 SP:Iteration 17Q (13346.830000 sec): 3 clusters Score: Raw -1341180.947817 + Penalty 3024.543182 = -1338156.404636 nChanged 13 SP:Iteration 18Q (13347.020000 sec): 3 clusters Score: Raw -1341182.489460 + Penalty 3024.543182 = -1338157.946279 nChanged 11 SP:Iteration 19Q (13347.230000 sec): 3 clusters Score: Raw -1341183.749210 + Penalty 3024.543182 = -1338159.206028 nChanged 7 SP:Iteration 20F (13347.480000 sec): 3 clusters Score: Raw -1341184.558853 + Penalty 3024.543182 = -1338160.015671 nChanged 7 SP:Iteration 21Q (13347.710000 sec): 3 clusters Score: Raw -1341185.335062 + Penalty 3024.543182 = -1338160.791880 nChanged 3 SP:Iteration 22Q (13347.990000 sec): 3 clusters Score: Raw -1341185.541794 + Penalty 3024.543182 = -1338160.998612 nChanged 2 SP:Iteration 23Q (13348.210000 sec): 3 clusters Score: Raw -1341185.840012 + Penalty 3024.543182 = -1338161.296830 nChanged 3 SP:Iteration 24Q (13348.520000 sec): 3 clusters Score: Raw -1341186.087105 + Penalty 3024.543182 = -1338161.543923 nChanged 3 SP:Iteration 25Q (13348.760000 sec): 3 clusters Score: Raw -1341186.242707 + Penalty 3024.543182 = -1338161.699526 nChanged 3 SP:Iteration 26Q (13349.010000 sec): 3 clusters Score: Raw -1341186.438166 + Penalty 3024.543182 = -1338161.894985 nChanged 1 SP:Iteration 27Q (13349.270000 sec): 3 clusters Score: Raw -1341186.566758 + Penalty 3024.543182 = -1338162.023577 nChanged 1 SP:Iteration 28Q (13349.520000 sec): 3 clusters Score: Raw -1341186.757008 + Penalty 3024.543182 = -1338162.213826 nChanged 2 SP:Iteration 29Q (13349.760000 sec): 3 clusters Score: Raw -1341186.834200 + Penalty 3024.543182 = -1338162.291018 nChanged 0 SP:Iteration 30F (13350.040000 sec): 3 clusters Score: Raw -1341186.834200 + Penalty 3024.543182 = -1338162.291018 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13350.300000 sec): 2 clusters Score: Raw -3343850.696566 + Penalty 1659.025894 = -3342191.670672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13350.640000 sec): 3 clusters Score: Raw -3327161.887015 + Penalty 3318.051789 = -3323843.835227 nChanged 12400 SP:Iteration 1F (13351.000000 sec): 3 clusters Score: Raw -3333906.971984 + Penalty 3318.051789 = -3330588.920195 nChanged 1059 SP:Iteration 2Q (13351.340000 sec): 3 clusters Score: Raw -3334201.760394 + Penalty 3318.051789 = -3330883.708605 nChanged 1001 SP:Iteration 3Q (13351.670000 sec): 3 clusters Score: Raw -3334485.126548 + Penalty 3318.051789 = -3331167.074760 nChanged 1000 SP:Iteration 4Q (13352.020000 sec): 3 clusters Score: Raw -3334804.561762 + Penalty 3318.051789 = -3331486.509973 nChanged 1110 SP:Iteration 5Q (13352.370000 sec): 3 clusters Score: Raw -3335242.287225 + Penalty 3318.051789 = -3331924.235437 nChanged 1317 SP:Iteration 6Q (13352.740000 sec): 3 clusters Score: Raw -3335881.572780 + Penalty 3318.051789 = -3332563.520991 nChanged 1655 SP:Iteration 7F (13353.050000 sec): 3 clusters Score: Raw -3336915.672124 + Penalty 3318.051789 = -3333597.620336 nChanged 2035 SP:Iteration 8F (13353.380000 sec): 3 clusters Score: Raw -3338472.764302 + Penalty 3318.051789 = -3335154.712513 nChanged 2126 SP:Iteration 9F (13353.710000 sec): 3 clusters Score: Raw -3340359.850113 + Penalty 3318.051789 = -3337041.798324 nChanged 1818 SP:Iteration 10F (13354.070000 sec): 3 clusters Score: Raw -3342104.059631 + Penalty 3318.051789 = -3338786.007842 nChanged 1108 SP:Iteration 11Q (13354.390000 sec): 3 clusters Score: Raw -3343190.738089 + Penalty 3318.051789 = -3339872.686300 nChanged 497 SP:Iteration 12Q (13354.740000 sec): 3 clusters Score: Raw -3343674.916772 + Penalty 3318.051789 = -3340356.864983 nChanged 183 SP:Iteration 13Q (13355.060000 sec): 3 clusters Score: Raw -3343862.178863 + Penalty 3318.051789 = -3340544.127074 nChanged 64 SP:Iteration 14Q (13355.350000 sec): 3 clusters Score: Raw -3343947.841071 + Penalty 3318.051789 = -3340629.789283 nChanged 27 SP:Iteration 15Q (13355.610000 sec): 3 clusters Score: Raw -3343990.890553 + Penalty 3318.051789 = -3340672.838764 nChanged 12 SP:Iteration 16Q (13355.920000 sec): 3 clusters Score: Raw -3344005.814337 + Penalty 3318.051789 = -3340687.762549 nChanged 3 SP:Iteration 17Q (13356.220000 sec): 3 clusters Score: Raw -3344010.742070 + Penalty 3318.051789 = -3340692.690281 nChanged 4 SP:Iteration 18Q (13356.540000 sec): 3 clusters Score: Raw -3344020.112138 + Penalty 3318.051789 = -3340702.060350 nChanged 2 SP:Iteration 19Q (13356.930000 sec): 3 clusters Score: Raw -3344021.122545 + Penalty 3318.051789 = -3340703.070756 nChanged 1 SP:Iteration 20F (13357.250000 sec): 3 clusters Score: Raw -3344022.131124 + Penalty 3318.051789 = -3340704.079335 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13357.400000 sec): 2 clusters Score: Raw -1929933.110562 + Penalty 1564.667277 = -1928368.443285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13357.710000 sec): 3 clusters Score: Raw -1920831.665454 + Penalty 3129.334554 = -1917702.330900 nChanged 6854 SP:Iteration 1F (13357.990000 sec): 3 clusters Score: Raw -1924568.056845 + Penalty 3129.334554 = -1921438.722291 nChanged 833 SP:Iteration 2F (13358.290000 sec): 3 clusters Score: Raw -1924876.050221 + Penalty 3129.334554 = -1921746.715667 nChanged 686 SP:Iteration 3Q (13358.610000 sec): 3 clusters Score: Raw -1925116.029715 + Penalty 3129.334554 = -1921986.695160 nChanged 626 SP:Iteration 4Q (13358.910000 sec): 3 clusters Score: Raw -1925338.521476 + Penalty 3129.334554 = -1922209.186921 nChanged 617 SP:Iteration 5Q (13359.150000 sec): 3 clusters Score: Raw -1925570.269803 + Penalty 3129.334554 = -1922440.935248 nChanged 590 SP:Iteration 6Q (13359.430000 sec): 3 clusters Score: Raw -1925809.069197 + Penalty 3129.334554 = -1922679.734643 nChanged 669 SP:Iteration 7Q (13359.680000 sec): 3 clusters Score: Raw -1926128.530814 + Penalty 3129.334554 = -1922999.196260 nChanged 766 SP:Iteration 8F (13359.990000 sec): 3 clusters Score: Raw -1926555.164561 + Penalty 3129.334554 = -1923425.830006 nChanged 883 SP:Iteration 9F (13360.390000 sec): 3 clusters Score: Raw -1927140.061120 + Penalty 3129.334554 = -1924010.726566 nChanged 946 SP:Iteration 10F (13360.660000 sec): 3 clusters Score: Raw -1927878.154134 + Penalty 3129.334554 = -1924748.819579 nChanged 884 SP:Iteration 11F (13360.880000 sec): 3 clusters Score: Raw -1928642.997194 + Penalty 3129.334554 = -1925513.662640 nChanged 669 SP:Iteration 12Q (13361.130000 sec): 3 clusters Score: Raw -1929270.431558 + Penalty 3129.334554 = -1926141.097003 nChanged 438 SP:Iteration 13Q (13361.440000 sec): 3 clusters Score: Raw -1929711.264797 + Penalty 3129.334554 = -1926581.930242 nChanged 286 SP:Iteration 14Q (13361.760000 sec): 3 clusters Score: Raw -1929965.839584 + Penalty 3129.334554 = -1926836.505030 nChanged 172 SP:Iteration 15Q (13362.030000 sec): 3 clusters Score: Raw -1930086.218575 + Penalty 3129.334554 = -1926956.884020 nChanged 119 SP:Iteration 16Q (13362.310000 sec): 3 clusters Score: Raw -1930145.948439 + Penalty 3129.334554 = -1927016.613884 nChanged 81 SP:Iteration 17Q (13362.560000 sec): 3 clusters Score: Raw -1930179.654467 + Penalty 3129.334554 = -1927050.319913 nChanged 64 SP:Iteration 18Q (13362.870000 sec): 3 clusters Score: Raw -1930208.712257 + Penalty 3129.334554 = -1927079.377702 nChanged 49 SP:Iteration 19Q (13363.120000 sec): 3 clusters Score: Raw -1930227.651678 + Penalty 3129.334554 = -1927098.317124 nChanged 42 SP:Iteration 20F (13363.380000 sec): 3 clusters Score: Raw -1930241.123051 + Penalty 3129.334554 = -1927111.788496 nChanged 31 SP:Iteration 21Q (13363.620000 sec): 3 clusters Score: Raw -1930251.653147 + Penalty 3129.334554 = -1927122.318593 nChanged 33 SP:Iteration 22Q (13363.880000 sec): 3 clusters Score: Raw -1930262.788415 + Penalty 3129.334554 = -1927133.453861 nChanged 22 SP:Iteration 23Q (13364.190000 sec): 3 clusters Score: Raw -1930270.612242 + Penalty 3129.334554 = -1927141.277688 nChanged 17 SP:Iteration 24Q (13364.440000 sec): 3 clusters Score: Raw -1930274.952557 + Penalty 3129.334554 = -1927145.618003 nChanged 15 SP:Iteration 25Q (13364.690000 sec): 3 clusters Score: Raw -1930278.737138 + Penalty 3129.334554 = -1927149.402584 nChanged 15 SP:Iteration 26Q (13364.950000 sec): 3 clusters Score: Raw -1930281.418054 + Penalty 3129.334554 = -1927152.083500 nChanged 11 SP:Iteration 27Q (13365.220000 sec): 3 clusters Score: Raw -1930283.304739 + Penalty 3129.334554 = -1927153.970185 nChanged 5 SP:Iteration 28Q (13365.440000 sec): 3 clusters Score: Raw -1930284.569120 + Penalty 3129.334554 = -1927155.234566 nChanged 3 SP:Iteration 29Q (13365.740000 sec): 3 clusters Score: Raw -1930285.134710 + Penalty 3129.334554 = -1927155.800155 nChanged 2 SP:Iteration 30Q (13366.000000 sec): 3 clusters Score: Raw -1930285.509219 + Penalty 3129.334554 = -1927156.174665 nChanged 2 SP:Iteration 31Q (13366.290000 sec): 3 clusters Score: Raw -1930285.998499 + Penalty 3129.334554 = -1927156.663944 nChanged 1 SP:Iteration 32Q (13366.570000 sec): 3 clusters Score: Raw -1930286.164247 + Penalty 3129.334554 = -1927156.829692 nChanged 0 SP:Iteration 33F (13366.910000 sec): 3 clusters Score: Raw -1930286.164247 + Penalty 3129.334554 = -1927156.829692 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13370.640000 sec): 2 clusters Score: Raw -113953562.260025 + Penalty 2233.063223 = -113951329.196802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13375.500000 sec): 3 clusters Score: Raw -113322492.564916 + Penalty 4466.126446 = -113318026.438471 nChanged 457778 SP:Iteration 1F (13379.890000 sec): 3 clusters Score: Raw -113601817.605690 + Penalty 4466.126446 = -113597351.479244 nChanged 21581 SP:Iteration 2Q (13385.270000 sec): 3 clusters Score: Raw -113606077.470565 + Penalty 4466.126446 = -113601611.344120 nChanged 27316 SP:Iteration 3Q (13390.750000 sec): 3 clusters Score: Raw -113613580.008448 + Penalty 4466.126446 = -113609113.882002 nChanged 37494 SP:Iteration 4Q (13397.310000 sec): 3 clusters Score: Raw -113628274.143224 + Penalty 4466.126446 = -113623808.016778 nChanged 52576 SP:Iteration 5F (13401.960000 sec): 3 clusters Score: Raw -113657537.873571 + Penalty 4466.126446 = -113653071.747126 nChanged 71125 SP:Iteration 6F (13406.450000 sec): 3 clusters Score: Raw -113710608.329946 + Penalty 4466.126446 = -113706142.203501 nChanged 83595 SP:Iteration 7F (13411.020000 sec): 3 clusters Score: Raw -113786708.979805 + Penalty 4466.126446 = -113782242.853359 nChanged 76765 SP:Iteration 8F (13415.720000 sec): 3 clusters Score: Raw -113862608.460111 + Penalty 4466.126446 = -113858142.333665 nChanged 51810 SP:Iteration 9F (13420.190000 sec): 3 clusters Score: Raw -113913896.632508 + Penalty 4466.126446 = -113909430.506063 nChanged 26921 SP:Iteration 10Q (13424.790000 sec): 3 clusters Score: Raw -113939679.617010 + Penalty 4466.126446 = -113935213.490564 nChanged 11039 SP:Iteration 11Q (13428.890000 sec): 3 clusters Score: Raw -113949611.853456 + Penalty 4466.126446 = -113945145.727010 nChanged 3512 SP:Iteration 12Q (13433.210000 sec): 3 clusters Score: Raw -113952584.017546 + Penalty 4466.126446 = -113948117.891100 nChanged 1031 SP:Iteration 13Q (13437.170000 sec): 3 clusters Score: Raw -113953530.237149 + Penalty 4466.126446 = -113949064.110704 nChanged 354 SP:Iteration 14Q (13440.720000 sec): 3 clusters Score: Raw -113953940.659717 + Penalty 4466.126446 = -113949474.533271 nChanged 190 SP:Iteration 15Q (13444.590000 sec): 3 clusters Score: Raw -113954145.681984 + Penalty 4466.126446 = -113949679.555539 nChanged 139 SP:Iteration 16Q (13448.510000 sec): 3 clusters Score: Raw -113954261.600813 + Penalty 4466.126446 = -113949795.474367 nChanged 107 SP:Iteration 17Q (13452.830000 sec): 3 clusters Score: Raw -113954363.242619 + Penalty 4466.126446 = -113949897.116174 nChanged 123 SP:Iteration 18Q (13456.690000 sec): 3 clusters Score: Raw -113954462.076840 + Penalty 4466.126446 = -113949995.950395 nChanged 115 SP:Iteration 19Q (13459.950000 sec): 3 clusters Score: Raw -113954553.273059 + Penalty 4466.126446 = -113950087.146613 nChanged 102 SP:Iteration 20F (13464.150000 sec): 3 clusters Score: Raw -113954632.263342 + Penalty 4466.126446 = -113950166.136896 nChanged 105 SP:Iteration 21Q (13468.130000 sec): 3 clusters Score: Raw -113954695.849536 + Penalty 4466.126446 = -113950229.723090 nChanged 96 SP:Iteration 22Q (13471.880000 sec): 3 clusters Score: Raw -113954741.414131 + Penalty 4466.126446 = -113950275.287686 nChanged 86 SP:Iteration 23Q (13475.400000 sec): 3 clusters Score: Raw -113954780.373318 + Penalty 4466.126446 = -113950314.246872 nChanged 70 SP:Iteration 24Q (13479.360000 sec): 3 clusters Score: Raw -113954805.403789 + Penalty 4466.126446 = -113950339.277344 nChanged 59 SP:Iteration 25Q (13483.150000 sec): 3 clusters Score: Raw -113954828.920405 + Penalty 4466.126446 = -113950362.793959 nChanged 56 SP:Iteration 26Q (13487.000000 sec): 3 clusters Score: Raw -113954850.681352 + Penalty 4466.126446 = -113950384.554907 nChanged 63 SP:Iteration 27Q (13491.100000 sec): 3 clusters Score: Raw -113954874.235727 + Penalty 4466.126446 = -113950408.109281 nChanged 54 SP:Iteration 28Q (13494.810000 sec): 3 clusters Score: Raw -113954890.405974 + Penalty 4466.126446 = -113950424.279528 nChanged 51 SP:Iteration 29Q (13498.230000 sec): 3 clusters Score: Raw -113954906.609643 + Penalty 4466.126446 = -113950440.483197 nChanged 46 SP:Iteration 30Q (13501.790000 sec): 3 clusters Score: Raw -113954922.654720 + Penalty 4466.126446 = -113950456.528274 nChanged 52 SP:Iteration 31Q (13505.780000 sec): 3 clusters Score: Raw -113954938.757027 + Penalty 4466.126446 = -113950472.630581 nChanged 41 SP:Iteration 32Q (13509.540000 sec): 3 clusters Score: Raw -113954946.887270 + Penalty 4466.126446 = -113950480.760824 nChanged 25 SP:Iteration 33Q (13513.870000 sec): 3 clusters Score: Raw -113954951.058003 + Penalty 4466.126446 = -113950484.931557 nChanged 19 SP:Iteration 34Q (13517.820000 sec): 3 clusters Score: Raw -113954954.890743 + Penalty 4466.126446 = -113950488.764297 nChanged 18 SP:Iteration 35Q (13522.020000 sec): 3 clusters Score: Raw -113954957.707816 + Penalty 4466.126446 = -113950491.581371 nChanged 10 SP:Iteration 36Q (13525.630000 sec): 3 clusters Score: Raw -113954959.446344 + Penalty 4466.126446 = -113950493.319899 nChanged 10 SP:Iteration 37Q (13528.790000 sec): 3 clusters Score: Raw -113954961.978831 + Penalty 4466.126446 = -113950495.852385 nChanged 11 SP:Iteration 38Q (13532.560000 sec): 3 clusters Score: Raw -113954964.554730 + Penalty 4466.126446 = -113950498.428284 nChanged 16 SP:Iteration 39Q (13537.090000 sec): 3 clusters Score: Raw -113954967.931306 + Penalty 4466.126446 = -113950501.804861 nChanged 13 SP:Iteration 40F (13542.530000 sec): 3 clusters Score: Raw -113954971.269040 + Penalty 4466.126446 = -113950505.142594 nChanged 14 SP:Iteration 41Q (13547.290000 sec): 3 clusters Score: Raw -113954974.500994 + Penalty 4466.126446 = -113950508.374548 nChanged 17 SP:Iteration 42Q (13552.280000 sec): 3 clusters Score: Raw -113954977.339356 + Penalty 4466.126446 = -113950511.212910 nChanged 14 SP:Iteration 43Q (13556.630000 sec): 3 clusters Score: Raw -113954979.319267 + Penalty 4466.126446 = -113950513.192821 nChanged 14 SP:Iteration 44Q (13560.610000 sec): 3 clusters Score: Raw -113954981.331996 + Penalty 4466.126446 = -113950515.205550 nChanged 13 SP:Iteration 45Q (13564.210000 sec): 3 clusters Score: Raw -113954983.587852 + Penalty 4466.126446 = -113950517.461406 nChanged 12 SP:Iteration 46Q (13569.180000 sec): 3 clusters Score: Raw -113954986.020369 + Penalty 4466.126446 = -113950519.893923 nChanged 11 SP:Iteration 47Q (13573.430000 sec): 3 clusters Score: Raw -113954987.714637 + Penalty 4466.126446 = -113950521.588192 nChanged 10 SP:Iteration 48Q (13577.210000 sec): 3 clusters Score: Raw -113954989.286707 + Penalty 4466.126446 = -113950523.160262 nChanged 7 SP:Iteration 49Q (13580.680000 sec): 3 clusters Score: Raw -113954990.592075 + Penalty 4466.126446 = -113950524.465629 nChanged 8 SP:Iteration 50Q (13584.330000 sec): 3 clusters Score: Raw -113954992.373918 + Penalty 4466.126446 = -113950526.247472 nChanged 9 SP:Iteration 51Q (13588.310000 sec): 3 clusters Score: Raw -113954994.284642 + Penalty 4466.126446 = -113950528.158197 nChanged 12 SP:Iteration 52Q (13591.840000 sec): 3 clusters Score: Raw -113954996.721982 + Penalty 4466.126446 = -113950530.595536 nChanged 11 SP:Iteration 53Q (13595.050000 sec): 3 clusters Score: Raw -113954998.968794 + Penalty 4466.126446 = -113950532.842348 nChanged 8 SP:Iteration 54Q (13598.380000 sec): 3 clusters Score: Raw -113955000.176625 + Penalty 4466.126446 = -113950534.050179 nChanged 2 SP:Iteration 55Q (13601.330000 sec): 3 clusters Score: Raw -113955000.860732 + Penalty 4466.126446 = -113950534.734287 nChanged 6 SP:Iteration 56Q (13604.720000 sec): 3 clusters Score: Raw -113955002.076532 + Penalty 4466.126446 = -113950535.950086 nChanged 5 SP:Iteration 57Q (13608.380000 sec): 3 clusters Score: Raw -113955002.746019 + Penalty 4466.126446 = -113950536.619573 nChanged 7 SP:Iteration 58Q (13612.200000 sec): 3 clusters Score: Raw -113955003.793142 + Penalty 4466.126446 = -113950537.666697 nChanged 6 SP:Iteration 59Q (13616.140000 sec): 3 clusters Score: Raw -113955004.800750 + Penalty 4466.126446 = -113950538.674304 nChanged 7 SP:Iteration 60F (13620.850000 sec): 3 clusters Score: Raw -113955006.260860 + Penalty 4466.126446 = -113950540.134414 nChanged 8 SP:Iteration 61Q (13624.620000 sec): 3 clusters Score: Raw -113955007.441336 + Penalty 4466.126446 = -113950541.314890 nChanged 3 SP:Iteration 62Q (13628.000000 sec): 3 clusters Score: Raw -113955008.075946 + Penalty 4466.126446 = -113950541.949501 nChanged 6 SP:Iteration 63Q (13631.420000 sec): 3 clusters Score: Raw -113955008.956855 + Penalty 4466.126446 = -113950542.830410 nChanged 5 SP:Iteration 64Q (13635.110000 sec): 3 clusters Score: Raw -113955009.631109 + Penalty 4466.126446 = -113950543.504663 nChanged 8 SP:Iteration 65Q (13638.990000 sec): 3 clusters Score: Raw -113955011.001185 + Penalty 4466.126446 = -113950544.874740 nChanged 3 SP:Iteration 66Q (13642.670000 sec): 3 clusters Score: Raw -113955011.660968 + Penalty 4466.126446 = -113950545.534523 nChanged 2 SP:Iteration 67Q (13646.120000 sec): 3 clusters Score: Raw -113955011.862433 + Penalty 4466.126446 = -113950545.735987 nChanged 2 SP:Iteration 68Q (13649.640000 sec): 3 clusters Score: Raw -113955012.123178 + Penalty 4466.126446 = -113950545.996732 nChanged 2 SP:Iteration 69Q (13653.500000 sec): 3 clusters Score: Raw -113955012.309466 + Penalty 4466.126446 = -113950546.183021 nChanged 2 SP:Iteration 70Q (13657.420000 sec): 3 clusters Score: Raw -113955012.675913 + Penalty 4466.126446 = -113950546.549467 nChanged 3 SP:Iteration 71Q (13661.130000 sec): 3 clusters Score: Raw -113955013.528247 + Penalty 4466.126446 = -113950547.401801 nChanged 9 SP:Iteration 72Q (13664.960000 sec): 3 clusters Score: Raw -113955014.774561 + Penalty 4466.126446 = -113950548.648116 nChanged 6 SP:Iteration 73Q (13668.550000 sec): 3 clusters Score: Raw -113955015.298485 + Penalty 4466.126446 = -113950549.172039 nChanged 2 SP:Iteration 74Q (13672.310000 sec): 3 clusters Score: Raw -113955015.443635 + Penalty 4466.126446 = -113950549.317190 nChanged 0 SP:Iteration 75F (13676.270000 sec): 3 clusters Score: Raw -113955015.443635 + Penalty 4466.126446 = -113950549.317190 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13676.880000 sec): 2 clusters Score: Raw -2760197.064669 + Penalty 1630.630200 = -2758566.434469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13677.160000 sec): 3 clusters Score: Raw -2746236.579162 + Penalty 3261.260400 = -2742975.318761 nChanged 10425 SP:Iteration 1F (13677.390000 sec): 3 clusters Score: Raw -2751864.943925 + Penalty 3261.260400 = -2748603.683525 nChanged 997 SP:Iteration 2Q (13677.660000 sec): 3 clusters Score: Raw -2752160.650229 + Penalty 3261.260400 = -2748899.389828 nChanged 936 SP:Iteration 3Q (13677.930000 sec): 3 clusters Score: Raw -2752457.452186 + Penalty 3261.260400 = -2749196.191786 nChanged 933 SP:Iteration 4Q (13678.220000 sec): 3 clusters Score: Raw -2752791.799396 + Penalty 3261.260400 = -2749530.538996 nChanged 1024 SP:Iteration 5Q (13678.510000 sec): 3 clusters Score: Raw -2753252.467049 + Penalty 3261.260400 = -2749991.206649 nChanged 1282 SP:Iteration 6F (13678.780000 sec): 3 clusters Score: Raw -2753978.252451 + Penalty 3261.260400 = -2750716.992051 nChanged 1549 SP:Iteration 7F (13679.040000 sec): 3 clusters Score: Raw -2755108.549589 + Penalty 3261.260400 = -2751847.289189 nChanged 1857 SP:Iteration 8F (13679.300000 sec): 3 clusters Score: Raw -2756778.135548 + Penalty 3261.260400 = -2753516.875148 nChanged 1687 SP:Iteration 9F (13679.530000 sec): 3 clusters Score: Raw -2758475.714017 + Penalty 3261.260400 = -2755214.453617 nChanged 1081 SP:Iteration 10Q (13679.840000 sec): 3 clusters Score: Raw -2759566.819262 + Penalty 3261.260400 = -2756305.558862 nChanged 454 SP:Iteration 11Q (13680.070000 sec): 3 clusters Score: Raw -2760033.853232 + Penalty 3261.260400 = -2756772.592831 nChanged 158 SP:Iteration 12Q (13680.310000 sec): 3 clusters Score: Raw -2760229.924763 + Penalty 3261.260400 = -2756968.664363 nChanged 51 SP:Iteration 13Q (13680.550000 sec): 3 clusters Score: Raw -2760310.342890 + Penalty 3261.260400 = -2757049.082490 nChanged 21 SP:Iteration 14Q (13680.790000 sec): 3 clusters Score: Raw -2760353.427826 + Penalty 3261.260400 = -2757092.167426 nChanged 11 SP:Iteration 15Q (13681.010000 sec): 3 clusters Score: Raw -2760386.486500 + Penalty 3261.260400 = -2757125.226100 nChanged 8 SP:Iteration 16Q (13681.300000 sec): 3 clusters Score: Raw -2760402.795569 + Penalty 3261.260400 = -2757141.535169 nChanged 3 SP:Iteration 17Q (13681.560000 sec): 3 clusters Score: Raw -2760407.665886 + Penalty 3261.260400 = -2757146.405485 nChanged 0 SP:Iteration 18F (13681.780000 sec): 3 clusters Score: Raw -2760407.665886 + Penalty 3261.260400 = -2757146.405485 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13681.880000 sec): 2 clusters Score: Raw -173510.537898 + Penalty 1181.538887 = -172328.999010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13682.070000 sec): 3 clusters Score: Raw -172955.288407 + Penalty 2363.077775 = -170592.210632 nChanged 470 SP:Iteration 1F (13682.220000 sec): 3 clusters Score: Raw -173348.617451 + Penalty 2363.077775 = -170985.539676 nChanged 124 SP:Iteration 2F (13682.410000 sec): 3 clusters Score: Raw -173472.290842 + Penalty 2363.077775 = -171109.213067 nChanged 72 SP:Iteration 3F (13682.600000 sec): 3 clusters Score: Raw -173560.256845 + Penalty 2363.077775 = -171197.179070 nChanged 69 SP:Iteration 4Q (13682.760000 sec): 3 clusters Score: Raw -173642.201201 + Penalty 2363.077775 = -171279.123426 nChanged 50 SP:Iteration 5Q (13682.940000 sec): 3 clusters Score: Raw -173701.103444 + Penalty 2363.077775 = -171338.025669 nChanged 38 SP:Iteration 6Q (13683.130000 sec): 3 clusters Score: Raw -173743.291293 + Penalty 2363.077775 = -171380.213518 nChanged 33 SP:Iteration 7Q (13683.290000 sec): 3 clusters Score: Raw -173781.820353 + Penalty 2363.077775 = -171418.742578 nChanged 35 SP:Iteration 8Q (13683.510000 sec): 3 clusters Score: Raw -173814.040375 + Penalty 2363.077775 = -171450.962600 nChanged 29 SP:Iteration 9Q (13683.650000 sec): 3 clusters Score: Raw -173841.908048 + Penalty 2363.077775 = -171478.830273 nChanged 25 SP:Iteration 10Q (13683.810000 sec): 3 clusters Score: Raw -173868.921985 + Penalty 2363.077775 = -171505.844210 nChanged 24 SP:Iteration 11Q (13684.030000 sec): 3 clusters Score: Raw -173891.590073 + Penalty 2363.077775 = -171528.512298 nChanged 20 SP:Iteration 12Q (13684.180000 sec): 3 clusters Score: Raw -173921.746040 + Penalty 2363.077775 = -171558.668265 nChanged 21 SP:Iteration 13Q (13684.350000 sec): 3 clusters Score: Raw -173945.956377 + Penalty 2363.077775 = -171582.878602 nChanged 20 SP:Iteration 14Q (13684.520000 sec): 3 clusters Score: Raw -173964.981251 + Penalty 2363.077775 = -171601.903476 nChanged 14 SP:Iteration 15Q (13684.690000 sec): 3 clusters Score: Raw -173975.247269 + Penalty 2363.077775 = -171612.169494 nChanged 13 SP:Iteration 16Q (13684.910000 sec): 3 clusters Score: Raw -173986.625588 + Penalty 2363.077775 = -171623.547813 nChanged 15 SP:Iteration 17Q (13685.050000 sec): 3 clusters Score: Raw -174003.294281 + Penalty 2363.077775 = -171640.216506 nChanged 19 SP:Iteration 18Q (13685.230000 sec): 3 clusters Score: Raw -174031.817186 + Penalty 2363.077775 = -171668.739411 nChanged 33 SP:Iteration 19Q (13685.410000 sec): 3 clusters Score: Raw -174106.250679 + Penalty 2363.077775 = -171743.172904 nChanged 47 SP:Iteration 20F (13685.580000 sec): 3 clusters Score: Raw -174231.334798 + Penalty 2363.077775 = -171868.257023 nChanged 50 SP:Iteration 21Q (13685.810000 sec): 3 clusters Score: Raw -174386.323305 + Penalty 2363.077775 = -172023.245530 nChanged 29 SP:Iteration 22Q (13685.950000 sec): 3 clusters Score: Raw -174457.484038 + Penalty 2363.077775 = -172094.406263 nChanged 17 SP:Iteration 23Q (13686.170000 sec): 3 clusters Score: Raw -174477.790117 + Penalty 2363.077775 = -172114.712342 nChanged 5 SP:Iteration 24Q (13686.320000 sec): 3 clusters Score: Raw -174480.814076 + Penalty 2363.077775 = -172117.736301 nChanged 1 SP:Iteration 25Q (13686.510000 sec): 3 clusters Score: Raw -174481.624679 + Penalty 2363.077775 = -172118.546904 nChanged 1 SP:Iteration 26Q (13686.680000 sec): 3 clusters Score: Raw -174482.555589 + Penalty 2363.077775 = -172119.477814 nChanged 0 SP:Iteration 27F (13686.850000 sec): 3 clusters Score: Raw -174482.555589 + Penalty 2363.077775 = -172119.477814 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (92080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13687.330000 sec): 2 clusters Score: Raw -11190051.647979 + Penalty 1857.442120 = -11188194.205859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13687.960000 sec): 3 clusters Score: Raw -11130157.514359 + Penalty 3714.884239 = -11126442.630119 nChanged 43979 SP:Iteration 1F (13688.640000 sec): 3 clusters Score: Raw -11155496.205134 + Penalty 3714.884239 = -11151781.320895 nChanged 2580 SP:Iteration 2Q (13689.350000 sec): 3 clusters Score: Raw -11156050.619208 + Penalty 3714.884239 = -11152335.734969 nChanged 2689 SP:Iteration 3Q (13690.040000 sec): 3 clusters Score: Raw -11156697.069581 + Penalty 3714.884239 = -11152982.185342 nChanged 2902 SP:Iteration 4Q (13690.750000 sec): 3 clusters Score: Raw -11157523.290831 + Penalty 3714.884239 = -11153808.406592 nChanged 3249 SP:Iteration 5Q (13691.440000 sec): 3 clusters Score: Raw -11158685.517729 + Penalty 3714.884239 = -11154970.633490 nChanged 3682 SP:Iteration 6Q (13692.170000 sec): 3 clusters Score: Raw -11160469.189260 + Penalty 3714.884239 = -11156754.305021 nChanged 4494 SP:Iteration 7Q (13692.860000 sec): 3 clusters Score: Raw -11163296.715935 + Penalty 3714.884239 = -11159581.831696 nChanged 5263 SP:Iteration 8F (13693.470000 sec): 3 clusters Score: Raw -11167447.728506 + Penalty 3714.884239 = -11163732.844267 nChanged 5768 SP:Iteration 9F (13694.080000 sec): 3 clusters Score: Raw -11172255.760003 + Penalty 3714.884239 = -11168540.875764 nChanged 5274 SP:Iteration 10F (13694.730000 sec): 3 clusters Score: Raw -11175732.691812 + Penalty 3714.884239 = -11172017.807573 nChanged 3773 SP:Iteration 11Q (13695.360000 sec): 3 clusters Score: Raw -11177090.663536 + Penalty 3714.884239 = -11173375.779297 nChanged 2138 SP:Iteration 12Q (13696.010000 sec): 3 clusters Score: Raw -11177568.666088 + Penalty 3714.884239 = -11173853.781849 nChanged 1317 SP:Iteration 13Q (13696.690000 sec): 3 clusters Score: Raw -11177844.124378 + Penalty 3714.884239 = -11174129.240139 nChanged 1130 SP:Iteration 14Q (13697.320000 sec): 3 clusters Score: Raw -11178085.367079 + Penalty 3714.884239 = -11174370.482840 nChanged 1022 SP:Iteration 15Q (13698.020000 sec): 3 clusters Score: Raw -11178303.672250 + Penalty 3714.884239 = -11174588.788011 nChanged 1028 SP:Iteration 16Q (13698.600000 sec): 3 clusters Score: Raw -11178526.008911 + Penalty 3714.884239 = -11174811.124672 nChanged 1067 SP:Iteration 17Q (13699.190000 sec): 3 clusters Score: Raw -11178758.737808 + Penalty 3714.884239 = -11175043.853569 nChanged 1094 SP:Iteration 18Q (13699.760000 sec): 3 clusters Score: Raw -11179013.379393 + Penalty 3714.884239 = -11175298.495153 nChanged 1228 SP:Iteration 19Q (13700.320000 sec): 3 clusters Score: Raw -11179341.924584 + Penalty 3714.884239 = -11175627.040345 nChanged 1326 SP:Iteration 20F (13700.880000 sec): 3 clusters Score: Raw -11179729.932971 + Penalty 3714.884239 = -11176015.048732 nChanged 1437 SP:Iteration 21Q (13701.390000 sec): 3 clusters Score: Raw -11180186.981594 + Penalty 3714.884239 = -11176472.097355 nChanged 1515 SP:Iteration 22Q (13701.960000 sec): 3 clusters Score: Raw -11180730.225396 + Penalty 3714.884239 = -11177015.341157 nChanged 1611 SP:Iteration 23Q (13702.500000 sec): 3 clusters Score: Raw -11181367.481667 + Penalty 3714.884239 = -11177652.597428 nChanged 1710 SP:Iteration 24Q (13703.040000 sec): 3 clusters Score: Raw -11182144.462212 + Penalty 3714.884239 = -11178429.577973 nChanged 1821 SP:Iteration 25Q (13703.590000 sec): 3 clusters Score: Raw -11183056.437170 + Penalty 3714.884239 = -11179341.552931 nChanged 1829 SP:Iteration 26Q (13704.100000 sec): 3 clusters Score: Raw -11184047.434324 + Penalty 3714.884239 = -11180332.550085 nChanged 1766 SP:Iteration 27Q (13704.630000 sec): 3 clusters Score: Raw -11185041.557979 + Penalty 3714.884239 = -11181326.673740 nChanged 1642 SP:Iteration 28Q (13705.130000 sec): 3 clusters Score: Raw -11186003.690014 + Penalty 3714.884239 = -11182288.805775 nChanged 1466 SP:Iteration 29Q (13705.610000 sec): 3 clusters Score: Raw -11186919.133745 + Penalty 3714.884239 = -11183204.249506 nChanged 1279 SP:Iteration 30Q (13706.100000 sec): 3 clusters Score: Raw -11187718.502644 + Penalty 3714.884239 = -11184003.618405 nChanged 1022 SP:Iteration 31Q (13706.630000 sec): 3 clusters Score: Raw -11188348.166963 + Penalty 3714.884239 = -11184633.282724 nChanged 791 SP:Iteration 32Q (13707.160000 sec): 3 clusters Score: Raw -11188841.075970 + Penalty 3714.884239 = -11185126.191731 nChanged 638 SP:Iteration 33Q (13707.750000 sec): 3 clusters Score: Raw -11189221.268794 + Penalty 3714.884239 = -11185506.384555 nChanged 484 SP:Iteration 34Q (13708.270000 sec): 3 clusters Score: Raw -11189508.733270 + Penalty 3714.884239 = -11185793.849031 nChanged 370 SP:Iteration 35Q (13708.820000 sec): 3 clusters Score: Raw -11189744.489369 + Penalty 3714.884239 = -11186029.605130 nChanged 251 SP:Iteration 36Q (13709.380000 sec): 3 clusters Score: Raw -11189899.702237 + Penalty 3714.884239 = -11186184.817998 nChanged 173 SP:Iteration 37Q (13709.900000 sec): 3 clusters Score: Raw -11189999.198916 + Penalty 3714.884239 = -11186284.314677 nChanged 125 SP:Iteration 38Q (13710.380000 sec): 3 clusters Score: Raw -11190068.194397 + Penalty 3714.884239 = -11186353.310158 nChanged 82 SP:Iteration 39Q (13710.920000 sec): 3 clusters Score: Raw -11190113.537107 + Penalty 3714.884239 = -11186398.652868 nChanged 62 SP:Iteration 40F (13711.500000 sec): 3 clusters Score: Raw -11190148.678304 + Penalty 3714.884239 = -11186433.794065 nChanged 39 SP:Iteration 41Q (13712.080000 sec): 3 clusters Score: Raw -11190173.545753 + Penalty 3714.884239 = -11186458.661514 nChanged 34 SP:Iteration 42Q (13712.650000 sec): 3 clusters Score: Raw -11190195.008712 + Penalty 3714.884239 = -11186480.124472 nChanged 29 SP:Iteration 43Q (13713.210000 sec): 3 clusters Score: Raw -11190213.781782 + Penalty 3714.884239 = -11186498.897543 nChanged 23 SP:Iteration 44Q (13713.780000 sec): 3 clusters Score: Raw -11190226.124151 + Penalty 3714.884239 = -11186511.239912 nChanged 21 SP:Iteration 45Q (13714.360000 sec): 3 clusters Score: Raw -11190239.521161 + Penalty 3714.884239 = -11186524.636922 nChanged 24 SP:Iteration 46Q (13714.840000 sec): 3 clusters Score: Raw -11190254.061273 + Penalty 3714.884239 = -11186539.177034 nChanged 16 SP:Iteration 47Q (13715.340000 sec): 3 clusters Score: Raw -11190265.753366 + Penalty 3714.884239 = -11186550.869126 nChanged 13 SP:Iteration 48Q (13715.830000 sec): 3 clusters Score: Raw -11190272.947039 + Penalty 3714.884239 = -11186558.062800 nChanged 8 SP:Iteration 49Q (13716.310000 sec): 3 clusters Score: Raw -11190277.619688 + Penalty 3714.884239 = -11186562.735449 nChanged 6 SP:Iteration 50Q (13716.830000 sec): 3 clusters Score: Raw -11190279.507405 + Penalty 3714.884239 = -11186564.623166 nChanged 5 SP:Iteration 51Q (13717.340000 sec): 3 clusters Score: Raw -11190283.293061 + Penalty 3714.884239 = -11186568.408822 nChanged 3 SP:Iteration 52Q (13717.920000 sec): 3 clusters Score: Raw -11190284.355510 + Penalty 3714.884239 = -11186569.471271 nChanged 4 SP:Iteration 53Q (13718.480000 sec): 3 clusters Score: Raw -11190285.478391 + Penalty 3714.884239 = -11186570.594152 nChanged 1 SP:Iteration 54Q (13719.080000 sec): 3 clusters Score: Raw -11190285.792676 + Penalty 3714.884239 = -11186570.908437 nChanged 1 SP:Iteration 55Q (13719.660000 sec): 3 clusters Score: Raw -11190286.666710 + Penalty 3714.884239 = -11186571.782471 nChanged 3 SP:Iteration 56Q (13720.280000 sec): 3 clusters Score: Raw -11190289.803701 + Penalty 3714.884239 = -11186574.919462 nChanged 3 SP:Iteration 57Q (13720.850000 sec): 3 clusters Score: Raw -11190291.599414 + Penalty 3714.884239 = -11186576.715175 nChanged 0 SP:Iteration 58F (13721.450000 sec): 3 clusters Score: Raw -11190291.599414 + Penalty 3714.884239 = -11186576.715175 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13721.530000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13721.720000 sec): 3 clusters Score: Raw -71153.227568 + Penalty 2090.705530 = -69062.522038 nChanged 159 SP:Iteration 1F (13721.930000 sec): 3 clusters Score: Raw -71339.688403 + Penalty 2090.705530 = -69248.982873 nChanged 39 SP:Iteration 2F (13722.070000 sec): 3 clusters Score: Raw -71414.248270 + Penalty 2090.705530 = -69323.542740 nChanged 21 SP:Iteration 3Q (13722.250000 sec): 3 clusters Score: Raw -71444.000849 + Penalty 2090.705530 = -69353.295318 nChanged 7 SP:Iteration 4Q (13722.440000 sec): 3 clusters Score: Raw -71453.567267 + Penalty 2090.705530 = -69362.861736 nChanged 5 SP:Iteration 5Q (13722.620000 sec): 3 clusters Score: Raw -71458.037081 + Penalty 2090.705530 = -69367.331550 nChanged 1 SP:Iteration 6Q (13722.770000 sec): 3 clusters Score: Raw -71458.594138 + Penalty 2090.705530 = -69367.888608 nChanged 0 SP:Iteration 7F (13722.970000 sec): 3 clusters Score: Raw -71458.594138 + Penalty 2090.705530 = -69367.888608 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13723.060000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13723.210000 sec): 3 clusters Score: Raw -33759.887336 + Penalty 1866.476036 = -31893.411300 nChanged 71 SP:Iteration 1F (13723.380000 sec): 3 clusters Score: Raw -33932.354250 + Penalty 1866.476036 = -32065.878214 nChanged 17 SP:Iteration 2F (13723.560000 sec): 3 clusters Score: Raw -34014.548677 + Penalty 1866.476036 = -32148.072641 nChanged 7 SP:Iteration 3Q (13723.720000 sec): 3 clusters Score: Raw -34042.033805 + Penalty 1866.476036 = -32175.557769 nChanged 7 SP:Iteration 4Q (13723.890000 sec): 3 clusters Score: Raw -34084.025083 + Penalty 1866.476036 = -32217.549047 nChanged 8 SP:Iteration 5Q (13724.080000 sec): 3 clusters Score: Raw -34141.137906 + Penalty 1866.476036 = -32274.661870 nChanged 7 SP:Iteration 6Q (13724.220000 sec): 3 clusters Score: Raw -34208.480537 + Penalty 1866.476036 = -32342.004501 nChanged 4 SP:Iteration 7Q (13724.400000 sec): 3 clusters Score: Raw -34242.364481 + Penalty 1866.476036 = -32375.888445 nChanged 4 SP:Iteration 8Q (13724.590000 sec): 3 clusters Score: Raw -34279.479078 + Penalty 1866.476036 = -32413.003042 nChanged 2 SP:Iteration 9Q (13724.760000 sec): 3 clusters Score: Raw -34297.370213 + Penalty 1866.476036 = -32430.894177 nChanged 1 SP:Iteration 10Q (13724.950000 sec): 3 clusters Score: Raw -34299.882398 + Penalty 1866.476036 = -32433.406362 nChanged 0 SP:Iteration 11F (13725.130000 sec): 3 clusters Score: Raw -34301.571075 + Penalty 1866.476036 = -32435.095039 nChanged 1 SP:Iteration 12Q (13725.310000 sec): 3 clusters Score: Raw -34313.627902 + Penalty 1866.476036 = -32447.151866 nChanged 2 SP:Iteration 13Q (13725.500000 sec): 3 clusters Score: Raw -34323.564488 + Penalty 1866.476036 = -32457.088452 nChanged 5 SP:Iteration 14Q (13725.680000 sec): 3 clusters Score: Raw -34344.073277 + Penalty 1866.476036 = -32477.597241 nChanged 3 SP:Iteration 15Q (13725.870000 sec): 3 clusters Score: Raw -34351.612878 + Penalty 1866.476036 = -32485.136842 nChanged 1 SP:Iteration 16Q (13726.020000 sec): 3 clusters Score: Raw -34356.503712 + Penalty 1866.476036 = -32490.027676 nChanged 0 SP:Iteration 17F (13726.200000 sec): 3 clusters Score: Raw -34356.503712 + Penalty 1866.476036 = -32490.027676 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13726.290000 sec): 2 clusters Score: Raw -94232.553058 + Penalty 1096.673426 = -93135.879631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13726.480000 sec): 3 clusters Score: Raw -94105.640426 + Penalty 2193.346853 = -91912.293573 nChanged 246 SP:Iteration 1F (13726.640000 sec): 3 clusters Score: Raw -94418.446964 + Penalty 2193.346853 = -92225.100112 nChanged 79 SP:Iteration 2F (13726.840000 sec): 3 clusters Score: Raw -94528.229392 + Penalty 2193.346853 = -92334.882539 nChanged 51 SP:Iteration 3F (13727.000000 sec): 3 clusters Score: Raw -94616.593889 + Penalty 2193.346853 = -92423.247036 nChanged 52 SP:Iteration 4F (13727.150000 sec): 3 clusters Score: Raw -94764.102470 + Penalty 2193.346853 = -92570.755617 nChanged 41 SP:Iteration 5Q (13727.320000 sec): 3 clusters Score: Raw -94846.666739 + Penalty 2193.346853 = -92653.319886 nChanged 43 SP:Iteration 6F (13727.500000 sec): 3 clusters Score: Raw -94915.771355 + Penalty 2193.346853 = -92722.424502 nChanged 24 SP:Iteration 7Q (13727.650000 sec): 3 clusters Score: Raw -94950.891007 + Penalty 2193.346853 = -92757.544154 nChanged 12 SP:Iteration 8Q (13727.800000 sec): 3 clusters Score: Raw -94963.193472 + Penalty 2193.346853 = -92769.846619 nChanged 16 SP:Iteration 9Q (13727.970000 sec): 3 clusters Score: Raw -94980.262007 + Penalty 2193.346853 = -92786.915154 nChanged 13 SP:Iteration 10Q (13728.150000 sec): 3 clusters Score: Raw -94995.186004 + Penalty 2193.346853 = -92801.839151 nChanged 8 SP:Iteration 11Q (13728.310000 sec): 3 clusters Score: Raw -95005.973235 + Penalty 2193.346853 = -92812.626382 nChanged 7 SP:Iteration 12Q (13728.420000 sec): 3 clusters Score: Raw -95015.572364 + Penalty 2193.346853 = -92822.225511 nChanged 7 SP:Iteration 13Q (13728.540000 sec): 3 clusters Score: Raw -95023.885861 + Penalty 2193.346853 = -92830.539008 nChanged 5 SP:Iteration 14Q (13728.730000 sec): 3 clusters Score: Raw -95027.107018 + Penalty 2193.346853 = -92833.760166 nChanged 5 SP:Iteration 15Q (13728.940000 sec): 3 clusters Score: Raw -95032.934353 + Penalty 2193.346853 = -92839.587500 nChanged 1 SP:Iteration 16Q (13729.080000 sec): 3 clusters Score: Raw -95033.642942 + Penalty 2193.346853 = -92840.296089 nChanged 2 SP:Iteration 17Q (13729.260000 sec): 3 clusters Score: Raw -95036.634145 + Penalty 2193.346853 = -92843.287292 nChanged 0 SP:Iteration 18F (13729.480000 sec): 3 clusters Score: Raw -95036.634145 + Penalty 2193.346853 = -92843.287292 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13729.600000 sec): 2 clusters Score: Raw -2163546.085583 + Penalty 1583.146196 = -2161962.939387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13729.830000 sec): 3 clusters Score: Raw -2153458.828049 + Penalty 3166.292393 = -2150292.535656 nChanged 7601 SP:Iteration 1F (13730.080000 sec): 3 clusters Score: Raw -2157477.526085 + Penalty 3166.292393 = -2154311.233693 nChanged 791 SP:Iteration 2Q (13730.360000 sec): 3 clusters Score: Raw -2157712.934851 + Penalty 3166.292393 = -2154546.642459 nChanged 635 SP:Iteration 3Q (13730.600000 sec): 3 clusters Score: Raw -2157888.252912 + Penalty 3166.292393 = -2154721.960520 nChanged 559 SP:Iteration 4Q (13730.850000 sec): 3 clusters Score: Raw -2158022.620906 + Penalty 3166.292393 = -2154856.328514 nChanged 483 SP:Iteration 5Q (13731.130000 sec): 3 clusters Score: Raw -2158148.620549 + Penalty 3166.292393 = -2154982.328157 nChanged 451 SP:Iteration 6Q (13731.360000 sec): 3 clusters Score: Raw -2158267.620411 + Penalty 3166.292393 = -2155101.328018 nChanged 443 SP:Iteration 7Q (13731.610000 sec): 3 clusters Score: Raw -2158387.025992 + Penalty 3166.292393 = -2155220.733600 nChanged 421 SP:Iteration 8Q (13731.870000 sec): 3 clusters Score: Raw -2158525.955231 + Penalty 3166.292393 = -2155359.662838 nChanged 478 SP:Iteration 9Q (13732.150000 sec): 3 clusters Score: Raw -2158720.628324 + Penalty 3166.292393 = -2155554.335932 nChanged 521 SP:Iteration 10Q (13732.380000 sec): 3 clusters Score: Raw -2158989.811747 + Penalty 3166.292393 = -2155823.519355 nChanged 661 SP:Iteration 11Q (13732.640000 sec): 3 clusters Score: Raw -2159364.352243 + Penalty 3166.292393 = -2156198.059851 nChanged 767 SP:Iteration 12Q (13732.900000 sec): 3 clusters Score: Raw -2159876.954923 + Penalty 3166.292393 = -2156710.662530 nChanged 856 SP:Iteration 13F (13733.130000 sec): 3 clusters Score: Raw -2160519.431914 + Penalty 3166.292393 = -2157353.139521 nChanged 815 SP:Iteration 14Q (13733.390000 sec): 3 clusters Score: Raw -2161138.036080 + Penalty 3166.292393 = -2157971.743687 nChanged 766 SP:Iteration 15Q (13733.630000 sec): 3 clusters Score: Raw -2161736.565875 + Penalty 3166.292393 = -2158570.273482 nChanged 666 SP:Iteration 16Q (13733.840000 sec): 3 clusters Score: Raw -2162266.257419 + Penalty 3166.292393 = -2159099.965027 nChanged 548 SP:Iteration 17Q (13734.070000 sec): 3 clusters Score: Raw -2162687.517047 + Penalty 3166.292393 = -2159521.224655 nChanged 399 SP:Iteration 18Q (13734.330000 sec): 3 clusters Score: Raw -2162966.668141 + Penalty 3166.292393 = -2159800.375749 nChanged 308 SP:Iteration 19Q (13734.560000 sec): 3 clusters Score: Raw -2163173.248675 + Penalty 3166.292393 = -2160006.956282 nChanged 211 SP:Iteration 20F (13734.780000 sec): 3 clusters Score: Raw -2163314.309897 + Penalty 3166.292393 = -2160148.017504 nChanged 163 SP:Iteration 21Q (13735.020000 sec): 3 clusters Score: Raw -2163422.201176 + Penalty 3166.292393 = -2160255.908784 nChanged 101 SP:Iteration 22Q (13735.270000 sec): 3 clusters Score: Raw -2163488.920944 + Penalty 3166.292393 = -2160322.628552 nChanged 93 SP:Iteration 23Q (13735.540000 sec): 3 clusters Score: Raw -2163551.526697 + Penalty 3166.292393 = -2160385.234304 nChanged 66 SP:Iteration 24Q (13735.780000 sec): 3 clusters Score: Raw -2163601.314461 + Penalty 3166.292393 = -2160435.022069 nChanged 52 SP:Iteration 25Q (13736.020000 sec): 3 clusters Score: Raw -2163637.860694 + Penalty 3166.292393 = -2160471.568302 nChanged 43 SP:Iteration 26Q (13736.250000 sec): 3 clusters Score: Raw -2163666.509940 + Penalty 3166.292393 = -2160500.217547 nChanged 31 SP:Iteration 27Q (13736.500000 sec): 3 clusters Score: Raw -2163689.746703 + Penalty 3166.292393 = -2160523.454310 nChanged 18 SP:Iteration 28Q (13736.760000 sec): 3 clusters Score: Raw -2163704.931768 + Penalty 3166.292393 = -2160538.639375 nChanged 19 SP:Iteration 29Q (13736.990000 sec): 3 clusters Score: Raw -2163720.551350 + Penalty 3166.292393 = -2160554.258958 nChanged 18 SP:Iteration 30Q (13737.200000 sec): 3 clusters Score: Raw -2163734.207670 + Penalty 3166.292393 = -2160567.915278 nChanged 13 SP:Iteration 31Q (13737.420000 sec): 3 clusters Score: Raw -2163744.025758 + Penalty 3166.292393 = -2160577.733366 nChanged 9 SP:Iteration 32Q (13737.620000 sec): 3 clusters Score: Raw -2163749.148056 + Penalty 3166.292393 = -2160582.855663 nChanged 8 SP:Iteration 33Q (13737.850000 sec): 3 clusters Score: Raw -2163753.451852 + Penalty 3166.292393 = -2160587.159459 nChanged 5 SP:Iteration 34Q (13738.110000 sec): 3 clusters Score: Raw -2163757.272695 + Penalty 3166.292393 = -2160590.980303 nChanged 5 SP:Iteration 35Q (13738.360000 sec): 3 clusters Score: Raw -2163760.611625 + Penalty 3166.292393 = -2160594.319232 nChanged 1 SP:Iteration 36Q (13738.640000 sec): 3 clusters Score: Raw -2163761.398143 + Penalty 3166.292393 = -2160595.105751 nChanged 1 SP:Iteration 37Q (13738.880000 sec): 3 clusters Score: Raw -2163761.935988 + Penalty 3166.292393 = -2160595.643595 nChanged 2 SP:Iteration 38Q (13739.090000 sec): 3 clusters Score: Raw -2163762.948650 + Penalty 3166.292393 = -2160596.656257 nChanged 1 SP:Iteration 39Q (13739.330000 sec): 3 clusters Score: Raw -2163763.742050 + Penalty 3166.292393 = -2160597.449657 nChanged 0 SP:Iteration 40F (13739.570000 sec): 3 clusters Score: Raw -2163763.742050 + Penalty 3166.292393 = -2160597.449657 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13739.740000 sec): 2 clusters Score: Raw -736685.390210 + Penalty 1407.488336 = -735277.901875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13739.900000 sec): 3 clusters Score: Raw -733592.108286 + Penalty 2814.976671 = -730777.131615 nChanged 2391 SP:Iteration 1F (13740.100000 sec): 3 clusters Score: Raw -734991.713991 + Penalty 2814.976671 = -732176.737320 nChanged 379 SP:Iteration 2F (13740.280000 sec): 3 clusters Score: Raw -735194.745406 + Penalty 2814.976671 = -732379.768735 nChanged 282 SP:Iteration 3Q (13740.490000 sec): 3 clusters Score: Raw -735354.363438 + Penalty 2814.976671 = -732539.386767 nChanged 242 SP:Iteration 4Q (13740.700000 sec): 3 clusters Score: Raw -735473.283369 + Penalty 2814.976671 = -732658.306698 nChanged 199 SP:Iteration 5Q (13740.870000 sec): 3 clusters Score: Raw -735562.484553 + Penalty 2814.976671 = -732747.507881 nChanged 182 SP:Iteration 6Q (13741.080000 sec): 3 clusters Score: Raw -735642.124271 + Penalty 2814.976671 = -732827.147600 nChanged 163 SP:Iteration 7Q (13741.240000 sec): 3 clusters Score: Raw -735719.396145 + Penalty 2814.976671 = -732904.419474 nChanged 164 SP:Iteration 8Q (13741.460000 sec): 3 clusters Score: Raw -735816.283194 + Penalty 2814.976671 = -733001.306522 nChanged 181 SP:Iteration 9Q (13741.610000 sec): 3 clusters Score: Raw -735920.671840 + Penalty 2814.976671 = -733105.695169 nChanged 176 SP:Iteration 10Q (13741.850000 sec): 3 clusters Score: Raw -736037.993692 + Penalty 2814.976671 = -733223.017021 nChanged 204 SP:Iteration 11Q (13742.010000 sec): 3 clusters Score: Raw -736182.621556 + Penalty 2814.976671 = -733367.644885 nChanged 199 SP:Iteration 12Q (13742.220000 sec): 3 clusters Score: Raw -736314.114491 + Penalty 2814.976671 = -733499.137820 nChanged 179 SP:Iteration 13Q (13742.400000 sec): 3 clusters Score: Raw -736414.882007 + Penalty 2814.976671 = -733599.905336 nChanged 141 SP:Iteration 14Q (13742.610000 sec): 3 clusters Score: Raw -736491.922402 + Penalty 2814.976671 = -733676.945731 nChanged 108 SP:Iteration 15Q (13742.780000 sec): 3 clusters Score: Raw -736539.484183 + Penalty 2814.976671 = -733724.507512 nChanged 91 SP:Iteration 16Q (13742.970000 sec): 3 clusters Score: Raw -736570.017587 + Penalty 2814.976671 = -733755.040916 nChanged 62 SP:Iteration 17Q (13743.140000 sec): 3 clusters Score: Raw -736587.884797 + Penalty 2814.976671 = -733772.908126 nChanged 46 SP:Iteration 18Q (13743.330000 sec): 3 clusters Score: Raw -736602.363092 + Penalty 2814.976671 = -733787.386421 nChanged 33 SP:Iteration 19Q (13743.520000 sec): 3 clusters Score: Raw -736610.622207 + Penalty 2814.976671 = -733795.645536 nChanged 22 SP:Iteration 20F (13743.710000 sec): 3 clusters Score: Raw -736615.351838 + Penalty 2814.976671 = -733800.375167 nChanged 20 SP:Iteration 21Q (13743.920000 sec): 3 clusters Score: Raw -736619.080538 + Penalty 2814.976671 = -733804.103867 nChanged 8 SP:Iteration 22Q (13744.100000 sec): 3 clusters Score: Raw -736621.009772 + Penalty 2814.976671 = -733806.033101 nChanged 14 SP:Iteration 23Q (13744.270000 sec): 3 clusters Score: Raw -736623.422533 + Penalty 2814.976671 = -733808.445862 nChanged 13 SP:Iteration 24Q (13744.470000 sec): 3 clusters Score: Raw -736625.076746 + Penalty 2814.976671 = -733810.100075 nChanged 4 SP:Iteration 25Q (13744.650000 sec): 3 clusters Score: Raw -736625.680603 + Penalty 2814.976671 = -733810.703932 nChanged 5 SP:Iteration 26Q (13744.860000 sec): 3 clusters Score: Raw -736626.269633 + Penalty 2814.976671 = -733811.292962 nChanged 3 SP:Iteration 27Q (13745.050000 sec): 3 clusters Score: Raw -736626.802239 + Penalty 2814.976671 = -733811.825568 nChanged 3 SP:Iteration 28Q (13745.220000 sec): 3 clusters Score: Raw -736627.334007 + Penalty 2814.976671 = -733812.357336 nChanged 3 SP:Iteration 29Q (13745.440000 sec): 3 clusters Score: Raw -736627.864790 + Penalty 2814.976671 = -733812.888119 nChanged 3 SP:Iteration 30Q (13745.580000 sec): 3 clusters Score: Raw -736628.423949 + Penalty 2814.976671 = -733813.447278 nChanged 4 SP:Iteration 31Q (13745.760000 sec): 3 clusters Score: Raw -736629.210463 + Penalty 2814.976671 = -733814.233792 nChanged 7 SP:Iteration 32Q (13745.940000 sec): 3 clusters Score: Raw -736630.475309 + Penalty 2814.976671 = -733815.498638 nChanged 7 SP:Iteration 33Q (13746.110000 sec): 3 clusters Score: Raw -736632.204755 + Penalty 2814.976671 = -733817.228084 nChanged 10 SP:Iteration 34Q (13746.320000 sec): 3 clusters Score: Raw -736634.108827 + Penalty 2814.976671 = -733819.132155 nChanged 9 SP:Iteration 35Q (13746.520000 sec): 3 clusters Score: Raw -736636.211057 + Penalty 2814.976671 = -733821.234386 nChanged 12 SP:Iteration 36Q (13746.690000 sec): 3 clusters Score: Raw -736638.917727 + Penalty 2814.976671 = -733823.941055 nChanged 10 SP:Iteration 37Q (13746.910000 sec): 3 clusters Score: Raw -736640.795615 + Penalty 2814.976671 = -733825.818943 nChanged 8 SP:Iteration 38Q (13747.090000 sec): 3 clusters Score: Raw -736641.984009 + Penalty 2814.976671 = -733827.007338 nChanged 8 SP:Iteration 39Q (13747.290000 sec): 3 clusters Score: Raw -736643.382266 + Penalty 2814.976671 = -733828.405595 nChanged 3 SP:Iteration 40F (13747.470000 sec): 3 clusters Score: Raw -736643.879194 + Penalty 2814.976671 = -733828.902523 nChanged 1 SP:Iteration 41Q (13747.690000 sec): 3 clusters Score: Raw -736643.954139 + Penalty 2814.976671 = -733828.977467 nChanged 2 SP:Iteration 42Q (13747.850000 sec): 3 clusters Score: Raw -736644.179695 + Penalty 2814.976671 = -733829.203024 nChanged 1 SP:Iteration 43Q (13748.070000 sec): 3 clusters Score: Raw -736644.560683 + Penalty 2814.976671 = -733829.584012 nChanged 4 SP:Iteration 44Q (13748.250000 sec): 3 clusters Score: Raw -736645.993211 + Penalty 2814.976671 = -733831.016539 nChanged 9 SP:Iteration 45Q (13748.440000 sec): 3 clusters Score: Raw -736647.812898 + Penalty 2814.976671 = -733832.836226 nChanged 11 SP:Iteration 46Q (13748.630000 sec): 3 clusters Score: Raw -736649.675338 + Penalty 2814.976671 = -733834.698666 nChanged 7 SP:Iteration 47Q (13748.830000 sec): 3 clusters Score: Raw -736650.641143 + Penalty 2814.976671 = -733835.664472 nChanged 2 SP:Iteration 48Q (13749.000000 sec): 3 clusters Score: Raw -736650.946031 + Penalty 2814.976671 = -733835.969360 nChanged 1 SP:Iteration 49Q (13749.210000 sec): 3 clusters Score: Raw -736651.037476 + Penalty 2814.976671 = -733836.060805 nChanged 0 SP:Iteration 50F (13749.370000 sec): 3 clusters Score: Raw -736651.037476 + Penalty 2814.976671 = -733836.060805 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (9577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13749.490000 sec): 2 clusters Score: Raw -1177363.655202 + Penalty 1489.656946 = -1175873.998255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13749.720000 sec): 3 clusters Score: Raw -1171911.061456 + Penalty 2979.313893 = -1168931.747563 nChanged 4095 SP:Iteration 1F (13749.930000 sec): 3 clusters Score: Raw -1174121.054663 + Penalty 2979.313893 = -1171141.740771 nChanged 526 SP:Iteration 2F (13750.150000 sec): 3 clusters Score: Raw -1174327.653150 + Penalty 2979.313893 = -1171348.339258 nChanged 458 SP:Iteration 3Q (13750.380000 sec): 3 clusters Score: Raw -1174511.111720 + Penalty 2979.313893 = -1171531.797828 nChanged 376 SP:Iteration 4Q (13750.580000 sec): 3 clusters Score: Raw -1174694.384089 + Penalty 2979.313893 = -1171715.070196 nChanged 392 SP:Iteration 5Q (13750.830000 sec): 3 clusters Score: Raw -1174919.070777 + Penalty 2979.313893 = -1171939.756884 nChanged 433 SP:Iteration 6Q (13751.040000 sec): 3 clusters Score: Raw -1175170.334371 + Penalty 2979.313893 = -1172191.020479 nChanged 459 SP:Iteration 7Q (13751.240000 sec): 3 clusters Score: Raw -1175446.783710 + Penalty 2979.313893 = -1172467.469817 nChanged 459 SP:Iteration 8Q (13751.480000 sec): 3 clusters Score: Raw -1175741.311402 + Penalty 2979.313893 = -1172761.997510 nChanged 479 SP:Iteration 9F (13751.660000 sec): 3 clusters Score: Raw -1176046.900911 + Penalty 2979.313893 = -1173067.587018 nChanged 469 SP:Iteration 10Q (13751.860000 sec): 3 clusters Score: Raw -1176379.951883 + Penalty 2979.313893 = -1173400.637990 nChanged 395 SP:Iteration 11Q (13752.110000 sec): 3 clusters Score: Raw -1176682.294883 + Penalty 2979.313893 = -1173702.980990 nChanged 363 SP:Iteration 12Q (13752.340000 sec): 3 clusters Score: Raw -1176924.991680 + Penalty 2979.313893 = -1173945.677788 nChanged 251 SP:Iteration 13Q (13752.520000 sec): 3 clusters Score: Raw -1177082.006203 + Penalty 2979.313893 = -1174102.692310 nChanged 219 SP:Iteration 14Q (13752.740000 sec): 3 clusters Score: Raw -1177213.191203 + Penalty 2979.313893 = -1174233.877311 nChanged 150 SP:Iteration 15Q (13752.940000 sec): 3 clusters Score: Raw -1177293.411690 + Penalty 2979.313893 = -1174314.097797 nChanged 122 SP:Iteration 16Q (13753.140000 sec): 3 clusters Score: Raw -1177354.446219 + Penalty 2979.313893 = -1174375.132326 nChanged 117 SP:Iteration 17Q (13753.360000 sec): 3 clusters Score: Raw -1177407.395106 + Penalty 2979.313893 = -1174428.081214 nChanged 98 SP:Iteration 18Q (13753.550000 sec): 3 clusters Score: Raw -1177443.996287 + Penalty 2979.313893 = -1174464.682395 nChanged 97 SP:Iteration 19Q (13753.750000 sec): 3 clusters Score: Raw -1177480.024613 + Penalty 2979.313893 = -1174500.710720 nChanged 84 SP:Iteration 20F (13753.960000 sec): 3 clusters Score: Raw -1177509.832582 + Penalty 2979.313893 = -1174530.518689 nChanged 60 SP:Iteration 21Q (13754.200000 sec): 3 clusters Score: Raw -1177528.307097 + Penalty 2979.313893 = -1174548.993204 nChanged 48 SP:Iteration 22Q (13754.420000 sec): 3 clusters Score: Raw -1177543.081294 + Penalty 2979.313893 = -1174563.767401 nChanged 44 SP:Iteration 23Q (13754.600000 sec): 3 clusters Score: Raw -1177555.760519 + Penalty 2979.313893 = -1174576.446626 nChanged 46 SP:Iteration 24Q (13754.810000 sec): 3 clusters Score: Raw -1177571.353102 + Penalty 2979.313893 = -1174592.039210 nChanged 36 SP:Iteration 25Q (13755.010000 sec): 3 clusters Score: Raw -1177582.664114 + Penalty 2979.313893 = -1174603.350222 nChanged 35 SP:Iteration 26Q (13755.250000 sec): 3 clusters Score: Raw -1177594.088876 + Penalty 2979.313893 = -1174614.774984 nChanged 38 SP:Iteration 27Q (13755.460000 sec): 3 clusters Score: Raw -1177603.960699 + Penalty 2979.313893 = -1174624.646806 nChanged 28 SP:Iteration 28Q (13755.640000 sec): 3 clusters Score: Raw -1177611.156137 + Penalty 2979.313893 = -1174631.842245 nChanged 23 SP:Iteration 29Q (13755.890000 sec): 3 clusters Score: Raw -1177615.954520 + Penalty 2979.313893 = -1174636.640628 nChanged 20 SP:Iteration 30Q (13756.090000 sec): 3 clusters Score: Raw -1177620.133933 + Penalty 2979.313893 = -1174640.820041 nChanged 17 SP:Iteration 31Q (13756.300000 sec): 3 clusters Score: Raw -1177623.006025 + Penalty 2979.313893 = -1174643.692132 nChanged 14 SP:Iteration 32Q (13756.510000 sec): 3 clusters Score: Raw -1177625.994446 + Penalty 2979.313893 = -1174646.680554 nChanged 14 SP:Iteration 33Q (13756.700000 sec): 3 clusters Score: Raw -1177628.255696 + Penalty 2979.313893 = -1174648.941803 nChanged 5 SP:Iteration 34Q (13756.880000 sec): 3 clusters Score: Raw -1177628.816879 + Penalty 2979.313893 = -1174649.502987 nChanged 5 SP:Iteration 35Q (13757.080000 sec): 3 clusters Score: Raw -1177629.300966 + Penalty 2979.313893 = -1174649.987073 nChanged 3 SP:Iteration 36Q (13757.280000 sec): 3 clusters Score: Raw -1177629.772002 + Penalty 2979.313893 = -1174650.458109 nChanged 4 SP:Iteration 37Q (13757.500000 sec): 3 clusters Score: Raw -1177630.803624 + Penalty 2979.313893 = -1174651.489731 nChanged 9 SP:Iteration 38Q (13757.700000 sec): 3 clusters Score: Raw -1177632.766427 + Penalty 2979.313893 = -1174653.452534 nChanged 7 SP:Iteration 39Q (13757.910000 sec): 3 clusters Score: Raw -1177634.015923 + Penalty 2979.313893 = -1174654.702030 nChanged 5 SP:Iteration 40F (13758.150000 sec): 3 clusters Score: Raw -1177634.835789 + Penalty 2979.313893 = -1174655.521897 nChanged 2 SP:Iteration 41Q (13758.320000 sec): 3 clusters Score: Raw -1177634.987731 + Penalty 2979.313893 = -1174655.673838 nChanged 0 SP:Iteration 42F (13758.540000 sec): 3 clusters Score: Raw -1177634.987731 + Penalty 2979.313893 = -1174655.673838 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (17372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13758.680000 sec): 2 clusters Score: Raw -2047769.923168 + Penalty 1586.424936 = -2046183.498232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13758.960000 sec): 3 clusters Score: Raw -2037389.147497 + Penalty 3172.849873 = -2034216.297624 nChanged 7766 SP:Iteration 1F (13759.210000 sec): 3 clusters Score: Raw -2041633.238134 + Penalty 3172.849873 = -2038460.388261 nChanged 886 SP:Iteration 2F (13759.460000 sec): 3 clusters Score: Raw -2041958.537248 + Penalty 3172.849873 = -2038785.687375 nChanged 827 SP:Iteration 3Q (13759.720000 sec): 3 clusters Score: Raw -2042316.633289 + Penalty 3172.849873 = -2039143.783416 nChanged 794 SP:Iteration 4Q (13759.960000 sec): 3 clusters Score: Raw -2042729.312289 + Penalty 3172.849873 = -2039556.462416 nChanged 826 SP:Iteration 5Q (13760.230000 sec): 3 clusters Score: Raw -2043290.357187 + Penalty 3172.849873 = -2040117.507314 nChanged 888 SP:Iteration 6F (13760.460000 sec): 3 clusters Score: Raw -2043979.548898 + Penalty 3172.849873 = -2040806.699025 nChanged 896 SP:Iteration 7F (13760.700000 sec): 3 clusters Score: Raw -2044644.070504 + Penalty 3172.849873 = -2041471.220631 nChanged 840 SP:Iteration 8Q (13760.950000 sec): 3 clusters Score: Raw -2045260.121285 + Penalty 3172.849873 = -2042087.271412 nChanged 814 SP:Iteration 9Q (13761.160000 sec): 3 clusters Score: Raw -2045862.639641 + Penalty 3172.849873 = -2042689.789768 nChanged 718 SP:Iteration 10Q (13761.410000 sec): 3 clusters Score: Raw -2046405.279024 + Penalty 3172.849873 = -2043232.429151 nChanged 639 SP:Iteration 11Q (13761.700000 sec): 3 clusters Score: Raw -2046953.831990 + Penalty 3172.849873 = -2043780.982117 nChanged 574 SP:Iteration 12Q (13761.920000 sec): 3 clusters Score: Raw -2047468.055771 + Penalty 3172.849873 = -2044295.205898 nChanged 475 SP:Iteration 13Q (13762.190000 sec): 3 clusters Score: Raw -2047790.485207 + Penalty 3172.849873 = -2044617.635334 nChanged 376 SP:Iteration 14Q (13762.400000 sec): 3 clusters Score: Raw -2047986.590028 + Penalty 3172.849873 = -2044813.740155 nChanged 289 SP:Iteration 15Q (13762.660000 sec): 3 clusters Score: Raw -2048105.899587 + Penalty 3172.849873 = -2044933.049714 nChanged 230 SP:Iteration 16Q (13762.870000 sec): 3 clusters Score: Raw -2048188.031760 + Penalty 3172.849873 = -2045015.181887 nChanged 190 SP:Iteration 17Q (13763.120000 sec): 3 clusters Score: Raw -2048254.033548 + Penalty 3172.849873 = -2045081.183675 nChanged 158 SP:Iteration 18Q (13763.360000 sec): 3 clusters Score: Raw -2048302.478575 + Penalty 3172.849873 = -2045129.628702 nChanged 119 SP:Iteration 19Q (13763.600000 sec): 3 clusters Score: Raw -2048332.149358 + Penalty 3172.849873 = -2045159.299485 nChanged 83 SP:Iteration 20F (13763.830000 sec): 3 clusters Score: Raw -2048348.882768 + Penalty 3172.849873 = -2045176.032895 nChanged 70 SP:Iteration 21Q (13764.070000 sec): 3 clusters Score: Raw -2048364.591887 + Penalty 3172.849873 = -2045191.742014 nChanged 65 SP:Iteration 22Q (13764.280000 sec): 3 clusters Score: Raw -2048382.332690 + Penalty 3172.849873 = -2045209.482818 nChanged 69 SP:Iteration 23Q (13764.560000 sec): 3 clusters Score: Raw -2048397.700580 + Penalty 3172.849873 = -2045224.850707 nChanged 49 SP:Iteration 24Q (13764.780000 sec): 3 clusters Score: Raw -2048408.202046 + Penalty 3172.849873 = -2045235.352173 nChanged 43 SP:Iteration 25Q (13765.000000 sec): 3 clusters Score: Raw -2048415.083055 + Penalty 3172.849873 = -2045242.233182 nChanged 32 SP:Iteration 26Q (13765.220000 sec): 3 clusters Score: Raw -2048419.961268 + Penalty 3172.849873 = -2045247.111395 nChanged 28 SP:Iteration 27Q (13765.480000 sec): 3 clusters Score: Raw -2048424.798158 + Penalty 3172.849873 = -2045251.948285 nChanged 29 SP:Iteration 28Q (13765.710000 sec): 3 clusters Score: Raw -2048429.444644 + Penalty 3172.849873 = -2045256.594771 nChanged 22 SP:Iteration 29Q (13765.910000 sec): 3 clusters Score: Raw -2048433.296177 + Penalty 3172.849873 = -2045260.446304 nChanged 25 SP:Iteration 30Q (13766.160000 sec): 3 clusters Score: Raw -2048436.837358 + Penalty 3172.849873 = -2045263.987485 nChanged 21 SP:Iteration 31Q (13766.380000 sec): 3 clusters Score: Raw -2048440.259203 + Penalty 3172.849873 = -2045267.409330 nChanged 30 SP:Iteration 32Q (13766.630000 sec): 3 clusters Score: Raw -2048444.588987 + Penalty 3172.849873 = -2045271.739115 nChanged 23 SP:Iteration 33Q (13766.880000 sec): 3 clusters Score: Raw -2048448.670547 + Penalty 3172.849873 = -2045275.820674 nChanged 22 SP:Iteration 34Q (13767.100000 sec): 3 clusters Score: Raw -2048452.158979 + Penalty 3172.849873 = -2045279.309106 nChanged 29 SP:Iteration 35Q (13767.360000 sec): 3 clusters Score: Raw -2048457.194048 + Penalty 3172.849873 = -2045284.344175 nChanged 31 SP:Iteration 36Q (13767.590000 sec): 3 clusters Score: Raw -2048462.678334 + Penalty 3172.849873 = -2045289.828461 nChanged 32 SP:Iteration 37Q (13767.840000 sec): 3 clusters Score: Raw -2048468.840947 + Penalty 3172.849873 = -2045295.991074 nChanged 31 SP:Iteration 38Q (13768.070000 sec): 3 clusters Score: Raw -2048474.368120 + Penalty 3172.849873 = -2045301.518247 nChanged 32 SP:Iteration 39Q (13768.280000 sec): 3 clusters Score: Raw -2048480.045207 + Penalty 3172.849873 = -2045307.195334 nChanged 34 SP:Iteration 40F (13768.540000 sec): 3 clusters Score: Raw -2048485.524622 + Penalty 3172.849873 = -2045312.674750 nChanged 26 SP:Iteration 41Q (13768.780000 sec): 3 clusters Score: Raw -2048489.272016 + Penalty 3172.849873 = -2045316.422143 nChanged 16 SP:Iteration 42Q (13769.020000 sec): 3 clusters Score: Raw -2048491.840163 + Penalty 3172.849873 = -2045318.990290 nChanged 12 SP:Iteration 43Q (13769.290000 sec): 3 clusters Score: Raw -2048493.265005 + Penalty 3172.849873 = -2045320.415132 nChanged 10 SP:Iteration 44Q (13769.540000 sec): 3 clusters Score: Raw -2048494.471718 + Penalty 3172.849873 = -2045321.621845 nChanged 9 SP:Iteration 45Q (13769.750000 sec): 3 clusters Score: Raw -2048495.494351 + Penalty 3172.849873 = -2045322.644479 nChanged 7 SP:Iteration 46Q (13769.990000 sec): 3 clusters Score: Raw -2048496.359607 + Penalty 3172.849873 = -2045323.509735 nChanged 4 SP:Iteration 47Q (13770.270000 sec): 3 clusters Score: Raw -2048497.048872 + Penalty 3172.849873 = -2045324.198999 nChanged 5 SP:Iteration 48Q (13770.460000 sec): 3 clusters Score: Raw -2048497.781940 + Penalty 3172.849873 = -2045324.932068 nChanged 5 SP:Iteration 49Q (13770.700000 sec): 3 clusters Score: Raw -2048498.385399 + Penalty 3172.849873 = -2045325.535526 nChanged 2 SP:Iteration 50Q (13770.900000 sec): 3 clusters Score: Raw -2048498.662406 + Penalty 3172.849873 = -2045325.812533 nChanged 2 SP:Iteration 51Q (13771.170000 sec): 3 clusters Score: Raw -2048498.854972 + Penalty 3172.849873 = -2045326.005099 nChanged 0 SP:Iteration 52F (13771.410000 sec): 3 clusters Score: Raw -2048498.854972 + Penalty 3172.849873 = -2045326.005099 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13771.550000 sec): 2 clusters Score: Raw -32129.281904 + Penalty 921.355650 = -31207.926254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13771.690000 sec): 3 clusters Score: Raw -32168.144917 + Penalty 1842.711300 = -30325.433617 nChanged 64 SP:Iteration 1F (13771.830000 sec): 3 clusters Score: Raw -32295.620910 + Penalty 1842.711300 = -30452.909610 nChanged 9 SP:Iteration 2Q (13772.020000 sec): 3 clusters Score: Raw -32323.862044 + Penalty 1842.711300 = -30481.150744 nChanged 6 SP:Iteration 3Q (13772.250000 sec): 3 clusters Score: Raw -32345.539592 + Penalty 1842.711300 = -30502.828292 nChanged 3 SP:Iteration 4Q (13772.400000 sec): 3 clusters Score: Raw -32354.936865 + Penalty 1842.711300 = -30512.225565 nChanged 1 SP:Iteration 5Q (13772.570000 sec): 3 clusters Score: Raw -32356.568900 + Penalty 1842.711300 = -30513.857600 nChanged 1 SP:Iteration 6Q (13772.750000 sec): 3 clusters Score: Raw -32357.795938 + Penalty 1842.711300 = -30515.084638 nChanged 0 SP:Iteration 7F (13772.960000 sec): 3 clusters Score: Raw -32357.795938 + Penalty 1842.711300 = -30515.084638 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13773.030000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13773.190000 sec): 3 clusters Score: Raw -49655.793013 + Penalty 1972.989762 = -47682.803251 nChanged 92 SP:Iteration 1F (13773.340000 sec): 3 clusters Score: Raw -49820.860261 + Penalty 1972.989762 = -47847.870500 nChanged 26 SP:Iteration 2F (13773.560000 sec): 3 clusters Score: Raw -49883.596569 + Penalty 1972.989762 = -47910.606808 nChanged 15 SP:Iteration 3Q (13773.730000 sec): 3 clusters Score: Raw -49920.713631 + Penalty 1972.989762 = -47947.723870 nChanged 11 SP:Iteration 4Q (13773.920000 sec): 3 clusters Score: Raw -49957.119804 + Penalty 1972.989762 = -47984.130042 nChanged 9 SP:Iteration 5Q (13774.070000 sec): 3 clusters Score: Raw -49981.528618 + Penalty 1972.989762 = -48008.538856 nChanged 8 SP:Iteration 6Q (13774.230000 sec): 3 clusters Score: Raw -50020.548273 + Penalty 1972.989762 = -48047.558511 nChanged 3 SP:Iteration 7Q (13774.440000 sec): 3 clusters Score: Raw -50027.447869 + Penalty 1972.989762 = -48054.458107 nChanged 4 SP:Iteration 8Q (13774.610000 sec): 3 clusters Score: Raw -50035.007167 + Penalty 1972.989762 = -48062.017405 nChanged 3 SP:Iteration 9Q (13774.810000 sec): 3 clusters Score: Raw -50045.533555 + Penalty 1972.989762 = -48072.543793 nChanged 6 SP:Iteration 10Q (13774.990000 sec): 3 clusters Score: Raw -50059.205226 + Penalty 1972.989762 = -48086.215465 nChanged 5 SP:Iteration 11Q (13775.170000 sec): 3 clusters Score: Raw -50077.955060 + Penalty 1972.989762 = -48104.965298 nChanged 5 SP:Iteration 12Q (13775.330000 sec): 3 clusters Score: Raw -50101.805137 + Penalty 1972.989762 = -48128.815375 nChanged 7 SP:Iteration 13Q (13775.520000 sec): 3 clusters Score: Raw -50129.509398 + Penalty 1972.989762 = -48156.519637 nChanged 9 SP:Iteration 14Q (13775.700000 sec): 3 clusters Score: Raw -50157.116715 + Penalty 1972.989762 = -48184.126954 nChanged 7 SP:Iteration 15Q (13775.880000 sec): 3 clusters Score: Raw -50183.222135 + Penalty 1972.989762 = -48210.232373 nChanged 7 SP:Iteration 16Q (13776.050000 sec): 3 clusters Score: Raw -50211.771769 + Penalty 1972.989762 = -48238.782008 nChanged 6 SP:Iteration 17Q (13776.200000 sec): 3 clusters Score: Raw -50228.135447 + Penalty 1972.989762 = -48255.145685 nChanged 3 SP:Iteration 18Q (13776.330000 sec): 3 clusters Score: Raw -50234.774172 + Penalty 1972.989762 = -48261.784411 nChanged 4 SP:Iteration 19Q (13776.520000 sec): 3 clusters Score: Raw -50246.735601 + Penalty 1972.989762 = -48273.745839 nChanged 4 SP:Iteration 20F (13776.680000 sec): 3 clusters Score: Raw -50254.480340 + Penalty 1972.989762 = -48281.490579 nChanged 3 SP:Iteration 21Q (13776.880000 sec): 3 clusters Score: Raw -50278.955545 + Penalty 1972.989762 = -48305.965783 nChanged 6 SP:Iteration 22Q (13777.040000 sec): 3 clusters Score: Raw -50296.495196 + Penalty 1972.989762 = -48323.505435 nChanged 6 SP:Iteration 23Q (13777.220000 sec): 3 clusters Score: Raw -50317.989803 + Penalty 1972.989762 = -48345.000041 nChanged 5 SP:Iteration 24Q (13777.420000 sec): 3 clusters Score: Raw -50337.376314 + Penalty 1972.989762 = -48364.386552 nChanged 4 SP:Iteration 25Q (13777.580000 sec): 3 clusters Score: Raw -50349.450303 + Penalty 1972.989762 = -48376.460541 nChanged 3 SP:Iteration 26Q (13777.740000 sec): 3 clusters Score: Raw -50356.334313 + Penalty 1972.989762 = -48383.344552 nChanged 3 SP:Iteration 27Q (13777.900000 sec): 3 clusters Score: Raw -50362.310941 + Penalty 1972.989762 = -48389.321179 nChanged 1 SP:Iteration 28Q (13778.110000 sec): 3 clusters Score: Raw -50365.133527 + Penalty 1972.989762 = -48392.143765 nChanged 1 SP:Iteration 29Q (13778.250000 sec): 3 clusters Score: Raw -50367.892268 + Penalty 1972.989762 = -48394.902507 nChanged 1 SP:Iteration 30Q (13778.430000 sec): 3 clusters Score: Raw -50370.698637 + Penalty 1972.989762 = -48397.708876 nChanged 3 SP:Iteration 31Q (13778.610000 sec): 3 clusters Score: Raw -50378.680425 + Penalty 1972.989762 = -48405.690664 nChanged 1 SP:Iteration 32Q (13778.800000 sec): 3 clusters Score: Raw -50385.333532 + Penalty 1972.989762 = -48412.343770 nChanged 1 SP:Iteration 33Q (13778.960000 sec): 3 clusters Score: Raw -50387.401788 + Penalty 1972.989762 = -48414.412027 nChanged 0 SP:Iteration 34F (13779.130000 sec): 3 clusters Score: Raw -50387.401788 + Penalty 1972.989762 = -48414.412027 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13779.370000 sec): 2 clusters Score: Raw -3472016.101517 + Penalty 1660.057795 = -3470356.043722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13779.650000 sec): 3 clusters Score: Raw -3455181.059410 + Penalty 3320.115591 = -3451860.943819 nChanged 12618 SP:Iteration 1F (13779.920000 sec): 3 clusters Score: Raw -3462157.677548 + Penalty 3320.115591 = -3458837.561958 nChanged 975 SP:Iteration 2Q (13780.220000 sec): 3 clusters Score: Raw -3462392.630569 + Penalty 3320.115591 = -3459072.514979 nChanged 901 SP:Iteration 3Q (13780.530000 sec): 3 clusters Score: Raw -3462601.789315 + Penalty 3320.115591 = -3459281.673724 nChanged 826 SP:Iteration 4Q (13780.840000 sec): 3 clusters Score: Raw -3462788.623189 + Penalty 3320.115591 = -3459468.507598 nChanged 766 SP:Iteration 5Q (13781.170000 sec): 3 clusters Score: Raw -3462978.563048 + Penalty 3320.115591 = -3459658.447457 nChanged 757 SP:Iteration 6Q (13781.490000 sec): 3 clusters Score: Raw -3463188.965477 + Penalty 3320.115591 = -3459868.849886 nChanged 781 SP:Iteration 7Q (13781.750000 sec): 3 clusters Score: Raw -3463419.323737 + Penalty 3320.115591 = -3460099.208146 nChanged 796 SP:Iteration 8Q (13782.070000 sec): 3 clusters Score: Raw -3463707.740467 + Penalty 3320.115591 = -3460387.624877 nChanged 941 SP:Iteration 9Q (13782.390000 sec): 3 clusters Score: Raw -3464134.111986 + Penalty 3320.115591 = -3460813.996395 nChanged 1173 SP:Iteration 10Q (13782.740000 sec): 3 clusters Score: Raw -3464807.157049 + Penalty 3320.115591 = -3461487.041458 nChanged 1460 SP:Iteration 11F (13783.040000 sec): 3 clusters Score: Raw -3465829.541683 + Penalty 3320.115591 = -3462509.426092 nChanged 1615 SP:Iteration 12F (13783.350000 sec): 3 clusters Score: Raw -3467061.490641 + Penalty 3320.115591 = -3463741.375050 nChanged 1570 SP:Iteration 13F (13783.660000 sec): 3 clusters Score: Raw -3468030.017440 + Penalty 3320.115591 = -3464709.901849 nChanged 1128 SP:Iteration 14Q (13783.980000 sec): 3 clusters Score: Raw -3468478.497088 + Penalty 3320.115591 = -3465158.381497 nChanged 712 SP:Iteration 15Q (13784.260000 sec): 3 clusters Score: Raw -3468704.087389 + Penalty 3320.115591 = -3465383.971798 nChanged 531 SP:Iteration 16Q (13784.610000 sec): 3 clusters Score: Raw -3468882.073336 + Penalty 3320.115591 = -3465561.957746 nChanged 485 SP:Iteration 17Q (13784.860000 sec): 3 clusters Score: Raw -3469055.675459 + Penalty 3320.115591 = -3465735.559868 nChanged 455 SP:Iteration 18Q (13785.200000 sec): 3 clusters Score: Raw -3469216.943636 + Penalty 3320.115591 = -3465896.828046 nChanged 482 SP:Iteration 19Q (13785.510000 sec): 3 clusters Score: Raw -3469371.944073 + Penalty 3320.115591 = -3466051.828483 nChanged 441 SP:Iteration 20F (13785.850000 sec): 3 clusters Score: Raw -3469517.027940 + Penalty 3320.115591 = -3466196.912350 nChanged 415 SP:Iteration 21Q (13786.130000 sec): 3 clusters Score: Raw -3469640.038916 + Penalty 3320.115591 = -3466319.923326 nChanged 374 SP:Iteration 22Q (13786.400000 sec): 3 clusters Score: Raw -3469750.095656 + Penalty 3320.115591 = -3466429.980065 nChanged 332 SP:Iteration 23Q (13786.710000 sec): 3 clusters Score: Raw -3469845.110405 + Penalty 3320.115591 = -3466524.994814 nChanged 318 SP:Iteration 24Q (13787.010000 sec): 3 clusters Score: Raw -3469934.611005 + Penalty 3320.115591 = -3466614.495415 nChanged 324 SP:Iteration 25Q (13787.320000 sec): 3 clusters Score: Raw -3470026.515958 + Penalty 3320.115591 = -3466706.400367 nChanged 313 SP:Iteration 26Q (13787.620000 sec): 3 clusters Score: Raw -3470105.157383 + Penalty 3320.115591 = -3466785.041792 nChanged 250 SP:Iteration 27Q (13787.920000 sec): 3 clusters Score: Raw -3470159.884391 + Penalty 3320.115591 = -3466839.768801 nChanged 220 SP:Iteration 28Q (13788.220000 sec): 3 clusters Score: Raw -3470200.993309 + Penalty 3320.115591 = -3466880.877719 nChanged 216 SP:Iteration 29Q (13788.500000 sec): 3 clusters Score: Raw -3470244.513804 + Penalty 3320.115591 = -3466924.398214 nChanged 205 SP:Iteration 30Q (13788.780000 sec): 3 clusters Score: Raw -3470280.986408 + Penalty 3320.115591 = -3466960.870817 nChanged 189 SP:Iteration 31Q (13789.100000 sec): 3 clusters Score: Raw -3470319.352761 + Penalty 3320.115591 = -3466999.237170 nChanged 211 SP:Iteration 32Q (13789.380000 sec): 3 clusters Score: Raw -3470358.265204 + Penalty 3320.115591 = -3467038.149613 nChanged 177 SP:Iteration 33Q (13789.660000 sec): 3 clusters Score: Raw -3470388.921899 + Penalty 3320.115591 = -3467068.806309 nChanged 167 SP:Iteration 34Q (13790.020000 sec): 3 clusters Score: Raw -3470415.759709 + Penalty 3320.115591 = -3467095.644118 nChanged 138 SP:Iteration 35Q (13790.310000 sec): 3 clusters Score: Raw -3470437.190382 + Penalty 3320.115591 = -3467117.074791 nChanged 131 SP:Iteration 36Q (13790.680000 sec): 3 clusters Score: Raw -3470457.375046 + Penalty 3320.115591 = -3467137.259455 nChanged 127 SP:Iteration 37Q (13791.010000 sec): 3 clusters Score: Raw -3470472.816361 + Penalty 3320.115591 = -3467152.700770 nChanged 102 SP:Iteration 38Q (13791.330000 sec): 3 clusters Score: Raw -3470485.193841 + Penalty 3320.115591 = -3467165.078251 nChanged 100 SP:Iteration 39Q (13791.640000 sec): 3 clusters Score: Raw -3470498.019210 + Penalty 3320.115591 = -3467177.903619 nChanged 109 SP:Iteration 40F (13791.940000 sec): 3 clusters Score: Raw -3470510.495683 + Penalty 3320.115591 = -3467190.380092 nChanged 108 SP:Iteration 41Q (13792.280000 sec): 3 clusters Score: Raw -3470521.982770 + Penalty 3320.115591 = -3467201.867180 nChanged 95 SP:Iteration 42Q (13792.570000 sec): 3 clusters Score: Raw -3470533.809389 + Penalty 3320.115591 = -3467213.693799 nChanged 112 SP:Iteration 43Q (13792.910000 sec): 3 clusters Score: Raw -3470548.754186 + Penalty 3320.115591 = -3467228.638595 nChanged 127 SP:Iteration 44Q (13793.200000 sec): 3 clusters Score: Raw -3470568.144379 + Penalty 3320.115591 = -3467248.028788 nChanged 139 SP:Iteration 45Q (13793.470000 sec): 3 clusters Score: Raw -3470588.833439 + Penalty 3320.115591 = -3467268.717849 nChanged 136 SP:Iteration 46Q (13793.800000 sec): 3 clusters Score: Raw -3470607.181924 + Penalty 3320.115591 = -3467287.066334 nChanged 117 SP:Iteration 47Q (13794.120000 sec): 3 clusters Score: Raw -3470624.708117 + Penalty 3320.115591 = -3467304.592526 nChanged 128 SP:Iteration 48Q (13794.400000 sec): 3 clusters Score: Raw -3470642.487304 + Penalty 3320.115591 = -3467322.371713 nChanged 114 SP:Iteration 49Q (13794.740000 sec): 3 clusters Score: Raw -3470656.610176 + Penalty 3320.115591 = -3467336.494585 nChanged 101 SP:Iteration 50Q (13795.060000 sec): 3 clusters Score: Raw -3470669.678004 + Penalty 3320.115591 = -3467349.562413 nChanged 114 SP:Iteration 51Q (13795.380000 sec): 3 clusters Score: Raw -3470684.250161 + Penalty 3320.115591 = -3467364.134571 nChanged 110 SP:Iteration 52Q (13795.670000 sec): 3 clusters Score: Raw -3470699.363375 + Penalty 3320.115591 = -3467379.247785 nChanged 108 SP:Iteration 53Q (13795.940000 sec): 3 clusters Score: Raw -3470712.957374 + Penalty 3320.115591 = -3467392.841783 nChanged 115 SP:Iteration 54Q (13796.270000 sec): 3 clusters Score: Raw -3470727.850860 + Penalty 3320.115591 = -3467407.735269 nChanged 113 SP:Iteration 55Q (13796.540000 sec): 3 clusters Score: Raw -3470744.736262 + Penalty 3320.115591 = -3467424.620671 nChanged 120 SP:Iteration 56Q (13796.880000 sec): 3 clusters Score: Raw -3470760.501814 + Penalty 3320.115591 = -3467440.386223 nChanged 108 SP:Iteration 57Q (13797.210000 sec): 3 clusters Score: Raw -3470775.623288 + Penalty 3320.115591 = -3467455.507697 nChanged 120 SP:Iteration 58Q (13797.550000 sec): 3 clusters Score: Raw -3470792.755057 + Penalty 3320.115591 = -3467472.639466 nChanged 124 SP:Iteration 59Q (13797.910000 sec): 3 clusters Score: Raw -3470810.108821 + Penalty 3320.115591 = -3467489.993231 nChanged 125 SP:Iteration 60F (13798.150000 sec): 3 clusters Score: Raw -3470826.390776 + Penalty 3320.115591 = -3467506.275185 nChanged 119 SP:Iteration 61Q (13798.490000 sec): 3 clusters Score: Raw -3470841.810957 + Penalty 3320.115591 = -3467521.695366 nChanged 116 SP:Iteration 62Q (13798.840000 sec): 3 clusters Score: Raw -3470856.971356 + Penalty 3320.115591 = -3467536.855765 nChanged 114 SP:Iteration 63Q (13799.140000 sec): 3 clusters Score: Raw -3470872.726630 + Penalty 3320.115591 = -3467552.611039 nChanged 126 SP:Iteration 64Q (13799.460000 sec): 3 clusters Score: Raw -3470893.384652 + Penalty 3320.115591 = -3467573.269062 nChanged 144 SP:Iteration 65Q (13799.820000 sec): 3 clusters Score: Raw -3470918.473340 + Penalty 3320.115591 = -3467598.357749 nChanged 157 SP:Iteration 66Q (13800.140000 sec): 3 clusters Score: Raw -3470946.521357 + Penalty 3320.115591 = -3467626.405767 nChanged 145 SP:Iteration 67Q (13800.480000 sec): 3 clusters Score: Raw -3470973.983936 + Penalty 3320.115591 = -3467653.868345 nChanged 153 SP:Iteration 68Q (13800.790000 sec): 3 clusters Score: Raw -3471002.089460 + Penalty 3320.115591 = -3467681.973870 nChanged 152 SP:Iteration 69Q (13801.090000 sec): 3 clusters Score: Raw -3471030.817968 + Penalty 3320.115591 = -3467710.702377 nChanged 153 SP:Iteration 70Q (13801.360000 sec): 3 clusters Score: Raw -3471060.319645 + Penalty 3320.115591 = -3467740.204055 nChanged 158 SP:Iteration 71Q (13801.690000 sec): 3 clusters Score: Raw -3471091.292891 + Penalty 3320.115591 = -3467771.177300 nChanged 166 SP:Iteration 72Q (13801.990000 sec): 3 clusters Score: Raw -3471126.006129 + Penalty 3320.115591 = -3467805.890538 nChanged 173 SP:Iteration 73Q (13802.290000 sec): 3 clusters Score: Raw -3471163.244199 + Penalty 3320.115591 = -3467843.128609 nChanged 156 SP:Iteration 74Q (13802.600000 sec): 3 clusters Score: Raw -3471197.697861 + Penalty 3320.115591 = -3467877.582270 nChanged 167 SP:Iteration 75Q (13802.890000 sec): 3 clusters Score: Raw -3471235.757499 + Penalty 3320.115591 = -3467915.641908 nChanged 154 SP:Iteration 76Q (13803.250000 sec): 3 clusters Score: Raw -3471270.561513 + Penalty 3320.115591 = -3467950.445923 nChanged 160 SP:Iteration 77Q (13803.570000 sec): 3 clusters Score: Raw -3471303.332774 + Penalty 3320.115591 = -3467983.217183 nChanged 140 SP:Iteration 78Q (13803.890000 sec): 3 clusters Score: Raw -3471330.949305 + Penalty 3320.115591 = -3468010.833714 nChanged 144 SP:Iteration 79Q (13804.170000 sec): 3 clusters Score: Raw -3471362.779597 + Penalty 3320.115591 = -3468042.664006 nChanged 153 SP:Iteration 80F (13804.470000 sec): 3 clusters Score: Raw -3471399.416395 + Penalty 3320.115591 = -3468079.300805 nChanged 142 SP:Iteration 81Q (13804.730000 sec): 3 clusters Score: Raw -3471433.414694 + Penalty 3320.115591 = -3468113.299104 nChanged 149 SP:Iteration 82Q (13805.030000 sec): 3 clusters Score: Raw -3471470.012816 + Penalty 3320.115591 = -3468149.897225 nChanged 129 SP:Iteration 83Q (13805.370000 sec): 3 clusters Score: Raw -3471504.542591 + Penalty 3320.115591 = -3468184.427001 nChanged 129 SP:Iteration 84Q (13805.630000 sec): 3 clusters Score: Raw -3471536.994587 + Penalty 3320.115591 = -3468216.878997 nChanged 127 SP:Iteration 85Q (13805.960000 sec): 3 clusters Score: Raw -3471572.223665 + Penalty 3320.115591 = -3468252.108075 nChanged 131 SP:Iteration 86Q (13806.260000 sec): 3 clusters Score: Raw -3471608.452195 + Penalty 3320.115591 = -3468288.336605 nChanged 117 SP:Iteration 87Q (13806.500000 sec): 3 clusters Score: Raw -3471639.230313 + Penalty 3320.115591 = -3468319.114722 nChanged 112 SP:Iteration 88Q (13806.830000 sec): 3 clusters Score: Raw -3471666.019977 + Penalty 3320.115591 = -3468345.904387 nChanged 119 SP:Iteration 89Q (13807.100000 sec): 3 clusters Score: Raw -3471699.504223 + Penalty 3320.115591 = -3468379.388632 nChanged 118 SP:Iteration 90Q (13807.410000 sec): 3 clusters Score: Raw -3471735.044586 + Penalty 3320.115591 = -3468414.928996 nChanged 110 SP:Iteration 91Q (13807.710000 sec): 3 clusters Score: Raw -3471769.928529 + Penalty 3320.115591 = -3468449.812939 nChanged 106 SP:Iteration 92Q (13808.050000 sec): 3 clusters Score: Raw -3471802.524831 + Penalty 3320.115591 = -3468482.409240 nChanged 100 SP:Iteration 93Q (13808.310000 sec): 3 clusters Score: Raw -3471830.370472 + Penalty 3320.115591 = -3468510.254882 nChanged 97 SP:Iteration 94Q (13808.610000 sec): 3 clusters Score: Raw -3471855.591656 + Penalty 3320.115591 = -3468535.476066 nChanged 78 SP:Iteration 95Q (13808.880000 sec): 3 clusters Score: Raw -3471875.090307 + Penalty 3320.115591 = -3468554.974717 nChanged 64 SP:Iteration 96Q (13809.160000 sec): 3 clusters Score: Raw -3471888.941714 + Penalty 3320.115591 = -3468568.826123 nChanged 62 SP:Iteration 97Q (13809.440000 sec): 3 clusters Score: Raw -3471904.906304 + Penalty 3320.115591 = -3468584.790713 nChanged 67 SP:Iteration 98Q (13809.720000 sec): 3 clusters Score: Raw -3471921.538730 + Penalty 3320.115591 = -3468601.423140 nChanged 66 SP:Iteration 99Q (13810.040000 sec): 3 clusters Score: Raw -3471934.882209 + Penalty 3320.115591 = -3468614.766618 nChanged 56 SP:Iteration 100F (13810.350000 sec): 3 clusters Score: Raw -3471947.655696 + Penalty 3320.115591 = -3468627.540105 nChanged 49 SP:Iteration 101Q (13810.660000 sec): 3 clusters Score: Raw -3471958.800582 + Penalty 3320.115591 = -3468638.684991 nChanged 41 SP:Iteration 102Q (13810.930000 sec): 3 clusters Score: Raw -3471967.410772 + Penalty 3320.115591 = -3468647.295182 nChanged 44 SP:Iteration 103Q (13811.160000 sec): 3 clusters Score: Raw -3471979.392809 + Penalty 3320.115591 = -3468659.277218 nChanged 45 SP:Iteration 104Q (13811.440000 sec): 3 clusters Score: Raw -3471989.682177 + Penalty 3320.115591 = -3468669.566586 nChanged 43 SP:Iteration 105Q (13811.740000 sec): 3 clusters Score: Raw -3472000.968601 + Penalty 3320.115591 = -3468680.853011 nChanged 36 SP:Iteration 106Q (13812.050000 sec): 3 clusters Score: Raw -3472010.206211 + Penalty 3320.115591 = -3468690.090621 nChanged 38 SP:Iteration 107Q (13812.320000 sec): 3 clusters Score: Raw -3472020.296576 + Penalty 3320.115591 = -3468700.180985 nChanged 35 SP:Iteration 108Q (13812.620000 sec): 3 clusters Score: Raw -3472031.162189 + Penalty 3320.115591 = -3468711.046599 nChanged 42 SP:Iteration 109Q (13812.900000 sec): 3 clusters Score: Raw -3472040.996367 + Penalty 3320.115591 = -3468720.880776 nChanged 30 SP:Iteration 110Q (13813.160000 sec): 3 clusters Score: Raw -3472050.570913 + Penalty 3320.115591 = -3468730.455322 nChanged 33 SP:Iteration 111Q (13813.470000 sec): 3 clusters Score: Raw -3472060.730143 + Penalty 3320.115591 = -3468740.614552 nChanged 36 SP:Iteration 112Q (13813.790000 sec): 3 clusters Score: Raw -3472069.840405 + Penalty 3320.115591 = -3468749.724814 nChanged 34 SP:Iteration 113Q (13814.070000 sec): 3 clusters Score: Raw -3472079.292394 + Penalty 3320.115591 = -3468759.176803 nChanged 27 SP:Iteration 114Q (13814.340000 sec): 3 clusters Score: Raw -3472088.272538 + Penalty 3320.115591 = -3468768.156948 nChanged 37 SP:Iteration 115Q (13814.630000 sec): 3 clusters Score: Raw -3472097.663486 + Penalty 3320.115591 = -3468777.547896 nChanged 27 SP:Iteration 116Q (13814.940000 sec): 3 clusters Score: Raw -3472103.154151 + Penalty 3320.115591 = -3468783.038560 nChanged 19 SP:Iteration 117Q (13815.260000 sec): 3 clusters Score: Raw -3472107.163749 + Penalty 3320.115591 = -3468787.048159 nChanged 18 SP:Iteration 118Q (13815.530000 sec): 3 clusters Score: Raw -3472111.658325 + Penalty 3320.115591 = -3468791.542735 nChanged 16 SP:Iteration 119Q (13815.840000 sec): 3 clusters Score: Raw -3472115.949895 + Penalty 3320.115591 = -3468795.834304 nChanged 20 SP:Iteration 120F (13816.160000 sec): 3 clusters Score: Raw -3472120.861946 + Penalty 3320.115591 = -3468800.746355 nChanged 18 SP:Iteration 121Q (13816.430000 sec): 3 clusters Score: Raw -3472124.415084 + Penalty 3320.115591 = -3468804.299493 nChanged 14 SP:Iteration 122Q (13816.690000 sec): 3 clusters Score: Raw -3472127.663345 + Penalty 3320.115591 = -3468807.547754 nChanged 9 SP:Iteration 123Q (13816.990000 sec): 3 clusters Score: Raw -3472129.558947 + Penalty 3320.115591 = -3468809.443356 nChanged 11 SP:Iteration 124Q (13817.260000 sec): 3 clusters Score: Raw -3472132.630841 + Penalty 3320.115591 = -3468812.515250 nChanged 8 SP:Iteration 125Q (13817.560000 sec): 3 clusters Score: Raw -3472134.242410 + Penalty 3320.115591 = -3468814.126819 nChanged 6 SP:Iteration 126Q (13817.840000 sec): 3 clusters Score: Raw -3472135.383009 + Penalty 3320.115591 = -3468815.267418 nChanged 3 SP:Iteration 127Q (13818.120000 sec): 3 clusters Score: Raw -3472136.123386 + Penalty 3320.115591 = -3468816.007795 nChanged 7 SP:Iteration 128Q (13818.440000 sec): 3 clusters Score: Raw -3472138.047309 + Penalty 3320.115591 = -3468817.931718 nChanged 11 SP:Iteration 129Q (13818.740000 sec): 3 clusters Score: Raw -3472140.355716 + Penalty 3320.115591 = -3468820.240125 nChanged 10 SP:Iteration 130Q (13819.050000 sec): 3 clusters Score: Raw -3472142.569756 + Penalty 3320.115591 = -3468822.454165 nChanged 12 SP:Iteration 131Q (13819.360000 sec): 3 clusters Score: Raw -3472146.173919 + Penalty 3320.115591 = -3468826.058328 nChanged 14 SP:Iteration 132Q (13819.650000 sec): 3 clusters Score: Raw -3472150.062036 + Penalty 3320.115591 = -3468829.946445 nChanged 12 SP:Iteration 133Q (13819.900000 sec): 3 clusters Score: Raw -3472154.642120 + Penalty 3320.115591 = -3468834.526529 nChanged 18 SP:Iteration 134Q (13820.200000 sec): 3 clusters Score: Raw -3472160.494678 + Penalty 3320.115591 = -3468840.379087 nChanged 18 SP:Iteration 135Q (13820.550000 sec): 3 clusters Score: Raw -3472165.257841 + Penalty 3320.115591 = -3468845.142250 nChanged 11 SP:Iteration 136Q (13820.840000 sec): 3 clusters Score: Raw -3472168.029495 + Penalty 3320.115591 = -3468847.913905 nChanged 7 SP:Iteration 137Q (13821.060000 sec): 3 clusters Score: Raw -3472169.680698 + Penalty 3320.115591 = -3468849.565107 nChanged 7 SP:Iteration 138Q (13821.420000 sec): 3 clusters Score: Raw -3472171.218644 + Penalty 3320.115591 = -3468851.103053 nChanged 7 SP:Iteration 139Q (13821.680000 sec): 3 clusters Score: Raw -3472172.912556 + Penalty 3320.115591 = -3468852.796965 nChanged 7 SP:Iteration 140F (13822.020000 sec): 3 clusters Score: Raw -3472174.774945 + Penalty 3320.115591 = -3468854.659354 nChanged 7 SP:Iteration 141Q (13822.300000 sec): 3 clusters Score: Raw -3472176.168448 + Penalty 3320.115591 = -3468856.052858 nChanged 5 SP:Iteration 142Q (13822.590000 sec): 3 clusters Score: Raw -3472177.161503 + Penalty 3320.115591 = -3468857.045912 nChanged 7 SP:Iteration 143Q (13822.860000 sec): 3 clusters Score: Raw -3472179.328809 + Penalty 3320.115591 = -3468859.213218 nChanged 5 SP:Iteration 144Q (13823.140000 sec): 3 clusters Score: Raw -3472180.828706 + Penalty 3320.115591 = -3468860.713115 nChanged 6 SP:Iteration 145Q (13823.430000 sec): 3 clusters Score: Raw -3472183.525135 + Penalty 3320.115591 = -3468863.409544 nChanged 6 SP:Iteration 146Q (13823.680000 sec): 3 clusters Score: Raw -3472184.481845 + Penalty 3320.115591 = -3468864.366254 nChanged 7 SP:Iteration 147Q (13824.010000 sec): 3 clusters Score: Raw -3472186.077100 + Penalty 3320.115591 = -3468865.961510 nChanged 7 SP:Iteration 148Q (13824.300000 sec): 3 clusters Score: Raw -3472188.126398 + Penalty 3320.115591 = -3468868.010808 nChanged 6 SP:Iteration 149Q (13824.580000 sec): 3 clusters Score: Raw -3472189.339841 + Penalty 3320.115591 = -3468869.224251 nChanged 7 SP:Iteration 150Q (13824.920000 sec): 3 clusters Score: Raw -3472191.537244 + Penalty 3320.115591 = -3468871.421653 nChanged 8 SP:Iteration 151Q (13825.190000 sec): 3 clusters Score: Raw -3472194.175030 + Penalty 3320.115591 = -3468874.059439 nChanged 7 SP:Iteration 152Q (13825.410000 sec): 3 clusters Score: Raw -3472195.816965 + Penalty 3320.115591 = -3468875.701374 nChanged 8 SP:Iteration 153Q (13825.740000 sec): 3 clusters Score: Raw -3472197.658797 + Penalty 3320.115591 = -3468877.543206 nChanged 9 SP:Iteration 154Q (13825.990000 sec): 3 clusters Score: Raw -3472200.057502 + Penalty 3320.115591 = -3468879.941911 nChanged 9 SP:Iteration 155Q (13826.290000 sec): 3 clusters Score: Raw -3472202.370305 + Penalty 3320.115591 = -3468882.254714 nChanged 8 SP:Iteration 156Q (13826.620000 sec): 3 clusters Score: Raw -3472204.757757 + Penalty 3320.115591 = -3468884.642166 nChanged 6 SP:Iteration 157Q (13826.900000 sec): 3 clusters Score: Raw -3472207.210466 + Penalty 3320.115591 = -3468887.094875 nChanged 9 SP:Iteration 158Q (13827.210000 sec): 3 clusters Score: Raw -3472209.667958 + Penalty 3320.115591 = -3468889.552367 nChanged 4 SP:Iteration 159Q (13827.460000 sec): 3 clusters Score: Raw -3472211.109688 + Penalty 3320.115591 = -3468890.994098 nChanged 1 SP:Iteration 160F (13827.750000 sec): 3 clusters Score: Raw -3472211.335385 + Penalty 3320.115591 = -3468891.219794 nChanged 1 SP:Iteration 161Q (13828.040000 sec): 3 clusters Score: Raw -3472211.578002 + Penalty 3320.115591 = -3468891.462411 nChanged 1 SP:Iteration 162Q (13828.350000 sec): 3 clusters Score: Raw -3472211.855368 + Penalty 3320.115591 = -3468891.739777 nChanged 3 SP:Iteration 163Q (13828.610000 sec): 3 clusters Score: Raw -3472213.071491 + Penalty 3320.115591 = -3468892.955900 nChanged 5 SP:Iteration 164Q (13828.900000 sec): 3 clusters Score: Raw -3472214.618858 + Penalty 3320.115591 = -3468894.503267 nChanged 6 SP:Iteration 165Q (13829.200000 sec): 3 clusters Score: Raw -3472216.000500 + Penalty 3320.115591 = -3468895.884909 nChanged 4 SP:Iteration 166Q (13829.460000 sec): 3 clusters Score: Raw -3472217.088841 + Penalty 3320.115591 = -3468896.973251 nChanged 1 SP:Iteration 167Q (13829.770000 sec): 3 clusters Score: Raw -3472217.606375 + Penalty 3320.115591 = -3468897.490785 nChanged 2 SP:Iteration 168Q (13830.120000 sec): 3 clusters Score: Raw -3472218.196636 + Penalty 3320.115591 = -3468898.081046 nChanged 0 SP:Iteration 169F (13830.460000 sec): 3 clusters Score: Raw -3472218.196636 + Penalty 3320.115591 = -3468898.081046 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13830.600000 sec): 2 clusters Score: Raw -2755644.511871 + Penalty 1623.796968 = -2754020.714903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13830.930000 sec): 3 clusters Score: Raw -2742460.715075 + Penalty 3247.593936 = -2739213.121139 nChanged 9868 SP:Iteration 1F (13831.210000 sec): 3 clusters Score: Raw -2747690.118405 + Penalty 3247.593936 = -2744442.524469 nChanged 929 SP:Iteration 2Q (13831.490000 sec): 3 clusters Score: Raw -2748030.212631 + Penalty 3247.593936 = -2744782.618695 nChanged 928 SP:Iteration 3Q (13831.720000 sec): 3 clusters Score: Raw -2748396.094987 + Penalty 3247.593936 = -2745148.501050 nChanged 1001 SP:Iteration 4Q (13832.020000 sec): 3 clusters Score: Raw -2748890.050373 + Penalty 3247.593936 = -2745642.456437 nChanged 1179 SP:Iteration 5F (13832.320000 sec): 3 clusters Score: Raw -2749608.094792 + Penalty 3247.593936 = -2746360.500855 nChanged 1442 SP:Iteration 6F (13832.580000 sec): 3 clusters Score: Raw -2750588.358480 + Penalty 3247.593936 = -2747340.764544 nChanged 1486 SP:Iteration 7F (13832.850000 sec): 3 clusters Score: Raw -2751661.161246 + Penalty 3247.593936 = -2748413.567309 nChanged 1413 SP:Iteration 8F (13833.180000 sec): 3 clusters Score: Raw -2752684.561996 + Penalty 3247.593936 = -2749436.968060 nChanged 1114 SP:Iteration 9F (13833.460000 sec): 3 clusters Score: Raw -2753401.118747 + Penalty 3247.593936 = -2750153.524811 nChanged 787 SP:Iteration 10Q (13833.760000 sec): 3 clusters Score: Raw -2753791.592783 + Penalty 3247.593936 = -2750543.998846 nChanged 506 SP:Iteration 11Q (13834.030000 sec): 3 clusters Score: Raw -2753982.768387 + Penalty 3247.593936 = -2750735.174451 nChanged 376 SP:Iteration 12Q (13834.320000 sec): 3 clusters Score: Raw -2754133.981597 + Penalty 3247.593936 = -2750886.387661 nChanged 369 SP:Iteration 13Q (13834.610000 sec): 3 clusters Score: Raw -2754268.369466 + Penalty 3247.593936 = -2751020.775529 nChanged 333 SP:Iteration 14Q (13834.840000 sec): 3 clusters Score: Raw -2754379.809594 + Penalty 3247.593936 = -2751132.215658 nChanged 316 SP:Iteration 15Q (13835.120000 sec): 3 clusters Score: Raw -2754481.592850 + Penalty 3247.593936 = -2751233.998913 nChanged 305 SP:Iteration 16Q (13835.440000 sec): 3 clusters Score: Raw -2754578.222731 + Penalty 3247.593936 = -2751330.628794 nChanged 308 SP:Iteration 17Q (13835.700000 sec): 3 clusters Score: Raw -2754690.935688 + Penalty 3247.593936 = -2751443.341751 nChanged 285 SP:Iteration 18Q (13835.980000 sec): 3 clusters Score: Raw -2754785.727327 + Penalty 3247.593936 = -2751538.133390 nChanged 249 SP:Iteration 19Q (13836.250000 sec): 3 clusters Score: Raw -2754872.867555 + Penalty 3247.593936 = -2751625.273618 nChanged 253 SP:Iteration 20F (13836.570000 sec): 3 clusters Score: Raw -2754962.163983 + Penalty 3247.593936 = -2751714.570046 nChanged 239 SP:Iteration 21Q (13836.840000 sec): 3 clusters Score: Raw -2755045.268232 + Penalty 3247.593936 = -2751797.674295 nChanged 204 SP:Iteration 22Q (13837.120000 sec): 3 clusters Score: Raw -2755113.231781 + Penalty 3247.593936 = -2751865.637845 nChanged 204 SP:Iteration 23Q (13837.420000 sec): 3 clusters Score: Raw -2755177.582146 + Penalty 3247.593936 = -2751929.988210 nChanged 210 SP:Iteration 24Q (13837.660000 sec): 3 clusters Score: Raw -2755245.219515 + Penalty 3247.593936 = -2751997.625579 nChanged 204 SP:Iteration 25Q (13837.960000 sec): 3 clusters Score: Raw -2755330.726025 + Penalty 3247.593936 = -2752083.132089 nChanged 210 SP:Iteration 26Q (13838.190000 sec): 3 clusters Score: Raw -2755420.387702 + Penalty 3247.593936 = -2752172.793765 nChanged 181 SP:Iteration 27Q (13838.460000 sec): 3 clusters Score: Raw -2755490.020066 + Penalty 3247.593936 = -2752242.426130 nChanged 150 SP:Iteration 28Q (13838.740000 sec): 3 clusters Score: Raw -2755543.892103 + Penalty 3247.593936 = -2752296.298166 nChanged 144 SP:Iteration 29Q (13839.010000 sec): 3 clusters Score: Raw -2755595.828737 + Penalty 3247.593936 = -2752348.234801 nChanged 130 SP:Iteration 30Q (13839.300000 sec): 3 clusters Score: Raw -2755639.572318 + Penalty 3247.593936 = -2752391.978382 nChanged 108 SP:Iteration 31Q (13839.550000 sec): 3 clusters Score: Raw -2755674.264721 + Penalty 3247.593936 = -2752426.670785 nChanged 91 SP:Iteration 32Q (13839.750000 sec): 3 clusters Score: Raw -2755700.939065 + Penalty 3247.593936 = -2752453.345128 nChanged 91 SP:Iteration 33Q (13839.980000 sec): 3 clusters Score: Raw -2755726.206088 + Penalty 3247.593936 = -2752478.612152 nChanged 71 SP:Iteration 34Q (13840.250000 sec): 3 clusters Score: Raw -2755746.197044 + Penalty 3247.593936 = -2752498.603107 nChanged 64 SP:Iteration 35Q (13840.560000 sec): 3 clusters Score: Raw -2755761.639097 + Penalty 3247.593936 = -2752514.045161 nChanged 53 SP:Iteration 36Q (13840.780000 sec): 3 clusters Score: Raw -2755776.413033 + Penalty 3247.593936 = -2752528.819097 nChanged 47 SP:Iteration 37Q (13841.080000 sec): 3 clusters Score: Raw -2755789.172892 + Penalty 3247.593936 = -2752541.578956 nChanged 36 SP:Iteration 38Q (13841.340000 sec): 3 clusters Score: Raw -2755797.007314 + Penalty 3247.593936 = -2752549.413378 nChanged 34 SP:Iteration 39Q (13841.590000 sec): 3 clusters Score: Raw -2755805.158762 + Penalty 3247.593936 = -2752557.564825 nChanged 37 SP:Iteration 40F (13841.770000 sec): 3 clusters Score: Raw -2755813.972618 + Penalty 3247.593936 = -2752566.378682 nChanged 42 SP:Iteration 41Q (13841.990000 sec): 3 clusters Score: Raw -2755823.594046 + Penalty 3247.593936 = -2752576.000109 nChanged 41 SP:Iteration 42Q (13842.290000 sec): 3 clusters Score: Raw -2755834.123055 + Penalty 3247.593936 = -2752586.529119 nChanged 42 SP:Iteration 43Q (13842.530000 sec): 3 clusters Score: Raw -2755846.649129 + Penalty 3247.593936 = -2752599.055192 nChanged 40 SP:Iteration 44Q (13842.750000 sec): 3 clusters Score: Raw -2755856.917152 + Penalty 3247.593936 = -2752609.323215 nChanged 33 SP:Iteration 45Q (13842.990000 sec): 3 clusters Score: Raw -2755865.879343 + Penalty 3247.593936 = -2752618.285406 nChanged 41 SP:Iteration 46Q (13843.260000 sec): 3 clusters Score: Raw -2755880.090980 + Penalty 3247.593936 = -2752632.497044 nChanged 37 SP:Iteration 47Q (13843.520000 sec): 3 clusters Score: Raw -2755888.962284 + Penalty 3247.593936 = -2752641.368348 nChanged 28 SP:Iteration 48Q (13843.760000 sec): 3 clusters Score: Raw -2755894.910153 + Penalty 3247.593936 = -2752647.316216 nChanged 21 SP:Iteration 49Q (13844.040000 sec): 3 clusters Score: Raw -2755899.805585 + Penalty 3247.593936 = -2752652.211648 nChanged 17 SP:Iteration 50Q (13844.260000 sec): 3 clusters Score: Raw -2755903.551758 + Penalty 3247.593936 = -2752655.957822 nChanged 16 SP:Iteration 51Q (13844.540000 sec): 3 clusters Score: Raw -2755907.094426 + Penalty 3247.593936 = -2752659.500490 nChanged 19 SP:Iteration 52Q (13844.750000 sec): 3 clusters Score: Raw -2755911.659179 + Penalty 3247.593936 = -2752664.065243 nChanged 15 SP:Iteration 53Q (13845.060000 sec): 3 clusters Score: Raw -2755915.604820 + Penalty 3247.593936 = -2752668.010884 nChanged 16 SP:Iteration 54Q (13845.330000 sec): 3 clusters Score: Raw -2755919.298980 + Penalty 3247.593936 = -2752671.705043 nChanged 14 SP:Iteration 55Q (13845.590000 sec): 3 clusters Score: Raw -2755922.220082 + Penalty 3247.593936 = -2752674.626146 nChanged 19 SP:Iteration 56Q (13845.790000 sec): 3 clusters Score: Raw -2755927.195961 + Penalty 3247.593936 = -2752679.602025 nChanged 13 SP:Iteration 57Q (13846.070000 sec): 3 clusters Score: Raw -2755929.892152 + Penalty 3247.593936 = -2752682.298216 nChanged 12 SP:Iteration 58Q (13846.290000 sec): 3 clusters Score: Raw -2755933.076996 + Penalty 3247.593936 = -2752685.483059 nChanged 12 SP:Iteration 59Q (13846.550000 sec): 3 clusters Score: Raw -2755936.328008 + Penalty 3247.593936 = -2752688.734072 nChanged 8 SP:Iteration 60F (13846.800000 sec): 3 clusters Score: Raw -2755939.251628 + Penalty 3247.593936 = -2752691.657692 nChanged 11 SP:Iteration 61Q (13847.040000 sec): 3 clusters Score: Raw -2755943.230561 + Penalty 3247.593936 = -2752695.636624 nChanged 15 SP:Iteration 62Q (13847.300000 sec): 3 clusters Score: Raw -2755947.080771 + Penalty 3247.593936 = -2752699.486835 nChanged 10 SP:Iteration 63Q (13847.540000 sec): 3 clusters Score: Raw -2755949.441236 + Penalty 3247.593936 = -2752701.847300 nChanged 11 SP:Iteration 64Q (13847.760000 sec): 3 clusters Score: Raw -2755952.328165 + Penalty 3247.593936 = -2752704.734229 nChanged 8 SP:Iteration 65Q (13848.030000 sec): 3 clusters Score: Raw -2755954.505681 + Penalty 3247.593936 = -2752706.911745 nChanged 13 SP:Iteration 66Q (13848.280000 sec): 3 clusters Score: Raw -2755958.417550 + Penalty 3247.593936 = -2752710.823614 nChanged 11 SP:Iteration 67Q (13848.480000 sec): 3 clusters Score: Raw -2755960.132776 + Penalty 3247.593936 = -2752712.538840 nChanged 6 SP:Iteration 68Q (13848.760000 sec): 3 clusters Score: Raw -2755961.166278 + Penalty 3247.593936 = -2752713.572342 nChanged 7 SP:Iteration 69Q (13849.030000 sec): 3 clusters Score: Raw -2755962.741503 + Penalty 3247.593936 = -2752715.147567 nChanged 8 SP:Iteration 70Q (13849.300000 sec): 3 clusters Score: Raw -2755964.756379 + Penalty 3247.593936 = -2752717.162443 nChanged 6 SP:Iteration 71Q (13849.550000 sec): 3 clusters Score: Raw -2755966.072343 + Penalty 3247.593936 = -2752718.478407 nChanged 7 SP:Iteration 72Q (13849.830000 sec): 3 clusters Score: Raw -2755967.808736 + Penalty 3247.593936 = -2752720.214799 nChanged 6 SP:Iteration 73Q (13850.090000 sec): 3 clusters Score: Raw -2755969.141821 + Penalty 3247.593936 = -2752721.547885 nChanged 7 SP:Iteration 74Q (13850.330000 sec): 3 clusters Score: Raw -2755970.986353 + Penalty 3247.593936 = -2752723.392417 nChanged 5 SP:Iteration 75Q (13850.600000 sec): 3 clusters Score: Raw -2755971.715818 + Penalty 3247.593936 = -2752724.121882 nChanged 6 SP:Iteration 76Q (13850.880000 sec): 3 clusters Score: Raw -2755972.968111 + Penalty 3247.593936 = -2752725.374174 nChanged 4 SP:Iteration 77Q (13851.130000 sec): 3 clusters Score: Raw -2755973.666546 + Penalty 3247.593936 = -2752726.072610 nChanged 2 SP:Iteration 78Q (13851.390000 sec): 3 clusters Score: Raw -2755973.878288 + Penalty 3247.593936 = -2752726.284352 nChanged 1 SP:Iteration 79Q (13851.640000 sec): 3 clusters Score: Raw -2755973.966191 + Penalty 3247.593936 = -2752726.372255 nChanged 2 SP:Iteration 80F (13851.960000 sec): 3 clusters Score: Raw -2755974.245836 + Penalty 3247.593936 = -2752726.651899 nChanged 2 SP:Iteration 81Q (13852.170000 sec): 3 clusters Score: Raw -2755974.698783 + Penalty 3247.593936 = -2752727.104847 nChanged 3 SP:Iteration 82Q (13852.390000 sec): 3 clusters Score: Raw -2755975.415421 + Penalty 3247.593936 = -2752727.821485 nChanged 1 SP:Iteration 83Q (13852.660000 sec): 3 clusters Score: Raw -2755975.809029 + Penalty 3247.593936 = -2752728.215093 nChanged 1 SP:Iteration 84Q (13852.920000 sec): 3 clusters Score: Raw -2755975.886692 + Penalty 3247.593936 = -2752728.292756 nChanged 1 SP:Iteration 85Q (13853.160000 sec): 3 clusters Score: Raw -2755976.062888 + Penalty 3247.593936 = -2752728.468951 nChanged 2 SP:Iteration 86Q (13853.440000 sec): 3 clusters Score: Raw -2755976.452915 + Penalty 3247.593936 = -2752728.858978 nChanged 4 SP:Iteration 87Q (13853.700000 sec): 3 clusters Score: Raw -2755977.087608 + Penalty 3247.593936 = -2752729.493671 nChanged 1 SP:Iteration 88Q (13853.910000 sec): 3 clusters Score: Raw -2755977.262001 + Penalty 3247.593936 = -2752729.668065 nChanged 0 SP:Iteration 89F (13854.200000 sec): 3 clusters Score: Raw -2755977.262001 + Penalty 3247.593936 = -2752729.668065 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13854.280000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13854.450000 sec): 3 clusters Score: Raw -19306.695903 + Penalty 1684.079654 = -17622.616249 nChanged 27 SP:Iteration 1F (13854.660000 sec): 3 clusters Score: Raw -19422.376209 + Penalty 1684.079654 = -17738.296555 nChanged 12 SP:Iteration 2F (13854.820000 sec): 3 clusters Score: Raw -19500.552618 + Penalty 1684.079654 = -17816.472964 nChanged 6 SP:Iteration 3Q (13854.980000 sec): 3 clusters Score: Raw -19529.466769 + Penalty 1684.079654 = -17845.387115 nChanged 2 SP:Iteration 4Q (13855.160000 sec): 3 clusters Score: Raw -19538.806769 + Penalty 1684.079654 = -17854.727115 nChanged 2 SP:Iteration 5Q (13855.320000 sec): 3 clusters Score: Raw -19557.039629 + Penalty 1684.079654 = -17872.959975 nChanged 3 SP:Iteration 6Q (13855.450000 sec): 3 clusters Score: Raw -19567.693338 + Penalty 1684.079654 = -17883.613684 nChanged 1 SP:Iteration 7Q (13855.620000 sec): 3 clusters Score: Raw -19573.757466 + Penalty 1684.079654 = -17889.677812 nChanged 0 SP:Iteration 8F (13855.790000 sec): 3 clusters Score: Raw -19573.757466 + Penalty 1684.079654 = -17889.677812 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13855.910000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13856.080000 sec): 3 clusters Score: Raw -83270.209017 + Penalty 2147.600203 = -81122.608813 nChanged 205 SP:Iteration 1F (13856.220000 sec): 3 clusters Score: Raw -83512.339998 + Penalty 2147.600203 = -81364.739795 nChanged 66 SP:Iteration 2F (13856.400000 sec): 3 clusters Score: Raw -83624.519506 + Penalty 2147.600203 = -81476.919303 nChanged 46 SP:Iteration 3F (13856.600000 sec): 3 clusters Score: Raw -83709.275127 + Penalty 2147.600203 = -81561.674924 nChanged 38 SP:Iteration 4F (13856.770000 sec): 3 clusters Score: Raw -83777.339572 + Penalty 2147.600203 = -81629.739369 nChanged 30 SP:Iteration 5Q (13856.960000 sec): 3 clusters Score: Raw -83828.205419 + Penalty 2147.600203 = -81680.605216 nChanged 23 SP:Iteration 6Q (13857.170000 sec): 3 clusters Score: Raw -83872.465015 + Penalty 2147.600203 = -81724.864811 nChanged 13 SP:Iteration 7Q (13857.360000 sec): 3 clusters Score: Raw -83898.622808 + Penalty 2147.600203 = -81751.022605 nChanged 14 SP:Iteration 8Q (13857.550000 sec): 3 clusters Score: Raw -83920.205766 + Penalty 2147.600203 = -81772.605563 nChanged 9 SP:Iteration 9Q (13857.730000 sec): 3 clusters Score: Raw -83966.142235 + Penalty 2147.600203 = -81818.542032 nChanged 10 SP:Iteration 10Q (13857.890000 sec): 3 clusters Score: Raw -83981.306595 + Penalty 2147.600203 = -81833.706391 nChanged 9 SP:Iteration 11Q (13858.080000 sec): 3 clusters Score: Raw -84002.584389 + Penalty 2147.600203 = -81854.984186 nChanged 11 SP:Iteration 12Q (13858.250000 sec): 3 clusters Score: Raw -84021.515940 + Penalty 2147.600203 = -81873.915737 nChanged 9 SP:Iteration 13Q (13858.410000 sec): 3 clusters Score: Raw -84034.101160 + Penalty 2147.600203 = -81886.500957 nChanged 6 SP:Iteration 14Q (13858.590000 sec): 3 clusters Score: Raw -84045.357452 + Penalty 2147.600203 = -81897.757249 nChanged 5 SP:Iteration 15Q (13858.760000 sec): 3 clusters Score: Raw -84064.530797 + Penalty 2147.600203 = -81916.930594 nChanged 3 SP:Iteration 16Q (13858.910000 sec): 3 clusters Score: Raw -84067.055930 + Penalty 2147.600203 = -81919.455727 nChanged 0 SP:Iteration 17F (13859.040000 sec): 3 clusters Score: Raw -84067.055930 + Penalty 2147.600203 = -81919.455727 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13859.120000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13859.300000 sec): 3 clusters Score: Raw -24638.080466 + Penalty 1748.466640 = -22889.613826 nChanged 25 SP:Iteration 1F (13859.480000 sec): 3 clusters Score: Raw -24704.204747 + Penalty 1748.466640 = -22955.738107 nChanged 8 SP:Iteration 2Q (13859.690000 sec): 3 clusters Score: Raw -24740.568805 + Penalty 1748.466640 = -22992.102165 nChanged 2 SP:Iteration 3Q (13859.840000 sec): 3 clusters Score: Raw -24743.988051 + Penalty 1748.466640 = -22995.521411 nChanged 0 SP:Iteration 4F (13860.050000 sec): 3 clusters Score: Raw -24743.988051 + Penalty 1748.466640 = -22995.521411 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13860.100000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13860.280000 sec): 3 clusters Score: Raw -30796.601940 + Penalty 1839.331720 = -28957.270220 nChanged 55 SP:Iteration 1F (13860.470000 sec): 3 clusters Score: Raw -31065.187038 + Penalty 1839.331720 = -29225.855317 nChanged 17 SP:Iteration 2F (13860.620000 sec): 3 clusters Score: Raw -31168.867966 + Penalty 1839.331720 = -29329.536246 nChanged 7 SP:Iteration 3Q (13860.830000 sec): 3 clusters Score: Raw -31185.880478 + Penalty 1839.331720 = -29346.548758 nChanged 3 SP:Iteration 4Q (13860.980000 sec): 3 clusters Score: Raw -31193.646686 + Penalty 1839.331720 = -29354.314966 nChanged 2 SP:Iteration 5Q (13861.200000 sec): 3 clusters Score: Raw -31196.505395 + Penalty 1839.331720 = -29357.173675 nChanged 0 SP:Iteration 6F (13861.360000 sec): 3 clusters Score: Raw -31196.505395 + Penalty 1839.331720 = -29357.173675 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13861.450000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13861.640000 sec): 3 clusters Score: Raw -48857.329138 + Penalty 1970.730193 = -46886.598945 nChanged 93 SP:Iteration 1F (13861.820000 sec): 3 clusters Score: Raw -49017.216336 + Penalty 1970.730193 = -47046.486143 nChanged 31 SP:Iteration 2F (13861.960000 sec): 3 clusters Score: Raw -49092.630340 + Penalty 1970.730193 = -47121.900147 nChanged 14 SP:Iteration 3Q (13862.160000 sec): 3 clusters Score: Raw -49119.859904 + Penalty 1970.730193 = -47149.129711 nChanged 8 SP:Iteration 4Q (13862.330000 sec): 3 clusters Score: Raw -49138.696528 + Penalty 1970.730193 = -47167.966336 nChanged 7 SP:Iteration 5Q (13862.560000 sec): 3 clusters Score: Raw -49157.153503 + Penalty 1970.730193 = -47186.423311 nChanged 8 SP:Iteration 6Q (13862.710000 sec): 3 clusters Score: Raw -49171.726857 + Penalty 1970.730193 = -47200.996665 nChanged 6 SP:Iteration 7Q (13862.890000 sec): 3 clusters Score: Raw -49180.969275 + Penalty 1970.730193 = -47210.239082 nChanged 3 SP:Iteration 8Q (13863.070000 sec): 3 clusters Score: Raw -49186.472954 + Penalty 1970.730193 = -47215.742761 nChanged 3 SP:Iteration 9Q (13863.290000 sec): 3 clusters Score: Raw -49192.810882 + Penalty 1970.730193 = -47222.080689 nChanged 1 SP:Iteration 10Q (13863.470000 sec): 3 clusters Score: Raw -49194.810696 + Penalty 1970.730193 = -47224.080503 nChanged 0 SP:Iteration 11F (13863.620000 sec): 3 clusters Score: Raw -49194.810696 + Penalty 1970.730193 = -47224.080503 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13863.750000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13863.920000 sec): 3 clusters Score: Raw -48639.120263 + Penalty 1963.855671 = -46675.264592 nChanged 72 SP:Iteration 1F (13864.100000 sec): 3 clusters Score: Raw -48767.687552 + Penalty 1963.855671 = -46803.831881 nChanged 20 SP:Iteration 2Q (13864.290000 sec): 3 clusters Score: Raw -48800.055658 + Penalty 1963.855671 = -46836.199988 nChanged 6 SP:Iteration 3Q (13864.440000 sec): 3 clusters Score: Raw -48812.954117 + Penalty 1963.855671 = -46849.098446 nChanged 2 SP:Iteration 4Q (13864.630000 sec): 3 clusters Score: Raw -48815.250674 + Penalty 1963.855671 = -46851.395003 nChanged 2 SP:Iteration 5Q (13864.820000 sec): 3 clusters Score: Raw -48818.520930 + Penalty 1963.855671 = -46854.665259 nChanged 2 SP:Iteration 6Q (13865.000000 sec): 3 clusters Score: Raw -48821.095905 + Penalty 1963.855671 = -46857.240234 nChanged 1 SP:Iteration 7Q (13865.120000 sec): 3 clusters Score: Raw -48823.967062 + Penalty 1963.855671 = -46860.111391 nChanged 1 SP:Iteration 8Q (13865.340000 sec): 3 clusters Score: Raw -48825.976833 + Penalty 1963.855671 = -46862.121162 nChanged 1 SP:Iteration 9Q (13865.470000 sec): 3 clusters Score: Raw -48827.504335 + Penalty 1963.855671 = -46863.648664 nChanged 0 SP:Iteration 10F (13865.660000 sec): 3 clusters Score: Raw -48827.504335 + Penalty 1963.855671 = -46863.648664 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13865.770000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13865.900000 sec): 3 clusters Score: Raw -30447.235722 + Penalty 1812.183459 = -28635.052264 nChanged 38 SP:Iteration 1F (13866.120000 sec): 3 clusters Score: Raw -30541.620323 + Penalty 1812.183459 = -28729.436864 nChanged 9 SP:Iteration 2Q (13866.270000 sec): 3 clusters Score: Raw -30560.311397 + Penalty 1812.183459 = -28748.127938 nChanged 2 SP:Iteration 3Q (13866.430000 sec): 3 clusters Score: Raw -30574.406446 + Penalty 1812.183459 = -28762.222987 nChanged 0 SP:Iteration 4F (13866.620000 sec): 3 clusters Score: Raw -30574.406446 + Penalty 1812.183459 = -28762.222987 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13866.680000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13866.830000 sec): 3 clusters Score: Raw -30638.611753 + Penalty 1835.916627 = -28802.695126 nChanged 69 SP:Iteration 1F (13867.000000 sec): 3 clusters Score: Raw -30972.828529 + Penalty 1835.916627 = -29136.911902 nChanged 28 SP:Iteration 2F (13867.180000 sec): 3 clusters Score: Raw -31080.207229 + Penalty 1835.916627 = -29244.290601 nChanged 13 SP:Iteration 3Q (13867.360000 sec): 3 clusters Score: Raw -31131.617682 + Penalty 1835.916627 = -29295.701054 nChanged 6 SP:Iteration 4Q (13867.520000 sec): 3 clusters Score: Raw -31158.472808 + Penalty 1835.916627 = -29322.556180 nChanged 8 SP:Iteration 5Q (13867.710000 sec): 3 clusters Score: Raw -31178.670418 + Penalty 1835.916627 = -29342.753791 nChanged 2 SP:Iteration 6Q (13867.880000 sec): 3 clusters Score: Raw -31183.807485 + Penalty 1835.916627 = -29347.890858 nChanged 2 SP:Iteration 7Q (13868.080000 sec): 3 clusters Score: Raw -31201.883940 + Penalty 1835.916627 = -29365.967313 nChanged 2 SP:Iteration 8Q (13868.260000 sec): 3 clusters Score: Raw -31209.905984 + Penalty 1835.916627 = -29373.989357 nChanged 0 SP:Iteration 9F (13868.440000 sec): 3 clusters Score: Raw -31209.905984 + Penalty 1835.916627 = -29373.989357 nChanged 0 Iteration 299Q (13910.760000 sec): 27 clusters Score: Raw -146384676.279653 + Penalty 59152.524245 = -146325523.755408 nChanged 19 Iteration 300F (13966.330000 sec): 27 clusters Score: Raw -146384676.653181 + Penalty 59152.524245 = -146325524.128936 nChanged 23 Iteration 301Q (14000.330000 sec): 27 clusters Score: Raw -146384677.128127 + Penalty 59152.524245 = -146325524.603882 nChanged 21 Iteration 302Q (14033.250000 sec): 27 clusters Score: Raw -146384677.538487 + Penalty 59152.524245 = -146325525.014242 nChanged 21 Iteration 303Q (14065.650000 sec): 27 clusters Score: Raw -146384677.866030 + Penalty 59152.524245 = -146325525.341785 nChanged 24 Iteration 304Q (14094.800000 sec): 27 clusters Score: Raw -146384678.311934 + Penalty 59152.524245 = -146325525.787689 nChanged 28 Iteration 305Q (14120.450000 sec): 27 clusters Score: Raw -146384678.791165 + Penalty 59152.524245 = -146325526.266920 nChanged 20 Iteration 306Q (14146.570000 sec): 27 clusters Score: Raw -146384679.162741 + Penalty 59152.524245 = -146325526.638496 nChanged 28 Iteration 307Q (14175.520000 sec): 27 clusters Score: Raw -146384679.720863 + Penalty 59152.524245 = -146325527.196618 nChanged 26 Iteration 308Q (14207.480000 sec): 27 clusters Score: Raw -146384680.076413 + Penalty 59152.524245 = -146325527.552168 nChanged 27 Iteration 309Q (14236.700000 sec): 27 clusters Score: Raw -146384680.305395 + Penalty 59152.524245 = -146325527.781150 nChanged 19 Iteration 310Q (14265.660000 sec): 27 clusters Score: Raw -146384680.578085 + Penalty 59152.524245 = -146325528.053841 nChanged 25 Iteration 311Q (14296.630000 sec): 27 clusters Score: Raw -146384681.084090 + Penalty 59152.524245 = -146325528.559845 nChanged 27 Iteration 312Q (14325.600000 sec): 27 clusters Score: Raw -146384681.577786 + Penalty 59152.524245 = -146325529.053542 nChanged 28 Iteration 313Q (14355.970000 sec): 27 clusters Score: Raw -146384682.436957 + Penalty 59152.524245 = -146325529.912712 nChanged 31 Iteration 314Q (14393.720000 sec): 27 clusters Score: Raw -146384683.157752 + Penalty 59152.524245 = -146325530.633508 nChanged 38 Iteration 315Q (14434.070000 sec): 27 clusters Score: Raw -146384683.979910 + Penalty 59152.524245 = -146325531.455665 nChanged 38 Iteration 316Q (14474.700000 sec): 27 clusters Score: Raw -146384684.722819 + Penalty 59152.524245 = -146325532.198574 nChanged 30 Iteration 317Q (14516.430000 sec): 27 clusters Score: Raw -146384685.395364 + Penalty 59152.524245 = -146325532.871120 nChanged 36 Iteration 318Q (14563.770000 sec): 27 clusters Score: Raw -146384686.060451 + Penalty 59152.524245 = -146325533.536206 nChanged 32 Iteration 319Q (14605.310000 sec): 27 clusters Score: Raw -146384686.548760 + Penalty 59152.524245 = -146325534.024515 nChanged 27 Iteration 320F (14657.120000 sec): 27 clusters Score: Raw -146384687.007217 + Penalty 59152.524245 = -146325534.482972 nChanged 25 Iteration 321Q (14690.040000 sec): 27 clusters Score: Raw -146384687.463028 + Penalty 59152.524245 = -146325534.938783 nChanged 25 Iteration 322Q (14723.160000 sec): 27 clusters Score: Raw -146384687.930253 + Penalty 59152.524245 = -146325535.406009 nChanged 15 Iteration 323Q (14754.560000 sec): 27 clusters Score: Raw -146384688.188868 + Penalty 59152.524245 = -146325535.664623 nChanged 26 Iteration 324Q (14785.430000 sec): 27 clusters Score: Raw -146384688.780512 + Penalty 59152.524245 = -146325536.256267 nChanged 26 Iteration 325Q (14829.050000 sec): 27 clusters Score: Raw -146384689.335539 + Penalty 59152.524245 = -146325536.811294 nChanged 28 Iteration 326Q (14861.380000 sec): 27 clusters Score: Raw -146384689.899522 + Penalty 59152.524245 = -146325537.375278 nChanged 23 Iteration 327Q (14894.920000 sec): 27 clusters Score: Raw -146384690.209387 + Penalty 59152.524245 = -146325537.685142 nChanged 18 Iteration 328Q (14926.910000 sec): 27 clusters Score: Raw -146384690.480928 + Penalty 59152.524245 = -146325537.956684 nChanged 20 Iteration 329Q (14958.900000 sec): 27 clusters Score: Raw -146384690.837523 + Penalty 59152.524245 = -146325538.313279 nChanged 24 Iteration 330Q (14990.770000 sec): 27 clusters Score: Raw -146384691.216942 + Penalty 59152.524245 = -146325538.692697 nChanged 20 Iteration 331Q (15023.810000 sec): 27 clusters Score: Raw -146384691.652428 + Penalty 59152.524245 = -146325539.128183 nChanged 21 Iteration 332Q (15061.370000 sec): 27 clusters Score: Raw -146384692.045685 + Penalty 59152.524245 = -146325539.521440 nChanged 20 Iteration 333Q (15104.430000 sec): 27 clusters Score: Raw -146384692.505210 + Penalty 59152.524245 = -146325539.980966 nChanged 23 Iteration 334Q (15148.750000 sec): 27 clusters Score: Raw -146384692.988923 + Penalty 59152.524245 = -146325540.464679 nChanged 28 Iteration 335Q (15189.000000 sec): 27 clusters Score: Raw -146384693.352528 + Penalty 59152.524245 = -146325540.828284 nChanged 25 Iteration 336Q (15221.520000 sec): 27 clusters Score: Raw -146384693.696308 + Penalty 59152.524245 = -146325541.172063 nChanged 25 Iteration 337Q (15252.620000 sec): 27 clusters Score: Raw -146384694.179397 + Penalty 59152.524245 = -146325541.655152 nChanged 21 Iteration 338Q (15285.140000 sec): 27 clusters Score: Raw -146384694.622385 + Penalty 59152.524245 = -146325542.098140 nChanged 26 Writing temp clu file Because OldScore, -146325541.655152, is greater than current (better) Score,-146325542.098140 Compute initial score before splitting: Score: Raw -146384694.622385 + Penalty 59152.524245 = -146325542.098140 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (10850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15285.520000 sec): 2 clusters Score: Raw -1321202.820745 + Penalty 1509.937058 = -1319692.883686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15285.730000 sec): 3 clusters Score: Raw -1314938.533485 + Penalty 3019.874117 = -1311918.659369 nChanged 4736 SP:Iteration 1F (15285.930000 sec): 3 clusters Score: Raw -1317430.464264 + Penalty 3019.874117 = -1314410.590148 nChanged 576 SP:Iteration 2F (15286.150000 sec): 3 clusters Score: Raw -1317612.263584 + Penalty 3019.874117 = -1314592.389468 nChanged 443 SP:Iteration 3Q (15286.360000 sec): 3 clusters Score: Raw -1317752.035974 + Penalty 3019.874117 = -1314732.161857 nChanged 377 SP:Iteration 4Q (15286.650000 sec): 3 clusters Score: Raw -1317868.337670 + Penalty 3019.874117 = -1314848.463553 nChanged 326 SP:Iteration 5Q (15286.890000 sec): 3 clusters Score: Raw -1317958.951721 + Penalty 3019.874117 = -1314939.077604 nChanged 293 SP:Iteration 6Q (15287.110000 sec): 3 clusters Score: Raw -1318035.423315 + Penalty 3019.874117 = -1315015.549199 nChanged 228 SP:Iteration 7Q (15287.360000 sec): 3 clusters Score: Raw -1318100.746586 + Penalty 3019.874117 = -1315080.872470 nChanged 240 SP:Iteration 8Q (15287.590000 sec): 3 clusters Score: Raw -1318161.034097 + Penalty 3019.874117 = -1315141.159980 nChanged 223 SP:Iteration 9Q (15287.840000 sec): 3 clusters Score: Raw -1318224.632830 + Penalty 3019.874117 = -1315204.758713 nChanged 216 SP:Iteration 10Q (15288.100000 sec): 3 clusters Score: Raw -1318282.515071 + Penalty 3019.874117 = -1315262.640954 nChanged 204 SP:Iteration 11Q (15288.330000 sec): 3 clusters Score: Raw -1318340.052305 + Penalty 3019.874117 = -1315320.178188 nChanged 227 SP:Iteration 12Q (15288.530000 sec): 3 clusters Score: Raw -1318401.574513 + Penalty 3019.874117 = -1315381.700396 nChanged 223 SP:Iteration 13Q (15288.760000 sec): 3 clusters Score: Raw -1318474.711231 + Penalty 3019.874117 = -1315454.837114 nChanged 256 SP:Iteration 14Q (15288.980000 sec): 3 clusters Score: Raw -1318563.155337 + Penalty 3019.874117 = -1315543.281220 nChanged 257 SP:Iteration 15Q (15289.260000 sec): 3 clusters Score: Raw -1318650.685864 + Penalty 3019.874117 = -1315630.811747 nChanged 272 SP:Iteration 16Q (15289.470000 sec): 3 clusters Score: Raw -1318759.157341 + Penalty 3019.874117 = -1315739.283224 nChanged 317 SP:Iteration 17Q (15289.710000 sec): 3 clusters Score: Raw -1318913.449486 + Penalty 3019.874117 = -1315893.575369 nChanged 334 SP:Iteration 18Q (15289.900000 sec): 3 clusters Score: Raw -1319121.834381 + Penalty 3019.874117 = -1316101.960265 nChanged 401 SP:Iteration 19Q (15290.090000 sec): 3 clusters Score: Raw -1319381.785038 + Penalty 3019.874117 = -1316361.910922 nChanged 443 SP:Iteration 20F (15290.320000 sec): 3 clusters Score: Raw -1319667.065840 + Penalty 3019.874117 = -1316647.191724 nChanged 405 SP:Iteration 21Q (15290.500000 sec): 3 clusters Score: Raw -1319903.746754 + Penalty 3019.874117 = -1316883.872637 nChanged 338 SP:Iteration 22Q (15290.710000 sec): 3 clusters Score: Raw -1320087.305674 + Penalty 3019.874117 = -1317067.431558 nChanged 287 SP:Iteration 23Q (15290.940000 sec): 3 clusters Score: Raw -1320238.393086 + Penalty 3019.874117 = -1317218.518969 nChanged 264 SP:Iteration 24Q (15291.110000 sec): 3 clusters Score: Raw -1320381.454444 + Penalty 3019.874117 = -1317361.580327 nChanged 239 SP:Iteration 25Q (15291.330000 sec): 3 clusters Score: Raw -1320512.493826 + Penalty 3019.874117 = -1317492.619709 nChanged 227 SP:Iteration 26Q (15291.590000 sec): 3 clusters Score: Raw -1320628.972405 + Penalty 3019.874117 = -1317609.098288 nChanged 192 SP:Iteration 27Q (15291.810000 sec): 3 clusters Score: Raw -1320704.821280 + Penalty 3019.874117 = -1317684.947164 nChanged 155 SP:Iteration 28Q (15292.040000 sec): 3 clusters Score: Raw -1320758.265563 + Penalty 3019.874117 = -1317738.391447 nChanged 121 SP:Iteration 29Q (15292.270000 sec): 3 clusters Score: Raw -1320796.805508 + Penalty 3019.874117 = -1317776.931392 nChanged 95 SP:Iteration 30Q (15292.500000 sec): 3 clusters Score: Raw -1320822.050121 + Penalty 3019.874117 = -1317802.176005 nChanged 95 SP:Iteration 31Q (15292.730000 sec): 3 clusters Score: Raw -1320843.083765 + Penalty 3019.874117 = -1317823.209648 nChanged 62 SP:Iteration 32Q (15292.940000 sec): 3 clusters Score: Raw -1320856.511556 + Penalty 3019.874117 = -1317836.637439 nChanged 54 SP:Iteration 33Q (15293.170000 sec): 3 clusters Score: Raw -1320867.960864 + Penalty 3019.874117 = -1317848.086747 nChanged 57 SP:Iteration 34Q (15293.390000 sec): 3 clusters Score: Raw -1320878.798288 + Penalty 3019.874117 = -1317858.924171 nChanged 54 SP:Iteration 35Q (15293.620000 sec): 3 clusters Score: Raw -1320890.576408 + Penalty 3019.874117 = -1317870.702292 nChanged 45 SP:Iteration 36Q (15293.810000 sec): 3 clusters Score: Raw -1320902.137399 + Penalty 3019.874117 = -1317882.263282 nChanged 50 SP:Iteration 37Q (15294.030000 sec): 3 clusters Score: Raw -1320916.196837 + Penalty 3019.874117 = -1317896.322720 nChanged 54 SP:Iteration 38Q (15294.260000 sec): 3 clusters Score: Raw -1320930.633892 + Penalty 3019.874117 = -1317910.759775 nChanged 59 SP:Iteration 39Q (15294.470000 sec): 3 clusters Score: Raw -1320948.420328 + Penalty 3019.874117 = -1317928.546211 nChanged 68 SP:Iteration 40F (15294.680000 sec): 3 clusters Score: Raw -1320968.109452 + Penalty 3019.874117 = -1317948.235335 nChanged 64 SP:Iteration 41Q (15294.920000 sec): 3 clusters Score: Raw -1320985.051216 + Penalty 3019.874117 = -1317965.177099 nChanged 73 SP:Iteration 42Q (15295.140000 sec): 3 clusters Score: Raw -1321006.370420 + Penalty 3019.874117 = -1317986.496303 nChanged 67 SP:Iteration 43Q (15295.360000 sec): 3 clusters Score: Raw -1321026.032524 + Penalty 3019.874117 = -1318006.158407 nChanged 69 SP:Iteration 44Q (15295.560000 sec): 3 clusters Score: Raw -1321043.017896 + Penalty 3019.874117 = -1318023.143779 nChanged 69 SP:Iteration 45Q (15295.780000 sec): 3 clusters Score: Raw -1321062.642821 + Penalty 3019.874117 = -1318042.768704 nChanged 66 SP:Iteration 46Q (15295.970000 sec): 3 clusters Score: Raw -1321081.562712 + Penalty 3019.874117 = -1318061.688595 nChanged 61 SP:Iteration 47Q (15296.180000 sec): 3 clusters Score: Raw -1321095.893889 + Penalty 3019.874117 = -1318076.019772 nChanged 65 SP:Iteration 48Q (15296.390000 sec): 3 clusters Score: Raw -1321110.349240 + Penalty 3019.874117 = -1318090.475123 nChanged 61 SP:Iteration 49Q (15296.620000 sec): 3 clusters Score: Raw -1321125.810650 + Penalty 3019.874117 = -1318105.936534 nChanged 57 SP:Iteration 50Q (15296.880000 sec): 3 clusters Score: Raw -1321138.551052 + Penalty 3019.874117 = -1318118.676935 nChanged 54 SP:Iteration 51Q (15297.060000 sec): 3 clusters Score: Raw -1321151.794442 + Penalty 3019.874117 = -1318131.920325 nChanged 54 SP:Iteration 52Q (15297.260000 sec): 3 clusters Score: Raw -1321162.436936 + Penalty 3019.874117 = -1318142.562819 nChanged 39 SP:Iteration 53Q (15297.470000 sec): 3 clusters Score: Raw -1321171.218049 + Penalty 3019.874117 = -1318151.343933 nChanged 41 SP:Iteration 54Q (15297.740000 sec): 3 clusters Score: Raw -1321182.497956 + Penalty 3019.874117 = -1318162.623839 nChanged 53 SP:Iteration 55Q (15297.960000 sec): 3 clusters Score: Raw -1321195.856959 + Penalty 3019.874117 = -1318175.982842 nChanged 58 SP:Iteration 56Q (15298.150000 sec): 3 clusters Score: Raw -1321210.154956 + Penalty 3019.874117 = -1318190.280840 nChanged 60 SP:Iteration 57Q (15298.350000 sec): 3 clusters Score: Raw -1321226.791876 + Penalty 3019.874117 = -1318206.917760 nChanged 60 SP:Iteration 58Q (15298.580000 sec): 3 clusters Score: Raw -1321239.812512 + Penalty 3019.874117 = -1318219.938395 nChanged 60 SP:Iteration 59Q (15298.810000 sec): 3 clusters Score: Raw -1321253.522041 + Penalty 3019.874117 = -1318233.647925 nChanged 50 SP:Iteration 60F (15299.050000 sec): 3 clusters Score: Raw -1321264.637928 + Penalty 3019.874117 = -1318244.763812 nChanged 49 SP:Iteration 61Q (15299.260000 sec): 3 clusters Score: Raw -1321276.756906 + Penalty 3019.874117 = -1318256.882790 nChanged 56 SP:Iteration 62Q (15299.430000 sec): 3 clusters Score: Raw -1321292.676541 + Penalty 3019.874117 = -1318272.802424 nChanged 64 SP:Iteration 63Q (15299.680000 sec): 3 clusters Score: Raw -1321308.745707 + Penalty 3019.874117 = -1318288.871590 nChanged 61 SP:Iteration 64Q (15299.860000 sec): 3 clusters Score: Raw -1321320.649038 + Penalty 3019.874117 = -1318300.774921 nChanged 51 SP:Iteration 65Q (15300.090000 sec): 3 clusters Score: Raw -1321331.277140 + Penalty 3019.874117 = -1318311.403023 nChanged 48 SP:Iteration 66Q (15300.300000 sec): 3 clusters Score: Raw -1321341.435922 + Penalty 3019.874117 = -1318321.561805 nChanged 47 SP:Iteration 67Q (15300.530000 sec): 3 clusters Score: Raw -1321353.165592 + Penalty 3019.874117 = -1318333.291475 nChanged 56 SP:Iteration 68Q (15300.740000 sec): 3 clusters Score: Raw -1321366.088597 + Penalty 3019.874117 = -1318346.214481 nChanged 58 SP:Iteration 69Q (15300.990000 sec): 3 clusters Score: Raw -1321377.521540 + Penalty 3019.874117 = -1318357.647423 nChanged 44 SP:Iteration 70Q (15301.190000 sec): 3 clusters Score: Raw -1321385.012980 + Penalty 3019.874117 = -1318365.138864 nChanged 39 SP:Iteration 71Q (15301.410000 sec): 3 clusters Score: Raw -1321391.474887 + Penalty 3019.874117 = -1318371.600770 nChanged 37 SP:Iteration 72Q (15301.630000 sec): 3 clusters Score: Raw -1321397.319826 + Penalty 3019.874117 = -1318377.445710 nChanged 24 SP:Iteration 73Q (15301.810000 sec): 3 clusters Score: Raw -1321400.222958 + Penalty 3019.874117 = -1318380.348841 nChanged 20 SP:Iteration 74Q (15302.030000 sec): 3 clusters Score: Raw -1321403.878758 + Penalty 3019.874117 = -1318384.004641 nChanged 28 SP:Iteration 75Q (15302.230000 sec): 3 clusters Score: Raw -1321410.167716 + Penalty 3019.874117 = -1318390.293599 nChanged 28 SP:Iteration 76Q (15302.410000 sec): 3 clusters Score: Raw -1321416.575160 + Penalty 3019.874117 = -1318396.701043 nChanged 41 SP:Iteration 77Q (15302.610000 sec): 3 clusters Score: Raw -1321424.613943 + Penalty 3019.874117 = -1318404.739826 nChanged 42 SP:Iteration 78Q (15302.820000 sec): 3 clusters Score: Raw -1321435.491950 + Penalty 3019.874117 = -1318415.617833 nChanged 44 SP:Iteration 79Q (15303.030000 sec): 3 clusters Score: Raw -1321446.575295 + Penalty 3019.874117 = -1318426.701179 nChanged 48 SP:Iteration 80F (15303.250000 sec): 3 clusters Score: Raw -1321457.788616 + Penalty 3019.874117 = -1318437.914499 nChanged 45 SP:Iteration 81Q (15303.490000 sec): 3 clusters Score: Raw -1321469.825425 + Penalty 3019.874117 = -1318449.951308 nChanged 52 SP:Iteration 82Q (15303.690000 sec): 3 clusters Score: Raw -1321481.271874 + Penalty 3019.874117 = -1318461.397757 nChanged 41 SP:Iteration 83Q (15303.910000 sec): 3 clusters Score: Raw -1321489.631954 + Penalty 3019.874117 = -1318469.757837 nChanged 41 SP:Iteration 84Q (15304.140000 sec): 3 clusters Score: Raw -1321497.515194 + Penalty 3019.874117 = -1318477.641078 nChanged 35 SP:Iteration 85Q (15304.350000 sec): 3 clusters Score: Raw -1321504.089593 + Penalty 3019.874117 = -1318484.215477 nChanged 39 SP:Iteration 86Q (15304.570000 sec): 3 clusters Score: Raw -1321511.910394 + Penalty 3019.874117 = -1318492.036277 nChanged 37 SP:Iteration 87Q (15304.780000 sec): 3 clusters Score: Raw -1321518.798618 + Penalty 3019.874117 = -1318498.924501 nChanged 32 SP:Iteration 88Q (15305.010000 sec): 3 clusters Score: Raw -1321522.846228 + Penalty 3019.874117 = -1318502.972112 nChanged 21 SP:Iteration 89Q (15305.210000 sec): 3 clusters Score: Raw -1321525.442832 + Penalty 3019.874117 = -1318505.568715 nChanged 19 SP:Iteration 90Q (15305.460000 sec): 3 clusters Score: Raw -1321528.348452 + Penalty 3019.874117 = -1318508.474335 nChanged 17 SP:Iteration 91Q (15305.660000 sec): 3 clusters Score: Raw -1321530.535091 + Penalty 3019.874117 = -1318510.660974 nChanged 18 SP:Iteration 92Q (15305.850000 sec): 3 clusters Score: Raw -1321532.487900 + Penalty 3019.874117 = -1318512.613783 nChanged 15 SP:Iteration 93Q (15306.050000 sec): 3 clusters Score: Raw -1321534.341154 + Penalty 3019.874117 = -1318514.467037 nChanged 19 SP:Iteration 94Q (15306.270000 sec): 3 clusters Score: Raw -1321536.921358 + Penalty 3019.874117 = -1318517.047241 nChanged 15 SP:Iteration 95Q (15306.510000 sec): 3 clusters Score: Raw -1321539.022582 + Penalty 3019.874117 = -1318519.148465 nChanged 8 SP:Iteration 96Q (15306.710000 sec): 3 clusters Score: Raw -1321540.076117 + Penalty 3019.874117 = -1318520.202001 nChanged 13 SP:Iteration 97Q (15306.960000 sec): 3 clusters Score: Raw -1321541.859080 + Penalty 3019.874117 = -1318521.984963 nChanged 17 SP:Iteration 98Q (15307.160000 sec): 3 clusters Score: Raw -1321544.335483 + Penalty 3019.874117 = -1318524.461366 nChanged 16 SP:Iteration 99Q (15307.390000 sec): 3 clusters Score: Raw -1321545.956350 + Penalty 3019.874117 = -1318526.082234 nChanged 6 SP:Iteration 100F (15307.630000 sec): 3 clusters Score: Raw -1321546.682695 + Penalty 3019.874117 = -1318526.808578 nChanged 5 SP:Iteration 101Q (15307.820000 sec): 3 clusters Score: Raw -1321547.103967 + Penalty 3019.874117 = -1318527.229851 nChanged 3 SP:Iteration 102Q (15308.050000 sec): 3 clusters Score: Raw -1321547.449842 + Penalty 3019.874117 = -1318527.575726 nChanged 2 SP:Iteration 103Q (15308.270000 sec): 3 clusters Score: Raw -1321547.606428 + Penalty 3019.874117 = -1318527.732312 nChanged 1 SP:Iteration 104Q (15308.530000 sec): 3 clusters Score: Raw -1321547.646105 + Penalty 3019.874117 = -1318527.771989 nChanged 0 SP:Iteration 105F (15308.730000 sec): 3 clusters Score: Raw -1321547.646105 + Penalty 3019.874117 = -1318527.771989 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15308.910000 sec): 2 clusters Score: Raw -3352184.858296 + Penalty 1659.444216 = -3350525.414080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15309.210000 sec): 3 clusters Score: Raw -3335502.336262 + Penalty 3318.888432 = -3332183.447830 nChanged 12431 SP:Iteration 1F (15309.530000 sec): 3 clusters Score: Raw -3342335.516422 + Penalty 3318.888432 = -3339016.627990 nChanged 1229 SP:Iteration 2Q (15309.880000 sec): 3 clusters Score: Raw -3342680.486476 + Penalty 3318.888432 = -3339361.598043 nChanged 1029 SP:Iteration 3Q (15310.180000 sec): 3 clusters Score: Raw -3342955.798585 + Penalty 3318.888432 = -3339636.910153 nChanged 931 SP:Iteration 4Q (15310.530000 sec): 3 clusters Score: Raw -3343196.916590 + Penalty 3318.888432 = -3339878.028158 nChanged 855 SP:Iteration 5Q (15310.860000 sec): 3 clusters Score: Raw -3343421.832360 + Penalty 3318.888432 = -3340102.943927 nChanged 812 SP:Iteration 6Q (15311.230000 sec): 3 clusters Score: Raw -3343641.432269 + Penalty 3318.888432 = -3340322.543837 nChanged 800 SP:Iteration 7Q (15311.530000 sec): 3 clusters Score: Raw -3343887.270833 + Penalty 3318.888432 = -3340568.382401 nChanged 884 SP:Iteration 8Q (15311.920000 sec): 3 clusters Score: Raw -3344191.142101 + Penalty 3318.888432 = -3340872.253668 nChanged 936 SP:Iteration 9Q (15312.270000 sec): 3 clusters Score: Raw -3344591.609943 + Penalty 3318.888432 = -3341272.721511 nChanged 1050 SP:Iteration 10Q (15312.600000 sec): 3 clusters Score: Raw -3345178.095574 + Penalty 3318.888432 = -3341859.207142 nChanged 1231 SP:Iteration 11Q (15312.930000 sec): 3 clusters Score: Raw -3346027.561706 + Penalty 3318.888432 = -3342708.673274 nChanged 1397 SP:Iteration 12F (15313.240000 sec): 3 clusters Score: Raw -3346993.534465 + Penalty 3318.888432 = -3343674.646033 nChanged 1299 SP:Iteration 13Q (15313.570000 sec): 3 clusters Score: Raw -3347733.568243 + Penalty 3318.888432 = -3344414.679811 nChanged 977 SP:Iteration 14Q (15313.920000 sec): 3 clusters Score: Raw -3348096.889247 + Penalty 3318.888432 = -3344778.000815 nChanged 633 SP:Iteration 15Q (15314.240000 sec): 3 clusters Score: Raw -3348300.290438 + Penalty 3318.888432 = -3344981.402006 nChanged 488 SP:Iteration 16Q (15314.570000 sec): 3 clusters Score: Raw -3348466.944683 + Penalty 3318.888432 = -3345148.056251 nChanged 468 SP:Iteration 17Q (15314.860000 sec): 3 clusters Score: Raw -3348629.572505 + Penalty 3318.888432 = -3345310.684073 nChanged 431 SP:Iteration 18Q (15315.220000 sec): 3 clusters Score: Raw -3348790.103425 + Penalty 3318.888432 = -3345471.214992 nChanged 480 SP:Iteration 19Q (15315.540000 sec): 3 clusters Score: Raw -3348983.130670 + Penalty 3318.888432 = -3345664.242238 nChanged 511 SP:Iteration 20F (15315.860000 sec): 3 clusters Score: Raw -3349183.590625 + Penalty 3318.888432 = -3345864.702193 nChanged 514 SP:Iteration 21Q (15316.170000 sec): 3 clusters Score: Raw -3349395.175194 + Penalty 3318.888432 = -3346076.286762 nChanged 552 SP:Iteration 22Q (15316.500000 sec): 3 clusters Score: Raw -3349632.255418 + Penalty 3318.888432 = -3346313.366985 nChanged 569 SP:Iteration 23Q (15316.790000 sec): 3 clusters Score: Raw -3349894.332798 + Penalty 3318.888432 = -3346575.444366 nChanged 568 SP:Iteration 24Q (15317.140000 sec): 3 clusters Score: Raw -3350183.381252 + Penalty 3318.888432 = -3346864.492820 nChanged 609 SP:Iteration 25Q (15317.440000 sec): 3 clusters Score: Raw -3350493.286229 + Penalty 3318.888432 = -3347174.397797 nChanged 575 SP:Iteration 26Q (15317.750000 sec): 3 clusters Score: Raw -3350791.721573 + Penalty 3318.888432 = -3347472.833141 nChanged 521 SP:Iteration 27Q (15318.100000 sec): 3 clusters Score: Raw -3351048.711218 + Penalty 3318.888432 = -3347729.822785 nChanged 477 SP:Iteration 28Q (15318.410000 sec): 3 clusters Score: Raw -3351279.982439 + Penalty 3318.888432 = -3347961.094006 nChanged 432 SP:Iteration 29Q (15318.720000 sec): 3 clusters Score: Raw -3351451.913930 + Penalty 3318.888432 = -3348133.025498 nChanged 346 SP:Iteration 30Q (15319.020000 sec): 3 clusters Score: Raw -3351562.094041 + Penalty 3318.888432 = -3348243.205609 nChanged 299 SP:Iteration 31Q (15319.290000 sec): 3 clusters Score: Raw -3351641.997378 + Penalty 3318.888432 = -3348323.108945 nChanged 253 SP:Iteration 32Q (15319.590000 sec): 3 clusters Score: Raw -3351694.275623 + Penalty 3318.888432 = -3348375.387191 nChanged 178 SP:Iteration 33Q (15319.840000 sec): 3 clusters Score: Raw -3351728.512764 + Penalty 3318.888432 = -3348409.624332 nChanged 157 SP:Iteration 34Q (15320.160000 sec): 3 clusters Score: Raw -3351757.793397 + Penalty 3318.888432 = -3348438.904965 nChanged 129 SP:Iteration 35Q (15320.480000 sec): 3 clusters Score: Raw -3351781.922671 + Penalty 3318.888432 = -3348463.034239 nChanged 115 SP:Iteration 36Q (15320.760000 sec): 3 clusters Score: Raw -3351798.395533 + Penalty 3318.888432 = -3348479.507101 nChanged 116 SP:Iteration 37Q (15321.080000 sec): 3 clusters Score: Raw -3351816.612412 + Penalty 3318.888432 = -3348497.723980 nChanged 115 SP:Iteration 38Q (15321.380000 sec): 3 clusters Score: Raw -3351835.219869 + Penalty 3318.888432 = -3348516.331436 nChanged 108 SP:Iteration 39Q (15321.670000 sec): 3 clusters Score: Raw -3351850.121666 + Penalty 3318.888432 = -3348531.233233 nChanged 105 SP:Iteration 40F (15322.020000 sec): 3 clusters Score: Raw -3351876.809517 + Penalty 3318.888432 = -3348557.921085 nChanged 94 SP:Iteration 41Q (15322.320000 sec): 3 clusters Score: Raw -3351888.400887 + Penalty 3318.888432 = -3348569.512455 nChanged 93 SP:Iteration 42Q (15322.570000 sec): 3 clusters Score: Raw -3351899.325879 + Penalty 3318.888432 = -3348580.437446 nChanged 84 SP:Iteration 43Q (15322.880000 sec): 3 clusters Score: Raw -3351908.907313 + Penalty 3318.888432 = -3348590.018881 nChanged 81 SP:Iteration 44Q (15323.190000 sec): 3 clusters Score: Raw -3351917.472500 + Penalty 3318.888432 = -3348598.584067 nChanged 78 SP:Iteration 45Q (15323.500000 sec): 3 clusters Score: Raw -3351926.486365 + Penalty 3318.888432 = -3348607.597933 nChanged 90 SP:Iteration 46Q (15323.800000 sec): 3 clusters Score: Raw -3351937.112273 + Penalty 3318.888432 = -3348618.223841 nChanged 90 SP:Iteration 47Q (15324.080000 sec): 3 clusters Score: Raw -3351948.606338 + Penalty 3318.888432 = -3348629.717905 nChanged 97 SP:Iteration 48Q (15324.360000 sec): 3 clusters Score: Raw -3351961.753301 + Penalty 3318.888432 = -3348642.864869 nChanged 100 SP:Iteration 49Q (15324.630000 sec): 3 clusters Score: Raw -3351974.188335 + Penalty 3318.888432 = -3348655.299902 nChanged 81 SP:Iteration 50Q (15324.860000 sec): 3 clusters Score: Raw -3351983.383666 + Penalty 3318.888432 = -3348664.495233 nChanged 85 SP:Iteration 51Q (15325.190000 sec): 3 clusters Score: Raw -3351993.256806 + Penalty 3318.888432 = -3348674.368373 nChanged 91 SP:Iteration 52Q (15325.460000 sec): 3 clusters Score: Raw -3352003.572265 + Penalty 3318.888432 = -3348684.683832 nChanged 87 SP:Iteration 53Q (15325.780000 sec): 3 clusters Score: Raw -3352014.148116 + Penalty 3318.888432 = -3348695.259683 nChanged 93 SP:Iteration 54Q (15326.130000 sec): 3 clusters Score: Raw -3352026.817948 + Penalty 3318.888432 = -3348707.929516 nChanged 98 SP:Iteration 55Q (15326.410000 sec): 3 clusters Score: Raw -3352041.065007 + Penalty 3318.888432 = -3348722.176575 nChanged 106 SP:Iteration 56Q (15326.690000 sec): 3 clusters Score: Raw -3352055.282309 + Penalty 3318.888432 = -3348736.393877 nChanged 102 SP:Iteration 57Q (15327.010000 sec): 3 clusters Score: Raw -3352068.322628 + Penalty 3318.888432 = -3348749.434196 nChanged 108 SP:Iteration 58Q (15327.270000 sec): 3 clusters Score: Raw -3352081.771344 + Penalty 3318.888432 = -3348762.882912 nChanged 91 SP:Iteration 59Q (15327.560000 sec): 3 clusters Score: Raw -3352092.781042 + Penalty 3318.888432 = -3348773.892609 nChanged 81 SP:Iteration 60F (15327.850000 sec): 3 clusters Score: Raw -3352102.343951 + Penalty 3318.888432 = -3348783.455518 nChanged 81 SP:Iteration 61Q (15328.160000 sec): 3 clusters Score: Raw -3352111.084919 + Penalty 3318.888432 = -3348792.196487 nChanged 78 SP:Iteration 62Q (15328.460000 sec): 3 clusters Score: Raw -3352118.928100 + Penalty 3318.888432 = -3348800.039668 nChanged 79 SP:Iteration 63Q (15328.790000 sec): 3 clusters Score: Raw -3352127.826772 + Penalty 3318.888432 = -3348808.938340 nChanged 64 SP:Iteration 64Q (15329.090000 sec): 3 clusters Score: Raw -3352134.366975 + Penalty 3318.888432 = -3348815.478543 nChanged 67 SP:Iteration 65Q (15329.360000 sec): 3 clusters Score: Raw -3352142.232179 + Penalty 3318.888432 = -3348823.343746 nChanged 70 SP:Iteration 66Q (15329.680000 sec): 3 clusters Score: Raw -3352149.426016 + Penalty 3318.888432 = -3348830.537584 nChanged 59 SP:Iteration 67Q (15330.020000 sec): 3 clusters Score: Raw -3352155.600242 + Penalty 3318.888432 = -3348836.711810 nChanged 47 SP:Iteration 68Q (15330.330000 sec): 3 clusters Score: Raw -3352159.982436 + Penalty 3318.888432 = -3348841.094003 nChanged 54 SP:Iteration 69Q (15330.650000 sec): 3 clusters Score: Raw -3352165.258446 + Penalty 3318.888432 = -3348846.370013 nChanged 53 SP:Iteration 70Q (15330.910000 sec): 3 clusters Score: Raw -3352170.246173 + Penalty 3318.888432 = -3348851.357741 nChanged 46 SP:Iteration 71Q (15331.210000 sec): 3 clusters Score: Raw -3352174.485074 + Penalty 3318.888432 = -3348855.596642 nChanged 40 SP:Iteration 72Q (15331.460000 sec): 3 clusters Score: Raw -3352177.650966 + Penalty 3318.888432 = -3348858.762534 nChanged 25 SP:Iteration 73Q (15331.780000 sec): 3 clusters Score: Raw -3352179.136519 + Penalty 3318.888432 = -3348860.248086 nChanged 21 SP:Iteration 74Q (15332.070000 sec): 3 clusters Score: Raw -3352180.140001 + Penalty 3318.888432 = -3348861.251568 nChanged 17 SP:Iteration 75Q (15332.340000 sec): 3 clusters Score: Raw -3352180.828358 + Penalty 3318.888432 = -3348861.939926 nChanged 14 SP:Iteration 76Q (15332.640000 sec): 3 clusters Score: Raw -3352181.488144 + Penalty 3318.888432 = -3348862.599712 nChanged 13 SP:Iteration 77Q (15332.890000 sec): 3 clusters Score: Raw -3352182.182997 + Penalty 3318.888432 = -3348863.294565 nChanged 16 SP:Iteration 78Q (15333.210000 sec): 3 clusters Score: Raw -3352183.028316 + Penalty 3318.888432 = -3348864.139883 nChanged 12 SP:Iteration 79Q (15333.520000 sec): 3 clusters Score: Raw -3352183.611302 + Penalty 3318.888432 = -3348864.722870 nChanged 10 SP:Iteration 80F (15333.860000 sec): 3 clusters Score: Raw -3352184.058796 + Penalty 3318.888432 = -3348865.170364 nChanged 5 SP:Iteration 81Q (15334.130000 sec): 3 clusters Score: Raw -3352184.253374 + Penalty 3318.888432 = -3348865.364942 nChanged 8 SP:Iteration 82Q (15334.430000 sec): 3 clusters Score: Raw -3352184.603160 + Penalty 3318.888432 = -3348865.714728 nChanged 8 SP:Iteration 83Q (15334.720000 sec): 3 clusters Score: Raw -3352185.174082 + Penalty 3318.888432 = -3348866.285650 nChanged 12 SP:Iteration 84Q (15335.020000 sec): 3 clusters Score: Raw -3352185.650935 + Penalty 3318.888432 = -3348866.762503 nChanged 8 SP:Iteration 85Q (15335.320000 sec): 3 clusters Score: Raw -3352186.145141 + Penalty 3318.888432 = -3348867.256708 nChanged 16 SP:Iteration 86Q (15335.610000 sec): 3 clusters Score: Raw -3352186.936600 + Penalty 3318.888432 = -3348868.048168 nChanged 9 SP:Iteration 87Q (15335.890000 sec): 3 clusters Score: Raw -3352187.361113 + Penalty 3318.888432 = -3348868.472681 nChanged 7 SP:Iteration 88Q (15336.180000 sec): 3 clusters Score: Raw -3352187.579308 + Penalty 3318.888432 = -3348868.690876 nChanged 6 SP:Iteration 89Q (15336.500000 sec): 3 clusters Score: Raw -3352187.897503 + Penalty 3318.888432 = -3348869.009071 nChanged 7 SP:Iteration 90Q (15336.780000 sec): 3 clusters Score: Raw -3352188.244411 + Penalty 3318.888432 = -3348869.355979 nChanged 4 SP:Iteration 91Q (15337.040000 sec): 3 clusters Score: Raw -3352188.375465 + Penalty 3318.888432 = -3348869.487033 nChanged 4 SP:Iteration 92Q (15337.380000 sec): 3 clusters Score: Raw -3352188.611981 + Penalty 3318.888432 = -3348869.723549 nChanged 4 SP:Iteration 93Q (15337.720000 sec): 3 clusters Score: Raw -3352188.796474 + Penalty 3318.888432 = -3348869.908042 nChanged 6 SP:Iteration 94Q (15338.040000 sec): 3 clusters Score: Raw -3352189.044389 + Penalty 3318.888432 = -3348870.155956 nChanged 6 SP:Iteration 95Q (15338.440000 sec): 3 clusters Score: Raw -3352189.277249 + Penalty 3318.888432 = -3348870.388817 nChanged 3 SP:Iteration 96Q (15338.740000 sec): 3 clusters Score: Raw -3352189.401665 + Penalty 3318.888432 = -3348870.513232 nChanged 2 SP:Iteration 97Q (15339.060000 sec): 3 clusters Score: Raw -3352189.437093 + Penalty 3318.888432 = -3348870.548660 nChanged 0 SP:Iteration 98F (15339.360000 sec): 3 clusters Score: Raw -3352189.437093 + Penalty 3318.888432 = -3348870.548660 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15339.490000 sec): 2 clusters Score: Raw -1929933.110562 + Penalty 1564.667277 = -1928368.443285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15339.690000 sec): 3 clusters Score: Raw -1920917.189633 + Penalty 3129.334554 = -1917787.855078 nChanged 6745 SP:Iteration 1F (15339.900000 sec): 3 clusters Score: Raw -1924557.122475 + Penalty 3129.334554 = -1921427.787921 nChanged 823 SP:Iteration 2F (15340.190000 sec): 3 clusters Score: Raw -1924838.815786 + Penalty 3129.334554 = -1921709.481232 nChanged 690 SP:Iteration 3Q (15340.410000 sec): 3 clusters Score: Raw -1925079.220666 + Penalty 3129.334554 = -1921949.886112 nChanged 615 SP:Iteration 4Q (15340.680000 sec): 3 clusters Score: Raw -1925294.587838 + Penalty 3129.334554 = -1922165.253284 nChanged 599 SP:Iteration 5Q (15340.950000 sec): 3 clusters Score: Raw -1925551.529053 + Penalty 3129.334554 = -1922422.194498 nChanged 699 SP:Iteration 6Q (15341.240000 sec): 3 clusters Score: Raw -1925911.399521 + Penalty 3129.334554 = -1922782.064967 nChanged 827 SP:Iteration 7F (15341.450000 sec): 3 clusters Score: Raw -1926401.403556 + Penalty 3129.334554 = -1923272.069002 nChanged 931 SP:Iteration 8F (15341.690000 sec): 3 clusters Score: Raw -1927054.411630 + Penalty 3129.334554 = -1923925.077076 nChanged 1007 SP:Iteration 9F (15341.950000 sec): 3 clusters Score: Raw -1927900.288965 + Penalty 3129.334554 = -1924770.954411 nChanged 947 SP:Iteration 10F (15342.240000 sec): 3 clusters Score: Raw -1928789.630237 + Penalty 3129.334554 = -1925660.295683 nChanged 661 SP:Iteration 11Q (15342.490000 sec): 3 clusters Score: Raw -1929440.660909 + Penalty 3129.334554 = -1926311.326354 nChanged 368 SP:Iteration 12Q (15342.690000 sec): 3 clusters Score: Raw -1929802.665576 + Penalty 3129.334554 = -1926673.331022 nChanged 159 SP:Iteration 13Q (15342.960000 sec): 3 clusters Score: Raw -1929971.836125 + Penalty 3129.334554 = -1926842.501570 nChanged 74 SP:Iteration 14Q (15343.190000 sec): 3 clusters Score: Raw -1930056.284320 + Penalty 3129.334554 = -1926926.949766 nChanged 34 SP:Iteration 15Q (15343.400000 sec): 3 clusters Score: Raw -1930099.110849 + Penalty 3129.334554 = -1926969.776294 nChanged 15 SP:Iteration 16Q (15343.660000 sec): 3 clusters Score: Raw -1930116.979479 + Penalty 3129.334554 = -1926987.644925 nChanged 8 SP:Iteration 17Q (15343.890000 sec): 3 clusters Score: Raw -1930131.887069 + Penalty 3129.334554 = -1927002.552515 nChanged 6 SP:Iteration 18Q (15344.100000 sec): 3 clusters Score: Raw -1930138.127957 + Penalty 3129.334554 = -1927008.793402 nChanged 1 SP:Iteration 19Q (15344.310000 sec): 3 clusters Score: Raw -1930139.666514 + Penalty 3129.334554 = -1927010.331960 nChanged 2 SP:Iteration 20F (15344.500000 sec): 3 clusters Score: Raw -1930143.121547 + Penalty 3129.334554 = -1927013.786993 nChanged 2 SP:Iteration 21Q (15344.750000 sec): 3 clusters Score: Raw -1930147.551968 + Penalty 3129.334554 = -1927018.217413 nChanged 1 SP:Iteration 22Q (15344.950000 sec): 3 clusters Score: Raw -1930150.316154 + Penalty 3129.334554 = -1927020.981600 nChanged 2 SP:Iteration 23Q (15345.190000 sec): 3 clusters Score: Raw -1930152.901905 + Penalty 3129.334554 = -1927023.567351 nChanged 0 SP:Iteration 24F (15345.420000 sec): 3 clusters Score: Raw -1930152.901905 + Penalty 3129.334554 = -1927023.567351 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15349.360000 sec): 2 clusters Score: Raw -113961654.506561 + Penalty 2233.075116 = -113959421.431444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15354.720000 sec): 3 clusters Score: Raw -113331198.525748 + Penalty 4466.150232 = -113326732.375516 nChanged 457249 SP:Iteration 1F (15360.440000 sec): 3 clusters Score: Raw -113606348.504213 + Penalty 4466.150232 = -113601882.353981 nChanged 13352 SP:Iteration 2Q (15367.250000 sec): 3 clusters Score: Raw -113607711.238410 + Penalty 4466.150232 = -113603245.088177 nChanged 14428 SP:Iteration 3Q (15371.160000 sec): 3 clusters Score: Raw -113609383.604268 + Penalty 4466.150232 = -113604917.454036 nChanged 16011 SP:Iteration 4Q (15375.360000 sec): 3 clusters Score: Raw -113611539.649962 + Penalty 4466.150232 = -113607073.499730 nChanged 18297 SP:Iteration 5Q (15380.470000 sec): 3 clusters Score: Raw -113614509.313762 + Penalty 4466.150232 = -113610043.163530 nChanged 21470 SP:Iteration 6Q (15385.400000 sec): 3 clusters Score: Raw -113618711.222251 + Penalty 4466.150232 = -113614245.072019 nChanged 25179 SP:Iteration 7Q (15390.270000 sec): 3 clusters Score: Raw -113624709.090857 + Penalty 4466.150232 = -113620242.940625 nChanged 30040 SP:Iteration 8Q (15395.210000 sec): 3 clusters Score: Raw -113633423.363275 + Penalty 4466.150232 = -113628957.213043 nChanged 35237 SP:Iteration 9Q (15400.160000 sec): 3 clusters Score: Raw -113645837.468289 + Penalty 4466.150232 = -113641371.318056 nChanged 41308 SP:Iteration 10Q (15405.010000 sec): 3 clusters Score: Raw -113663603.058991 + Penalty 4466.150232 = -113659136.908758 nChanged 47630 SP:Iteration 11F (15409.480000 sec): 3 clusters Score: Raw -113689005.870510 + Penalty 4466.150232 = -113684539.720278 nChanged 53345 SP:Iteration 12F (15413.940000 sec): 3 clusters Score: Raw -113723098.203086 + Penalty 4466.150232 = -113718632.052854 nChanged 56062 SP:Iteration 13F (15418.450000 sec): 3 clusters Score: Raw -113760841.565974 + Penalty 4466.150232 = -113756375.415742 nChanged 50407 SP:Iteration 14F (15422.750000 sec): 3 clusters Score: Raw -113788715.053297 + Penalty 4466.150232 = -113784248.903064 nChanged 36656 SP:Iteration 15Q (15427.720000 sec): 3 clusters Score: Raw -113801443.347071 + Penalty 4466.150232 = -113796977.196838 nChanged 21592 SP:Iteration 16Q (15432.320000 sec): 3 clusters Score: Raw -113805696.126612 + Penalty 4466.150232 = -113801229.976380 nChanged 11682 SP:Iteration 17Q (15436.930000 sec): 3 clusters Score: Raw -113807200.985462 + Penalty 4466.150232 = -113802734.835230 nChanged 7623 SP:Iteration 18Q (15441.290000 sec): 3 clusters Score: Raw -113808103.474422 + Penalty 4466.150232 = -113803637.324189 nChanged 6494 SP:Iteration 19Q (15446.320000 sec): 3 clusters Score: Raw -113808890.717825 + Penalty 4466.150232 = -113804424.567593 nChanged 6273 SP:Iteration 20F (15450.620000 sec): 3 clusters Score: Raw -113809658.212605 + Penalty 4466.150232 = -113805192.062373 nChanged 6269 SP:Iteration 21Q (15455.260000 sec): 3 clusters Score: Raw -113810435.934121 + Penalty 4466.150232 = -113805969.783888 nChanged 6382 SP:Iteration 22Q (15460.300000 sec): 3 clusters Score: Raw -113811238.941834 + Penalty 4466.150232 = -113806772.791602 nChanged 6596 SP:Iteration 23Q (15464.650000 sec): 3 clusters Score: Raw -113812108.844519 + Penalty 4466.150232 = -113807642.694286 nChanged 6855 SP:Iteration 24Q (15469.140000 sec): 3 clusters Score: Raw -113813030.695294 + Penalty 4466.150232 = -113808564.545062 nChanged 7121 SP:Iteration 25Q (15473.770000 sec): 3 clusters Score: Raw -113814009.058720 + Penalty 4466.150232 = -113809542.908488 nChanged 7477 SP:Iteration 26Q (15478.170000 sec): 3 clusters Score: Raw -113815106.207046 + Penalty 4466.150232 = -113810640.056813 nChanged 7881 SP:Iteration 27Q (15482.540000 sec): 3 clusters Score: Raw -113816319.538729 + Penalty 4466.150232 = -113811853.388496 nChanged 8264 SP:Iteration 28Q (15486.780000 sec): 3 clusters Score: Raw -113817634.088023 + Penalty 4466.150232 = -113813167.937791 nChanged 8619 SP:Iteration 29Q (15491.040000 sec): 3 clusters Score: Raw -113819086.517200 + Penalty 4466.150232 = -113814620.366968 nChanged 9229 SP:Iteration 30Q (15495.810000 sec): 3 clusters Score: Raw -113820731.381814 + Penalty 4466.150232 = -113816265.231582 nChanged 9755 SP:Iteration 31Q (15500.220000 sec): 3 clusters Score: Raw -113822529.996410 + Penalty 4466.150232 = -113818063.846178 nChanged 10249 SP:Iteration 32Q (15505.510000 sec): 3 clusters Score: Raw -113824534.980994 + Penalty 4466.150232 = -113820068.830762 nChanged 11056 SP:Iteration 33Q (15511.830000 sec): 3 clusters Score: Raw -113826847.825596 + Penalty 4466.150232 = -113822381.675363 nChanged 11751 SP:Iteration 34Q (15516.290000 sec): 3 clusters Score: Raw -113829439.000139 + Penalty 4466.150232 = -113824972.849907 nChanged 12417 SP:Iteration 35Q (15520.280000 sec): 3 clusters Score: Raw -113832340.956813 + Penalty 4466.150232 = -113827874.806581 nChanged 13155 SP:Iteration 36Q (15524.510000 sec): 3 clusters Score: Raw -113835590.556374 + Penalty 4466.150232 = -113831124.406141 nChanged 13865 SP:Iteration 37Q (15528.860000 sec): 3 clusters Score: Raw -113839268.102768 + Penalty 4466.150232 = -113834801.952536 nChanged 14577 SP:Iteration 38Q (15533.140000 sec): 3 clusters Score: Raw -113843400.807500 + Penalty 4466.150232 = -113838934.657268 nChanged 15337 SP:Iteration 39Q (15537.780000 sec): 3 clusters Score: Raw -113848143.346853 + Penalty 4466.150232 = -113843677.196620 nChanged 16115 SP:Iteration 40F (15542.160000 sec): 3 clusters Score: Raw -113853603.874254 + Penalty 4466.150232 = -113849137.724021 nChanged 16810 SP:Iteration 41Q (15546.720000 sec): 3 clusters Score: Raw -113859812.020801 + Penalty 4466.150232 = -113855345.870569 nChanged 17057 SP:Iteration 42Q (15551.340000 sec): 3 clusters Score: Raw -113866639.733786 + Penalty 4466.150232 = -113862173.583554 nChanged 17313 SP:Iteration 43Q (15555.200000 sec): 3 clusters Score: Raw -113874135.904822 + Penalty 4466.150232 = -113869669.754590 nChanged 17432 SP:Iteration 44Q (15559.310000 sec): 3 clusters Score: Raw -113882372.178118 + Penalty 4466.150232 = -113877906.027886 nChanged 17130 SP:Iteration 45Q (15563.610000 sec): 3 clusters Score: Raw -113891082.609121 + Penalty 4466.150232 = -113886616.458889 nChanged 16410 SP:Iteration 46Q (15568.080000 sec): 3 clusters Score: Raw -113899979.008016 + Penalty 4466.150232 = -113895512.857783 nChanged 15332 SP:Iteration 47Q (15572.190000 sec): 3 clusters Score: Raw -113908581.804973 + Penalty 4466.150232 = -113904115.654740 nChanged 13948 SP:Iteration 48Q (15576.260000 sec): 3 clusters Score: Raw -113916519.832198 + Penalty 4466.150232 = -113912053.681966 nChanged 12433 SP:Iteration 49Q (15580.450000 sec): 3 clusters Score: Raw -113923734.853597 + Penalty 4466.150232 = -113919268.703364 nChanged 10965 SP:Iteration 50Q (15584.220000 sec): 3 clusters Score: Raw -113930170.102014 + Penalty 4466.150232 = -113925703.951781 nChanged 9717 SP:Iteration 51Q (15588.090000 sec): 3 clusters Score: Raw -113935933.068412 + Penalty 4466.150232 = -113931466.918180 nChanged 8329 SP:Iteration 52Q (15591.770000 sec): 3 clusters Score: Raw -113940832.532516 + Penalty 4466.150232 = -113936366.382283 nChanged 7023 SP:Iteration 53Q (15595.920000 sec): 3 clusters Score: Raw -113944899.253778 + Penalty 4466.150232 = -113940433.103546 nChanged 5974 SP:Iteration 54Q (15599.620000 sec): 3 clusters Score: Raw -113948343.334924 + Penalty 4466.150232 = -113943877.184692 nChanged 4861 SP:Iteration 55Q (15603.210000 sec): 3 clusters Score: Raw -113951101.594997 + Penalty 4466.150232 = -113946635.444765 nChanged 4061 SP:Iteration 56Q (15606.570000 sec): 3 clusters Score: Raw -113953369.633122 + Penalty 4466.150232 = -113948903.482890 nChanged 3400 SP:Iteration 57Q (15609.710000 sec): 3 clusters Score: Raw -113955247.921830 + Penalty 4466.150232 = -113950781.771597 nChanged 2714 SP:Iteration 58Q (15612.640000 sec): 3 clusters Score: Raw -113956679.030092 + Penalty 4466.150232 = -113952212.879859 nChanged 2157 SP:Iteration 59Q (15616.040000 sec): 3 clusters Score: Raw -113957765.393974 + Penalty 4466.150232 = -113953299.243742 nChanged 1766 SP:Iteration 60F (15620.350000 sec): 3 clusters Score: Raw -113958634.617125 + Penalty 4466.150232 = -113954168.466893 nChanged 1428 SP:Iteration 61Q (15623.880000 sec): 3 clusters Score: Raw -113959302.081585 + Penalty 4466.150232 = -113954835.931353 nChanged 1116 SP:Iteration 62Q (15627.160000 sec): 3 clusters Score: Raw -113959806.590556 + Penalty 4466.150232 = -113955340.440324 nChanged 927 SP:Iteration 63Q (15631.090000 sec): 3 clusters Score: Raw -113960227.992201 + Penalty 4466.150232 = -113955761.841968 nChanged 766 SP:Iteration 64Q (15634.640000 sec): 3 clusters Score: Raw -113960564.417801 + Penalty 4466.150232 = -113956098.267569 nChanged 634 SP:Iteration 65Q (15638.140000 sec): 3 clusters Score: Raw -113960833.164430 + Penalty 4466.150232 = -113956367.014198 nChanged 493 SP:Iteration 66Q (15641.520000 sec): 3 clusters Score: Raw -113961026.284863 + Penalty 4466.150232 = -113956560.134631 nChanged 403 SP:Iteration 67Q (15645.710000 sec): 3 clusters Score: Raw -113961176.452425 + Penalty 4466.150232 = -113956710.302193 nChanged 319 SP:Iteration 68Q (15649.390000 sec): 3 clusters Score: Raw -113961291.093627 + Penalty 4466.150232 = -113956824.943395 nChanged 256 SP:Iteration 69Q (15653.130000 sec): 3 clusters Score: Raw -113961382.733457 + Penalty 4466.150232 = -113956916.583225 nChanged 221 SP:Iteration 70Q (15657.300000 sec): 3 clusters Score: Raw -113961465.079969 + Penalty 4466.150232 = -113956998.929737 nChanged 192 SP:Iteration 71Q (15660.900000 sec): 3 clusters Score: Raw -113961530.865886 + Penalty 4466.150232 = -113957064.715654 nChanged 148 SP:Iteration 72Q (15665.230000 sec): 3 clusters Score: Raw -113961580.715602 + Penalty 4466.150232 = -113957114.565370 nChanged 128 SP:Iteration 73Q (15669.040000 sec): 3 clusters Score: Raw -113961623.251501 + Penalty 4466.150232 = -113957157.101269 nChanged 111 SP:Iteration 74Q (15673.440000 sec): 3 clusters Score: Raw -113961660.795448 + Penalty 4466.150232 = -113957194.645216 nChanged 95 SP:Iteration 75Q (15677.150000 sec): 3 clusters Score: Raw -113961688.899271 + Penalty 4466.150232 = -113957222.749039 nChanged 86 SP:Iteration 76Q (15680.990000 sec): 3 clusters Score: Raw -113961715.892471 + Penalty 4466.150232 = -113957249.742239 nChanged 78 SP:Iteration 77Q (15684.720000 sec): 3 clusters Score: Raw -113961740.752434 + Penalty 4466.150232 = -113957274.602202 nChanged 69 SP:Iteration 78Q (15688.200000 sec): 3 clusters Score: Raw -113961762.571667 + Penalty 4466.150232 = -113957296.421435 nChanged 61 SP:Iteration 79Q (15691.520000 sec): 3 clusters Score: Raw -113961782.917518 + Penalty 4466.150232 = -113957316.767286 nChanged 57 SP:Iteration 80F (15695.890000 sec): 3 clusters Score: Raw -113961798.049552 + Penalty 4466.150232 = -113957331.899320 nChanged 54 SP:Iteration 81Q (15699.160000 sec): 3 clusters Score: Raw -113961815.178859 + Penalty 4466.150232 = -113957349.028627 nChanged 46 SP:Iteration 82Q (15703.000000 sec): 3 clusters Score: Raw -113961829.849258 + Penalty 4466.150232 = -113957363.699025 nChanged 36 SP:Iteration 83Q (15706.700000 sec): 3 clusters Score: Raw -113961840.997667 + Penalty 4466.150232 = -113957374.847434 nChanged 36 SP:Iteration 84Q (15710.590000 sec): 3 clusters Score: Raw -113961852.085416 + Penalty 4466.150232 = -113957385.935184 nChanged 41 SP:Iteration 85Q (15714.390000 sec): 3 clusters Score: Raw -113961865.402338 + Penalty 4466.150232 = -113957399.252106 nChanged 43 SP:Iteration 86Q (15718.100000 sec): 3 clusters Score: Raw -113961880.161058 + Penalty 4466.150232 = -113957414.010826 nChanged 33 SP:Iteration 87Q (15721.780000 sec): 3 clusters Score: Raw -113961890.196086 + Penalty 4466.150232 = -113957424.045854 nChanged 30 SP:Iteration 88Q (15725.380000 sec): 3 clusters Score: Raw -113961899.261049 + Penalty 4466.150232 = -113957433.110817 nChanged 27 SP:Iteration 89Q (15729.180000 sec): 3 clusters Score: Raw -113961908.154858 + Penalty 4466.150232 = -113957442.004625 nChanged 24 SP:Iteration 90Q (15732.510000 sec): 3 clusters Score: Raw -113961916.253098 + Penalty 4466.150232 = -113957450.102866 nChanged 20 SP:Iteration 91Q (15736.170000 sec): 3 clusters Score: Raw -113961922.107414 + Penalty 4466.150232 = -113957455.957182 nChanged 20 SP:Iteration 92Q (15739.670000 sec): 3 clusters Score: Raw -113961927.760044 + Penalty 4466.150232 = -113957461.609811 nChanged 14 SP:Iteration 93Q (15743.640000 sec): 3 clusters Score: Raw -113961931.123418 + Penalty 4466.150232 = -113957464.973186 nChanged 10 SP:Iteration 94Q (15747.410000 sec): 3 clusters Score: Raw -113961933.953265 + Penalty 4466.150232 = -113957467.803032 nChanged 13 SP:Iteration 95Q (15750.870000 sec): 3 clusters Score: Raw -113961938.128808 + Penalty 4466.150232 = -113957471.978576 nChanged 14 SP:Iteration 96Q (15754.150000 sec): 3 clusters Score: Raw -113961942.226511 + Penalty 4466.150232 = -113957476.076278 nChanged 14 SP:Iteration 97Q (15757.730000 sec): 3 clusters Score: Raw -113961945.800732 + Penalty 4466.150232 = -113957479.650500 nChanged 6 SP:Iteration 98Q (15761.380000 sec): 3 clusters Score: Raw -113961947.610358 + Penalty 4466.150232 = -113957481.460126 nChanged 8 SP:Iteration 99Q (15764.780000 sec): 3 clusters Score: Raw -113961949.939877 + Penalty 4466.150232 = -113957483.789644 nChanged 7 SP:Iteration 100F (15769.020000 sec): 3 clusters Score: Raw -113961951.795182 + Penalty 4466.150232 = -113957485.644950 nChanged 6 SP:Iteration 101Q (15772.800000 sec): 3 clusters Score: Raw -113961954.035467 + Penalty 4466.150232 = -113957487.885235 nChanged 9 SP:Iteration 102Q (15776.610000 sec): 3 clusters Score: Raw -113961956.713390 + Penalty 4466.150232 = -113957490.563158 nChanged 7 SP:Iteration 103Q (15780.160000 sec): 3 clusters Score: Raw -113961958.877550 + Penalty 4466.150232 = -113957492.727318 nChanged 6 SP:Iteration 104Q (15783.490000 sec): 3 clusters Score: Raw -113961960.472261 + Penalty 4466.150232 = -113957494.322029 nChanged 5 SP:Iteration 105Q (15786.890000 sec): 3 clusters Score: Raw -113961962.051688 + Penalty 4466.150232 = -113957495.901456 nChanged 7 SP:Iteration 106Q (15790.560000 sec): 3 clusters Score: Raw -113961964.630343 + Penalty 4466.150232 = -113957498.480111 nChanged 11 SP:Iteration 107Q (15794.380000 sec): 3 clusters Score: Raw -113961968.786655 + Penalty 4466.150232 = -113957502.636423 nChanged 7 SP:Iteration 108Q (15797.640000 sec): 3 clusters Score: Raw -113961972.293308 + Penalty 4466.150232 = -113957506.143076 nChanged 9 SP:Iteration 109Q (15801.120000 sec): 3 clusters Score: Raw -113961976.602241 + Penalty 4466.150232 = -113957510.452009 nChanged 14 SP:Iteration 110Q (15804.530000 sec): 3 clusters Score: Raw -113961981.688936 + Penalty 4466.150232 = -113957515.538703 nChanged 11 SP:Iteration 111Q (15808.210000 sec): 3 clusters Score: Raw -113961984.912135 + Penalty 4466.150232 = -113957518.761902 nChanged 9 SP:Iteration 112Q (15811.660000 sec): 3 clusters Score: Raw -113961987.947508 + Penalty 4466.150232 = -113957521.797275 nChanged 8 SP:Iteration 113Q (15815.020000 sec): 3 clusters Score: Raw -113961990.997599 + Penalty 4466.150232 = -113957524.847367 nChanged 11 SP:Iteration 114Q (15820.070000 sec): 3 clusters Score: Raw -113961993.699079 + Penalty 4466.150232 = -113957527.548847 nChanged 5 SP:Iteration 115Q (15824.040000 sec): 3 clusters Score: Raw -113961995.291152 + Penalty 4466.150232 = -113957529.140920 nChanged 5 SP:Iteration 116Q (15827.480000 sec): 3 clusters Score: Raw -113961997.250614 + Penalty 4466.150232 = -113957531.100382 nChanged 3 SP:Iteration 117Q (15831.190000 sec): 3 clusters Score: Raw -113961997.836786 + Penalty 4466.150232 = -113957531.686554 nChanged 3 SP:Iteration 118Q (15835.440000 sec): 3 clusters Score: Raw -113961998.321248 + Penalty 4466.150232 = -113957532.171016 nChanged 2 SP:Iteration 119Q (15838.750000 sec): 3 clusters Score: Raw -113961998.857396 + Penalty 4466.150232 = -113957532.707164 nChanged 2 SP:Iteration 120F (15842.720000 sec): 3 clusters Score: Raw -113961999.197521 + Penalty 4466.150232 = -113957533.047289 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15843.360000 sec): 2 clusters Score: Raw -2765192.581122 + Penalty 1630.943453 = -2763561.637669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15843.650000 sec): 3 clusters Score: Raw -2751240.216550 + Penalty 3261.886906 = -2747978.329644 nChanged 10440 SP:Iteration 1F (15843.920000 sec): 3 clusters Score: Raw -2756966.915988 + Penalty 3261.886906 = -2753705.029081 nChanged 974 SP:Iteration 2Q (15844.270000 sec): 3 clusters Score: Raw -2757300.732992 + Penalty 3261.886906 = -2754038.846086 nChanged 974 SP:Iteration 3Q (15844.550000 sec): 3 clusters Score: Raw -2757700.739410 + Penalty 3261.886906 = -2754438.852503 nChanged 1099 SP:Iteration 4Q (15844.820000 sec): 3 clusters Score: Raw -2758250.730320 + Penalty 3261.886906 = -2754988.843414 nChanged 1306 SP:Iteration 5F (15845.120000 sec): 3 clusters Score: Raw -2759082.317937 + Penalty 3261.886906 = -2755820.431030 nChanged 1553 SP:Iteration 6F (15845.360000 sec): 3 clusters Score: Raw -2760284.024942 + Penalty 3261.886906 = -2757022.138036 nChanged 1631 SP:Iteration 7F (15845.680000 sec): 3 clusters Score: Raw -2761765.908988 + Penalty 3261.886906 = -2758504.022082 nChanged 1444 SP:Iteration 8F (15845.950000 sec): 3 clusters Score: Raw -2763171.684445 + Penalty 3261.886906 = -2759909.797539 nChanged 986 SP:Iteration 9Q (15846.230000 sec): 3 clusters Score: Raw -2764133.682361 + Penalty 3261.886906 = -2760871.795454 nChanged 595 SP:Iteration 10Q (15846.530000 sec): 3 clusters Score: Raw -2764694.366743 + Penalty 3261.886906 = -2761432.479836 nChanged 343 SP:Iteration 11Q (15846.790000 sec): 3 clusters Score: Raw -2764998.525728 + Penalty 3261.886906 = -2761736.638821 nChanged 198 SP:Iteration 12Q (15847.090000 sec): 3 clusters Score: Raw -2765172.874268 + Penalty 3261.886906 = -2761910.987362 nChanged 101 SP:Iteration 13Q (15847.380000 sec): 3 clusters Score: Raw -2765255.637497 + Penalty 3261.886906 = -2761993.750590 nChanged 61 SP:Iteration 14Q (15847.660000 sec): 3 clusters Score: Raw -2765303.778326 + Penalty 3261.886906 = -2762041.891419 nChanged 35 SP:Iteration 15Q (15847.930000 sec): 3 clusters Score: Raw -2765341.090396 + Penalty 3261.886906 = -2762079.203489 nChanged 26 SP:Iteration 16Q (15848.140000 sec): 3 clusters Score: Raw -2765360.713609 + Penalty 3261.886906 = -2762098.826702 nChanged 24 SP:Iteration 17Q (15848.390000 sec): 3 clusters Score: Raw -2765382.388540 + Penalty 3261.886906 = -2762120.501633 nChanged 18 SP:Iteration 18Q (15848.610000 sec): 3 clusters Score: Raw -2765398.594758 + Penalty 3261.886906 = -2762136.707852 nChanged 10 SP:Iteration 19Q (15848.850000 sec): 3 clusters Score: Raw -2765408.643245 + Penalty 3261.886906 = -2762146.756338 nChanged 10 SP:Iteration 20F (15849.150000 sec): 3 clusters Score: Raw -2765421.535584 + Penalty 3261.886906 = -2762159.648677 nChanged 6 SP:Iteration 21Q (15849.390000 sec): 3 clusters Score: Raw -2765426.246129 + Penalty 3261.886906 = -2762164.359223 nChanged 5 SP:Iteration 22Q (15849.600000 sec): 3 clusters Score: Raw -2765430.957422 + Penalty 3261.886906 = -2762169.070515 nChanged 4 SP:Iteration 23Q (15849.830000 sec): 3 clusters Score: Raw -2765434.409794 + Penalty 3261.886906 = -2762172.522887 nChanged 8 SP:Iteration 24Q (15850.080000 sec): 3 clusters Score: Raw -2765441.269779 + Penalty 3261.886906 = -2762179.382873 nChanged 3 SP:Iteration 25Q (15850.310000 sec): 3 clusters Score: Raw -2765444.346714 + Penalty 3261.886906 = -2762182.459807 nChanged 1 SP:Iteration 26Q (15850.610000 sec): 3 clusters Score: Raw -2765444.766158 + Penalty 3261.886906 = -2762182.879251 nChanged 0 SP:Iteration 27F (15850.890000 sec): 3 clusters Score: Raw -2765444.766158 + Penalty 3261.886906 = -2762182.879251 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15850.970000 sec): 2 clusters Score: Raw -173510.537898 + Penalty 1181.538887 = -172328.999010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15851.140000 sec): 3 clusters Score: Raw -172931.166568 + Penalty 2363.077775 = -170568.088793 nChanged 474 SP:Iteration 1F (15851.310000 sec): 3 clusters Score: Raw -173240.398774 + Penalty 2363.077775 = -170877.320999 nChanged 95 SP:Iteration 2F (15851.480000 sec): 3 clusters Score: Raw -173315.362973 + Penalty 2363.077775 = -170952.285199 nChanged 62 SP:Iteration 3Q (15851.650000 sec): 3 clusters Score: Raw -173372.792340 + Penalty 2363.077775 = -171009.714565 nChanged 44 SP:Iteration 4Q (15851.830000 sec): 3 clusters Score: Raw -173412.461630 + Penalty 2363.077775 = -171049.383855 nChanged 34 SP:Iteration 5Q (15851.970000 sec): 3 clusters Score: Raw -173443.605963 + Penalty 2363.077775 = -171080.528188 nChanged 26 SP:Iteration 6Q (15852.130000 sec): 3 clusters Score: Raw -173468.411803 + Penalty 2363.077775 = -171105.334028 nChanged 20 SP:Iteration 7Q (15852.290000 sec): 3 clusters Score: Raw -173481.970612 + Penalty 2363.077775 = -171118.892837 nChanged 15 SP:Iteration 8Q (15852.460000 sec): 3 clusters Score: Raw -173492.861287 + Penalty 2363.077775 = -171129.783513 nChanged 11 SP:Iteration 9Q (15852.650000 sec): 3 clusters Score: Raw -173501.132073 + Penalty 2363.077775 = -171138.054298 nChanged 11 SP:Iteration 10Q (15852.850000 sec): 3 clusters Score: Raw -173507.756138 + Penalty 2363.077775 = -171144.678363 nChanged 7 SP:Iteration 11Q (15853.010000 sec): 3 clusters Score: Raw -173512.202378 + Penalty 2363.077775 = -171149.124603 nChanged 6 SP:Iteration 12Q (15853.210000 sec): 3 clusters Score: Raw -173517.074145 + Penalty 2363.077775 = -171153.996370 nChanged 5 SP:Iteration 13Q (15853.390000 sec): 3 clusters Score: Raw -173520.325075 + Penalty 2363.077775 = -171157.247300 nChanged 6 SP:Iteration 14Q (15853.560000 sec): 3 clusters Score: Raw -173523.830814 + Penalty 2363.077775 = -171160.753039 nChanged 3 SP:Iteration 15Q (15853.740000 sec): 3 clusters Score: Raw -173526.284430 + Penalty 2363.077775 = -171163.206655 nChanged 2 SP:Iteration 16Q (15853.900000 sec): 3 clusters Score: Raw -173527.321126 + Penalty 2363.077775 = -171164.243352 nChanged 3 SP:Iteration 17Q (15854.110000 sec): 3 clusters Score: Raw -173528.558791 + Penalty 2363.077775 = -171165.481016 nChanged 2 SP:Iteration 18Q (15854.300000 sec): 3 clusters Score: Raw -173529.110951 + Penalty 2363.077775 = -171166.033176 nChanged 2 SP:Iteration 19Q (15854.470000 sec): 3 clusters Score: Raw -173530.786193 + Penalty 2363.077775 = -171167.708418 nChanged 4 SP:Iteration 20F (15854.660000 sec): 3 clusters Score: Raw -173533.400268 + Penalty 2363.077775 = -171170.322493 nChanged 6 SP:Iteration 21Q (15854.840000 sec): 3 clusters Score: Raw -173537.291826 + Penalty 2363.077775 = -171174.214051 nChanged 4 SP:Iteration 22Q (15855.010000 sec): 3 clusters Score: Raw -173539.191046 + Penalty 2363.077775 = -171176.113271 nChanged 6 SP:Iteration 23Q (15855.170000 sec): 3 clusters Score: Raw -173543.298649 + Penalty 2363.077775 = -171180.220874 nChanged 6 SP:Iteration 24Q (15855.350000 sec): 3 clusters Score: Raw -173547.505278 + Penalty 2363.077775 = -171184.427503 nChanged 2 SP:Iteration 25Q (15855.530000 sec): 3 clusters Score: Raw -173549.178611 + Penalty 2363.077775 = -171186.100836 nChanged 7 SP:Iteration 26Q (15855.740000 sec): 3 clusters Score: Raw -173553.379309 + Penalty 2363.077775 = -171190.301534 nChanged 5 SP:Iteration 27Q (15855.910000 sec): 3 clusters Score: Raw -173555.781667 + Penalty 2363.077775 = -171192.703892 nChanged 4 SP:Iteration 28Q (15856.110000 sec): 3 clusters Score: Raw -173558.413426 + Penalty 2363.077775 = -171195.335651 nChanged 3 SP:Iteration 29Q (15856.270000 sec): 3 clusters Score: Raw -173559.818336 + Penalty 2363.077775 = -171196.740561 nChanged 5 SP:Iteration 30Q (15856.440000 sec): 3 clusters Score: Raw -173562.987868 + Penalty 2363.077775 = -171199.910093 nChanged 2 SP:Iteration 31Q (15856.620000 sec): 3 clusters Score: Raw -173563.963937 + Penalty 2363.077775 = -171200.886163 nChanged 0 SP:Iteration 32F (15856.830000 sec): 3 clusters Score: Raw -173563.963937 + Penalty 2363.077775 = -171200.886163 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (92358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15857.270000 sec): 2 clusters Score: Raw -11223389.679544 + Penalty 1857.931986 = -11221531.747558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15857.900000 sec): 3 clusters Score: Raw -11163488.359416 + Penalty 3715.863973 = -11159772.495444 nChanged 43975 SP:Iteration 1F (15858.490000 sec): 3 clusters Score: Raw -11189162.494867 + Penalty 3715.863973 = -11185446.630894 nChanged 2782 SP:Iteration 2Q (15859.100000 sec): 3 clusters Score: Raw -11189782.111822 + Penalty 3715.863973 = -11186066.247849 nChanged 2886 SP:Iteration 3Q (15859.660000 sec): 3 clusters Score: Raw -11190536.360890 + Penalty 3715.863973 = -11186820.496917 nChanged 3332 SP:Iteration 4Q (15860.260000 sec): 3 clusters Score: Raw -11191689.473735 + Penalty 3715.863973 = -11187973.609762 nChanged 4178 SP:Iteration 5Q (15860.920000 sec): 3 clusters Score: Raw -11193653.391314 + Penalty 3715.863973 = -11189937.527341 nChanged 5154 SP:Iteration 6F (15861.590000 sec): 3 clusters Score: Raw -11196866.238057 + Penalty 3715.863973 = -11193150.374084 nChanged 6031 SP:Iteration 7F (15862.190000 sec): 3 clusters Score: Raw -11201653.310404 + Penalty 3715.863973 = -11197937.446431 nChanged 6110 SP:Iteration 8F (15862.800000 sec): 3 clusters Score: Raw -11207418.035908 + Penalty 3715.863973 = -11203702.171935 nChanged 5053 SP:Iteration 9F (15863.360000 sec): 3 clusters Score: Raw -11212863.705999 + Penalty 3715.863973 = -11209147.842026 nChanged 3787 SP:Iteration 10Q (15864.000000 sec): 3 clusters Score: Raw -11216851.989258 + Penalty 3715.863973 = -11213136.125285 nChanged 2526 SP:Iteration 11Q (15864.590000 sec): 3 clusters Score: Raw -11218998.214334 + Penalty 3715.863973 = -11215282.350361 nChanged 1686 SP:Iteration 12Q (15865.180000 sec): 3 clusters Score: Raw -11220269.885733 + Penalty 3715.863973 = -11216554.021760 nChanged 1348 SP:Iteration 13Q (15865.730000 sec): 3 clusters Score: Raw -11221161.802733 + Penalty 3715.863973 = -11217445.938760 nChanged 1144 SP:Iteration 14Q (15866.350000 sec): 3 clusters Score: Raw -11221810.175587 + Penalty 3715.863973 = -11218094.311614 nChanged 922 SP:Iteration 15Q (15866.970000 sec): 3 clusters Score: Raw -11222233.324858 + Penalty 3715.863973 = -11218517.460885 nChanged 691 SP:Iteration 16Q (15867.590000 sec): 3 clusters Score: Raw -11222473.700801 + Penalty 3715.863973 = -11218757.836829 nChanged 486 SP:Iteration 17Q (15868.230000 sec): 3 clusters Score: Raw -11222607.407146 + Penalty 3715.863973 = -11218891.543173 nChanged 393 SP:Iteration 18Q (15868.910000 sec): 3 clusters Score: Raw -11222701.768299 + Penalty 3715.863973 = -11218985.904326 nChanged 326 SP:Iteration 19Q (15869.590000 sec): 3 clusters Score: Raw -11222768.610487 + Penalty 3715.863973 = -11219052.746514 nChanged 253 SP:Iteration 20F (15870.270000 sec): 3 clusters Score: Raw -11222811.102973 + Penalty 3715.863973 = -11219095.239000 nChanged 196 SP:Iteration 21Q (15870.870000 sec): 3 clusters Score: Raw -11222838.579468 + Penalty 3715.863973 = -11219122.715495 nChanged 182 SP:Iteration 22Q (15871.460000 sec): 3 clusters Score: Raw -11222860.775339 + Penalty 3715.863973 = -11219144.911366 nChanged 142 SP:Iteration 23Q (15872.100000 sec): 3 clusters Score: Raw -11222875.681397 + Penalty 3715.863973 = -11219159.817424 nChanged 128 SP:Iteration 24Q (15872.620000 sec): 3 clusters Score: Raw -11222890.393007 + Penalty 3715.863973 = -11219174.529034 nChanged 123 SP:Iteration 25Q (15873.190000 sec): 3 clusters Score: Raw -11222902.600488 + Penalty 3715.863973 = -11219186.736515 nChanged 119 SP:Iteration 26Q (15873.760000 sec): 3 clusters Score: Raw -11222914.671224 + Penalty 3715.863973 = -11219198.807251 nChanged 101 SP:Iteration 27Q (15874.330000 sec): 3 clusters Score: Raw -11222924.494329 + Penalty 3715.863973 = -11219208.630356 nChanged 98 SP:Iteration 28Q (15874.880000 sec): 3 clusters Score: Raw -11222934.093781 + Penalty 3715.863973 = -11219218.229808 nChanged 92 SP:Iteration 29Q (15875.460000 sec): 3 clusters Score: Raw -11222942.301366 + Penalty 3715.863973 = -11219226.437393 nChanged 100 SP:Iteration 30Q (15876.010000 sec): 3 clusters Score: Raw -11222950.291591 + Penalty 3715.863973 = -11219234.427619 nChanged 82 SP:Iteration 31Q (15876.600000 sec): 3 clusters Score: Raw -11222956.454586 + Penalty 3715.863973 = -11219240.590613 nChanged 90 SP:Iteration 32Q (15877.140000 sec): 3 clusters Score: Raw -11222963.106900 + Penalty 3715.863973 = -11219247.242927 nChanged 78 SP:Iteration 33Q (15877.720000 sec): 3 clusters Score: Raw -11222968.739329 + Penalty 3715.863973 = -11219252.875356 nChanged 80 SP:Iteration 34Q (15878.270000 sec): 3 clusters Score: Raw -11222975.117513 + Penalty 3715.863973 = -11219259.253540 nChanged 79 SP:Iteration 35Q (15878.820000 sec): 3 clusters Score: Raw -11222981.392120 + Penalty 3715.863973 = -11219265.528148 nChanged 71 SP:Iteration 36Q (15879.390000 sec): 3 clusters Score: Raw -11222986.555836 + Penalty 3715.863973 = -11219270.691863 nChanged 80 SP:Iteration 37Q (15879.990000 sec): 3 clusters Score: Raw -11222992.826412 + Penalty 3715.863973 = -11219276.962439 nChanged 79 SP:Iteration 38Q (15880.540000 sec): 3 clusters Score: Raw -11222999.987829 + Penalty 3715.863973 = -11219284.123856 nChanged 76 SP:Iteration 39Q (15881.030000 sec): 3 clusters Score: Raw -11223006.105058 + Penalty 3715.863973 = -11219290.241085 nChanged 74 SP:Iteration 40F (15881.590000 sec): 3 clusters Score: Raw -11223011.918177 + Penalty 3715.863973 = -11219296.054204 nChanged 75 SP:Iteration 41Q (15882.150000 sec): 3 clusters Score: Raw -11223017.802992 + Penalty 3715.863973 = -11219301.939019 nChanged 74 SP:Iteration 42Q (15882.740000 sec): 3 clusters Score: Raw -11223023.170881 + Penalty 3715.863973 = -11219307.306908 nChanged 65 SP:Iteration 43Q (15883.290000 sec): 3 clusters Score: Raw -11223028.653905 + Penalty 3715.863973 = -11219312.789932 nChanged 69 SP:Iteration 44Q (15883.870000 sec): 3 clusters Score: Raw -11223034.305743 + Penalty 3715.863973 = -11219318.441771 nChanged 69 SP:Iteration 45Q (15884.420000 sec): 3 clusters Score: Raw -11223040.034845 + Penalty 3715.863973 = -11219324.170872 nChanged 69 SP:Iteration 46Q (15885.000000 sec): 3 clusters Score: Raw -11223044.861208 + Penalty 3715.863973 = -11219328.997235 nChanged 54 SP:Iteration 47Q (15885.550000 sec): 3 clusters Score: Raw -11223048.324295 + Penalty 3715.863973 = -11219332.460322 nChanged 49 SP:Iteration 48Q (15886.120000 sec): 3 clusters Score: Raw -11223050.816796 + Penalty 3715.863973 = -11219334.952823 nChanged 44 SP:Iteration 49Q (15886.750000 sec): 3 clusters Score: Raw -11223053.135924 + Penalty 3715.863973 = -11219337.271951 nChanged 47 SP:Iteration 50Q (15887.280000 sec): 3 clusters Score: Raw -11223056.229411 + Penalty 3715.863973 = -11219340.365438 nChanged 51 SP:Iteration 51Q (15887.870000 sec): 3 clusters Score: Raw -11223059.833902 + Penalty 3715.863973 = -11219343.969929 nChanged 53 SP:Iteration 52Q (15888.410000 sec): 3 clusters Score: Raw -11223063.099943 + Penalty 3715.863973 = -11219347.235971 nChanged 55 SP:Iteration 53Q (15888.940000 sec): 3 clusters Score: Raw -11223066.536332 + Penalty 3715.863973 = -11219350.672360 nChanged 51 SP:Iteration 54Q (15889.480000 sec): 3 clusters Score: Raw -11223069.939369 + Penalty 3715.863973 = -11219354.075396 nChanged 60 SP:Iteration 55Q (15890.040000 sec): 3 clusters Score: Raw -11223074.178360 + Penalty 3715.863973 = -11219358.314387 nChanged 64 SP:Iteration 56Q (15890.580000 sec): 3 clusters Score: Raw -11223078.794273 + Penalty 3715.863973 = -11219362.930300 nChanged 60 SP:Iteration 57Q (15891.120000 sec): 3 clusters Score: Raw -11223082.964249 + Penalty 3715.863973 = -11219367.100276 nChanged 58 SP:Iteration 58Q (15891.680000 sec): 3 clusters Score: Raw -11223086.973249 + Penalty 3715.863973 = -11219371.109276 nChanged 60 SP:Iteration 59Q (15892.270000 sec): 3 clusters Score: Raw -11223090.863042 + Penalty 3715.863973 = -11219374.999069 nChanged 49 SP:Iteration 60F (15892.910000 sec): 3 clusters Score: Raw -11223094.389572 + Penalty 3715.863973 = -11219378.525599 nChanged 47 SP:Iteration 61Q (15893.490000 sec): 3 clusters Score: Raw -11223097.035435 + Penalty 3715.863973 = -11219381.171462 nChanged 41 SP:Iteration 62Q (15894.080000 sec): 3 clusters Score: Raw -11223099.529226 + Penalty 3715.863973 = -11219383.665254 nChanged 47 SP:Iteration 63Q (15894.610000 sec): 3 clusters Score: Raw -11223102.252826 + Penalty 3715.863973 = -11219386.388853 nChanged 31 SP:Iteration 64Q (15895.120000 sec): 3 clusters Score: Raw -11223103.816156 + Penalty 3715.863973 = -11219387.952183 nChanged 36 SP:Iteration 65Q (15895.580000 sec): 3 clusters Score: Raw -11223105.642351 + Penalty 3715.863973 = -11219389.778378 nChanged 28 SP:Iteration 66Q (15896.050000 sec): 3 clusters Score: Raw -11223107.390495 + Penalty 3715.863973 = -11219391.526522 nChanged 37 SP:Iteration 67Q (15896.580000 sec): 3 clusters Score: Raw -11223109.630651 + Penalty 3715.863973 = -11219393.766678 nChanged 35 SP:Iteration 68Q (15897.090000 sec): 3 clusters Score: Raw -11223111.864545 + Penalty 3715.863973 = -11219396.000572 nChanged 33 SP:Iteration 69Q (15897.590000 sec): 3 clusters Score: Raw -11223113.793921 + Penalty 3715.863973 = -11219397.929948 nChanged 32 SP:Iteration 70Q (15898.100000 sec): 3 clusters Score: Raw -11223115.725758 + Penalty 3715.863973 = -11219399.861785 nChanged 23 SP:Iteration 71Q (15898.600000 sec): 3 clusters Score: Raw -11223116.650620 + Penalty 3715.863973 = -11219400.786647 nChanged 17 SP:Iteration 72Q (15899.110000 sec): 3 clusters Score: Raw -11223117.212476 + Penalty 3715.863973 = -11219401.348504 nChanged 10 SP:Iteration 73Q (15899.650000 sec): 3 clusters Score: Raw -11223117.580582 + Penalty 3715.863973 = -11219401.716609 nChanged 11 SP:Iteration 74Q (15900.170000 sec): 3 clusters Score: Raw -11223118.104484 + Penalty 3715.863973 = -11219402.240511 nChanged 7 SP:Iteration 75Q (15900.670000 sec): 3 clusters Score: Raw -11223118.307133 + Penalty 3715.863973 = -11219402.443160 nChanged 6 SP:Iteration 76Q (15901.160000 sec): 3 clusters Score: Raw -11223118.446182 + Penalty 3715.863973 = -11219402.582209 nChanged 7 SP:Iteration 77Q (15901.700000 sec): 3 clusters Score: Raw -11223118.803553 + Penalty 3715.863973 = -11219402.939580 nChanged 7 SP:Iteration 78Q (15902.240000 sec): 3 clusters Score: Raw -11223119.089725 + Penalty 3715.863973 = -11219403.225752 nChanged 10 SP:Iteration 79Q (15902.830000 sec): 3 clusters Score: Raw -11223119.503565 + Penalty 3715.863973 = -11219403.639592 nChanged 13 SP:Iteration 80F (15903.480000 sec): 3 clusters Score: Raw -11223120.231607 + Penalty 3715.863973 = -11219404.367634 nChanged 16 SP:Iteration 81Q (15904.020000 sec): 3 clusters Score: Raw -11223121.027469 + Penalty 3715.863973 = -11219405.163496 nChanged 19 SP:Iteration 82Q (15904.550000 sec): 3 clusters Score: Raw -11223122.129088 + Penalty 3715.863973 = -11219406.265115 nChanged 29 SP:Iteration 83Q (15905.060000 sec): 3 clusters Score: Raw -11223123.707381 + Penalty 3715.863973 = -11219407.843408 nChanged 25 SP:Iteration 84Q (15905.620000 sec): 3 clusters Score: Raw -11223125.078033 + Penalty 3715.863973 = -11219409.214060 nChanged 27 SP:Iteration 85Q (15906.220000 sec): 3 clusters Score: Raw -11223126.789446 + Penalty 3715.863973 = -11219410.925473 nChanged 28 SP:Iteration 86Q (15906.780000 sec): 3 clusters Score: Raw -11223128.659542 + Penalty 3715.863973 = -11219412.795569 nChanged 35 SP:Iteration 87Q (15907.360000 sec): 3 clusters Score: Raw -11223131.521201 + Penalty 3715.863973 = -11219415.657228 nChanged 30 SP:Iteration 88Q (15907.960000 sec): 3 clusters Score: Raw -11223133.520242 + Penalty 3715.863973 = -11219417.656269 nChanged 24 SP:Iteration 89Q (15908.530000 sec): 3 clusters Score: Raw -11223134.732850 + Penalty 3715.863973 = -11219418.868877 nChanged 24 SP:Iteration 90Q (15909.060000 sec): 3 clusters Score: Raw -11223135.727172 + Penalty 3715.863973 = -11219419.863199 nChanged 22 SP:Iteration 91Q (15909.540000 sec): 3 clusters Score: Raw -11223136.534173 + Penalty 3715.863973 = -11219420.670200 nChanged 17 SP:Iteration 92Q (15910.070000 sec): 3 clusters Score: Raw -11223137.216411 + Penalty 3715.863973 = -11219421.352438 nChanged 12 SP:Iteration 93Q (15910.650000 sec): 3 clusters Score: Raw -11223137.856799 + Penalty 3715.863973 = -11219421.992826 nChanged 19 SP:Iteration 94Q (15911.240000 sec): 3 clusters Score: Raw -11223138.723590 + Penalty 3715.863973 = -11219422.859617 nChanged 17 SP:Iteration 95Q (15911.790000 sec): 3 clusters Score: Raw -11223139.410789 + Penalty 3715.863973 = -11219423.546816 nChanged 11 SP:Iteration 96Q (15912.330000 sec): 3 clusters Score: Raw -11223139.716875 + Penalty 3715.863973 = -11219423.852902 nChanged 5 SP:Iteration 97Q (15912.880000 sec): 3 clusters Score: Raw -11223139.875962 + Penalty 3715.863973 = -11219424.011989 nChanged 4 SP:Iteration 98Q (15913.400000 sec): 3 clusters Score: Raw -11223140.053440 + Penalty 3715.863973 = -11219424.189467 nChanged 6 SP:Iteration 99Q (15913.970000 sec): 3 clusters Score: Raw -11223140.280749 + Penalty 3715.863973 = -11219424.416776 nChanged 2 SP:Iteration 100F (15914.580000 sec): 3 clusters Score: Raw -11223140.338767 + Penalty 3715.863973 = -11219424.474794 nChanged 5 SP:Iteration 101Q (15915.130000 sec): 3 clusters Score: Raw -11223140.500903 + Penalty 3715.863973 = -11219424.636930 nChanged 5 SP:Iteration 102Q (15915.690000 sec): 3 clusters Score: Raw -11223140.642649 + Penalty 3715.863973 = -11219424.778676 nChanged 6 SP:Iteration 103Q (15916.250000 sec): 3 clusters Score: Raw -11223140.826704 + Penalty 3715.863973 = -11219424.962731 nChanged 4 SP:Iteration 104Q (15916.770000 sec): 3 clusters Score: Raw -11223140.973272 + Penalty 3715.863973 = -11219425.109299 nChanged 2 SP:Iteration 105Q (15917.310000 sec): 3 clusters Score: Raw -11223141.016588 + Penalty 3715.863973 = -11219425.152615 nChanged 2 SP:Iteration 106Q (15917.850000 sec): 3 clusters Score: Raw -11223141.052756 + Penalty 3715.863973 = -11219425.188783 nChanged 0 SP:Iteration 107F (15918.450000 sec): 3 clusters Score: Raw -11223141.052756 + Penalty 3715.863973 = -11219425.188783 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15918.570000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15918.730000 sec): 3 clusters Score: Raw -71169.494867 + Penalty 2090.705530 = -69078.789337 nChanged 150 SP:Iteration 1F (15918.880000 sec): 3 clusters Score: Raw -71316.563150 + Penalty 2090.705530 = -69225.857620 nChanged 35 SP:Iteration 2F (15919.050000 sec): 3 clusters Score: Raw -71359.349908 + Penalty 2090.705530 = -69268.644378 nChanged 23 SP:Iteration 3Q (15919.230000 sec): 3 clusters Score: Raw -71389.144508 + Penalty 2090.705530 = -69298.438978 nChanged 8 SP:Iteration 4Q (15919.410000 sec): 3 clusters Score: Raw -71398.267922 + Penalty 2090.705530 = -69307.562392 nChanged 4 SP:Iteration 5Q (15919.590000 sec): 3 clusters Score: Raw -71404.044253 + Penalty 2090.705530 = -69313.338723 nChanged 4 SP:Iteration 6Q (15919.790000 sec): 3 clusters Score: Raw -71409.110215 + Penalty 2090.705530 = -69318.404685 nChanged 1 SP:Iteration 7Q (15919.960000 sec): 3 clusters Score: Raw -71410.773063 + Penalty 2090.705530 = -69320.067533 nChanged 3 SP:Iteration 8Q (15920.100000 sec): 3 clusters Score: Raw -71414.058355 + Penalty 2090.705530 = -69323.352824 nChanged 1 SP:Iteration 9Q (15920.270000 sec): 3 clusters Score: Raw -71414.438813 + Penalty 2090.705530 = -69323.733283 nChanged 1 SP:Iteration 10Q (15920.450000 sec): 3 clusters Score: Raw -71416.084032 + Penalty 2090.705530 = -69325.378502 nChanged 3 SP:Iteration 11Q (15920.640000 sec): 3 clusters Score: Raw -71419.097506 + Penalty 2090.705530 = -69328.391976 nChanged 4 SP:Iteration 12Q (15920.830000 sec): 3 clusters Score: Raw -71422.590931 + Penalty 2090.705530 = -69331.885401 nChanged 1 SP:Iteration 13Q (15921.000000 sec): 3 clusters Score: Raw -71424.093618 + Penalty 2090.705530 = -69333.388088 nChanged 0 SP:Iteration 14F (15921.180000 sec): 3 clusters Score: Raw -71424.093618 + Penalty 2090.705530 = -69333.388088 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15921.270000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15921.450000 sec): 3 clusters Score: Raw -33745.952871 + Penalty 1866.476036 = -31879.476835 nChanged 49 SP:Iteration 1F (15921.640000 sec): 3 clusters Score: Raw -33891.340085 + Penalty 1866.476036 = -32024.864049 nChanged 18 SP:Iteration 2F (15921.830000 sec): 3 clusters Score: Raw -33967.951133 + Penalty 1866.476036 = -32101.475097 nChanged 7 SP:Iteration 3Q (15922.020000 sec): 3 clusters Score: Raw -34002.525145 + Penalty 1866.476036 = -32136.049109 nChanged 7 SP:Iteration 4Q (15922.220000 sec): 3 clusters Score: Raw -34020.329896 + Penalty 1866.476036 = -32153.853860 nChanged 3 SP:Iteration 5Q (15922.400000 sec): 3 clusters Score: Raw -34032.771457 + Penalty 1866.476036 = -32166.295421 nChanged 3 SP:Iteration 6Q (15922.570000 sec): 3 clusters Score: Raw -34056.569355 + Penalty 1866.476036 = -32190.093319 nChanged 6 SP:Iteration 7Q (15922.710000 sec): 3 clusters Score: Raw -34074.067102 + Penalty 1866.476036 = -32207.591066 nChanged 3 SP:Iteration 8Q (15922.880000 sec): 3 clusters Score: Raw -34088.365431 + Penalty 1866.476036 = -32221.889395 nChanged 4 SP:Iteration 9Q (15923.110000 sec): 3 clusters Score: Raw -34101.339250 + Penalty 1866.476036 = -32234.863214 nChanged 2 SP:Iteration 10Q (15923.280000 sec): 3 clusters Score: Raw -34105.039542 + Penalty 1866.476036 = -32238.563506 nChanged 1 SP:Iteration 11Q (15923.450000 sec): 3 clusters Score: Raw -34107.846317 + Penalty 1866.476036 = -32241.370281 nChanged 1 SP:Iteration 12Q (15923.650000 sec): 3 clusters Score: Raw -34111.494893 + Penalty 1866.476036 = -32245.018857 nChanged 0 SP:Iteration 13F (15923.810000 sec): 3 clusters Score: Raw -34111.494893 + Penalty 1866.476036 = -32245.018857 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15923.900000 sec): 2 clusters Score: Raw -94001.378704 + Penalty 1096.291971 = -92905.086733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15924.060000 sec): 3 clusters Score: Raw -93819.991384 + Penalty 2192.583942 = -91627.407442 nChanged 267 SP:Iteration 1F (15924.210000 sec): 3 clusters Score: Raw -94149.778002 + Penalty 2192.583942 = -91957.194060 nChanged 77 SP:Iteration 2F (15924.430000 sec): 3 clusters Score: Raw -94244.446983 + Penalty 2192.583942 = -92051.863041 nChanged 44 SP:Iteration 3F (15924.590000 sec): 3 clusters Score: Raw -94319.873847 + Penalty 2192.583942 = -92127.289905 nChanged 37 SP:Iteration 4Q (15924.740000 sec): 3 clusters Score: Raw -94405.882939 + Penalty 2192.583942 = -92213.298997 nChanged 51 SP:Iteration 5F (15924.960000 sec): 3 clusters Score: Raw -94496.386877 + Penalty 2192.583942 = -92303.802935 nChanged 44 SP:Iteration 6F (15925.130000 sec): 3 clusters Score: Raw -94622.278440 + Penalty 2192.583942 = -92429.694498 nChanged 41 SP:Iteration 7Q (15925.290000 sec): 3 clusters Score: Raw -94699.973138 + Penalty 2192.583942 = -92507.389197 nChanged 36 SP:Iteration 8Q (15925.450000 sec): 3 clusters Score: Raw -94772.286815 + Penalty 2192.583942 = -92579.702873 nChanged 19 SP:Iteration 9Q (15925.650000 sec): 3 clusters Score: Raw -94806.507936 + Penalty 2192.583942 = -92613.923995 nChanged 9 SP:Iteration 10Q (15925.800000 sec): 3 clusters Score: Raw -94822.955560 + Penalty 2192.583942 = -92630.371618 nChanged 3 SP:Iteration 11Q (15926.000000 sec): 3 clusters Score: Raw -94827.482823 + Penalty 2192.583942 = -92634.898882 nChanged 3 SP:Iteration 12Q (15926.140000 sec): 3 clusters Score: Raw -94830.754467 + Penalty 2192.583942 = -92638.170525 nChanged 3 SP:Iteration 13Q (15926.340000 sec): 3 clusters Score: Raw -94836.558406 + Penalty 2192.583942 = -92643.974464 nChanged 2 SP:Iteration 14Q (15926.500000 sec): 3 clusters Score: Raw -94841.875337 + Penalty 2192.583942 = -92649.291395 nChanged 3 SP:Iteration 15Q (15926.700000 sec): 3 clusters Score: Raw -94847.219047 + Penalty 2192.583942 = -92654.635105 nChanged 1 SP:Iteration 16Q (15926.840000 sec): 3 clusters Score: Raw -94849.072859 + Penalty 2192.583942 = -92656.488918 nChanged 1 SP:Iteration 17Q (15927.010000 sec): 3 clusters Score: Raw -94849.945532 + Penalty 2192.583942 = -92657.361591 nChanged 1 SP:Iteration 18Q (15927.190000 sec): 3 clusters Score: Raw -94851.561920 + Penalty 2192.583942 = -92658.977978 nChanged 2 SP:Iteration 19Q (15927.370000 sec): 3 clusters Score: Raw -94854.054103 + Penalty 2192.583942 = -92661.470161 nChanged 0 SP:Iteration 20F (15927.550000 sec): 3 clusters Score: Raw -94854.054103 + Penalty 2192.583942 = -92661.470161 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15927.710000 sec): 2 clusters Score: Raw -2163807.238373 + Penalty 1583.165285 = -2162224.073088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15927.970000 sec): 3 clusters Score: Raw -2153618.489562 + Penalty 3166.330569 = -2150452.158993 nChanged 7637 SP:Iteration 1F (15928.200000 sec): 3 clusters Score: Raw -2157794.312072 + Penalty 3166.330569 = -2154627.981502 nChanged 866 SP:Iteration 2F (15928.450000 sec): 3 clusters Score: Raw -2158122.441294 + Penalty 3166.330569 = -2154956.110725 nChanged 856 SP:Iteration 3F (15928.760000 sec): 3 clusters Score: Raw -2158502.271235 + Penalty 3166.330569 = -2155335.940665 nChanged 898 SP:Iteration 4F (15928.980000 sec): 3 clusters Score: Raw -2158982.549338 + Penalty 3166.330569 = -2155816.218769 nChanged 1002 SP:Iteration 5F (15929.240000 sec): 3 clusters Score: Raw -2159605.421911 + Penalty 3166.330569 = -2156439.091342 nChanged 1174 SP:Iteration 6F (15929.460000 sec): 3 clusters Score: Raw -2160513.761823 + Penalty 3166.330569 = -2157347.431254 nChanged 1246 SP:Iteration 7F (15929.680000 sec): 3 clusters Score: Raw -2161645.789845 + Penalty 3166.330569 = -2158479.459276 nChanged 1017 SP:Iteration 8F (15929.920000 sec): 3 clusters Score: Raw -2162665.694769 + Penalty 3166.330569 = -2159499.364200 nChanged 669 SP:Iteration 9Q (15930.210000 sec): 3 clusters Score: Raw -2163357.040561 + Penalty 3166.330569 = -2160190.709992 nChanged 384 SP:Iteration 10Q (15930.490000 sec): 3 clusters Score: Raw -2163768.303369 + Penalty 3166.330569 = -2160601.972800 nChanged 209 SP:Iteration 11Q (15930.740000 sec): 3 clusters Score: Raw -2163962.690629 + Penalty 3166.330569 = -2160796.360060 nChanged 134 SP:Iteration 12Q (15930.970000 sec): 3 clusters Score: Raw -2164064.943506 + Penalty 3166.330569 = -2160898.612937 nChanged 79 SP:Iteration 13Q (15931.240000 sec): 3 clusters Score: Raw -2164112.112566 + Penalty 3166.330569 = -2160945.781997 nChanged 49 SP:Iteration 14Q (15931.460000 sec): 3 clusters Score: Raw -2164134.725764 + Penalty 3166.330569 = -2160968.395195 nChanged 31 SP:Iteration 15Q (15931.740000 sec): 3 clusters Score: Raw -2164151.175895 + Penalty 3166.330569 = -2160984.845325 nChanged 32 SP:Iteration 16Q (15931.930000 sec): 3 clusters Score: Raw -2164163.309816 + Penalty 3166.330569 = -2160996.979246 nChanged 17 SP:Iteration 17Q (15932.180000 sec): 3 clusters Score: Raw -2164168.010479 + Penalty 3166.330569 = -2161001.679910 nChanged 9 SP:Iteration 18Q (15932.410000 sec): 3 clusters Score: Raw -2164171.386841 + Penalty 3166.330569 = -2161005.056271 nChanged 8 SP:Iteration 19Q (15932.660000 sec): 3 clusters Score: Raw -2164174.618686 + Penalty 3166.330569 = -2161008.288116 nChanged 10 SP:Iteration 20F (15932.950000 sec): 3 clusters Score: Raw -2164177.894502 + Penalty 3166.330569 = -2161011.563933 nChanged 5 SP:Iteration 21Q (15933.150000 sec): 3 clusters Score: Raw -2164179.635502 + Penalty 3166.330569 = -2161013.304933 nChanged 3 SP:Iteration 22Q (15933.400000 sec): 3 clusters Score: Raw -2164180.655081 + Penalty 3166.330569 = -2161014.324512 nChanged 2 SP:Iteration 23Q (15933.590000 sec): 3 clusters Score: Raw -2164181.182252 + Penalty 3166.330569 = -2161014.851683 nChanged 5 SP:Iteration 24Q (15933.830000 sec): 3 clusters Score: Raw -2164183.072585 + Penalty 3166.330569 = -2161016.742015 nChanged 2 SP:Iteration 25Q (15934.060000 sec): 3 clusters Score: Raw -2164183.704547 + Penalty 3166.330569 = -2161017.373977 nChanged 1 SP:Iteration 26Q (15934.290000 sec): 3 clusters Score: Raw -2164183.825519 + Penalty 3166.330569 = -2161017.494949 nChanged 2 SP:Iteration 27Q (15934.570000 sec): 3 clusters Score: Raw -2164184.110957 + Penalty 3166.330569 = -2161017.780387 nChanged 1 SP:Iteration 28Q (15934.780000 sec): 3 clusters Score: Raw -2164184.303845 + Penalty 3166.330569 = -2161017.973276 nChanged 0 SP:Iteration 29F (15935.010000 sec): 3 clusters Score: Raw -2164184.303845 + Penalty 3166.330569 = -2161017.973276 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15935.110000 sec): 2 clusters Score: Raw -736685.390210 + Penalty 1407.488336 = -735277.901875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15935.300000 sec): 3 clusters Score: Raw -733558.780805 + Penalty 2814.976671 = -730743.804134 nChanged 2400 SP:Iteration 1F (15935.540000 sec): 3 clusters Score: Raw -734853.957583 + Penalty 2814.976671 = -732038.980912 nChanged 357 SP:Iteration 2F (15935.730000 sec): 3 clusters Score: Raw -735014.861418 + Penalty 2814.976671 = -732199.884746 nChanged 272 SP:Iteration 3Q (15935.910000 sec): 3 clusters Score: Raw -735128.601935 + Penalty 2814.976671 = -732313.625264 nChanged 235 SP:Iteration 4Q (15936.060000 sec): 3 clusters Score: Raw -735226.902060 + Penalty 2814.976671 = -732411.925389 nChanged 198 SP:Iteration 5Q (15936.270000 sec): 3 clusters Score: Raw -735314.526651 + Penalty 2814.976671 = -732499.549979 nChanged 221 SP:Iteration 6Q (15936.450000 sec): 3 clusters Score: Raw -735417.191377 + Penalty 2814.976671 = -732602.214705 nChanged 218 SP:Iteration 7Q (15936.670000 sec): 3 clusters Score: Raw -735542.813649 + Penalty 2814.976671 = -732727.836977 nChanged 243 SP:Iteration 8Q (15936.860000 sec): 3 clusters Score: Raw -735684.254283 + Penalty 2814.976671 = -732869.277612 nChanged 234 SP:Iteration 9Q (15937.050000 sec): 3 clusters Score: Raw -735838.971133 + Penalty 2814.976671 = -733023.994462 nChanged 236 SP:Iteration 10Q (15937.220000 sec): 3 clusters Score: Raw -736002.465016 + Penalty 2814.976671 = -733187.488345 nChanged 209 SP:Iteration 11Q (15937.410000 sec): 3 clusters Score: Raw -736163.025797 + Penalty 2814.976671 = -733348.049126 nChanged 205 SP:Iteration 12Q (15937.590000 sec): 3 clusters Score: Raw -736318.614848 + Penalty 2814.976671 = -733503.638176 nChanged 157 SP:Iteration 13Q (15937.780000 sec): 3 clusters Score: Raw -736436.655199 + Penalty 2814.976671 = -733621.678528 nChanged 119 SP:Iteration 14Q (15938.000000 sec): 3 clusters Score: Raw -736534.229994 + Penalty 2814.976671 = -733719.253323 nChanged 92 SP:Iteration 15Q (15938.160000 sec): 3 clusters Score: Raw -736624.568549 + Penalty 2814.976671 = -733809.591878 nChanged 70 SP:Iteration 16Q (15938.340000 sec): 3 clusters Score: Raw -736703.645598 + Penalty 2814.976671 = -733888.668927 nChanged 54 SP:Iteration 17Q (15938.560000 sec): 3 clusters Score: Raw -736762.386741 + Penalty 2814.976671 = -733947.410070 nChanged 25 SP:Iteration 18Q (15938.740000 sec): 3 clusters Score: Raw -736790.723733 + Penalty 2814.976671 = -733975.747062 nChanged 18 SP:Iteration 19Q (15938.930000 sec): 3 clusters Score: Raw -736814.325611 + Penalty 2814.976671 = -733999.348940 nChanged 17 SP:Iteration 20F (15939.120000 sec): 3 clusters Score: Raw -736836.030812 + Penalty 2814.976671 = -734021.054141 nChanged 7 SP:Iteration 21Q (15939.300000 sec): 3 clusters Score: Raw -736844.650437 + Penalty 2814.976671 = -734029.673766 nChanged 7 SP:Iteration 22Q (15939.490000 sec): 3 clusters Score: Raw -736854.105674 + Penalty 2814.976671 = -734039.129003 nChanged 2 SP:Iteration 23Q (15939.660000 sec): 3 clusters Score: Raw -736858.237319 + Penalty 2814.976671 = -734043.260647 nChanged 1 SP:Iteration 24Q (15939.810000 sec): 3 clusters Score: Raw -736859.486062 + Penalty 2814.976671 = -734044.509391 nChanged 2 SP:Iteration 25Q (15940.040000 sec): 3 clusters Score: Raw -736860.392470 + Penalty 2814.976671 = -734045.415798 nChanged 0 SP:Iteration 26F (15940.200000 sec): 3 clusters Score: Raw -736860.392470 + Penalty 2814.976671 = -734045.415798 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (9434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15940.310000 sec): 2 clusters Score: Raw -1159783.930887 + Penalty 1487.212263 = -1158296.718624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15940.560000 sec): 3 clusters Score: Raw -1154485.122782 + Penalty 2974.424526 = -1151510.698256 nChanged 4060 SP:Iteration 1F (15940.760000 sec): 3 clusters Score: Raw -1156771.568039 + Penalty 2974.424526 = -1153797.143513 nChanged 691 SP:Iteration 2F (15940.930000 sec): 3 clusters Score: Raw -1157181.504269 + Penalty 2974.424526 = -1154207.079743 nChanged 632 SP:Iteration 3F (15941.140000 sec): 3 clusters Score: Raw -1157577.889590 + Penalty 2974.424526 = -1154603.465065 nChanged 605 SP:Iteration 4F (15941.330000 sec): 3 clusters Score: Raw -1157979.953920 + Penalty 2974.424526 = -1155005.529394 nChanged 543 SP:Iteration 5F (15941.520000 sec): 3 clusters Score: Raw -1158366.255623 + Penalty 2974.424526 = -1155391.831098 nChanged 528 SP:Iteration 6F (15941.730000 sec): 3 clusters Score: Raw -1158784.412467 + Penalty 2974.424526 = -1155809.987941 nChanged 432 SP:Iteration 7Q (15941.970000 sec): 3 clusters Score: Raw -1159131.357475 + Penalty 2974.424526 = -1156156.932949 nChanged 354 SP:Iteration 8Q (15942.180000 sec): 3 clusters Score: Raw -1159414.826640 + Penalty 2974.424526 = -1156440.402115 nChanged 255 SP:Iteration 9Q (15942.380000 sec): 3 clusters Score: Raw -1159650.346628 + Penalty 2974.424526 = -1156675.922103 nChanged 175 SP:Iteration 10Q (15942.570000 sec): 3 clusters Score: Raw -1159842.568251 + Penalty 2974.424526 = -1156868.143725 nChanged 125 SP:Iteration 11Q (15942.810000 sec): 3 clusters Score: Raw -1159942.894628 + Penalty 2974.424526 = -1156968.470103 nChanged 88 SP:Iteration 12Q (15943.000000 sec): 3 clusters Score: Raw -1159989.288830 + Penalty 2974.424526 = -1157014.864304 nChanged 61 SP:Iteration 13Q (15943.230000 sec): 3 clusters Score: Raw -1160012.973130 + Penalty 2974.424526 = -1157038.548604 nChanged 48 SP:Iteration 14Q (15943.430000 sec): 3 clusters Score: Raw -1160029.220727 + Penalty 2974.424526 = -1157054.796201 nChanged 31 SP:Iteration 15Q (15943.630000 sec): 3 clusters Score: Raw -1160037.902126 + Penalty 2974.424526 = -1157063.477600 nChanged 32 SP:Iteration 16Q (15943.850000 sec): 3 clusters Score: Raw -1160045.581511 + Penalty 2974.424526 = -1157071.156985 nChanged 27 SP:Iteration 17Q (15944.090000 sec): 3 clusters Score: Raw -1160051.825788 + Penalty 2974.424526 = -1157077.401263 nChanged 18 SP:Iteration 18Q (15944.290000 sec): 3 clusters Score: Raw -1160055.689119 + Penalty 2974.424526 = -1157081.264593 nChanged 10 SP:Iteration 19Q (15944.510000 sec): 3 clusters Score: Raw -1160057.918618 + Penalty 2974.424526 = -1157083.494092 nChanged 10 SP:Iteration 20F (15944.730000 sec): 3 clusters Score: Raw -1160060.622742 + Penalty 2974.424526 = -1157086.198216 nChanged 12 SP:Iteration 21Q (15944.920000 sec): 3 clusters Score: Raw -1160062.929028 + Penalty 2974.424526 = -1157088.504502 nChanged 5 SP:Iteration 22Q (15945.090000 sec): 3 clusters Score: Raw -1160063.600287 + Penalty 2974.424526 = -1157089.175761 nChanged 3 SP:Iteration 23Q (15945.310000 sec): 3 clusters Score: Raw -1160064.240378 + Penalty 2974.424526 = -1157089.815852 nChanged 4 SP:Iteration 24Q (15945.550000 sec): 3 clusters Score: Raw -1160065.236899 + Penalty 2974.424526 = -1157090.812373 nChanged 5 SP:Iteration 25Q (15945.740000 sec): 3 clusters Score: Raw -1160066.513998 + Penalty 2974.424526 = -1157092.089472 nChanged 5 SP:Iteration 26Q (15945.950000 sec): 3 clusters Score: Raw -1160067.876992 + Penalty 2974.424526 = -1157093.452466 nChanged 7 SP:Iteration 27Q (15946.210000 sec): 3 clusters Score: Raw -1160069.320621 + Penalty 2974.424526 = -1157094.896095 nChanged 10 SP:Iteration 28Q (15946.410000 sec): 3 clusters Score: Raw -1160071.256341 + Penalty 2974.424526 = -1157096.831815 nChanged 5 SP:Iteration 29Q (15946.610000 sec): 3 clusters Score: Raw -1160072.446670 + Penalty 2974.424526 = -1157098.022144 nChanged 7 SP:Iteration 30Q (15946.800000 sec): 3 clusters Score: Raw -1160073.621631 + Penalty 2974.424526 = -1157099.197105 nChanged 6 SP:Iteration 31Q (15947.030000 sec): 3 clusters Score: Raw -1160074.942792 + Penalty 2974.424526 = -1157100.518266 nChanged 6 SP:Iteration 32Q (15947.250000 sec): 3 clusters Score: Raw -1160075.978523 + Penalty 2974.424526 = -1157101.553997 nChanged 5 SP:Iteration 33Q (15947.490000 sec): 3 clusters Score: Raw -1160076.744323 + Penalty 2974.424526 = -1157102.319798 nChanged 3 SP:Iteration 34Q (15947.720000 sec): 3 clusters Score: Raw -1160077.441496 + Penalty 2974.424526 = -1157103.016970 nChanged 3 SP:Iteration 35Q (15947.970000 sec): 3 clusters Score: Raw -1160077.863294 + Penalty 2974.424526 = -1157103.438768 nChanged 1 SP:Iteration 36Q (15948.160000 sec): 3 clusters Score: Raw -1160078.034576 + Penalty 2974.424526 = -1157103.610051 nChanged 0 SP:Iteration 37F (15948.410000 sec): 3 clusters Score: Raw -1160078.034576 + Penalty 2974.424526 = -1157103.610051 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (17212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15948.580000 sec): 2 clusters Score: Raw -2028779.370386 + Penalty 1584.921340 = -2027194.449046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15948.840000 sec): 3 clusters Score: Raw -2018565.550487 + Penalty 3169.842681 = -2015395.707807 nChanged 7688 SP:Iteration 1F (15949.120000 sec): 3 clusters Score: Raw -2022887.009178 + Penalty 3169.842681 = -2019717.166498 nChanged 918 SP:Iteration 2F (15949.340000 sec): 3 clusters Score: Raw -2023301.579441 + Penalty 3169.842681 = -2020131.736760 nChanged 919 SP:Iteration 3F (15949.570000 sec): 3 clusters Score: Raw -2023781.348378 + Penalty 3169.842681 = -2020611.505697 nChanged 1030 SP:Iteration 4F (15949.830000 sec): 3 clusters Score: Raw -2024413.604663 + Penalty 3169.842681 = -2021243.761983 nChanged 1166 SP:Iteration 5F (15950.100000 sec): 3 clusters Score: Raw -2025208.263338 + Penalty 3169.842681 = -2022038.420657 nChanged 1224 SP:Iteration 6F (15950.380000 sec): 3 clusters Score: Raw -2026102.045942 + Penalty 3169.842681 = -2022932.203262 nChanged 1145 SP:Iteration 7F (15950.590000 sec): 3 clusters Score: Raw -2026974.947139 + Penalty 3169.842681 = -2023805.104458 nChanged 880 SP:Iteration 8F (15950.870000 sec): 3 clusters Score: Raw -2027654.086949 + Penalty 3169.842681 = -2024484.244268 nChanged 640 SP:Iteration 9Q (15951.090000 sec): 3 clusters Score: Raw -2028135.894745 + Penalty 3169.842681 = -2024966.052064 nChanged 384 SP:Iteration 10Q (15951.320000 sec): 3 clusters Score: Raw -2028407.295469 + Penalty 3169.842681 = -2025237.452788 nChanged 251 SP:Iteration 11Q (15951.630000 sec): 3 clusters Score: Raw -2028570.189751 + Penalty 3169.842681 = -2025400.347071 nChanged 172 SP:Iteration 12Q (15951.920000 sec): 3 clusters Score: Raw -2028694.400851 + Penalty 3169.842681 = -2025524.558171 nChanged 116 SP:Iteration 13Q (15952.180000 sec): 3 clusters Score: Raw -2028762.357242 + Penalty 3169.842681 = -2025592.514562 nChanged 75 SP:Iteration 14Q (15952.440000 sec): 3 clusters Score: Raw -2028804.141558 + Penalty 3169.842681 = -2025634.298878 nChanged 59 SP:Iteration 15Q (15952.690000 sec): 3 clusters Score: Raw -2028833.386722 + Penalty 3169.842681 = -2025663.544041 nChanged 44 SP:Iteration 16Q (15952.960000 sec): 3 clusters Score: Raw -2028858.322925 + Penalty 3169.842681 = -2025688.480245 nChanged 35 SP:Iteration 17Q (15953.240000 sec): 3 clusters Score: Raw -2028875.833486 + Penalty 3169.842681 = -2025705.990805 nChanged 21 SP:Iteration 18Q (15953.450000 sec): 3 clusters Score: Raw -2028884.360094 + Penalty 3169.842681 = -2025714.517414 nChanged 14 SP:Iteration 19Q (15953.740000 sec): 3 clusters Score: Raw -2028890.276115 + Penalty 3169.842681 = -2025720.433435 nChanged 10 SP:Iteration 20F (15953.940000 sec): 3 clusters Score: Raw -2028894.433492 + Penalty 3169.842681 = -2025724.590811 nChanged 9 SP:Iteration 21Q (15954.210000 sec): 3 clusters Score: Raw -2028897.320630 + Penalty 3169.842681 = -2025727.477950 nChanged 7 SP:Iteration 22Q (15954.440000 sec): 3 clusters Score: Raw -2028899.655225 + Penalty 3169.842681 = -2025729.812545 nChanged 6 SP:Iteration 23Q (15954.710000 sec): 3 clusters Score: Raw -2028901.994546 + Penalty 3169.842681 = -2025732.151865 nChanged 6 SP:Iteration 24Q (15955.060000 sec): 3 clusters Score: Raw -2028904.321486 + Penalty 3169.842681 = -2025734.478806 nChanged 6 SP:Iteration 25Q (15955.340000 sec): 3 clusters Score: Raw -2028906.687168 + Penalty 3169.842681 = -2025736.844488 nChanged 2 SP:Iteration 26Q (15955.560000 sec): 3 clusters Score: Raw -2028906.934558 + Penalty 3169.842681 = -2025737.091878 nChanged 2 SP:Iteration 27Q (15955.830000 sec): 3 clusters Score: Raw -2028907.718105 + Penalty 3169.842681 = -2025737.875425 nChanged 0 SP:Iteration 28F (15956.060000 sec): 3 clusters Score: Raw -2028907.718105 + Penalty 3169.842681 = -2025737.875425 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15956.220000 sec): 2 clusters Score: Raw -32129.281904 + Penalty 921.355650 = -31207.926254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15956.380000 sec): 3 clusters Score: Raw -32196.379437 + Penalty 1842.711300 = -30353.668137 nChanged 52 SP:Iteration 1F (15956.530000 sec): 3 clusters Score: Raw -32298.203482 + Penalty 1842.711300 = -30455.492182 nChanged 7 SP:Iteration 2Q (15956.750000 sec): 3 clusters Score: Raw -32316.376737 + Penalty 1842.711300 = -30473.665437 nChanged 4 SP:Iteration 3Q (15956.880000 sec): 3 clusters Score: Raw -32323.236149 + Penalty 1842.711300 = -30480.524849 nChanged 3 SP:Iteration 4Q (15957.060000 sec): 3 clusters Score: Raw -32329.403235 + Penalty 1842.711300 = -30486.691935 nChanged 1 SP:Iteration 5Q (15957.220000 sec): 3 clusters Score: Raw -32330.387513 + Penalty 1842.711300 = -30487.676213 nChanged 1 SP:Iteration 6Q (15957.410000 sec): 3 clusters Score: Raw -32331.835731 + Penalty 1842.711300 = -30489.124431 nChanged 0 SP:Iteration 7F (15957.590000 sec): 3 clusters Score: Raw -32331.835731 + Penalty 1842.711300 = -30489.124431 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15957.740000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15957.900000 sec): 3 clusters Score: Raw -49644.003495 + Penalty 1972.989762 = -47671.013733 nChanged 101 SP:Iteration 1F (15958.130000 sec): 3 clusters Score: Raw -49843.473363 + Penalty 1972.989762 = -47870.483601 nChanged 32 SP:Iteration 2F (15958.290000 sec): 3 clusters Score: Raw -49930.525937 + Penalty 1972.989762 = -47957.536176 nChanged 18 SP:Iteration 3Q (15958.420000 sec): 3 clusters Score: Raw -49977.085817 + Penalty 1972.989762 = -48004.096056 nChanged 7 SP:Iteration 4Q (15958.590000 sec): 3 clusters Score: Raw -50000.747874 + Penalty 1972.989762 = -48027.758112 nChanged 3 SP:Iteration 5Q (15958.750000 sec): 3 clusters Score: Raw -50007.716731 + Penalty 1972.989762 = -48034.726969 nChanged 3 SP:Iteration 6Q (15958.980000 sec): 3 clusters Score: Raw -50019.955423 + Penalty 1972.989762 = -48046.965662 nChanged 4 SP:Iteration 7Q (15959.110000 sec): 3 clusters Score: Raw -50028.952142 + Penalty 1972.989762 = -48055.962380 nChanged 5 SP:Iteration 8Q (15959.330000 sec): 3 clusters Score: Raw -50038.740190 + Penalty 1972.989762 = -48065.750428 nChanged 4 SP:Iteration 9Q (15959.510000 sec): 3 clusters Score: Raw -50043.655827 + Penalty 1972.989762 = -48070.666066 nChanged 1 SP:Iteration 10Q (15959.640000 sec): 3 clusters Score: Raw -50046.718622 + Penalty 1972.989762 = -48073.728861 nChanged 2 SP:Iteration 11Q (15959.830000 sec): 3 clusters Score: Raw -50049.670195 + Penalty 1972.989762 = -48076.680433 nChanged 1 SP:Iteration 12Q (15960.050000 sec): 3 clusters Score: Raw -50050.532483 + Penalty 1972.989762 = -48077.542721 nChanged 1 SP:Iteration 13Q (15960.190000 sec): 3 clusters Score: Raw -50051.422351 + Penalty 1972.989762 = -48078.432589 nChanged 1 SP:Iteration 14Q (15960.400000 sec): 3 clusters Score: Raw -50052.435280 + Penalty 1972.989762 = -48079.445518 nChanged 2 SP:Iteration 15Q (15960.560000 sec): 3 clusters Score: Raw -50056.992222 + Penalty 1972.989762 = -48084.002460 nChanged 0 SP:Iteration 16F (15960.710000 sec): 3 clusters Score: Raw -50056.992222 + Penalty 1972.989762 = -48084.002460 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15960.970000 sec): 2 clusters Score: Raw -3472014.465245 + Penalty 1660.057795 = -3470354.407449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15961.220000 sec): 3 clusters Score: Raw -3455233.706233 + Penalty 3320.115591 = -3451913.590643 nChanged 12450 SP:Iteration 1F (15961.540000 sec): 3 clusters Score: Raw -3461953.574859 + Penalty 3320.115591 = -3458633.459268 nChanged 1081 SP:Iteration 2Q (15961.850000 sec): 3 clusters Score: Raw -3462248.154309 + Penalty 3320.115591 = -3458928.038719 nChanged 987 SP:Iteration 3Q (15962.180000 sec): 3 clusters Score: Raw -3462515.156636 + Penalty 3320.115591 = -3459195.041045 nChanged 956 SP:Iteration 4Q (15962.540000 sec): 3 clusters Score: Raw -3462813.891956 + Penalty 3320.115591 = -3459493.776365 nChanged 1035 SP:Iteration 5Q (15962.860000 sec): 3 clusters Score: Raw -3463192.071349 + Penalty 3320.115591 = -3459871.955758 nChanged 1261 SP:Iteration 6Q (15963.220000 sec): 3 clusters Score: Raw -3463794.010693 + Penalty 3320.115591 = -3460473.895103 nChanged 1632 SP:Iteration 7F (15963.520000 sec): 3 clusters Score: Raw -3464810.083795 + Penalty 3320.115591 = -3461489.968205 nChanged 2043 SP:Iteration 8F (15963.830000 sec): 3 clusters Score: Raw -3466416.783524 + Penalty 3320.115591 = -3463096.667933 nChanged 2184 SP:Iteration 9F (15964.140000 sec): 3 clusters Score: Raw -3468401.637591 + Penalty 3320.115591 = -3465081.522000 nChanged 1807 SP:Iteration 10F (15964.490000 sec): 3 clusters Score: Raw -3470114.251541 + Penalty 3320.115591 = -3466794.135951 nChanged 1193 SP:Iteration 11Q (15964.810000 sec): 3 clusters Score: Raw -3471287.418819 + Penalty 3320.115591 = -3467967.303228 nChanged 551 SP:Iteration 12Q (15965.120000 sec): 3 clusters Score: Raw -3471823.743930 + Penalty 3320.115591 = -3468503.628340 nChanged 217 SP:Iteration 13Q (15965.380000 sec): 3 clusters Score: Raw -3472045.512080 + Penalty 3320.115591 = -3468725.396489 nChanged 72 SP:Iteration 14Q (15965.700000 sec): 3 clusters Score: Raw -3472125.848379 + Penalty 3320.115591 = -3468805.732788 nChanged 28 SP:Iteration 15Q (15965.970000 sec): 3 clusters Score: Raw -3472165.984751 + Penalty 3320.115591 = -3468845.869161 nChanged 16 SP:Iteration 16Q (15966.260000 sec): 3 clusters Score: Raw -3472187.497594 + Penalty 3320.115591 = -3468867.382004 nChanged 11 SP:Iteration 17Q (15966.550000 sec): 3 clusters Score: Raw -3472205.013154 + Penalty 3320.115591 = -3468884.897564 nChanged 12 SP:Iteration 18Q (15966.830000 sec): 3 clusters Score: Raw -3472219.894428 + Penalty 3320.115591 = -3468899.778837 nChanged 6 SP:Iteration 19Q (15967.120000 sec): 3 clusters Score: Raw -3472229.765423 + Penalty 3320.115591 = -3468909.649832 nChanged 5 SP:Iteration 20F (15967.370000 sec): 3 clusters Score: Raw -3472236.804987 + Penalty 3320.115591 = -3468916.689396 nChanged 3 SP:Iteration 21Q (15967.690000 sec): 3 clusters Score: Raw -3472241.195124 + Penalty 3320.115591 = -3468921.079534 nChanged 3 SP:Iteration 22Q (15967.970000 sec): 3 clusters Score: Raw -3472244.540824 + Penalty 3320.115591 = -3468924.425233 nChanged 1 SP:Iteration 23Q (15968.270000 sec): 3 clusters Score: Raw -3472245.273588 + Penalty 3320.115591 = -3468925.157998 nChanged 1 SP:Iteration 24Q (15968.550000 sec): 3 clusters Score: Raw -3472246.300654 + Penalty 3320.115591 = -3468926.185064 nChanged 0 SP:Iteration 25F (15968.890000 sec): 3 clusters Score: Raw -3472246.300654 + Penalty 3320.115591 = -3468926.185064 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15969.060000 sec): 2 clusters Score: Raw -2755644.511871 + Penalty 1623.796968 = -2754020.714903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15969.360000 sec): 3 clusters Score: Raw -2742313.540032 + Penalty 3247.593936 = -2739065.946096 nChanged 10059 SP:Iteration 1F (15969.610000 sec): 3 clusters Score: Raw -2747978.921594 + Penalty 3247.593936 = -2744731.327657 nChanged 1073 SP:Iteration 2Q (15969.930000 sec): 3 clusters Score: Raw -2748374.793243 + Penalty 3247.593936 = -2745127.199307 nChanged 979 SP:Iteration 3Q (15970.180000 sec): 3 clusters Score: Raw -2748760.568302 + Penalty 3247.593936 = -2745512.974366 nChanged 986 SP:Iteration 4Q (15970.430000 sec): 3 clusters Score: Raw -2749206.910172 + Penalty 3247.593936 = -2745959.316236 nChanged 998 SP:Iteration 5Q (15970.700000 sec): 3 clusters Score: Raw -2749756.468511 + Penalty 3247.593936 = -2746508.874575 nChanged 1171 SP:Iteration 6F (15970.970000 sec): 3 clusters Score: Raw -2750536.625378 + Penalty 3247.593936 = -2747289.031441 nChanged 1331 SP:Iteration 7F (15971.240000 sec): 3 clusters Score: Raw -2751534.927288 + Penalty 3247.593936 = -2748287.333352 nChanged 1336 SP:Iteration 8F (15971.560000 sec): 3 clusters Score: Raw -2752670.170132 + Penalty 3247.593936 = -2749422.576196 nChanged 1239 SP:Iteration 9F (15971.800000 sec): 3 clusters Score: Raw -2753733.216410 + Penalty 3247.593936 = -2750485.622474 nChanged 973 SP:Iteration 10Q (15972.120000 sec): 3 clusters Score: Raw -2754586.685060 + Penalty 3247.593936 = -2751339.091124 nChanged 677 SP:Iteration 11Q (15972.350000 sec): 3 clusters Score: Raw -2755167.949346 + Penalty 3247.593936 = -2751920.355410 nChanged 360 SP:Iteration 12Q (15972.640000 sec): 3 clusters Score: Raw -2755473.853307 + Penalty 3247.593936 = -2752226.259371 nChanged 175 SP:Iteration 13Q (15972.890000 sec): 3 clusters Score: Raw -2755640.873605 + Penalty 3247.593936 = -2752393.279668 nChanged 93 SP:Iteration 14Q (15973.170000 sec): 3 clusters Score: Raw -2755731.495464 + Penalty 3247.593936 = -2752483.901528 nChanged 42 SP:Iteration 15Q (15973.450000 sec): 3 clusters Score: Raw -2755775.356592 + Penalty 3247.593936 = -2752527.762656 nChanged 31 SP:Iteration 16Q (15973.670000 sec): 3 clusters Score: Raw -2755814.389282 + Penalty 3247.593936 = -2752566.795346 nChanged 27 SP:Iteration 17Q (15973.950000 sec): 3 clusters Score: Raw -2755841.381767 + Penalty 3247.593936 = -2752593.787831 nChanged 16 SP:Iteration 18Q (15974.190000 sec): 3 clusters Score: Raw -2755854.067848 + Penalty 3247.593936 = -2752606.473912 nChanged 13 SP:Iteration 19Q (15974.440000 sec): 3 clusters Score: Raw -2755870.185239 + Penalty 3247.593936 = -2752622.591303 nChanged 14 SP:Iteration 20F (15974.710000 sec): 3 clusters Score: Raw -2755890.404667 + Penalty 3247.593936 = -2752642.810731 nChanged 12 SP:Iteration 21Q (15975.020000 sec): 3 clusters Score: Raw -2755906.002135 + Penalty 3247.593936 = -2752658.408199 nChanged 5 SP:Iteration 22Q (15975.300000 sec): 3 clusters Score: Raw -2755910.530853 + Penalty 3247.593936 = -2752662.936917 nChanged 3 SP:Iteration 23Q (15975.590000 sec): 3 clusters Score: Raw -2755912.716301 + Penalty 3247.593936 = -2752665.122365 nChanged 1 SP:Iteration 24Q (15975.800000 sec): 3 clusters Score: Raw -2755913.054950 + Penalty 3247.593936 = -2752665.461013 nChanged 1 SP:Iteration 25Q (15976.060000 sec): 3 clusters Score: Raw -2755913.972314 + Penalty 3247.593936 = -2752666.378378 nChanged 1 SP:Iteration 26Q (15976.320000 sec): 3 clusters Score: Raw -2755915.185859 + Penalty 3247.593936 = -2752667.591922 nChanged 0 SP:Iteration 27F (15976.590000 sec): 3 clusters Score: Raw -2755915.185859 + Penalty 3247.593936 = -2752667.591922 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15976.670000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15976.850000 sec): 3 clusters Score: Raw -19197.519004 + Penalty 1684.079654 = -17513.439350 nChanged 21 SP:Iteration 1F (15977.030000 sec): 3 clusters Score: Raw -19275.874927 + Penalty 1684.079654 = -17591.795273 nChanged 10 SP:Iteration 2F (15977.190000 sec): 3 clusters Score: Raw -19318.384960 + Penalty 1684.079654 = -17634.305306 nChanged 4 SP:Iteration 3Q (15977.390000 sec): 3 clusters Score: Raw -19340.189909 + Penalty 1684.079654 = -17656.110256 nChanged 3 SP:Iteration 4Q (15977.540000 sec): 3 clusters Score: Raw -19368.369634 + Penalty 1684.079654 = -17684.289980 nChanged 2 SP:Iteration 5Q (15977.730000 sec): 3 clusters Score: Raw -19372.874470 + Penalty 1684.079654 = -17688.794816 nChanged 3 SP:Iteration 6Q (15977.900000 sec): 3 clusters Score: Raw -19388.399120 + Penalty 1684.079654 = -17704.319466 nChanged 1 SP:Iteration 7Q (15978.090000 sec): 3 clusters Score: Raw -19393.754803 + Penalty 1684.079654 = -17709.675149 nChanged 0 SP:Iteration 8F (15978.220000 sec): 3 clusters Score: Raw -19393.754803 + Penalty 1684.079654 = -17709.675149 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15978.300000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15978.480000 sec): 3 clusters Score: Raw -83286.321806 + Penalty 2147.600203 = -81138.721603 nChanged 209 SP:Iteration 1F (15978.690000 sec): 3 clusters Score: Raw -83551.477432 + Penalty 2147.600203 = -81403.877228 nChanged 55 SP:Iteration 2F (15978.830000 sec): 3 clusters Score: Raw -83652.188491 + Penalty 2147.600203 = -81504.588288 nChanged 26 SP:Iteration 3Q (15979.010000 sec): 3 clusters Score: Raw -83701.709513 + Penalty 2147.600203 = -81554.109310 nChanged 21 SP:Iteration 4Q (15979.210000 sec): 3 clusters Score: Raw -83730.529415 + Penalty 2147.600203 = -81582.929211 nChanged 18 SP:Iteration 5Q (15979.380000 sec): 3 clusters Score: Raw -83749.624239 + Penalty 2147.600203 = -81602.024036 nChanged 11 SP:Iteration 6Q (15979.560000 sec): 3 clusters Score: Raw -83763.044527 + Penalty 2147.600203 = -81615.444324 nChanged 3 SP:Iteration 7Q (15979.760000 sec): 3 clusters Score: Raw -83764.696622 + Penalty 2147.600203 = -81617.096419 nChanged 2 SP:Iteration 8Q (15979.950000 sec): 3 clusters Score: Raw -83765.437127 + Penalty 2147.600203 = -81617.836924 nChanged 1 SP:Iteration 9Q (15980.110000 sec): 3 clusters Score: Raw -83765.726549 + Penalty 2147.600203 = -81618.126346 nChanged 1 SP:Iteration 10Q (15980.290000 sec): 3 clusters Score: Raw -83766.740924 + Penalty 2147.600203 = -81619.140721 nChanged 0 SP:Iteration 11F (15980.440000 sec): 3 clusters Score: Raw -83766.740924 + Penalty 2147.600203 = -81619.140721 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15980.570000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15980.700000 sec): 3 clusters Score: Raw -24667.504322 + Penalty 1748.466640 = -22919.037682 nChanged 24 SP:Iteration 1F (15980.890000 sec): 3 clusters Score: Raw -24749.621691 + Penalty 1748.466640 = -23001.155051 nChanged 7 SP:Iteration 2Q (15981.020000 sec): 3 clusters Score: Raw -24775.581624 + Penalty 1748.466640 = -23027.114984 nChanged 2 SP:Iteration 3Q (15981.210000 sec): 3 clusters Score: Raw -24785.517692 + Penalty 1748.466640 = -23037.051052 nChanged 2 SP:Iteration 4Q (15981.410000 sec): 3 clusters Score: Raw -24790.205917 + Penalty 1748.466640 = -23041.739277 nChanged 1 SP:Iteration 5Q (15981.540000 sec): 3 clusters Score: Raw -24794.544140 + Penalty 1748.466640 = -23046.077500 nChanged 1 SP:Iteration 6Q (15981.740000 sec): 3 clusters Score: Raw -24796.237604 + Penalty 1748.466640 = -23047.770964 nChanged 1 SP:Iteration 7Q (15981.920000 sec): 3 clusters Score: Raw -24797.598389 + Penalty 1748.466640 = -23049.131750 nChanged 0 SP:Iteration 8F (15982.100000 sec): 3 clusters Score: Raw -24797.598389 + Penalty 1748.466640 = -23049.131750 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15982.190000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15982.390000 sec): 3 clusters Score: Raw -30775.524428 + Penalty 1839.331720 = -28936.192708 nChanged 50 SP:Iteration 1F (15982.550000 sec): 3 clusters Score: Raw -30906.999841 + Penalty 1839.331720 = -29067.668121 nChanged 9 SP:Iteration 2Q (15982.720000 sec): 3 clusters Score: Raw -30992.425860 + Penalty 1839.331720 = -29153.094140 nChanged 5 SP:Iteration 3Q (15982.940000 sec): 3 clusters Score: Raw -31027.272864 + Penalty 1839.331720 = -29187.941144 nChanged 2 SP:Iteration 4Q (15983.080000 sec): 3 clusters Score: Raw -31035.241115 + Penalty 1839.331720 = -29195.909395 nChanged 0 SP:Iteration 5F (15983.280000 sec): 3 clusters Score: Raw -31035.241115 + Penalty 1839.331720 = -29195.909395 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15983.370000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15983.560000 sec): 3 clusters Score: Raw -48830.062368 + Penalty 1970.730193 = -46859.332175 nChanged 88 SP:Iteration 1F (15983.760000 sec): 3 clusters Score: Raw -48979.350161 + Penalty 1970.730193 = -47008.619969 nChanged 29 SP:Iteration 2F (15983.940000 sec): 3 clusters Score: Raw -49065.752833 + Penalty 1970.730193 = -47095.022640 nChanged 15 SP:Iteration 3Q (15984.080000 sec): 3 clusters Score: Raw -49104.599003 + Penalty 1970.730193 = -47133.868810 nChanged 10 SP:Iteration 4Q (15984.270000 sec): 3 clusters Score: Raw -49124.953868 + Penalty 1970.730193 = -47154.223676 nChanged 13 SP:Iteration 5Q (15984.440000 sec): 3 clusters Score: Raw -49159.612801 + Penalty 1970.730193 = -47188.882609 nChanged 6 SP:Iteration 6Q (15984.640000 sec): 3 clusters Score: Raw -49177.982831 + Penalty 1970.730193 = -47207.252638 nChanged 9 SP:Iteration 7Q (15984.830000 sec): 3 clusters Score: Raw -49214.410830 + Penalty 1970.730193 = -47243.680637 nChanged 11 SP:Iteration 8Q (15985.020000 sec): 3 clusters Score: Raw -49261.662108 + Penalty 1970.730193 = -47290.931915 nChanged 5 SP:Iteration 9Q (15985.210000 sec): 3 clusters Score: Raw -49275.080971 + Penalty 1970.730193 = -47304.350778 nChanged 6 SP:Iteration 10Q (15985.330000 sec): 3 clusters Score: Raw -49298.899174 + Penalty 1970.730193 = -47328.168981 nChanged 4 SP:Iteration 11Q (15985.500000 sec): 3 clusters Score: Raw -49310.219098 + Penalty 1970.730193 = -47339.488905 nChanged 6 SP:Iteration 12Q (15985.700000 sec): 3 clusters Score: Raw -49331.681883 + Penalty 1970.730193 = -47360.951690 nChanged 11 SP:Iteration 13Q (15985.860000 sec): 3 clusters Score: Raw -49364.329097 + Penalty 1970.730193 = -47393.598904 nChanged 11 SP:Iteration 14Q (15986.020000 sec): 3 clusters Score: Raw -49446.565037 + Penalty 1970.730193 = -47475.834844 nChanged 12 SP:Iteration 15Q (15986.230000 sec): 3 clusters Score: Raw -49513.648286 + Penalty 1970.730193 = -47542.918093 nChanged 8 SP:Iteration 16Q (15986.390000 sec): 3 clusters Score: Raw -49540.948218 + Penalty 1970.730193 = -47570.218025 nChanged 5 SP:Iteration 17Q (15986.580000 sec): 3 clusters Score: Raw -49555.364513 + Penalty 1970.730193 = -47584.634320 nChanged 4 SP:Iteration 18Q (15986.820000 sec): 3 clusters Score: Raw -49573.985778 + Penalty 1970.730193 = -47603.255585 nChanged 4 SP:Iteration 19Q (15987.010000 sec): 3 clusters Score: Raw -49580.605638 + Penalty 1970.730193 = -47609.875445 nChanged 4 SP:Iteration 20F (15987.200000 sec): 3 clusters Score: Raw -49589.825754 + Penalty 1970.730193 = -47619.095561 nChanged 2 SP:Iteration 21Q (15987.410000 sec): 3 clusters Score: Raw -49592.703484 + Penalty 1970.730193 = -47621.973291 nChanged 0 SP:Iteration 22F (15987.590000 sec): 3 clusters Score: Raw -49592.703484 + Penalty 1970.730193 = -47621.973291 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15987.730000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15987.870000 sec): 3 clusters Score: Raw -48613.278986 + Penalty 1963.855671 = -46649.423315 nChanged 90 SP:Iteration 1F (15988.120000 sec): 3 clusters Score: Raw -48769.826886 + Penalty 1963.855671 = -46805.971215 nChanged 22 SP:Iteration 2F (15988.260000 sec): 3 clusters Score: Raw -48813.935321 + Penalty 1963.855671 = -46850.079650 nChanged 7 SP:Iteration 3Q (15988.460000 sec): 3 clusters Score: Raw -48828.879256 + Penalty 1963.855671 = -46865.023585 nChanged 7 SP:Iteration 4Q (15988.640000 sec): 3 clusters Score: Raw -48847.362432 + Penalty 1963.855671 = -46883.506761 nChanged 3 SP:Iteration 5Q (15988.850000 sec): 3 clusters Score: Raw -48851.867524 + Penalty 1963.855671 = -46888.011853 nChanged 1 SP:Iteration 6Q (15989.010000 sec): 3 clusters Score: Raw -48856.003059 + Penalty 1963.855671 = -46892.147388 nChanged 2 SP:Iteration 7Q (15989.230000 sec): 3 clusters Score: Raw -48861.269183 + Penalty 1963.855671 = -46897.413512 nChanged 1 SP:Iteration 8Q (15989.450000 sec): 3 clusters Score: Raw -48863.225775 + Penalty 1963.855671 = -46899.370104 nChanged 1 SP:Iteration 9Q (15989.620000 sec): 3 clusters Score: Raw -48864.373602 + Penalty 1963.855671 = -46900.517931 nChanged 0 SP:Iteration 10F (15989.770000 sec): 3 clusters Score: Raw -48864.373602 + Penalty 1963.855671 = -46900.517931 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15989.860000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15990.030000 sec): 3 clusters Score: Raw -30412.681180 + Penalty 1812.183459 = -28600.497721 nChanged 38 SP:Iteration 1F (15990.200000 sec): 3 clusters Score: Raw -30499.410507 + Penalty 1812.183459 = -28687.227049 nChanged 15 SP:Iteration 2F (15990.360000 sec): 3 clusters Score: Raw -30530.343056 + Penalty 1812.183459 = -28718.159598 nChanged 3 SP:Iteration 3Q (15990.570000 sec): 3 clusters Score: Raw -30538.617832 + Penalty 1812.183459 = -28726.434373 nChanged 3 SP:Iteration 4Q (15990.730000 sec): 3 clusters Score: Raw -30546.816440 + Penalty 1812.183459 = -28734.632981 nChanged 1 SP:Iteration 5Q (15990.900000 sec): 3 clusters Score: Raw -30548.092573 + Penalty 1812.183459 = -28735.909114 nChanged 0 SP:Iteration 6F (15991.060000 sec): 3 clusters Score: Raw -30548.092573 + Penalty 1812.183459 = -28735.909114 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15991.200000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15991.380000 sec): 3 clusters Score: Raw -30685.650149 + Penalty 1835.916627 = -28849.733522 nChanged 70 SP:Iteration 1F (15991.570000 sec): 3 clusters Score: Raw -30951.099652 + Penalty 1835.916627 = -29115.183025 nChanged 14 SP:Iteration 2Q (15991.750000 sec): 3 clusters Score: Raw -31069.836850 + Penalty 1835.916627 = -29233.920223 nChanged 8 SP:Iteration 3Q (15991.940000 sec): 3 clusters Score: Raw -31089.717273 + Penalty 1835.916627 = -29253.800645 nChanged 5 SP:Iteration 4Q (15992.090000 sec): 3 clusters Score: Raw -31099.391237 + Penalty 1835.916627 = -29263.474610 nChanged 2 SP:Iteration 5Q (15992.290000 sec): 3 clusters Score: Raw -31103.409930 + Penalty 1835.916627 = -29267.493302 nChanged 1 SP:Iteration 6Q (15992.420000 sec): 3 clusters Score: Raw -31129.204114 + Penalty 1835.916627 = -29293.287487 nChanged 2 SP:Iteration 7Q (15992.640000 sec): 3 clusters Score: Raw -31132.263376 + Penalty 1835.916627 = -29296.346749 nChanged 1 SP:Iteration 8Q (15992.810000 sec): 3 clusters Score: Raw -31133.209474 + Penalty 1835.916627 = -29297.292847 nChanged 0 SP:Iteration 9F (15992.950000 sec): 3 clusters Score: Raw -31133.209474 + Penalty 1835.916627 = -29297.292847 nChanged 0 Iteration 339Q (16032.660000 sec): 27 clusters Score: Raw -146384695.061743 + Penalty 59152.524245 = -146325542.537498 nChanged 35 Iteration 340F (16091.110000 sec): 27 clusters Score: Raw -146384695.628969 + Penalty 59152.524245 = -146325543.104724 nChanged 38 Iteration 341Q (16129.880000 sec): 27 clusters Score: Raw -146384696.159879 + Penalty 59152.524245 = -146325543.635635 nChanged 39 Iteration 342Q (16167.270000 sec): 27 clusters Score: Raw -146384696.686438 + Penalty 59152.524245 = -146325544.162194 nChanged 35 Iteration 343Q (16197.130000 sec): 27 clusters Score: Raw -146384697.366492 + Penalty 59152.524245 = -146325544.842247 nChanged 50 Iteration 344Q (16227.280000 sec): 27 clusters Score: Raw -146384698.216072 + Penalty 59152.524245 = -146325545.691828 nChanged 47 Iteration 345Q (16257.590000 sec): 27 clusters Score: Raw -146384699.138092 + Penalty 59152.524245 = -146325546.613847 nChanged 49 Iteration 346Q (16288.740000 sec): 27 clusters Score: Raw -146384699.916786 + Penalty 59152.524245 = -146325547.392541 nChanged 48 Iteration 347Q (16318.520000 sec): 27 clusters Score: Raw -146384700.807034 + Penalty 59152.524245 = -146325548.282789 nChanged 56 Iteration 348Q (16348.000000 sec): 27 clusters Score: Raw -146384701.788760 + Penalty 59152.524245 = -146325549.264515 nChanged 52 Iteration 349Q (16376.760000 sec): 27 clusters Score: Raw -146384702.577787 + Penalty 59152.524245 = -146325550.053542 nChanged 50 Iteration 350Q (16418.460000 sec): 27 clusters Score: Raw -146384703.452300 + Penalty 59152.524245 = -146325550.928056 nChanged 48 Iteration 351Q (16464.550000 sec): 27 clusters Score: Raw -146384704.515477 + Penalty 59152.524245 = -146325551.991232 nChanged 49 Iteration 352Q (16496.710000 sec): 27 clusters Score: Raw -146384705.528032 + Penalty 59152.524245 = -146325553.003788 nChanged 45 Iteration 353Q (16524.580000 sec): 27 clusters Score: Raw -146384706.524830 + Penalty 59152.524245 = -146325554.000585 nChanged 45 Iteration 354Q (16555.190000 sec): 27 clusters Score: Raw -146384707.272528 + Penalty 59152.524245 = -146325554.748284 nChanged 44 Iteration 355Q (16584.010000 sec): 27 clusters Score: Raw -146384708.101864 + Penalty 59152.524245 = -146325555.577619 nChanged 49 Iteration 356Q (16615.870000 sec): 27 clusters Score: Raw -146384708.903734 + Penalty 59152.524245 = -146325556.379489 nChanged 54 Iteration 357Q (16650.400000 sec): 27 clusters Score: Raw -146384709.949843 + Penalty 59152.524245 = -146325557.425598 nChanged 55 Iteration 358Q (16683.130000 sec): 27 clusters Score: Raw -146384710.839620 + Penalty 59152.524245 = -146325558.315375 nChanged 37 Iteration 359Q (16721.470000 sec): 27 clusters Score: Raw -146384711.438469 + Penalty 59152.524245 = -146325558.914224 nChanged 38 Iteration 360F (16776.820000 sec): 27 clusters Score: Raw -146384712.177938 + Penalty 59152.524245 = -146325559.653693 nChanged 34 Iteration 361Q (16810.310000 sec): 27 clusters Score: Raw -146384712.840678 + Penalty 59152.524245 = -146325560.316434 nChanged 39 Iteration 362Q (16842.350000 sec): 27 clusters Score: Raw -146384713.652919 + Penalty 59152.524245 = -146325561.128674 nChanged 49 Iteration 363Q (16873.640000 sec): 27 clusters Score: Raw -146384714.652526 + Penalty 59152.524245 = -146325562.128281 nChanged 49 Iteration 364Q (16905.900000 sec): 27 clusters Score: Raw -146384715.517668 + Penalty 59152.524245 = -146325562.993423 nChanged 46 Iteration 365Q (16938.690000 sec): 27 clusters Score: Raw -146384716.283838 + Penalty 59152.524245 = -146325563.759594 nChanged 41 Iteration 366Q (16972.400000 sec): 27 clusters Score: Raw -146384717.023354 + Penalty 59152.524245 = -146325564.499109 nChanged 42 Iteration 367Q (17013.990000 sec): 27 clusters Score: Raw -146384717.953709 + Penalty 59152.524245 = -146325565.429464 nChanged 39 Iteration 368Q (17046.470000 sec): 27 clusters Score: Raw -146384719.147205 + Penalty 59152.524245 = -146325566.622960 nChanged 53 Iteration 369Q (17079.080000 sec): 27 clusters Score: Raw -146384720.405699 + Penalty 59152.524245 = -146325567.881454 nChanged 46 Iteration 370Q (17109.060000 sec): 27 clusters Score: Raw -146384721.468914 + Penalty 59152.524245 = -146325568.944669 nChanged 59 Iteration 371Q (17139.890000 sec): 27 clusters Score: Raw -146384722.686791 + Penalty 59152.524245 = -146325570.162546 nChanged 50 Iteration 372Q (17169.880000 sec): 27 clusters Score: Raw -146384723.505301 + Penalty 59152.524245 = -146325570.981056 nChanged 37 Iteration 373Q (17195.950000 sec): 27 clusters Score: Raw -146384724.102201 + Penalty 59152.524245 = -146325571.577957 nChanged 42 Iteration 374Q (17224.870000 sec): 27 clusters Score: Raw -146384724.750317 + Penalty 59152.524245 = -146325572.226073 nChanged 40 Iteration 375Q (17260.340000 sec): 27 clusters Score: Raw -146384725.493474 + Penalty 59152.524245 = -146325572.969229 nChanged 35 Iteration 376Q (17289.990000 sec): 27 clusters Score: Raw -146384726.145045 + Penalty 59152.524245 = -146325573.620800 nChanged 35 Iteration 377Q (17321.010000 sec): 27 clusters Score: Raw -146384726.940190 + Penalty 59152.524245 = -146325574.415946 nChanged 32 Iteration 378Q (17350.530000 sec): 27 clusters Score: Raw -146384727.689615 + Penalty 59152.524245 = -146325575.165370 nChanged 34 Writing temp clu file Because OldScore, -146325574.415946, is greater than current (better) Score,-146325575.165370 Compute initial score before splitting: Score: Raw -146384727.689615 + Penalty 59152.524245 = -146325575.165370 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (10528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17350.860000 sec): 2 clusters Score: Raw -1281780.972014 + Penalty 1505.041469 = -1280275.930545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17351.080000 sec): 3 clusters Score: Raw -1275761.365726 + Penalty 3010.082937 = -1272751.282789 nChanged 4577 SP:Iteration 1F (17351.320000 sec): 3 clusters Score: Raw -1278292.001101 + Penalty 3010.082937 = -1275281.918164 nChanged 624 SP:Iteration 2F (17351.530000 sec): 3 clusters Score: Raw -1278553.322659 + Penalty 3010.082937 = -1275543.239722 nChanged 514 SP:Iteration 3Q (17351.720000 sec): 3 clusters Score: Raw -1278809.084476 + Penalty 3010.082937 = -1275799.001539 nChanged 494 SP:Iteration 4Q (17351.930000 sec): 3 clusters Score: Raw -1279091.239933 + Penalty 3010.082937 = -1276081.156996 nChanged 547 SP:Iteration 5F (17352.190000 sec): 3 clusters Score: Raw -1279430.837414 + Penalty 3010.082937 = -1276420.754476 nChanged 532 SP:Iteration 6F (17352.400000 sec): 3 clusters Score: Raw -1279816.449833 + Penalty 3010.082937 = -1276806.366895 nChanged 601 SP:Iteration 7F (17352.620000 sec): 3 clusters Score: Raw -1280288.302331 + Penalty 3010.082937 = -1277278.219394 nChanged 639 SP:Iteration 8F (17352.840000 sec): 3 clusters Score: Raw -1280821.786790 + Penalty 3010.082937 = -1277811.703852 nChanged 634 SP:Iteration 9F (17353.000000 sec): 3 clusters Score: Raw -1281373.882502 + Penalty 3010.082937 = -1278363.799564 nChanged 570 SP:Iteration 10F (17353.230000 sec): 3 clusters Score: Raw -1281828.974324 + Penalty 3010.082937 = -1278818.891387 nChanged 413 SP:Iteration 11Q (17353.490000 sec): 3 clusters Score: Raw -1282114.871509 + Penalty 3010.082937 = -1279104.788572 nChanged 302 SP:Iteration 12Q (17353.700000 sec): 3 clusters Score: Raw -1282296.341978 + Penalty 3010.082937 = -1279286.259040 nChanged 214 SP:Iteration 13Q (17353.930000 sec): 3 clusters Score: Raw -1282420.649417 + Penalty 3010.082937 = -1279410.566479 nChanged 166 SP:Iteration 14Q (17354.170000 sec): 3 clusters Score: Raw -1282490.354800 + Penalty 3010.082937 = -1279480.271863 nChanged 95 SP:Iteration 15Q (17354.370000 sec): 3 clusters Score: Raw -1282515.875236 + Penalty 3010.082937 = -1279505.792299 nChanged 55 SP:Iteration 16Q (17354.590000 sec): 3 clusters Score: Raw -1282526.779884 + Penalty 3010.082937 = -1279516.696946 nChanged 39 SP:Iteration 17Q (17354.810000 sec): 3 clusters Score: Raw -1282536.607857 + Penalty 3010.082937 = -1279526.524920 nChanged 40 SP:Iteration 18Q (17355.020000 sec): 3 clusters Score: Raw -1282542.873348 + Penalty 3010.082937 = -1279532.790411 nChanged 21 SP:Iteration 19Q (17355.270000 sec): 3 clusters Score: Raw -1282544.917927 + Penalty 3010.082937 = -1279534.834989 nChanged 7 SP:Iteration 20F (17355.490000 sec): 3 clusters Score: Raw -1282545.461926 + Penalty 3010.082937 = -1279535.378988 nChanged 6 SP:Iteration 21Q (17355.760000 sec): 3 clusters Score: Raw -1282545.932335 + Penalty 3010.082937 = -1279535.849398 nChanged 7 SP:Iteration 22Q (17355.970000 sec): 3 clusters Score: Raw -1282546.762188 + Penalty 3010.082937 = -1279536.679250 nChanged 5 SP:Iteration 23Q (17356.210000 sec): 3 clusters Score: Raw -1282547.431625 + Penalty 3010.082937 = -1279537.348687 nChanged 4 SP:Iteration 24Q (17356.410000 sec): 3 clusters Score: Raw -1282547.719375 + Penalty 3010.082937 = -1279537.636437 nChanged 1 SP:Iteration 25Q (17356.610000 sec): 3 clusters Score: Raw -1282547.854122 + Penalty 3010.082937 = -1279537.771185 nChanged 1 SP:Iteration 26Q (17356.810000 sec): 3 clusters Score: Raw -1282547.914727 + Penalty 3010.082937 = -1279537.831789 nChanged 1 SP:Iteration 27Q (17357.010000 sec): 3 clusters Score: Raw -1282547.943705 + Penalty 3010.082937 = -1279537.860767 nChanged 1 SP:Iteration 28Q (17357.250000 sec): 3 clusters Score: Raw -1282548.098500 + Penalty 3010.082937 = -1279538.015563 nChanged 2 SP:Iteration 29Q (17357.500000 sec): 3 clusters Score: Raw -1282548.200868 + Penalty 3010.082937 = -1279538.117931 nChanged 2 SP:Iteration 30Q (17357.720000 sec): 3 clusters Score: Raw -1282548.459582 + Penalty 3010.082937 = -1279538.376644 nChanged 2 SP:Iteration 31Q (17357.980000 sec): 3 clusters Score: Raw -1282548.720451 + Penalty 3010.082937 = -1279538.637514 nChanged 1 SP:Iteration 32Q (17358.190000 sec): 3 clusters Score: Raw -1282548.816348 + Penalty 3010.082937 = -1279538.733410 nChanged 0 SP:Iteration 33F (17358.420000 sec): 3 clusters Score: Raw -1282548.816348 + Penalty 3010.082937 = -1279538.733410 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17358.630000 sec): 2 clusters Score: Raw -3348609.327632 + Penalty 1659.294939 = -3346950.032693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17358.990000 sec): 3 clusters Score: Raw -3332058.794904 + Penalty 3318.589878 = -3328740.205026 nChanged 12407 SP:Iteration 1F (17359.250000 sec): 3 clusters Score: Raw -3338898.193626 + Penalty 3318.589878 = -3335579.603748 nChanged 1269 SP:Iteration 2Q (17359.570000 sec): 3 clusters Score: Raw -3339348.317504 + Penalty 3318.589878 = -3336029.727626 nChanged 1265 SP:Iteration 3Q (17359.950000 sec): 3 clusters Score: Raw -3339841.211267 + Penalty 3318.589878 = -3336522.621389 nChanged 1326 SP:Iteration 4Q (17360.240000 sec): 3 clusters Score: Raw -3340488.053810 + Penalty 3318.589878 = -3337169.463932 nChanged 1452 SP:Iteration 5F (17360.580000 sec): 3 clusters Score: Raw -3341328.499839 + Penalty 3318.589878 = -3338009.909960 nChanged 1576 SP:Iteration 6F (17360.930000 sec): 3 clusters Score: Raw -3342434.213154 + Penalty 3318.589878 = -3339115.623276 nChanged 1702 SP:Iteration 7F (17361.250000 sec): 3 clusters Score: Raw -3343811.163506 + Penalty 3318.589878 = -3340492.573628 nChanged 1612 SP:Iteration 8F (17361.500000 sec): 3 clusters Score: Raw -3345240.080520 + Penalty 3318.589878 = -3341921.490641 nChanged 1269 SP:Iteration 9Q (17361.830000 sec): 3 clusters Score: Raw -3346524.219504 + Penalty 3318.589878 = -3343205.629626 nChanged 817 SP:Iteration 10Q (17362.110000 sec): 3 clusters Score: Raw -3347380.419775 + Penalty 3318.589878 = -3344061.829897 nChanged 499 SP:Iteration 11Q (17362.360000 sec): 3 clusters Score: Raw -3347866.198964 + Penalty 3318.589878 = -3344547.609086 nChanged 332 SP:Iteration 12Q (17362.640000 sec): 3 clusters Score: Raw -3348139.115709 + Penalty 3318.589878 = -3344820.525831 nChanged 232 SP:Iteration 13Q (17362.930000 sec): 3 clusters Score: Raw -3348306.978273 + Penalty 3318.589878 = -3344988.388395 nChanged 176 SP:Iteration 14Q (17363.190000 sec): 3 clusters Score: Raw -3348419.000995 + Penalty 3318.589878 = -3345100.411116 nChanged 126 SP:Iteration 15Q (17363.470000 sec): 3 clusters Score: Raw -3348497.712208 + Penalty 3318.589878 = -3345179.122330 nChanged 128 SP:Iteration 16Q (17363.750000 sec): 3 clusters Score: Raw -3348573.788605 + Penalty 3318.589878 = -3345255.198727 nChanged 99 SP:Iteration 17Q (17364.030000 sec): 3 clusters Score: Raw -3348631.613619 + Penalty 3318.589878 = -3345313.023741 nChanged 76 SP:Iteration 18Q (17364.320000 sec): 3 clusters Score: Raw -3348670.316929 + Penalty 3318.589878 = -3345351.727051 nChanged 60 SP:Iteration 19Q (17364.620000 sec): 3 clusters Score: Raw -3348701.407915 + Penalty 3318.589878 = -3345382.818037 nChanged 51 SP:Iteration 20F (17364.910000 sec): 3 clusters Score: Raw -3348723.661384 + Penalty 3318.589878 = -3345405.071506 nChanged 41 SP:Iteration 21Q (17365.170000 sec): 3 clusters Score: Raw -3348743.349731 + Penalty 3318.589878 = -3345424.759852 nChanged 37 SP:Iteration 22Q (17365.470000 sec): 3 clusters Score: Raw -3348762.864517 + Penalty 3318.589878 = -3345444.274639 nChanged 36 SP:Iteration 23Q (17365.760000 sec): 3 clusters Score: Raw -3348785.080370 + Penalty 3318.589878 = -3345466.490492 nChanged 39 SP:Iteration 24Q (17366.040000 sec): 3 clusters Score: Raw -3348801.430007 + Penalty 3318.589878 = -3345482.840129 nChanged 28 SP:Iteration 25Q (17366.340000 sec): 3 clusters Score: Raw -3348813.601237 + Penalty 3318.589878 = -3345495.011358 nChanged 23 SP:Iteration 26Q (17366.650000 sec): 3 clusters Score: Raw -3348823.151469 + Penalty 3318.589878 = -3345504.561591 nChanged 16 SP:Iteration 27Q (17366.950000 sec): 3 clusters Score: Raw -3348828.327681 + Penalty 3318.589878 = -3345509.737803 nChanged 8 SP:Iteration 28Q (17367.250000 sec): 3 clusters Score: Raw -3348831.991316 + Penalty 3318.589878 = -3345513.401438 nChanged 7 SP:Iteration 29Q (17367.550000 sec): 3 clusters Score: Raw -3348834.766468 + Penalty 3318.589878 = -3345516.176590 nChanged 4 SP:Iteration 30Q (17367.860000 sec): 3 clusters Score: Raw -3348836.885660 + Penalty 3318.589878 = -3345518.295782 nChanged 8 SP:Iteration 31Q (17368.140000 sec): 3 clusters Score: Raw -3348839.595147 + Penalty 3318.589878 = -3345521.005269 nChanged 7 SP:Iteration 32Q (17368.410000 sec): 3 clusters Score: Raw -3348842.225941 + Penalty 3318.589878 = -3345523.636063 nChanged 7 SP:Iteration 33Q (17368.740000 sec): 3 clusters Score: Raw -3348844.752926 + Penalty 3318.589878 = -3345526.163048 nChanged 5 SP:Iteration 34Q (17369.030000 sec): 3 clusters Score: Raw -3348846.521029 + Penalty 3318.589878 = -3345527.931151 nChanged 3 SP:Iteration 35Q (17369.330000 sec): 3 clusters Score: Raw -3348847.741670 + Penalty 3318.589878 = -3345529.151792 nChanged 4 SP:Iteration 36Q (17369.610000 sec): 3 clusters Score: Raw -3348849.929082 + Penalty 3318.589878 = -3345531.339204 nChanged 2 SP:Iteration 37Q (17369.910000 sec): 3 clusters Score: Raw -3348851.161375 + Penalty 3318.589878 = -3345532.571497 nChanged 2 SP:Iteration 38Q (17370.210000 sec): 3 clusters Score: Raw -3348851.536840 + Penalty 3318.589878 = -3345532.946961 nChanged 0 SP:Iteration 39F (17370.460000 sec): 3 clusters Score: Raw -3348851.536840 + Penalty 3318.589878 = -3345532.946961 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17370.610000 sec): 2 clusters Score: Raw -1929933.110562 + Penalty 1564.667277 = -1928368.443285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17370.880000 sec): 3 clusters Score: Raw -1920998.623285 + Penalty 3129.334554 = -1917869.288731 nChanged 6708 SP:Iteration 1F (17371.170000 sec): 3 clusters Score: Raw -1924565.300648 + Penalty 3129.334554 = -1921435.966094 nChanged 746 SP:Iteration 2Q (17371.410000 sec): 3 clusters Score: Raw -1924825.019317 + Penalty 3129.334554 = -1921695.684763 nChanged 654 SP:Iteration 3Q (17371.620000 sec): 3 clusters Score: Raw -1925058.254304 + Penalty 3129.334554 = -1921928.919749 nChanged 648 SP:Iteration 4Q (17371.860000 sec): 3 clusters Score: Raw -1925311.243137 + Penalty 3129.334554 = -1922181.908583 nChanged 656 SP:Iteration 5Q (17372.140000 sec): 3 clusters Score: Raw -1925599.907587 + Penalty 3129.334554 = -1922470.573033 nChanged 663 SP:Iteration 6Q (17372.340000 sec): 3 clusters Score: Raw -1925922.580314 + Penalty 3129.334554 = -1922793.245760 nChanged 753 SP:Iteration 7Q (17372.590000 sec): 3 clusters Score: Raw -1926344.069148 + Penalty 3129.334554 = -1923214.734593 nChanged 833 SP:Iteration 8F (17372.850000 sec): 3 clusters Score: Raw -1926889.747888 + Penalty 3129.334554 = -1923760.413334 nChanged 963 SP:Iteration 9F (17373.070000 sec): 3 clusters Score: Raw -1927677.251673 + Penalty 3129.334554 = -1924547.917119 nChanged 986 SP:Iteration 10F (17373.340000 sec): 3 clusters Score: Raw -1928600.081103 + Penalty 3129.334554 = -1925470.746549 nChanged 742 SP:Iteration 11Q (17373.580000 sec): 3 clusters Score: Raw -1929318.587598 + Penalty 3129.334554 = -1926189.253044 nChanged 415 SP:Iteration 12Q (17373.810000 sec): 3 clusters Score: Raw -1929724.154661 + Penalty 3129.334554 = -1926594.820107 nChanged 183 SP:Iteration 13Q (17374.000000 sec): 3 clusters Score: Raw -1929909.968691 + Penalty 3129.334554 = -1926780.634136 nChanged 79 SP:Iteration 14Q (17374.230000 sec): 3 clusters Score: Raw -1930014.239044 + Penalty 3129.334554 = -1926884.904490 nChanged 35 SP:Iteration 15Q (17374.450000 sec): 3 clusters Score: Raw -1930062.443023 + Penalty 3129.334554 = -1926933.108468 nChanged 19 SP:Iteration 16Q (17374.690000 sec): 3 clusters Score: Raw -1930096.293910 + Penalty 3129.334554 = -1926966.959355 nChanged 15 SP:Iteration 17Q (17374.930000 sec): 3 clusters Score: Raw -1930118.632627 + Penalty 3129.334554 = -1926989.298073 nChanged 7 SP:Iteration 18Q (17375.150000 sec): 3 clusters Score: Raw -1930128.498643 + Penalty 3129.334554 = -1926999.164089 nChanged 4 SP:Iteration 19Q (17375.390000 sec): 3 clusters Score: Raw -1930134.775761 + Penalty 3129.334554 = -1927005.441207 nChanged 2 SP:Iteration 20F (17375.620000 sec): 3 clusters Score: Raw -1930136.996021 + Penalty 3129.334554 = -1927007.661467 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17379.340000 sec): 2 clusters Score: Raw -113988523.258538 + Penalty 2233.114463 = -113986290.144075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17383.600000 sec): 3 clusters Score: Raw -113357911.921057 + Penalty 4466.228926 = -113353445.692131 nChanged 457854 SP:Iteration 1F (17387.740000 sec): 3 clusters Score: Raw -113636193.059291 + Penalty 4466.228926 = -113631726.830365 nChanged 18947 SP:Iteration 2Q (17392.520000 sec): 3 clusters Score: Raw -113639569.234879 + Penalty 4466.228926 = -113635103.005953 nChanged 21670 SP:Iteration 3Q (17396.670000 sec): 3 clusters Score: Raw -113644649.598166 + Penalty 4466.228926 = -113640183.369240 nChanged 27593 SP:Iteration 4Q (17400.790000 sec): 3 clusters Score: Raw -113653369.121399 + Penalty 4466.228926 = -113648902.892473 nChanged 38186 SP:Iteration 5Q (17405.030000 sec): 3 clusters Score: Raw -113669949.906205 + Penalty 4466.228926 = -113665483.677279 nChanged 55519 SP:Iteration 6F (17409.760000 sec): 3 clusters Score: Raw -113702411.098199 + Penalty 4466.228926 = -113697944.869273 nChanged 76561 SP:Iteration 7F (17413.880000 sec): 3 clusters Score: Raw -113760397.171777 + Penalty 4466.228926 = -113755930.942851 nChanged 90030 SP:Iteration 8F (17417.700000 sec): 3 clusters Score: Raw -113842392.599506 + Penalty 4466.228926 = -113837926.370580 nChanged 79765 SP:Iteration 9F (17422.040000 sec): 3 clusters Score: Raw -113921294.639372 + Penalty 4466.228926 = -113916828.410446 nChanged 47466 SP:Iteration 10F (17426.320000 sec): 3 clusters Score: Raw -113967738.371474 + Penalty 4466.228926 = -113963272.142548 nChanged 17279 SP:Iteration 11Q (17430.240000 sec): 3 clusters Score: Raw -113983725.251057 + Penalty 4466.228926 = -113979259.022131 nChanged 4354 SP:Iteration 12Q (17434.010000 sec): 3 clusters Score: Raw -113987598.237606 + Penalty 4466.228926 = -113983132.008680 nChanged 858 SP:Iteration 13Q (17437.410000 sec): 3 clusters Score: Raw -113988368.056341 + Penalty 4466.228926 = -113983901.827415 nChanged 165 SP:Iteration 14Q (17441.040000 sec): 3 clusters Score: Raw -113988574.774693 + Penalty 4466.228926 = -113984108.545767 nChanged 45 SP:Iteration 15Q (17444.620000 sec): 3 clusters Score: Raw -113988642.132570 + Penalty 4466.228926 = -113984175.903644 nChanged 10 SP:Iteration 16Q (17448.200000 sec): 3 clusters Score: Raw -113988655.507904 + Penalty 4466.228926 = -113984189.278978 nChanged 7 SP:Iteration 17Q (17452.030000 sec): 3 clusters Score: Raw -113988667.469891 + Penalty 4466.228926 = -113984201.240966 nChanged 7 SP:Iteration 18Q (17456.170000 sec): 3 clusters Score: Raw -113988678.225426 + Penalty 4466.228926 = -113984211.996501 nChanged 6 SP:Iteration 19Q (17460.230000 sec): 3 clusters Score: Raw -113988686.308599 + Penalty 4466.228926 = -113984220.079674 nChanged 2 SP:Iteration 20F (17464.600000 sec): 3 clusters Score: Raw -113988688.282391 + Penalty 4466.228926 = -113984222.053466 nChanged 1 SP:Iteration 21Q (17467.930000 sec): 3 clusters Score: Raw -113988689.006872 + Penalty 4466.228926 = -113984222.777946 nChanged 1 SP:Iteration 22Q (17471.300000 sec): 3 clusters Score: Raw -113988690.254012 + Penalty 4466.228926 = -113984224.025086 nChanged 0 SP:Iteration 23F (17475.450000 sec): 3 clusters Score: Raw -113988690.254012 + Penalty 4466.228926 = -113984224.025086 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17476.150000 sec): 2 clusters Score: Raw -2752455.536973 + Penalty 1630.202061 = -2750825.334912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17476.410000 sec): 3 clusters Score: Raw -2738744.904557 + Penalty 3260.404123 = -2735484.500434 nChanged 10275 SP:Iteration 1F (17476.760000 sec): 3 clusters Score: Raw -2744265.687452 + Penalty 3260.404123 = -2741005.283330 nChanged 1001 SP:Iteration 2Q (17477.050000 sec): 3 clusters Score: Raw -2744584.519047 + Penalty 3260.404123 = -2741324.114924 nChanged 955 SP:Iteration 3Q (17477.400000 sec): 3 clusters Score: Raw -2744926.045163 + Penalty 3260.404123 = -2741665.641040 nChanged 948 SP:Iteration 4Q (17477.690000 sec): 3 clusters Score: Raw -2745324.746067 + Penalty 3260.404123 = -2742064.341944 nChanged 1089 SP:Iteration 5Q (17477.980000 sec): 3 clusters Score: Raw -2745940.132019 + Penalty 3260.404123 = -2742679.727897 nChanged 1288 SP:Iteration 6F (17478.250000 sec): 3 clusters Score: Raw -2746858.988829 + Penalty 3260.404123 = -2743598.584706 nChanged 1372 SP:Iteration 7F (17478.550000 sec): 3 clusters Score: Raw -2748014.443247 + Penalty 3260.404123 = -2744754.039124 nChanged 1367 SP:Iteration 8F (17478.840000 sec): 3 clusters Score: Raw -2749296.347184 + Penalty 3260.404123 = -2746035.943061 nChanged 1190 SP:Iteration 9F (17479.100000 sec): 3 clusters Score: Raw -2750366.432234 + Penalty 3260.404123 = -2747106.028111 nChanged 908 SP:Iteration 10Q (17479.350000 sec): 3 clusters Score: Raw -2751115.699451 + Penalty 3260.404123 = -2747855.295329 nChanged 662 SP:Iteration 11Q (17479.590000 sec): 3 clusters Score: Raw -2751644.716476 + Penalty 3260.404123 = -2748384.312354 nChanged 495 SP:Iteration 12Q (17479.850000 sec): 3 clusters Score: Raw -2752016.733640 + Penalty 3260.404123 = -2748756.329518 nChanged 327 SP:Iteration 13Q (17480.110000 sec): 3 clusters Score: Raw -2752248.667380 + Penalty 3260.404123 = -2748988.263257 nChanged 216 SP:Iteration 14Q (17480.370000 sec): 3 clusters Score: Raw -2752398.466139 + Penalty 3260.404123 = -2749138.062016 nChanged 110 SP:Iteration 15Q (17480.640000 sec): 3 clusters Score: Raw -2752469.158948 + Penalty 3260.404123 = -2749208.754826 nChanged 74 SP:Iteration 16Q (17480.850000 sec): 3 clusters Score: Raw -2752515.427862 + Penalty 3260.404123 = -2749255.023740 nChanged 58 SP:Iteration 17Q (17481.130000 sec): 3 clusters Score: Raw -2752550.934971 + Penalty 3260.404123 = -2749290.530849 nChanged 33 SP:Iteration 18Q (17481.390000 sec): 3 clusters Score: Raw -2752572.802579 + Penalty 3260.404123 = -2749312.398456 nChanged 32 SP:Iteration 19Q (17481.630000 sec): 3 clusters Score: Raw -2752598.182593 + Penalty 3260.404123 = -2749337.778470 nChanged 32 SP:Iteration 20F (17481.880000 sec): 3 clusters Score: Raw -2752625.796578 + Penalty 3260.404123 = -2749365.392456 nChanged 22 SP:Iteration 21Q (17482.140000 sec): 3 clusters Score: Raw -2752646.337038 + Penalty 3260.404123 = -2749385.932915 nChanged 15 SP:Iteration 22Q (17482.410000 sec): 3 clusters Score: Raw -2752662.017098 + Penalty 3260.404123 = -2749401.612976 nChanged 17 SP:Iteration 23Q (17482.710000 sec): 3 clusters Score: Raw -2752674.769177 + Penalty 3260.404123 = -2749414.365054 nChanged 11 SP:Iteration 24Q (17482.970000 sec): 3 clusters Score: Raw -2752682.908058 + Penalty 3260.404123 = -2749422.503935 nChanged 4 SP:Iteration 25Q (17483.250000 sec): 3 clusters Score: Raw -2752686.592622 + Penalty 3260.404123 = -2749426.188499 nChanged 5 SP:Iteration 26Q (17483.530000 sec): 3 clusters Score: Raw -2752688.887715 + Penalty 3260.404123 = -2749428.483592 nChanged 5 SP:Iteration 27Q (17483.780000 sec): 3 clusters Score: Raw -2752693.231021 + Penalty 3260.404123 = -2749432.826898 nChanged 4 SP:Iteration 28Q (17484.060000 sec): 3 clusters Score: Raw -2752698.005874 + Penalty 3260.404123 = -2749437.601751 nChanged 7 SP:Iteration 29Q (17484.380000 sec): 3 clusters Score: Raw -2752704.333448 + Penalty 3260.404123 = -2749443.929325 nChanged 3 SP:Iteration 30Q (17484.640000 sec): 3 clusters Score: Raw -2752707.843221 + Penalty 3260.404123 = -2749447.439099 nChanged 2 SP:Iteration 31Q (17484.910000 sec): 3 clusters Score: Raw -2752708.764637 + Penalty 3260.404123 = -2749448.360515 nChanged 3 SP:Iteration 32Q (17485.150000 sec): 3 clusters Score: Raw -2752710.341867 + Penalty 3260.404123 = -2749449.937744 nChanged 2 SP:Iteration 33Q (17485.430000 sec): 3 clusters Score: Raw -2752712.993010 + Penalty 3260.404123 = -2749452.588888 nChanged 6 SP:Iteration 34Q (17485.700000 sec): 3 clusters Score: Raw -2752717.494624 + Penalty 3260.404123 = -2749457.090501 nChanged 2 SP:Iteration 35Q (17486.010000 sec): 3 clusters Score: Raw -2752718.761391 + Penalty 3260.404123 = -2749458.357268 nChanged 2 SP:Iteration 36Q (17486.270000 sec): 3 clusters Score: Raw -2752719.469327 + Penalty 3260.404123 = -2749459.065204 nChanged 0 SP:Iteration 37F (17486.550000 sec): 3 clusters Score: Raw -2752719.469327 + Penalty 3260.404123 = -2749459.065204 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17486.680000 sec): 2 clusters Score: Raw -173510.537898 + Penalty 1181.538887 = -172328.999010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17486.870000 sec): 3 clusters Score: Raw -172972.865397 + Penalty 2363.077775 = -170609.787622 nChanged 457 SP:Iteration 1F (17487.050000 sec): 3 clusters Score: Raw -173316.671601 + Penalty 2363.077775 = -170953.593826 nChanged 94 SP:Iteration 2F (17487.260000 sec): 3 clusters Score: Raw -173385.387707 + Penalty 2363.077775 = -171022.309932 nChanged 56 SP:Iteration 3Q (17487.450000 sec): 3 clusters Score: Raw -173435.050463 + Penalty 2363.077775 = -171071.972688 nChanged 51 SP:Iteration 4Q (17487.620000 sec): 3 clusters Score: Raw -173481.752067 + Penalty 2363.077775 = -171118.674292 nChanged 40 SP:Iteration 5Q (17487.790000 sec): 3 clusters Score: Raw -173512.301046 + Penalty 2363.077775 = -171149.223271 nChanged 36 SP:Iteration 6Q (17487.970000 sec): 3 clusters Score: Raw -173540.418082 + Penalty 2363.077775 = -171177.340307 nChanged 25 SP:Iteration 7Q (17488.130000 sec): 3 clusters Score: Raw -173558.120675 + Penalty 2363.077775 = -171195.042900 nChanged 22 SP:Iteration 8Q (17488.330000 sec): 3 clusters Score: Raw -173570.713184 + Penalty 2363.077775 = -171207.635409 nChanged 11 SP:Iteration 9Q (17488.480000 sec): 3 clusters Score: Raw -173576.173512 + Penalty 2363.077775 = -171213.095737 nChanged 11 SP:Iteration 10Q (17488.690000 sec): 3 clusters Score: Raw -173582.222562 + Penalty 2363.077775 = -171219.144787 nChanged 12 SP:Iteration 11Q (17488.910000 sec): 3 clusters Score: Raw -173588.613983 + Penalty 2363.077775 = -171225.536208 nChanged 11 SP:Iteration 12Q (17489.080000 sec): 3 clusters Score: Raw -173596.731139 + Penalty 2363.077775 = -171233.653364 nChanged 14 SP:Iteration 13Q (17489.290000 sec): 3 clusters Score: Raw -173606.359343 + Penalty 2363.077775 = -171243.281568 nChanged 12 SP:Iteration 14Q (17489.470000 sec): 3 clusters Score: Raw -173613.237409 + Penalty 2363.077775 = -171250.159634 nChanged 9 SP:Iteration 15Q (17489.630000 sec): 3 clusters Score: Raw -173622.842949 + Penalty 2363.077775 = -171259.765174 nChanged 12 SP:Iteration 16Q (17489.840000 sec): 3 clusters Score: Raw -173630.205049 + Penalty 2363.077775 = -171267.127274 nChanged 11 SP:Iteration 17Q (17489.970000 sec): 3 clusters Score: Raw -173636.417715 + Penalty 2363.077775 = -171273.339940 nChanged 4 SP:Iteration 18Q (17490.150000 sec): 3 clusters Score: Raw -173638.544148 + Penalty 2363.077775 = -171275.466373 nChanged 5 SP:Iteration 19Q (17490.360000 sec): 3 clusters Score: Raw -173640.747918 + Penalty 2363.077775 = -171277.670144 nChanged 0 SP:Iteration 20F (17490.540000 sec): 3 clusters Score: Raw -173640.747918 + Penalty 2363.077775 = -171277.670144 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (92910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17491.070000 sec): 2 clusters Score: Raw -11289757.393340 + Penalty 1858.900316 = -11287898.493024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17491.660000 sec): 3 clusters Score: Raw -11229372.086982 + Penalty 3717.800633 = -11225654.286350 nChanged 44272 SP:Iteration 1F (17492.280000 sec): 3 clusters Score: Raw -11255535.351062 + Penalty 3717.800633 = -11251817.550429 nChanged 3633 SP:Iteration 2Q (17492.880000 sec): 3 clusters Score: Raw -11256798.477308 + Penalty 3717.800633 = -11253080.676675 nChanged 4723 SP:Iteration 3F (17493.490000 sec): 3 clusters Score: Raw -11259080.303198 + Penalty 3717.800633 = -11255362.502565 nChanged 6342 SP:Iteration 4F (17494.030000 sec): 3 clusters Score: Raw -11263269.696557 + Penalty 3717.800633 = -11259551.895925 nChanged 8066 SP:Iteration 5F (17494.560000 sec): 3 clusters Score: Raw -11270089.658959 + Penalty 3717.800633 = -11266371.858327 nChanged 8482 SP:Iteration 6F (17495.080000 sec): 3 clusters Score: Raw -11278490.340432 + Penalty 3717.800633 = -11274772.539800 nChanged 6530 SP:Iteration 7F (17495.590000 sec): 3 clusters Score: Raw -11285301.491049 + Penalty 3717.800633 = -11281583.690416 nChanged 3256 SP:Iteration 8Q (17496.270000 sec): 3 clusters Score: Raw -11288617.171744 + Penalty 3717.800633 = -11284899.371111 nChanged 971 SP:Iteration 9Q (17496.880000 sec): 3 clusters Score: Raw -11289553.105831 + Penalty 3717.800633 = -11285835.305198 nChanged 206 SP:Iteration 10Q (17497.480000 sec): 3 clusters Score: Raw -11289784.180659 + Penalty 3717.800633 = -11286066.380027 nChanged 56 SP:Iteration 11Q (17498.040000 sec): 3 clusters Score: Raw -11289869.106131 + Penalty 3717.800633 = -11286151.305499 nChanged 18 SP:Iteration 12Q (17498.640000 sec): 3 clusters Score: Raw -11289897.685047 + Penalty 3717.800633 = -11286179.884414 nChanged 10 SP:Iteration 13Q (17499.190000 sec): 3 clusters Score: Raw -11289918.100622 + Penalty 3717.800633 = -11286200.299989 nChanged 6 SP:Iteration 14Q (17499.760000 sec): 3 clusters Score: Raw -11289926.255492 + Penalty 3717.800633 = -11286208.454859 nChanged 0 SP:Iteration 15F (17500.390000 sec): 3 clusters Score: Raw -11289926.255492 + Penalty 3717.800633 = -11286208.454859 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17500.510000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17500.700000 sec): 3 clusters Score: Raw -71162.072458 + Penalty 2090.705530 = -69071.366928 nChanged 148 SP:Iteration 1F (17500.900000 sec): 3 clusters Score: Raw -71363.552666 + Penalty 2090.705530 = -69272.847136 nChanged 47 SP:Iteration 2F (17501.040000 sec): 3 clusters Score: Raw -71428.207164 + Penalty 2090.705530 = -69337.501634 nChanged 19 SP:Iteration 3Q (17501.210000 sec): 3 clusters Score: Raw -71454.310877 + Penalty 2090.705530 = -69363.605346 nChanged 10 SP:Iteration 4Q (17501.410000 sec): 3 clusters Score: Raw -71468.679947 + Penalty 2090.705530 = -69377.974417 nChanged 12 SP:Iteration 5Q (17501.570000 sec): 3 clusters Score: Raw -71489.127150 + Penalty 2090.705530 = -69398.421619 nChanged 8 SP:Iteration 6Q (17501.740000 sec): 3 clusters Score: Raw -71499.085420 + Penalty 2090.705530 = -69408.379890 nChanged 3 SP:Iteration 7Q (17501.930000 sec): 3 clusters Score: Raw -71502.749662 + Penalty 2090.705530 = -69412.044132 nChanged 2 SP:Iteration 8Q (17502.100000 sec): 3 clusters Score: Raw -71505.088981 + Penalty 2090.705530 = -69414.383451 nChanged 4 SP:Iteration 9Q (17502.290000 sec): 3 clusters Score: Raw -71509.182371 + Penalty 2090.705530 = -69418.476841 nChanged 1 SP:Iteration 10Q (17502.440000 sec): 3 clusters Score: Raw -71511.184485 + Penalty 2090.705530 = -69420.478955 nChanged 2 SP:Iteration 11Q (17502.600000 sec): 3 clusters Score: Raw -71512.760189 + Penalty 2090.705530 = -69422.054659 nChanged 1 SP:Iteration 12Q (17502.730000 sec): 3 clusters Score: Raw -71514.319940 + Penalty 2090.705530 = -69423.614410 nChanged 1 SP:Iteration 13Q (17502.920000 sec): 3 clusters Score: Raw -71515.449445 + Penalty 2090.705530 = -69424.743915 nChanged 0 SP:Iteration 14F (17503.070000 sec): 3 clusters Score: Raw -71515.449445 + Penalty 2090.705530 = -69424.743915 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17503.130000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17503.300000 sec): 3 clusters Score: Raw -33708.959109 + Penalty 1866.476036 = -31842.483073 nChanged 51 SP:Iteration 1F (17503.480000 sec): 3 clusters Score: Raw -33826.825421 + Penalty 1866.476036 = -31960.349385 nChanged 20 SP:Iteration 2F (17503.640000 sec): 3 clusters Score: Raw -33895.369900 + Penalty 1866.476036 = -32028.893864 nChanged 12 SP:Iteration 3Q (17503.830000 sec): 3 clusters Score: Raw -33924.826026 + Penalty 1866.476036 = -32058.349990 nChanged 3 SP:Iteration 4Q (17504.020000 sec): 3 clusters Score: Raw -33933.474178 + Penalty 1866.476036 = -32066.998142 nChanged 4 SP:Iteration 5Q (17504.190000 sec): 3 clusters Score: Raw -33944.161804 + Penalty 1866.476036 = -32077.685767 nChanged 3 SP:Iteration 6Q (17504.360000 sec): 3 clusters Score: Raw -33955.474984 + Penalty 1866.476036 = -32088.998948 nChanged 2 SP:Iteration 7Q (17504.530000 sec): 3 clusters Score: Raw -33963.469549 + Penalty 1866.476036 = -32096.993513 nChanged 2 SP:Iteration 8Q (17504.720000 sec): 3 clusters Score: Raw -33974.421833 + Penalty 1866.476036 = -32107.945797 nChanged 4 SP:Iteration 9Q (17504.920000 sec): 3 clusters Score: Raw -34002.797288 + Penalty 1866.476036 = -32136.321252 nChanged 3 SP:Iteration 10Q (17505.120000 sec): 3 clusters Score: Raw -34028.959386 + Penalty 1866.476036 = -32162.483350 nChanged 6 SP:Iteration 11Q (17505.310000 sec): 3 clusters Score: Raw -34068.256426 + Penalty 1866.476036 = -32201.780390 nChanged 4 SP:Iteration 12Q (17505.490000 sec): 3 clusters Score: Raw -34086.789029 + Penalty 1866.476036 = -32220.312993 nChanged 2 SP:Iteration 13Q (17505.660000 sec): 3 clusters Score: Raw -34104.884678 + Penalty 1866.476036 = -32238.408642 nChanged 4 SP:Iteration 14Q (17505.810000 sec): 3 clusters Score: Raw -34128.419865 + Penalty 1866.476036 = -32261.943829 nChanged 1 SP:Iteration 15Q (17506.000000 sec): 3 clusters Score: Raw -34130.403597 + Penalty 1866.476036 = -32263.927561 nChanged 2 SP:Iteration 16Q (17506.200000 sec): 3 clusters Score: Raw -34135.507377 + Penalty 1866.476036 = -32269.031341 nChanged 1 SP:Iteration 17Q (17506.360000 sec): 3 clusters Score: Raw -34137.340621 + Penalty 1866.476036 = -32270.864585 nChanged 0 SP:Iteration 18F (17506.540000 sec): 3 clusters Score: Raw -34137.340621 + Penalty 1866.476036 = -32270.864585 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17506.700000 sec): 2 clusters Score: Raw -94001.378704 + Penalty 1096.291971 = -92905.086733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17506.850000 sec): 3 clusters Score: Raw -93862.717167 + Penalty 2192.583942 = -91670.133225 nChanged 248 SP:Iteration 1F (17507.030000 sec): 3 clusters Score: Raw -94291.438487 + Penalty 2192.583942 = -92098.854545 nChanged 82 SP:Iteration 2F (17507.200000 sec): 3 clusters Score: Raw -94439.809462 + Penalty 2192.583942 = -92247.225520 nChanged 49 SP:Iteration 3F (17507.370000 sec): 3 clusters Score: Raw -94489.842807 + Penalty 2192.583942 = -92297.258866 nChanged 21 SP:Iteration 4Q (17507.570000 sec): 3 clusters Score: Raw -94515.209896 + Penalty 2192.583942 = -92322.625954 nChanged 18 SP:Iteration 5Q (17507.720000 sec): 3 clusters Score: Raw -94554.561489 + Penalty 2192.583942 = -92361.977547 nChanged 16 SP:Iteration 6Q (17507.890000 sec): 3 clusters Score: Raw -94574.227833 + Penalty 2192.583942 = -92381.643891 nChanged 15 SP:Iteration 7Q (17508.060000 sec): 3 clusters Score: Raw -94589.564928 + Penalty 2192.583942 = -92396.980986 nChanged 15 SP:Iteration 8Q (17508.240000 sec): 3 clusters Score: Raw -94604.042094 + Penalty 2192.583942 = -92411.458153 nChanged 10 SP:Iteration 9Q (17508.390000 sec): 3 clusters Score: Raw -94611.760356 + Penalty 2192.583942 = -92419.176414 nChanged 4 SP:Iteration 10Q (17508.600000 sec): 3 clusters Score: Raw -94615.704518 + Penalty 2192.583942 = -92423.120576 nChanged 2 SP:Iteration 11Q (17508.770000 sec): 3 clusters Score: Raw -94618.187026 + Penalty 2192.583942 = -92425.603084 nChanged 2 SP:Iteration 12Q (17508.930000 sec): 3 clusters Score: Raw -94620.355471 + Penalty 2192.583942 = -92427.771529 nChanged 2 SP:Iteration 13Q (17509.120000 sec): 3 clusters Score: Raw -94621.363022 + Penalty 2192.583942 = -92428.779081 nChanged 1 SP:Iteration 14Q (17509.280000 sec): 3 clusters Score: Raw -94622.376557 + Penalty 2192.583942 = -92429.792615 nChanged 2 SP:Iteration 15Q (17509.440000 sec): 3 clusters Score: Raw -94624.400019 + Penalty 2192.583942 = -92431.816077 nChanged 3 SP:Iteration 16Q (17509.620000 sec): 3 clusters Score: Raw -94626.413886 + Penalty 2192.583942 = -92433.829944 nChanged 5 SP:Iteration 17Q (17509.800000 sec): 3 clusters Score: Raw -94629.624612 + Penalty 2192.583942 = -92437.040670 nChanged 3 SP:Iteration 18Q (17509.960000 sec): 3 clusters Score: Raw -94633.195122 + Penalty 2192.583942 = -92440.611180 nChanged 4 SP:Iteration 19Q (17510.120000 sec): 3 clusters Score: Raw -94637.420381 + Penalty 2192.583942 = -92444.836440 nChanged 2 SP:Iteration 20F (17510.280000 sec): 3 clusters Score: Raw -94638.444990 + Penalty 2192.583942 = -92445.861048 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17510.440000 sec): 2 clusters Score: Raw -2164443.347750 + Penalty 1583.212996 = -2162860.134753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17510.740000 sec): 3 clusters Score: Raw -2154202.640837 + Penalty 3166.425992 = -2151036.214845 nChanged 7692 SP:Iteration 1F (17510.970000 sec): 3 clusters Score: Raw -2158270.612156 + Penalty 3166.425992 = -2155104.186164 nChanged 873 SP:Iteration 2F (17511.270000 sec): 3 clusters Score: Raw -2158547.125583 + Penalty 3166.425992 = -2155380.699591 nChanged 751 SP:Iteration 3Q (17511.520000 sec): 3 clusters Score: Raw -2158786.548857 + Penalty 3166.425992 = -2155620.122864 nChanged 665 SP:Iteration 4Q (17511.800000 sec): 3 clusters Score: Raw -2159007.613072 + Penalty 3166.425992 = -2155841.187080 nChanged 644 SP:Iteration 5Q (17512.050000 sec): 3 clusters Score: Raw -2159246.664487 + Penalty 3166.425992 = -2156080.238495 nChanged 639 SP:Iteration 6Q (17512.280000 sec): 3 clusters Score: Raw -2159515.849920 + Penalty 3166.425992 = -2156349.423928 nChanged 624 SP:Iteration 7Q (17512.510000 sec): 3 clusters Score: Raw -2159808.106731 + Penalty 3166.425992 = -2156641.680739 nChanged 684 SP:Iteration 8Q (17512.840000 sec): 3 clusters Score: Raw -2160183.064000 + Penalty 3166.425992 = -2157016.638008 nChanged 719 SP:Iteration 9Q (17513.040000 sec): 3 clusters Score: Raw -2160642.908135 + Penalty 3166.425992 = -2157476.482143 nChanged 850 SP:Iteration 10Q (17513.330000 sec): 3 clusters Score: Raw -2161207.839334 + Penalty 3166.425992 = -2158041.413342 nChanged 933 SP:Iteration 11F (17513.590000 sec): 3 clusters Score: Raw -2161878.720563 + Penalty 3166.425992 = -2158712.294571 nChanged 856 SP:Iteration 12F (17513.840000 sec): 3 clusters Score: Raw -2162407.519640 + Penalty 3166.425992 = -2159241.093648 nChanged 658 SP:Iteration 13Q (17514.080000 sec): 3 clusters Score: Raw -2162697.475071 + Penalty 3166.425992 = -2159531.049079 nChanged 445 SP:Iteration 14Q (17514.330000 sec): 3 clusters Score: Raw -2162842.106821 + Penalty 3166.425992 = -2159675.680829 nChanged 296 SP:Iteration 15Q (17514.600000 sec): 3 clusters Score: Raw -2162925.274306 + Penalty 3166.425992 = -2159758.848314 nChanged 230 SP:Iteration 16Q (17514.810000 sec): 3 clusters Score: Raw -2162990.117995 + Penalty 3166.425992 = -2159823.692002 nChanged 214 SP:Iteration 17Q (17515.060000 sec): 3 clusters Score: Raw -2163047.462556 + Penalty 3166.425992 = -2159881.036564 nChanged 194 SP:Iteration 18Q (17515.300000 sec): 3 clusters Score: Raw -2163100.961711 + Penalty 3166.425992 = -2159934.535718 nChanged 190 SP:Iteration 19Q (17515.580000 sec): 3 clusters Score: Raw -2163142.815450 + Penalty 3166.425992 = -2159976.389458 nChanged 145 SP:Iteration 20F (17515.800000 sec): 3 clusters Score: Raw -2163169.620138 + Penalty 3166.425992 = -2160003.194146 nChanged 112 SP:Iteration 21Q (17516.050000 sec): 3 clusters Score: Raw -2163191.493680 + Penalty 3166.425992 = -2160025.067688 nChanged 124 SP:Iteration 22Q (17516.320000 sec): 3 clusters Score: Raw -2163215.963371 + Penalty 3166.425992 = -2160049.537379 nChanged 121 SP:Iteration 23Q (17516.630000 sec): 3 clusters Score: Raw -2163238.907401 + Penalty 3166.425992 = -2160072.481409 nChanged 126 SP:Iteration 24Q (17516.890000 sec): 3 clusters Score: Raw -2163263.614309 + Penalty 3166.425992 = -2160097.188317 nChanged 138 SP:Iteration 25Q (17517.160000 sec): 3 clusters Score: Raw -2163290.383652 + Penalty 3166.425992 = -2160123.957660 nChanged 118 SP:Iteration 26Q (17517.440000 sec): 3 clusters Score: Raw -2163312.944213 + Penalty 3166.425992 = -2160146.518221 nChanged 116 SP:Iteration 27Q (17517.730000 sec): 3 clusters Score: Raw -2163334.034912 + Penalty 3166.425992 = -2160167.608920 nChanged 106 SP:Iteration 28Q (17518.000000 sec): 3 clusters Score: Raw -2163352.507334 + Penalty 3166.425992 = -2160186.081342 nChanged 104 SP:Iteration 29Q (17518.190000 sec): 3 clusters Score: Raw -2163369.187305 + Penalty 3166.425992 = -2160202.761313 nChanged 99 SP:Iteration 30Q (17518.440000 sec): 3 clusters Score: Raw -2163387.031510 + Penalty 3166.425992 = -2160220.605518 nChanged 104 SP:Iteration 31Q (17518.720000 sec): 3 clusters Score: Raw -2163405.325689 + Penalty 3166.425992 = -2160238.899697 nChanged 109 SP:Iteration 32Q (17518.940000 sec): 3 clusters Score: Raw -2163422.330612 + Penalty 3166.425992 = -2160255.904620 nChanged 87 SP:Iteration 33Q (17519.210000 sec): 3 clusters Score: Raw -2163434.374670 + Penalty 3166.425992 = -2160267.948678 nChanged 82 SP:Iteration 34Q (17519.450000 sec): 3 clusters Score: Raw -2163445.769366 + Penalty 3166.425992 = -2160279.343374 nChanged 84 SP:Iteration 35Q (17519.680000 sec): 3 clusters Score: Raw -2163457.563809 + Penalty 3166.425992 = -2160291.137817 nChanged 80 SP:Iteration 36Q (17519.950000 sec): 3 clusters Score: Raw -2163468.792359 + Penalty 3166.425992 = -2160302.366367 nChanged 79 SP:Iteration 37Q (17520.180000 sec): 3 clusters Score: Raw -2163480.948323 + Penalty 3166.425992 = -2160314.522331 nChanged 73 SP:Iteration 38Q (17520.440000 sec): 3 clusters Score: Raw -2163493.536085 + Penalty 3166.425992 = -2160327.110093 nChanged 78 SP:Iteration 39Q (17520.730000 sec): 3 clusters Score: Raw -2163506.055679 + Penalty 3166.425992 = -2160339.629687 nChanged 82 SP:Iteration 40F (17521.000000 sec): 3 clusters Score: Raw -2163518.479976 + Penalty 3166.425992 = -2160352.053984 nChanged 85 SP:Iteration 41Q (17521.240000 sec): 3 clusters Score: Raw -2163531.513020 + Penalty 3166.425992 = -2160365.087028 nChanged 86 SP:Iteration 42Q (17521.480000 sec): 3 clusters Score: Raw -2163543.618470 + Penalty 3166.425992 = -2160377.192478 nChanged 86 SP:Iteration 43Q (17521.750000 sec): 3 clusters Score: Raw -2163555.052464 + Penalty 3166.425992 = -2160388.626472 nChanged 73 SP:Iteration 44Q (17521.980000 sec): 3 clusters Score: Raw -2163563.123994 + Penalty 3166.425992 = -2160396.698002 nChanged 63 SP:Iteration 45Q (17522.230000 sec): 3 clusters Score: Raw -2163570.266054 + Penalty 3166.425992 = -2160403.840062 nChanged 50 SP:Iteration 46Q (17522.470000 sec): 3 clusters Score: Raw -2163575.888995 + Penalty 3166.425992 = -2160409.463003 nChanged 49 SP:Iteration 47Q (17522.710000 sec): 3 clusters Score: Raw -2163581.267737 + Penalty 3166.425992 = -2160414.841745 nChanged 50 SP:Iteration 48Q (17522.980000 sec): 3 clusters Score: Raw -2163586.907410 + Penalty 3166.425992 = -2160420.481418 nChanged 47 SP:Iteration 49Q (17523.240000 sec): 3 clusters Score: Raw -2163591.868303 + Penalty 3166.425992 = -2160425.442311 nChanged 41 SP:Iteration 50Q (17523.460000 sec): 3 clusters Score: Raw -2163595.857039 + Penalty 3166.425992 = -2160429.431047 nChanged 32 SP:Iteration 51Q (17523.720000 sec): 3 clusters Score: Raw -2163598.389600 + Penalty 3166.425992 = -2160431.963608 nChanged 34 SP:Iteration 52Q (17523.970000 sec): 3 clusters Score: Raw -2163601.329851 + Penalty 3166.425992 = -2160434.903859 nChanged 38 SP:Iteration 53Q (17524.220000 sec): 3 clusters Score: Raw -2163604.373967 + Penalty 3166.425992 = -2160437.947974 nChanged 27 SP:Iteration 54Q (17524.460000 sec): 3 clusters Score: Raw -2163606.976666 + Penalty 3166.425992 = -2160440.550674 nChanged 26 SP:Iteration 55Q (17524.710000 sec): 3 clusters Score: Raw -2163609.347500 + Penalty 3166.425992 = -2160442.921508 nChanged 30 SP:Iteration 56Q (17524.960000 sec): 3 clusters Score: Raw -2163611.767580 + Penalty 3166.425992 = -2160445.341588 nChanged 20 SP:Iteration 57Q (17525.220000 sec): 3 clusters Score: Raw -2163613.752127 + Penalty 3166.425992 = -2160447.326134 nChanged 25 SP:Iteration 58Q (17525.440000 sec): 3 clusters Score: Raw -2163616.273069 + Penalty 3166.425992 = -2160449.847077 nChanged 23 SP:Iteration 59Q (17525.680000 sec): 3 clusters Score: Raw -2163618.983423 + Penalty 3166.425992 = -2160452.557431 nChanged 29 SP:Iteration 60F (17525.980000 sec): 3 clusters Score: Raw -2163622.019420 + Penalty 3166.425992 = -2160455.593428 nChanged 28 SP:Iteration 61Q (17526.190000 sec): 3 clusters Score: Raw -2163624.459938 + Penalty 3166.425992 = -2160458.033946 nChanged 20 SP:Iteration 62Q (17526.460000 sec): 3 clusters Score: Raw -2163626.113607 + Penalty 3166.425992 = -2160459.687615 nChanged 17 SP:Iteration 63Q (17526.740000 sec): 3 clusters Score: Raw -2163627.904478 + Penalty 3166.425992 = -2160461.478486 nChanged 13 SP:Iteration 64Q (17526.960000 sec): 3 clusters Score: Raw -2163628.830515 + Penalty 3166.425992 = -2160462.404523 nChanged 9 SP:Iteration 65Q (17527.230000 sec): 3 clusters Score: Raw -2163629.354496 + Penalty 3166.425992 = -2160462.928504 nChanged 12 SP:Iteration 66Q (17527.500000 sec): 3 clusters Score: Raw -2163630.395709 + Penalty 3166.425992 = -2160463.969717 nChanged 18 SP:Iteration 67Q (17527.690000 sec): 3 clusters Score: Raw -2163631.746289 + Penalty 3166.425992 = -2160465.320297 nChanged 12 SP:Iteration 68Q (17527.980000 sec): 3 clusters Score: Raw -2163632.430152 + Penalty 3166.425992 = -2160466.004160 nChanged 10 SP:Iteration 69Q (17528.250000 sec): 3 clusters Score: Raw -2163632.860028 + Penalty 3166.425992 = -2160466.434036 nChanged 7 SP:Iteration 70Q (17528.490000 sec): 3 clusters Score: Raw -2163633.387919 + Penalty 3166.425992 = -2160466.961927 nChanged 14 SP:Iteration 71Q (17528.760000 sec): 3 clusters Score: Raw -2163634.525273 + Penalty 3166.425992 = -2160468.099281 nChanged 13 SP:Iteration 72Q (17529.050000 sec): 3 clusters Score: Raw -2163635.270145 + Penalty 3166.425992 = -2160468.844153 nChanged 11 SP:Iteration 73Q (17529.290000 sec): 3 clusters Score: Raw -2163636.101908 + Penalty 3166.425992 = -2160469.675916 nChanged 8 SP:Iteration 74Q (17529.560000 sec): 3 clusters Score: Raw -2163636.670820 + Penalty 3166.425992 = -2160470.244828 nChanged 11 SP:Iteration 75Q (17529.800000 sec): 3 clusters Score: Raw -2163637.569302 + Penalty 3166.425992 = -2160471.143310 nChanged 17 SP:Iteration 76Q (17530.040000 sec): 3 clusters Score: Raw -2163638.958252 + Penalty 3166.425992 = -2160472.532259 nChanged 14 SP:Iteration 77Q (17530.330000 sec): 3 clusters Score: Raw -2163640.111081 + Penalty 3166.425992 = -2160473.685089 nChanged 14 SP:Iteration 78Q (17530.600000 sec): 3 clusters Score: Raw -2163641.436957 + Penalty 3166.425992 = -2160475.010965 nChanged 24 SP:Iteration 79Q (17530.830000 sec): 3 clusters Score: Raw -2163643.512902 + Penalty 3166.425992 = -2160477.086910 nChanged 26 SP:Iteration 80F (17531.060000 sec): 3 clusters Score: Raw -2163645.923337 + Penalty 3166.425992 = -2160479.497345 nChanged 25 SP:Iteration 81Q (17531.360000 sec): 3 clusters Score: Raw -2163647.734729 + Penalty 3166.425992 = -2160481.308736 nChanged 19 SP:Iteration 82Q (17531.620000 sec): 3 clusters Score: Raw -2163649.261634 + Penalty 3166.425992 = -2160482.835642 nChanged 20 SP:Iteration 83Q (17531.870000 sec): 3 clusters Score: Raw -2163650.894960 + Penalty 3166.425992 = -2160484.468967 nChanged 20 SP:Iteration 84Q (17532.160000 sec): 3 clusters Score: Raw -2163652.475417 + Penalty 3166.425992 = -2160486.049425 nChanged 24 SP:Iteration 85Q (17532.400000 sec): 3 clusters Score: Raw -2163655.066231 + Penalty 3166.425992 = -2160488.640239 nChanged 29 SP:Iteration 86Q (17532.640000 sec): 3 clusters Score: Raw -2163657.639092 + Penalty 3166.425992 = -2160491.213100 nChanged 22 SP:Iteration 87Q (17532.890000 sec): 3 clusters Score: Raw -2163660.061120 + Penalty 3166.425992 = -2160493.635128 nChanged 33 SP:Iteration 88Q (17533.130000 sec): 3 clusters Score: Raw -2163663.667069 + Penalty 3166.425992 = -2160497.241076 nChanged 31 SP:Iteration 89Q (17533.390000 sec): 3 clusters Score: Raw -2163666.862525 + Penalty 3166.425992 = -2160500.436532 nChanged 28 SP:Iteration 90Q (17533.580000 sec): 3 clusters Score: Raw -2163669.592715 + Penalty 3166.425992 = -2160503.166723 nChanged 31 SP:Iteration 91Q (17533.820000 sec): 3 clusters Score: Raw -2163672.704440 + Penalty 3166.425992 = -2160506.278448 nChanged 31 SP:Iteration 92Q (17534.110000 sec): 3 clusters Score: Raw -2163676.093635 + Penalty 3166.425992 = -2160509.667643 nChanged 39 SP:Iteration 93Q (17534.350000 sec): 3 clusters Score: Raw -2163680.069913 + Penalty 3166.425992 = -2160513.643921 nChanged 35 SP:Iteration 94Q (17534.630000 sec): 3 clusters Score: Raw -2163683.203208 + Penalty 3166.425992 = -2160516.777216 nChanged 31 SP:Iteration 95Q (17534.860000 sec): 3 clusters Score: Raw -2163685.854766 + Penalty 3166.425992 = -2160519.428774 nChanged 26 SP:Iteration 96Q (17535.120000 sec): 3 clusters Score: Raw -2163688.043024 + Penalty 3166.425992 = -2160521.617032 nChanged 25 SP:Iteration 97Q (17535.360000 sec): 3 clusters Score: Raw -2163690.207538 + Penalty 3166.425992 = -2160523.781546 nChanged 33 SP:Iteration 98Q (17535.650000 sec): 3 clusters Score: Raw -2163693.940282 + Penalty 3166.425992 = -2160527.514290 nChanged 38 SP:Iteration 99Q (17535.920000 sec): 3 clusters Score: Raw -2163698.662973 + Penalty 3166.425992 = -2160532.236981 nChanged 41 SP:Iteration 100F (17536.170000 sec): 3 clusters Score: Raw -2163703.258212 + Penalty 3166.425992 = -2160536.832220 nChanged 43 SP:Iteration 101Q (17536.480000 sec): 3 clusters Score: Raw -2163707.926284 + Penalty 3166.425992 = -2160541.500292 nChanged 39 SP:Iteration 102Q (17536.720000 sec): 3 clusters Score: Raw -2163711.242847 + Penalty 3166.425992 = -2160544.816855 nChanged 25 SP:Iteration 103Q (17537.000000 sec): 3 clusters Score: Raw -2163714.273513 + Penalty 3166.425992 = -2160547.847521 nChanged 38 SP:Iteration 104Q (17537.280000 sec): 3 clusters Score: Raw -2163719.196146 + Penalty 3166.425992 = -2160552.770154 nChanged 52 SP:Iteration 105Q (17537.540000 sec): 3 clusters Score: Raw -2163725.744136 + Penalty 3166.425992 = -2160559.318144 nChanged 55 SP:Iteration 106Q (17537.860000 sec): 3 clusters Score: Raw -2163731.266422 + Penalty 3166.425992 = -2160564.840429 nChanged 35 SP:Iteration 107Q (17538.120000 sec): 3 clusters Score: Raw -2163734.717445 + Penalty 3166.425992 = -2160568.291453 nChanged 38 SP:Iteration 108Q (17538.370000 sec): 3 clusters Score: Raw -2163739.629334 + Penalty 3166.425992 = -2160573.203342 nChanged 42 SP:Iteration 109Q (17538.640000 sec): 3 clusters Score: Raw -2163744.307085 + Penalty 3166.425992 = -2160577.881093 nChanged 35 SP:Iteration 110Q (17538.940000 sec): 3 clusters Score: Raw -2163747.976422 + Penalty 3166.425992 = -2160581.550429 nChanged 33 SP:Iteration 111Q (17539.210000 sec): 3 clusters Score: Raw -2163751.019465 + Penalty 3166.425992 = -2160584.593473 nChanged 30 SP:Iteration 112Q (17539.530000 sec): 3 clusters Score: Raw -2163754.191186 + Penalty 3166.425992 = -2160587.765194 nChanged 34 SP:Iteration 113Q (17539.810000 sec): 3 clusters Score: Raw -2163758.640149 + Penalty 3166.425992 = -2160592.214157 nChanged 37 SP:Iteration 114Q (17540.040000 sec): 3 clusters Score: Raw -2163762.946002 + Penalty 3166.425992 = -2160596.520010 nChanged 41 SP:Iteration 115Q (17540.300000 sec): 3 clusters Score: Raw -2163768.920112 + Penalty 3166.425992 = -2160602.494120 nChanged 62 SP:Iteration 116Q (17540.550000 sec): 3 clusters Score: Raw -2163778.397119 + Penalty 3166.425992 = -2160611.971127 nChanged 56 SP:Iteration 117Q (17540.810000 sec): 3 clusters Score: Raw -2163788.089006 + Penalty 3166.425992 = -2160621.663014 nChanged 70 SP:Iteration 118Q (17541.040000 sec): 3 clusters Score: Raw -2163798.930045 + Penalty 3166.425992 = -2160632.504053 nChanged 71 SP:Iteration 119Q (17541.270000 sec): 3 clusters Score: Raw -2163809.470727 + Penalty 3166.425992 = -2160643.044735 nChanged 79 SP:Iteration 120F (17541.500000 sec): 3 clusters Score: Raw -2163822.924164 + Penalty 3166.425992 = -2160656.498172 nChanged 81 SP:Iteration 121Q (17541.760000 sec): 3 clusters Score: Raw -2163836.991079 + Penalty 3166.425992 = -2160670.565087 nChanged 103 SP:Iteration 122Q (17541.990000 sec): 3 clusters Score: Raw -2163857.886974 + Penalty 3166.425992 = -2160691.460982 nChanged 106 SP:Iteration 123Q (17542.220000 sec): 3 clusters Score: Raw -2163880.051511 + Penalty 3166.425992 = -2160713.625519 nChanged 105 SP:Iteration 124Q (17542.480000 sec): 3 clusters Score: Raw -2163901.013593 + Penalty 3166.425992 = -2160734.587601 nChanged 109 SP:Iteration 125Q (17542.700000 sec): 3 clusters Score: Raw -2163921.703984 + Penalty 3166.425992 = -2160755.277992 nChanged 90 SP:Iteration 126Q (17542.980000 sec): 3 clusters Score: Raw -2163937.810818 + Penalty 3166.425992 = -2160771.384826 nChanged 90 SP:Iteration 127Q (17543.240000 sec): 3 clusters Score: Raw -2163954.891737 + Penalty 3166.425992 = -2160788.465745 nChanged 97 SP:Iteration 128Q (17543.480000 sec): 3 clusters Score: Raw -2163972.594620 + Penalty 3166.425992 = -2160806.168628 nChanged 81 SP:Iteration 129Q (17543.710000 sec): 3 clusters Score: Raw -2163986.821014 + Penalty 3166.425992 = -2160820.395022 nChanged 90 SP:Iteration 130Q (17543.990000 sec): 3 clusters Score: Raw -2164006.022653 + Penalty 3166.425992 = -2160839.596661 nChanged 104 SP:Iteration 131Q (17544.230000 sec): 3 clusters Score: Raw -2164028.561912 + Penalty 3166.425992 = -2160862.135920 nChanged 104 SP:Iteration 132Q (17544.430000 sec): 3 clusters Score: Raw -2164053.256318 + Penalty 3166.425992 = -2160886.830326 nChanged 112 SP:Iteration 133Q (17544.680000 sec): 3 clusters Score: Raw -2164081.039103 + Penalty 3166.425992 = -2160914.613111 nChanged 113 SP:Iteration 134Q (17544.910000 sec): 3 clusters Score: Raw -2164107.112080 + Penalty 3166.425992 = -2160940.686088 nChanged 124 SP:Iteration 135Q (17545.130000 sec): 3 clusters Score: Raw -2164138.961616 + Penalty 3166.425992 = -2160972.535624 nChanged 140 SP:Iteration 136Q (17545.360000 sec): 3 clusters Score: Raw -2164177.527065 + Penalty 3166.425992 = -2161011.101073 nChanged 127 SP:Iteration 137Q (17545.650000 sec): 3 clusters Score: Raw -2164209.041395 + Penalty 3166.425992 = -2161042.615403 nChanged 123 SP:Iteration 138Q (17545.890000 sec): 3 clusters Score: Raw -2164237.747108 + Penalty 3166.425992 = -2161071.321116 nChanged 105 SP:Iteration 139Q (17546.170000 sec): 3 clusters Score: Raw -2164263.252091 + Penalty 3166.425992 = -2161096.826099 nChanged 113 SP:Iteration 140F (17546.410000 sec): 3 clusters Score: Raw -2164291.952403 + Penalty 3166.425992 = -2161125.526411 nChanged 100 SP:Iteration 141Q (17546.630000 sec): 3 clusters Score: Raw -2164316.243800 + Penalty 3166.425992 = -2161149.817808 nChanged 108 SP:Iteration 142Q (17546.930000 sec): 3 clusters Score: Raw -2164344.623149 + Penalty 3166.425992 = -2161178.197157 nChanged 92 SP:Iteration 143Q (17547.110000 sec): 3 clusters Score: Raw -2164366.588660 + Penalty 3166.425992 = -2161200.162668 nChanged 80 SP:Iteration 144Q (17547.360000 sec): 3 clusters Score: Raw -2164383.512702 + Penalty 3166.425992 = -2161217.086710 nChanged 73 SP:Iteration 145Q (17547.550000 sec): 3 clusters Score: Raw -2164397.591499 + Penalty 3166.425992 = -2161231.165507 nChanged 53 SP:Iteration 146Q (17547.790000 sec): 3 clusters Score: Raw -2164406.139297 + Penalty 3166.425992 = -2161239.713305 nChanged 43 SP:Iteration 147Q (17548.030000 sec): 3 clusters Score: Raw -2164413.293189 + Penalty 3166.425992 = -2161246.867197 nChanged 37 SP:Iteration 148Q (17548.290000 sec): 3 clusters Score: Raw -2164419.642387 + Penalty 3166.425992 = -2161253.216394 nChanged 43 SP:Iteration 149Q (17548.580000 sec): 3 clusters Score: Raw -2164428.307442 + Penalty 3166.425992 = -2161261.881450 nChanged 49 SP:Iteration 150Q (17548.830000 sec): 3 clusters Score: Raw -2164438.328313 + Penalty 3166.425992 = -2161271.902321 nChanged 44 SP:Iteration 151Q (17549.100000 sec): 3 clusters Score: Raw -2164446.964040 + Penalty 3166.425992 = -2161280.538048 nChanged 43 SP:Iteration 152Q (17549.320000 sec): 3 clusters Score: Raw -2164455.978776 + Penalty 3166.425992 = -2161289.552784 nChanged 49 SP:Iteration 153Q (17549.570000 sec): 3 clusters Score: Raw -2164467.377255 + Penalty 3166.425992 = -2161300.951262 nChanged 47 SP:Iteration 154Q (17549.870000 sec): 3 clusters Score: Raw -2164478.237739 + Penalty 3166.425992 = -2161311.811746 nChanged 49 SP:Iteration 155Q (17550.090000 sec): 3 clusters Score: Raw -2164488.479846 + Penalty 3166.425992 = -2161322.053853 nChanged 38 SP:Iteration 156Q (17550.350000 sec): 3 clusters Score: Raw -2164498.205525 + Penalty 3166.425992 = -2161331.779533 nChanged 32 SP:Iteration 157Q (17550.590000 sec): 3 clusters Score: Raw -2164504.788420 + Penalty 3166.425992 = -2161338.362428 nChanged 25 SP:Iteration 158Q (17550.860000 sec): 3 clusters Score: Raw -2164510.211822 + Penalty 3166.425992 = -2161343.785830 nChanged 28 SP:Iteration 159Q (17551.100000 sec): 3 clusters Score: Raw -2164514.832137 + Penalty 3166.425992 = -2161348.406145 nChanged 24 SP:Iteration 160F (17551.400000 sec): 3 clusters Score: Raw -2164518.282908 + Penalty 3166.425992 = -2161351.856915 nChanged 24 SP:Iteration 161Q (17551.630000 sec): 3 clusters Score: Raw -2164522.106100 + Penalty 3166.425992 = -2161355.680108 nChanged 26 SP:Iteration 162Q (17551.920000 sec): 3 clusters Score: Raw -2164527.277754 + Penalty 3166.425992 = -2161360.851762 nChanged 31 SP:Iteration 163Q (17552.190000 sec): 3 clusters Score: Raw -2164533.784238 + Penalty 3166.425992 = -2161367.358246 nChanged 34 SP:Iteration 164Q (17552.440000 sec): 3 clusters Score: Raw -2164539.593627 + Penalty 3166.425992 = -2161373.167635 nChanged 24 SP:Iteration 165Q (17552.690000 sec): 3 clusters Score: Raw -2164544.440623 + Penalty 3166.425992 = -2161378.014630 nChanged 18 SP:Iteration 166Q (17552.880000 sec): 3 clusters Score: Raw -2164548.073894 + Penalty 3166.425992 = -2161381.647902 nChanged 21 SP:Iteration 167Q (17553.150000 sec): 3 clusters Score: Raw -2164551.956762 + Penalty 3166.425992 = -2161385.530770 nChanged 22 SP:Iteration 168Q (17553.380000 sec): 3 clusters Score: Raw -2164555.742764 + Penalty 3166.425992 = -2161389.316772 nChanged 23 SP:Iteration 169Q (17553.650000 sec): 3 clusters Score: Raw -2164560.374307 + Penalty 3166.425992 = -2161393.948315 nChanged 28 SP:Iteration 170Q (17553.890000 sec): 3 clusters Score: Raw -2164567.156405 + Penalty 3166.425992 = -2161400.730413 nChanged 32 SP:Iteration 171Q (17554.110000 sec): 3 clusters Score: Raw -2164574.392951 + Penalty 3166.425992 = -2161407.966959 nChanged 29 SP:Iteration 172Q (17554.400000 sec): 3 clusters Score: Raw -2164579.915280 + Penalty 3166.425992 = -2161413.489288 nChanged 23 SP:Iteration 173Q (17554.630000 sec): 3 clusters Score: Raw -2164584.703841 + Penalty 3166.425992 = -2161418.277849 nChanged 25 SP:Iteration 174Q (17554.900000 sec): 3 clusters Score: Raw -2164589.097768 + Penalty 3166.425992 = -2161422.671776 nChanged 23 SP:Iteration 175Q (17555.140000 sec): 3 clusters Score: Raw -2164593.703394 + Penalty 3166.425992 = -2161427.277402 nChanged 24 SP:Iteration 176Q (17555.390000 sec): 3 clusters Score: Raw -2164598.254184 + Penalty 3166.425992 = -2161431.828192 nChanged 28 SP:Iteration 177Q (17555.660000 sec): 3 clusters Score: Raw -2164603.603207 + Penalty 3166.425992 = -2161437.177215 nChanged 25 SP:Iteration 178Q (17555.900000 sec): 3 clusters Score: Raw -2164607.822001 + Penalty 3166.425992 = -2161441.396009 nChanged 16 SP:Iteration 179Q (17556.110000 sec): 3 clusters Score: Raw -2164611.105857 + Penalty 3166.425992 = -2161444.679865 nChanged 21 SP:Iteration 180F (17556.380000 sec): 3 clusters Score: Raw -2164616.921628 + Penalty 3166.425992 = -2161450.495636 nChanged 24 SP:Iteration 181Q (17556.610000 sec): 3 clusters Score: Raw -2164624.581750 + Penalty 3166.425992 = -2161458.155758 nChanged 32 SP:Iteration 182Q (17556.880000 sec): 3 clusters Score: Raw -2164633.028675 + Penalty 3166.425992 = -2161466.602683 nChanged 31 SP:Iteration 183Q (17557.130000 sec): 3 clusters Score: Raw -2164640.070265 + Penalty 3166.425992 = -2161473.644272 nChanged 27 SP:Iteration 184Q (17557.340000 sec): 3 clusters Score: Raw -2164647.442911 + Penalty 3166.425992 = -2161481.016919 nChanged 23 SP:Iteration 185Q (17557.570000 sec): 3 clusters Score: Raw -2164651.988424 + Penalty 3166.425992 = -2161485.562432 nChanged 24 SP:Iteration 186Q (17557.830000 sec): 3 clusters Score: Raw -2164656.928361 + Penalty 3166.425992 = -2161490.502369 nChanged 18 SP:Iteration 187Q (17558.040000 sec): 3 clusters Score: Raw -2164660.938402 + Penalty 3166.425992 = -2161494.512410 nChanged 21 SP:Iteration 188Q (17558.290000 sec): 3 clusters Score: Raw -2164664.677811 + Penalty 3166.425992 = -2161498.251819 nChanged 17 SP:Iteration 189Q (17558.550000 sec): 3 clusters Score: Raw -2164668.415349 + Penalty 3166.425992 = -2161501.989356 nChanged 16 SP:Iteration 190Q (17558.750000 sec): 3 clusters Score: Raw -2164672.086571 + Penalty 3166.425992 = -2161505.660579 nChanged 14 SP:Iteration 191Q (17558.990000 sec): 3 clusters Score: Raw -2164674.951668 + Penalty 3166.425992 = -2161508.525676 nChanged 10 SP:Iteration 192Q (17559.240000 sec): 3 clusters Score: Raw -2164676.944626 + Penalty 3166.425992 = -2161510.518634 nChanged 9 SP:Iteration 193Q (17559.460000 sec): 3 clusters Score: Raw -2164678.560540 + Penalty 3166.425992 = -2161512.134548 nChanged 5 SP:Iteration 194Q (17559.690000 sec): 3 clusters Score: Raw -2164679.360131 + Penalty 3166.425992 = -2161512.934139 nChanged 6 SP:Iteration 195Q (17559.940000 sec): 3 clusters Score: Raw -2164680.438542 + Penalty 3166.425992 = -2161514.012550 nChanged 9 SP:Iteration 196Q (17560.210000 sec): 3 clusters Score: Raw -2164682.339525 + Penalty 3166.425992 = -2161515.913533 nChanged 7 SP:Iteration 197Q (17560.430000 sec): 3 clusters Score: Raw -2164683.567667 + Penalty 3166.425992 = -2161517.141675 nChanged 5 SP:Iteration 198Q (17560.690000 sec): 3 clusters Score: Raw -2164684.376065 + Penalty 3166.425992 = -2161517.950073 nChanged 6 SP:Iteration 199Q (17560.930000 sec): 3 clusters Score: Raw -2164685.650995 + Penalty 3166.425992 = -2161519.225003 nChanged 9 SP:Iteration 200F (17561.160000 sec): 3 clusters Score: Raw -2164687.941730 + Penalty 3166.425992 = -2161521.515738 nChanged 14 SP:Iteration 201Q (17561.430000 sec): 3 clusters Score: Raw -2164690.833125 + Penalty 3166.425992 = -2161524.407133 nChanged 11 SP:Iteration 202Q (17561.690000 sec): 3 clusters Score: Raw -2164693.038777 + Penalty 3166.425992 = -2161526.612785 nChanged 9 SP:Iteration 203Q (17561.910000 sec): 3 clusters Score: Raw -2164694.787678 + Penalty 3166.425992 = -2161528.361686 nChanged 8 SP:Iteration 204Q (17562.160000 sec): 3 clusters Score: Raw -2164696.259539 + Penalty 3166.425992 = -2161529.833547 nChanged 10 SP:Iteration 205Q (17562.370000 sec): 3 clusters Score: Raw -2164697.708017 + Penalty 3166.425992 = -2161531.282025 nChanged 3 SP:Iteration 206Q (17562.700000 sec): 3 clusters Score: Raw -2164698.522790 + Penalty 3166.425992 = -2161532.096797 nChanged 5 SP:Iteration 207Q (17562.930000 sec): 3 clusters Score: Raw -2164700.090217 + Penalty 3166.425992 = -2161533.664224 nChanged 8 SP:Iteration 208Q (17563.180000 sec): 3 clusters Score: Raw -2164702.081575 + Penalty 3166.425992 = -2161535.655583 nChanged 9 SP:Iteration 209Q (17563.430000 sec): 3 clusters Score: Raw -2164704.433748 + Penalty 3166.425992 = -2161538.007756 nChanged 13 SP:Iteration 210Q (17563.690000 sec): 3 clusters Score: Raw -2164707.404441 + Penalty 3166.425992 = -2161540.978449 nChanged 9 SP:Iteration 211Q (17563.960000 sec): 3 clusters Score: Raw -2164709.013728 + Penalty 3166.425992 = -2161542.587736 nChanged 11 SP:Iteration 212Q (17564.170000 sec): 3 clusters Score: Raw -2164712.343050 + Penalty 3166.425992 = -2161545.917058 nChanged 17 SP:Iteration 213Q (17564.390000 sec): 3 clusters Score: Raw -2164716.656066 + Penalty 3166.425992 = -2161550.230074 nChanged 11 SP:Iteration 214Q (17564.580000 sec): 3 clusters Score: Raw -2164719.507808 + Penalty 3166.425992 = -2161553.081816 nChanged 13 SP:Iteration 215Q (17564.850000 sec): 3 clusters Score: Raw -2164722.212451 + Penalty 3166.425992 = -2161555.786459 nChanged 13 SP:Iteration 216Q (17565.090000 sec): 3 clusters Score: Raw -2164725.646530 + Penalty 3166.425992 = -2161559.220537 nChanged 15 SP:Iteration 217Q (17565.290000 sec): 3 clusters Score: Raw -2164730.948280 + Penalty 3166.425992 = -2161564.522287 nChanged 19 SP:Iteration 218Q (17565.520000 sec): 3 clusters Score: Raw -2164735.692199 + Penalty 3166.425992 = -2161569.266207 nChanged 10 SP:Iteration 219Q (17565.740000 sec): 3 clusters Score: Raw -2164737.866221 + Penalty 3166.425992 = -2161571.440228 nChanged 4 SP:Iteration 220F (17565.950000 sec): 3 clusters Score: Raw -2164738.636057 + Penalty 3166.425992 = -2161572.210065 nChanged 5 SP:Iteration 221Q (17566.220000 sec): 3 clusters Score: Raw -2164739.660966 + Penalty 3166.425992 = -2161573.234973 nChanged 3 SP:Iteration 222Q (17566.430000 sec): 3 clusters Score: Raw -2164740.019969 + Penalty 3166.425992 = -2161573.593977 nChanged 1 SP:Iteration 223Q (17566.710000 sec): 3 clusters Score: Raw -2164740.115898 + Penalty 3166.425992 = -2161573.689906 nChanged 0 SP:Iteration 224F (17566.950000 sec): 3 clusters Score: Raw -2164740.115898 + Penalty 3166.425992 = -2161573.689906 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17567.040000 sec): 2 clusters Score: Raw -736813.707528 + Penalty 1407.516467 = -735406.191061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17567.260000 sec): 3 clusters Score: Raw -733694.041357 + Penalty 2815.032934 = -730879.008423 nChanged 2334 SP:Iteration 1F (17567.430000 sec): 3 clusters Score: Raw -734891.318311 + Penalty 2815.032934 = -732076.285377 nChanged 364 SP:Iteration 2F (17567.580000 sec): 3 clusters Score: Raw -735041.298295 + Penalty 2815.032934 = -732226.265362 nChanged 253 SP:Iteration 3Q (17567.790000 sec): 3 clusters Score: Raw -735141.146358 + Penalty 2815.032934 = -732326.113424 nChanged 207 SP:Iteration 4Q (17567.960000 sec): 3 clusters Score: Raw -735213.326987 + Penalty 2815.032934 = -732398.294053 nChanged 172 SP:Iteration 5Q (17568.120000 sec): 3 clusters Score: Raw -735278.482459 + Penalty 2815.032934 = -732463.449526 nChanged 166 SP:Iteration 6Q (17568.330000 sec): 3 clusters Score: Raw -735337.494588 + Penalty 2815.032934 = -732522.461655 nChanged 165 SP:Iteration 7Q (17568.520000 sec): 3 clusters Score: Raw -735403.427397 + Penalty 2815.032934 = -732588.394463 nChanged 154 SP:Iteration 8Q (17568.670000 sec): 3 clusters Score: Raw -735465.042129 + Penalty 2815.032934 = -732650.009196 nChanged 148 SP:Iteration 9Q (17568.870000 sec): 3 clusters Score: Raw -735523.389906 + Penalty 2815.032934 = -732708.356972 nChanged 153 SP:Iteration 10Q (17569.070000 sec): 3 clusters Score: Raw -735590.437150 + Penalty 2815.032934 = -732775.404217 nChanged 147 SP:Iteration 11Q (17569.240000 sec): 3 clusters Score: Raw -735652.089664 + Penalty 2815.032934 = -732837.056730 nChanged 146 SP:Iteration 12Q (17569.450000 sec): 3 clusters Score: Raw -735717.156087 + Penalty 2815.032934 = -732902.123154 nChanged 155 SP:Iteration 13Q (17569.650000 sec): 3 clusters Score: Raw -735790.334216 + Penalty 2815.032934 = -732975.301282 nChanged 164 SP:Iteration 14Q (17569.880000 sec): 3 clusters Score: Raw -735878.855758 + Penalty 2815.032934 = -733063.822824 nChanged 163 SP:Iteration 15Q (17570.050000 sec): 3 clusters Score: Raw -735980.308598 + Penalty 2815.032934 = -733165.275664 nChanged 189 SP:Iteration 16Q (17570.210000 sec): 3 clusters Score: Raw -736106.086979 + Penalty 2815.032934 = -733291.054045 nChanged 186 SP:Iteration 17Q (17570.460000 sec): 3 clusters Score: Raw -736234.387849 + Penalty 2815.032934 = -733419.354915 nChanged 180 SP:Iteration 18Q (17570.680000 sec): 3 clusters Score: Raw -736361.036383 + Penalty 2815.032934 = -733546.003449 nChanged 153 SP:Iteration 19Q (17570.870000 sec): 3 clusters Score: Raw -736483.556480 + Penalty 2815.032934 = -733668.523546 nChanged 141 SP:Iteration 20F (17571.040000 sec): 3 clusters Score: Raw -736604.330665 + Penalty 2815.032934 = -733789.297732 nChanged 116 SP:Iteration 21Q (17571.240000 sec): 3 clusters Score: Raw -736703.029861 + Penalty 2815.032934 = -733887.996927 nChanged 98 SP:Iteration 22Q (17571.400000 sec): 3 clusters Score: Raw -736803.066845 + Penalty 2815.032934 = -733988.033911 nChanged 62 SP:Iteration 23Q (17571.630000 sec): 3 clusters Score: Raw -736862.276522 + Penalty 2815.032934 = -734047.243589 nChanged 37 SP:Iteration 24Q (17571.800000 sec): 3 clusters Score: Raw -736899.566401 + Penalty 2815.032934 = -734084.533468 nChanged 28 SP:Iteration 25Q (17571.990000 sec): 3 clusters Score: Raw -736927.558046 + Penalty 2815.032934 = -734112.525112 nChanged 19 SP:Iteration 26Q (17572.150000 sec): 3 clusters Score: Raw -736947.575418 + Penalty 2815.032934 = -734132.542484 nChanged 15 SP:Iteration 27Q (17572.350000 sec): 3 clusters Score: Raw -736963.064766 + Penalty 2815.032934 = -734148.031832 nChanged 10 SP:Iteration 28Q (17572.520000 sec): 3 clusters Score: Raw -736974.910992 + Penalty 2815.032934 = -734159.878059 nChanged 6 SP:Iteration 29Q (17572.700000 sec): 3 clusters Score: Raw -736981.834890 + Penalty 2815.032934 = -734166.801956 nChanged 3 SP:Iteration 30Q (17572.880000 sec): 3 clusters Score: Raw -736983.830295 + Penalty 2815.032934 = -734168.797362 nChanged 1 SP:Iteration 31Q (17573.120000 sec): 3 clusters Score: Raw -736985.638507 + Penalty 2815.032934 = -734170.605574 nChanged 5 SP:Iteration 32Q (17573.270000 sec): 3 clusters Score: Raw -736989.176134 + Penalty 2815.032934 = -734174.143200 nChanged 5 SP:Iteration 33Q (17573.450000 sec): 3 clusters Score: Raw -736995.614263 + Penalty 2815.032934 = -734180.581329 nChanged 4 SP:Iteration 34Q (17573.620000 sec): 3 clusters Score: Raw -736999.775897 + Penalty 2815.032934 = -734184.742963 nChanged 2 SP:Iteration 35Q (17573.820000 sec): 3 clusters Score: Raw -737001.520161 + Penalty 2815.032934 = -734186.487227 nChanged 4 SP:Iteration 36Q (17574.000000 sec): 3 clusters Score: Raw -737004.845596 + Penalty 2815.032934 = -734189.812662 nChanged 2 SP:Iteration 37Q (17574.190000 sec): 3 clusters Score: Raw -737006.653268 + Penalty 2815.032934 = -734191.620334 nChanged 2 SP:Iteration 38Q (17574.390000 sec): 3 clusters Score: Raw -737008.206939 + Penalty 2815.032934 = -734193.174006 nChanged 2 SP:Iteration 39Q (17574.560000 sec): 3 clusters Score: Raw -737011.306373 + Penalty 2815.032934 = -734196.273439 nChanged 2 SP:Iteration 40F (17574.730000 sec): 3 clusters Score: Raw -737014.062280 + Penalty 2815.032934 = -734199.029346 nChanged 2 SP:Iteration 41Q (17574.910000 sec): 3 clusters Score: Raw -737015.580241 + Penalty 2815.032934 = -734200.547307 nChanged 0 SP:Iteration 42F (17575.090000 sec): 3 clusters Score: Raw -737015.580241 + Penalty 2815.032934 = -734200.547307 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (9165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17575.230000 sec): 2 clusters Score: Raw -1126740.860437 + Penalty 1482.511414 = -1125258.349023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17575.440000 sec): 3 clusters Score: Raw -1121573.438074 + Penalty 2965.022827 = -1118608.415247 nChanged 3951 SP:Iteration 1F (17575.610000 sec): 3 clusters Score: Raw -1123648.353510 + Penalty 2965.022827 = -1120683.330683 nChanged 548 SP:Iteration 2F (17575.870000 sec): 3 clusters Score: Raw -1123881.311433 + Penalty 2965.022827 = -1120916.288606 nChanged 505 SP:Iteration 3F (17576.090000 sec): 3 clusters Score: Raw -1124115.538077 + Penalty 2965.022827 = -1121150.515250 nChanged 486 SP:Iteration 4F (17576.280000 sec): 3 clusters Score: Raw -1124345.267420 + Penalty 2965.022827 = -1121380.244593 nChanged 446 SP:Iteration 5Q (17576.520000 sec): 3 clusters Score: Raw -1124581.383094 + Penalty 2965.022827 = -1121616.360267 nChanged 452 SP:Iteration 6Q (17576.750000 sec): 3 clusters Score: Raw -1124843.031684 + Penalty 2965.022827 = -1121878.008857 nChanged 474 SP:Iteration 7F (17576.960000 sec): 3 clusters Score: Raw -1125126.550803 + Penalty 2965.022827 = -1122161.527976 nChanged 453 SP:Iteration 8Q (17577.200000 sec): 3 clusters Score: Raw -1125461.768745 + Penalty 2965.022827 = -1122496.745918 nChanged 468 SP:Iteration 9F (17577.410000 sec): 3 clusters Score: Raw -1125869.616497 + Penalty 2965.022827 = -1122904.593670 nChanged 428 SP:Iteration 10Q (17577.630000 sec): 3 clusters Score: Raw -1126296.885620 + Penalty 2965.022827 = -1123331.862793 nChanged 333 SP:Iteration 11Q (17577.820000 sec): 3 clusters Score: Raw -1126587.837030 + Penalty 2965.022827 = -1123622.814203 nChanged 229 SP:Iteration 12Q (17578.030000 sec): 3 clusters Score: Raw -1126745.505536 + Penalty 2965.022827 = -1123780.482709 nChanged 137 SP:Iteration 13Q (17578.290000 sec): 3 clusters Score: Raw -1126808.245669 + Penalty 2965.022827 = -1123843.222842 nChanged 82 SP:Iteration 14Q (17578.490000 sec): 3 clusters Score: Raw -1126836.019379 + Penalty 2965.022827 = -1123870.996552 nChanged 60 SP:Iteration 15Q (17578.710000 sec): 3 clusters Score: Raw -1126856.518055 + Penalty 2965.022827 = -1123891.495228 nChanged 70 SP:Iteration 16Q (17578.910000 sec): 3 clusters Score: Raw -1126881.600091 + Penalty 2965.022827 = -1123916.577264 nChanged 59 SP:Iteration 17Q (17579.120000 sec): 3 clusters Score: Raw -1126901.223021 + Penalty 2965.022827 = -1123936.200194 nChanged 50 SP:Iteration 18Q (17579.320000 sec): 3 clusters Score: Raw -1126915.406072 + Penalty 2965.022827 = -1123950.383245 nChanged 41 SP:Iteration 19Q (17579.530000 sec): 3 clusters Score: Raw -1126926.527807 + Penalty 2965.022827 = -1123961.504980 nChanged 39 SP:Iteration 20F (17579.710000 sec): 3 clusters Score: Raw -1126938.943280 + Penalty 2965.022827 = -1123973.920453 nChanged 39 SP:Iteration 21Q (17579.910000 sec): 3 clusters Score: Raw -1126951.381636 + Penalty 2965.022827 = -1123986.358809 nChanged 31 SP:Iteration 22Q (17580.170000 sec): 3 clusters Score: Raw -1126959.822261 + Penalty 2965.022827 = -1123994.799434 nChanged 26 SP:Iteration 23Q (17580.340000 sec): 3 clusters Score: Raw -1126968.507764 + Penalty 2965.022827 = -1124003.484937 nChanged 29 SP:Iteration 24Q (17580.600000 sec): 3 clusters Score: Raw -1126978.036390 + Penalty 2965.022827 = -1124013.013562 nChanged 32 SP:Iteration 25Q (17580.820000 sec): 3 clusters Score: Raw -1126987.108797 + Penalty 2965.022827 = -1124022.085969 nChanged 31 SP:Iteration 26Q (17581.040000 sec): 3 clusters Score: Raw -1126995.238579 + Penalty 2965.022827 = -1124030.215752 nChanged 21 SP:Iteration 27Q (17581.210000 sec): 3 clusters Score: Raw -1127000.113952 + Penalty 2965.022827 = -1124035.091125 nChanged 16 SP:Iteration 28Q (17581.450000 sec): 3 clusters Score: Raw -1127003.386911 + Penalty 2965.022827 = -1124038.364084 nChanged 11 SP:Iteration 29Q (17581.670000 sec): 3 clusters Score: Raw -1127006.219752 + Penalty 2965.022827 = -1124041.196925 nChanged 15 SP:Iteration 30Q (17581.880000 sec): 3 clusters Score: Raw -1127010.406732 + Penalty 2965.022827 = -1124045.383905 nChanged 10 SP:Iteration 31Q (17582.100000 sec): 3 clusters Score: Raw -1127013.676711 + Penalty 2965.022827 = -1124048.653884 nChanged 12 SP:Iteration 32Q (17582.320000 sec): 3 clusters Score: Raw -1127016.661424 + Penalty 2965.022827 = -1124051.638597 nChanged 11 SP:Iteration 33Q (17582.520000 sec): 3 clusters Score: Raw -1127019.028971 + Penalty 2965.022827 = -1124054.006144 nChanged 8 SP:Iteration 34Q (17582.740000 sec): 3 clusters Score: Raw -1127021.083659 + Penalty 2965.022827 = -1124056.060832 nChanged 12 SP:Iteration 35Q (17582.920000 sec): 3 clusters Score: Raw -1127025.130343 + Penalty 2965.022827 = -1124060.107516 nChanged 10 SP:Iteration 36Q (17583.150000 sec): 3 clusters Score: Raw -1127027.290652 + Penalty 2965.022827 = -1124062.267825 nChanged 8 SP:Iteration 37Q (17583.350000 sec): 3 clusters Score: Raw -1127028.451794 + Penalty 2965.022827 = -1124063.428967 nChanged 4 SP:Iteration 38Q (17583.580000 sec): 3 clusters Score: Raw -1127029.287053 + Penalty 2965.022827 = -1124064.264226 nChanged 1 SP:Iteration 39Q (17583.780000 sec): 3 clusters Score: Raw -1127029.443151 + Penalty 2965.022827 = -1124064.420324 nChanged 2 SP:Iteration 40F (17584.010000 sec): 3 clusters Score: Raw -1127030.065100 + Penalty 2965.022827 = -1124065.042273 nChanged 2 SP:Iteration 41Q (17584.210000 sec): 3 clusters Score: Raw -1127030.297930 + Penalty 2965.022827 = -1124065.275102 nChanged 1 SP:Iteration 42Q (17584.450000 sec): 3 clusters Score: Raw -1127030.474118 + Penalty 2965.022827 = -1124065.451291 nChanged 1 SP:Iteration 43Q (17584.650000 sec): 3 clusters Score: Raw -1127030.755599 + Penalty 2965.022827 = -1124065.732772 nChanged 2 SP:Iteration 44Q (17584.870000 sec): 3 clusters Score: Raw -1127031.095461 + Penalty 2965.022827 = -1124066.072634 nChanged 2 SP:Iteration 45Q (17585.070000 sec): 3 clusters Score: Raw -1127031.296950 + Penalty 2965.022827 = -1124066.274123 nChanged 1 SP:Iteration 46Q (17585.320000 sec): 3 clusters Score: Raw -1127031.396729 + Penalty 2965.022827 = -1124066.373902 nChanged 1 SP:Iteration 47Q (17585.540000 sec): 3 clusters Score: Raw -1127031.469847 + Penalty 2965.022827 = -1124066.447020 nChanged 0 SP:Iteration 48F (17585.780000 sec): 3 clusters Score: Raw -1127031.469847 + Penalty 2965.022827 = -1124066.447020 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (17125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17585.890000 sec): 2 clusters Score: Raw -2018448.327023 + Penalty 1584.097883 = -2016864.229141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17586.140000 sec): 3 clusters Score: Raw -2008225.257943 + Penalty 3168.195766 = -2005057.062177 nChanged 7760 SP:Iteration 1F (17586.450000 sec): 3 clusters Score: Raw -2012530.708894 + Penalty 3168.195766 = -2009362.513128 nChanged 967 SP:Iteration 2F (17586.720000 sec): 3 clusters Score: Raw -2013069.149477 + Penalty 3168.195766 = -2009900.953711 nChanged 1076 SP:Iteration 3F (17586.970000 sec): 3 clusters Score: Raw -2013753.811847 + Penalty 3168.195766 = -2010585.616082 nChanged 1260 SP:Iteration 4F (17587.310000 sec): 3 clusters Score: Raw -2014602.468326 + Penalty 3168.195766 = -2011434.272561 nChanged 1320 SP:Iteration 5F (17587.600000 sec): 3 clusters Score: Raw -2015495.064712 + Penalty 3168.195766 = -2012326.868947 nChanged 1183 SP:Iteration 6F (17587.870000 sec): 3 clusters Score: Raw -2016309.476421 + Penalty 3168.195766 = -2013141.280655 nChanged 1010 SP:Iteration 7F (17588.080000 sec): 3 clusters Score: Raw -2016974.445716 + Penalty 3168.195766 = -2013806.249950 nChanged 695 SP:Iteration 8Q (17588.370000 sec): 3 clusters Score: Raw -2017398.680010 + Penalty 3168.195766 = -2014230.484245 nChanged 467 SP:Iteration 9Q (17588.630000 sec): 3 clusters Score: Raw -2017644.888741 + Penalty 3168.195766 = -2014476.692975 nChanged 327 SP:Iteration 10Q (17588.930000 sec): 3 clusters Score: Raw -2017798.620082 + Penalty 3168.195766 = -2014630.424316 nChanged 237 SP:Iteration 11Q (17589.180000 sec): 3 clusters Score: Raw -2017883.155867 + Penalty 3168.195766 = -2014714.960101 nChanged 186 SP:Iteration 12Q (17589.500000 sec): 3 clusters Score: Raw -2017950.304269 + Penalty 3168.195766 = -2014782.108504 nChanged 173 SP:Iteration 13Q (17589.770000 sec): 3 clusters Score: Raw -2018010.189382 + Penalty 3168.195766 = -2014841.993616 nChanged 139 SP:Iteration 14Q (17590.040000 sec): 3 clusters Score: Raw -2018059.770937 + Penalty 3168.195766 = -2014891.575171 nChanged 157 SP:Iteration 15Q (17590.330000 sec): 3 clusters Score: Raw -2018120.498734 + Penalty 3168.195766 = -2014952.302968 nChanged 148 SP:Iteration 16Q (17590.610000 sec): 3 clusters Score: Raw -2018175.256839 + Penalty 3168.195766 = -2015007.061073 nChanged 124 SP:Iteration 17Q (17590.850000 sec): 3 clusters Score: Raw -2018218.696074 + Penalty 3168.195766 = -2015050.500308 nChanged 112 SP:Iteration 18Q (17591.110000 sec): 3 clusters Score: Raw -2018256.645936 + Penalty 3168.195766 = -2015088.450170 nChanged 81 SP:Iteration 19Q (17591.380000 sec): 3 clusters Score: Raw -2018282.191063 + Penalty 3168.195766 = -2015113.995297 nChanged 77 SP:Iteration 20F (17591.630000 sec): 3 clusters Score: Raw -2018307.295553 + Penalty 3168.195766 = -2015139.099787 nChanged 60 SP:Iteration 21Q (17591.890000 sec): 3 clusters Score: Raw -2018327.309611 + Penalty 3168.195766 = -2015159.113845 nChanged 55 SP:Iteration 22Q (17592.180000 sec): 3 clusters Score: Raw -2018347.137377 + Penalty 3168.195766 = -2015178.941611 nChanged 59 SP:Iteration 23Q (17592.470000 sec): 3 clusters Score: Raw -2018367.274723 + Penalty 3168.195766 = -2015199.078957 nChanged 48 SP:Iteration 24Q (17592.710000 sec): 3 clusters Score: Raw -2018385.310601 + Penalty 3168.195766 = -2015217.114836 nChanged 50 SP:Iteration 25Q (17593.030000 sec): 3 clusters Score: Raw -2018405.200102 + Penalty 3168.195766 = -2015237.004337 nChanged 41 SP:Iteration 26Q (17593.330000 sec): 3 clusters Score: Raw -2018420.302996 + Penalty 3168.195766 = -2015252.107230 nChanged 41 SP:Iteration 27Q (17593.610000 sec): 3 clusters Score: Raw -2018435.736226 + Penalty 3168.195766 = -2015267.540461 nChanged 45 SP:Iteration 28Q (17593.910000 sec): 3 clusters Score: Raw -2018454.248320 + Penalty 3168.195766 = -2015286.052554 nChanged 38 SP:Iteration 29Q (17594.140000 sec): 3 clusters Score: Raw -2018473.511208 + Penalty 3168.195766 = -2015305.315443 nChanged 38 SP:Iteration 30Q (17594.470000 sec): 3 clusters Score: Raw -2018488.941600 + Penalty 3168.195766 = -2015320.745835 nChanged 32 SP:Iteration 31Q (17594.720000 sec): 3 clusters Score: Raw -2018502.205743 + Penalty 3168.195766 = -2015334.009978 nChanged 29 SP:Iteration 32Q (17595.060000 sec): 3 clusters Score: Raw -2018512.899228 + Penalty 3168.195766 = -2015344.703463 nChanged 22 SP:Iteration 33Q (17595.360000 sec): 3 clusters Score: Raw -2018519.282490 + Penalty 3168.195766 = -2015351.086725 nChanged 18 SP:Iteration 34Q (17595.650000 sec): 3 clusters Score: Raw -2018525.595192 + Penalty 3168.195766 = -2015357.399426 nChanged 11 SP:Iteration 35Q (17595.940000 sec): 3 clusters Score: Raw -2018529.141564 + Penalty 3168.195766 = -2015360.945799 nChanged 11 SP:Iteration 36Q (17596.240000 sec): 3 clusters Score: Raw -2018532.916101 + Penalty 3168.195766 = -2015364.720336 nChanged 18 SP:Iteration 37Q (17596.510000 sec): 3 clusters Score: Raw -2018538.338469 + Penalty 3168.195766 = -2015370.142704 nChanged 14 SP:Iteration 38Q (17596.790000 sec): 3 clusters Score: Raw -2018543.665615 + Penalty 3168.195766 = -2015375.469850 nChanged 18 SP:Iteration 39Q (17597.060000 sec): 3 clusters Score: Raw -2018549.849554 + Penalty 3168.195766 = -2015381.653789 nChanged 17 SP:Iteration 40F (17597.310000 sec): 3 clusters Score: Raw -2018556.773169 + Penalty 3168.195766 = -2015388.577404 nChanged 16 SP:Iteration 41Q (17597.640000 sec): 3 clusters Score: Raw -2018563.074256 + Penalty 3168.195766 = -2015394.878490 nChanged 11 SP:Iteration 42Q (17597.860000 sec): 3 clusters Score: Raw -2018567.498364 + Penalty 3168.195766 = -2015399.302599 nChanged 5 SP:Iteration 43Q (17598.170000 sec): 3 clusters Score: Raw -2018570.244092 + Penalty 3168.195766 = -2015402.048326 nChanged 7 SP:Iteration 44Q (17598.430000 sec): 3 clusters Score: Raw -2018572.869406 + Penalty 3168.195766 = -2015404.673640 nChanged 2 SP:Iteration 45Q (17598.710000 sec): 3 clusters Score: Raw -2018573.500528 + Penalty 3168.195766 = -2015405.304763 nChanged 4 SP:Iteration 46Q (17598.950000 sec): 3 clusters Score: Raw -2018574.803663 + Penalty 3168.195766 = -2015406.607897 nChanged 2 SP:Iteration 47Q (17599.230000 sec): 3 clusters Score: Raw -2018575.865628 + Penalty 3168.195766 = -2015407.669862 nChanged 5 SP:Iteration 48Q (17599.510000 sec): 3 clusters Score: Raw -2018577.962493 + Penalty 3168.195766 = -2015409.766727 nChanged 5 SP:Iteration 49Q (17599.770000 sec): 3 clusters Score: Raw -2018579.889237 + Penalty 3168.195766 = -2015411.693471 nChanged 6 SP:Iteration 50Q (17600.010000 sec): 3 clusters Score: Raw -2018582.086646 + Penalty 3168.195766 = -2015413.890881 nChanged 2 SP:Iteration 51Q (17600.290000 sec): 3 clusters Score: Raw -2018582.639875 + Penalty 3168.195766 = -2015414.444110 nChanged 3 SP:Iteration 52Q (17600.490000 sec): 3 clusters Score: Raw -2018583.845574 + Penalty 3168.195766 = -2015415.649808 nChanged 5 SP:Iteration 53Q (17600.770000 sec): 3 clusters Score: Raw -2018586.447345 + Penalty 3168.195766 = -2015418.251579 nChanged 8 SP:Iteration 54Q (17601.000000 sec): 3 clusters Score: Raw -2018591.512393 + Penalty 3168.195766 = -2015423.316628 nChanged 5 SP:Iteration 55Q (17601.250000 sec): 3 clusters Score: Raw -2018593.631119 + Penalty 3168.195766 = -2015425.435354 nChanged 5 SP:Iteration 56Q (17601.510000 sec): 3 clusters Score: Raw -2018596.069263 + Penalty 3168.195766 = -2015427.873497 nChanged 4 SP:Iteration 57Q (17601.730000 sec): 3 clusters Score: Raw -2018597.921298 + Penalty 3168.195766 = -2015429.725532 nChanged 5 SP:Iteration 58Q (17602.010000 sec): 3 clusters Score: Raw -2018600.245947 + Penalty 3168.195766 = -2015432.050181 nChanged 5 SP:Iteration 59Q (17602.230000 sec): 3 clusters Score: Raw -2018602.332167 + Penalty 3168.195766 = -2015434.136401 nChanged 6 SP:Iteration 60F (17602.470000 sec): 3 clusters Score: Raw -2018606.191723 + Penalty 3168.195766 = -2015437.995957 nChanged 6 SP:Iteration 61Q (17602.730000 sec): 3 clusters Score: Raw -2018608.626569 + Penalty 3168.195766 = -2015440.430803 nChanged 6 SP:Iteration 62Q (17602.990000 sec): 3 clusters Score: Raw -2018610.096261 + Penalty 3168.195766 = -2015441.900496 nChanged 2 SP:Iteration 63Q (17603.230000 sec): 3 clusters Score: Raw -2018611.082371 + Penalty 3168.195766 = -2015442.886605 nChanged 2 SP:Iteration 64Q (17603.470000 sec): 3 clusters Score: Raw -2018611.758048 + Penalty 3168.195766 = -2015443.562283 nChanged 4 SP:Iteration 65Q (17603.710000 sec): 3 clusters Score: Raw -2018612.551609 + Penalty 3168.195766 = -2015444.355843 nChanged 4 SP:Iteration 66Q (17603.930000 sec): 3 clusters Score: Raw -2018613.910662 + Penalty 3168.195766 = -2015445.714897 nChanged 3 SP:Iteration 67Q (17604.200000 sec): 3 clusters Score: Raw -2018615.418846 + Penalty 3168.195766 = -2015447.223080 nChanged 6 SP:Iteration 68Q (17604.480000 sec): 3 clusters Score: Raw -2018618.875237 + Penalty 3168.195766 = -2015450.679471 nChanged 6 SP:Iteration 69Q (17604.720000 sec): 3 clusters Score: Raw -2018621.610376 + Penalty 3168.195766 = -2015453.414610 nChanged 4 SP:Iteration 70Q (17605.000000 sec): 3 clusters Score: Raw -2018624.160911 + Penalty 3168.195766 = -2015455.965146 nChanged 5 SP:Iteration 71Q (17605.270000 sec): 3 clusters Score: Raw -2018625.936440 + Penalty 3168.195766 = -2015457.740674 nChanged 6 SP:Iteration 72Q (17605.540000 sec): 3 clusters Score: Raw -2018627.989154 + Penalty 3168.195766 = -2015459.793388 nChanged 9 SP:Iteration 73Q (17605.770000 sec): 3 clusters Score: Raw -2018631.197397 + Penalty 3168.195766 = -2015463.001632 nChanged 4 SP:Iteration 74Q (17606.030000 sec): 3 clusters Score: Raw -2018632.985987 + Penalty 3168.195766 = -2015464.790221 nChanged 3 SP:Iteration 75Q (17606.290000 sec): 3 clusters Score: Raw -2018633.680259 + Penalty 3168.195766 = -2015465.484494 nChanged 1 SP:Iteration 76Q (17606.510000 sec): 3 clusters Score: Raw -2018634.015536 + Penalty 3168.195766 = -2015465.819771 nChanged 2 SP:Iteration 77Q (17606.780000 sec): 3 clusters Score: Raw -2018634.847920 + Penalty 3168.195766 = -2015466.652154 nChanged 1 SP:Iteration 78Q (17607.000000 sec): 3 clusters Score: Raw -2018635.106353 + Penalty 3168.195766 = -2015466.910587 nChanged 0 SP:Iteration 79F (17607.280000 sec): 3 clusters Score: Raw -2018635.106353 + Penalty 3168.195766 = -2015466.910587 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17607.410000 sec): 2 clusters Score: Raw -32129.281904 + Penalty 921.355650 = -31207.926254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17607.570000 sec): 3 clusters Score: Raw -32196.419067 + Penalty 1842.711300 = -30353.707767 nChanged 48 SP:Iteration 1F (17607.730000 sec): 3 clusters Score: Raw -32299.748848 + Penalty 1842.711300 = -30457.037548 nChanged 14 SP:Iteration 2Q (17607.890000 sec): 3 clusters Score: Raw -32325.837196 + Penalty 1842.711300 = -30483.125896 nChanged 1 SP:Iteration 3Q (17608.110000 sec): 3 clusters Score: Raw -32328.184417 + Penalty 1842.711300 = -30485.473117 nChanged 0 SP:Iteration 4F (17608.260000 sec): 3 clusters Score: Raw -32328.184417 + Penalty 1842.711300 = -30485.473117 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17608.350000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17608.500000 sec): 3 clusters Score: Raw -49654.645334 + Penalty 1972.989762 = -47681.655573 nChanged 88 SP:Iteration 1F (17608.670000 sec): 3 clusters Score: Raw -49801.356682 + Penalty 1972.989762 = -47828.366920 nChanged 28 SP:Iteration 2F (17608.820000 sec): 3 clusters Score: Raw -49874.272540 + Penalty 1972.989762 = -47901.282778 nChanged 22 SP:Iteration 3F (17609.020000 sec): 3 clusters Score: Raw -49946.910106 + Penalty 1972.989762 = -47973.920344 nChanged 15 SP:Iteration 4Q (17609.190000 sec): 3 clusters Score: Raw -49997.124861 + Penalty 1972.989762 = -48024.135099 nChanged 13 SP:Iteration 5Q (17609.360000 sec): 3 clusters Score: Raw -50026.258638 + Penalty 1972.989762 = -48053.268876 nChanged 5 SP:Iteration 6Q (17609.550000 sec): 3 clusters Score: Raw -50037.216840 + Penalty 1972.989762 = -48064.227078 nChanged 2 SP:Iteration 7Q (17609.670000 sec): 3 clusters Score: Raw -50040.323417 + Penalty 1972.989762 = -48067.333656 nChanged 2 SP:Iteration 8Q (17609.820000 sec): 3 clusters Score: Raw -50045.541663 + Penalty 1972.989762 = -48072.551901 nChanged 6 SP:Iteration 9Q (17610.020000 sec): 3 clusters Score: Raw -50061.634673 + Penalty 1972.989762 = -48088.644912 nChanged 3 SP:Iteration 10Q (17610.190000 sec): 3 clusters Score: Raw -50067.804983 + Penalty 1972.989762 = -48094.815222 nChanged 4 SP:Iteration 11Q (17610.330000 sec): 3 clusters Score: Raw -50081.641099 + Penalty 1972.989762 = -48108.651338 nChanged 4 SP:Iteration 12Q (17610.530000 sec): 3 clusters Score: Raw -50098.869786 + Penalty 1972.989762 = -48125.880025 nChanged 8 SP:Iteration 13Q (17610.720000 sec): 3 clusters Score: Raw -50146.297798 + Penalty 1972.989762 = -48173.308037 nChanged 8 SP:Iteration 14Q (17610.880000 sec): 3 clusters Score: Raw -50181.997440 + Penalty 1972.989762 = -48209.007678 nChanged 7 SP:Iteration 15Q (17611.070000 sec): 3 clusters Score: Raw -50208.860662 + Penalty 1972.989762 = -48235.870901 nChanged 5 SP:Iteration 16Q (17611.250000 sec): 3 clusters Score: Raw -50221.576975 + Penalty 1972.989762 = -48248.587213 nChanged 2 SP:Iteration 17Q (17611.430000 sec): 3 clusters Score: Raw -50224.970441 + Penalty 1972.989762 = -48251.980679 nChanged 3 SP:Iteration 18Q (17611.630000 sec): 3 clusters Score: Raw -50237.896211 + Penalty 1972.989762 = -48264.906449 nChanged 5 SP:Iteration 19Q (17611.760000 sec): 3 clusters Score: Raw -50249.921710 + Penalty 1972.989762 = -48276.931949 nChanged 2 SP:Iteration 20F (17611.940000 sec): 3 clusters Score: Raw -50251.814013 + Penalty 1972.989762 = -48278.824252 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17612.180000 sec): 2 clusters Score: Raw -3473256.452289 + Penalty 1660.117243 = -3471596.335047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17612.470000 sec): 3 clusters Score: Raw -3456461.120077 + Penalty 3320.234486 = -3453140.885591 nChanged 12566 SP:Iteration 1F (17612.810000 sec): 3 clusters Score: Raw -3463398.507096 + Penalty 3320.234486 = -3460078.272610 nChanged 1336 SP:Iteration 2Q (17613.090000 sec): 3 clusters Score: Raw -3463903.457948 + Penalty 3320.234486 = -3460583.223462 nChanged 1375 SP:Iteration 3F (17613.390000 sec): 3 clusters Score: Raw -3464525.635394 + Penalty 3320.234486 = -3461205.400908 nChanged 1622 SP:Iteration 4F (17613.690000 sec): 3 clusters Score: Raw -3465468.829264 + Penalty 3320.234486 = -3462148.594778 nChanged 1901 SP:Iteration 5F (17614.040000 sec): 3 clusters Score: Raw -3466835.585047 + Penalty 3320.234486 = -3463515.350561 nChanged 1988 SP:Iteration 6F (17614.350000 sec): 3 clusters Score: Raw -3468543.810194 + Penalty 3320.234486 = -3465223.575708 nChanged 1793 SP:Iteration 7F (17614.670000 sec): 3 clusters Score: Raw -3470243.152402 + Penalty 3320.234486 = -3466922.917916 nChanged 1299 SP:Iteration 8Q (17614.950000 sec): 3 clusters Score: Raw -3471509.418335 + Penalty 3320.234486 = -3468189.183849 nChanged 882 SP:Iteration 9Q (17615.320000 sec): 3 clusters Score: Raw -3472218.623718 + Penalty 3320.234486 = -3468898.389232 nChanged 557 SP:Iteration 10Q (17615.590000 sec): 3 clusters Score: Raw -3472563.245462 + Penalty 3320.234486 = -3469243.010976 nChanged 350 SP:Iteration 11Q (17615.870000 sec): 3 clusters Score: Raw -3472735.531131 + Penalty 3320.234486 = -3469415.296645 nChanged 235 SP:Iteration 12Q (17616.170000 sec): 3 clusters Score: Raw -3472847.406549 + Penalty 3320.234486 = -3469527.172063 nChanged 192 SP:Iteration 13Q (17616.440000 sec): 3 clusters Score: Raw -3472924.518126 + Penalty 3320.234486 = -3469604.283640 nChanged 162 SP:Iteration 14Q (17616.730000 sec): 3 clusters Score: Raw -3472980.680009 + Penalty 3320.234486 = -3469660.445523 nChanged 127 SP:Iteration 15Q (17617.060000 sec): 3 clusters Score: Raw -3473022.441380 + Penalty 3320.234486 = -3469702.206894 nChanged 124 SP:Iteration 16Q (17617.320000 sec): 3 clusters Score: Raw -3473064.046035 + Penalty 3320.234486 = -3469743.811550 nChanged 113 SP:Iteration 17Q (17617.630000 sec): 3 clusters Score: Raw -3473101.739874 + Penalty 3320.234486 = -3469781.505388 nChanged 101 SP:Iteration 18Q (17617.930000 sec): 3 clusters Score: Raw -3473138.589237 + Penalty 3320.234486 = -3469818.354751 nChanged 111 SP:Iteration 19Q (17618.270000 sec): 3 clusters Score: Raw -3473178.437424 + Penalty 3320.234486 = -3469858.202938 nChanged 91 SP:Iteration 20F (17618.600000 sec): 3 clusters Score: Raw -3473210.413109 + Penalty 3320.234486 = -3469890.178623 nChanged 85 SP:Iteration 21Q (17618.920000 sec): 3 clusters Score: Raw -3473234.322928 + Penalty 3320.234486 = -3469914.088443 nChanged 59 SP:Iteration 22Q (17619.210000 sec): 3 clusters Score: Raw -3473251.377915 + Penalty 3320.234486 = -3469931.143429 nChanged 46 SP:Iteration 23Q (17619.530000 sec): 3 clusters Score: Raw -3473262.730668 + Penalty 3320.234486 = -3469942.496182 nChanged 40 SP:Iteration 24Q (17619.830000 sec): 3 clusters Score: Raw -3473273.690960 + Penalty 3320.234486 = -3469953.456474 nChanged 39 SP:Iteration 25Q (17620.100000 sec): 3 clusters Score: Raw -3473285.138301 + Penalty 3320.234486 = -3469964.903815 nChanged 50 SP:Iteration 26Q (17620.390000 sec): 3 clusters Score: Raw -3473301.680900 + Penalty 3320.234486 = -3469981.446414 nChanged 52 SP:Iteration 27Q (17620.680000 sec): 3 clusters Score: Raw -3473316.898334 + Penalty 3320.234486 = -3469996.663848 nChanged 50 SP:Iteration 28Q (17620.920000 sec): 3 clusters Score: Raw -3473334.474893 + Penalty 3320.234486 = -3470014.240407 nChanged 50 SP:Iteration 29Q (17621.220000 sec): 3 clusters Score: Raw -3473352.031604 + Penalty 3320.234486 = -3470031.797119 nChanged 41 SP:Iteration 30Q (17621.460000 sec): 3 clusters Score: Raw -3473363.399495 + Penalty 3320.234486 = -3470043.165009 nChanged 32 SP:Iteration 31Q (17621.750000 sec): 3 clusters Score: Raw -3473373.217875 + Penalty 3320.234486 = -3470052.983389 nChanged 31 SP:Iteration 32Q (17622.030000 sec): 3 clusters Score: Raw -3473381.567957 + Penalty 3320.234486 = -3470061.333471 nChanged 22 SP:Iteration 33Q (17622.280000 sec): 3 clusters Score: Raw -3473387.287190 + Penalty 3320.234486 = -3470067.052704 nChanged 16 SP:Iteration 34Q (17622.560000 sec): 3 clusters Score: Raw -3473392.336371 + Penalty 3320.234486 = -3470072.101885 nChanged 22 SP:Iteration 35Q (17622.830000 sec): 3 clusters Score: Raw -3473398.217161 + Penalty 3320.234486 = -3470077.982675 nChanged 13 SP:Iteration 36Q (17623.110000 sec): 3 clusters Score: Raw -3473402.034381 + Penalty 3320.234486 = -3470081.799895 nChanged 11 SP:Iteration 37Q (17623.350000 sec): 3 clusters Score: Raw -3473404.754966 + Penalty 3320.234486 = -3470084.520481 nChanged 8 SP:Iteration 38Q (17623.650000 sec): 3 clusters Score: Raw -3473406.971890 + Penalty 3320.234486 = -3470086.737404 nChanged 9 SP:Iteration 39Q (17623.980000 sec): 3 clusters Score: Raw -3473410.119851 + Penalty 3320.234486 = -3470089.885365 nChanged 12 SP:Iteration 40F (17624.250000 sec): 3 clusters Score: Raw -3473414.677197 + Penalty 3320.234486 = -3470094.442711 nChanged 16 SP:Iteration 41Q (17624.580000 sec): 3 clusters Score: Raw -3473421.883791 + Penalty 3320.234486 = -3470101.649306 nChanged 25 SP:Iteration 42Q (17624.940000 sec): 3 clusters Score: Raw -3473430.521399 + Penalty 3320.234486 = -3470110.286913 nChanged 21 SP:Iteration 43Q (17625.230000 sec): 3 clusters Score: Raw -3473437.370994 + Penalty 3320.234486 = -3470117.136508 nChanged 20 SP:Iteration 44Q (17625.510000 sec): 3 clusters Score: Raw -3473443.871205 + Penalty 3320.234486 = -3470123.636719 nChanged 13 SP:Iteration 45Q (17625.850000 sec): 3 clusters Score: Raw -3473448.262386 + Penalty 3320.234486 = -3470128.027900 nChanged 17 SP:Iteration 46Q (17626.140000 sec): 3 clusters Score: Raw -3473454.585822 + Penalty 3320.234486 = -3470134.351336 nChanged 14 SP:Iteration 47Q (17626.410000 sec): 3 clusters Score: Raw -3473459.618441 + Penalty 3320.234486 = -3470139.383955 nChanged 14 SP:Iteration 48Q (17626.710000 sec): 3 clusters Score: Raw -3473464.051655 + Penalty 3320.234486 = -3470143.817170 nChanged 17 SP:Iteration 49Q (17626.990000 sec): 3 clusters Score: Raw -3473470.036860 + Penalty 3320.234486 = -3470149.802374 nChanged 12 SP:Iteration 50Q (17627.310000 sec): 3 clusters Score: Raw -3473475.323567 + Penalty 3320.234486 = -3470155.089082 nChanged 8 SP:Iteration 51Q (17627.560000 sec): 3 clusters Score: Raw -3473478.530992 + Penalty 3320.234486 = -3470158.296506 nChanged 8 SP:Iteration 52Q (17627.900000 sec): 3 clusters Score: Raw -3473480.907591 + Penalty 3320.234486 = -3470160.673105 nChanged 5 SP:Iteration 53Q (17628.170000 sec): 3 clusters Score: Raw -3473482.418177 + Penalty 3320.234486 = -3470162.183691 nChanged 6 SP:Iteration 54Q (17628.450000 sec): 3 clusters Score: Raw -3473483.326309 + Penalty 3320.234486 = -3470163.091823 nChanged 6 SP:Iteration 55Q (17628.790000 sec): 3 clusters Score: Raw -3473484.967971 + Penalty 3320.234486 = -3470164.733485 nChanged 4 SP:Iteration 56Q (17629.070000 sec): 3 clusters Score: Raw -3473486.720017 + Penalty 3320.234486 = -3470166.485531 nChanged 5 SP:Iteration 57Q (17629.370000 sec): 3 clusters Score: Raw -3473488.169228 + Penalty 3320.234486 = -3470167.934742 nChanged 5 SP:Iteration 58Q (17629.690000 sec): 3 clusters Score: Raw -3473490.143761 + Penalty 3320.234486 = -3470169.909275 nChanged 8 SP:Iteration 59Q (17629.990000 sec): 3 clusters Score: Raw -3473492.512844 + Penalty 3320.234486 = -3470172.278358 nChanged 8 SP:Iteration 60F (17630.280000 sec): 3 clusters Score: Raw -3473495.252226 + Penalty 3320.234486 = -3470175.017741 nChanged 4 SP:Iteration 61Q (17630.540000 sec): 3 clusters Score: Raw -3473496.733061 + Penalty 3320.234486 = -3470176.498576 nChanged 4 SP:Iteration 62Q (17630.840000 sec): 3 clusters Score: Raw -3473497.850709 + Penalty 3320.234486 = -3470177.616223 nChanged 3 SP:Iteration 63Q (17631.110000 sec): 3 clusters Score: Raw -3473498.343004 + Penalty 3320.234486 = -3470178.108519 nChanged 0 SP:Iteration 64F (17631.420000 sec): 3 clusters Score: Raw -3473498.343004 + Penalty 3320.234486 = -3470178.108519 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17631.620000 sec): 2 clusters Score: Raw -2757431.600074 + Penalty 1623.900987 = -2755807.699087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17631.890000 sec): 3 clusters Score: Raw -2744093.586243 + Penalty 3247.801975 = -2740845.784268 nChanged 9983 SP:Iteration 1F (17632.200000 sec): 3 clusters Score: Raw -2749739.344703 + Penalty 3247.801975 = -2746491.542729 nChanged 1171 SP:Iteration 2F (17632.460000 sec): 3 clusters Score: Raw -2750238.173806 + Penalty 3247.801975 = -2746990.371831 nChanged 1249 SP:Iteration 3F (17632.700000 sec): 3 clusters Score: Raw -2750877.083534 + Penalty 3247.801975 = -2747629.281559 nChanged 1406 SP:Iteration 4F (17632.980000 sec): 3 clusters Score: Raw -2751788.456390 + Penalty 3247.801975 = -2748540.654416 nChanged 1622 SP:Iteration 5F (17633.250000 sec): 3 clusters Score: Raw -2753047.240858 + Penalty 3247.801975 = -2749799.438883 nChanged 1667 SP:Iteration 6F (17633.530000 sec): 3 clusters Score: Raw -2754557.173294 + Penalty 3247.801975 = -2751309.371319 nChanged 1423 SP:Iteration 7F (17633.850000 sec): 3 clusters Score: Raw -2755916.444932 + Penalty 3247.801975 = -2752668.642958 nChanged 912 SP:Iteration 8Q (17634.130000 sec): 3 clusters Score: Raw -2756794.884529 + Penalty 3247.801975 = -2753547.082554 nChanged 459 SP:Iteration 9Q (17634.390000 sec): 3 clusters Score: Raw -2757262.400278 + Penalty 3247.801975 = -2754014.598304 nChanged 212 SP:Iteration 10Q (17634.650000 sec): 3 clusters Score: Raw -2757479.751391 + Penalty 3247.801975 = -2754231.949417 nChanged 109 SP:Iteration 11Q (17634.910000 sec): 3 clusters Score: Raw -2757591.505783 + Penalty 3247.801975 = -2754343.703809 nChanged 61 SP:Iteration 12Q (17635.160000 sec): 3 clusters Score: Raw -2757641.090074 + Penalty 3247.801975 = -2754393.288100 nChanged 36 SP:Iteration 13Q (17635.430000 sec): 3 clusters Score: Raw -2757665.367880 + Penalty 3247.801975 = -2754417.565906 nChanged 26 SP:Iteration 14Q (17635.680000 sec): 3 clusters Score: Raw -2757683.557070 + Penalty 3247.801975 = -2754435.755096 nChanged 18 SP:Iteration 15Q (17635.910000 sec): 3 clusters Score: Raw -2757693.704866 + Penalty 3247.801975 = -2754445.902891 nChanged 15 SP:Iteration 16Q (17636.150000 sec): 3 clusters Score: Raw -2757703.450609 + Penalty 3247.801975 = -2754455.648635 nChanged 10 SP:Iteration 17Q (17636.390000 sec): 3 clusters Score: Raw -2757710.153981 + Penalty 3247.801975 = -2754462.352006 nChanged 10 SP:Iteration 18Q (17636.630000 sec): 3 clusters Score: Raw -2757715.003163 + Penalty 3247.801975 = -2754467.201189 nChanged 6 SP:Iteration 19Q (17636.880000 sec): 3 clusters Score: Raw -2757717.222192 + Penalty 3247.801975 = -2754469.420218 nChanged 3 SP:Iteration 20F (17637.150000 sec): 3 clusters Score: Raw -2757718.367232 + Penalty 3247.801975 = -2754470.565258 nChanged 2 SP:Iteration 21Q (17637.410000 sec): 3 clusters Score: Raw -2757718.925430 + Penalty 3247.801975 = -2754471.123456 nChanged 0 SP:Iteration 22F (17637.700000 sec): 3 clusters Score: Raw -2757718.925430 + Penalty 3247.801975 = -2754471.123456 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17637.760000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17637.950000 sec): 3 clusters Score: Raw -19234.425963 + Penalty 1684.079654 = -17550.346309 nChanged 22 SP:Iteration 1F (17638.160000 sec): 3 clusters Score: Raw -19314.089595 + Penalty 1684.079654 = -17630.009941 nChanged 5 SP:Iteration 2Q (17638.350000 sec): 3 clusters Score: Raw -19336.227886 + Penalty 1684.079654 = -17652.148232 nChanged 3 SP:Iteration 3Q (17638.520000 sec): 3 clusters Score: Raw -19351.745049 + Penalty 1684.079654 = -17667.665395 nChanged 1 SP:Iteration 4Q (17638.640000 sec): 3 clusters Score: Raw -19355.480527 + Penalty 1684.079654 = -17671.400873 nChanged 0 SP:Iteration 5F (17638.820000 sec): 3 clusters Score: Raw -19355.480527 + Penalty 1684.079654 = -17671.400873 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17638.900000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17639.130000 sec): 3 clusters Score: Raw -83271.281404 + Penalty 2147.600203 = -81123.681200 nChanged 221 SP:Iteration 1F (17639.270000 sec): 3 clusters Score: Raw -83493.262074 + Penalty 2147.600203 = -81345.661870 nChanged 44 SP:Iteration 2F (17639.470000 sec): 3 clusters Score: Raw -83564.650467 + Penalty 2147.600203 = -81417.050263 nChanged 38 SP:Iteration 3F (17639.650000 sec): 3 clusters Score: Raw -83650.707100 + Penalty 2147.600203 = -81503.106897 nChanged 30 SP:Iteration 4Q (17639.820000 sec): 3 clusters Score: Raw -83717.714810 + Penalty 2147.600203 = -81570.114607 nChanged 20 SP:Iteration 5Q (17639.990000 sec): 3 clusters Score: Raw -83745.529582 + Penalty 2147.600203 = -81597.929379 nChanged 11 SP:Iteration 6Q (17640.150000 sec): 3 clusters Score: Raw -83759.950672 + Penalty 2147.600203 = -81612.350468 nChanged 10 SP:Iteration 7Q (17640.340000 sec): 3 clusters Score: Raw -83770.782144 + Penalty 2147.600203 = -81623.181941 nChanged 10 SP:Iteration 8Q (17640.530000 sec): 3 clusters Score: Raw -83779.628033 + Penalty 2147.600203 = -81632.027830 nChanged 10 SP:Iteration 9Q (17640.690000 sec): 3 clusters Score: Raw -83793.187140 + Penalty 2147.600203 = -81645.586937 nChanged 11 SP:Iteration 10Q (17640.880000 sec): 3 clusters Score: Raw -83807.662336 + Penalty 2147.600203 = -81660.062133 nChanged 6 SP:Iteration 11Q (17641.050000 sec): 3 clusters Score: Raw -83814.661388 + Penalty 2147.600203 = -81667.061185 nChanged 2 SP:Iteration 12Q (17641.240000 sec): 3 clusters Score: Raw -83815.942310 + Penalty 2147.600203 = -81668.342107 nChanged 0 SP:Iteration 13F (17641.440000 sec): 3 clusters Score: Raw -83815.942310 + Penalty 2147.600203 = -81668.342107 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17641.550000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17641.680000 sec): 3 clusters Score: Raw -24620.003754 + Penalty 1748.466640 = -22871.537114 nChanged 26 SP:Iteration 1F (17641.860000 sec): 3 clusters Score: Raw -24679.249749 + Penalty 1748.466640 = -22930.783109 nChanged 6 SP:Iteration 2Q (17642.050000 sec): 3 clusters Score: Raw -24701.569353 + Penalty 1748.466640 = -22953.102713 nChanged 4 SP:Iteration 3Q (17642.200000 sec): 3 clusters Score: Raw -24710.288191 + Penalty 1748.466640 = -22961.821551 nChanged 2 SP:Iteration 4Q (17642.390000 sec): 3 clusters Score: Raw -24714.536500 + Penalty 1748.466640 = -22966.069860 nChanged 0 SP:Iteration 5F (17642.570000 sec): 3 clusters Score: Raw -24714.536500 + Penalty 1748.466640 = -22966.069860 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17642.640000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17642.820000 sec): 3 clusters Score: Raw -30775.385912 + Penalty 1839.331720 = -28936.054192 nChanged 46 SP:Iteration 1F (17643.010000 sec): 3 clusters Score: Raw -30959.898531 + Penalty 1839.331720 = -29120.566811 nChanged 19 SP:Iteration 2F (17643.170000 sec): 3 clusters Score: Raw -31063.303962 + Penalty 1839.331720 = -29223.972241 nChanged 13 SP:Iteration 3Q (17643.370000 sec): 3 clusters Score: Raw -31180.385057 + Penalty 1839.331720 = -29341.053337 nChanged 9 SP:Iteration 4Q (17643.520000 sec): 3 clusters Score: Raw -31216.145251 + Penalty 1839.331720 = -29376.813531 nChanged 8 SP:Iteration 5Q (17643.730000 sec): 3 clusters Score: Raw -31247.230506 + Penalty 1839.331720 = -29407.898786 nChanged 6 SP:Iteration 6Q (17643.880000 sec): 3 clusters Score: Raw -31275.743103 + Penalty 1839.331720 = -29436.411383 nChanged 6 SP:Iteration 7Q (17644.070000 sec): 3 clusters Score: Raw -31302.141509 + Penalty 1839.331720 = -29462.809789 nChanged 5 SP:Iteration 8Q (17644.210000 sec): 3 clusters Score: Raw -31320.401824 + Penalty 1839.331720 = -29481.070104 nChanged 2 SP:Iteration 9Q (17644.400000 sec): 3 clusters Score: Raw -31329.705924 + Penalty 1839.331720 = -29490.374204 nChanged 1 SP:Iteration 10Q (17644.530000 sec): 3 clusters Score: Raw -31332.262394 + Penalty 1839.331720 = -29492.930674 nChanged 0 SP:Iteration 11F (17644.690000 sec): 3 clusters Score: Raw -31332.262394 + Penalty 1839.331720 = -29492.930674 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17644.790000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17644.970000 sec): 3 clusters Score: Raw -48834.715513 + Penalty 1970.730193 = -46863.985321 nChanged 92 SP:Iteration 1F (17645.130000 sec): 3 clusters Score: Raw -49016.780039 + Penalty 1970.730193 = -47046.049846 nChanged 38 SP:Iteration 2F (17645.310000 sec): 3 clusters Score: Raw -49134.948399 + Penalty 1970.730193 = -47164.218206 nChanged 15 SP:Iteration 3Q (17645.510000 sec): 3 clusters Score: Raw -49167.991562 + Penalty 1970.730193 = -47197.261369 nChanged 2 SP:Iteration 4Q (17645.660000 sec): 3 clusters Score: Raw -49171.287263 + Penalty 1970.730193 = -47200.557070 nChanged 1 SP:Iteration 5Q (17645.880000 sec): 3 clusters Score: Raw -49181.712072 + Penalty 1970.730193 = -47210.981879 nChanged 2 SP:Iteration 6Q (17646.060000 sec): 3 clusters Score: Raw -49189.857521 + Penalty 1970.730193 = -47219.127328 nChanged 2 SP:Iteration 7Q (17646.220000 sec): 3 clusters Score: Raw -49192.225275 + Penalty 1970.730193 = -47221.495082 nChanged 1 SP:Iteration 8Q (17646.410000 sec): 3 clusters Score: Raw -49194.057202 + Penalty 1970.730193 = -47223.327009 nChanged 0 SP:Iteration 9F (17646.580000 sec): 3 clusters Score: Raw -49194.057202 + Penalty 1970.730193 = -47223.327009 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17646.650000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17646.780000 sec): 3 clusters Score: Raw -48599.936034 + Penalty 1963.855671 = -46636.080363 nChanged 92 SP:Iteration 1F (17647.000000 sec): 3 clusters Score: Raw -48768.708393 + Penalty 1963.855671 = -46804.852722 nChanged 24 SP:Iteration 2F (17647.140000 sec): 3 clusters Score: Raw -48816.853250 + Penalty 1963.855671 = -46852.997579 nChanged 8 SP:Iteration 3Q (17647.330000 sec): 3 clusters Score: Raw -48831.911271 + Penalty 1963.855671 = -46868.055600 nChanged 7 SP:Iteration 4Q (17647.510000 sec): 3 clusters Score: Raw -48850.559409 + Penalty 1963.855671 = -46886.703738 nChanged 5 SP:Iteration 5Q (17647.690000 sec): 3 clusters Score: Raw -48861.039100 + Penalty 1963.855671 = -46897.183429 nChanged 3 SP:Iteration 6Q (17647.850000 sec): 3 clusters Score: Raw -48867.839638 + Penalty 1963.855671 = -46903.983967 nChanged 1 SP:Iteration 7Q (17648.040000 sec): 3 clusters Score: Raw -48869.414810 + Penalty 1963.855671 = -46905.559139 nChanged 0 SP:Iteration 8F (17648.230000 sec): 3 clusters Score: Raw -48869.414810 + Penalty 1963.855671 = -46905.559139 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17648.330000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17648.540000 sec): 3 clusters Score: Raw -30445.317726 + Penalty 1812.183459 = -28633.134268 nChanged 37 SP:Iteration 1F (17648.670000 sec): 3 clusters Score: Raw -30531.934070 + Penalty 1812.183459 = -28719.750612 nChanged 5 SP:Iteration 2Q (17648.860000 sec): 3 clusters Score: Raw -30544.695204 + Penalty 1812.183459 = -28732.511745 nChanged 2 SP:Iteration 3Q (17649.060000 sec): 3 clusters Score: Raw -30548.735508 + Penalty 1812.183459 = -28736.552049 nChanged 1 SP:Iteration 4Q (17649.210000 sec): 3 clusters Score: Raw -30551.421260 + Penalty 1812.183459 = -28739.237801 nChanged 1 SP:Iteration 5Q (17649.440000 sec): 3 clusters Score: Raw -30554.969019 + Penalty 1812.183459 = -28742.785561 nChanged 4 SP:Iteration 6Q (17649.590000 sec): 3 clusters Score: Raw -30561.858044 + Penalty 1812.183459 = -28749.674585 nChanged 1 SP:Iteration 7Q (17649.790000 sec): 3 clusters Score: Raw -30564.236528 + Penalty 1812.183459 = -28752.053069 nChanged 0 SP:Iteration 8F (17649.940000 sec): 3 clusters Score: Raw -30564.236528 + Penalty 1812.183459 = -28752.053069 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17650.070000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17650.230000 sec): 3 clusters Score: Raw -30624.299068 + Penalty 1835.916627 = -28788.382441 nChanged 63 SP:Iteration 1F (17650.380000 sec): 3 clusters Score: Raw -30814.409593 + Penalty 1835.916627 = -28978.492965 nChanged 18 SP:Iteration 2F (17650.550000 sec): 3 clusters Score: Raw -30879.678015 + Penalty 1835.916627 = -29043.761388 nChanged 9 SP:Iteration 3Q (17650.710000 sec): 3 clusters Score: Raw -30917.949161 + Penalty 1835.916627 = -29082.032534 nChanged 7 SP:Iteration 4Q (17650.870000 sec): 3 clusters Score: Raw -30949.761598 + Penalty 1835.916627 = -29113.844970 nChanged 3 SP:Iteration 5Q (17651.030000 sec): 3 clusters Score: Raw -30985.914175 + Penalty 1835.916627 = -29149.997547 nChanged 7 SP:Iteration 6Q (17651.250000 sec): 3 clusters Score: Raw -31048.810405 + Penalty 1835.916627 = -29212.893777 nChanged 6 SP:Iteration 7Q (17651.370000 sec): 3 clusters Score: Raw -31095.143009 + Penalty 1835.916627 = -29259.226382 nChanged 3 SP:Iteration 8Q (17651.560000 sec): 3 clusters Score: Raw -31110.030271 + Penalty 1835.916627 = -29274.113644 nChanged 3 SP:Iteration 9Q (17651.720000 sec): 3 clusters Score: Raw -31124.112548 + Penalty 1835.916627 = -29288.195920 nChanged 3 SP:Iteration 10Q (17651.900000 sec): 3 clusters Score: Raw -31133.263441 + Penalty 1835.916627 = -29297.346814 nChanged 1 SP:Iteration 11Q (17652.040000 sec): 3 clusters Score: Raw -31135.593596 + Penalty 1835.916627 = -29299.676969 nChanged 0 SP:Iteration 12F (17652.220000 sec): 3 clusters Score: Raw -31135.593596 + Penalty 1835.916627 = -29299.676969 nChanged 0 Iteration 379Q (17687.990000 sec): 27 clusters Score: Raw -146384728.497756 + Penalty 59152.524245 = -146325575.973511 nChanged 33 Iteration 380F (17744.770000 sec): 27 clusters Score: Raw -146384729.445744 + Penalty 59152.524245 = -146325576.921499 nChanged 41 Iteration 381Q (17773.700000 sec): 27 clusters Score: Raw -146384730.546049 + Penalty 59152.524245 = -146325578.021804 nChanged 51 Iteration 382Q (17803.790000 sec): 27 clusters Score: Raw -146384732.193265 + Penalty 59152.524245 = -146325579.669021 nChanged 56 Iteration 383Q (17833.730000 sec): 27 clusters Score: Raw -146384733.744545 + Penalty 59152.524245 = -146325581.220300 nChanged 56 Iteration 384Q (17864.600000 sec): 27 clusters Score: Raw -146384735.295615 + Penalty 59152.524245 = -146325582.771371 nChanged 51 Iteration 385Q (17893.940000 sec): 27 clusters Score: Raw -146384737.220815 + Penalty 59152.524245 = -146325584.696571 nChanged 46 Iteration 386Q (17922.980000 sec): 27 clusters Score: Raw -146384738.288519 + Penalty 59152.524245 = -146325585.764274 nChanged 48 Iteration 387Q (17952.410000 sec): 27 clusters Score: Raw -146384739.501712 + Penalty 59152.524245 = -146325586.977468 nChanged 44 Iteration 388Q (17984.950000 sec): 27 clusters Score: Raw -146384740.762087 + Penalty 59152.524245 = -146325588.237843 nChanged 48 Iteration 389Q (18015.360000 sec): 27 clusters Score: Raw -146384742.097119 + Penalty 59152.524245 = -146325589.572874 nChanged 47 Iteration 390Q (18042.840000 sec): 27 clusters Score: Raw -146384743.211452 + Penalty 59152.524245 = -146325590.687208 nChanged 54 Iteration 391Q (18074.200000 sec): 27 clusters Score: Raw -146384744.204111 + Penalty 59152.524245 = -146325591.679867 nChanged 46 Iteration 392Q (18103.320000 sec): 27 clusters Score: Raw -146384745.169022 + Penalty 59152.524245 = -146325592.644778 nChanged 45 Iteration 393Q (18132.980000 sec): 27 clusters Score: Raw -146384746.093188 + Penalty 59152.524245 = -146325593.568944 nChanged 49 Iteration 394Q (18163.290000 sec): 27 clusters Score: Raw -146384746.856602 + Penalty 59152.524245 = -146325594.332357 nChanged 44 Iteration 395Q (18195.720000 sec): 27 clusters Score: Raw -146384747.754395 + Penalty 59152.524245 = -146325595.230151 nChanged 37 Iteration 396Q (18228.210000 sec): 27 clusters Score: Raw -146384748.679994 + Penalty 59152.524245 = -146325596.155750 nChanged 37 Iteration 397Q (18271.680000 sec): 27 clusters Score: Raw -146384749.500270 + Penalty 59152.524245 = -146325596.976025 nChanged 27 Iteration 398Q (18301.670000 sec): 27 clusters Score: Raw -146384750.041249 + Penalty 59152.524245 = -146325597.517004 nChanged 30 Iteration 399Q (18333.230000 sec): 27 clusters Score: Raw -146384750.910975 + Penalty 59152.524245 = -146325598.386730 nChanged 25 Iteration 400F (18386.540000 sec): 27 clusters Score: Raw -146384751.426686 + Penalty 59152.524245 = -146325598.902441 nChanged 21 Iteration 401Q (18418.240000 sec): 27 clusters Score: Raw -146384751.759575 + Penalty 59152.524245 = -146325599.235330 nChanged 18 Iteration 402Q (18450.970000 sec): 27 clusters Score: Raw -146384752.026738 + Penalty 59152.524245 = -146325599.502493 nChanged 12 Iteration 403Q (18485.400000 sec): 27 clusters Score: Raw -146384752.238893 + Penalty 59152.524245 = -146325599.714648 nChanged 16 Iteration 404Q (18517.730000 sec): 27 clusters Score: Raw -146384752.563772 + Penalty 59152.524245 = -146325600.039527 nChanged 11 Iteration 405Q (18557.870000 sec): 27 clusters Score: Raw -146384752.834412 + Penalty 59152.524245 = -146325600.310167 nChanged 14 Iteration 406Q (18589.990000 sec): 27 clusters Score: Raw -146384753.114423 + Penalty 59152.524245 = -146325600.590178 nChanged 10 Iteration 407Q (18623.430000 sec): 27 clusters Score: Raw -146384753.378840 + Penalty 59152.524245 = -146325600.854595 nChanged 13 Iteration 408Q (18656.800000 sec): 27 clusters Score: Raw -146384753.602816 + Penalty 59152.524245 = -146325601.078571 nChanged 18 Iteration 409Q (18688.900000 sec): 27 clusters Score: Raw -146384753.911635 + Penalty 59152.524245 = -146325601.387390 nChanged 20 Iteration 410Q (18722.060000 sec): 27 clusters Score: Raw -146384754.207912 + Penalty 59152.524245 = -146325601.683667 nChanged 16 Iteration 411Q (18751.200000 sec): 27 clusters Score: Raw -146384754.462705 + Penalty 59152.524245 = -146325601.938460 nChanged 16 Iteration 412Q (18780.800000 sec): 27 clusters Score: Raw -146384754.787785 + Penalty 59152.524245 = -146325602.263540 nChanged 14 Iteration 413Q (18812.230000 sec): 27 clusters Score: Raw -146384755.025689 + Penalty 59152.524245 = -146325602.501444 nChanged 19 Iteration 414Q (18853.570000 sec): 27 clusters Score: Raw -146384755.328773 + Penalty 59152.524245 = -146325602.804528 nChanged 16 Iteration 415Q (18893.350000 sec): 27 clusters Score: Raw -146384755.536138 + Penalty 59152.524245 = -146325603.011893 nChanged 15 Iteration 416Q (18926.740000 sec): 27 clusters Score: Raw -146384755.689745 + Penalty 59152.524245 = -146325603.165500 nChanged 10 Iteration 417Q (18956.700000 sec): 27 clusters Score: Raw -146384755.745468 + Penalty 59152.524245 = -146325603.221223 nChanged 5 Iteration 418Q (18987.250000 sec): 27 clusters Score: Raw -146384755.809145 + Penalty 59152.524245 = -146325603.284901 nChanged 6 Writing temp clu file Because OldScore, -146325603.221223, is greater than current (better) Score,-146325603.284901 Compute initial score before splitting: Score: Raw -146384755.809145 + Penalty 59152.524245 = -146325603.284901 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (10365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18987.590000 sec): 2 clusters Score: Raw -1262008.749301 + Penalty 1502.505879 = -1260506.243422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18987.830000 sec): 3 clusters Score: Raw -1256165.979427 + Penalty 3005.011758 = -1253160.967669 nChanged 4444 SP:Iteration 1F (18988.010000 sec): 3 clusters Score: Raw -1258512.726668 + Penalty 3005.011758 = -1255507.714910 nChanged 529 SP:Iteration 2F (18988.220000 sec): 3 clusters Score: Raw -1258721.767638 + Penalty 3005.011758 = -1255716.755880 nChanged 455 SP:Iteration 3Q (18988.460000 sec): 3 clusters Score: Raw -1258901.142320 + Penalty 3005.011758 = -1255896.130562 nChanged 449 SP:Iteration 4Q (18988.660000 sec): 3 clusters Score: Raw -1259082.006300 + Penalty 3005.011758 = -1256076.994542 nChanged 404 SP:Iteration 5Q (18988.880000 sec): 3 clusters Score: Raw -1259265.339090 + Penalty 3005.011758 = -1256260.327332 nChanged 417 SP:Iteration 6Q (18989.120000 sec): 3 clusters Score: Raw -1259472.589379 + Penalty 3005.011758 = -1256467.577621 nChanged 492 SP:Iteration 7Q (18989.300000 sec): 3 clusters Score: Raw -1259748.638798 + Penalty 3005.011758 = -1256743.627040 nChanged 516 SP:Iteration 8Q (18989.500000 sec): 3 clusters Score: Raw -1260108.553838 + Penalty 3005.011758 = -1257103.542080 nChanged 572 SP:Iteration 9F (18989.720000 sec): 3 clusters Score: Raw -1260550.844290 + Penalty 3005.011758 = -1257545.832532 nChanged 544 SP:Iteration 10F (18989.920000 sec): 3 clusters Score: Raw -1260996.150637 + Penalty 3005.011758 = -1257991.138879 nChanged 474 SP:Iteration 11Q (18990.130000 sec): 3 clusters Score: Raw -1261427.867062 + Penalty 3005.011758 = -1258422.855304 nChanged 345 SP:Iteration 12Q (18990.340000 sec): 3 clusters Score: Raw -1261759.789065 + Penalty 3005.011758 = -1258754.777307 nChanged 205 SP:Iteration 13Q (18990.570000 sec): 3 clusters Score: Raw -1261964.839244 + Penalty 3005.011758 = -1258959.827486 nChanged 89 SP:Iteration 14Q (18990.770000 sec): 3 clusters Score: Raw -1262064.081636 + Penalty 3005.011758 = -1259059.069878 nChanged 48 SP:Iteration 15Q (18991.020000 sec): 3 clusters Score: Raw -1262116.969275 + Penalty 3005.011758 = -1259111.957517 nChanged 29 SP:Iteration 16Q (18991.190000 sec): 3 clusters Score: Raw -1262153.747514 + Penalty 3005.011758 = -1259148.735756 nChanged 17 SP:Iteration 17Q (18991.430000 sec): 3 clusters Score: Raw -1262176.403615 + Penalty 3005.011758 = -1259171.391857 nChanged 11 SP:Iteration 18Q (18991.640000 sec): 3 clusters Score: Raw -1262192.419532 + Penalty 3005.011758 = -1259187.407774 nChanged 6 SP:Iteration 19Q (18991.860000 sec): 3 clusters Score: Raw -1262200.734148 + Penalty 3005.011758 = -1259195.722390 nChanged 3 SP:Iteration 20F (18992.030000 sec): 3 clusters Score: Raw -1262202.684027 + Penalty 3005.011758 = -1259197.672269 nChanged 1 SP:Iteration 21Q (18992.240000 sec): 3 clusters Score: Raw -1262203.089976 + Penalty 3005.011758 = -1259198.078218 nChanged 1 SP:Iteration 22Q (18992.450000 sec): 3 clusters Score: Raw -1262205.168965 + Penalty 3005.011758 = -1259200.157207 nChanged 4 SP:Iteration 23Q (18992.670000 sec): 3 clusters Score: Raw -1262210.505588 + Penalty 3005.011758 = -1259205.493830 nChanged 0 SP:Iteration 24F (18992.890000 sec): 3 clusters Score: Raw -1262210.505588 + Penalty 3005.011758 = -1259205.493830 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18993.090000 sec): 2 clusters Score: Raw -3347867.548835 + Penalty 1659.277017 = -3346208.271818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18993.380000 sec): 3 clusters Score: Raw -3331211.877146 + Penalty 3318.554033 = -3327893.323112 nChanged 12453 SP:Iteration 1F (18993.700000 sec): 3 clusters Score: Raw -3337846.314717 + Penalty 3318.554033 = -3334527.760684 nChanged 1077 SP:Iteration 2Q (18993.980000 sec): 3 clusters Score: Raw -3338116.372092 + Penalty 3318.554033 = -3334797.818059 nChanged 965 SP:Iteration 3Q (18994.260000 sec): 3 clusters Score: Raw -3338366.875936 + Penalty 3318.554033 = -3335048.321903 nChanged 895 SP:Iteration 4Q (18994.580000 sec): 3 clusters Score: Raw -3338582.662504 + Penalty 3318.554033 = -3335264.108471 nChanged 828 SP:Iteration 5Q (18994.900000 sec): 3 clusters Score: Raw -3338779.607537 + Penalty 3318.554033 = -3335461.053503 nChanged 782 SP:Iteration 6Q (18995.210000 sec): 3 clusters Score: Raw -3338966.856906 + Penalty 3318.554033 = -3335648.302873 nChanged 766 SP:Iteration 7Q (18995.450000 sec): 3 clusters Score: Raw -3339162.341779 + Penalty 3318.554033 = -3335843.787746 nChanged 746 SP:Iteration 8Q (18995.750000 sec): 3 clusters Score: Raw -3339367.624252 + Penalty 3318.554033 = -3336049.070219 nChanged 748 SP:Iteration 9Q (18996.020000 sec): 3 clusters Score: Raw -3339614.273494 + Penalty 3318.554033 = -3336295.719461 nChanged 866 SP:Iteration 10Q (18996.290000 sec): 3 clusters Score: Raw -3339970.842851 + Penalty 3318.554033 = -3336652.288818 nChanged 1008 SP:Iteration 11Q (18996.550000 sec): 3 clusters Score: Raw -3340533.485025 + Penalty 3318.554033 = -3337214.930992 nChanged 1219 SP:Iteration 12Q (18996.840000 sec): 3 clusters Score: Raw -3341377.499755 + Penalty 3318.554033 = -3338058.945721 nChanged 1361 SP:Iteration 13F (18997.130000 sec): 3 clusters Score: Raw -3342464.107330 + Penalty 3318.554033 = -3339145.553297 nChanged 1412 SP:Iteration 14F (18997.390000 sec): 3 clusters Score: Raw -3343574.722814 + Penalty 3318.554033 = -3340256.168781 nChanged 1231 SP:Iteration 15Q (18997.650000 sec): 3 clusters Score: Raw -3344358.627987 + Penalty 3318.554033 = -3341040.073954 nChanged 946 SP:Iteration 16Q (18997.950000 sec): 3 clusters Score: Raw -3344777.903061 + Penalty 3318.554033 = -3341459.349028 nChanged 651 SP:Iteration 17Q (18998.240000 sec): 3 clusters Score: Raw -3345016.858913 + Penalty 3318.554033 = -3341698.304880 nChanged 481 SP:Iteration 18Q (18998.520000 sec): 3 clusters Score: Raw -3345192.436312 + Penalty 3318.554033 = -3341873.882279 nChanged 395 SP:Iteration 19Q (18998.830000 sec): 3 clusters Score: Raw -3345329.353343 + Penalty 3318.554033 = -3342010.799310 nChanged 322 SP:Iteration 20F (18999.110000 sec): 3 clusters Score: Raw -3345431.261502 + Penalty 3318.554033 = -3342112.707469 nChanged 280 SP:Iteration 21Q (18999.420000 sec): 3 clusters Score: Raw -3345530.438402 + Penalty 3318.554033 = -3342211.884368 nChanged 280 SP:Iteration 22Q (18999.690000 sec): 3 clusters Score: Raw -3345625.541396 + Penalty 3318.554033 = -3342306.987363 nChanged 253 SP:Iteration 23Q (18999.960000 sec): 3 clusters Score: Raw -3345711.868740 + Penalty 3318.554033 = -3342393.314707 nChanged 280 SP:Iteration 24Q (19000.240000 sec): 3 clusters Score: Raw -3345793.313508 + Penalty 3318.554033 = -3342474.759475 nChanged 267 SP:Iteration 25Q (19000.510000 sec): 3 clusters Score: Raw -3345876.917170 + Penalty 3318.554033 = -3342558.363136 nChanged 292 SP:Iteration 26Q (19000.800000 sec): 3 clusters Score: Raw -3345970.692356 + Penalty 3318.554033 = -3342652.138322 nChanged 275 SP:Iteration 27Q (19001.140000 sec): 3 clusters Score: Raw -3346060.992369 + Penalty 3318.554033 = -3342742.438335 nChanged 280 SP:Iteration 28Q (19001.380000 sec): 3 clusters Score: Raw -3346158.099057 + Penalty 3318.554033 = -3342839.545023 nChanged 314 SP:Iteration 29Q (19001.720000 sec): 3 clusters Score: Raw -3346271.539433 + Penalty 3318.554033 = -3342952.985399 nChanged 310 SP:Iteration 30Q (19002.000000 sec): 3 clusters Score: Raw -3346391.127353 + Penalty 3318.554033 = -3343072.573320 nChanged 349 SP:Iteration 31Q (19002.280000 sec): 3 clusters Score: Raw -3346534.367107 + Penalty 3318.554033 = -3343215.813074 nChanged 356 SP:Iteration 32Q (19002.590000 sec): 3 clusters Score: Raw -3346693.596523 + Penalty 3318.554033 = -3343375.042489 nChanged 353 SP:Iteration 33Q (19002.880000 sec): 3 clusters Score: Raw -3346849.607113 + Penalty 3318.554033 = -3343531.053080 nChanged 313 SP:Iteration 34Q (19003.190000 sec): 3 clusters Score: Raw -3346992.903739 + Penalty 3318.554033 = -3343674.349706 nChanged 284 SP:Iteration 35Q (19003.450000 sec): 3 clusters Score: Raw -3347119.493850 + Penalty 3318.554033 = -3343800.939817 nChanged 245 SP:Iteration 36Q (19003.700000 sec): 3 clusters Score: Raw -3347225.899037 + Penalty 3318.554033 = -3343907.345004 nChanged 234 SP:Iteration 37Q (19004.030000 sec): 3 clusters Score: Raw -3347333.059379 + Penalty 3318.554033 = -3344014.505346 nChanged 229 SP:Iteration 38Q (19004.340000 sec): 3 clusters Score: Raw -3347440.616382 + Penalty 3318.554033 = -3344122.062349 nChanged 220 SP:Iteration 39Q (19004.570000 sec): 3 clusters Score: Raw -3347549.346963 + Penalty 3318.554033 = -3344230.792930 nChanged 192 SP:Iteration 40F (19004.880000 sec): 3 clusters Score: Raw -3347645.826281 + Penalty 3318.554033 = -3344327.272248 nChanged 155 SP:Iteration 41Q (19005.190000 sec): 3 clusters Score: Raw -3347710.570075 + Penalty 3318.554033 = -3344392.016042 nChanged 122 SP:Iteration 42Q (19005.430000 sec): 3 clusters Score: Raw -3347767.451613 + Penalty 3318.554033 = -3344448.897580 nChanged 106 SP:Iteration 43Q (19005.690000 sec): 3 clusters Score: Raw -3347809.535258 + Penalty 3318.554033 = -3344490.981225 nChanged 89 SP:Iteration 44Q (19005.980000 sec): 3 clusters Score: Raw -3347845.534179 + Penalty 3318.554033 = -3344526.980145 nChanged 70 SP:Iteration 45Q (19006.240000 sec): 3 clusters Score: Raw -3347874.954382 + Penalty 3318.554033 = -3344556.400349 nChanged 57 SP:Iteration 46Q (19006.550000 sec): 3 clusters Score: Raw -3347899.287533 + Penalty 3318.554033 = -3344580.733500 nChanged 58 SP:Iteration 47Q (19006.800000 sec): 3 clusters Score: Raw -3347924.883549 + Penalty 3318.554033 = -3344606.329516 nChanged 54 SP:Iteration 48Q (19007.090000 sec): 3 clusters Score: Raw -3347950.412516 + Penalty 3318.554033 = -3344631.858483 nChanged 47 SP:Iteration 49Q (19007.340000 sec): 3 clusters Score: Raw -3347971.089690 + Penalty 3318.554033 = -3344652.535657 nChanged 41 SP:Iteration 50Q (19007.600000 sec): 3 clusters Score: Raw -3347985.951600 + Penalty 3318.554033 = -3344667.397567 nChanged 28 SP:Iteration 51Q (19007.850000 sec): 3 clusters Score: Raw -3347997.107510 + Penalty 3318.554033 = -3344678.553477 nChanged 26 SP:Iteration 52Q (19008.130000 sec): 3 clusters Score: Raw -3348007.793352 + Penalty 3318.554033 = -3344689.239318 nChanged 25 SP:Iteration 53Q (19008.420000 sec): 3 clusters Score: Raw -3348016.564691 + Penalty 3318.554033 = -3344698.010658 nChanged 22 SP:Iteration 54Q (19008.730000 sec): 3 clusters Score: Raw -3348023.407163 + Penalty 3318.554033 = -3344704.853129 nChanged 15 SP:Iteration 55Q (19009.050000 sec): 3 clusters Score: Raw -3348027.957644 + Penalty 3318.554033 = -3344709.403610 nChanged 15 SP:Iteration 56Q (19009.290000 sec): 3 clusters Score: Raw -3348035.217260 + Penalty 3318.554033 = -3344716.663226 nChanged 13 SP:Iteration 57Q (19009.590000 sec): 3 clusters Score: Raw -3348040.074861 + Penalty 3318.554033 = -3344721.520828 nChanged 12 SP:Iteration 58Q (19009.860000 sec): 3 clusters Score: Raw -3348045.776356 + Penalty 3318.554033 = -3344727.222323 nChanged 14 SP:Iteration 59Q (19010.160000 sec): 3 clusters Score: Raw -3348051.173943 + Penalty 3318.554033 = -3344732.619910 nChanged 13 SP:Iteration 60F (19010.400000 sec): 3 clusters Score: Raw -3348055.814677 + Penalty 3318.554033 = -3344737.260643 nChanged 12 SP:Iteration 61Q (19010.680000 sec): 3 clusters Score: Raw -3348059.577229 + Penalty 3318.554033 = -3344741.023196 nChanged 5 SP:Iteration 62Q (19010.940000 sec): 3 clusters Score: Raw -3348062.402833 + Penalty 3318.554033 = -3344743.848800 nChanged 10 SP:Iteration 63Q (19011.180000 sec): 3 clusters Score: Raw -3348067.277525 + Penalty 3318.554033 = -3344748.723492 nChanged 10 SP:Iteration 64Q (19011.440000 sec): 3 clusters Score: Raw -3348071.723539 + Penalty 3318.554033 = -3344753.169506 nChanged 10 SP:Iteration 65Q (19011.750000 sec): 3 clusters Score: Raw -3348076.346489 + Penalty 3318.554033 = -3344757.792456 nChanged 14 SP:Iteration 66Q (19012.060000 sec): 3 clusters Score: Raw -3348082.900377 + Penalty 3318.554033 = -3344764.346344 nChanged 16 SP:Iteration 67Q (19012.330000 sec): 3 clusters Score: Raw -3348090.312014 + Penalty 3318.554033 = -3344771.757981 nChanged 17 SP:Iteration 68Q (19012.590000 sec): 3 clusters Score: Raw -3348100.271504 + Penalty 3318.554033 = -3344781.717470 nChanged 16 SP:Iteration 69Q (19012.880000 sec): 3 clusters Score: Raw -3348106.514569 + Penalty 3318.554033 = -3344787.960536 nChanged 14 SP:Iteration 70Q (19013.130000 sec): 3 clusters Score: Raw -3348111.479205 + Penalty 3318.554033 = -3344792.925172 nChanged 12 SP:Iteration 71Q (19013.390000 sec): 3 clusters Score: Raw -3348115.974871 + Penalty 3318.554033 = -3344797.420838 nChanged 9 SP:Iteration 72Q (19013.660000 sec): 3 clusters Score: Raw -3348119.189550 + Penalty 3318.554033 = -3344800.635517 nChanged 6 SP:Iteration 73Q (19013.910000 sec): 3 clusters Score: Raw -3348121.148302 + Penalty 3318.554033 = -3344802.594269 nChanged 3 SP:Iteration 74Q (19014.220000 sec): 3 clusters Score: Raw -3348122.364852 + Penalty 3318.554033 = -3344803.810818 nChanged 4 SP:Iteration 75Q (19014.480000 sec): 3 clusters Score: Raw -3348123.792934 + Penalty 3318.554033 = -3344805.238901 nChanged 5 SP:Iteration 76Q (19014.780000 sec): 3 clusters Score: Raw -3348126.232256 + Penalty 3318.554033 = -3344807.678223 nChanged 9 SP:Iteration 77Q (19015.100000 sec): 3 clusters Score: Raw -3348131.740190 + Penalty 3318.554033 = -3344813.186157 nChanged 11 SP:Iteration 78Q (19015.360000 sec): 3 clusters Score: Raw -3348135.722408 + Penalty 3318.554033 = -3344817.168375 nChanged 6 SP:Iteration 79Q (19015.660000 sec): 3 clusters Score: Raw -3348137.497945 + Penalty 3318.554033 = -3344818.943912 nChanged 4 SP:Iteration 80F (19015.960000 sec): 3 clusters Score: Raw -3348138.850697 + Penalty 3318.554033 = -3344820.296664 nChanged 1 SP:Iteration 81Q (19016.280000 sec): 3 clusters Score: Raw -3348139.225314 + Penalty 3318.554033 = -3344820.671281 nChanged 1 SP:Iteration 82Q (19016.600000 sec): 3 clusters Score: Raw -3348139.533464 + Penalty 3318.554033 = -3344820.979431 nChanged 2 SP:Iteration 83Q (19016.890000 sec): 3 clusters Score: Raw -3348140.034284 + Penalty 3318.554033 = -3344821.480251 nChanged 5 SP:Iteration 84Q (19017.190000 sec): 3 clusters Score: Raw -3348141.606667 + Penalty 3318.554033 = -3344823.052633 nChanged 3 SP:Iteration 85Q (19017.470000 sec): 3 clusters Score: Raw -3348142.326008 + Penalty 3318.554033 = -3344823.771975 nChanged 4 SP:Iteration 86Q (19017.800000 sec): 3 clusters Score: Raw -3348143.488057 + Penalty 3318.554033 = -3344824.934024 nChanged 3 SP:Iteration 87Q (19018.040000 sec): 3 clusters Score: Raw -3348144.552715 + Penalty 3318.554033 = -3344825.998682 nChanged 3 SP:Iteration 88Q (19018.360000 sec): 3 clusters Score: Raw -3348145.412921 + Penalty 3318.554033 = -3344826.858888 nChanged 4 SP:Iteration 89Q (19018.670000 sec): 3 clusters Score: Raw -3348146.574656 + Penalty 3318.554033 = -3344828.020623 nChanged 6 SP:Iteration 90Q (19018.920000 sec): 3 clusters Score: Raw -3348150.056579 + Penalty 3318.554033 = -3344831.502546 nChanged 8 SP:Iteration 91Q (19019.200000 sec): 3 clusters Score: Raw -3348153.768889 + Penalty 3318.554033 = -3344835.214856 nChanged 4 SP:Iteration 92Q (19019.470000 sec): 3 clusters Score: Raw -3348155.192727 + Penalty 3318.554033 = -3344836.638694 nChanged 3 SP:Iteration 93Q (19019.800000 sec): 3 clusters Score: Raw -3348156.550391 + Penalty 3318.554033 = -3344837.996358 nChanged 2 SP:Iteration 94Q (19020.060000 sec): 3 clusters Score: Raw -3348157.774027 + Penalty 3318.554033 = -3344839.219994 nChanged 2 SP:Iteration 95Q (19020.330000 sec): 3 clusters Score: Raw -3348158.446369 + Penalty 3318.554033 = -3344839.892336 nChanged 0 SP:Iteration 96F (19020.580000 sec): 3 clusters Score: Raw -3348158.446369 + Penalty 3318.554033 = -3344839.892336 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19020.770000 sec): 2 clusters Score: Raw -1929933.110562 + Penalty 1564.667277 = -1928368.443285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19021.000000 sec): 3 clusters Score: Raw -1920955.058982 + Penalty 3129.334554 = -1917825.724427 nChanged 6802 SP:Iteration 1F (19021.280000 sec): 3 clusters Score: Raw -1924621.706720 + Penalty 3129.334554 = -1921492.372166 nChanged 859 SP:Iteration 2F (19021.500000 sec): 3 clusters Score: Raw -1924977.132311 + Penalty 3129.334554 = -1921847.797757 nChanged 820 SP:Iteration 3F (19021.770000 sec): 3 clusters Score: Raw -1925355.421298 + Penalty 3129.334554 = -1922226.086744 nChanged 877 SP:Iteration 4F (19021.980000 sec): 3 clusters Score: Raw -1925828.518201 + Penalty 3129.334554 = -1922699.183646 nChanged 922 SP:Iteration 5F (19022.180000 sec): 3 clusters Score: Raw -1926404.885080 + Penalty 3129.334554 = -1923275.550526 nChanged 993 SP:Iteration 6F (19022.430000 sec): 3 clusters Score: Raw -1927119.530665 + Penalty 3129.334554 = -1923990.196111 nChanged 1014 SP:Iteration 7F (19022.650000 sec): 3 clusters Score: Raw -1927939.547707 + Penalty 3129.334554 = -1924810.213153 nChanged 910 SP:Iteration 8F (19022.870000 sec): 3 clusters Score: Raw -1928726.470974 + Penalty 3129.334554 = -1925597.136420 nChanged 687 SP:Iteration 9Q (19023.100000 sec): 3 clusters Score: Raw -1929344.540245 + Penalty 3129.334554 = -1926215.205691 nChanged 450 SP:Iteration 10Q (19023.350000 sec): 3 clusters Score: Raw -1929742.453299 + Penalty 3129.334554 = -1926613.118745 nChanged 272 SP:Iteration 11Q (19023.580000 sec): 3 clusters Score: Raw -1929956.222211 + Penalty 3129.334554 = -1926826.887657 nChanged 175 SP:Iteration 12Q (19023.790000 sec): 3 clusters Score: Raw -1930094.759897 + Penalty 3129.334554 = -1926965.425343 nChanged 112 SP:Iteration 13Q (19024.060000 sec): 3 clusters Score: Raw -1930169.341154 + Penalty 3129.334554 = -1927040.006600 nChanged 86 SP:Iteration 14Q (19024.290000 sec): 3 clusters Score: Raw -1930212.976159 + Penalty 3129.334554 = -1927083.641605 nChanged 50 SP:Iteration 15Q (19024.500000 sec): 3 clusters Score: Raw -1930231.785314 + Penalty 3129.334554 = -1927102.450760 nChanged 32 SP:Iteration 16Q (19024.720000 sec): 3 clusters Score: Raw -1930240.289476 + Penalty 3129.334554 = -1927110.954922 nChanged 22 SP:Iteration 17Q (19024.960000 sec): 3 clusters Score: Raw -1930247.776474 + Penalty 3129.334554 = -1927118.441920 nChanged 19 SP:Iteration 18Q (19025.160000 sec): 3 clusters Score: Raw -1930252.911852 + Penalty 3129.334554 = -1927123.577298 nChanged 9 SP:Iteration 19Q (19025.420000 sec): 3 clusters Score: Raw -1930255.650948 + Penalty 3129.334554 = -1927126.316394 nChanged 9 SP:Iteration 20F (19025.600000 sec): 3 clusters Score: Raw -1930258.478713 + Penalty 3129.334554 = -1927129.144159 nChanged 10 SP:Iteration 21Q (19025.850000 sec): 3 clusters Score: Raw -1930261.003700 + Penalty 3129.334554 = -1927131.669146 nChanged 6 SP:Iteration 22Q (19026.120000 sec): 3 clusters Score: Raw -1930261.873077 + Penalty 3129.334554 = -1927132.538523 nChanged 3 SP:Iteration 23Q (19026.330000 sec): 3 clusters Score: Raw -1930263.393415 + Penalty 3129.334554 = -1927134.058861 nChanged 9 SP:Iteration 24Q (19026.560000 sec): 3 clusters Score: Raw -1930265.681205 + Penalty 3129.334554 = -1927136.346651 nChanged 9 SP:Iteration 25Q (19026.850000 sec): 3 clusters Score: Raw -1930268.503774 + Penalty 3129.334554 = -1927139.169219 nChanged 10 SP:Iteration 26Q (19027.080000 sec): 3 clusters Score: Raw -1930271.148171 + Penalty 3129.334554 = -1927141.813617 nChanged 8 SP:Iteration 27Q (19027.340000 sec): 3 clusters Score: Raw -1930272.845184 + Penalty 3129.334554 = -1927143.510630 nChanged 3 SP:Iteration 28Q (19027.610000 sec): 3 clusters Score: Raw -1930273.767068 + Penalty 3129.334554 = -1927144.432514 nChanged 7 SP:Iteration 29Q (19027.850000 sec): 3 clusters Score: Raw -1930275.779732 + Penalty 3129.334554 = -1927146.445178 nChanged 7 SP:Iteration 30Q (19028.090000 sec): 3 clusters Score: Raw -1930277.530664 + Penalty 3129.334554 = -1927148.196110 nChanged 8 SP:Iteration 31Q (19028.290000 sec): 3 clusters Score: Raw -1930280.068228 + Penalty 3129.334554 = -1927150.733674 nChanged 9 SP:Iteration 32Q (19028.530000 sec): 3 clusters Score: Raw -1930281.762862 + Penalty 3129.334554 = -1927152.428308 nChanged 2 SP:Iteration 33Q (19028.810000 sec): 3 clusters Score: Raw -1930282.076526 + Penalty 3129.334554 = -1927152.741971 nChanged 3 SP:Iteration 34Q (19029.040000 sec): 3 clusters Score: Raw -1930282.555490 + Penalty 3129.334554 = -1927153.220936 nChanged 2 SP:Iteration 35Q (19029.240000 sec): 3 clusters Score: Raw -1930283.025965 + Penalty 3129.334554 = -1927153.691411 nChanged 3 SP:Iteration 36Q (19029.500000 sec): 3 clusters Score: Raw -1930283.518695 + Penalty 3129.334554 = -1927154.184141 nChanged 1 SP:Iteration 37Q (19029.750000 sec): 3 clusters Score: Raw -1930283.571050 + Penalty 3129.334554 = -1927154.236496 nChanged 1 SP:Iteration 38Q (19029.970000 sec): 3 clusters Score: Raw -1930283.600888 + Penalty 3129.334554 = -1927154.266334 nChanged 1 SP:Iteration 39Q (19030.220000 sec): 3 clusters Score: Raw -1930283.805652 + Penalty 3129.334554 = -1927154.471098 nChanged 1 SP:Iteration 40F (19030.480000 sec): 3 clusters Score: Raw -1930283.934322 + Penalty 3129.334554 = -1927154.599768 nChanged 1 SP:Iteration 41Q (19030.700000 sec): 3 clusters Score: Raw -1930284.251842 + Penalty 3129.334554 = -1927154.917288 nChanged 1 SP:Iteration 42Q (19030.960000 sec): 3 clusters Score: Raw -1930284.290046 + Penalty 3129.334554 = -1927154.955492 nChanged 0 SP:Iteration 43F (19031.170000 sec): 3 clusters Score: Raw -1930284.290046 + Penalty 3129.334554 = -1927154.955492 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19035.050000 sec): 2 clusters Score: Raw -113997779.205400 + Penalty 2233.128450 = -113995546.076949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19039.340000 sec): 3 clusters Score: Raw -113366940.927120 + Penalty 4466.256901 = -113362474.670219 nChanged 458287 SP:Iteration 1F (19043.760000 sec): 3 clusters Score: Raw -113642931.651719 + Penalty 4466.256901 = -113638465.394818 nChanged 17615 SP:Iteration 2Q (19048.440000 sec): 3 clusters Score: Raw -113645643.336774 + Penalty 4466.256901 = -113641177.079873 nChanged 21100 SP:Iteration 3Q (19053.370000 sec): 3 clusters Score: Raw -113650011.750893 + Penalty 4466.256901 = -113645545.493992 nChanged 27863 SP:Iteration 4Q (19058.260000 sec): 3 clusters Score: Raw -113658203.307536 + Penalty 4466.256901 = -113653737.050635 nChanged 40219 SP:Iteration 5Q (19063.570000 sec): 3 clusters Score: Raw -113675214.977161 + Penalty 4466.256901 = -113670748.720260 nChanged 59083 SP:Iteration 6F (19067.760000 sec): 3 clusters Score: Raw -113710211.383356 + Penalty 4466.256901 = -113705745.126455 nChanged 80479 SP:Iteration 7F (19071.660000 sec): 3 clusters Score: Raw -113773506.963324 + Penalty 4466.256901 = -113769040.706423 nChanged 92052 SP:Iteration 8F (19075.930000 sec): 3 clusters Score: Raw -113861110.734100 + Penalty 4466.256901 = -113856644.477199 nChanged 77785 SP:Iteration 9F (19080.220000 sec): 3 clusters Score: Raw -113941113.957223 + Penalty 4466.256901 = -113936647.700322 nChanged 41287 SP:Iteration 10Q (19085.490000 sec): 3 clusters Score: Raw -113982719.576087 + Penalty 4466.256901 = -113978253.319186 nChanged 12923 SP:Iteration 11Q (19089.610000 sec): 3 clusters Score: Raw -113995003.581469 + Penalty 4466.256901 = -113990537.324568 nChanged 2642 SP:Iteration 12Q (19093.580000 sec): 3 clusters Score: Raw -113997394.076943 + Penalty 4466.256901 = -113992927.820042 nChanged 414 SP:Iteration 13Q (19097.220000 sec): 3 clusters Score: Raw -113997825.265821 + Penalty 4466.256901 = -113993359.008920 nChanged 66 SP:Iteration 14Q (19100.810000 sec): 3 clusters Score: Raw -113997935.353391 + Penalty 4466.256901 = -113993469.096491 nChanged 17 SP:Iteration 15Q (19104.270000 sec): 3 clusters Score: Raw -113997968.320749 + Penalty 4466.256901 = -113993502.063848 nChanged 6 SP:Iteration 16Q (19108.080000 sec): 3 clusters Score: Raw -113997981.230176 + Penalty 4466.256901 = -113993514.973275 nChanged 3 SP:Iteration 17Q (19111.570000 sec): 3 clusters Score: Raw -113997993.582928 + Penalty 4466.256901 = -113993527.326027 nChanged 3 SP:Iteration 18Q (19115.730000 sec): 3 clusters Score: Raw -113998004.537856 + Penalty 4466.256901 = -113993538.280955 nChanged 4 SP:Iteration 19Q (19119.700000 sec): 3 clusters Score: Raw -113998009.886310 + Penalty 4466.256901 = -113993543.629410 nChanged 0 SP:Iteration 20F (19124.220000 sec): 3 clusters Score: Raw -113998009.886310 + Penalty 4466.256901 = -113993543.629410 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19124.930000 sec): 2 clusters Score: Raw -2741959.061643 + Penalty 1629.593594 = -2740329.468049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19125.220000 sec): 3 clusters Score: Raw -2728257.784958 + Penalty 3259.187188 = -2724998.597770 nChanged 10227 SP:Iteration 1F (19125.560000 sec): 3 clusters Score: Raw -2733757.778996 + Penalty 3259.187188 = -2730498.591808 nChanged 954 SP:Iteration 2Q (19125.930000 sec): 3 clusters Score: Raw -2734037.693584 + Penalty 3259.187188 = -2730778.506397 nChanged 875 SP:Iteration 3Q (19126.210000 sec): 3 clusters Score: Raw -2734303.571868 + Penalty 3259.187188 = -2731044.384681 nChanged 802 SP:Iteration 4Q (19126.470000 sec): 3 clusters Score: Raw -2734557.999494 + Penalty 3259.187188 = -2731298.812307 nChanged 784 SP:Iteration 5Q (19126.770000 sec): 3 clusters Score: Raw -2734868.616907 + Penalty 3259.187188 = -2731609.429719 nChanged 927 SP:Iteration 6Q (19127.050000 sec): 3 clusters Score: Raw -2735349.200304 + Penalty 3259.187188 = -2732090.013117 nChanged 1073 SP:Iteration 7Q (19127.390000 sec): 3 clusters Score: Raw -2736023.509552 + Penalty 3259.187188 = -2732764.322364 nChanged 1208 SP:Iteration 8F (19127.670000 sec): 3 clusters Score: Raw -2736909.820363 + Penalty 3259.187188 = -2733650.633175 nChanged 1310 SP:Iteration 9F (19127.960000 sec): 3 clusters Score: Raw -2737997.255773 + Penalty 3259.187188 = -2734738.068585 nChanged 1198 SP:Iteration 10F (19128.240000 sec): 3 clusters Score: Raw -2739057.657829 + Penalty 3259.187188 = -2735798.470642 nChanged 1001 SP:Iteration 11Q (19128.500000 sec): 3 clusters Score: Raw -2739920.951266 + Penalty 3259.187188 = -2736661.764079 nChanged 814 SP:Iteration 12Q (19128.790000 sec): 3 clusters Score: Raw -2740540.961375 + Penalty 3259.187188 = -2737281.774188 nChanged 647 SP:Iteration 13Q (19129.070000 sec): 3 clusters Score: Raw -2741000.595226 + Penalty 3259.187188 = -2737741.408039 nChanged 454 SP:Iteration 14Q (19129.350000 sec): 3 clusters Score: Raw -2741303.399236 + Penalty 3259.187188 = -2738044.212049 nChanged 343 SP:Iteration 15Q (19129.630000 sec): 3 clusters Score: Raw -2741532.583306 + Penalty 3259.187188 = -2738273.396119 nChanged 255 SP:Iteration 16Q (19129.910000 sec): 3 clusters Score: Raw -2741698.605903 + Penalty 3259.187188 = -2738439.418716 nChanged 192 SP:Iteration 17Q (19130.150000 sec): 3 clusters Score: Raw -2741822.143889 + Penalty 3259.187188 = -2738562.956702 nChanged 148 SP:Iteration 18Q (19130.410000 sec): 3 clusters Score: Raw -2741922.604044 + Penalty 3259.187188 = -2738663.416856 nChanged 118 SP:Iteration 19Q (19130.700000 sec): 3 clusters Score: Raw -2742003.724357 + Penalty 3259.187188 = -2738744.537169 nChanged 94 SP:Iteration 20F (19130.990000 sec): 3 clusters Score: Raw -2742064.565333 + Penalty 3259.187188 = -2738805.378145 nChanged 56 SP:Iteration 21Q (19131.280000 sec): 3 clusters Score: Raw -2742099.175575 + Penalty 3259.187188 = -2738839.988387 nChanged 47 SP:Iteration 22Q (19131.550000 sec): 3 clusters Score: Raw -2742129.309889 + Penalty 3259.187188 = -2738870.122701 nChanged 38 SP:Iteration 23Q (19131.840000 sec): 3 clusters Score: Raw -2742154.057337 + Penalty 3259.187188 = -2738894.870150 nChanged 35 SP:Iteration 24Q (19132.140000 sec): 3 clusters Score: Raw -2742179.156339 + Penalty 3259.187188 = -2738919.969151 nChanged 32 SP:Iteration 25Q (19132.460000 sec): 3 clusters Score: Raw -2742197.458931 + Penalty 3259.187188 = -2738938.271744 nChanged 20 SP:Iteration 26Q (19132.760000 sec): 3 clusters Score: Raw -2742209.847627 + Penalty 3259.187188 = -2738950.660439 nChanged 18 SP:Iteration 27Q (19133.060000 sec): 3 clusters Score: Raw -2742218.167166 + Penalty 3259.187188 = -2738958.979978 nChanged 12 SP:Iteration 28Q (19133.380000 sec): 3 clusters Score: Raw -2742225.997195 + Penalty 3259.187188 = -2738966.810007 nChanged 13 SP:Iteration 29Q (19133.670000 sec): 3 clusters Score: Raw -2742235.141571 + Penalty 3259.187188 = -2738975.954383 nChanged 10 SP:Iteration 30Q (19133.940000 sec): 3 clusters Score: Raw -2742240.867516 + Penalty 3259.187188 = -2738981.680329 nChanged 8 SP:Iteration 31Q (19134.210000 sec): 3 clusters Score: Raw -2742244.153919 + Penalty 3259.187188 = -2738984.966731 nChanged 3 SP:Iteration 32Q (19134.500000 sec): 3 clusters Score: Raw -2742246.021255 + Penalty 3259.187188 = -2738986.834067 nChanged 5 SP:Iteration 33Q (19134.820000 sec): 3 clusters Score: Raw -2742249.252442 + Penalty 3259.187188 = -2738990.065254 nChanged 6 SP:Iteration 34Q (19135.080000 sec): 3 clusters Score: Raw -2742252.046828 + Penalty 3259.187188 = -2738992.859640 nChanged 1 SP:Iteration 35Q (19135.340000 sec): 3 clusters Score: Raw -2742252.339905 + Penalty 3259.187188 = -2738993.152718 nChanged 0 SP:Iteration 36F (19135.650000 sec): 3 clusters Score: Raw -2742252.339905 + Penalty 3259.187188 = -2738993.152718 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19135.740000 sec): 2 clusters Score: Raw -173400.770577 + Penalty 1181.425844 = -172219.344733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19135.920000 sec): 3 clusters Score: Raw -172864.095888 + Penalty 2362.851688 = -170501.244200 nChanged 450 SP:Iteration 1F (19136.050000 sec): 3 clusters Score: Raw -173196.497330 + Penalty 2362.851688 = -170833.645642 nChanged 99 SP:Iteration 2F (19136.250000 sec): 3 clusters Score: Raw -173278.164468 + Penalty 2362.851688 = -170915.312780 nChanged 58 SP:Iteration 3Q (19136.470000 sec): 3 clusters Score: Raw -173321.274162 + Penalty 2362.851688 = -170958.422474 nChanged 39 SP:Iteration 4Q (19136.600000 sec): 3 clusters Score: Raw -173349.398122 + Penalty 2362.851688 = -170986.546434 nChanged 30 SP:Iteration 5Q (19136.770000 sec): 3 clusters Score: Raw -173368.826976 + Penalty 2362.851688 = -171005.975288 nChanged 26 SP:Iteration 6Q (19136.970000 sec): 3 clusters Score: Raw -173388.995585 + Penalty 2362.851688 = -171026.143897 nChanged 18 SP:Iteration 7Q (19137.150000 sec): 3 clusters Score: Raw -173403.898032 + Penalty 2362.851688 = -171041.046344 nChanged 19 SP:Iteration 8Q (19137.310000 sec): 3 clusters Score: Raw -173420.686363 + Penalty 2362.851688 = -171057.834675 nChanged 23 SP:Iteration 9Q (19137.500000 sec): 3 clusters Score: Raw -173440.514558 + Penalty 2362.851688 = -171077.662870 nChanged 19 SP:Iteration 10Q (19137.650000 sec): 3 clusters Score: Raw -173464.270834 + Penalty 2362.851688 = -171101.419146 nChanged 25 SP:Iteration 11Q (19137.840000 sec): 3 clusters Score: Raw -173482.828586 + Penalty 2362.851688 = -171119.976898 nChanged 16 SP:Iteration 12Q (19138.060000 sec): 3 clusters Score: Raw -173492.172840 + Penalty 2362.851688 = -171129.321152 nChanged 8 SP:Iteration 13Q (19138.210000 sec): 3 clusters Score: Raw -173497.970963 + Penalty 2362.851688 = -171135.119276 nChanged 7 SP:Iteration 14Q (19138.410000 sec): 3 clusters Score: Raw -173502.925052 + Penalty 2362.851688 = -171140.073364 nChanged 9 SP:Iteration 15Q (19138.590000 sec): 3 clusters Score: Raw -173508.964897 + Penalty 2362.851688 = -171146.113209 nChanged 5 SP:Iteration 16Q (19138.790000 sec): 3 clusters Score: Raw -173512.946827 + Penalty 2362.851688 = -171150.095139 nChanged 8 SP:Iteration 17Q (19139.010000 sec): 3 clusters Score: Raw -173517.215795 + Penalty 2362.851688 = -171154.364107 nChanged 3 SP:Iteration 18Q (19139.170000 sec): 3 clusters Score: Raw -173518.584784 + Penalty 2362.851688 = -171155.733096 nChanged 0 SP:Iteration 19F (19139.360000 sec): 3 clusters Score: Raw -173518.584784 + Penalty 2362.851688 = -171155.733096 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (93316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19139.840000 sec): 2 clusters Score: Raw -11338477.084485 + Penalty 1859.608865 = -11336617.475620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19140.480000 sec): 3 clusters Score: Raw -11278253.437780 + Penalty 3719.217730 = -11274534.220050 nChanged 44395 SP:Iteration 1F (19141.120000 sec): 3 clusters Score: Raw -11303598.649854 + Penalty 3719.217730 = -11299879.432124 nChanged 2693 SP:Iteration 2Q (19141.770000 sec): 3 clusters Score: Raw -11304149.735925 + Penalty 3719.217730 = -11300430.518195 nChanged 2915 SP:Iteration 3Q (19142.440000 sec): 3 clusters Score: Raw -11304873.460893 + Penalty 3719.217730 = -11301154.243163 nChanged 3501 SP:Iteration 4Q (19143.110000 sec): 3 clusters Score: Raw -11306026.866725 + Penalty 3719.217730 = -11302307.648995 nChanged 4616 SP:Iteration 5Q (19143.860000 sec): 3 clusters Score: Raw -11308066.995983 + Penalty 3719.217730 = -11304347.778253 nChanged 6045 SP:Iteration 6F (19144.450000 sec): 3 clusters Score: Raw -11311711.003530 + Penalty 3719.217730 = -11307991.785800 nChanged 7753 SP:Iteration 7F (19145.100000 sec): 3 clusters Score: Raw -11317724.226284 + Penalty 3719.217730 = -11314005.008554 nChanged 8343 SP:Iteration 8F (19145.800000 sec): 3 clusters Score: Raw -11325640.262469 + Penalty 3719.217730 = -11321921.044738 nChanged 6960 SP:Iteration 9F (19146.460000 sec): 3 clusters Score: Raw -11332969.669192 + Penalty 3719.217730 = -11329250.451462 nChanged 3844 SP:Iteration 10Q (19147.160000 sec): 3 clusters Score: Raw -11337050.204956 + Penalty 3719.217730 = -11333330.987226 nChanged 1194 SP:Iteration 11Q (19147.800000 sec): 3 clusters Score: Raw -11338271.550387 + Penalty 3719.217730 = -11334552.332657 nChanged 223 SP:Iteration 12Q (19148.410000 sec): 3 clusters Score: Raw -11338548.085736 + Penalty 3719.217730 = -11334828.868006 nChanged 41 SP:Iteration 13Q (19148.990000 sec): 3 clusters Score: Raw -11338640.639537 + Penalty 3719.217730 = -11334921.421807 nChanged 11 SP:Iteration 14Q (19149.570000 sec): 3 clusters Score: Raw -11338663.914230 + Penalty 3719.217730 = -11334944.696500 nChanged 7 SP:Iteration 15Q (19150.100000 sec): 3 clusters Score: Raw -11338673.012485 + Penalty 3719.217730 = -11334953.794755 nChanged 2 SP:Iteration 16Q (19150.710000 sec): 3 clusters Score: Raw -11338677.553968 + Penalty 3719.217730 = -11334958.336238 nChanged 1 SP:Iteration 17Q (19151.260000 sec): 3 clusters Score: Raw -11338678.736145 + Penalty 3719.217730 = -11334959.518415 nChanged 0 SP:Iteration 18F (19151.960000 sec): 3 clusters Score: Raw -11338678.736145 + Penalty 3719.217730 = -11334959.518415 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19152.090000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19152.290000 sec): 3 clusters Score: Raw -71142.161002 + Penalty 2090.705530 = -69051.455471 nChanged 153 SP:Iteration 1F (19152.490000 sec): 3 clusters Score: Raw -71305.453912 + Penalty 2090.705530 = -69214.748381 nChanged 38 SP:Iteration 2F (19152.690000 sec): 3 clusters Score: Raw -71356.743554 + Penalty 2090.705530 = -69266.038024 nChanged 12 SP:Iteration 3Q (19152.880000 sec): 3 clusters Score: Raw -71369.938694 + Penalty 2090.705530 = -69279.233164 nChanged 6 SP:Iteration 4Q (19153.040000 sec): 3 clusters Score: Raw -71372.574990 + Penalty 2090.705530 = -69281.869460 nChanged 2 SP:Iteration 5Q (19153.200000 sec): 3 clusters Score: Raw -71375.873187 + Penalty 2090.705530 = -69285.167657 nChanged 2 SP:Iteration 6Q (19153.360000 sec): 3 clusters Score: Raw -71379.696765 + Penalty 2090.705530 = -69288.991234 nChanged 4 SP:Iteration 7Q (19153.490000 sec): 3 clusters Score: Raw -71384.456951 + Penalty 2090.705530 = -69293.751421 nChanged 5 SP:Iteration 8Q (19153.670000 sec): 3 clusters Score: Raw -71391.899024 + Penalty 2090.705530 = -69301.193494 nChanged 4 SP:Iteration 9Q (19153.840000 sec): 3 clusters Score: Raw -71395.418575 + Penalty 2090.705530 = -69304.713045 nChanged 1 SP:Iteration 10Q (19154.050000 sec): 3 clusters Score: Raw -71396.985356 + Penalty 2090.705530 = -69306.279826 nChanged 1 SP:Iteration 11Q (19154.230000 sec): 3 clusters Score: Raw -71398.004042 + Penalty 2090.705530 = -69307.298512 nChanged 1 SP:Iteration 12Q (19154.390000 sec): 3 clusters Score: Raw -71398.803885 + Penalty 2090.705530 = -69308.098355 nChanged 2 SP:Iteration 13Q (19154.580000 sec): 3 clusters Score: Raw -71401.907609 + Penalty 2090.705530 = -69311.202079 nChanged 0 SP:Iteration 14F (19154.780000 sec): 3 clusters Score: Raw -71401.907609 + Penalty 2090.705530 = -69311.202079 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19154.880000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19155.010000 sec): 3 clusters Score: Raw -33754.642008 + Penalty 1866.476036 = -31888.165972 nChanged 56 SP:Iteration 1F (19155.210000 sec): 3 clusters Score: Raw -33886.665209 + Penalty 1866.476036 = -32020.189173 nChanged 12 SP:Iteration 2Q (19155.320000 sec): 3 clusters Score: Raw -33939.760954 + Penalty 1866.476036 = -32073.284918 nChanged 10 SP:Iteration 3Q (19155.490000 sec): 3 clusters Score: Raw -33985.252020 + Penalty 1866.476036 = -32118.775984 nChanged 7 SP:Iteration 4Q (19155.650000 sec): 3 clusters Score: Raw -34008.634393 + Penalty 1866.476036 = -32142.158357 nChanged 5 SP:Iteration 5Q (19155.770000 sec): 3 clusters Score: Raw -34024.628034 + Penalty 1866.476036 = -32158.151998 nChanged 1 SP:Iteration 6Q (19155.920000 sec): 3 clusters Score: Raw -34026.319161 + Penalty 1866.476036 = -32159.843125 nChanged 1 SP:Iteration 7Q (19156.090000 sec): 3 clusters Score: Raw -34027.680693 + Penalty 1866.476036 = -32161.204657 nChanged 0 SP:Iteration 8F (19156.210000 sec): 3 clusters Score: Raw -34027.680693 + Penalty 1866.476036 = -32161.204657 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19156.310000 sec): 2 clusters Score: Raw -93889.998750 + Penalty 1096.100907 = -92793.897843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19156.470000 sec): 3 clusters Score: Raw -93788.493796 + Penalty 2192.201814 = -91596.291982 nChanged 264 SP:Iteration 1F (19156.640000 sec): 3 clusters Score: Raw -94183.616965 + Penalty 2192.201814 = -91991.415152 nChanged 71 SP:Iteration 2F (19156.780000 sec): 3 clusters Score: Raw -94289.197469 + Penalty 2192.201814 = -92096.995655 nChanged 33 SP:Iteration 3Q (19156.930000 sec): 3 clusters Score: Raw -94338.809143 + Penalty 2192.201814 = -92146.607329 nChanged 22 SP:Iteration 4Q (19157.080000 sec): 3 clusters Score: Raw -94365.716522 + Penalty 2192.201814 = -92173.514708 nChanged 16 SP:Iteration 5Q (19157.200000 sec): 3 clusters Score: Raw -94389.033782 + Penalty 2192.201814 = -92196.831969 nChanged 11 SP:Iteration 6Q (19157.360000 sec): 3 clusters Score: Raw -94402.071199 + Penalty 2192.201814 = -92209.869386 nChanged 9 SP:Iteration 7Q (19157.540000 sec): 3 clusters Score: Raw -94413.445571 + Penalty 2192.201814 = -92221.243758 nChanged 8 SP:Iteration 8Q (19157.710000 sec): 3 clusters Score: Raw -94420.772414 + Penalty 2192.201814 = -92228.570601 nChanged 7 SP:Iteration 9Q (19157.870000 sec): 3 clusters Score: Raw -94432.211136 + Penalty 2192.201814 = -92240.009322 nChanged 8 SP:Iteration 10Q (19158.080000 sec): 3 clusters Score: Raw -94439.880546 + Penalty 2192.201814 = -92247.678732 nChanged 7 SP:Iteration 11Q (19158.200000 sec): 3 clusters Score: Raw -94445.859022 + Penalty 2192.201814 = -92253.657208 nChanged 7 SP:Iteration 12Q (19158.380000 sec): 3 clusters Score: Raw -94455.605105 + Penalty 2192.201814 = -92263.403292 nChanged 7 SP:Iteration 13Q (19158.530000 sec): 3 clusters Score: Raw -94462.075502 + Penalty 2192.201814 = -92269.873689 nChanged 7 SP:Iteration 14Q (19158.650000 sec): 3 clusters Score: Raw -94473.409322 + Penalty 2192.201814 = -92281.207508 nChanged 8 SP:Iteration 15Q (19158.780000 sec): 3 clusters Score: Raw -94488.203844 + Penalty 2192.201814 = -92296.002030 nChanged 7 SP:Iteration 16Q (19158.950000 sec): 3 clusters Score: Raw -94495.974143 + Penalty 2192.201814 = -92303.772330 nChanged 6 SP:Iteration 17Q (19159.100000 sec): 3 clusters Score: Raw -94500.621870 + Penalty 2192.201814 = -92308.420056 nChanged 3 SP:Iteration 18Q (19159.210000 sec): 3 clusters Score: Raw -94502.965427 + Penalty 2192.201814 = -92310.763614 nChanged 3 SP:Iteration 19Q (19159.330000 sec): 3 clusters Score: Raw -94507.740756 + Penalty 2192.201814 = -92315.538942 nChanged 3 SP:Iteration 20F (19159.500000 sec): 3 clusters Score: Raw -94511.131417 + Penalty 2192.201814 = -92318.929604 nChanged 2 SP:Iteration 21Q (19159.680000 sec): 3 clusters Score: Raw -94512.855356 + Penalty 2192.201814 = -92320.653542 nChanged 1 SP:Iteration 22Q (19159.820000 sec): 3 clusters Score: Raw -94514.484495 + Penalty 2192.201814 = -92322.282682 nChanged 1 SP:Iteration 23Q (19159.990000 sec): 3 clusters Score: Raw -94515.778004 + Penalty 2192.201814 = -92323.576191 nChanged 2 SP:Iteration 24Q (19160.180000 sec): 3 clusters Score: Raw -94516.952196 + Penalty 2192.201814 = -92324.750382 nChanged 0 SP:Iteration 25F (19160.280000 sec): 3 clusters Score: Raw -94516.952196 + Penalty 2192.201814 = -92324.750382 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19160.430000 sec): 2 clusters Score: Raw -2164961.236570 + Penalty 1583.251155 = -2163377.985415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19160.700000 sec): 3 clusters Score: Raw -2154859.165937 + Penalty 3166.502310 = -2151692.663627 nChanged 7646 SP:Iteration 1F (19160.990000 sec): 3 clusters Score: Raw -2158837.837077 + Penalty 3166.502310 = -2155671.334766 nChanged 861 SP:Iteration 2F (19161.290000 sec): 3 clusters Score: Raw -2159177.005873 + Penalty 3166.502310 = -2156010.503563 nChanged 795 SP:Iteration 3Q (19161.550000 sec): 3 clusters Score: Raw -2159547.683125 + Penalty 3166.502310 = -2156381.180815 nChanged 808 SP:Iteration 4Q (19161.830000 sec): 3 clusters Score: Raw -2159971.837661 + Penalty 3166.502310 = -2156805.335351 nChanged 849 SP:Iteration 5Q (19162.130000 sec): 3 clusters Score: Raw -2160476.643301 + Penalty 3166.502310 = -2157310.140991 nChanged 874 SP:Iteration 6F (19162.380000 sec): 3 clusters Score: Raw -2161086.452685 + Penalty 3166.502310 = -2157919.950375 nChanged 918 SP:Iteration 7F (19162.700000 sec): 3 clusters Score: Raw -2161776.188170 + Penalty 3166.502310 = -2158609.685860 nChanged 940 SP:Iteration 8F (19162.940000 sec): 3 clusters Score: Raw -2162546.097805 + Penalty 3166.502310 = -2159379.595494 nChanged 903 SP:Iteration 9F (19163.210000 sec): 3 clusters Score: Raw -2163300.460685 + Penalty 3166.502310 = -2160133.958375 nChanged 770 SP:Iteration 10Q (19163.450000 sec): 3 clusters Score: Raw -2163966.753433 + Penalty 3166.502310 = -2160800.251123 nChanged 579 SP:Iteration 11Q (19163.750000 sec): 3 clusters Score: Raw -2164452.927522 + Penalty 3166.502310 = -2161286.425212 nChanged 344 SP:Iteration 12Q (19164.070000 sec): 3 clusters Score: Raw -2164716.277726 + Penalty 3166.502310 = -2161549.775416 nChanged 196 SP:Iteration 13Q (19164.340000 sec): 3 clusters Score: Raw -2164868.918284 + Penalty 3166.502310 = -2161702.415974 nChanged 132 SP:Iteration 14Q (19164.580000 sec): 3 clusters Score: Raw -2164964.786738 + Penalty 3166.502310 = -2161798.284428 nChanged 88 SP:Iteration 15Q (19164.770000 sec): 3 clusters Score: Raw -2165032.667215 + Penalty 3166.502310 = -2161866.164905 nChanged 65 SP:Iteration 16Q (19165.100000 sec): 3 clusters Score: Raw -2165087.573409 + Penalty 3166.502310 = -2161921.071098 nChanged 50 SP:Iteration 17Q (19165.330000 sec): 3 clusters Score: Raw -2165119.318229 + Penalty 3166.502310 = -2161952.815919 nChanged 31 SP:Iteration 18Q (19165.610000 sec): 3 clusters Score: Raw -2165140.972670 + Penalty 3166.502310 = -2161974.470360 nChanged 19 SP:Iteration 19Q (19165.860000 sec): 3 clusters Score: Raw -2165155.598996 + Penalty 3166.502310 = -2161989.096686 nChanged 18 SP:Iteration 20F (19166.160000 sec): 3 clusters Score: Raw -2165172.070010 + Penalty 3166.502310 = -2162005.567699 nChanged 22 SP:Iteration 21Q (19166.440000 sec): 3 clusters Score: Raw -2165191.335183 + Penalty 3166.502310 = -2162024.832873 nChanged 10 SP:Iteration 22Q (19166.700000 sec): 3 clusters Score: Raw -2165200.680199 + Penalty 3166.502310 = -2162034.177889 nChanged 12 SP:Iteration 23Q (19166.970000 sec): 3 clusters Score: Raw -2165209.213293 + Penalty 3166.502310 = -2162042.710983 nChanged 10 SP:Iteration 24Q (19167.220000 sec): 3 clusters Score: Raw -2165215.242620 + Penalty 3166.502310 = -2162048.740310 nChanged 3 SP:Iteration 25Q (19167.480000 sec): 3 clusters Score: Raw -2165216.910010 + Penalty 3166.502310 = -2162050.407699 nChanged 0 SP:Iteration 26F (19167.820000 sec): 3 clusters Score: Raw -2165216.910010 + Penalty 3166.502310 = -2162050.407699 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19167.970000 sec): 2 clusters Score: Raw -742483.974723 + Penalty 1408.777358 = -741075.197365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19168.140000 sec): 3 clusters Score: Raw -739358.921848 + Penalty 2817.554715 = -736541.367133 nChanged 2392 SP:Iteration 1F (19168.340000 sec): 3 clusters Score: Raw -740633.312330 + Penalty 2817.554715 = -737815.757615 nChanged 388 SP:Iteration 2F (19168.520000 sec): 3 clusters Score: Raw -740825.839331 + Penalty 2817.554715 = -738008.284616 nChanged 311 SP:Iteration 3F (19168.750000 sec): 3 clusters Score: Raw -740961.333641 + Penalty 2817.554715 = -738143.778925 nChanged 247 SP:Iteration 4Q (19168.970000 sec): 3 clusters Score: Raw -741060.794423 + Penalty 2817.554715 = -738243.239708 nChanged 187 SP:Iteration 5Q (19169.170000 sec): 3 clusters Score: Raw -741145.804166 + Penalty 2817.554715 = -738328.249451 nChanged 196 SP:Iteration 6Q (19169.340000 sec): 3 clusters Score: Raw -741239.281872 + Penalty 2817.554715 = -738421.727156 nChanged 201 SP:Iteration 7Q (19169.560000 sec): 3 clusters Score: Raw -741344.635938 + Penalty 2817.554715 = -738527.081222 nChanged 214 SP:Iteration 8Q (19169.780000 sec): 3 clusters Score: Raw -741465.890455 + Penalty 2817.554715 = -738648.335739 nChanged 224 SP:Iteration 9Q (19170.010000 sec): 3 clusters Score: Raw -741597.893372 + Penalty 2817.554715 = -738780.338656 nChanged 235 SP:Iteration 10Q (19170.260000 sec): 3 clusters Score: Raw -741762.334777 + Penalty 2817.554715 = -738944.780062 nChanged 251 SP:Iteration 11Q (19170.450000 sec): 3 clusters Score: Raw -741952.113631 + Penalty 2817.554715 = -739134.558915 nChanged 217 SP:Iteration 12Q (19170.650000 sec): 3 clusters Score: Raw -742122.615498 + Penalty 2817.554715 = -739305.060782 nChanged 168 SP:Iteration 13Q (19170.850000 sec): 3 clusters Score: Raw -742271.810513 + Penalty 2817.554715 = -739454.255798 nChanged 156 SP:Iteration 14Q (19171.020000 sec): 3 clusters Score: Raw -742410.709793 + Penalty 2817.554715 = -739593.155077 nChanged 121 SP:Iteration 15Q (19171.180000 sec): 3 clusters Score: Raw -742514.991523 + Penalty 2817.554715 = -739697.436807 nChanged 96 SP:Iteration 16Q (19171.380000 sec): 3 clusters Score: Raw -742584.853657 + Penalty 2817.554715 = -739767.298942 nChanged 59 SP:Iteration 17Q (19171.590000 sec): 3 clusters Score: Raw -742617.119536 + Penalty 2817.554715 = -739799.564821 nChanged 46 SP:Iteration 18Q (19171.760000 sec): 3 clusters Score: Raw -742641.271382 + Penalty 2817.554715 = -739823.716667 nChanged 36 SP:Iteration 19Q (19171.940000 sec): 3 clusters Score: Raw -742660.867196 + Penalty 2817.554715 = -739843.312480 nChanged 27 SP:Iteration 20F (19172.150000 sec): 3 clusters Score: Raw -742672.507032 + Penalty 2817.554715 = -739854.952316 nChanged 21 SP:Iteration 21Q (19172.350000 sec): 3 clusters Score: Raw -742682.580651 + Penalty 2817.554715 = -739865.025936 nChanged 16 SP:Iteration 22Q (19172.560000 sec): 3 clusters Score: Raw -742688.877654 + Penalty 2817.554715 = -739871.322938 nChanged 12 SP:Iteration 23Q (19172.730000 sec): 3 clusters Score: Raw -742694.577864 + Penalty 2817.554715 = -739877.023148 nChanged 12 SP:Iteration 24Q (19172.920000 sec): 3 clusters Score: Raw -742698.535912 + Penalty 2817.554715 = -739880.981197 nChanged 10 SP:Iteration 25Q (19173.180000 sec): 3 clusters Score: Raw -742702.501664 + Penalty 2817.554715 = -739884.946948 nChanged 9 SP:Iteration 26Q (19173.390000 sec): 3 clusters Score: Raw -742705.862593 + Penalty 2817.554715 = -739888.307877 nChanged 5 SP:Iteration 27Q (19173.580000 sec): 3 clusters Score: Raw -742707.145029 + Penalty 2817.554715 = -739889.590314 nChanged 2 SP:Iteration 28Q (19173.800000 sec): 3 clusters Score: Raw -742707.870262 + Penalty 2817.554715 = -739890.315546 nChanged 4 SP:Iteration 29Q (19174.050000 sec): 3 clusters Score: Raw -742709.555369 + Penalty 2817.554715 = -739892.000653 nChanged 6 SP:Iteration 30Q (19174.230000 sec): 3 clusters Score: Raw -742712.065544 + Penalty 2817.554715 = -739894.510829 nChanged 5 SP:Iteration 31Q (19174.430000 sec): 3 clusters Score: Raw -742714.002379 + Penalty 2817.554715 = -739896.447664 nChanged 5 SP:Iteration 32Q (19174.600000 sec): 3 clusters Score: Raw -742716.288138 + Penalty 2817.554715 = -739898.733423 nChanged 4 SP:Iteration 33Q (19174.820000 sec): 3 clusters Score: Raw -742717.614894 + Penalty 2817.554715 = -739900.060179 nChanged 6 SP:Iteration 34Q (19175.090000 sec): 3 clusters Score: Raw -742721.103202 + Penalty 2817.554715 = -739903.548486 nChanged 6 SP:Iteration 35Q (19175.260000 sec): 3 clusters Score: Raw -742725.314135 + Penalty 2817.554715 = -739907.759419 nChanged 4 SP:Iteration 36Q (19175.510000 sec): 3 clusters Score: Raw -742727.527695 + Penalty 2817.554715 = -739909.972980 nChanged 4 SP:Iteration 37Q (19175.710000 sec): 3 clusters Score: Raw -742729.670376 + Penalty 2817.554715 = -739912.115660 nChanged 4 SP:Iteration 38Q (19175.900000 sec): 3 clusters Score: Raw -742731.395976 + Penalty 2817.554715 = -739913.841260 nChanged 5 SP:Iteration 39Q (19176.110000 sec): 3 clusters Score: Raw -742733.233805 + Penalty 2817.554715 = -739915.679090 nChanged 3 SP:Iteration 40F (19176.320000 sec): 3 clusters Score: Raw -742734.387769 + Penalty 2817.554715 = -739916.833053 nChanged 1 SP:Iteration 41Q (19176.520000 sec): 3 clusters Score: Raw -742734.763749 + Penalty 2817.554715 = -739917.209033 nChanged 1 SP:Iteration 42Q (19176.760000 sec): 3 clusters Score: Raw -742734.977350 + Penalty 2817.554715 = -739917.422635 nChanged 0 SP:Iteration 43F (19176.990000 sec): 3 clusters Score: Raw -742734.977350 + Penalty 2817.554715 = -739917.422635 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (8978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19177.170000 sec): 2 clusters Score: Raw -1103884.983007 + Penalty 1479.161518 = -1102405.821489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19177.420000 sec): 3 clusters Score: Raw -1098854.302024 + Penalty 2958.323036 = -1095895.978988 nChanged 3861 SP:Iteration 1F (19177.640000 sec): 3 clusters Score: Raw -1100898.700754 + Penalty 2958.323036 = -1097940.377718 nChanged 548 SP:Iteration 2F (19177.860000 sec): 3 clusters Score: Raw -1101138.834496 + Penalty 2958.323036 = -1098180.511460 nChanged 421 SP:Iteration 3Q (19178.150000 sec): 3 clusters Score: Raw -1101321.425253 + Penalty 2958.323036 = -1098363.102217 nChanged 410 SP:Iteration 4Q (19178.350000 sec): 3 clusters Score: Raw -1101504.459215 + Penalty 2958.323036 = -1098546.136179 nChanged 418 SP:Iteration 5Q (19178.600000 sec): 3 clusters Score: Raw -1101710.661329 + Penalty 2958.323036 = -1098752.338293 nChanged 450 SP:Iteration 6F (19178.800000 sec): 3 clusters Score: Raw -1101970.271745 + Penalty 2958.323036 = -1099011.948708 nChanged 481 SP:Iteration 7F (19179.050000 sec): 3 clusters Score: Raw -1102284.900248 + Penalty 2958.323036 = -1099326.577211 nChanged 506 SP:Iteration 8F (19179.280000 sec): 3 clusters Score: Raw -1102675.041902 + Penalty 2958.323036 = -1099716.718865 nChanged 449 SP:Iteration 9F (19179.540000 sec): 3 clusters Score: Raw -1103057.300505 + Penalty 2958.323036 = -1100098.977468 nChanged 382 SP:Iteration 10Q (19179.750000 sec): 3 clusters Score: Raw -1103409.262188 + Penalty 2958.323036 = -1100450.939151 nChanged 268 SP:Iteration 11Q (19179.940000 sec): 3 clusters Score: Raw -1103702.287384 + Penalty 2958.323036 = -1100743.964348 nChanged 202 SP:Iteration 12Q (19180.240000 sec): 3 clusters Score: Raw -1103922.432954 + Penalty 2958.323036 = -1100964.109918 nChanged 135 SP:Iteration 13Q (19180.470000 sec): 3 clusters Score: Raw -1104050.049380 + Penalty 2958.323036 = -1101091.726344 nChanged 97 SP:Iteration 14Q (19180.690000 sec): 3 clusters Score: Raw -1104127.097691 + Penalty 2958.323036 = -1101168.774655 nChanged 62 SP:Iteration 15Q (19180.930000 sec): 3 clusters Score: Raw -1104168.190050 + Penalty 2958.323036 = -1101209.867014 nChanged 44 SP:Iteration 16Q (19181.150000 sec): 3 clusters Score: Raw -1104195.172111 + Penalty 2958.323036 = -1101236.849075 nChanged 31 SP:Iteration 17Q (19181.350000 sec): 3 clusters Score: Raw -1104213.139135 + Penalty 2958.323036 = -1101254.816098 nChanged 23 SP:Iteration 18Q (19181.550000 sec): 3 clusters Score: Raw -1104222.297671 + Penalty 2958.323036 = -1101263.974635 nChanged 12 SP:Iteration 19Q (19181.770000 sec): 3 clusters Score: Raw -1104227.183143 + Penalty 2958.323036 = -1101268.860106 nChanged 9 SP:Iteration 20F (19182.000000 sec): 3 clusters Score: Raw -1104230.219107 + Penalty 2958.323036 = -1101271.896071 nChanged 6 SP:Iteration 21Q (19182.170000 sec): 3 clusters Score: Raw -1104232.256639 + Penalty 2958.323036 = -1101273.933603 nChanged 5 SP:Iteration 22Q (19182.420000 sec): 3 clusters Score: Raw -1104233.570103 + Penalty 2958.323036 = -1101275.247066 nChanged 2 SP:Iteration 23Q (19182.630000 sec): 3 clusters Score: Raw -1104233.863749 + Penalty 2958.323036 = -1101275.540713 nChanged 3 SP:Iteration 24Q (19182.770000 sec): 3 clusters Score: Raw -1104234.961412 + Penalty 2958.323036 = -1101276.638376 nChanged 4 SP:Iteration 25Q (19183.050000 sec): 3 clusters Score: Raw -1104235.923225 + Penalty 2958.323036 = -1101277.600189 nChanged 4 SP:Iteration 26Q (19183.250000 sec): 3 clusters Score: Raw -1104236.913974 + Penalty 2958.323036 = -1101278.590937 nChanged 3 SP:Iteration 27Q (19183.440000 sec): 3 clusters Score: Raw -1104237.318160 + Penalty 2958.323036 = -1101278.995124 nChanged 0 SP:Iteration 28F (19183.660000 sec): 3 clusters Score: Raw -1104237.318160 + Penalty 2958.323036 = -1101278.995124 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (17017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19183.820000 sec): 2 clusters Score: Raw -2005627.304093 + Penalty 1583.069820 = -2004044.234273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19184.070000 sec): 3 clusters Score: Raw -1995641.565598 + Penalty 3166.139640 = -1992475.425958 nChanged 7530 SP:Iteration 1F (19184.320000 sec): 3 clusters Score: Raw -1999601.872934 + Penalty 3166.139640 = -1996435.733294 nChanged 809 SP:Iteration 2Q (19184.550000 sec): 3 clusters Score: Raw -1999864.747687 + Penalty 3166.139640 = -1996698.608047 nChanged 712 SP:Iteration 3Q (19184.850000 sec): 3 clusters Score: Raw -2000091.354866 + Penalty 3166.139640 = -1996925.215226 nChanged 669 SP:Iteration 4Q (19185.150000 sec): 3 clusters Score: Raw -2000318.824019 + Penalty 3166.139640 = -1997152.684379 nChanged 680 SP:Iteration 5Q (19185.420000 sec): 3 clusters Score: Raw -2000579.081684 + Penalty 3166.139640 = -1997412.942044 nChanged 766 SP:Iteration 6Q (19185.760000 sec): 3 clusters Score: Raw -2000933.710649 + Penalty 3166.139640 = -1997767.571009 nChanged 869 SP:Iteration 7F (19186.060000 sec): 3 clusters Score: Raw -2001446.745433 + Penalty 3166.139640 = -1998280.605793 nChanged 1037 SP:Iteration 8F (19186.340000 sec): 3 clusters Score: Raw -2002207.527096 + Penalty 3166.139640 = -1999041.387456 nChanged 1164 SP:Iteration 9F (19186.630000 sec): 3 clusters Score: Raw -2003182.607629 + Penalty 3166.139640 = -2000016.467988 nChanged 1086 SP:Iteration 10F (19186.880000 sec): 3 clusters Score: Raw -2004134.721283 + Penalty 3166.139640 = -2000968.581643 nChanged 850 SP:Iteration 11Q (19187.140000 sec): 3 clusters Score: Raw -2004861.962285 + Penalty 3166.139640 = -2001695.822645 nChanged 513 SP:Iteration 12Q (19187.370000 sec): 3 clusters Score: Raw -2005263.080835 + Penalty 3166.139640 = -2002096.941195 nChanged 282 SP:Iteration 13Q (19187.630000 sec): 3 clusters Score: Raw -2005439.597058 + Penalty 3166.139640 = -2002273.457418 nChanged 149 SP:Iteration 14Q (19187.930000 sec): 3 clusters Score: Raw -2005517.809343 + Penalty 3166.139640 = -2002351.669703 nChanged 104 SP:Iteration 15Q (19188.200000 sec): 3 clusters Score: Raw -2005572.466668 + Penalty 3166.139640 = -2002406.327028 nChanged 72 SP:Iteration 16Q (19188.400000 sec): 3 clusters Score: Raw -2005606.695007 + Penalty 3166.139640 = -2002440.555367 nChanged 64 SP:Iteration 17Q (19188.690000 sec): 3 clusters Score: Raw -2005638.285676 + Penalty 3166.139640 = -2002472.146036 nChanged 59 SP:Iteration 18Q (19188.910000 sec): 3 clusters Score: Raw -2005666.635231 + Penalty 3166.139640 = -2002500.495591 nChanged 45 SP:Iteration 19Q (19189.190000 sec): 3 clusters Score: Raw -2005689.451564 + Penalty 3166.139640 = -2002523.311924 nChanged 44 SP:Iteration 20F (19189.430000 sec): 3 clusters Score: Raw -2005711.107074 + Penalty 3166.139640 = -2002544.967434 nChanged 28 SP:Iteration 21Q (19189.720000 sec): 3 clusters Score: Raw -2005723.277286 + Penalty 3166.139640 = -2002557.137645 nChanged 22 SP:Iteration 22Q (19189.980000 sec): 3 clusters Score: Raw -2005731.209467 + Penalty 3166.139640 = -2002565.069827 nChanged 15 SP:Iteration 23Q (19190.240000 sec): 3 clusters Score: Raw -2005735.822826 + Penalty 3166.139640 = -2002569.683186 nChanged 11 SP:Iteration 24Q (19190.510000 sec): 3 clusters Score: Raw -2005740.861521 + Penalty 3166.139640 = -2002574.721881 nChanged 18 SP:Iteration 25Q (19190.770000 sec): 3 clusters Score: Raw -2005750.302536 + Penalty 3166.139640 = -2002584.162896 nChanged 20 SP:Iteration 26Q (19191.060000 sec): 3 clusters Score: Raw -2005760.774456 + Penalty 3166.139640 = -2002594.634816 nChanged 19 SP:Iteration 27Q (19191.290000 sec): 3 clusters Score: Raw -2005768.374989 + Penalty 3166.139640 = -2002602.235349 nChanged 8 SP:Iteration 28Q (19191.520000 sec): 3 clusters Score: Raw -2005772.343154 + Penalty 3166.139640 = -2002606.203514 nChanged 14 SP:Iteration 29Q (19191.810000 sec): 3 clusters Score: Raw -2005778.625055 + Penalty 3166.139640 = -2002612.485415 nChanged 8 SP:Iteration 30Q (19192.060000 sec): 3 clusters Score: Raw -2005782.691344 + Penalty 3166.139640 = -2002616.551704 nChanged 8 SP:Iteration 31Q (19192.290000 sec): 3 clusters Score: Raw -2005786.633495 + Penalty 3166.139640 = -2002620.493855 nChanged 6 SP:Iteration 32Q (19192.580000 sec): 3 clusters Score: Raw -2005790.239702 + Penalty 3166.139640 = -2002624.100062 nChanged 7 SP:Iteration 33Q (19192.860000 sec): 3 clusters Score: Raw -2005794.556152 + Penalty 3166.139640 = -2002628.416512 nChanged 5 SP:Iteration 34Q (19193.110000 sec): 3 clusters Score: Raw -2005797.918806 + Penalty 3166.139640 = -2002631.779165 nChanged 3 SP:Iteration 35Q (19193.390000 sec): 3 clusters Score: Raw -2005798.878657 + Penalty 3166.139640 = -2002632.739017 nChanged 2 SP:Iteration 36Q (19193.730000 sec): 3 clusters Score: Raw -2005799.544308 + Penalty 3166.139640 = -2002633.404668 nChanged 3 SP:Iteration 37Q (19193.960000 sec): 3 clusters Score: Raw -2005801.011924 + Penalty 3166.139640 = -2002634.872284 nChanged 2 SP:Iteration 38Q (19194.240000 sec): 3 clusters Score: Raw -2005801.442858 + Penalty 3166.139640 = -2002635.303218 nChanged 2 SP:Iteration 39Q (19194.500000 sec): 3 clusters Score: Raw -2005801.887799 + Penalty 3166.139640 = -2002635.748159 nChanged 0 SP:Iteration 40F (19194.710000 sec): 3 clusters Score: Raw -2005801.887799 + Penalty 3166.139640 = -2002635.748159 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19194.840000 sec): 2 clusters Score: Raw -32129.281904 + Penalty 921.355650 = -31207.926254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19195.010000 sec): 3 clusters Score: Raw -32186.790394 + Penalty 1842.711300 = -30344.079094 nChanged 53 SP:Iteration 1F (19195.190000 sec): 3 clusters Score: Raw -32331.591022 + Penalty 1842.711300 = -30488.879722 nChanged 12 SP:Iteration 2Q (19195.360000 sec): 3 clusters Score: Raw -32381.870075 + Penalty 1842.711300 = -30539.158775 nChanged 9 SP:Iteration 3Q (19195.550000 sec): 3 clusters Score: Raw -32398.552326 + Penalty 1842.711300 = -30555.841026 nChanged 4 SP:Iteration 4Q (19195.790000 sec): 3 clusters Score: Raw -32408.975590 + Penalty 1842.711300 = -30566.264290 nChanged 2 SP:Iteration 5Q (19195.960000 sec): 3 clusters Score: Raw -32414.269287 + Penalty 1842.711300 = -30571.557987 nChanged 0 SP:Iteration 6F (19196.120000 sec): 3 clusters Score: Raw -32414.269287 + Penalty 1842.711300 = -30571.557987 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19196.250000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19196.420000 sec): 3 clusters Score: Raw -49665.931928 + Penalty 1972.989762 = -47692.942167 nChanged 83 SP:Iteration 1F (19196.590000 sec): 3 clusters Score: Raw -49809.370028 + Penalty 1972.989762 = -47836.380266 nChanged 23 SP:Iteration 2F (19196.850000 sec): 3 clusters Score: Raw -49858.029037 + Penalty 1972.989762 = -47885.039276 nChanged 14 SP:Iteration 3Q (19197.020000 sec): 3 clusters Score: Raw -49885.365764 + Penalty 1972.989762 = -47912.376002 nChanged 7 SP:Iteration 4Q (19197.230000 sec): 3 clusters Score: Raw -49895.588189 + Penalty 1972.989762 = -47922.598428 nChanged 4 SP:Iteration 5Q (19197.450000 sec): 3 clusters Score: Raw -49903.284646 + Penalty 1972.989762 = -47930.294885 nChanged 4 SP:Iteration 6Q (19197.720000 sec): 3 clusters Score: Raw -49911.984322 + Penalty 1972.989762 = -47938.994560 nChanged 3 SP:Iteration 7Q (19197.940000 sec): 3 clusters Score: Raw -49918.160202 + Penalty 1972.989762 = -47945.170440 nChanged 2 SP:Iteration 8Q (19198.170000 sec): 3 clusters Score: Raw -49922.326529 + Penalty 1972.989762 = -47949.336768 nChanged 1 SP:Iteration 9Q (19198.340000 sec): 3 clusters Score: Raw -49923.835128 + Penalty 1972.989762 = -47950.845367 nChanged 2 SP:Iteration 10Q (19198.560000 sec): 3 clusters Score: Raw -49931.716952 + Penalty 1972.989762 = -47958.727190 nChanged 4 SP:Iteration 11Q (19198.760000 sec): 3 clusters Score: Raw -49944.967075 + Penalty 1972.989762 = -47971.977314 nChanged 4 SP:Iteration 12Q (19198.960000 sec): 3 clusters Score: Raw -49964.070809 + Penalty 1972.989762 = -47991.081048 nChanged 4 SP:Iteration 13Q (19199.140000 sec): 3 clusters Score: Raw -49975.157112 + Penalty 1972.989762 = -48002.167351 nChanged 5 SP:Iteration 14Q (19199.350000 sec): 3 clusters Score: Raw -49985.492580 + Penalty 1972.989762 = -48012.502818 nChanged 1 SP:Iteration 15Q (19199.530000 sec): 3 clusters Score: Raw -49987.043968 + Penalty 1972.989762 = -48014.054206 nChanged 2 SP:Iteration 16Q (19199.760000 sec): 3 clusters Score: Raw -49991.171792 + Penalty 1972.989762 = -48018.182031 nChanged 2 SP:Iteration 17Q (19199.940000 sec): 3 clusters Score: Raw -49995.525567 + Penalty 1972.989762 = -48022.535805 nChanged 2 SP:Iteration 18Q (19200.130000 sec): 3 clusters Score: Raw -49997.847655 + Penalty 1972.989762 = -48024.857893 nChanged 1 SP:Iteration 19Q (19200.330000 sec): 3 clusters Score: Raw -49998.979020 + Penalty 1972.989762 = -48025.989259 nChanged 0 SP:Iteration 20F (19200.510000 sec): 3 clusters Score: Raw -49998.979020 + Penalty 1972.989762 = -48025.989259 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19200.780000 sec): 2 clusters Score: Raw -3473641.551026 + Penalty 1660.135073 = -3471981.415953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19201.080000 sec): 3 clusters Score: Raw -3456826.413343 + Penalty 3320.270146 = -3453506.143197 nChanged 12498 SP:Iteration 1F (19201.430000 sec): 3 clusters Score: Raw -3463630.097637 + Penalty 3320.270146 = -3460309.827491 nChanged 1281 SP:Iteration 2Q (19201.780000 sec): 3 clusters Score: Raw -3464090.251016 + Penalty 3320.270146 = -3460769.980870 nChanged 1358 SP:Iteration 3Q (19202.150000 sec): 3 clusters Score: Raw -3464636.592985 + Penalty 3320.270146 = -3461316.322839 nChanged 1488 SP:Iteration 4F (19202.440000 sec): 3 clusters Score: Raw -3465377.057225 + Penalty 3320.270146 = -3462056.787079 nChanged 1748 SP:Iteration 5F (19202.750000 sec): 3 clusters Score: Raw -3466460.430209 + Penalty 3320.270146 = -3463140.160063 nChanged 2018 SP:Iteration 6F (19203.040000 sec): 3 clusters Score: Raw -3468045.886657 + Penalty 3320.270146 = -3464725.616511 nChanged 2035 SP:Iteration 7F (19203.400000 sec): 3 clusters Score: Raw -3469968.566074 + Penalty 3320.270146 = -3466648.295928 nChanged 1561 SP:Iteration 8F (19203.680000 sec): 3 clusters Score: Raw -3471652.030619 + Penalty 3320.270146 = -3468331.760474 nChanged 1055 SP:Iteration 9Q (19203.970000 sec): 3 clusters Score: Raw -3472603.407818 + Penalty 3320.270146 = -3469283.137672 nChanged 616 SP:Iteration 10Q (19204.230000 sec): 3 clusters Score: Raw -3472947.816952 + Penalty 3320.270146 = -3469627.546806 nChanged 352 SP:Iteration 11Q (19204.530000 sec): 3 clusters Score: Raw -3473100.343818 + Penalty 3320.270146 = -3469780.073672 nChanged 223 SP:Iteration 12Q (19204.820000 sec): 3 clusters Score: Raw -3473182.870735 + Penalty 3320.270146 = -3469862.600590 nChanged 199 SP:Iteration 13Q (19205.110000 sec): 3 clusters Score: Raw -3473246.102703 + Penalty 3320.270146 = -3469925.832557 nChanged 177 SP:Iteration 14Q (19205.380000 sec): 3 clusters Score: Raw -3473304.940666 + Penalty 3320.270146 = -3469984.670520 nChanged 155 SP:Iteration 15Q (19205.690000 sec): 3 clusters Score: Raw -3473359.471338 + Penalty 3320.270146 = -3470039.201192 nChanged 144 SP:Iteration 16Q (19205.950000 sec): 3 clusters Score: Raw -3473403.733139 + Penalty 3320.270146 = -3470083.462993 nChanged 132 SP:Iteration 17Q (19206.290000 sec): 3 clusters Score: Raw -3473440.583590 + Penalty 3320.270146 = -3470120.313444 nChanged 106 SP:Iteration 18Q (19206.580000 sec): 3 clusters Score: Raw -3473469.531415 + Penalty 3320.270146 = -3470149.261269 nChanged 102 SP:Iteration 19Q (19206.880000 sec): 3 clusters Score: Raw -3473498.641418 + Penalty 3320.270146 = -3470178.371272 nChanged 82 SP:Iteration 20F (19207.220000 sec): 3 clusters Score: Raw -3473521.933137 + Penalty 3320.270146 = -3470201.662992 nChanged 77 SP:Iteration 21Q (19207.480000 sec): 3 clusters Score: Raw -3473540.854234 + Penalty 3320.270146 = -3470220.584088 nChanged 61 SP:Iteration 22Q (19207.750000 sec): 3 clusters Score: Raw -3473554.696240 + Penalty 3320.270146 = -3470234.426094 nChanged 60 SP:Iteration 23Q (19208.060000 sec): 3 clusters Score: Raw -3473568.155886 + Penalty 3320.270146 = -3470247.885740 nChanged 51 SP:Iteration 24Q (19208.360000 sec): 3 clusters Score: Raw -3473579.324924 + Penalty 3320.270146 = -3470259.054778 nChanged 44 SP:Iteration 25Q (19208.680000 sec): 3 clusters Score: Raw -3473590.889521 + Penalty 3320.270146 = -3470270.619375 nChanged 46 SP:Iteration 26Q (19208.970000 sec): 3 clusters Score: Raw -3473603.022703 + Penalty 3320.270146 = -3470282.752557 nChanged 48 SP:Iteration 27Q (19209.230000 sec): 3 clusters Score: Raw -3473617.271154 + Penalty 3320.270146 = -3470297.001008 nChanged 47 SP:Iteration 28Q (19209.540000 sec): 3 clusters Score: Raw -3473629.916434 + Penalty 3320.270146 = -3470309.646288 nChanged 49 SP:Iteration 29Q (19209.820000 sec): 3 clusters Score: Raw -3473644.414764 + Penalty 3320.270146 = -3470324.144618 nChanged 45 SP:Iteration 30Q (19210.150000 sec): 3 clusters Score: Raw -3473655.998273 + Penalty 3320.270146 = -3470335.728127 nChanged 36 SP:Iteration 31Q (19210.390000 sec): 3 clusters Score: Raw -3473664.454739 + Penalty 3320.270146 = -3470344.184593 nChanged 37 SP:Iteration 32Q (19210.700000 sec): 3 clusters Score: Raw -3473675.457468 + Penalty 3320.270146 = -3470355.187322 nChanged 45 SP:Iteration 33Q (19211.020000 sec): 3 clusters Score: Raw -3473688.943248 + Penalty 3320.270146 = -3470368.673103 nChanged 49 SP:Iteration 34Q (19211.340000 sec): 3 clusters Score: Raw -3473703.554516 + Penalty 3320.270146 = -3470383.284370 nChanged 40 SP:Iteration 35Q (19211.590000 sec): 3 clusters Score: Raw -3473714.022931 + Penalty 3320.270146 = -3470393.752785 nChanged 33 SP:Iteration 36Q (19211.820000 sec): 3 clusters Score: Raw -3473722.000179 + Penalty 3320.270146 = -3470401.730033 nChanged 27 SP:Iteration 37Q (19212.100000 sec): 3 clusters Score: Raw -3473729.460694 + Penalty 3320.270146 = -3470409.190548 nChanged 28 SP:Iteration 38Q (19212.420000 sec): 3 clusters Score: Raw -3473736.356804 + Penalty 3320.270146 = -3470416.086659 nChanged 21 SP:Iteration 39Q (19212.700000 sec): 3 clusters Score: Raw -3473742.026403 + Penalty 3320.270146 = -3470421.756257 nChanged 13 SP:Iteration 40F (19213.030000 sec): 3 clusters Score: Raw -3473744.962127 + Penalty 3320.270146 = -3470424.691981 nChanged 14 SP:Iteration 41Q (19213.290000 sec): 3 clusters Score: Raw -3473747.577707 + Penalty 3320.270146 = -3470427.307561 nChanged 7 SP:Iteration 42Q (19213.560000 sec): 3 clusters Score: Raw -3473749.091363 + Penalty 3320.270146 = -3470428.821217 nChanged 6 SP:Iteration 43Q (19213.890000 sec): 3 clusters Score: Raw -3473750.245256 + Penalty 3320.270146 = -3470429.975110 nChanged 8 SP:Iteration 44Q (19214.180000 sec): 3 clusters Score: Raw -3473751.955573 + Penalty 3320.270146 = -3470431.685428 nChanged 7 SP:Iteration 45Q (19214.500000 sec): 3 clusters Score: Raw -3473754.106611 + Penalty 3320.270146 = -3470433.836465 nChanged 11 SP:Iteration 46Q (19214.780000 sec): 3 clusters Score: Raw -3473757.062527 + Penalty 3320.270146 = -3470436.792381 nChanged 12 SP:Iteration 47Q (19215.070000 sec): 3 clusters Score: Raw -3473760.447686 + Penalty 3320.270146 = -3470440.177540 nChanged 14 SP:Iteration 48Q (19215.360000 sec): 3 clusters Score: Raw -3473763.873590 + Penalty 3320.270146 = -3470443.603444 nChanged 16 SP:Iteration 49Q (19215.660000 sec): 3 clusters Score: Raw -3473766.706445 + Penalty 3320.270146 = -3470446.436299 nChanged 11 SP:Iteration 50Q (19215.940000 sec): 3 clusters Score: Raw -3473769.242703 + Penalty 3320.270146 = -3470448.972557 nChanged 8 SP:Iteration 51Q (19216.260000 sec): 3 clusters Score: Raw -3473770.909435 + Penalty 3320.270146 = -3470450.639290 nChanged 8 SP:Iteration 52Q (19216.560000 sec): 3 clusters Score: Raw -3473772.427289 + Penalty 3320.270146 = -3470452.157143 nChanged 5 SP:Iteration 53Q (19216.850000 sec): 3 clusters Score: Raw -3473773.591929 + Penalty 3320.270146 = -3470453.321783 nChanged 4 SP:Iteration 54Q (19217.130000 sec): 3 clusters Score: Raw -3473773.977987 + Penalty 3320.270146 = -3470453.707841 nChanged 3 SP:Iteration 55Q (19217.490000 sec): 3 clusters Score: Raw -3473774.571217 + Penalty 3320.270146 = -3470454.301071 nChanged 3 SP:Iteration 56Q (19217.810000 sec): 3 clusters Score: Raw -3473775.203992 + Penalty 3320.270146 = -3470454.933846 nChanged 3 SP:Iteration 57Q (19218.120000 sec): 3 clusters Score: Raw -3473775.985895 + Penalty 3320.270146 = -3470455.715749 nChanged 6 SP:Iteration 58Q (19218.470000 sec): 3 clusters Score: Raw -3473777.611748 + Penalty 3320.270146 = -3470457.341603 nChanged 6 SP:Iteration 59Q (19218.800000 sec): 3 clusters Score: Raw -3473779.318578 + Penalty 3320.270146 = -3470459.048432 nChanged 7 SP:Iteration 60F (19219.130000 sec): 3 clusters Score: Raw -3473780.679213 + Penalty 3320.270146 = -3470460.409067 nChanged 2 SP:Iteration 61Q (19219.440000 sec): 3 clusters Score: Raw -3473780.887098 + Penalty 3320.270146 = -3470460.616952 nChanged 1 SP:Iteration 62Q (19219.740000 sec): 3 clusters Score: Raw -3473780.959014 + Penalty 3320.270146 = -3470460.688868 nChanged 0 SP:Iteration 63F (19220.070000 sec): 3 clusters Score: Raw -3473780.959014 + Penalty 3320.270146 = -3470460.688868 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19220.240000 sec): 2 clusters Score: Raw -2758676.808107 + Penalty 1623.975246 = -2757052.832861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19220.600000 sec): 3 clusters Score: Raw -2745555.249304 + Penalty 3247.950492 = -2742307.298812 nChanged 9876 SP:Iteration 1F (19220.900000 sec): 3 clusters Score: Raw -2750939.483600 + Penalty 3247.950492 = -2747691.533108 nChanged 1089 SP:Iteration 2Q (19221.120000 sec): 3 clusters Score: Raw -2751350.696667 + Penalty 3247.950492 = -2748102.746176 nChanged 1084 SP:Iteration 3Q (19221.390000 sec): 3 clusters Score: Raw -2751793.457694 + Penalty 3247.950492 = -2748545.507202 nChanged 1068 SP:Iteration 4Q (19221.720000 sec): 3 clusters Score: Raw -2752271.588568 + Penalty 3247.950492 = -2749023.638076 nChanged 1132 SP:Iteration 5F (19221.960000 sec): 3 clusters Score: Raw -2752861.065452 + Penalty 3247.950492 = -2749613.114960 nChanged 1350 SP:Iteration 6F (19222.220000 sec): 3 clusters Score: Raw -2753718.424011 + Penalty 3247.950492 = -2750470.473519 nChanged 1579 SP:Iteration 7F (19222.540000 sec): 3 clusters Score: Raw -2754904.511150 + Penalty 3247.950492 = -2751656.560658 nChanged 1597 SP:Iteration 8F (19222.800000 sec): 3 clusters Score: Raw -2756252.939057 + Penalty 3247.950492 = -2753004.988566 nChanged 1312 SP:Iteration 9F (19223.070000 sec): 3 clusters Score: Raw -2757489.656498 + Penalty 3247.950492 = -2754241.706006 nChanged 798 SP:Iteration 10Q (19223.340000 sec): 3 clusters Score: Raw -2758251.796242 + Penalty 3247.950492 = -2755003.845750 nChanged 352 SP:Iteration 11Q (19223.630000 sec): 3 clusters Score: Raw -2758580.522534 + Penalty 3247.950492 = -2755332.572042 nChanged 157 SP:Iteration 12Q (19223.860000 sec): 3 clusters Score: Raw -2758744.123318 + Penalty 3247.950492 = -2755496.172826 nChanged 65 SP:Iteration 13Q (19224.160000 sec): 3 clusters Score: Raw -2758810.319643 + Penalty 3247.950492 = -2755562.369152 nChanged 41 SP:Iteration 14Q (19224.440000 sec): 3 clusters Score: Raw -2758846.270042 + Penalty 3247.950492 = -2755598.319550 nChanged 22 SP:Iteration 15Q (19224.670000 sec): 3 clusters Score: Raw -2758866.964493 + Penalty 3247.950492 = -2755619.014001 nChanged 19 SP:Iteration 16Q (19224.930000 sec): 3 clusters Score: Raw -2758883.739346 + Penalty 3247.950492 = -2755635.788855 nChanged 9 SP:Iteration 17Q (19225.210000 sec): 3 clusters Score: Raw -2758894.800065 + Penalty 3247.950492 = -2755646.849574 nChanged 11 SP:Iteration 18Q (19225.500000 sec): 3 clusters Score: Raw -2758906.050294 + Penalty 3247.950492 = -2755658.099802 nChanged 5 SP:Iteration 19Q (19225.760000 sec): 3 clusters Score: Raw -2758911.455777 + Penalty 3247.950492 = -2755663.505285 nChanged 5 SP:Iteration 20F (19226.060000 sec): 3 clusters Score: Raw -2758917.548676 + Penalty 3247.950492 = -2755669.598184 nChanged 10 SP:Iteration 21Q (19226.350000 sec): 3 clusters Score: Raw -2758931.210704 + Penalty 3247.950492 = -2755683.260212 nChanged 13 SP:Iteration 22Q (19226.640000 sec): 3 clusters Score: Raw -2758945.492783 + Penalty 3247.950492 = -2755697.542292 nChanged 7 SP:Iteration 23Q (19226.900000 sec): 3 clusters Score: Raw -2758953.279418 + Penalty 3247.950492 = -2755705.328926 nChanged 6 SP:Iteration 24Q (19227.180000 sec): 3 clusters Score: Raw -2758958.109272 + Penalty 3247.950492 = -2755710.158780 nChanged 3 SP:Iteration 25Q (19227.440000 sec): 3 clusters Score: Raw -2758960.280091 + Penalty 3247.950492 = -2755712.329599 nChanged 2 SP:Iteration 26Q (19227.680000 sec): 3 clusters Score: Raw -2758961.121071 + Penalty 3247.950492 = -2755713.170579 nChanged 2 SP:Iteration 27Q (19227.960000 sec): 3 clusters Score: Raw -2758962.521720 + Penalty 3247.950492 = -2755714.571228 nChanged 0 SP:Iteration 28F (19228.210000 sec): 3 clusters Score: Raw -2758962.521720 + Penalty 3247.950492 = -2755714.571228 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19228.340000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19228.530000 sec): 3 clusters Score: Raw -19262.969577 + Penalty 1684.079654 = -17578.889923 nChanged 13 SP:Iteration 1F (19228.680000 sec): 3 clusters Score: Raw -19318.273658 + Penalty 1684.079654 = -17634.194004 nChanged 5 SP:Iteration 2Q (19228.850000 sec): 3 clusters Score: Raw -19343.673416 + Penalty 1684.079654 = -17659.593762 nChanged 1 SP:Iteration 3Q (19229.040000 sec): 3 clusters Score: Raw -19346.110575 + Penalty 1684.079654 = -17662.030921 nChanged 1 SP:Iteration 4Q (19229.260000 sec): 3 clusters Score: Raw -19348.089893 + Penalty 1684.079654 = -17664.010239 nChanged 1 SP:Iteration 5Q (19229.400000 sec): 3 clusters Score: Raw -19350.392296 + Penalty 1684.079654 = -17666.312642 nChanged 0 SP:Iteration 6F (19229.540000 sec): 3 clusters Score: Raw -19350.392296 + Penalty 1684.079654 = -17666.312642 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19229.660000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19229.840000 sec): 3 clusters Score: Raw -83269.102850 + Penalty 2147.600203 = -81121.502646 nChanged 205 SP:Iteration 1F (19230.030000 sec): 3 clusters Score: Raw -83493.170747 + Penalty 2147.600203 = -81345.570543 nChanged 53 SP:Iteration 2F (19230.180000 sec): 3 clusters Score: Raw -83599.425958 + Penalty 2147.600203 = -81451.825755 nChanged 40 SP:Iteration 3F (19230.340000 sec): 3 clusters Score: Raw -83664.267984 + Penalty 2147.600203 = -81516.667781 nChanged 24 SP:Iteration 4Q (19230.450000 sec): 3 clusters Score: Raw -83699.028888 + Penalty 2147.600203 = -81551.428685 nChanged 13 SP:Iteration 5Q (19230.630000 sec): 3 clusters Score: Raw -83714.807621 + Penalty 2147.600203 = -81567.207418 nChanged 13 SP:Iteration 6Q (19230.830000 sec): 3 clusters Score: Raw -83734.163561 + Penalty 2147.600203 = -81586.563358 nChanged 10 SP:Iteration 7Q (19231.010000 sec): 3 clusters Score: Raw -83745.067350 + Penalty 2147.600203 = -81597.467147 nChanged 7 SP:Iteration 8Q (19231.170000 sec): 3 clusters Score: Raw -83752.980394 + Penalty 2147.600203 = -81605.380191 nChanged 3 SP:Iteration 9Q (19231.360000 sec): 3 clusters Score: Raw -83755.711742 + Penalty 2147.600203 = -81608.111539 nChanged 3 SP:Iteration 10Q (19231.530000 sec): 3 clusters Score: Raw -83758.122831 + Penalty 2147.600203 = -81610.522627 nChanged 1 SP:Iteration 11Q (19231.720000 sec): 3 clusters Score: Raw -83759.032952 + Penalty 2147.600203 = -81611.432749 nChanged 1 SP:Iteration 12Q (19231.910000 sec): 3 clusters Score: Raw -83761.018935 + Penalty 2147.600203 = -81613.418732 nChanged 1 SP:Iteration 13Q (19232.090000 sec): 3 clusters Score: Raw -83761.949783 + Penalty 2147.600203 = -81614.349580 nChanged 0 SP:Iteration 14F (19232.290000 sec): 3 clusters Score: Raw -83761.949783 + Penalty 2147.600203 = -81614.349580 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19232.390000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19232.580000 sec): 3 clusters Score: Raw -24640.758767 + Penalty 1748.466640 = -22892.292127 nChanged 28 SP:Iteration 1F (19232.750000 sec): 3 clusters Score: Raw -24720.411980 + Penalty 1748.466640 = -22971.945340 nChanged 6 SP:Iteration 2Q (19232.990000 sec): 3 clusters Score: Raw -24732.973406 + Penalty 1748.466640 = -22984.506766 nChanged 1 SP:Iteration 3Q (19233.140000 sec): 3 clusters Score: Raw -24735.337831 + Penalty 1748.466640 = -22986.871191 nChanged 1 SP:Iteration 4Q (19233.330000 sec): 3 clusters Score: Raw -24736.976130 + Penalty 1748.466640 = -22988.509490 nChanged 0 SP:Iteration 5F (19233.530000 sec): 3 clusters Score: Raw -24736.976130 + Penalty 1748.466640 = -22988.509490 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19233.650000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19233.820000 sec): 3 clusters Score: Raw -30703.445994 + Penalty 1839.331720 = -28864.114274 nChanged 54 SP:Iteration 1F (19234.000000 sec): 3 clusters Score: Raw -30855.031123 + Penalty 1839.331720 = -29015.699403 nChanged 15 SP:Iteration 2F (19234.160000 sec): 3 clusters Score: Raw -30934.385079 + Penalty 1839.331720 = -29095.053359 nChanged 12 SP:Iteration 3Q (19234.340000 sec): 3 clusters Score: Raw -31001.359331 + Penalty 1839.331720 = -29162.027611 nChanged 5 SP:Iteration 4Q (19234.490000 sec): 3 clusters Score: Raw -31064.816199 + Penalty 1839.331720 = -29225.484479 nChanged 5 SP:Iteration 5Q (19234.650000 sec): 3 clusters Score: Raw -31084.453777 + Penalty 1839.331720 = -29245.122056 nChanged 4 SP:Iteration 6Q (19234.880000 sec): 3 clusters Score: Raw -31095.156270 + Penalty 1839.331720 = -29255.824550 nChanged 2 SP:Iteration 7Q (19235.030000 sec): 3 clusters Score: Raw -31098.229212 + Penalty 1839.331720 = -29258.897492 nChanged 1 SP:Iteration 8Q (19235.220000 sec): 3 clusters Score: Raw -31100.824720 + Penalty 1839.331720 = -29261.493000 nChanged 2 SP:Iteration 9Q (19235.390000 sec): 3 clusters Score: Raw -31106.450595 + Penalty 1839.331720 = -29267.118875 nChanged 1 SP:Iteration 10Q (19235.610000 sec): 3 clusters Score: Raw -31109.951981 + Penalty 1839.331720 = -29270.620261 nChanged 1 SP:Iteration 11Q (19235.780000 sec): 3 clusters Score: Raw -31111.760640 + Penalty 1839.331720 = -29272.428920 nChanged 0 SP:Iteration 12F (19235.910000 sec): 3 clusters Score: Raw -31111.760640 + Penalty 1839.331720 = -29272.428920 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19236.000000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19236.190000 sec): 3 clusters Score: Raw -48807.435639 + Penalty 1970.730193 = -46836.705446 nChanged 77 SP:Iteration 1F (19236.410000 sec): 3 clusters Score: Raw -48992.541018 + Penalty 1970.730193 = -47021.810826 nChanged 32 SP:Iteration 2F (19236.600000 sec): 3 clusters Score: Raw -49107.932267 + Penalty 1970.730193 = -47137.202074 nChanged 20 SP:Iteration 3Q (19236.790000 sec): 3 clusters Score: Raw -49181.106569 + Penalty 1970.730193 = -47210.376376 nChanged 17 SP:Iteration 4Q (19236.980000 sec): 3 clusters Score: Raw -49221.028239 + Penalty 1970.730193 = -47250.298047 nChanged 9 SP:Iteration 5Q (19237.170000 sec): 3 clusters Score: Raw -49245.742924 + Penalty 1970.730193 = -47275.012731 nChanged 10 SP:Iteration 6Q (19237.330000 sec): 3 clusters Score: Raw -49274.621135 + Penalty 1970.730193 = -47303.890943 nChanged 5 SP:Iteration 7Q (19237.470000 sec): 3 clusters Score: Raw -49292.466300 + Penalty 1970.730193 = -47321.736107 nChanged 8 SP:Iteration 8Q (19237.650000 sec): 3 clusters Score: Raw -49326.825744 + Penalty 1970.730193 = -47356.095551 nChanged 9 SP:Iteration 9Q (19237.820000 sec): 3 clusters Score: Raw -49359.575244 + Penalty 1970.730193 = -47388.845051 nChanged 8 SP:Iteration 10Q (19237.990000 sec): 3 clusters Score: Raw -49386.412933 + Penalty 1970.730193 = -47415.682740 nChanged 3 SP:Iteration 11Q (19238.180000 sec): 3 clusters Score: Raw -49414.885936 + Penalty 1970.730193 = -47444.155743 nChanged 5 SP:Iteration 12Q (19238.430000 sec): 3 clusters Score: Raw -49512.890211 + Penalty 1970.730193 = -47542.160018 nChanged 6 SP:Iteration 13Q (19238.590000 sec): 3 clusters Score: Raw -49544.428678 + Penalty 1970.730193 = -47573.698486 nChanged 6 SP:Iteration 14Q (19238.810000 sec): 3 clusters Score: Raw -49567.479475 + Penalty 1970.730193 = -47596.749283 nChanged 4 SP:Iteration 15Q (19238.980000 sec): 3 clusters Score: Raw -49574.899636 + Penalty 1970.730193 = -47604.169443 nChanged 1 SP:Iteration 16Q (19239.150000 sec): 3 clusters Score: Raw -49577.540893 + Penalty 1970.730193 = -47606.810700 nChanged 0 SP:Iteration 17F (19239.370000 sec): 3 clusters Score: Raw -49577.540893 + Penalty 1970.730193 = -47606.810700 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19239.430000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19239.630000 sec): 3 clusters Score: Raw -48617.946588 + Penalty 1963.855671 = -46654.090917 nChanged 84 SP:Iteration 1F (19239.810000 sec): 3 clusters Score: Raw -48742.849628 + Penalty 1963.855671 = -46778.993958 nChanged 20 SP:Iteration 2Q (19240.000000 sec): 3 clusters Score: Raw -48783.500483 + Penalty 1963.855671 = -46819.644812 nChanged 14 SP:Iteration 3Q (19240.170000 sec): 3 clusters Score: Raw -48813.757105 + Penalty 1963.855671 = -46849.901434 nChanged 5 SP:Iteration 4Q (19240.360000 sec): 3 clusters Score: Raw -48822.267503 + Penalty 1963.855671 = -46858.411832 nChanged 1 SP:Iteration 5Q (19240.570000 sec): 3 clusters Score: Raw -48823.279697 + Penalty 1963.855671 = -46859.424026 nChanged 0 SP:Iteration 6F (19240.770000 sec): 3 clusters Score: Raw -48823.279697 + Penalty 1963.855671 = -46859.424026 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19240.860000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19241.050000 sec): 3 clusters Score: Raw -30423.999969 + Penalty 1812.183459 = -28611.816511 nChanged 37 SP:Iteration 1F (19241.240000 sec): 3 clusters Score: Raw -30519.563203 + Penalty 1812.183459 = -28707.379745 nChanged 14 SP:Iteration 2F (19241.410000 sec): 3 clusters Score: Raw -30577.317681 + Penalty 1812.183459 = -28765.134222 nChanged 7 SP:Iteration 3Q (19241.630000 sec): 3 clusters Score: Raw -30599.511371 + Penalty 1812.183459 = -28787.327913 nChanged 1 SP:Iteration 4Q (19241.830000 sec): 3 clusters Score: Raw -30600.209611 + Penalty 1812.183459 = -28788.026152 nChanged 1 SP:Iteration 5Q (19242.010000 sec): 3 clusters Score: Raw -30602.936010 + Penalty 1812.183459 = -28790.752551 nChanged 1 SP:Iteration 6Q (19242.200000 sec): 3 clusters Score: Raw -30604.003358 + Penalty 1812.183459 = -28791.819899 nChanged 0 SP:Iteration 7F (19242.380000 sec): 3 clusters Score: Raw -30604.003358 + Penalty 1812.183459 = -28791.819899 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19242.480000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19242.670000 sec): 3 clusters Score: Raw -30645.676066 + Penalty 1835.916627 = -28809.759438 nChanged 73 SP:Iteration 1F (19242.840000 sec): 3 clusters Score: Raw -30893.683067 + Penalty 1835.916627 = -29057.766439 nChanged 23 SP:Iteration 2F (19243.060000 sec): 3 clusters Score: Raw -30960.249689 + Penalty 1835.916627 = -29124.333062 nChanged 6 SP:Iteration 3Q (19243.200000 sec): 3 clusters Score: Raw -30973.581985 + Penalty 1835.916627 = -29137.665358 nChanged 2 SP:Iteration 4Q (19243.390000 sec): 3 clusters Score: Raw -30979.252360 + Penalty 1835.916627 = -29143.335733 nChanged 0 SP:Iteration 5F (19243.580000 sec): 3 clusters Score: Raw -30979.252360 + Penalty 1835.916627 = -29143.335733 nChanged 0 Iteration 419Q (19273.360000 sec): 27 clusters Score: Raw -146384755.873983 + Penalty 59152.524245 = -146325603.349738 nChanged 9 Iteration 420F (19325.130000 sec): 27 clusters Score: Raw -146384755.993322 + Penalty 59152.524245 = -146325603.469077 nChanged 11 Iteration 421Q (19355.080000 sec): 27 clusters Score: Raw -146384756.395270 + Penalty 59152.524245 = -146325603.871025 nChanged 16 Iteration 422Q (19383.240000 sec): 27 clusters Score: Raw -146384756.601260 + Penalty 59152.524245 = -146325604.077015 nChanged 11 Iteration 423Q (19409.070000 sec): 27 clusters Score: Raw -146384756.801757 + Penalty 59152.524245 = -146325604.277513 nChanged 15 Iteration 424Q (19440.110000 sec): 27 clusters Score: Raw -146384757.153859 + Penalty 59152.524245 = -146325604.629614 nChanged 18 Iteration 425Q (19471.400000 sec): 27 clusters Score: Raw -146384757.413786 + Penalty 59152.524245 = -146325604.889541 nChanged 14 Iteration 426Q (19506.340000 sec): 27 clusters Score: Raw -146384757.608036 + Penalty 59152.524245 = -146325605.083791 nChanged 13 Iteration 427Q (19545.730000 sec): 27 clusters Score: Raw -146384757.857752 + Penalty 59152.524245 = -146325605.333507 nChanged 10 Iteration 428Q (19575.970000 sec): 27 clusters Score: Raw -146384758.158225 + Penalty 59152.524245 = -146325605.633980 nChanged 14 Iteration 429Q (19606.970000 sec): 27 clusters Score: Raw -146384758.420421 + Penalty 59152.524245 = -146325605.896176 nChanged 10 Iteration 430Q (19636.770000 sec): 27 clusters Score: Raw -146384758.568257 + Penalty 59152.524245 = -146325606.044013 nChanged 14 Iteration 431Q (19663.670000 sec): 27 clusters Score: Raw -146384758.718054 + Penalty 59152.524245 = -146325606.193810 nChanged 12 Iteration 432Q (19693.050000 sec): 27 clusters Score: Raw -146384758.864929 + Penalty 59152.524245 = -146325606.340685 nChanged 13 Iteration 433Q (19723.240000 sec): 27 clusters Score: Raw -146384759.079659 + Penalty 59152.524245 = -146325606.555414 nChanged 14 Iteration 434Q (19752.030000 sec): 27 clusters Score: Raw -146384759.301456 + Penalty 59152.524245 = -146325606.777212 nChanged 12 Iteration 435Q (19780.880000 sec): 27 clusters Score: Raw -146384759.427489 + Penalty 59152.524245 = -146325606.903245 nChanged 8 Iteration 436Q (19811.290000 sec): 27 clusters Score: Raw -146384759.531368 + Penalty 59152.524245 = -146325607.007123 nChanged 6 Iteration 437Q (19840.740000 sec): 27 clusters Score: Raw -146384759.589367 + Penalty 59152.524245 = -146325607.065123 nChanged 8 Iteration 438Q (19869.640000 sec): 27 clusters Score: Raw -146384759.648841 + Penalty 59152.524245 = -146325607.124596 nChanged 4 Iteration 439Q (19899.070000 sec): 27 clusters Score: Raw -146384759.773004 + Penalty 59152.524245 = -146325607.248760 nChanged 3 Iteration 440F (19950.270000 sec): 27 clusters Score: Raw -146384759.854991 + Penalty 59152.524245 = -146325607.330747 nChanged 5 Iteration 441Q (19980.260000 sec): 27 clusters Score: Raw -146384759.971820 + Penalty 59152.524245 = -146325607.447576 nChanged 10 Iteration 442Q (20009.040000 sec): 27 clusters Score: Raw -146384760.228288 + Penalty 59152.524245 = -146325607.704043 nChanged 7 Iteration 443Q (20038.660000 sec): 27 clusters Score: Raw -146384760.421650 + Penalty 59152.524245 = -146325607.897406 nChanged 9 Iteration 444Q (20066.320000 sec): 27 clusters Score: Raw -146384760.651189 + Penalty 59152.524245 = -146325608.126944 nChanged 15 Iteration 445Q (20095.500000 sec): 27 clusters Score: Raw -146384760.963146 + Penalty 59152.524245 = -146325608.438902 nChanged 13 Iteration 446Q (20134.620000 sec): 27 clusters Score: Raw -146384761.137990 + Penalty 59152.524245 = -146325608.613746 nChanged 11 Iteration 447Q (20159.820000 sec): 27 clusters Score: Raw -146384761.264891 + Penalty 59152.524245 = -146325608.740647 nChanged 9 Iteration 448Q (20189.240000 sec): 27 clusters Score: Raw -146384761.409595 + Penalty 59152.524245 = -146325608.885350 nChanged 12 Iteration 449Q (20219.490000 sec): 27 clusters Score: Raw -146384761.789916 + Penalty 59152.524245 = -146325609.265671 nChanged 18 Iteration 450Q (20248.950000 sec): 27 clusters Score: Raw -146384762.298971 + Penalty 59152.524245 = -146325609.774727 nChanged 26 Iteration 451Q (20282.300000 sec): 27 clusters Score: Raw -146384762.650251 + Penalty 59152.524245 = -146325610.126006 nChanged 18 Iteration 452Q (20313.370000 sec): 27 clusters Score: Raw -146384762.936108 + Penalty 59152.524245 = -146325610.411864 nChanged 11 Iteration 453Q (20344.110000 sec): 27 clusters Score: Raw -146384763.062485 + Penalty 59152.524245 = -146325610.538241 nChanged 11 Iteration 454Q (20376.230000 sec): 27 clusters Score: Raw -146384763.285007 + Penalty 59152.524245 = -146325610.760763 nChanged 14 Iteration 455Q (20417.070000 sec): 27 clusters Score: Raw -146384763.517067 + Penalty 59152.524245 = -146325610.992823 nChanged 18 Iteration 456Q (20446.270000 sec): 27 clusters Score: Raw -146384763.769935 + Penalty 59152.524245 = -146325611.245691 nChanged 18 Iteration 457Q (20479.680000 sec): 27 clusters Score: Raw -146384764.074708 + Penalty 59152.524245 = -146325611.550463 nChanged 23 Iteration 458Q (20511.160000 sec): 27 clusters Score: Raw -146384764.459095 + Penalty 59152.524245 = -146325611.934851 nChanged 25 Writing temp clu file Because OldScore, -146325611.550463, is greater than current (better) Score,-146325611.934851 Compute initial score before splitting: Score: Raw -146384764.459095 + Penalty 59152.524245 = -146325611.934851 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (10240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20511.530000 sec): 2 clusters Score: Raw -1246735.664540 + Penalty 1500.534246 = -1245235.130294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20511.710000 sec): 3 clusters Score: Raw -1240888.145503 + Penalty 3001.068492 = -1237887.077011 nChanged 4405 SP:Iteration 1F (20511.970000 sec): 3 clusters Score: Raw -1243144.559012 + Penalty 3001.068492 = -1240143.490520 nChanged 559 SP:Iteration 2F (20512.200000 sec): 3 clusters Score: Raw -1243345.883051 + Penalty 3001.068492 = -1240344.814559 nChanged 465 SP:Iteration 3Q (20512.410000 sec): 3 clusters Score: Raw -1243513.478775 + Penalty 3001.068492 = -1240512.410283 nChanged 418 SP:Iteration 4Q (20512.660000 sec): 3 clusters Score: Raw -1243676.344159 + Penalty 3001.068492 = -1240675.275667 nChanged 425 SP:Iteration 5Q (20512.880000 sec): 3 clusters Score: Raw -1243844.474147 + Penalty 3001.068492 = -1240843.405655 nChanged 394 SP:Iteration 6Q (20513.110000 sec): 3 clusters Score: Raw -1244030.762437 + Penalty 3001.068492 = -1241029.693945 nChanged 391 SP:Iteration 7Q (20513.330000 sec): 3 clusters Score: Raw -1244269.592096 + Penalty 3001.068492 = -1241268.523604 nChanged 418 SP:Iteration 8Q (20513.510000 sec): 3 clusters Score: Raw -1244585.015823 + Penalty 3001.068492 = -1241583.947331 nChanged 435 SP:Iteration 9Q (20513.690000 sec): 3 clusters Score: Raw -1244965.028421 + Penalty 3001.068492 = -1241963.959929 nChanged 421 SP:Iteration 10Q (20513.900000 sec): 3 clusters Score: Raw -1245337.744162 + Penalty 3001.068492 = -1242336.675670 nChanged 398 SP:Iteration 11Q (20514.100000 sec): 3 clusters Score: Raw -1245685.838917 + Penalty 3001.068492 = -1242684.770425 nChanged 350 SP:Iteration 12Q (20514.330000 sec): 3 clusters Score: Raw -1245943.128077 + Penalty 3001.068492 = -1242942.059585 nChanged 315 SP:Iteration 13Q (20514.550000 sec): 3 clusters Score: Raw -1246154.944097 + Penalty 3001.068492 = -1243153.875605 nChanged 282 SP:Iteration 14Q (20514.760000 sec): 3 clusters Score: Raw -1246327.259380 + Penalty 3001.068492 = -1243326.190887 nChanged 255 SP:Iteration 15Q (20514.980000 sec): 3 clusters Score: Raw -1246458.248842 + Penalty 3001.068492 = -1243457.180350 nChanged 199 SP:Iteration 16Q (20515.160000 sec): 3 clusters Score: Raw -1246549.437441 + Penalty 3001.068492 = -1243548.368949 nChanged 165 SP:Iteration 17Q (20515.360000 sec): 3 clusters Score: Raw -1246616.791357 + Penalty 3001.068492 = -1243615.722865 nChanged 147 SP:Iteration 18Q (20515.580000 sec): 3 clusters Score: Raw -1246675.723333 + Penalty 3001.068492 = -1243674.654841 nChanged 126 SP:Iteration 19Q (20515.790000 sec): 3 clusters Score: Raw -1246715.136361 + Penalty 3001.068492 = -1243714.067869 nChanged 114 SP:Iteration 20F (20516.040000 sec): 3 clusters Score: Raw -1246757.518916 + Penalty 3001.068492 = -1243756.450424 nChanged 102 SP:Iteration 21Q (20516.210000 sec): 3 clusters Score: Raw -1246790.248377 + Penalty 3001.068492 = -1243789.179885 nChanged 92 SP:Iteration 22Q (20516.420000 sec): 3 clusters Score: Raw -1246814.222127 + Penalty 3001.068492 = -1243813.153635 nChanged 80 SP:Iteration 23Q (20516.670000 sec): 3 clusters Score: Raw -1246838.257529 + Penalty 3001.068492 = -1243837.189037 nChanged 79 SP:Iteration 24Q (20516.870000 sec): 3 clusters Score: Raw -1246856.871928 + Penalty 3001.068492 = -1243855.803436 nChanged 50 SP:Iteration 25Q (20517.030000 sec): 3 clusters Score: Raw -1246868.653300 + Penalty 3001.068492 = -1243867.584808 nChanged 42 SP:Iteration 26Q (20517.260000 sec): 3 clusters Score: Raw -1246878.414208 + Penalty 3001.068492 = -1243877.345716 nChanged 52 SP:Iteration 27Q (20517.460000 sec): 3 clusters Score: Raw -1246889.887756 + Penalty 3001.068492 = -1243888.819264 nChanged 61 SP:Iteration 28Q (20517.720000 sec): 3 clusters Score: Raw -1246904.492469 + Penalty 3001.068492 = -1243903.423977 nChanged 56 SP:Iteration 29Q (20517.900000 sec): 3 clusters Score: Raw -1246919.831455 + Penalty 3001.068492 = -1243918.762963 nChanged 58 SP:Iteration 30Q (20518.120000 sec): 3 clusters Score: Raw -1246936.674921 + Penalty 3001.068492 = -1243935.606429 nChanged 68 SP:Iteration 31Q (20518.300000 sec): 3 clusters Score: Raw -1246953.581066 + Penalty 3001.068492 = -1243952.512574 nChanged 65 SP:Iteration 32Q (20518.540000 sec): 3 clusters Score: Raw -1246970.047247 + Penalty 3001.068492 = -1243968.978755 nChanged 64 SP:Iteration 33Q (20518.710000 sec): 3 clusters Score: Raw -1246988.533807 + Penalty 3001.068492 = -1243987.465315 nChanged 57 SP:Iteration 34Q (20518.960000 sec): 3 clusters Score: Raw -1247003.929055 + Penalty 3001.068492 = -1244002.860563 nChanged 61 SP:Iteration 35Q (20519.150000 sec): 3 clusters Score: Raw -1247021.859410 + Penalty 3001.068492 = -1244020.790918 nChanged 67 SP:Iteration 36Q (20519.320000 sec): 3 clusters Score: Raw -1247043.565358 + Penalty 3001.068492 = -1244042.496866 nChanged 71 SP:Iteration 37Q (20519.560000 sec): 3 clusters Score: Raw -1247062.217954 + Penalty 3001.068492 = -1244061.149462 nChanged 57 SP:Iteration 38Q (20519.780000 sec): 3 clusters Score: Raw -1247077.372094 + Penalty 3001.068492 = -1244076.303602 nChanged 62 SP:Iteration 39Q (20520.020000 sec): 3 clusters Score: Raw -1247096.467822 + Penalty 3001.068492 = -1244095.399330 nChanged 61 SP:Iteration 40F (20520.230000 sec): 3 clusters Score: Raw -1247111.265901 + Penalty 3001.068492 = -1244110.197409 nChanged 50 SP:Iteration 41Q (20520.430000 sec): 3 clusters Score: Raw -1247125.344526 + Penalty 3001.068492 = -1244124.276034 nChanged 57 SP:Iteration 42Q (20520.630000 sec): 3 clusters Score: Raw -1247140.807980 + Penalty 3001.068492 = -1244139.739488 nChanged 59 SP:Iteration 43Q (20520.880000 sec): 3 clusters Score: Raw -1247155.788998 + Penalty 3001.068492 = -1244154.720506 nChanged 44 SP:Iteration 44Q (20521.050000 sec): 3 clusters Score: Raw -1247166.648339 + Penalty 3001.068492 = -1244165.579847 nChanged 34 SP:Iteration 45Q (20521.260000 sec): 3 clusters Score: Raw -1247173.335812 + Penalty 3001.068492 = -1244172.267320 nChanged 25 SP:Iteration 46Q (20521.470000 sec): 3 clusters Score: Raw -1247177.961746 + Penalty 3001.068492 = -1244176.893254 nChanged 11 SP:Iteration 47Q (20521.720000 sec): 3 clusters Score: Raw -1247179.540900 + Penalty 3001.068492 = -1244178.472408 nChanged 13 SP:Iteration 48Q (20521.890000 sec): 3 clusters Score: Raw -1247181.198389 + Penalty 3001.068492 = -1244180.129897 nChanged 9 SP:Iteration 49Q (20522.090000 sec): 3 clusters Score: Raw -1247183.217665 + Penalty 3001.068492 = -1244182.149173 nChanged 10 SP:Iteration 50Q (20522.330000 sec): 3 clusters Score: Raw -1247184.858956 + Penalty 3001.068492 = -1244183.790464 nChanged 10 SP:Iteration 51Q (20522.530000 sec): 3 clusters Score: Raw -1247186.608262 + Penalty 3001.068492 = -1244185.539770 nChanged 8 SP:Iteration 52Q (20522.760000 sec): 3 clusters Score: Raw -1247187.809212 + Penalty 3001.068492 = -1244186.740720 nChanged 7 SP:Iteration 53Q (20522.990000 sec): 3 clusters Score: Raw -1247188.709156 + Penalty 3001.068492 = -1244187.640664 nChanged 7 SP:Iteration 54Q (20523.160000 sec): 3 clusters Score: Raw -1247189.437093 + Penalty 3001.068492 = -1244188.368601 nChanged 7 SP:Iteration 55Q (20523.400000 sec): 3 clusters Score: Raw -1247190.305830 + Penalty 3001.068492 = -1244189.237338 nChanged 3 SP:Iteration 56Q (20523.560000 sec): 3 clusters Score: Raw -1247190.680370 + Penalty 3001.068492 = -1244189.611878 nChanged 7 SP:Iteration 57Q (20523.800000 sec): 3 clusters Score: Raw -1247191.568734 + Penalty 3001.068492 = -1244190.500242 nChanged 7 SP:Iteration 58Q (20523.980000 sec): 3 clusters Score: Raw -1247192.349082 + Penalty 3001.068492 = -1244191.280590 nChanged 1 SP:Iteration 59Q (20524.200000 sec): 3 clusters Score: Raw -1247192.408768 + Penalty 3001.068492 = -1244191.340276 nChanged 1 SP:Iteration 60F (20524.450000 sec): 3 clusters Score: Raw -1247192.581512 + Penalty 3001.068492 = -1244191.513020 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20524.650000 sec): 2 clusters Score: Raw -3349633.982945 + Penalty 1659.372580 = -3347974.610365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20524.950000 sec): 3 clusters Score: Raw -3332906.021305 + Penalty 3318.745161 = -3329587.276145 nChanged 12476 SP:Iteration 1F (20525.250000 sec): 3 clusters Score: Raw -3339539.367119 + Penalty 3318.745161 = -3336220.621959 nChanged 1096 SP:Iteration 2Q (20525.570000 sec): 3 clusters Score: Raw -3339834.927612 + Penalty 3318.745161 = -3336516.182451 nChanged 1032 SP:Iteration 3Q (20525.860000 sec): 3 clusters Score: Raw -3340106.647635 + Penalty 3318.745161 = -3336787.902474 nChanged 929 SP:Iteration 4Q (20526.220000 sec): 3 clusters Score: Raw -3340329.707914 + Penalty 3318.745161 = -3337010.962753 nChanged 819 SP:Iteration 5Q (20526.510000 sec): 3 clusters Score: Raw -3340523.136688 + Penalty 3318.745161 = -3337204.391527 nChanged 796 SP:Iteration 6Q (20526.820000 sec): 3 clusters Score: Raw -3340717.046295 + Penalty 3318.745161 = -3337398.301134 nChanged 728 SP:Iteration 7Q (20527.140000 sec): 3 clusters Score: Raw -3340901.580335 + Penalty 3318.745161 = -3337582.835174 nChanged 766 SP:Iteration 8Q (20527.440000 sec): 3 clusters Score: Raw -3341123.378400 + Penalty 3318.745161 = -3337804.633240 nChanged 824 SP:Iteration 9Q (20527.710000 sec): 3 clusters Score: Raw -3341415.049464 + Penalty 3318.745161 = -3338096.304304 nChanged 1046 SP:Iteration 10Q (20528.000000 sec): 3 clusters Score: Raw -3341853.318812 + Penalty 3318.745161 = -3338534.573651 nChanged 1221 SP:Iteration 11Q (20528.310000 sec): 3 clusters Score: Raw -3342449.518051 + Penalty 3318.745161 = -3339130.772890 nChanged 1477 SP:Iteration 12F (20528.620000 sec): 3 clusters Score: Raw -3343340.551302 + Penalty 3318.745161 = -3340021.806141 nChanged 1711 SP:Iteration 13F (20528.900000 sec): 3 clusters Score: Raw -3344576.992929 + Penalty 3318.745161 = -3341258.247769 nChanged 1796 SP:Iteration 14F (20529.190000 sec): 3 clusters Score: Raw -3346092.384522 + Penalty 3318.745161 = -3342773.639361 nChanged 1611 SP:Iteration 15F (20529.460000 sec): 3 clusters Score: Raw -3347595.617360 + Penalty 3318.745161 = -3344276.872200 nChanged 1150 SP:Iteration 16Q (20529.780000 sec): 3 clusters Score: Raw -3348684.597314 + Penalty 3318.745161 = -3345365.852154 nChanged 646 SP:Iteration 17Q (20530.020000 sec): 3 clusters Score: Raw -3349314.554310 + Penalty 3318.745161 = -3345995.809150 nChanged 256 SP:Iteration 18Q (20530.320000 sec): 3 clusters Score: Raw -3349589.226363 + Penalty 3318.745161 = -3346270.481203 nChanged 93 SP:Iteration 19Q (20530.570000 sec): 3 clusters Score: Raw -3349714.685639 + Penalty 3318.745161 = -3346395.940479 nChanged 48 SP:Iteration 20F (20530.870000 sec): 3 clusters Score: Raw -3349786.558134 + Penalty 3318.745161 = -3346467.812973 nChanged 26 SP:Iteration 21Q (20531.120000 sec): 3 clusters Score: Raw -3349819.969673 + Penalty 3318.745161 = -3346501.224513 nChanged 11 SP:Iteration 22Q (20531.420000 sec): 3 clusters Score: Raw -3349838.227014 + Penalty 3318.745161 = -3346519.481854 nChanged 10 SP:Iteration 23Q (20531.690000 sec): 3 clusters Score: Raw -3349855.717204 + Penalty 3318.745161 = -3346536.972044 nChanged 3 SP:Iteration 24Q (20531.940000 sec): 3 clusters Score: Raw -3349859.800473 + Penalty 3318.745161 = -3346541.055312 nChanged 2 SP:Iteration 25Q (20532.230000 sec): 3 clusters Score: Raw -3349862.277272 + Penalty 3318.745161 = -3346543.532112 nChanged 1 SP:Iteration 26Q (20532.540000 sec): 3 clusters Score: Raw -3349864.028003 + Penalty 3318.745161 = -3346545.282842 nChanged 1 SP:Iteration 27Q (20532.820000 sec): 3 clusters Score: Raw -3349867.380421 + Penalty 3318.745161 = -3346548.635261 nChanged 2 SP:Iteration 28Q (20533.120000 sec): 3 clusters Score: Raw -3349868.508765 + Penalty 3318.745161 = -3346549.763605 nChanged 0 SP:Iteration 29F (20533.360000 sec): 3 clusters Score: Raw -3349868.508765 + Penalty 3318.745161 = -3346549.763605 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20533.490000 sec): 2 clusters Score: Raw -1929933.110562 + Penalty 1564.667277 = -1928368.443285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20533.730000 sec): 3 clusters Score: Raw -1921029.853103 + Penalty 3129.334554 = -1917900.518549 nChanged 6779 SP:Iteration 1F (20533.990000 sec): 3 clusters Score: Raw -1925188.371820 + Penalty 3129.334554 = -1922059.037266 nChanged 1102 SP:Iteration 2F (20534.250000 sec): 3 clusters Score: Raw -1925926.863870 + Penalty 3129.334554 = -1922797.529315 nChanged 1147 SP:Iteration 3F (20534.530000 sec): 3 clusters Score: Raw -1926727.790761 + Penalty 3129.334554 = -1923598.456207 nChanged 1062 SP:Iteration 4F (20534.730000 sec): 3 clusters Score: Raw -1927567.990693 + Penalty 3129.334554 = -1924438.656139 nChanged 947 SP:Iteration 5F (20534.970000 sec): 3 clusters Score: Raw -1928445.946205 + Penalty 3129.334554 = -1925316.611651 nChanged 746 SP:Iteration 6Q (20535.230000 sec): 3 clusters Score: Raw -1929164.527511 + Penalty 3129.334554 = -1926035.192957 nChanged 545 SP:Iteration 7Q (20535.440000 sec): 3 clusters Score: Raw -1929573.856161 + Penalty 3129.334554 = -1926444.521607 nChanged 344 SP:Iteration 8Q (20535.650000 sec): 3 clusters Score: Raw -1929753.138876 + Penalty 3129.334554 = -1926623.804321 nChanged 207 SP:Iteration 9Q (20535.890000 sec): 3 clusters Score: Raw -1929855.324767 + Penalty 3129.334554 = -1926725.990213 nChanged 149 SP:Iteration 10Q (20536.160000 sec): 3 clusters Score: Raw -1929916.756842 + Penalty 3129.334554 = -1926787.422288 nChanged 115 SP:Iteration 11Q (20536.370000 sec): 3 clusters Score: Raw -1929957.702097 + Penalty 3129.334554 = -1926828.367543 nChanged 89 SP:Iteration 12Q (20536.620000 sec): 3 clusters Score: Raw -1929983.150153 + Penalty 3129.334554 = -1926853.815598 nChanged 90 SP:Iteration 13Q (20536.800000 sec): 3 clusters Score: Raw -1930012.929085 + Penalty 3129.334554 = -1926883.594531 nChanged 76 SP:Iteration 14Q (20537.020000 sec): 3 clusters Score: Raw -1930036.567704 + Penalty 3129.334554 = -1926907.233150 nChanged 66 SP:Iteration 15Q (20537.240000 sec): 3 clusters Score: Raw -1930057.913922 + Penalty 3129.334554 = -1926928.579368 nChanged 65 SP:Iteration 16Q (20537.500000 sec): 3 clusters Score: Raw -1930078.196229 + Penalty 3129.334554 = -1926948.861674 nChanged 65 SP:Iteration 17Q (20537.730000 sec): 3 clusters Score: Raw -1930096.529919 + Penalty 3129.334554 = -1926967.195365 nChanged 52 SP:Iteration 18Q (20537.980000 sec): 3 clusters Score: Raw -1930111.946476 + Penalty 3129.334554 = -1926982.611922 nChanged 46 SP:Iteration 19Q (20538.210000 sec): 3 clusters Score: Raw -1930125.116889 + Penalty 3129.334554 = -1926995.782335 nChanged 45 SP:Iteration 20F (20538.440000 sec): 3 clusters Score: Raw -1930138.978087 + Penalty 3129.334554 = -1927009.643533 nChanged 44 SP:Iteration 21Q (20538.660000 sec): 3 clusters Score: Raw -1930152.406547 + Penalty 3129.334554 = -1927023.071992 nChanged 33 SP:Iteration 22Q (20538.890000 sec): 3 clusters Score: Raw -1930161.612274 + Penalty 3129.334554 = -1927032.277720 nChanged 35 SP:Iteration 23Q (20539.100000 sec): 3 clusters Score: Raw -1930171.097776 + Penalty 3129.334554 = -1927041.763222 nChanged 32 SP:Iteration 24Q (20539.340000 sec): 3 clusters Score: Raw -1930178.119417 + Penalty 3129.334554 = -1927048.784863 nChanged 25 SP:Iteration 25Q (20539.570000 sec): 3 clusters Score: Raw -1930183.832183 + Penalty 3129.334554 = -1927054.497629 nChanged 24 SP:Iteration 26Q (20539.780000 sec): 3 clusters Score: Raw -1930190.362161 + Penalty 3129.334554 = -1927061.027607 nChanged 21 SP:Iteration 27Q (20539.970000 sec): 3 clusters Score: Raw -1930194.247843 + Penalty 3129.334554 = -1927064.913289 nChanged 15 SP:Iteration 28Q (20540.210000 sec): 3 clusters Score: Raw -1930197.673181 + Penalty 3129.334554 = -1927068.338627 nChanged 11 SP:Iteration 29Q (20540.450000 sec): 3 clusters Score: Raw -1930200.548649 + Penalty 3129.334554 = -1927071.214095 nChanged 13 SP:Iteration 30Q (20540.640000 sec): 3 clusters Score: Raw -1930204.223283 + Penalty 3129.334554 = -1927074.888729 nChanged 18 SP:Iteration 31Q (20540.850000 sec): 3 clusters Score: Raw -1930208.443508 + Penalty 3129.334554 = -1927079.108954 nChanged 16 SP:Iteration 32Q (20541.110000 sec): 3 clusters Score: Raw -1930213.016406 + Penalty 3129.334554 = -1927083.681852 nChanged 15 SP:Iteration 33Q (20541.330000 sec): 3 clusters Score: Raw -1930217.169467 + Penalty 3129.334554 = -1927087.834913 nChanged 12 SP:Iteration 34Q (20541.580000 sec): 3 clusters Score: Raw -1930220.021548 + Penalty 3129.334554 = -1927090.686993 nChanged 15 SP:Iteration 35Q (20541.790000 sec): 3 clusters Score: Raw -1930224.109636 + Penalty 3129.334554 = -1927094.775082 nChanged 19 SP:Iteration 36Q (20542.030000 sec): 3 clusters Score: Raw -1930228.994529 + Penalty 3129.334554 = -1927099.659974 nChanged 17 SP:Iteration 37Q (20542.240000 sec): 3 clusters Score: Raw -1930233.669965 + Penalty 3129.334554 = -1927104.335411 nChanged 16 SP:Iteration 38Q (20542.460000 sec): 3 clusters Score: Raw -1930237.872621 + Penalty 3129.334554 = -1927108.538067 nChanged 20 SP:Iteration 39Q (20542.710000 sec): 3 clusters Score: Raw -1930243.655990 + Penalty 3129.334554 = -1927114.321436 nChanged 16 SP:Iteration 40F (20542.960000 sec): 3 clusters Score: Raw -1930247.378848 + Penalty 3129.334554 = -1927118.044294 nChanged 9 SP:Iteration 41Q (20543.170000 sec): 3 clusters Score: Raw -1930248.987568 + Penalty 3129.334554 = -1927119.653013 nChanged 9 SP:Iteration 42Q (20543.380000 sec): 3 clusters Score: Raw -1930250.085028 + Penalty 3129.334554 = -1927120.750474 nChanged 6 SP:Iteration 43Q (20543.640000 sec): 3 clusters Score: Raw -1930251.276285 + Penalty 3129.334554 = -1927121.941731 nChanged 6 SP:Iteration 44Q (20543.860000 sec): 3 clusters Score: Raw -1930253.124479 + Penalty 3129.334554 = -1927123.789925 nChanged 10 SP:Iteration 45Q (20544.110000 sec): 3 clusters Score: Raw -1930254.830891 + Penalty 3129.334554 = -1927125.496337 nChanged 9 SP:Iteration 46Q (20544.290000 sec): 3 clusters Score: Raw -1930256.724180 + Penalty 3129.334554 = -1927127.389626 nChanged 6 SP:Iteration 47Q (20544.540000 sec): 3 clusters Score: Raw -1930258.273744 + Penalty 3129.334554 = -1927128.939189 nChanged 4 SP:Iteration 48Q (20544.730000 sec): 3 clusters Score: Raw -1930259.195053 + Penalty 3129.334554 = -1927129.860499 nChanged 6 SP:Iteration 49Q (20544.990000 sec): 3 clusters Score: Raw -1930260.344109 + Penalty 3129.334554 = -1927131.009555 nChanged 5 SP:Iteration 50Q (20545.200000 sec): 3 clusters Score: Raw -1930261.154368 + Penalty 3129.334554 = -1927131.819814 nChanged 2 SP:Iteration 51Q (20545.430000 sec): 3 clusters Score: Raw -1930262.118743 + Penalty 3129.334554 = -1927132.784189 nChanged 3 SP:Iteration 52Q (20545.610000 sec): 3 clusters Score: Raw -1930262.786465 + Penalty 3129.334554 = -1927133.451911 nChanged 4 SP:Iteration 53Q (20545.830000 sec): 3 clusters Score: Raw -1930263.823679 + Penalty 3129.334554 = -1927134.489124 nChanged 3 SP:Iteration 54Q (20546.050000 sec): 3 clusters Score: Raw -1930264.845409 + Penalty 3129.334554 = -1927135.510855 nChanged 3 SP:Iteration 55Q (20546.270000 sec): 3 clusters Score: Raw -1930265.619602 + Penalty 3129.334554 = -1927136.285048 nChanged 0 SP:Iteration 56F (20546.470000 sec): 3 clusters Score: Raw -1930265.619602 + Penalty 3129.334554 = -1927136.285048 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20550.110000 sec): 2 clusters Score: Raw -114000963.307459 + Penalty 2233.133171 = -113998730.174288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20554.960000 sec): 3 clusters Score: Raw -113370394.868302 + Penalty 4466.266342 = -113365928.601960 nChanged 458189 SP:Iteration 1F (20559.360000 sec): 3 clusters Score: Raw -113660583.458844 + Penalty 4466.266342 = -113656117.192502 nChanged 47460 SP:Iteration 2F (20563.980000 sec): 3 clusters Score: Raw -113682031.141779 + Penalty 4466.266342 = -113677564.875437 nChanged 69480 SP:Iteration 3F (20568.170000 sec): 3 clusters Score: Raw -113727699.050146 + Penalty 4466.266342 = -113723232.783804 nChanged 91442 SP:Iteration 4F (20572.790000 sec): 3 clusters Score: Raw -113809478.260468 + Penalty 4466.266342 = -113805011.994126 nChanged 94171 SP:Iteration 5F (20576.910000 sec): 3 clusters Score: Raw -113910279.586613 + Penalty 4466.266342 = -113905813.320271 nChanged 61047 SP:Iteration 6F (20581.110000 sec): 3 clusters Score: Raw -113976842.594456 + Penalty 4466.266342 = -113972376.328114 nChanged 20261 SP:Iteration 7Q (20585.790000 sec): 3 clusters Score: Raw -113997174.316245 + Penalty 4466.266342 = -113992708.049903 nChanged 3554 SP:Iteration 8Q (20590.100000 sec): 3 clusters Score: Raw -114000474.726536 + Penalty 4466.266342 = -113996008.460194 nChanged 488 SP:Iteration 9Q (20594.090000 sec): 3 clusters Score: Raw -114000999.595978 + Penalty 4466.266342 = -113996533.329636 nChanged 69 SP:Iteration 10Q (20597.790000 sec): 3 clusters Score: Raw -114001104.851675 + Penalty 4466.266342 = -113996638.585333 nChanged 20 SP:Iteration 11Q (20601.440000 sec): 3 clusters Score: Raw -114001146.242184 + Penalty 4466.266342 = -113996679.975842 nChanged 8 SP:Iteration 12Q (20605.160000 sec): 3 clusters Score: Raw -114001163.795181 + Penalty 4466.266342 = -113996697.528839 nChanged 5 SP:Iteration 13Q (20608.300000 sec): 3 clusters Score: Raw -114001175.415047 + Penalty 4466.266342 = -113996709.148705 nChanged 4 SP:Iteration 14Q (20611.650000 sec): 3 clusters Score: Raw -114001183.490185 + Penalty 4466.266342 = -113996717.223843 nChanged 6 SP:Iteration 15Q (20615.490000 sec): 3 clusters Score: Raw -114001197.578064 + Penalty 4466.266342 = -113996731.311722 nChanged 6 SP:Iteration 16Q (20620.110000 sec): 3 clusters Score: Raw -114001208.660804 + Penalty 4466.266342 = -113996742.394462 nChanged 2 SP:Iteration 17Q (20624.700000 sec): 3 clusters Score: Raw -114001210.928135 + Penalty 4466.266342 = -113996744.661793 nChanged 0 SP:Iteration 18F (20629.730000 sec): 3 clusters Score: Raw -114001210.928135 + Penalty 4466.266342 = -113996744.661793 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20630.340000 sec): 2 clusters Score: Raw -2737831.457585 + Penalty 1629.349567 = -2736202.108017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20630.640000 sec): 3 clusters Score: Raw -2724056.107495 + Penalty 3258.699135 = -2720797.408360 nChanged 10228 SP:Iteration 1F (20630.950000 sec): 3 clusters Score: Raw -2729533.694290 + Penalty 3258.699135 = -2726274.995156 nChanged 942 SP:Iteration 2Q (20631.250000 sec): 3 clusters Score: Raw -2729795.162135 + Penalty 3258.699135 = -2726536.463000 nChanged 841 SP:Iteration 3Q (20631.590000 sec): 3 clusters Score: Raw -2730022.617878 + Penalty 3258.699135 = -2726763.918743 nChanged 801 SP:Iteration 4Q (20631.910000 sec): 3 clusters Score: Raw -2730244.903958 + Penalty 3258.699135 = -2726986.204824 nChanged 746 SP:Iteration 5Q (20632.160000 sec): 3 clusters Score: Raw -2730490.461164 + Penalty 3258.699135 = -2727231.762029 nChanged 793 SP:Iteration 6Q (20632.490000 sec): 3 clusters Score: Raw -2730826.436416 + Penalty 3258.699135 = -2727567.737282 nChanged 937 SP:Iteration 7Q (20632.790000 sec): 3 clusters Score: Raw -2731337.395580 + Penalty 3258.699135 = -2728078.696446 nChanged 1113 SP:Iteration 8Q (20633.080000 sec): 3 clusters Score: Raw -2732105.402645 + Penalty 3258.699135 = -2728846.703510 nChanged 1318 SP:Iteration 9F (20633.320000 sec): 3 clusters Score: Raw -2733199.736427 + Penalty 3258.699135 = -2729941.037292 nChanged 1528 SP:Iteration 10F (20633.620000 sec): 3 clusters Score: Raw -2734678.434635 + Penalty 3258.699135 = -2731419.735500 nChanged 1501 SP:Iteration 11F (20633.880000 sec): 3 clusters Score: Raw -2736112.943925 + Penalty 3258.699135 = -2732854.244790 nChanged 1238 SP:Iteration 12F (20634.150000 sec): 3 clusters Score: Raw -2736970.785824 + Penalty 3258.699135 = -2733712.086690 nChanged 797 SP:Iteration 13Q (20634.420000 sec): 3 clusters Score: Raw -2737423.297615 + Penalty 3258.699135 = -2734164.598480 nChanged 542 SP:Iteration 14Q (20634.730000 sec): 3 clusters Score: Raw -2737745.128785 + Penalty 3258.699135 = -2734486.429651 nChanged 454 SP:Iteration 15Q (20634.990000 sec): 3 clusters Score: Raw -2737977.863963 + Penalty 3258.699135 = -2734719.164828 nChanged 370 SP:Iteration 16Q (20635.260000 sec): 3 clusters Score: Raw -2738119.317591 + Penalty 3258.699135 = -2734860.618456 nChanged 240 SP:Iteration 17Q (20635.600000 sec): 3 clusters Score: Raw -2738182.863375 + Penalty 3258.699135 = -2734924.164240 nChanged 175 SP:Iteration 18Q (20635.890000 sec): 3 clusters Score: Raw -2738221.329121 + Penalty 3258.699135 = -2734962.629986 nChanged 135 SP:Iteration 19Q (20636.200000 sec): 3 clusters Score: Raw -2738244.743772 + Penalty 3258.699135 = -2734986.044637 nChanged 110 SP:Iteration 20F (20636.430000 sec): 3 clusters Score: Raw -2738258.702236 + Penalty 3258.699135 = -2735000.003101 nChanged 59 SP:Iteration 21Q (20636.740000 sec): 3 clusters Score: Raw -2738265.281578 + Penalty 3258.699135 = -2735006.582444 nChanged 46 SP:Iteration 22Q (20636.980000 sec): 3 clusters Score: Raw -2738271.166803 + Penalty 3258.699135 = -2735012.467668 nChanged 47 SP:Iteration 23Q (20637.310000 sec): 3 clusters Score: Raw -2738276.120922 + Penalty 3258.699135 = -2735017.421787 nChanged 39 SP:Iteration 24Q (20637.600000 sec): 3 clusters Score: Raw -2738279.051391 + Penalty 3258.699135 = -2735020.352256 nChanged 26 SP:Iteration 25Q (20637.890000 sec): 3 clusters Score: Raw -2738280.803302 + Penalty 3258.699135 = -2735022.104167 nChanged 19 SP:Iteration 26Q (20638.170000 sec): 3 clusters Score: Raw -2738281.810332 + Penalty 3258.699135 = -2735023.111197 nChanged 11 SP:Iteration 27Q (20638.460000 sec): 3 clusters Score: Raw -2738282.512213 + Penalty 3258.699135 = -2735023.813078 nChanged 14 SP:Iteration 28Q (20638.690000 sec): 3 clusters Score: Raw -2738283.458395 + Penalty 3258.699135 = -2735024.759260 nChanged 17 SP:Iteration 29Q (20639.000000 sec): 3 clusters Score: Raw -2738284.350409 + Penalty 3258.699135 = -2735025.651274 nChanged 11 SP:Iteration 30Q (20639.300000 sec): 3 clusters Score: Raw -2738284.965115 + Penalty 3258.699135 = -2735026.265980 nChanged 9 SP:Iteration 31Q (20639.570000 sec): 3 clusters Score: Raw -2738285.336673 + Penalty 3258.699135 = -2735026.637538 nChanged 11 SP:Iteration 32Q (20639.870000 sec): 3 clusters Score: Raw -2738285.861800 + Penalty 3258.699135 = -2735027.162665 nChanged 9 SP:Iteration 33Q (20640.170000 sec): 3 clusters Score: Raw -2738286.361940 + Penalty 3258.699135 = -2735027.662805 nChanged 8 SP:Iteration 34Q (20640.490000 sec): 3 clusters Score: Raw -2738286.877273 + Penalty 3258.699135 = -2735028.178138 nChanged 5 SP:Iteration 35Q (20640.790000 sec): 3 clusters Score: Raw -2738287.074626 + Penalty 3258.699135 = -2735028.375491 nChanged 4 SP:Iteration 36Q (20641.140000 sec): 3 clusters Score: Raw -2738287.250491 + Penalty 3258.699135 = -2735028.551357 nChanged 2 SP:Iteration 37Q (20641.430000 sec): 3 clusters Score: Raw -2738287.306313 + Penalty 3258.699135 = -2735028.607178 nChanged 3 SP:Iteration 38Q (20641.680000 sec): 3 clusters Score: Raw -2738287.407311 + Penalty 3258.699135 = -2735028.708176 nChanged 2 SP:Iteration 39Q (20641.980000 sec): 3 clusters Score: Raw -2738287.506998 + Penalty 3258.699135 = -2735028.807863 nChanged 4 SP:Iteration 40F (20642.290000 sec): 3 clusters Score: Raw -2738287.658217 + Penalty 3258.699135 = -2735028.959082 nChanged 3 SP:Iteration 41Q (20642.580000 sec): 3 clusters Score: Raw -2738287.773743 + Penalty 3258.699135 = -2735029.074608 nChanged 1 SP:Iteration 42Q (20642.860000 sec): 3 clusters Score: Raw -2738287.825670 + Penalty 3258.699135 = -2735029.126536 nChanged 2 SP:Iteration 43Q (20643.140000 sec): 3 clusters Score: Raw -2738287.874467 + Penalty 3258.699135 = -2735029.175332 nChanged 2 SP:Iteration 44Q (20643.390000 sec): 3 clusters Score: Raw -2738287.936262 + Penalty 3258.699135 = -2735029.237128 nChanged 2 SP:Iteration 45Q (20643.730000 sec): 3 clusters Score: Raw -2738288.030854 + Penalty 3258.699135 = -2735029.331719 nChanged 4 SP:Iteration 46Q (20644.030000 sec): 3 clusters Score: Raw -2738288.237360 + Penalty 3258.699135 = -2735029.538225 nChanged 5 SP:Iteration 47Q (20644.270000 sec): 3 clusters Score: Raw -2738288.432965 + Penalty 3258.699135 = -2735029.733831 nChanged 0 SP:Iteration 48F (20644.570000 sec): 3 clusters Score: Raw -2738288.432965 + Penalty 3258.699135 = -2735029.733831 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20644.690000 sec): 2 clusters Score: Raw -173400.770577 + Penalty 1181.425844 = -172219.344733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20644.810000 sec): 3 clusters Score: Raw -172845.538108 + Penalty 2362.851688 = -170482.686420 nChanged 462 SP:Iteration 1F (20644.990000 sec): 3 clusters Score: Raw -173182.728250 + Penalty 2362.851688 = -170819.876562 nChanged 99 SP:Iteration 2F (20645.150000 sec): 3 clusters Score: Raw -173264.204113 + Penalty 2362.851688 = -170901.352425 nChanged 65 SP:Iteration 3Q (20645.340000 sec): 3 clusters Score: Raw -173312.394732 + Penalty 2362.851688 = -170949.543044 nChanged 38 SP:Iteration 4Q (20645.500000 sec): 3 clusters Score: Raw -173340.590561 + Penalty 2362.851688 = -170977.738873 nChanged 25 SP:Iteration 5Q (20645.660000 sec): 3 clusters Score: Raw -173360.894916 + Penalty 2362.851688 = -170998.043228 nChanged 24 SP:Iteration 6Q (20645.800000 sec): 3 clusters Score: Raw -173379.859241 + Penalty 2362.851688 = -171017.007553 nChanged 22 SP:Iteration 7Q (20645.940000 sec): 3 clusters Score: Raw -173395.536195 + Penalty 2362.851688 = -171032.684507 nChanged 16 SP:Iteration 8Q (20646.110000 sec): 3 clusters Score: Raw -173407.674874 + Penalty 2362.851688 = -171044.823186 nChanged 25 SP:Iteration 9Q (20646.250000 sec): 3 clusters Score: Raw -173433.065108 + Penalty 2362.851688 = -171070.213420 nChanged 22 SP:Iteration 10Q (20646.440000 sec): 3 clusters Score: Raw -173450.408456 + Penalty 2362.851688 = -171087.556768 nChanged 21 SP:Iteration 11Q (20646.570000 sec): 3 clusters Score: Raw -173465.836380 + Penalty 2362.851688 = -171102.984692 nChanged 14 SP:Iteration 12Q (20646.760000 sec): 3 clusters Score: Raw -173479.143727 + Penalty 2362.851688 = -171116.292039 nChanged 14 SP:Iteration 13Q (20646.960000 sec): 3 clusters Score: Raw -173487.694007 + Penalty 2362.851688 = -171124.842319 nChanged 13 SP:Iteration 14Q (20647.120000 sec): 3 clusters Score: Raw -173495.698255 + Penalty 2362.851688 = -171132.846567 nChanged 13 SP:Iteration 15Q (20647.260000 sec): 3 clusters Score: Raw -173504.896560 + Penalty 2362.851688 = -171142.044872 nChanged 16 SP:Iteration 16Q (20647.440000 sec): 3 clusters Score: Raw -173513.441938 + Penalty 2362.851688 = -171150.590250 nChanged 13 SP:Iteration 17Q (20647.640000 sec): 3 clusters Score: Raw -173519.674238 + Penalty 2362.851688 = -171156.822550 nChanged 13 SP:Iteration 18Q (20647.800000 sec): 3 clusters Score: Raw -173529.254742 + Penalty 2362.851688 = -171166.403054 nChanged 11 SP:Iteration 19Q (20647.980000 sec): 3 clusters Score: Raw -173534.397055 + Penalty 2362.851688 = -171171.545367 nChanged 10 SP:Iteration 20F (20648.120000 sec): 3 clusters Score: Raw -173541.168213 + Penalty 2362.851688 = -171178.316525 nChanged 10 SP:Iteration 21Q (20648.320000 sec): 3 clusters Score: Raw -173548.426589 + Penalty 2362.851688 = -171185.574901 nChanged 12 SP:Iteration 22Q (20648.470000 sec): 3 clusters Score: Raw -173554.100029 + Penalty 2362.851688 = -171191.248341 nChanged 8 SP:Iteration 23Q (20648.610000 sec): 3 clusters Score: Raw -173557.753989 + Penalty 2362.851688 = -171194.902301 nChanged 7 SP:Iteration 24Q (20648.770000 sec): 3 clusters Score: Raw -173560.686309 + Penalty 2362.851688 = -171197.834621 nChanged 7 SP:Iteration 25Q (20648.950000 sec): 3 clusters Score: Raw -173564.124991 + Penalty 2362.851688 = -171201.273303 nChanged 6 SP:Iteration 26Q (20649.060000 sec): 3 clusters Score: Raw -173568.088707 + Penalty 2362.851688 = -171205.237019 nChanged 5 SP:Iteration 27Q (20649.220000 sec): 3 clusters Score: Raw -173570.913805 + Penalty 2362.851688 = -171208.062117 nChanged 6 SP:Iteration 28Q (20649.370000 sec): 3 clusters Score: Raw -173574.554660 + Penalty 2362.851688 = -171211.702972 nChanged 2 SP:Iteration 29Q (20649.520000 sec): 3 clusters Score: Raw -173575.299461 + Penalty 2362.851688 = -171212.447774 nChanged 3 SP:Iteration 30Q (20649.670000 sec): 3 clusters Score: Raw -173576.714895 + Penalty 2362.851688 = -171213.863207 nChanged 2 SP:Iteration 31Q (20649.860000 sec): 3 clusters Score: Raw -173577.768298 + Penalty 2362.851688 = -171214.916610 nChanged 3 SP:Iteration 32Q (20650.030000 sec): 3 clusters Score: Raw -173579.724583 + Penalty 2362.851688 = -171216.872895 nChanged 4 SP:Iteration 33Q (20650.130000 sec): 3 clusters Score: Raw -173583.414119 + Penalty 2362.851688 = -171220.562431 nChanged 6 SP:Iteration 34Q (20650.320000 sec): 3 clusters Score: Raw -173587.710223 + Penalty 2362.851688 = -171224.858535 nChanged 5 SP:Iteration 35Q (20650.460000 sec): 3 clusters Score: Raw -173590.835261 + Penalty 2362.851688 = -171227.983573 nChanged 6 SP:Iteration 36Q (20650.590000 sec): 3 clusters Score: Raw -173594.165316 + Penalty 2362.851688 = -171231.313628 nChanged 6 SP:Iteration 37Q (20650.740000 sec): 3 clusters Score: Raw -173598.848206 + Penalty 2362.851688 = -171235.996518 nChanged 2 SP:Iteration 38Q (20650.950000 sec): 3 clusters Score: Raw -173599.850656 + Penalty 2362.851688 = -171236.998968 nChanged 1 SP:Iteration 39Q (20651.080000 sec): 3 clusters Score: Raw -173600.936019 + Penalty 2362.851688 = -171238.084331 nChanged 1 SP:Iteration 40F (20651.260000 sec): 3 clusters Score: Raw -173601.600928 + Penalty 2362.851688 = -171238.749240 nChanged 1 SP:Iteration 41Q (20651.350000 sec): 3 clusters Score: Raw -173602.188891 + Penalty 2362.851688 = -171239.337203 nChanged 1 SP:Iteration 42Q (20651.510000 sec): 3 clusters Score: Raw -173602.636736 + Penalty 2362.851688 = -171239.785048 nChanged 2 SP:Iteration 43Q (20651.660000 sec): 3 clusters Score: Raw -173604.169666 + Penalty 2362.851688 = -171241.317978 nChanged 1 SP:Iteration 44Q (20651.800000 sec): 3 clusters Score: Raw -173605.504057 + Penalty 2362.851688 = -171242.652369 nChanged 1 SP:Iteration 45Q (20651.970000 sec): 3 clusters Score: Raw -173606.207397 + Penalty 2362.851688 = -171243.355710 nChanged 1 SP:Iteration 46Q (20652.160000 sec): 3 clusters Score: Raw -173606.605795 + Penalty 2362.851688 = -171243.754107 nChanged 2 SP:Iteration 47Q (20652.360000 sec): 3 clusters Score: Raw -173607.696784 + Penalty 2362.851688 = -171244.845096 nChanged 1 SP:Iteration 48Q (20652.500000 sec): 3 clusters Score: Raw -173608.208101 + Penalty 2362.851688 = -171245.356413 nChanged 0 SP:Iteration 49F (20652.680000 sec): 3 clusters Score: Raw -173608.208101 + Penalty 2362.851688 = -171245.356413 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (93509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20653.160000 sec): 2 clusters Score: Raw -11361690.931711 + Penalty 1859.944607 = -11359830.987104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20653.860000 sec): 3 clusters Score: Raw -11301248.147482 + Penalty 3719.889214 = -11297528.258267 nChanged 44577 SP:Iteration 1F (20654.530000 sec): 3 clusters Score: Raw -11326688.727204 + Penalty 3719.889214 = -11322968.837990 nChanged 2441 SP:Iteration 2Q (20655.300000 sec): 3 clusters Score: Raw -11327130.335207 + Penalty 3719.889214 = -11323410.445993 nChanged 2473 SP:Iteration 3Q (20656.010000 sec): 3 clusters Score: Raw -11327658.299058 + Penalty 3719.889214 = -11323938.409844 nChanged 2829 SP:Iteration 4Q (20656.620000 sec): 3 clusters Score: Raw -11328425.032087 + Penalty 3719.889214 = -11324705.142873 nChanged 3614 SP:Iteration 5Q (20657.360000 sec): 3 clusters Score: Raw -11329767.900232 + Penalty 3719.889214 = -11326048.011018 nChanged 4828 SP:Iteration 6F (20658.100000 sec): 3 clusters Score: Raw -11332230.090323 + Penalty 3719.889214 = -11328510.201109 nChanged 6691 SP:Iteration 7F (20658.790000 sec): 3 clusters Score: Raw -11336979.238504 + Penalty 3719.889214 = -11333259.349290 nChanged 8323 SP:Iteration 8F (20659.450000 sec): 3 clusters Score: Raw -11344429.336550 + Penalty 3719.889214 = -11340709.447336 nChanged 8001 SP:Iteration 9F (20660.110000 sec): 3 clusters Score: Raw -11352512.057371 + Penalty 3719.889214 = -11348792.168157 nChanged 5439 SP:Iteration 10F (20660.670000 sec): 3 clusters Score: Raw -11358121.826925 + Penalty 3719.889214 = -11354401.937710 nChanged 2584 SP:Iteration 11Q (20661.280000 sec): 3 clusters Score: Raw -11360701.625765 + Penalty 3719.889214 = -11356981.736551 nChanged 807 SP:Iteration 12Q (20661.860000 sec): 3 clusters Score: Raw -11361488.120786 + Penalty 3719.889214 = -11357768.231572 nChanged 208 SP:Iteration 13Q (20662.370000 sec): 3 clusters Score: Raw -11361718.743080 + Penalty 3719.889214 = -11357998.853866 nChanged 50 SP:Iteration 14Q (20663.000000 sec): 3 clusters Score: Raw -11361792.939393 + Penalty 3719.889214 = -11358073.050178 nChanged 23 SP:Iteration 15Q (20663.520000 sec): 3 clusters Score: Raw -11361839.485674 + Penalty 3719.889214 = -11358119.596460 nChanged 16 SP:Iteration 16Q (20664.110000 sec): 3 clusters Score: Raw -11361871.819337 + Penalty 3719.889214 = -11358151.930123 nChanged 11 SP:Iteration 17Q (20664.670000 sec): 3 clusters Score: Raw -11361889.329340 + Penalty 3719.889214 = -11358169.440125 nChanged 9 SP:Iteration 18Q (20665.330000 sec): 3 clusters Score: Raw -11361904.545589 + Penalty 3719.889214 = -11358184.656375 nChanged 2 SP:Iteration 19Q (20666.060000 sec): 3 clusters Score: Raw -11361909.555829 + Penalty 3719.889214 = -11358189.666615 nChanged 2 SP:Iteration 20F (20666.810000 sec): 3 clusters Score: Raw -11361913.293654 + Penalty 3719.889214 = -11358193.404440 nChanged 1 SP:Iteration 21Q (20667.550000 sec): 3 clusters Score: Raw -11361914.366400 + Penalty 3719.889214 = -11358194.477185 nChanged 1 SP:Iteration 22Q (20668.270000 sec): 3 clusters Score: Raw -11361916.447984 + Penalty 3719.889214 = -11358196.558769 nChanged 2 SP:Iteration 23Q (20668.840000 sec): 3 clusters Score: Raw -11361922.611787 + Penalty 3719.889214 = -11358202.722572 nChanged 1 SP:Iteration 24Q (20669.440000 sec): 3 clusters Score: Raw -11361925.351629 + Penalty 3719.889214 = -11358205.462414 nChanged 2 SP:Iteration 25Q (20670.140000 sec): 3 clusters Score: Raw -11361927.542659 + Penalty 3719.889214 = -11358207.653444 nChanged 0 SP:Iteration 26F (20670.920000 sec): 3 clusters Score: Raw -11361927.542659 + Penalty 3719.889214 = -11358207.653444 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20670.990000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20671.120000 sec): 3 clusters Score: Raw -71143.147876 + Penalty 2090.705530 = -69052.442346 nChanged 159 SP:Iteration 1F (20671.250000 sec): 3 clusters Score: Raw -71327.078799 + Penalty 2090.705530 = -69236.373269 nChanged 42 SP:Iteration 2F (20671.370000 sec): 3 clusters Score: Raw -71373.002270 + Penalty 2090.705530 = -69282.296740 nChanged 11 SP:Iteration 3Q (20671.500000 sec): 3 clusters Score: Raw -71390.375852 + Penalty 2090.705530 = -69299.670321 nChanged 4 SP:Iteration 4Q (20671.630000 sec): 3 clusters Score: Raw -71398.575665 + Penalty 2090.705530 = -69307.870135 nChanged 5 SP:Iteration 5Q (20671.760000 sec): 3 clusters Score: Raw -71405.127304 + Penalty 2090.705530 = -69314.421774 nChanged 3 SP:Iteration 6Q (20671.890000 sec): 3 clusters Score: Raw -71408.869217 + Penalty 2090.705530 = -69318.163687 nChanged 2 SP:Iteration 7Q (20672.020000 sec): 3 clusters Score: Raw -71412.519345 + Penalty 2090.705530 = -69321.813814 nChanged 2 SP:Iteration 8Q (20672.150000 sec): 3 clusters Score: Raw -71414.392569 + Penalty 2090.705530 = -69323.687039 nChanged 2 SP:Iteration 9Q (20672.290000 sec): 3 clusters Score: Raw -71416.492232 + Penalty 2090.705530 = -69325.786702 nChanged 1 SP:Iteration 10Q (20672.420000 sec): 3 clusters Score: Raw -71417.806553 + Penalty 2090.705530 = -69327.101023 nChanged 0 SP:Iteration 11F (20672.550000 sec): 3 clusters Score: Raw -71417.806553 + Penalty 2090.705530 = -69327.101023 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20672.610000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20672.750000 sec): 3 clusters Score: Raw -33773.389670 + Penalty 1866.476036 = -31906.913634 nChanged 73 SP:Iteration 1F (20672.880000 sec): 3 clusters Score: Raw -34010.885316 + Penalty 1866.476036 = -32144.409280 nChanged 24 SP:Iteration 2F (20673.010000 sec): 3 clusters Score: Raw -34105.946743 + Penalty 1866.476036 = -32239.470707 nChanged 16 SP:Iteration 3F (20673.130000 sec): 3 clusters Score: Raw -34150.800280 + Penalty 1866.476036 = -32284.324244 nChanged 9 SP:Iteration 4Q (20673.260000 sec): 3 clusters Score: Raw -34192.600924 + Penalty 1866.476036 = -32326.124888 nChanged 7 SP:Iteration 5Q (20673.390000 sec): 3 clusters Score: Raw -34238.254381 + Penalty 1866.476036 = -32371.778345 nChanged 8 SP:Iteration 6Q (20673.520000 sec): 3 clusters Score: Raw -34272.042708 + Penalty 1866.476036 = -32405.566672 nChanged 4 SP:Iteration 7Q (20673.650000 sec): 3 clusters Score: Raw -34303.920902 + Penalty 1866.476036 = -32437.444866 nChanged 4 SP:Iteration 8Q (20673.810000 sec): 3 clusters Score: Raw -34316.337534 + Penalty 1866.476036 = -32449.861498 nChanged 1 SP:Iteration 9Q (20673.990000 sec): 3 clusters Score: Raw -34318.999211 + Penalty 1866.476036 = -32452.523175 nChanged 0 SP:Iteration 10F (20674.140000 sec): 3 clusters Score: Raw -34318.999211 + Penalty 1866.476036 = -32452.523175 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20674.250000 sec): 2 clusters Score: Raw -93776.426962 + Penalty 1095.909618 = -92680.517344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20674.460000 sec): 3 clusters Score: Raw -93712.128334 + Penalty 2191.819236 = -91520.309098 nChanged 261 SP:Iteration 1F (20674.640000 sec): 3 clusters Score: Raw -94279.203122 + Penalty 2191.819236 = -92087.383886 nChanged 115 SP:Iteration 2F (20674.790000 sec): 3 clusters Score: Raw -94551.884927 + Penalty 2191.819236 = -92360.065691 nChanged 58 SP:Iteration 3F (20674.960000 sec): 3 clusters Score: Raw -94658.863984 + Penalty 2191.819236 = -92467.044749 nChanged 21 SP:Iteration 4Q (20675.140000 sec): 3 clusters Score: Raw -94696.946519 + Penalty 2191.819236 = -92505.127283 nChanged 7 SP:Iteration 5Q (20675.290000 sec): 3 clusters Score: Raw -94710.576785 + Penalty 2191.819236 = -92518.757549 nChanged 2 SP:Iteration 6Q (20675.460000 sec): 3 clusters Score: Raw -94712.946050 + Penalty 2191.819236 = -92521.126814 nChanged 1 SP:Iteration 7Q (20675.600000 sec): 3 clusters Score: Raw -94713.554399 + Penalty 2191.819236 = -92521.735164 nChanged 0 SP:Iteration 8F (20675.770000 sec): 3 clusters Score: Raw -94713.554399 + Penalty 2191.819236 = -92521.735164 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20675.900000 sec): 2 clusters Score: Raw -2164961.236570 + Penalty 1583.251155 = -2163377.985415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20676.160000 sec): 3 clusters Score: Raw -2154830.753636 + Penalty 3166.502310 = -2151664.251326 nChanged 7601 SP:Iteration 1F (20676.400000 sec): 3 clusters Score: Raw -2158954.148123 + Penalty 3166.502310 = -2155787.645813 nChanged 870 SP:Iteration 2F (20676.690000 sec): 3 clusters Score: Raw -2159324.802939 + Penalty 3166.502310 = -2156158.300629 nChanged 863 SP:Iteration 3F (20676.970000 sec): 3 clusters Score: Raw -2159719.956309 + Penalty 3166.502310 = -2156553.453999 nChanged 877 SP:Iteration 4F (20677.230000 sec): 3 clusters Score: Raw -2160199.398387 + Penalty 3166.502310 = -2157032.896077 nChanged 999 SP:Iteration 5F (20677.500000 sec): 3 clusters Score: Raw -2160807.521002 + Penalty 3166.502310 = -2157641.018692 nChanged 1038 SP:Iteration 6F (20677.730000 sec): 3 clusters Score: Raw -2161556.296206 + Penalty 3166.502310 = -2158389.793896 nChanged 1140 SP:Iteration 7F (20678.000000 sec): 3 clusters Score: Raw -2162463.240549 + Penalty 3166.502310 = -2159296.738239 nChanged 1060 SP:Iteration 8F (20678.290000 sec): 3 clusters Score: Raw -2163397.254626 + Penalty 3166.502310 = -2160230.752316 nChanged 831 SP:Iteration 9Q (20678.530000 sec): 3 clusters Score: Raw -2163977.157717 + Penalty 3166.502310 = -2160810.655407 nChanged 519 SP:Iteration 10Q (20678.790000 sec): 3 clusters Score: Raw -2164185.094980 + Penalty 3166.502310 = -2161018.592669 nChanged 283 SP:Iteration 11Q (20679.060000 sec): 3 clusters Score: Raw -2164278.059647 + Penalty 3166.502310 = -2161111.557337 nChanged 201 SP:Iteration 12Q (20679.290000 sec): 3 clusters Score: Raw -2164345.763810 + Penalty 3166.502310 = -2161179.261500 nChanged 188 SP:Iteration 13Q (20679.510000 sec): 3 clusters Score: Raw -2164406.360061 + Penalty 3166.502310 = -2161239.857751 nChanged 200 SP:Iteration 14Q (20679.770000 sec): 3 clusters Score: Raw -2164475.926132 + Penalty 3166.502310 = -2161309.423822 nChanged 185 SP:Iteration 15Q (20680.040000 sec): 3 clusters Score: Raw -2164534.766937 + Penalty 3166.502310 = -2161368.264627 nChanged 152 SP:Iteration 16Q (20680.260000 sec): 3 clusters Score: Raw -2164579.717645 + Penalty 3166.502310 = -2161413.215334 nChanged 159 SP:Iteration 17Q (20680.490000 sec): 3 clusters Score: Raw -2164622.831634 + Penalty 3166.502310 = -2161456.329324 nChanged 133 SP:Iteration 18Q (20680.750000 sec): 3 clusters Score: Raw -2164659.278999 + Penalty 3166.502310 = -2161492.776689 nChanged 128 SP:Iteration 19Q (20681.020000 sec): 3 clusters Score: Raw -2164692.190056 + Penalty 3166.502310 = -2161525.687745 nChanged 115 SP:Iteration 20F (20681.260000 sec): 3 clusters Score: Raw -2164720.362984 + Penalty 3166.502310 = -2161553.860674 nChanged 108 SP:Iteration 21Q (20681.530000 sec): 3 clusters Score: Raw -2164748.069234 + Penalty 3166.502310 = -2161581.566924 nChanged 104 SP:Iteration 22Q (20681.770000 sec): 3 clusters Score: Raw -2164774.306464 + Penalty 3166.502310 = -2161607.804154 nChanged 104 SP:Iteration 23Q (20682.040000 sec): 3 clusters Score: Raw -2164800.504121 + Penalty 3166.502310 = -2161634.001811 nChanged 111 SP:Iteration 24Q (20682.340000 sec): 3 clusters Score: Raw -2164829.284333 + Penalty 3166.502310 = -2161662.782023 nChanged 101 SP:Iteration 25Q (20682.600000 sec): 3 clusters Score: Raw -2164857.585715 + Penalty 3166.502310 = -2161691.083405 nChanged 100 SP:Iteration 26Q (20682.830000 sec): 3 clusters Score: Raw -2164883.025027 + Penalty 3166.502310 = -2161716.522717 nChanged 86 SP:Iteration 27Q (20683.030000 sec): 3 clusters Score: Raw -2164901.596816 + Penalty 3166.502310 = -2161735.094506 nChanged 74 SP:Iteration 28Q (20683.280000 sec): 3 clusters Score: Raw -2164914.817308 + Penalty 3166.502310 = -2161748.314998 nChanged 52 SP:Iteration 29Q (20683.510000 sec): 3 clusters Score: Raw -2164923.280551 + Penalty 3166.502310 = -2161756.778241 nChanged 52 SP:Iteration 30Q (20683.790000 sec): 3 clusters Score: Raw -2164935.446008 + Penalty 3166.502310 = -2161768.943698 nChanged 57 SP:Iteration 31Q (20683.970000 sec): 3 clusters Score: Raw -2164947.760310 + Penalty 3166.502310 = -2161781.258000 nChanged 55 SP:Iteration 32Q (20684.200000 sec): 3 clusters Score: Raw -2164959.314513 + Penalty 3166.502310 = -2161792.812203 nChanged 60 SP:Iteration 33Q (20684.480000 sec): 3 clusters Score: Raw -2164972.620878 + Penalty 3166.502310 = -2161806.118567 nChanged 61 SP:Iteration 34Q (20684.720000 sec): 3 clusters Score: Raw -2164986.351643 + Penalty 3166.502310 = -2161819.849333 nChanged 54 SP:Iteration 35Q (20685.030000 sec): 3 clusters Score: Raw -2164997.241722 + Penalty 3166.502310 = -2161830.739412 nChanged 52 SP:Iteration 36Q (20685.250000 sec): 3 clusters Score: Raw -2165007.974078 + Penalty 3166.502310 = -2161841.471768 nChanged 53 SP:Iteration 37Q (20685.480000 sec): 3 clusters Score: Raw -2165020.365868 + Penalty 3166.502310 = -2161853.863558 nChanged 39 SP:Iteration 38Q (20685.710000 sec): 3 clusters Score: Raw -2165028.461527 + Penalty 3166.502310 = -2161861.959217 nChanged 44 SP:Iteration 39Q (20685.960000 sec): 3 clusters Score: Raw -2165038.498837 + Penalty 3166.502310 = -2161871.996526 nChanged 42 SP:Iteration 40F (20686.180000 sec): 3 clusters Score: Raw -2165046.521067 + Penalty 3166.502310 = -2161880.018757 nChanged 34 SP:Iteration 41Q (20686.420000 sec): 3 clusters Score: Raw -2165052.622817 + Penalty 3166.502310 = -2161886.120507 nChanged 30 SP:Iteration 42Q (20686.650000 sec): 3 clusters Score: Raw -2165058.351548 + Penalty 3166.502310 = -2161891.849238 nChanged 26 SP:Iteration 43Q (20686.900000 sec): 3 clusters Score: Raw -2165062.429653 + Penalty 3166.502310 = -2161895.927343 nChanged 17 SP:Iteration 44Q (20687.160000 sec): 3 clusters Score: Raw -2165064.682906 + Penalty 3166.502310 = -2161898.180596 nChanged 15 SP:Iteration 45Q (20687.390000 sec): 3 clusters Score: Raw -2165067.654776 + Penalty 3166.502310 = -2161901.152466 nChanged 20 SP:Iteration 46Q (20687.630000 sec): 3 clusters Score: Raw -2165071.224881 + Penalty 3166.502310 = -2161904.722571 nChanged 22 SP:Iteration 47Q (20687.830000 sec): 3 clusters Score: Raw -2165075.186345 + Penalty 3166.502310 = -2161908.684035 nChanged 24 SP:Iteration 48Q (20688.090000 sec): 3 clusters Score: Raw -2165080.371069 + Penalty 3166.502310 = -2161913.868759 nChanged 30 SP:Iteration 49Q (20688.350000 sec): 3 clusters Score: Raw -2165085.719866 + Penalty 3166.502310 = -2161919.217556 nChanged 22 SP:Iteration 50Q (20688.600000 sec): 3 clusters Score: Raw -2165090.057880 + Penalty 3166.502310 = -2161923.555570 nChanged 21 SP:Iteration 51Q (20688.850000 sec): 3 clusters Score: Raw -2165094.662064 + Penalty 3166.502310 = -2161928.159754 nChanged 25 SP:Iteration 52Q (20689.080000 sec): 3 clusters Score: Raw -2165099.577796 + Penalty 3166.502310 = -2161933.075486 nChanged 27 SP:Iteration 53Q (20689.290000 sec): 3 clusters Score: Raw -2165104.103834 + Penalty 3166.502310 = -2161937.601524 nChanged 20 SP:Iteration 54Q (20689.530000 sec): 3 clusters Score: Raw -2165107.010639 + Penalty 3166.502310 = -2161940.508329 nChanged 22 SP:Iteration 55Q (20689.770000 sec): 3 clusters Score: Raw -2165111.728056 + Penalty 3166.502310 = -2161945.225745 nChanged 27 SP:Iteration 56Q (20690.000000 sec): 3 clusters Score: Raw -2165118.153955 + Penalty 3166.502310 = -2161951.651645 nChanged 29 SP:Iteration 57Q (20690.290000 sec): 3 clusters Score: Raw -2165127.089585 + Penalty 3166.502310 = -2161960.587275 nChanged 41 SP:Iteration 58Q (20690.530000 sec): 3 clusters Score: Raw -2165137.787333 + Penalty 3166.502310 = -2161971.285023 nChanged 32 SP:Iteration 59Q (20690.780000 sec): 3 clusters Score: Raw -2165144.901399 + Penalty 3166.502310 = -2161978.399089 nChanged 28 SP:Iteration 60F (20691.010000 sec): 3 clusters Score: Raw -2165150.476327 + Penalty 3166.502310 = -2161983.974016 nChanged 28 SP:Iteration 61Q (20691.250000 sec): 3 clusters Score: Raw -2165156.399672 + Penalty 3166.502310 = -2161989.897361 nChanged 27 SP:Iteration 62Q (20691.460000 sec): 3 clusters Score: Raw -2165162.834842 + Penalty 3166.502310 = -2161996.332532 nChanged 23 SP:Iteration 63Q (20691.760000 sec): 3 clusters Score: Raw -2165167.475569 + Penalty 3166.502310 = -2162000.973259 nChanged 22 SP:Iteration 64Q (20692.050000 sec): 3 clusters Score: Raw -2165172.028182 + Penalty 3166.502310 = -2162005.525872 nChanged 20 SP:Iteration 65Q (20692.250000 sec): 3 clusters Score: Raw -2165175.490198 + Penalty 3166.502310 = -2162008.987888 nChanged 13 SP:Iteration 66Q (20692.510000 sec): 3 clusters Score: Raw -2165177.701587 + Penalty 3166.502310 = -2162011.199277 nChanged 14 SP:Iteration 67Q (20692.710000 sec): 3 clusters Score: Raw -2165180.459015 + Penalty 3166.502310 = -2162013.956705 nChanged 11 SP:Iteration 68Q (20692.950000 sec): 3 clusters Score: Raw -2165182.766583 + Penalty 3166.502310 = -2162016.264273 nChanged 13 SP:Iteration 69Q (20693.190000 sec): 3 clusters Score: Raw -2165185.392136 + Penalty 3166.502310 = -2162018.889825 nChanged 12 SP:Iteration 70Q (20693.430000 sec): 3 clusters Score: Raw -2165187.739103 + Penalty 3166.502310 = -2162021.236793 nChanged 5 SP:Iteration 71Q (20693.680000 sec): 3 clusters Score: Raw -2165189.273123 + Penalty 3166.502310 = -2162022.770813 nChanged 9 SP:Iteration 72Q (20693.910000 sec): 3 clusters Score: Raw -2165191.357356 + Penalty 3166.502310 = -2162024.855045 nChanged 11 SP:Iteration 73Q (20694.200000 sec): 3 clusters Score: Raw -2165193.153915 + Penalty 3166.502310 = -2162026.651604 nChanged 5 SP:Iteration 74Q (20694.400000 sec): 3 clusters Score: Raw -2165194.111355 + Penalty 3166.502310 = -2162027.609045 nChanged 6 SP:Iteration 75Q (20694.630000 sec): 3 clusters Score: Raw -2165195.488054 + Penalty 3166.502310 = -2162028.985744 nChanged 9 SP:Iteration 76Q (20694.860000 sec): 3 clusters Score: Raw -2165197.486319 + Penalty 3166.502310 = -2162030.984009 nChanged 5 SP:Iteration 77Q (20695.120000 sec): 3 clusters Score: Raw -2165198.428868 + Penalty 3166.502310 = -2162031.926558 nChanged 4 SP:Iteration 78Q (20695.360000 sec): 3 clusters Score: Raw -2165198.935373 + Penalty 3166.502310 = -2162032.433063 nChanged 3 SP:Iteration 79Q (20695.630000 sec): 3 clusters Score: Raw -2165199.755346 + Penalty 3166.502310 = -2162033.253036 nChanged 3 SP:Iteration 80F (20695.860000 sec): 3 clusters Score: Raw -2165200.410644 + Penalty 3166.502310 = -2162033.908334 nChanged 7 SP:Iteration 81Q (20696.100000 sec): 3 clusters Score: Raw -2165202.417182 + Penalty 3166.502310 = -2162035.914872 nChanged 8 SP:Iteration 82Q (20696.330000 sec): 3 clusters Score: Raw -2165204.030537 + Penalty 3166.502310 = -2162037.528226 nChanged 7 SP:Iteration 83Q (20696.590000 sec): 3 clusters Score: Raw -2165205.126349 + Penalty 3166.502310 = -2162038.624039 nChanged 6 SP:Iteration 84Q (20696.880000 sec): 3 clusters Score: Raw -2165205.929203 + Penalty 3166.502310 = -2162039.426893 nChanged 5 SP:Iteration 85Q (20697.120000 sec): 3 clusters Score: Raw -2165207.147271 + Penalty 3166.502310 = -2162040.644961 nChanged 7 SP:Iteration 86Q (20697.370000 sec): 3 clusters Score: Raw -2165208.338894 + Penalty 3166.502310 = -2162041.836584 nChanged 7 SP:Iteration 87Q (20697.570000 sec): 3 clusters Score: Raw -2165209.939459 + Penalty 3166.502310 = -2162043.437149 nChanged 6 SP:Iteration 88Q (20697.800000 sec): 3 clusters Score: Raw -2165211.255536 + Penalty 3166.502310 = -2162044.753226 nChanged 5 SP:Iteration 89Q (20698.070000 sec): 3 clusters Score: Raw -2165212.229897 + Penalty 3166.502310 = -2162045.727587 nChanged 3 SP:Iteration 90Q (20698.300000 sec): 3 clusters Score: Raw -2165212.605528 + Penalty 3166.502310 = -2162046.103218 nChanged 1 SP:Iteration 91Q (20698.570000 sec): 3 clusters Score: Raw -2165212.857382 + Penalty 3166.502310 = -2162046.355072 nChanged 3 SP:Iteration 92Q (20698.820000 sec): 3 clusters Score: Raw -2165213.466621 + Penalty 3166.502310 = -2162046.964311 nChanged 4 SP:Iteration 93Q (20699.080000 sec): 3 clusters Score: Raw -2165214.087970 + Penalty 3166.502310 = -2162047.585660 nChanged 2 SP:Iteration 94Q (20699.250000 sec): 3 clusters Score: Raw -2165214.430462 + Penalty 3166.502310 = -2162047.928152 nChanged 4 SP:Iteration 95Q (20699.470000 sec): 3 clusters Score: Raw -2165215.386952 + Penalty 3166.502310 = -2162048.884642 nChanged 5 SP:Iteration 96Q (20699.720000 sec): 3 clusters Score: Raw -2165216.704235 + Penalty 3166.502310 = -2162050.201925 nChanged 5 SP:Iteration 97Q (20699.920000 sec): 3 clusters Score: Raw -2165217.562991 + Penalty 3166.502310 = -2162051.060681 nChanged 2 SP:Iteration 98Q (20700.150000 sec): 3 clusters Score: Raw -2165217.754372 + Penalty 3166.502310 = -2162051.252062 nChanged 0 SP:Iteration 99F (20700.440000 sec): 3 clusters Score: Raw -2165217.754372 + Penalty 3166.502310 = -2162051.252062 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20700.510000 sec): 2 clusters Score: Raw -743232.596810 + Penalty 1408.944740 = -741823.652071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20700.740000 sec): 3 clusters Score: Raw -740127.206204 + Penalty 2817.889479 = -737309.316725 nChanged 2385 SP:Iteration 1F (20700.910000 sec): 3 clusters Score: Raw -741394.536838 + Penalty 2817.889479 = -738576.647359 nChanged 383 SP:Iteration 2F (20701.120000 sec): 3 clusters Score: Raw -741582.544027 + Penalty 2817.889479 = -738764.654547 nChanged 306 SP:Iteration 3F (20701.320000 sec): 3 clusters Score: Raw -741718.797781 + Penalty 2817.889479 = -738900.908302 nChanged 217 SP:Iteration 4Q (20701.500000 sec): 3 clusters Score: Raw -741794.494880 + Penalty 2817.889479 = -738976.605401 nChanged 161 SP:Iteration 5Q (20701.700000 sec): 3 clusters Score: Raw -741853.674179 + Penalty 2817.889479 = -739035.784700 nChanged 128 SP:Iteration 6Q (20701.890000 sec): 3 clusters Score: Raw -741902.739481 + Penalty 2817.889479 = -739084.850001 nChanged 121 SP:Iteration 7Q (20702.100000 sec): 3 clusters Score: Raw -741952.387726 + Penalty 2817.889479 = -739134.498246 nChanged 123 SP:Iteration 8Q (20702.300000 sec): 3 clusters Score: Raw -742004.127843 + Penalty 2817.889479 = -739186.238363 nChanged 100 SP:Iteration 9Q (20702.500000 sec): 3 clusters Score: Raw -742048.961414 + Penalty 2817.889479 = -739231.071935 nChanged 99 SP:Iteration 10Q (20702.670000 sec): 3 clusters Score: Raw -742102.943576 + Penalty 2817.889479 = -739285.054096 nChanged 126 SP:Iteration 11Q (20702.870000 sec): 3 clusters Score: Raw -742178.710131 + Penalty 2817.889479 = -739360.820651 nChanged 132 SP:Iteration 12Q (20703.050000 sec): 3 clusters Score: Raw -742252.692798 + Penalty 2817.889479 = -739434.803319 nChanged 144 SP:Iteration 13Q (20703.250000 sec): 3 clusters Score: Raw -742335.594389 + Penalty 2817.889479 = -739517.704909 nChanged 155 SP:Iteration 14Q (20703.440000 sec): 3 clusters Score: Raw -742424.224962 + Penalty 2817.889479 = -739606.335483 nChanged 140 SP:Iteration 15Q (20703.600000 sec): 3 clusters Score: Raw -742502.135144 + Penalty 2817.889479 = -739684.245664 nChanged 131 SP:Iteration 16Q (20703.790000 sec): 3 clusters Score: Raw -742574.331756 + Penalty 2817.889479 = -739756.442277 nChanged 123 SP:Iteration 17Q (20704.010000 sec): 3 clusters Score: Raw -742639.645562 + Penalty 2817.889479 = -739821.756083 nChanged 120 SP:Iteration 18Q (20704.170000 sec): 3 clusters Score: Raw -742705.426142 + Penalty 2817.889479 = -739887.536663 nChanged 111 SP:Iteration 19Q (20704.360000 sec): 3 clusters Score: Raw -742771.857486 + Penalty 2817.889479 = -739953.968006 nChanged 127 SP:Iteration 20F (20704.550000 sec): 3 clusters Score: Raw -742847.728538 + Penalty 2817.889479 = -740029.839058 nChanged 115 SP:Iteration 21Q (20704.740000 sec): 3 clusters Score: Raw -742906.471251 + Penalty 2817.889479 = -740088.581771 nChanged 87 SP:Iteration 22Q (20704.960000 sec): 3 clusters Score: Raw -742954.008448 + Penalty 2817.889479 = -740136.118968 nChanged 81 SP:Iteration 23Q (20705.120000 sec): 3 clusters Score: Raw -742998.712245 + Penalty 2817.889479 = -740180.822766 nChanged 77 SP:Iteration 24Q (20705.340000 sec): 3 clusters Score: Raw -743042.406357 + Penalty 2817.889479 = -740224.516877 nChanged 73 SP:Iteration 25Q (20705.510000 sec): 3 clusters Score: Raw -743077.449944 + Penalty 2817.889479 = -740259.560465 nChanged 58 SP:Iteration 26Q (20705.690000 sec): 3 clusters Score: Raw -743108.951015 + Penalty 2817.889479 = -740291.061536 nChanged 47 SP:Iteration 27Q (20705.890000 sec): 3 clusters Score: Raw -743134.598187 + Penalty 2817.889479 = -740316.708707 nChanged 45 SP:Iteration 28Q (20706.090000 sec): 3 clusters Score: Raw -743159.127047 + Penalty 2817.889479 = -740341.237567 nChanged 41 SP:Iteration 29Q (20706.260000 sec): 3 clusters Score: Raw -743182.162621 + Penalty 2817.889479 = -740364.273142 nChanged 32 SP:Iteration 30Q (20706.430000 sec): 3 clusters Score: Raw -743198.979127 + Penalty 2817.889479 = -740381.089648 nChanged 33 SP:Iteration 31Q (20706.630000 sec): 3 clusters Score: Raw -743216.378000 + Penalty 2817.889479 = -740398.488521 nChanged 25 SP:Iteration 32Q (20706.840000 sec): 3 clusters Score: Raw -743230.215245 + Penalty 2817.889479 = -740412.325765 nChanged 18 SP:Iteration 33Q (20707.020000 sec): 3 clusters Score: Raw -743237.737309 + Penalty 2817.889479 = -740419.847829 nChanged 20 SP:Iteration 34Q (20707.220000 sec): 3 clusters Score: Raw -743247.633139 + Penalty 2817.889479 = -740429.743659 nChanged 13 SP:Iteration 35Q (20707.410000 sec): 3 clusters Score: Raw -743255.426884 + Penalty 2817.889479 = -740437.537404 nChanged 14 SP:Iteration 36Q (20707.600000 sec): 3 clusters Score: Raw -743263.642455 + Penalty 2817.889479 = -740445.752976 nChanged 14 SP:Iteration 37Q (20707.790000 sec): 3 clusters Score: Raw -743273.699741 + Penalty 2817.889479 = -740455.810262 nChanged 26 SP:Iteration 38Q (20708.010000 sec): 3 clusters Score: Raw -743288.948507 + Penalty 2817.889479 = -740471.059028 nChanged 13 SP:Iteration 39Q (20708.170000 sec): 3 clusters Score: Raw -743297.838512 + Penalty 2817.889479 = -740479.949033 nChanged 17 SP:Iteration 40F (20708.370000 sec): 3 clusters Score: Raw -743310.112359 + Penalty 2817.889479 = -740492.222880 nChanged 20 SP:Iteration 41Q (20708.580000 sec): 3 clusters Score: Raw -743321.530858 + Penalty 2817.889479 = -740503.641379 nChanged 18 SP:Iteration 42Q (20708.790000 sec): 3 clusters Score: Raw -743330.543815 + Penalty 2817.889479 = -740512.654336 nChanged 16 SP:Iteration 43Q (20709.000000 sec): 3 clusters Score: Raw -743340.392030 + Penalty 2817.889479 = -740522.502551 nChanged 11 SP:Iteration 44Q (20709.150000 sec): 3 clusters Score: Raw -743346.159375 + Penalty 2817.889479 = -740528.269896 nChanged 8 SP:Iteration 45Q (20709.350000 sec): 3 clusters Score: Raw -743350.080429 + Penalty 2817.889479 = -740532.190950 nChanged 3 SP:Iteration 46Q (20709.540000 sec): 3 clusters Score: Raw -743351.664738 + Penalty 2817.889479 = -740533.775258 nChanged 2 SP:Iteration 47Q (20709.740000 sec): 3 clusters Score: Raw -743353.556187 + Penalty 2817.889479 = -740535.666707 nChanged 3 SP:Iteration 48Q (20709.910000 sec): 3 clusters Score: Raw -743355.446725 + Penalty 2817.889479 = -740537.557245 nChanged 4 SP:Iteration 49Q (20710.100000 sec): 3 clusters Score: Raw -743357.176382 + Penalty 2817.889479 = -740539.286902 nChanged 3 SP:Iteration 50Q (20710.290000 sec): 3 clusters Score: Raw -743358.584886 + Penalty 2817.889479 = -740540.695407 nChanged 5 SP:Iteration 51Q (20710.480000 sec): 3 clusters Score: Raw -743361.455585 + Penalty 2817.889479 = -740543.566105 nChanged 8 SP:Iteration 52Q (20710.660000 sec): 3 clusters Score: Raw -743365.638850 + Penalty 2817.889479 = -740547.749370 nChanged 7 SP:Iteration 53Q (20710.840000 sec): 3 clusters Score: Raw -743369.159624 + Penalty 2817.889479 = -740551.270145 nChanged 5 SP:Iteration 54Q (20711.010000 sec): 3 clusters Score: Raw -743371.401632 + Penalty 2817.889479 = -740553.512152 nChanged 8 SP:Iteration 55Q (20711.220000 sec): 3 clusters Score: Raw -743374.840496 + Penalty 2817.889479 = -740556.951017 nChanged 5 SP:Iteration 56Q (20711.390000 sec): 3 clusters Score: Raw -743377.671531 + Penalty 2817.889479 = -740559.782052 nChanged 4 SP:Iteration 57Q (20711.560000 sec): 3 clusters Score: Raw -743380.440040 + Penalty 2817.889479 = -740562.550561 nChanged 5 SP:Iteration 58Q (20711.760000 sec): 3 clusters Score: Raw -743383.318832 + Penalty 2817.889479 = -740565.429353 nChanged 2 SP:Iteration 59Q (20711.960000 sec): 3 clusters Score: Raw -743384.499758 + Penalty 2817.889479 = -740566.610278 nChanged 3 SP:Iteration 60F (20712.160000 sec): 3 clusters Score: Raw -743385.811820 + Penalty 2817.889479 = -740567.922341 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (8909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20712.310000 sec): 2 clusters Score: Raw -1095434.222100 + Penalty 1477.907808 = -1093956.314292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20712.520000 sec): 3 clusters Score: Raw -1090424.788686 + Penalty 2955.815616 = -1087468.973070 nChanged 3755 SP:Iteration 1F (20712.710000 sec): 3 clusters Score: Raw -1092424.328980 + Penalty 2955.815616 = -1089468.513363 nChanged 548 SP:Iteration 2F (20712.930000 sec): 3 clusters Score: Raw -1092639.266751 + Penalty 2955.815616 = -1089683.451135 nChanged 416 SP:Iteration 3Q (20713.140000 sec): 3 clusters Score: Raw -1092785.150188 + Penalty 2955.815616 = -1089829.334572 nChanged 334 SP:Iteration 4Q (20713.360000 sec): 3 clusters Score: Raw -1092893.869407 + Penalty 2955.815616 = -1089938.053790 nChanged 281 SP:Iteration 5Q (20713.580000 sec): 3 clusters Score: Raw -1092988.113259 + Penalty 2955.815616 = -1090032.297642 nChanged 267 SP:Iteration 6Q (20713.800000 sec): 3 clusters Score: Raw -1093069.318870 + Penalty 2955.815616 = -1090113.503254 nChanged 230 SP:Iteration 7Q (20714.030000 sec): 3 clusters Score: Raw -1093135.961368 + Penalty 2955.815616 = -1090180.145752 nChanged 202 SP:Iteration 8Q (20714.260000 sec): 3 clusters Score: Raw -1093197.008350 + Penalty 2955.815616 = -1090241.192734 nChanged 187 SP:Iteration 9Q (20714.450000 sec): 3 clusters Score: Raw -1093246.103973 + Penalty 2955.815616 = -1090290.288357 nChanged 165 SP:Iteration 10Q (20714.650000 sec): 3 clusters Score: Raw -1093283.560367 + Penalty 2955.815616 = -1090327.744751 nChanged 136 SP:Iteration 11Q (20714.850000 sec): 3 clusters Score: Raw -1093315.703008 + Penalty 2955.815616 = -1090359.887392 nChanged 130 SP:Iteration 12Q (20715.100000 sec): 3 clusters Score: Raw -1093346.139063 + Penalty 2955.815616 = -1090390.323447 nChanged 131 SP:Iteration 13Q (20715.320000 sec): 3 clusters Score: Raw -1093378.859070 + Penalty 2955.815616 = -1090423.043453 nChanged 114 SP:Iteration 14Q (20715.520000 sec): 3 clusters Score: Raw -1093408.443398 + Penalty 2955.815616 = -1090452.627782 nChanged 109 SP:Iteration 15Q (20715.680000 sec): 3 clusters Score: Raw -1093439.646800 + Penalty 2955.815616 = -1090483.831184 nChanged 123 SP:Iteration 16Q (20715.890000 sec): 3 clusters Score: Raw -1093471.940361 + Penalty 2955.815616 = -1090516.124745 nChanged 139 SP:Iteration 17Q (20716.120000 sec): 3 clusters Score: Raw -1093513.799201 + Penalty 2955.815616 = -1090557.983585 nChanged 169 SP:Iteration 18Q (20716.310000 sec): 3 clusters Score: Raw -1093569.246558 + Penalty 2955.815616 = -1090613.430941 nChanged 168 SP:Iteration 19Q (20716.520000 sec): 3 clusters Score: Raw -1093625.380437 + Penalty 2955.815616 = -1090669.564821 nChanged 205 SP:Iteration 20F (20716.760000 sec): 3 clusters Score: Raw -1093699.022394 + Penalty 2955.815616 = -1090743.206778 nChanged 217 SP:Iteration 21Q (20716.960000 sec): 3 clusters Score: Raw -1093783.521119 + Penalty 2955.815616 = -1090827.705503 nChanged 242 SP:Iteration 22Q (20717.180000 sec): 3 clusters Score: Raw -1093904.347869 + Penalty 2955.815616 = -1090948.532253 nChanged 305 SP:Iteration 23Q (20717.430000 sec): 3 clusters Score: Raw -1094097.370471 + Penalty 2955.815616 = -1091141.554855 nChanged 354 SP:Iteration 24Q (20717.590000 sec): 3 clusters Score: Raw -1094341.301738 + Penalty 2955.815616 = -1091385.486122 nChanged 341 SP:Iteration 25Q (20717.810000 sec): 3 clusters Score: Raw -1094579.306110 + Penalty 2955.815616 = -1091623.490494 nChanged 322 SP:Iteration 26Q (20718.020000 sec): 3 clusters Score: Raw -1094821.508637 + Penalty 2955.815616 = -1091865.693021 nChanged 261 SP:Iteration 27Q (20718.250000 sec): 3 clusters Score: Raw -1095022.103077 + Penalty 2955.815616 = -1092066.287460 nChanged 212 SP:Iteration 28Q (20718.440000 sec): 3 clusters Score: Raw -1095192.539193 + Penalty 2955.815616 = -1092236.723577 nChanged 150 SP:Iteration 29Q (20718.660000 sec): 3 clusters Score: Raw -1095315.221927 + Penalty 2955.815616 = -1092359.406311 nChanged 118 SP:Iteration 30Q (20718.880000 sec): 3 clusters Score: Raw -1095407.950518 + Penalty 2955.815616 = -1092452.134902 nChanged 94 SP:Iteration 31Q (20719.080000 sec): 3 clusters Score: Raw -1095489.082285 + Penalty 2955.815616 = -1092533.266669 nChanged 72 SP:Iteration 32Q (20719.300000 sec): 3 clusters Score: Raw -1095545.264336 + Penalty 2955.815616 = -1092589.448720 nChanged 44 SP:Iteration 33Q (20719.540000 sec): 3 clusters Score: Raw -1095585.354621 + Penalty 2955.815616 = -1092629.539004 nChanged 34 SP:Iteration 34Q (20719.700000 sec): 3 clusters Score: Raw -1095609.699941 + Penalty 2955.815616 = -1092653.884325 nChanged 21 SP:Iteration 35Q (20719.940000 sec): 3 clusters Score: Raw -1095630.281092 + Penalty 2955.815616 = -1092674.465476 nChanged 22 SP:Iteration 36Q (20720.100000 sec): 3 clusters Score: Raw -1095649.072423 + Penalty 2955.815616 = -1092693.256807 nChanged 18 SP:Iteration 37Q (20720.290000 sec): 3 clusters Score: Raw -1095660.486810 + Penalty 2955.815616 = -1092704.671193 nChanged 11 SP:Iteration 38Q (20720.510000 sec): 3 clusters Score: Raw -1095669.734590 + Penalty 2955.815616 = -1092713.918974 nChanged 7 SP:Iteration 39Q (20720.740000 sec): 3 clusters Score: Raw -1095674.212248 + Penalty 2955.815616 = -1092718.396632 nChanged 5 SP:Iteration 40F (20720.950000 sec): 3 clusters Score: Raw -1095678.010415 + Penalty 2955.815616 = -1092722.194799 nChanged 7 SP:Iteration 41Q (20721.170000 sec): 3 clusters Score: Raw -1095684.159883 + Penalty 2955.815616 = -1092728.344267 nChanged 7 SP:Iteration 42Q (20721.400000 sec): 3 clusters Score: Raw -1095689.393991 + Penalty 2955.815616 = -1092733.578375 nChanged 5 SP:Iteration 43Q (20721.610000 sec): 3 clusters Score: Raw -1095691.784933 + Penalty 2955.815616 = -1092735.969317 nChanged 2 SP:Iteration 44Q (20721.780000 sec): 3 clusters Score: Raw -1095693.714231 + Penalty 2955.815616 = -1092737.898615 nChanged 4 SP:Iteration 45Q (20722.000000 sec): 3 clusters Score: Raw -1095696.872353 + Penalty 2955.815616 = -1092741.056737 nChanged 1 SP:Iteration 46Q (20722.230000 sec): 3 clusters Score: Raw -1095697.378723 + Penalty 2955.815616 = -1092741.563107 nChanged 1 SP:Iteration 47Q (20722.410000 sec): 3 clusters Score: Raw -1095697.770924 + Penalty 2955.815616 = -1092741.955307 nChanged 1 SP:Iteration 48Q (20722.590000 sec): 3 clusters Score: Raw -1095698.220929 + Penalty 2955.815616 = -1092742.405313 nChanged 0 SP:Iteration 49F (20722.760000 sec): 3 clusters Score: Raw -1095698.220929 + Penalty 2955.815616 = -1092742.405313 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (16998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20722.910000 sec): 2 clusters Score: Raw -2003380.793980 + Penalty 1582.888282 = -2001797.905697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20723.170000 sec): 3 clusters Score: Raw -1993197.832044 + Penalty 3165.776565 = -1990032.055479 nChanged 7650 SP:Iteration 1F (20723.430000 sec): 3 clusters Score: Raw -1997338.389254 + Penalty 3165.776565 = -1994172.612689 nChanged 974 SP:Iteration 2F (20723.730000 sec): 3 clusters Score: Raw -1997817.685098 + Penalty 3165.776565 = -1994651.908533 nChanged 1017 SP:Iteration 3F (20723.960000 sec): 3 clusters Score: Raw -1998477.771508 + Penalty 3165.776565 = -1995311.994943 nChanged 1159 SP:Iteration 4F (20724.260000 sec): 3 clusters Score: Raw -1999278.032071 + Penalty 3165.776565 = -1996112.255506 nChanged 1179 SP:Iteration 5F (20724.480000 sec): 3 clusters Score: Raw -2000018.184658 + Penalty 3165.776565 = -1996852.408093 nChanged 1103 SP:Iteration 6F (20724.760000 sec): 3 clusters Score: Raw -2000697.886932 + Penalty 3165.776565 = -1997532.110368 nChanged 1008 SP:Iteration 7F (20724.960000 sec): 3 clusters Score: Raw -2001297.626538 + Penalty 3165.776565 = -1998131.849973 nChanged 836 SP:Iteration 8Q (20725.220000 sec): 3 clusters Score: Raw -2001801.344549 + Penalty 3165.776565 = -1998635.567984 nChanged 653 SP:Iteration 9Q (20725.490000 sec): 3 clusters Score: Raw -2002156.184777 + Penalty 3165.776565 = -1998990.408212 nChanged 440 SP:Iteration 10Q (20725.730000 sec): 3 clusters Score: Raw -2002351.773328 + Penalty 3165.776565 = -1999185.996763 nChanged 327 SP:Iteration 11Q (20726.030000 sec): 3 clusters Score: Raw -2002477.380895 + Penalty 3165.776565 = -1999311.604330 nChanged 244 SP:Iteration 12Q (20726.250000 sec): 3 clusters Score: Raw -2002556.007541 + Penalty 3165.776565 = -1999390.230976 nChanged 212 SP:Iteration 13Q (20726.510000 sec): 3 clusters Score: Raw -2002616.435807 + Penalty 3165.776565 = -1999450.659242 nChanged 192 SP:Iteration 14Q (20726.730000 sec): 3 clusters Score: Raw -2002669.902574 + Penalty 3165.776565 = -1999504.126009 nChanged 170 SP:Iteration 15Q (20727.000000 sec): 3 clusters Score: Raw -2002716.395512 + Penalty 3165.776565 = -1999550.618947 nChanged 153 SP:Iteration 16Q (20727.240000 sec): 3 clusters Score: Raw -2002755.079407 + Penalty 3165.776565 = -1999589.302842 nChanged 143 SP:Iteration 17Q (20727.520000 sec): 3 clusters Score: Raw -2002795.647569 + Penalty 3165.776565 = -1999629.871004 nChanged 157 SP:Iteration 18Q (20727.790000 sec): 3 clusters Score: Raw -2002840.692152 + Penalty 3165.776565 = -1999674.915587 nChanged 149 SP:Iteration 19Q (20728.060000 sec): 3 clusters Score: Raw -2002887.292185 + Penalty 3165.776565 = -1999721.515620 nChanged 141 SP:Iteration 20F (20728.300000 sec): 3 clusters Score: Raw -2002929.087901 + Penalty 3165.776565 = -1999763.311336 nChanged 141 SP:Iteration 21Q (20728.540000 sec): 3 clusters Score: Raw -2002976.591999 + Penalty 3165.776565 = -1999810.815434 nChanged 145 SP:Iteration 22Q (20728.850000 sec): 3 clusters Score: Raw -2003023.552238 + Penalty 3165.776565 = -1999857.775673 nChanged 145 SP:Iteration 23Q (20729.080000 sec): 3 clusters Score: Raw -2003074.324652 + Penalty 3165.776565 = -1999908.548087 nChanged 129 SP:Iteration 24Q (20729.350000 sec): 3 clusters Score: Raw -2003116.501508 + Penalty 3165.776565 = -1999950.724943 nChanged 103 SP:Iteration 25Q (20729.620000 sec): 3 clusters Score: Raw -2003149.539439 + Penalty 3165.776565 = -1999983.762874 nChanged 88 SP:Iteration 26Q (20729.870000 sec): 3 clusters Score: Raw -2003180.555607 + Penalty 3165.776565 = -2000014.779042 nChanged 91 SP:Iteration 27Q (20730.130000 sec): 3 clusters Score: Raw -2003210.688006 + Penalty 3165.776565 = -2000044.911441 nChanged 75 SP:Iteration 28Q (20730.390000 sec): 3 clusters Score: Raw -2003235.480097 + Penalty 3165.776565 = -2000069.703532 nChanged 63 SP:Iteration 29Q (20730.650000 sec): 3 clusters Score: Raw -2003254.742733 + Penalty 3165.776565 = -2000088.966169 nChanged 51 SP:Iteration 30Q (20730.900000 sec): 3 clusters Score: Raw -2003270.384014 + Penalty 3165.776565 = -2000104.607449 nChanged 52 SP:Iteration 31Q (20731.100000 sec): 3 clusters Score: Raw -2003288.538247 + Penalty 3165.776565 = -2000122.761682 nChanged 53 SP:Iteration 32Q (20731.370000 sec): 3 clusters Score: Raw -2003308.631414 + Penalty 3165.776565 = -2000142.854849 nChanged 61 SP:Iteration 33Q (20731.620000 sec): 3 clusters Score: Raw -2003332.609168 + Penalty 3165.776565 = -2000166.832603 nChanged 53 SP:Iteration 34Q (20731.870000 sec): 3 clusters Score: Raw -2003354.729268 + Penalty 3165.776565 = -2000188.952703 nChanged 43 SP:Iteration 35Q (20732.080000 sec): 3 clusters Score: Raw -2003372.069824 + Penalty 3165.776565 = -2000206.293259 nChanged 37 SP:Iteration 36Q (20732.370000 sec): 3 clusters Score: Raw -2003385.248265 + Penalty 3165.776565 = -2000219.471700 nChanged 37 SP:Iteration 37Q (20732.650000 sec): 3 clusters Score: Raw -2003400.499477 + Penalty 3165.776565 = -2000234.722912 nChanged 40 SP:Iteration 38Q (20732.880000 sec): 3 clusters Score: Raw -2003416.436525 + Penalty 3165.776565 = -2000250.659960 nChanged 31 SP:Iteration 39Q (20733.120000 sec): 3 clusters Score: Raw -2003428.691222 + Penalty 3165.776565 = -2000262.914657 nChanged 30 SP:Iteration 40F (20733.400000 sec): 3 clusters Score: Raw -2003440.475134 + Penalty 3165.776565 = -2000274.698569 nChanged 30 SP:Iteration 41Q (20733.670000 sec): 3 clusters Score: Raw -2003452.022028 + Penalty 3165.776565 = -2000286.245463 nChanged 15 SP:Iteration 42Q (20733.930000 sec): 3 clusters Score: Raw -2003457.485682 + Penalty 3165.776565 = -2000291.709117 nChanged 22 SP:Iteration 43Q (20734.190000 sec): 3 clusters Score: Raw -2003466.826220 + Penalty 3165.776565 = -2000301.049655 nChanged 15 SP:Iteration 44Q (20734.410000 sec): 3 clusters Score: Raw -2003473.504600 + Penalty 3165.776565 = -2000307.728035 nChanged 14 SP:Iteration 45Q (20734.720000 sec): 3 clusters Score: Raw -2003481.310653 + Penalty 3165.776565 = -2000315.534088 nChanged 17 SP:Iteration 46Q (20734.950000 sec): 3 clusters Score: Raw -2003487.921724 + Penalty 3165.776565 = -2000322.145159 nChanged 10 SP:Iteration 47Q (20735.230000 sec): 3 clusters Score: Raw -2003490.774515 + Penalty 3165.776565 = -2000324.997950 nChanged 6 SP:Iteration 48Q (20735.460000 sec): 3 clusters Score: Raw -2003493.097569 + Penalty 3165.776565 = -2000327.321004 nChanged 10 SP:Iteration 49Q (20735.730000 sec): 3 clusters Score: Raw -2003497.975396 + Penalty 3165.776565 = -2000332.198831 nChanged 13 SP:Iteration 50Q (20736.010000 sec): 3 clusters Score: Raw -2003502.852990 + Penalty 3165.776565 = -2000337.076425 nChanged 11 SP:Iteration 51Q (20736.260000 sec): 3 clusters Score: Raw -2003506.334304 + Penalty 3165.776565 = -2000340.557739 nChanged 7 SP:Iteration 52Q (20736.550000 sec): 3 clusters Score: Raw -2003508.909179 + Penalty 3165.776565 = -2000343.132614 nChanged 8 SP:Iteration 53Q (20736.800000 sec): 3 clusters Score: Raw -2003511.284964 + Penalty 3165.776565 = -2000345.508399 nChanged 4 SP:Iteration 54Q (20737.020000 sec): 3 clusters Score: Raw -2003512.007344 + Penalty 3165.776565 = -2000346.230779 nChanged 1 SP:Iteration 55Q (20737.270000 sec): 3 clusters Score: Raw -2003512.067828 + Penalty 3165.776565 = -2000346.291263 nChanged 0 SP:Iteration 56F (20737.550000 sec): 3 clusters Score: Raw -2003512.067828 + Penalty 3165.776565 = -2000346.291263 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20737.630000 sec): 2 clusters Score: Raw -32129.281904 + Penalty 921.355650 = -31207.926254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20737.810000 sec): 3 clusters Score: Raw -32236.808852 + Penalty 1842.711300 = -30394.097552 nChanged 51 SP:Iteration 1F (20737.950000 sec): 3 clusters Score: Raw -32339.161671 + Penalty 1842.711300 = -30496.450371 nChanged 8 SP:Iteration 2Q (20738.100000 sec): 3 clusters Score: Raw -32359.359035 + Penalty 1842.711300 = -30516.647735 nChanged 2 SP:Iteration 3Q (20738.290000 sec): 3 clusters Score: Raw -32364.099539 + Penalty 1842.711300 = -30521.388239 nChanged 3 SP:Iteration 4Q (20738.490000 sec): 3 clusters Score: Raw -32370.866250 + Penalty 1842.711300 = -30528.154950 nChanged 1 SP:Iteration 5Q (20738.640000 sec): 3 clusters Score: Raw -32373.529432 + Penalty 1842.711300 = -30530.818132 nChanged 1 SP:Iteration 6Q (20738.840000 sec): 3 clusters Score: Raw -32377.669188 + Penalty 1842.711300 = -30534.957888 nChanged 0 SP:Iteration 7F (20739.000000 sec): 3 clusters Score: Raw -32377.669188 + Penalty 1842.711300 = -30534.957888 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20739.090000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20739.270000 sec): 3 clusters Score: Raw -49674.825524 + Penalty 1972.989762 = -47701.835762 nChanged 80 SP:Iteration 1F (20739.470000 sec): 3 clusters Score: Raw -49817.764858 + Penalty 1972.989762 = -47844.775096 nChanged 22 SP:Iteration 2F (20739.660000 sec): 3 clusters Score: Raw -49892.435909 + Penalty 1972.989762 = -47919.446147 nChanged 15 SP:Iteration 3Q (20739.810000 sec): 3 clusters Score: Raw -49934.035918 + Penalty 1972.989762 = -47961.046156 nChanged 11 SP:Iteration 4Q (20739.990000 sec): 3 clusters Score: Raw -49970.041926 + Penalty 1972.989762 = -47997.052164 nChanged 12 SP:Iteration 5Q (20740.180000 sec): 3 clusters Score: Raw -49993.195184 + Penalty 1972.989762 = -48020.205423 nChanged 9 SP:Iteration 6Q (20740.380000 sec): 3 clusters Score: Raw -50017.617478 + Penalty 1972.989762 = -48044.627716 nChanged 8 SP:Iteration 7Q (20740.560000 sec): 3 clusters Score: Raw -50037.729098 + Penalty 1972.989762 = -48064.739336 nChanged 2 SP:Iteration 8Q (20740.740000 sec): 3 clusters Score: Raw -50039.725068 + Penalty 1972.989762 = -48066.735307 nChanged 0 SP:Iteration 9F (20740.920000 sec): 3 clusters Score: Raw -50039.725068 + Penalty 1972.989762 = -48066.735307 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20741.120000 sec): 2 clusters Score: Raw -3474408.022201 + Penalty 1660.170727 = -3472747.851474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20741.410000 sec): 3 clusters Score: Raw -3457564.207918 + Penalty 3320.341454 = -3454243.866463 nChanged 12560 SP:Iteration 1F (20741.680000 sec): 3 clusters Score: Raw -3464491.522173 + Penalty 3320.341454 = -3461171.180718 nChanged 1140 SP:Iteration 2Q (20742.050000 sec): 3 clusters Score: Raw -3464803.552382 + Penalty 3320.341454 = -3461483.210928 nChanged 1039 SP:Iteration 3Q (20742.350000 sec): 3 clusters Score: Raw -3465111.428334 + Penalty 3320.341454 = -3461791.086880 nChanged 1092 SP:Iteration 4Q (20742.670000 sec): 3 clusters Score: Raw -3465477.166829 + Penalty 3320.341454 = -3462156.825374 nChanged 1259 SP:Iteration 5Q (20742.970000 sec): 3 clusters Score: Raw -3466015.112507 + Penalty 3320.341454 = -3462694.771053 nChanged 1527 SP:Iteration 6F (20743.260000 sec): 3 clusters Score: Raw -3466854.374270 + Penalty 3320.341454 = -3463534.032815 nChanged 1866 SP:Iteration 7F (20743.570000 sec): 3 clusters Score: Raw -3468147.132666 + Penalty 3320.341454 = -3464826.791212 nChanged 2077 SP:Iteration 8F (20743.870000 sec): 3 clusters Score: Raw -3469920.705497 + Penalty 3320.341454 = -3466600.364043 nChanged 1923 SP:Iteration 9F (20744.170000 sec): 3 clusters Score: Raw -3471730.127522 + Penalty 3320.341454 = -3468409.786068 nChanged 1427 SP:Iteration 10F (20744.480000 sec): 3 clusters Score: Raw -3473107.042058 + Penalty 3320.341454 = -3469786.700603 nChanged 807 SP:Iteration 11Q (20744.800000 sec): 3 clusters Score: Raw -3473884.729439 + Penalty 3320.341454 = -3470564.387985 nChanged 380 SP:Iteration 12Q (20745.130000 sec): 3 clusters Score: Raw -3474261.276533 + Penalty 3320.341454 = -3470940.935079 nChanged 173 SP:Iteration 13Q (20745.380000 sec): 3 clusters Score: Raw -3474432.306215 + Penalty 3320.341454 = -3471111.964761 nChanged 92 SP:Iteration 14Q (20745.670000 sec): 3 clusters Score: Raw -3474529.045528 + Penalty 3320.341454 = -3471208.704073 nChanged 54 SP:Iteration 15Q (20746.000000 sec): 3 clusters Score: Raw -3474571.966916 + Penalty 3320.341454 = -3471251.625461 nChanged 31 SP:Iteration 16Q (20746.230000 sec): 3 clusters Score: Raw -3474601.014932 + Penalty 3320.341454 = -3471280.673478 nChanged 15 SP:Iteration 17Q (20746.550000 sec): 3 clusters Score: Raw -3474610.199145 + Penalty 3320.341454 = -3471289.857691 nChanged 12 SP:Iteration 18Q (20746.840000 sec): 3 clusters Score: Raw -3474619.629188 + Penalty 3320.341454 = -3471299.287733 nChanged 11 SP:Iteration 19Q (20747.130000 sec): 3 clusters Score: Raw -3474629.518040 + Penalty 3320.341454 = -3471309.176586 nChanged 10 SP:Iteration 20F (20747.450000 sec): 3 clusters Score: Raw -3474636.723071 + Penalty 3320.341454 = -3471316.381616 nChanged 3 SP:Iteration 21Q (20747.720000 sec): 3 clusters Score: Raw -3474637.734390 + Penalty 3320.341454 = -3471317.392936 nChanged 1 SP:Iteration 22Q (20748.020000 sec): 3 clusters Score: Raw -3474638.094315 + Penalty 3320.341454 = -3471317.752861 nChanged 1 SP:Iteration 23Q (20748.350000 sec): 3 clusters Score: Raw -3474638.576884 + Penalty 3320.341454 = -3471318.235430 nChanged 1 SP:Iteration 24Q (20748.590000 sec): 3 clusters Score: Raw -3474638.952085 + Penalty 3320.341454 = -3471318.610631 nChanged 1 SP:Iteration 25Q (20748.920000 sec): 3 clusters Score: Raw -3474639.115784 + Penalty 3320.341454 = -3471318.774330 nChanged 1 SP:Iteration 26Q (20749.200000 sec): 3 clusters Score: Raw -3474639.945784 + Penalty 3320.341454 = -3471319.604330 nChanged 1 SP:Iteration 27Q (20749.490000 sec): 3 clusters Score: Raw -3474640.720407 + Penalty 3320.341454 = -3471320.378953 nChanged 3 SP:Iteration 28Q (20749.760000 sec): 3 clusters Score: Raw -3474643.642193 + Penalty 3320.341454 = -3471323.300738 nChanged 6 SP:Iteration 29Q (20749.980000 sec): 3 clusters Score: Raw -3474648.608419 + Penalty 3320.341454 = -3471328.266964 nChanged 8 SP:Iteration 30Q (20750.280000 sec): 3 clusters Score: Raw -3474652.953613 + Penalty 3320.341454 = -3471332.612159 nChanged 8 SP:Iteration 31Q (20750.550000 sec): 3 clusters Score: Raw -3474656.705450 + Penalty 3320.341454 = -3471336.363996 nChanged 1 SP:Iteration 32Q (20750.770000 sec): 3 clusters Score: Raw -3474657.212825 + Penalty 3320.341454 = -3471336.871371 nChanged 1 SP:Iteration 33Q (20751.060000 sec): 3 clusters Score: Raw -3474657.430982 + Penalty 3320.341454 = -3471337.089528 nChanged 1 SP:Iteration 34Q (20751.330000 sec): 3 clusters Score: Raw -3474657.840486 + Penalty 3320.341454 = -3471337.499031 nChanged 1 SP:Iteration 35Q (20751.610000 sec): 3 clusters Score: Raw -3474657.977769 + Penalty 3320.341454 = -3471337.636314 nChanged 0 SP:Iteration 36F (20751.900000 sec): 3 clusters Score: Raw -3474657.977769 + Penalty 3320.341454 = -3471337.636314 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20752.080000 sec): 2 clusters Score: Raw -2758676.808107 + Penalty 1623.975246 = -2757052.832861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20752.320000 sec): 3 clusters Score: Raw -2745465.059572 + Penalty 3247.950492 = -2742217.109080 nChanged 9893 SP:Iteration 1F (20752.620000 sec): 3 clusters Score: Raw -2750659.420945 + Penalty 3247.950492 = -2747411.470453 nChanged 939 SP:Iteration 2Q (20752.920000 sec): 3 clusters Score: Raw -2750932.558265 + Penalty 3247.950492 = -2747684.607774 nChanged 837 SP:Iteration 3Q (20753.210000 sec): 3 clusters Score: Raw -2751174.157329 + Penalty 3247.950492 = -2747926.206837 nChanged 777 SP:Iteration 4Q (20753.480000 sec): 3 clusters Score: Raw -2751417.057136 + Penalty 3247.950492 = -2748169.106644 nChanged 765 SP:Iteration 5Q (20753.760000 sec): 3 clusters Score: Raw -2751668.595378 + Penalty 3247.950492 = -2748420.644886 nChanged 713 SP:Iteration 6Q (20754.080000 sec): 3 clusters Score: Raw -2751940.937745 + Penalty 3247.950492 = -2748692.987254 nChanged 735 SP:Iteration 7Q (20754.350000 sec): 3 clusters Score: Raw -2752261.426731 + Penalty 3247.950492 = -2749013.476239 nChanged 811 SP:Iteration 8Q (20754.640000 sec): 3 clusters Score: Raw -2752672.765609 + Penalty 3247.950492 = -2749424.815117 nChanged 970 SP:Iteration 9Q (20754.880000 sec): 3 clusters Score: Raw -2753302.272449 + Penalty 3247.950492 = -2750054.321957 nChanged 1101 SP:Iteration 10F (20755.190000 sec): 3 clusters Score: Raw -2754151.698381 + Penalty 3247.950492 = -2750903.747889 nChanged 1223 SP:Iteration 11F (20755.450000 sec): 3 clusters Score: Raw -2755152.830839 + Penalty 3247.950492 = -2751904.880347 nChanged 1200 SP:Iteration 12F (20755.720000 sec): 3 clusters Score: Raw -2756101.567506 + Penalty 3247.950492 = -2752853.617014 nChanged 1058 SP:Iteration 13Q (20756.010000 sec): 3 clusters Score: Raw -2756934.051863 + Penalty 3247.950492 = -2753686.101372 nChanged 832 SP:Iteration 14Q (20756.290000 sec): 3 clusters Score: Raw -2757555.494013 + Penalty 3247.950492 = -2754307.543522 nChanged 588 SP:Iteration 15Q (20756.580000 sec): 3 clusters Score: Raw -2757978.395206 + Penalty 3247.950492 = -2754730.444714 nChanged 425 SP:Iteration 16Q (20756.880000 sec): 3 clusters Score: Raw -2758308.282795 + Penalty 3247.950492 = -2755060.332304 nChanged 293 SP:Iteration 17Q (20757.110000 sec): 3 clusters Score: Raw -2758520.748795 + Penalty 3247.950492 = -2755272.798304 nChanged 182 SP:Iteration 18Q (20757.390000 sec): 3 clusters Score: Raw -2758649.990687 + Penalty 3247.950492 = -2755402.040196 nChanged 133 SP:Iteration 19Q (20757.660000 sec): 3 clusters Score: Raw -2758742.599150 + Penalty 3247.950492 = -2755494.648658 nChanged 70 SP:Iteration 20F (20757.950000 sec): 3 clusters Score: Raw -2758795.898540 + Penalty 3247.950492 = -2755547.948049 nChanged 50 SP:Iteration 21Q (20758.200000 sec): 3 clusters Score: Raw -2758829.793890 + Penalty 3247.950492 = -2755581.843398 nChanged 36 SP:Iteration 22Q (20758.460000 sec): 3 clusters Score: Raw -2758852.347631 + Penalty 3247.950492 = -2755604.397139 nChanged 29 SP:Iteration 23Q (20758.690000 sec): 3 clusters Score: Raw -2758870.633706 + Penalty 3247.950492 = -2755622.683215 nChanged 25 SP:Iteration 24Q (20758.960000 sec): 3 clusters Score: Raw -2758887.902271 + Penalty 3247.950492 = -2755639.951779 nChanged 16 SP:Iteration 25Q (20759.270000 sec): 3 clusters Score: Raw -2758896.493871 + Penalty 3247.950492 = -2755648.543380 nChanged 13 SP:Iteration 26Q (20759.490000 sec): 3 clusters Score: Raw -2758908.012084 + Penalty 3247.950492 = -2755660.061593 nChanged 13 SP:Iteration 27Q (20759.720000 sec): 3 clusters Score: Raw -2758918.384015 + Penalty 3247.950492 = -2755670.433523 nChanged 10 SP:Iteration 28Q (20759.970000 sec): 3 clusters Score: Raw -2758924.169889 + Penalty 3247.950492 = -2755676.219398 nChanged 7 SP:Iteration 29Q (20760.210000 sec): 3 clusters Score: Raw -2758928.443504 + Penalty 3247.950492 = -2755680.493012 nChanged 6 SP:Iteration 30Q (20760.500000 sec): 3 clusters Score: Raw -2758933.060654 + Penalty 3247.950492 = -2755685.110162 nChanged 9 SP:Iteration 31Q (20760.760000 sec): 3 clusters Score: Raw -2758938.959268 + Penalty 3247.950492 = -2755691.008777 nChanged 5 SP:Iteration 32Q (20760.960000 sec): 3 clusters Score: Raw -2758941.857135 + Penalty 3247.950492 = -2755693.906643 nChanged 2 SP:Iteration 33Q (20761.220000 sec): 3 clusters Score: Raw -2758942.558788 + Penalty 3247.950492 = -2755694.608297 nChanged 1 SP:Iteration 34Q (20761.480000 sec): 3 clusters Score: Raw -2758942.882529 + Penalty 3247.950492 = -2755694.932037 nChanged 1 SP:Iteration 35Q (20761.730000 sec): 3 clusters Score: Raw -2758943.149578 + Penalty 3247.950492 = -2755695.199086 nChanged 1 SP:Iteration 36Q (20761.990000 sec): 3 clusters Score: Raw -2758943.884230 + Penalty 3247.950492 = -2755695.933738 nChanged 2 SP:Iteration 37Q (20762.200000 sec): 3 clusters Score: Raw -2758944.901220 + Penalty 3247.950492 = -2755696.950729 nChanged 4 SP:Iteration 38Q (20762.500000 sec): 3 clusters Score: Raw -2758948.697767 + Penalty 3247.950492 = -2755700.747275 nChanged 2 SP:Iteration 39Q (20762.760000 sec): 3 clusters Score: Raw -2758949.976450 + Penalty 3247.950492 = -2755702.025958 nChanged 4 SP:Iteration 40F (20763.040000 sec): 3 clusters Score: Raw -2758952.913485 + Penalty 3247.950492 = -2755704.962993 nChanged 6 SP:Iteration 41Q (20763.280000 sec): 3 clusters Score: Raw -2758956.508575 + Penalty 3247.950492 = -2755708.558084 nChanged 4 SP:Iteration 42Q (20763.510000 sec): 3 clusters Score: Raw -2758959.315679 + Penalty 3247.950492 = -2755711.365187 nChanged 2 SP:Iteration 43Q (20763.740000 sec): 3 clusters Score: Raw -2758960.286457 + Penalty 3247.950492 = -2755712.335966 nChanged 0 SP:Iteration 44F (20764.010000 sec): 3 clusters Score: Raw -2758960.286457 + Penalty 3247.950492 = -2755712.335966 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20764.120000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20764.280000 sec): 3 clusters Score: Raw -19264.196884 + Penalty 1684.079654 = -17580.117230 nChanged 17 SP:Iteration 1F (20764.470000 sec): 3 clusters Score: Raw -19327.686728 + Penalty 1684.079654 = -17643.607074 nChanged 7 SP:Iteration 2Q (20764.630000 sec): 3 clusters Score: Raw -19350.545938 + Penalty 1684.079654 = -17666.466284 nChanged 2 SP:Iteration 3Q (20764.810000 sec): 3 clusters Score: Raw -19357.457208 + Penalty 1684.079654 = -17673.377554 nChanged 0 SP:Iteration 4F (20764.960000 sec): 3 clusters Score: Raw -19357.457208 + Penalty 1684.079654 = -17673.377554 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20765.040000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20765.250000 sec): 3 clusters Score: Raw -83298.943968 + Penalty 2147.600203 = -81151.343764 nChanged 213 SP:Iteration 1F (20765.430000 sec): 3 clusters Score: Raw -83606.870605 + Penalty 2147.600203 = -81459.270402 nChanged 78 SP:Iteration 2F (20765.600000 sec): 3 clusters Score: Raw -83730.769915 + Penalty 2147.600203 = -81583.169712 nChanged 39 SP:Iteration 3F (20765.750000 sec): 3 clusters Score: Raw -83793.909678 + Penalty 2147.600203 = -81646.309475 nChanged 24 SP:Iteration 4Q (20765.980000 sec): 3 clusters Score: Raw -83828.631669 + Penalty 2147.600203 = -81681.031465 nChanged 17 SP:Iteration 5Q (20766.160000 sec): 3 clusters Score: Raw -83852.056363 + Penalty 2147.600203 = -81704.456160 nChanged 15 SP:Iteration 6Q (20766.310000 sec): 3 clusters Score: Raw -83871.663721 + Penalty 2147.600203 = -81724.063517 nChanged 12 SP:Iteration 7Q (20766.530000 sec): 3 clusters Score: Raw -83888.136830 + Penalty 2147.600203 = -81740.536626 nChanged 7 SP:Iteration 8Q (20766.700000 sec): 3 clusters Score: Raw -83898.186050 + Penalty 2147.600203 = -81750.585847 nChanged 7 SP:Iteration 9Q (20766.850000 sec): 3 clusters Score: Raw -83909.021795 + Penalty 2147.600203 = -81761.421592 nChanged 8 SP:Iteration 10Q (20767.040000 sec): 3 clusters Score: Raw -83920.153947 + Penalty 2147.600203 = -81772.553744 nChanged 7 SP:Iteration 11Q (20767.220000 sec): 3 clusters Score: Raw -83930.163507 + Penalty 2147.600203 = -81782.563303 nChanged 7 SP:Iteration 12Q (20767.390000 sec): 3 clusters Score: Raw -83939.201965 + Penalty 2147.600203 = -81791.601762 nChanged 1 SP:Iteration 13Q (20767.600000 sec): 3 clusters Score: Raw -83940.823253 + Penalty 2147.600203 = -81793.223050 nChanged 1 SP:Iteration 14Q (20767.740000 sec): 3 clusters Score: Raw -83941.677593 + Penalty 2147.600203 = -81794.077390 nChanged 2 SP:Iteration 15Q (20767.930000 sec): 3 clusters Score: Raw -83944.532017 + Penalty 2147.600203 = -81796.931813 nChanged 1 SP:Iteration 16Q (20768.140000 sec): 3 clusters Score: Raw -83946.830902 + Penalty 2147.600203 = -81799.230699 nChanged 1 SP:Iteration 17Q (20768.310000 sec): 3 clusters Score: Raw -83948.192741 + Penalty 2147.600203 = -81800.592538 nChanged 0 SP:Iteration 18F (20768.490000 sec): 3 clusters Score: Raw -83948.192741 + Penalty 2147.600203 = -81800.592538 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20768.560000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20768.760000 sec): 3 clusters Score: Raw -24643.936491 + Penalty 1748.466640 = -22895.469851 nChanged 24 SP:Iteration 1F (20768.910000 sec): 3 clusters Score: Raw -24713.944498 + Penalty 1748.466640 = -22965.477858 nChanged 3 SP:Iteration 2Q (20769.060000 sec): 3 clusters Score: Raw -24727.361612 + Penalty 1748.466640 = -22978.894972 nChanged 3 SP:Iteration 3Q (20769.260000 sec): 3 clusters Score: Raw -24740.505313 + Penalty 1748.466640 = -22992.038673 nChanged 2 SP:Iteration 4Q (20769.430000 sec): 3 clusters Score: Raw -24749.409008 + Penalty 1748.466640 = -23000.942368 nChanged 1 SP:Iteration 5Q (20769.610000 sec): 3 clusters Score: Raw -24752.444500 + Penalty 1748.466640 = -23003.977860 nChanged 2 SP:Iteration 6Q (20769.800000 sec): 3 clusters Score: Raw -24757.832615 + Penalty 1748.466640 = -23009.365975 nChanged 0 SP:Iteration 7F (20769.970000 sec): 3 clusters Score: Raw -24757.832615 + Penalty 1748.466640 = -23009.365975 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20770.030000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20770.220000 sec): 3 clusters Score: Raw -30781.432610 + Penalty 1839.331720 = -28942.100889 nChanged 55 SP:Iteration 1F (20770.390000 sec): 3 clusters Score: Raw -31051.720789 + Penalty 1839.331720 = -29212.389069 nChanged 18 SP:Iteration 2F (20770.560000 sec): 3 clusters Score: Raw -31172.880992 + Penalty 1839.331720 = -29333.549272 nChanged 13 SP:Iteration 3Q (20770.750000 sec): 3 clusters Score: Raw -31206.509803 + Penalty 1839.331720 = -29367.178083 nChanged 3 SP:Iteration 4Q (20770.930000 sec): 3 clusters Score: Raw -31213.370144 + Penalty 1839.331720 = -29374.038424 nChanged 4 SP:Iteration 5Q (20771.130000 sec): 3 clusters Score: Raw -31232.407160 + Penalty 1839.331720 = -29393.075440 nChanged 1 SP:Iteration 6Q (20771.280000 sec): 3 clusters Score: Raw -31234.824282 + Penalty 1839.331720 = -29395.492562 nChanged 1 SP:Iteration 7Q (20771.490000 sec): 3 clusters Score: Raw -31238.694597 + Penalty 1839.331720 = -29399.362877 nChanged 0 SP:Iteration 8F (20771.650000 sec): 3 clusters Score: Raw -31238.694597 + Penalty 1839.331720 = -29399.362877 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20771.740000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20771.920000 sec): 3 clusters Score: Raw -48829.873593 + Penalty 1970.730193 = -46859.143400 nChanged 83 SP:Iteration 1F (20772.080000 sec): 3 clusters Score: Raw -49011.829736 + Penalty 1970.730193 = -47041.099543 nChanged 30 SP:Iteration 2F (20772.250000 sec): 3 clusters Score: Raw -49111.702977 + Penalty 1970.730193 = -47140.972785 nChanged 18 SP:Iteration 3Q (20772.440000 sec): 3 clusters Score: Raw -49168.359960 + Penalty 1970.730193 = -47197.629767 nChanged 10 SP:Iteration 4Q (20772.580000 sec): 3 clusters Score: Raw -49193.903651 + Penalty 1970.730193 = -47223.173458 nChanged 7 SP:Iteration 5Q (20772.730000 sec): 3 clusters Score: Raw -49210.720051 + Penalty 1970.730193 = -47239.989858 nChanged 7 SP:Iteration 6Q (20772.900000 sec): 3 clusters Score: Raw -49223.628829 + Penalty 1970.730193 = -47252.898636 nChanged 2 SP:Iteration 7Q (20773.070000 sec): 3 clusters Score: Raw -49230.126503 + Penalty 1970.730193 = -47259.396310 nChanged 2 SP:Iteration 8Q (20773.250000 sec): 3 clusters Score: Raw -49234.706423 + Penalty 1970.730193 = -47263.976230 nChanged 2 SP:Iteration 9Q (20773.440000 sec): 3 clusters Score: Raw -49237.232251 + Penalty 1970.730193 = -47266.502058 nChanged 3 SP:Iteration 10Q (20773.550000 sec): 3 clusters Score: Raw -49247.977384 + Penalty 1970.730193 = -47277.247191 nChanged 4 SP:Iteration 11Q (20773.720000 sec): 3 clusters Score: Raw -49261.415893 + Penalty 1970.730193 = -47290.685700 nChanged 4 SP:Iteration 12Q (20773.920000 sec): 3 clusters Score: Raw -49289.983290 + Penalty 1970.730193 = -47319.253097 nChanged 3 SP:Iteration 13Q (20774.080000 sec): 3 clusters Score: Raw -49294.410456 + Penalty 1970.730193 = -47323.680263 nChanged 2 SP:Iteration 14Q (20774.280000 sec): 3 clusters Score: Raw -49297.661239 + Penalty 1970.730193 = -47326.931046 nChanged 2 SP:Iteration 15Q (20774.440000 sec): 3 clusters Score: Raw -49300.238706 + Penalty 1970.730193 = -47329.508514 nChanged 1 SP:Iteration 16Q (20774.660000 sec): 3 clusters Score: Raw -49304.090953 + Penalty 1970.730193 = -47333.360760 nChanged 0 SP:Iteration 17F (20774.840000 sec): 3 clusters Score: Raw -49304.090953 + Penalty 1970.730193 = -47333.360760 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20774.990000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20775.120000 sec): 3 clusters Score: Raw -48620.157405 + Penalty 1963.855671 = -46656.301734 nChanged 89 SP:Iteration 1F (20775.330000 sec): 3 clusters Score: Raw -48761.623008 + Penalty 1963.855671 = -46797.767337 nChanged 23 SP:Iteration 2F (20775.520000 sec): 3 clusters Score: Raw -48811.141345 + Penalty 1963.855671 = -46847.285674 nChanged 11 SP:Iteration 3Q (20775.690000 sec): 3 clusters Score: Raw -48832.760471 + Penalty 1963.855671 = -46868.904801 nChanged 5 SP:Iteration 4Q (20775.860000 sec): 3 clusters Score: Raw -48840.271871 + Penalty 1963.855671 = -46876.416200 nChanged 3 SP:Iteration 5Q (20776.030000 sec): 3 clusters Score: Raw -48844.962250 + Penalty 1963.855671 = -46881.106579 nChanged 3 SP:Iteration 6Q (20776.220000 sec): 3 clusters Score: Raw -48851.666102 + Penalty 1963.855671 = -46887.810431 nChanged 3 SP:Iteration 7Q (20776.320000 sec): 3 clusters Score: Raw -48857.739679 + Penalty 1963.855671 = -46893.884008 nChanged 4 SP:Iteration 8Q (20776.470000 sec): 3 clusters Score: Raw -48865.428541 + Penalty 1963.855671 = -46901.572870 nChanged 1 SP:Iteration 9Q (20776.620000 sec): 3 clusters Score: Raw -48867.301675 + Penalty 1963.855671 = -46903.446004 nChanged 0 SP:Iteration 10F (20776.730000 sec): 3 clusters Score: Raw -48867.301675 + Penalty 1963.855671 = -46903.446004 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20776.830000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20777.010000 sec): 3 clusters Score: Raw -30431.859804 + Penalty 1812.183459 = -28619.676346 nChanged 29 SP:Iteration 1F (20777.170000 sec): 3 clusters Score: Raw -30487.937978 + Penalty 1812.183459 = -28675.754520 nChanged 4 SP:Iteration 2Q (20777.330000 sec): 3 clusters Score: Raw -30495.727914 + Penalty 1812.183459 = -28683.544455 nChanged 3 SP:Iteration 3Q (20777.500000 sec): 3 clusters Score: Raw -30501.280795 + Penalty 1812.183459 = -28689.097336 nChanged 1 SP:Iteration 4Q (20777.690000 sec): 3 clusters Score: Raw -30508.282013 + Penalty 1812.183459 = -28696.098555 nChanged 1 SP:Iteration 5Q (20777.850000 sec): 3 clusters Score: Raw -30510.101183 + Penalty 1812.183459 = -28697.917725 nChanged 0 SP:Iteration 6F (20778.000000 sec): 3 clusters Score: Raw -30510.101183 + Penalty 1812.183459 = -28697.917725 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20778.120000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20778.270000 sec): 3 clusters Score: Raw -30672.255835 + Penalty 1835.916627 = -28836.339208 nChanged 68 SP:Iteration 1F (20778.430000 sec): 3 clusters Score: Raw -30891.871853 + Penalty 1835.916627 = -29055.955226 nChanged 23 SP:Iteration 2F (20778.590000 sec): 3 clusters Score: Raw -31012.065581 + Penalty 1835.916627 = -29176.148954 nChanged 5 SP:Iteration 3Q (20778.780000 sec): 3 clusters Score: Raw -31039.686402 + Penalty 1835.916627 = -29203.769774 nChanged 5 SP:Iteration 4Q (20778.940000 sec): 3 clusters Score: Raw -31056.129527 + Penalty 1835.916627 = -29220.212900 nChanged 4 SP:Iteration 5Q (20779.090000 sec): 3 clusters Score: Raw -31067.125080 + Penalty 1835.916627 = -29231.208453 nChanged 2 SP:Iteration 6Q (20779.280000 sec): 3 clusters Score: Raw -31073.244325 + Penalty 1835.916627 = -29237.327698 nChanged 2 SP:Iteration 7Q (20779.510000 sec): 3 clusters Score: Raw -31076.801299 + Penalty 1835.916627 = -29240.884672 nChanged 0 SP:Iteration 8F (20779.650000 sec): 3 clusters Score: Raw -31076.801299 + Penalty 1835.916627 = -29240.884672 nChanged 0 Iteration 459Q (20814.320000 sec): 27 clusters Score: Raw -146384764.944306 + Penalty 59152.524245 = -146325612.420061 nChanged 28 Iteration 460F (20869.030000 sec): 27 clusters Score: Raw -146384765.618632 + Penalty 59152.524245 = -146325613.094387 nChanged 36 Iteration 461Q (20899.610000 sec): 27 clusters Score: Raw -146384766.671452 + Penalty 59152.524245 = -146325614.147208 nChanged 38 Iteration 462Q (20928.790000 sec): 27 clusters Score: Raw -146384767.581900 + Penalty 59152.524245 = -146325615.057655 nChanged 32 Iteration 463Q (20966.100000 sec): 27 clusters Score: Raw -146384768.528029 + Penalty 59152.524245 = -146325616.003784 nChanged 24 Iteration 464Q (20995.470000 sec): 27 clusters Score: Raw -146384768.977176 + Penalty 59152.524245 = -146325616.452932 nChanged 28 Iteration 465Q (21025.660000 sec): 27 clusters Score: Raw -146384769.530747 + Penalty 59152.524245 = -146325617.006502 nChanged 23 Iteration 466Q (21055.240000 sec): 27 clusters Score: Raw -146384770.032488 + Penalty 59152.524245 = -146325617.508244 nChanged 24 Iteration 467Q (21082.340000 sec): 27 clusters Score: Raw -146384770.452830 + Penalty 59152.524245 = -146325617.928585 nChanged 22 Iteration 468Q (21110.870000 sec): 27 clusters Score: Raw -146384770.947415 + Penalty 59152.524245 = -146325618.423170 nChanged 22 Iteration 469Q (21140.020000 sec): 27 clusters Score: Raw -146384771.446871 + Penalty 59152.524245 = -146325618.922626 nChanged 21 Iteration 470Q (21170.090000 sec): 27 clusters Score: Raw -146384771.941878 + Penalty 59152.524245 = -146325619.417634 nChanged 30 Iteration 471Q (21200.260000 sec): 27 clusters Score: Raw -146384772.841949 + Penalty 59152.524245 = -146325620.317704 nChanged 36 Iteration 472Q (21230.170000 sec): 27 clusters Score: Raw -146384773.590629 + Penalty 59152.524245 = -146325621.066385 nChanged 29 Iteration 473Q (21264.910000 sec): 27 clusters Score: Raw -146384774.746398 + Penalty 59152.524245 = -146325622.222153 nChanged 16 Iteration 474Q (21300.880000 sec): 27 clusters Score: Raw -146384775.233904 + Penalty 59152.524245 = -146325622.709659 nChanged 14 Iteration 475Q (21333.460000 sec): 27 clusters Score: Raw -146384775.550698 + Penalty 59152.524245 = -146325623.026453 nChanged 17 Iteration 476Q (21361.450000 sec): 27 clusters Score: Raw -146384775.985003 + Penalty 59152.524245 = -146325623.460759 nChanged 19 Iteration 477Q (21391.560000 sec): 27 clusters Score: Raw -146384776.344424 + Penalty 59152.524245 = -146325623.820179 nChanged 13 Iteration 478Q (21420.510000 sec): 27 clusters Score: Raw -146384776.677095 + Penalty 59152.524245 = -146325624.152850 nChanged 19 Iteration 479Q (21449.990000 sec): 27 clusters Score: Raw -146384777.284610 + Penalty 59152.524245 = -146325624.760365 nChanged 23 Iteration 480F (21501.590000 sec): 27 clusters Score: Raw -146384777.867666 + Penalty 59152.524245 = -146325625.343422 nChanged 28 Iteration 481Q (21530.220000 sec): 27 clusters Score: Raw -146384778.565814 + Penalty 59152.524245 = -146325626.041569 nChanged 26 Iteration 482Q (21558.860000 sec): 27 clusters Score: Raw -146384779.181861 + Penalty 59152.524245 = -146325626.657617 nChanged 23 Iteration 483Q (21589.550000 sec): 27 clusters Score: Raw -146384779.646466 + Penalty 59152.524245 = -146325627.122222 nChanged 16 Iteration 484Q (21624.850000 sec): 27 clusters Score: Raw -146384780.013232 + Penalty 59152.524245 = -146325627.488988 nChanged 21 Iteration 485Q (21659.660000 sec): 27 clusters Score: Raw -146384780.469992 + Penalty 59152.524245 = -146325627.945747 nChanged 21 Iteration 486Q (21696.790000 sec): 27 clusters Score: Raw -146384780.820730 + Penalty 59152.524245 = -146325628.296486 nChanged 15 Iteration 487Q (21724.680000 sec): 27 clusters Score: Raw -146384781.211210 + Penalty 59152.524245 = -146325628.686966 nChanged 29 Iteration 488Q (21754.060000 sec): 27 clusters Score: Raw -146384781.747156 + Penalty 59152.524245 = -146325629.222912 nChanged 23 Iteration 489Q (21783.100000 sec): 27 clusters Score: Raw -146384782.091574 + Penalty 59152.524245 = -146325629.567329 nChanged 21 Iteration 490Q (21810.520000 sec): 27 clusters Score: Raw -146384782.709581 + Penalty 59152.524245 = -146325630.185337 nChanged 21 Iteration 491Q (21838.830000 sec): 27 clusters Score: Raw -146384783.061188 + Penalty 59152.524245 = -146325630.536943 nChanged 19 Iteration 492Q (21869.380000 sec): 27 clusters Score: Raw -146384783.506660 + Penalty 59152.524245 = -146325630.982415 nChanged 30 Iteration 493Q (21899.240000 sec): 27 clusters Score: Raw -146384784.188881 + Penalty 59152.524245 = -146325631.664636 nChanged 28 Iteration 494Q (21932.200000 sec): 27 clusters Score: Raw -146384784.650961 + Penalty 59152.524245 = -146325632.126716 nChanged 18 Iteration 495Q (21961.180000 sec): 27 clusters Score: Raw -146384785.053999 + Penalty 59152.524245 = -146325632.529754 nChanged 22 Iteration 496Q (22001.090000 sec): 27 clusters Score: Raw -146384785.491990 + Penalty 59152.524245 = -146325632.967746 nChanged 20 Iteration 497Q (22031.710000 sec): 27 clusters Score: Raw -146384786.000574 + Penalty 59152.524245 = -146325633.476330 nChanged 20 Iteration 498Q (22062.540000 sec): 27 clusters Score: Raw -146384786.450975 + Penalty 59152.524245 = -146325633.926730 nChanged 32 Writing temp clu file Because OldScore, -146325633.476330, is greater than current (better) Score,-146325633.926730 Compute initial score before splitting: Score: Raw -146384786.450975 + Penalty 59152.524245 = -146325633.926730 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (9921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22062.900000 sec): 2 clusters Score: Raw -1207943.754427 + Penalty 1495.391463 = -1206448.362964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22063.060000 sec): 3 clusters Score: Raw -1202312.862151 + Penalty 2990.782926 = -1199322.079225 nChanged 4252 SP:Iteration 1F (22063.300000 sec): 3 clusters Score: Raw -1204475.667545 + Penalty 2990.782926 = -1201484.884619 nChanged 567 SP:Iteration 2F (22063.530000 sec): 3 clusters Score: Raw -1204699.594972 + Penalty 2990.782926 = -1201708.812047 nChanged 489 SP:Iteration 3Q (22063.760000 sec): 3 clusters Score: Raw -1204897.315961 + Penalty 2990.782926 = -1201906.533035 nChanged 439 SP:Iteration 4Q (22063.970000 sec): 3 clusters Score: Raw -1205084.712913 + Penalty 2990.782926 = -1202093.929987 nChanged 450 SP:Iteration 5Q (22064.170000 sec): 3 clusters Score: Raw -1205298.046086 + Penalty 2990.782926 = -1202307.263160 nChanged 490 SP:Iteration 6Q (22064.380000 sec): 3 clusters Score: Raw -1205583.137948 + Penalty 2990.782926 = -1202592.355022 nChanged 566 SP:Iteration 7F (22064.610000 sec): 3 clusters Score: Raw -1205954.667148 + Penalty 2990.782926 = -1202963.884223 nChanged 595 SP:Iteration 8F (22064.820000 sec): 3 clusters Score: Raw -1206412.568417 + Penalty 2990.782926 = -1203421.785492 nChanged 587 SP:Iteration 9F (22065.000000 sec): 3 clusters Score: Raw -1206939.335124 + Penalty 2990.782926 = -1203948.552199 nChanged 482 SP:Iteration 10Q (22065.250000 sec): 3 clusters Score: Raw -1207395.643393 + Penalty 2990.782926 = -1204404.860467 nChanged 327 SP:Iteration 11Q (22065.420000 sec): 3 clusters Score: Raw -1207748.145419 + Penalty 2990.782926 = -1204757.362493 nChanged 224 SP:Iteration 12Q (22065.630000 sec): 3 clusters Score: Raw -1208052.220458 + Penalty 2990.782926 = -1205061.437532 nChanged 163 SP:Iteration 13Q (22065.820000 sec): 3 clusters Score: Raw -1208280.575006 + Penalty 2990.782926 = -1205289.792080 nChanged 114 SP:Iteration 14Q (22066.050000 sec): 3 clusters Score: Raw -1208392.929723 + Penalty 2990.782926 = -1205402.146797 nChanged 79 SP:Iteration 15Q (22066.220000 sec): 3 clusters Score: Raw -1208455.491063 + Penalty 2990.782926 = -1205464.708137 nChanged 64 SP:Iteration 16Q (22066.410000 sec): 3 clusters Score: Raw -1208496.707488 + Penalty 2990.782926 = -1205505.924562 nChanged 49 SP:Iteration 17Q (22066.600000 sec): 3 clusters Score: Raw -1208524.570436 + Penalty 2990.782926 = -1205533.787511 nChanged 39 SP:Iteration 18Q (22066.800000 sec): 3 clusters Score: Raw -1208539.923846 + Penalty 2990.782926 = -1205549.140921 nChanged 22 SP:Iteration 19Q (22067.010000 sec): 3 clusters Score: Raw -1208548.667559 + Penalty 2990.782926 = -1205557.884634 nChanged 13 SP:Iteration 20F (22067.210000 sec): 3 clusters Score: Raw -1208554.654333 + Penalty 2990.782926 = -1205563.871408 nChanged 15 SP:Iteration 21Q (22067.440000 sec): 3 clusters Score: Raw -1208562.017811 + Penalty 2990.782926 = -1205571.234886 nChanged 19 SP:Iteration 22Q (22067.630000 sec): 3 clusters Score: Raw -1208567.902885 + Penalty 2990.782926 = -1205577.119959 nChanged 15 SP:Iteration 23Q (22067.820000 sec): 3 clusters Score: Raw -1208573.997545 + Penalty 2990.782926 = -1205583.214619 nChanged 16 SP:Iteration 24Q (22068.070000 sec): 3 clusters Score: Raw -1208580.821635 + Penalty 2990.782926 = -1205590.038710 nChanged 21 SP:Iteration 25Q (22068.210000 sec): 3 clusters Score: Raw -1208589.603627 + Penalty 2990.782926 = -1205598.820702 nChanged 18 SP:Iteration 26Q (22068.420000 sec): 3 clusters Score: Raw -1208599.139711 + Penalty 2990.782926 = -1205608.356786 nChanged 19 SP:Iteration 27Q (22068.650000 sec): 3 clusters Score: Raw -1208605.538802 + Penalty 2990.782926 = -1205614.755877 nChanged 11 SP:Iteration 28Q (22068.860000 sec): 3 clusters Score: Raw -1208608.000872 + Penalty 2990.782926 = -1205617.217947 nChanged 6 SP:Iteration 29Q (22069.070000 sec): 3 clusters Score: Raw -1208609.322013 + Penalty 2990.782926 = -1205618.539087 nChanged 3 SP:Iteration 30Q (22069.280000 sec): 3 clusters Score: Raw -1208609.887292 + Penalty 2990.782926 = -1205619.104366 nChanged 2 SP:Iteration 31Q (22069.440000 sec): 3 clusters Score: Raw -1208610.337928 + Penalty 2990.782926 = -1205619.555003 nChanged 3 SP:Iteration 32Q (22069.640000 sec): 3 clusters Score: Raw -1208611.780723 + Penalty 2990.782926 = -1205620.997797 nChanged 7 SP:Iteration 33Q (22069.850000 sec): 3 clusters Score: Raw -1208613.233819 + Penalty 2990.782926 = -1205622.450893 nChanged 7 SP:Iteration 34Q (22070.050000 sec): 3 clusters Score: Raw -1208614.935292 + Penalty 2990.782926 = -1205624.152366 nChanged 7 SP:Iteration 35Q (22070.280000 sec): 3 clusters Score: Raw -1208616.437919 + Penalty 2990.782926 = -1205625.654994 nChanged 8 SP:Iteration 36Q (22070.490000 sec): 3 clusters Score: Raw -1208618.192103 + Penalty 2990.782926 = -1205627.409177 nChanged 5 SP:Iteration 37Q (22070.690000 sec): 3 clusters Score: Raw -1208619.204433 + Penalty 2990.782926 = -1205628.421508 nChanged 8 SP:Iteration 38Q (22070.890000 sec): 3 clusters Score: Raw -1208621.056380 + Penalty 2990.782926 = -1205630.273455 nChanged 7 SP:Iteration 39Q (22071.090000 sec): 3 clusters Score: Raw -1208622.891801 + Penalty 2990.782926 = -1205632.108875 nChanged 10 SP:Iteration 40F (22071.320000 sec): 3 clusters Score: Raw -1208625.387370 + Penalty 2990.782926 = -1205634.604445 nChanged 8 SP:Iteration 41Q (22071.510000 sec): 3 clusters Score: Raw -1208627.458687 + Penalty 2990.782926 = -1205636.675762 nChanged 6 SP:Iteration 42Q (22071.740000 sec): 3 clusters Score: Raw -1208629.170841 + Penalty 2990.782926 = -1205638.387916 nChanged 9 SP:Iteration 43Q (22071.960000 sec): 3 clusters Score: Raw -1208631.066495 + Penalty 2990.782926 = -1205640.283569 nChanged 12 SP:Iteration 44Q (22072.170000 sec): 3 clusters Score: Raw -1208633.621330 + Penalty 2990.782926 = -1205642.838405 nChanged 7 SP:Iteration 45Q (22072.400000 sec): 3 clusters Score: Raw -1208636.302670 + Penalty 2990.782926 = -1205645.519744 nChanged 10 SP:Iteration 46Q (22072.650000 sec): 3 clusters Score: Raw -1208639.280925 + Penalty 2990.782926 = -1205648.497999 nChanged 10 SP:Iteration 47Q (22072.810000 sec): 3 clusters Score: Raw -1208642.132440 + Penalty 2990.782926 = -1205651.349515 nChanged 14 SP:Iteration 48Q (22073.010000 sec): 3 clusters Score: Raw -1208646.576646 + Penalty 2990.782926 = -1205655.793721 nChanged 9 SP:Iteration 49Q (22073.250000 sec): 3 clusters Score: Raw -1208648.144622 + Penalty 2990.782926 = -1205657.361697 nChanged 6 SP:Iteration 50Q (22073.390000 sec): 3 clusters Score: Raw -1208650.076975 + Penalty 2990.782926 = -1205659.294050 nChanged 6 SP:Iteration 51Q (22073.600000 sec): 3 clusters Score: Raw -1208651.142257 + Penalty 2990.782926 = -1205660.359331 nChanged 4 SP:Iteration 52Q (22073.860000 sec): 3 clusters Score: Raw -1208652.169499 + Penalty 2990.782926 = -1205661.386574 nChanged 2 SP:Iteration 53Q (22074.050000 sec): 3 clusters Score: Raw -1208652.688641 + Penalty 2990.782926 = -1205661.905715 nChanged 2 SP:Iteration 54Q (22074.280000 sec): 3 clusters Score: Raw -1208653.474793 + Penalty 2990.782926 = -1205662.691867 nChanged 3 SP:Iteration 55Q (22074.450000 sec): 3 clusters Score: Raw -1208654.130386 + Penalty 2990.782926 = -1205663.347460 nChanged 0 SP:Iteration 56F (22074.690000 sec): 3 clusters Score: Raw -1208654.130386 + Penalty 2990.782926 = -1205663.347460 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22074.940000 sec): 2 clusters Score: Raw -3360321.762576 + Penalty 1659.926934 = -3358661.835642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22075.250000 sec): 3 clusters Score: Raw -3343594.851535 + Penalty 3319.853868 = -3340274.997667 nChanged 12516 SP:Iteration 1F (22075.560000 sec): 3 clusters Score: Raw -3350383.158626 + Penalty 3319.853868 = -3347063.304758 nChanged 1204 SP:Iteration 2Q (22075.870000 sec): 3 clusters Score: Raw -3350784.389403 + Penalty 3319.853868 = -3347464.535535 nChanged 1249 SP:Iteration 3Q (22076.210000 sec): 3 clusters Score: Raw -3351242.991081 + Penalty 3319.853868 = -3347923.137213 nChanged 1297 SP:Iteration 4Q (22076.520000 sec): 3 clusters Score: Raw -3351840.498716 + Penalty 3319.853868 = -3348520.644848 nChanged 1628 SP:Iteration 5F (22076.810000 sec): 3 clusters Score: Raw -3352809.432339 + Penalty 3319.853868 = -3349489.578471 nChanged 1983 SP:Iteration 6F (22077.080000 sec): 3 clusters Score: Raw -3354232.165085 + Penalty 3319.853868 = -3350912.311217 nChanged 2215 SP:Iteration 7F (22077.420000 sec): 3 clusters Score: Raw -3356205.677148 + Penalty 3319.853868 = -3352885.823280 nChanged 2053 SP:Iteration 8F (22077.730000 sec): 3 clusters Score: Raw -3358201.549814 + Penalty 3319.853868 = -3354881.695946 nChanged 1314 SP:Iteration 9Q (22078.030000 sec): 3 clusters Score: Raw -3359477.567748 + Penalty 3319.853868 = -3356157.713880 nChanged 591 SP:Iteration 10Q (22078.320000 sec): 3 clusters Score: Raw -3360048.208354 + Penalty 3319.853868 = -3356728.354486 nChanged 228 SP:Iteration 11Q (22078.650000 sec): 3 clusters Score: Raw -3360279.378918 + Penalty 3319.853868 = -3356959.525050 nChanged 95 SP:Iteration 12Q (22078.940000 sec): 3 clusters Score: Raw -3360380.083585 + Penalty 3319.853868 = -3357060.229717 nChanged 32 SP:Iteration 13Q (22079.230000 sec): 3 clusters Score: Raw -3360426.035845 + Penalty 3319.853868 = -3357106.181977 nChanged 30 SP:Iteration 14Q (22079.540000 sec): 3 clusters Score: Raw -3360464.913508 + Penalty 3319.853868 = -3357145.059640 nChanged 14 SP:Iteration 15Q (22079.840000 sec): 3 clusters Score: Raw -3360488.732505 + Penalty 3319.853868 = -3357168.878637 nChanged 12 SP:Iteration 16Q (22080.110000 sec): 3 clusters Score: Raw -3360511.064052 + Penalty 3319.853868 = -3357191.210184 nChanged 5 SP:Iteration 17Q (22080.390000 sec): 3 clusters Score: Raw -3360515.903088 + Penalty 3319.853868 = -3357196.049220 nChanged 2 SP:Iteration 18Q (22080.690000 sec): 3 clusters Score: Raw -3360519.083852 + Penalty 3319.853868 = -3357199.229984 nChanged 1 SP:Iteration 19Q (22080.960000 sec): 3 clusters Score: Raw -3360519.529119 + Penalty 3319.853868 = -3357199.675251 nChanged 1 SP:Iteration 20F (22081.260000 sec): 3 clusters Score: Raw -3360521.335354 + Penalty 3319.853868 = -3357201.481486 nChanged 3 SP:Iteration 21Q (22081.540000 sec): 3 clusters Score: Raw -3360524.915203 + Penalty 3319.853868 = -3357205.061335 nChanged 0 SP:Iteration 22F (22081.870000 sec): 3 clusters Score: Raw -3360524.915203 + Penalty 3319.853868 = -3357205.061335 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22082.010000 sec): 2 clusters Score: Raw -1930183.939446 + Penalty 1564.688664 = -1928619.250781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22082.240000 sec): 3 clusters Score: Raw -1921176.224142 + Penalty 3129.377329 = -1918046.846813 nChanged 6810 SP:Iteration 1F (22082.490000 sec): 3 clusters Score: Raw -1924863.620031 + Penalty 3129.377329 = -1921734.242703 nChanged 806 SP:Iteration 2F (22082.740000 sec): 3 clusters Score: Raw -1925163.806427 + Penalty 3129.377329 = -1922034.429098 nChanged 740 SP:Iteration 3Q (22083.000000 sec): 3 clusters Score: Raw -1925464.687945 + Penalty 3129.377329 = -1922335.310616 nChanged 726 SP:Iteration 4Q (22083.200000 sec): 3 clusters Score: Raw -1925811.819517 + Penalty 3129.377329 = -1922682.442188 nChanged 763 SP:Iteration 5F (22083.460000 sec): 3 clusters Score: Raw -1926259.552253 + Penalty 3129.377329 = -1923130.174924 nChanged 862 SP:Iteration 6F (22083.730000 sec): 3 clusters Score: Raw -1926846.980075 + Penalty 3129.377329 = -1923717.602747 nChanged 992 SP:Iteration 7F (22083.920000 sec): 3 clusters Score: Raw -1927652.650352 + Penalty 3129.377329 = -1924523.273023 nChanged 976 SP:Iteration 8F (22084.160000 sec): 3 clusters Score: Raw -1928523.815471 + Penalty 3129.377329 = -1925394.438143 nChanged 839 SP:Iteration 9F (22084.440000 sec): 3 clusters Score: Raw -1929210.058879 + Penalty 3129.377329 = -1926080.681551 nChanged 563 SP:Iteration 10Q (22084.670000 sec): 3 clusters Score: Raw -1929564.912010 + Penalty 3129.377329 = -1926435.534681 nChanged 337 SP:Iteration 11Q (22084.900000 sec): 3 clusters Score: Raw -1929728.922407 + Penalty 3129.377329 = -1926599.545078 nChanged 228 SP:Iteration 12Q (22085.160000 sec): 3 clusters Score: Raw -1929825.566489 + Penalty 3129.377329 = -1926696.189161 nChanged 186 SP:Iteration 13Q (22085.400000 sec): 3 clusters Score: Raw -1929894.921857 + Penalty 3129.377329 = -1926765.544529 nChanged 168 SP:Iteration 14Q (22085.640000 sec): 3 clusters Score: Raw -1929958.843434 + Penalty 3129.377329 = -1926829.466105 nChanged 167 SP:Iteration 15Q (22085.880000 sec): 3 clusters Score: Raw -1930019.921932 + Penalty 3129.377329 = -1926890.544603 nChanged 139 SP:Iteration 16Q (22086.090000 sec): 3 clusters Score: Raw -1930070.091121 + Penalty 3129.377329 = -1926940.713792 nChanged 127 SP:Iteration 17Q (22086.310000 sec): 3 clusters Score: Raw -1930116.340630 + Penalty 3129.377329 = -1926986.963301 nChanged 123 SP:Iteration 18Q (22086.540000 sec): 3 clusters Score: Raw -1930157.402288 + Penalty 3129.377329 = -1927028.024960 nChanged 109 SP:Iteration 19Q (22086.760000 sec): 3 clusters Score: Raw -1930194.545266 + Penalty 3129.377329 = -1927065.167937 nChanged 101 SP:Iteration 20F (22087.020000 sec): 3 clusters Score: Raw -1930231.036610 + Penalty 3129.377329 = -1927101.659281 nChanged 91 SP:Iteration 21Q (22087.280000 sec): 3 clusters Score: Raw -1930262.180606 + Penalty 3129.377329 = -1927132.803277 nChanged 94 SP:Iteration 22Q (22087.520000 sec): 3 clusters Score: Raw -1930292.393770 + Penalty 3129.377329 = -1927163.016441 nChanged 75 SP:Iteration 23Q (22087.770000 sec): 3 clusters Score: Raw -1930313.329613 + Penalty 3129.377329 = -1927183.952284 nChanged 54 SP:Iteration 24Q (22088.000000 sec): 3 clusters Score: Raw -1930329.394829 + Penalty 3129.377329 = -1927200.017500 nChanged 53 SP:Iteration 25Q (22088.250000 sec): 3 clusters Score: Raw -1930344.730103 + Penalty 3129.377329 = -1927215.352775 nChanged 58 SP:Iteration 26Q (22088.500000 sec): 3 clusters Score: Raw -1930361.054848 + Penalty 3129.377329 = -1927231.677520 nChanged 51 SP:Iteration 27Q (22088.720000 sec): 3 clusters Score: Raw -1930373.381596 + Penalty 3129.377329 = -1927244.004267 nChanged 48 SP:Iteration 28Q (22088.930000 sec): 3 clusters Score: Raw -1930385.014275 + Penalty 3129.377329 = -1927255.636946 nChanged 42 SP:Iteration 29Q (22089.140000 sec): 3 clusters Score: Raw -1930395.198522 + Penalty 3129.377329 = -1927265.821193 nChanged 39 SP:Iteration 30Q (22089.380000 sec): 3 clusters Score: Raw -1930405.788098 + Penalty 3129.377329 = -1927276.410769 nChanged 37 SP:Iteration 31Q (22089.620000 sec): 3 clusters Score: Raw -1930416.600993 + Penalty 3129.377329 = -1927287.223664 nChanged 34 SP:Iteration 32Q (22089.790000 sec): 3 clusters Score: Raw -1930425.368232 + Penalty 3129.377329 = -1927295.990903 nChanged 30 SP:Iteration 33Q (22090.040000 sec): 3 clusters Score: Raw -1930433.733482 + Penalty 3129.377329 = -1927304.356153 nChanged 28 SP:Iteration 34Q (22090.310000 sec): 3 clusters Score: Raw -1930439.543763 + Penalty 3129.377329 = -1927310.166434 nChanged 19 SP:Iteration 35Q (22090.500000 sec): 3 clusters Score: Raw -1930443.448260 + Penalty 3129.377329 = -1927314.070931 nChanged 19 SP:Iteration 36Q (22090.760000 sec): 3 clusters Score: Raw -1930448.211936 + Penalty 3129.377329 = -1927318.834607 nChanged 20 SP:Iteration 37Q (22090.970000 sec): 3 clusters Score: Raw -1930453.853465 + Penalty 3129.377329 = -1927324.476137 nChanged 24 SP:Iteration 38Q (22091.230000 sec): 3 clusters Score: Raw -1930460.563988 + Penalty 3129.377329 = -1927331.186659 nChanged 19 SP:Iteration 39Q (22091.510000 sec): 3 clusters Score: Raw -1930465.402531 + Penalty 3129.377329 = -1927336.025203 nChanged 17 SP:Iteration 40F (22091.750000 sec): 3 clusters Score: Raw -1930469.335905 + Penalty 3129.377329 = -1927339.958577 nChanged 11 SP:Iteration 41Q (22092.010000 sec): 3 clusters Score: Raw -1930471.933564 + Penalty 3129.377329 = -1927342.556235 nChanged 13 SP:Iteration 42Q (22092.250000 sec): 3 clusters Score: Raw -1930475.407569 + Penalty 3129.377329 = -1927346.030241 nChanged 18 SP:Iteration 43Q (22092.490000 sec): 3 clusters Score: Raw -1930482.414795 + Penalty 3129.377329 = -1927353.037466 nChanged 19 SP:Iteration 44Q (22092.730000 sec): 3 clusters Score: Raw -1930488.241927 + Penalty 3129.377329 = -1927358.864598 nChanged 15 SP:Iteration 45Q (22092.960000 sec): 3 clusters Score: Raw -1930491.542773 + Penalty 3129.377329 = -1927362.165444 nChanged 15 SP:Iteration 46Q (22093.210000 sec): 3 clusters Score: Raw -1930494.612068 + Penalty 3129.377329 = -1927365.234739 nChanged 19 SP:Iteration 47Q (22093.440000 sec): 3 clusters Score: Raw -1930498.997832 + Penalty 3129.377329 = -1927369.620504 nChanged 18 SP:Iteration 48Q (22093.720000 sec): 3 clusters Score: Raw -1930503.356503 + Penalty 3129.377329 = -1927373.979174 nChanged 12 SP:Iteration 49Q (22093.910000 sec): 3 clusters Score: Raw -1930506.234235 + Penalty 3129.377329 = -1927376.856906 nChanged 8 SP:Iteration 50Q (22094.180000 sec): 3 clusters Score: Raw -1930507.551946 + Penalty 3129.377329 = -1927378.174617 nChanged 5 SP:Iteration 51Q (22094.410000 sec): 3 clusters Score: Raw -1930508.584472 + Penalty 3129.377329 = -1927379.207143 nChanged 4 SP:Iteration 52Q (22094.610000 sec): 3 clusters Score: Raw -1930509.183769 + Penalty 3129.377329 = -1927379.806441 nChanged 5 SP:Iteration 53Q (22094.860000 sec): 3 clusters Score: Raw -1930510.287589 + Penalty 3129.377329 = -1927380.910260 nChanged 6 SP:Iteration 54Q (22095.070000 sec): 3 clusters Score: Raw -1930511.562269 + Penalty 3129.377329 = -1927382.184940 nChanged 7 SP:Iteration 55Q (22095.340000 sec): 3 clusters Score: Raw -1930513.249003 + Penalty 3129.377329 = -1927383.871674 nChanged 4 SP:Iteration 56Q (22095.580000 sec): 3 clusters Score: Raw -1930514.079519 + Penalty 3129.377329 = -1927384.702190 nChanged 4 SP:Iteration 57Q (22095.790000 sec): 3 clusters Score: Raw -1930514.832480 + Penalty 3129.377329 = -1927385.455152 nChanged 2 SP:Iteration 58Q (22096.020000 sec): 3 clusters Score: Raw -1930515.119165 + Penalty 3129.377329 = -1927385.741836 nChanged 0 SP:Iteration 59F (22096.270000 sec): 3 clusters Score: Raw -1930515.119165 + Penalty 3129.377329 = -1927385.741836 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22099.880000 sec): 2 clusters Score: Raw -114010581.620387 + Penalty 2233.147157 = -114008348.473230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22104.080000 sec): 3 clusters Score: Raw -113380070.156802 + Penalty 4466.294314 = -113375603.862488 nChanged 457731 SP:Iteration 1F (22108.370000 sec): 3 clusters Score: Raw -113659261.208629 + Penalty 4466.294314 = -113654794.914315 nChanged 18106 SP:Iteration 2Q (22113.040000 sec): 3 clusters Score: Raw -113661838.396713 + Penalty 4466.294314 = -113657372.102399 nChanged 19625 SP:Iteration 3Q (22118.060000 sec): 3 clusters Score: Raw -113665023.666346 + Penalty 4466.294314 = -113660557.372032 nChanged 21810 SP:Iteration 4Q (22122.670000 sec): 3 clusters Score: Raw -113669107.150050 + Penalty 4466.294314 = -113664640.855736 nChanged 24593 SP:Iteration 5Q (22126.960000 sec): 3 clusters Score: Raw -113674545.799228 + Penalty 4466.294314 = -113670079.504914 nChanged 28554 SP:Iteration 6Q (22131.100000 sec): 3 clusters Score: Raw -113682238.469671 + Penalty 4466.294314 = -113677772.175357 nChanged 33317 SP:Iteration 7Q (22135.530000 sec): 3 clusters Score: Raw -113693791.655159 + Penalty 4466.294314 = -113689325.360845 nChanged 40368 SP:Iteration 8Q (22140.290000 sec): 3 clusters Score: Raw -113713219.288624 + Penalty 4466.294314 = -113708752.994310 nChanged 49502 SP:Iteration 9F (22144.660000 sec): 3 clusters Score: Raw -113746344.740224 + Penalty 4466.294314 = -113741878.445910 nChanged 57955 SP:Iteration 10F (22148.810000 sec): 3 clusters Score: Raw -113792489.136107 + Penalty 4466.294314 = -113788022.841793 nChanged 57151 SP:Iteration 11F (22152.570000 sec): 3 clusters Score: Raw -113829843.244277 + Penalty 4466.294314 = -113825376.949963 nChanged 41081 SP:Iteration 12Q (22156.850000 sec): 3 clusters Score: Raw -113844455.428221 + Penalty 4466.294314 = -113839989.133907 nChanged 21892 SP:Iteration 13Q (22161.090000 sec): 3 clusters Score: Raw -113848621.723028 + Penalty 4466.294314 = -113844155.428714 nChanged 12587 SP:Iteration 14Q (22165.750000 sec): 3 clusters Score: Raw -113850768.513742 + Penalty 4466.294314 = -113846302.219427 nChanged 11575 SP:Iteration 15Q (22170.210000 sec): 3 clusters Score: Raw -113852867.731425 + Penalty 4466.294314 = -113848401.437111 nChanged 12372 SP:Iteration 16Q (22174.830000 sec): 3 clusters Score: Raw -113855269.077337 + Penalty 4466.294314 = -113850802.783023 nChanged 13457 SP:Iteration 17Q (22179.470000 sec): 3 clusters Score: Raw -113858126.275822 + Penalty 4466.294314 = -113853659.981508 nChanged 14501 SP:Iteration 18Q (22183.810000 sec): 3 clusters Score: Raw -113861473.146058 + Penalty 4466.294314 = -113857006.851744 nChanged 15528 SP:Iteration 19Q (22189.060000 sec): 3 clusters Score: Raw -113865399.442557 + Penalty 4466.294314 = -113860933.148243 nChanged 16720 SP:Iteration 20F (22193.690000 sec): 3 clusters Score: Raw -113870021.538147 + Penalty 4466.294314 = -113865555.243833 nChanged 17847 SP:Iteration 21Q (22198.150000 sec): 3 clusters Score: Raw -113875455.242247 + Penalty 4466.294314 = -113870988.947933 nChanged 19123 SP:Iteration 22Q (22202.830000 sec): 3 clusters Score: Raw -113881837.433593 + Penalty 4466.294314 = -113877371.139279 nChanged 20034 SP:Iteration 23Q (22206.730000 sec): 3 clusters Score: Raw -113889098.246456 + Penalty 4466.294314 = -113884631.952142 nChanged 20753 SP:Iteration 24Q (22210.630000 sec): 3 clusters Score: Raw -113897220.804840 + Penalty 4466.294314 = -113892754.510526 nChanged 21048 SP:Iteration 25Q (22215.420000 sec): 3 clusters Score: Raw -113906087.568927 + Penalty 4466.294314 = -113901621.274613 nChanged 21175 SP:Iteration 26Q (22220.010000 sec): 3 clusters Score: Raw -113915732.622818 + Penalty 4466.294314 = -113911266.328503 nChanged 21075 SP:Iteration 27Q (22224.240000 sec): 3 clusters Score: Raw -113926149.136849 + Penalty 4466.294314 = -113921682.842535 nChanged 20728 SP:Iteration 28Q (22228.470000 sec): 3 clusters Score: Raw -113937154.112007 + Penalty 4466.294314 = -113932687.817693 nChanged 19692 SP:Iteration 29Q (22232.700000 sec): 3 clusters Score: Raw -113948443.514802 + Penalty 4466.294314 = -113943977.220488 nChanged 18286 SP:Iteration 30Q (22237.450000 sec): 3 clusters Score: Raw -113959569.373158 + Penalty 4466.294314 = -113955103.078844 nChanged 16446 SP:Iteration 31Q (22242.180000 sec): 3 clusters Score: Raw -113970088.530828 + Penalty 4466.294314 = -113965622.236514 nChanged 14259 SP:Iteration 32Q (22246.040000 sec): 3 clusters Score: Raw -113979618.485234 + Penalty 4466.294314 = -113975152.190920 nChanged 12006 SP:Iteration 33Q (22249.740000 sec): 3 clusters Score: Raw -113987916.442054 + Penalty 4466.294314 = -113983450.147740 nChanged 9680 SP:Iteration 34Q (22253.210000 sec): 3 clusters Score: Raw -113994707.156394 + Penalty 4466.294314 = -113990240.862079 nChanged 7657 SP:Iteration 35Q (22256.810000 sec): 3 clusters Score: Raw -114000122.533155 + Penalty 4466.294314 = -113995656.238841 nChanged 5685 SP:Iteration 36Q (22260.660000 sec): 3 clusters Score: Raw -114004140.525600 + Penalty 4466.294314 = -113999674.231286 nChanged 3857 SP:Iteration 37Q (22264.620000 sec): 3 clusters Score: Raw -114006800.268570 + Penalty 4466.294314 = -114002333.974256 nChanged 2491 SP:Iteration 38Q (22268.340000 sec): 3 clusters Score: Raw -114008474.452377 + Penalty 4466.294314 = -114004008.158063 nChanged 1459 SP:Iteration 39Q (22271.990000 sec): 3 clusters Score: Raw -114009461.957857 + Penalty 4466.294314 = -114004995.663543 nChanged 806 SP:Iteration 40F (22275.950000 sec): 3 clusters Score: Raw -114010021.601693 + Penalty 4466.294314 = -114005555.307378 nChanged 445 SP:Iteration 41Q (22279.410000 sec): 3 clusters Score: Raw -114010331.065011 + Penalty 4466.294314 = -114005864.770697 nChanged 250 SP:Iteration 42Q (22282.920000 sec): 3 clusters Score: Raw -114010506.836115 + Penalty 4466.294314 = -114006040.541801 nChanged 142 SP:Iteration 43Q (22286.040000 sec): 3 clusters Score: Raw -114010622.155032 + Penalty 4466.294314 = -114006155.860718 nChanged 90 SP:Iteration 44Q (22289.650000 sec): 3 clusters Score: Raw -114010692.989856 + Penalty 4466.294314 = -114006226.695542 nChanged 58 SP:Iteration 45Q (22293.180000 sec): 3 clusters Score: Raw -114010742.250679 + Penalty 4466.294314 = -114006275.956365 nChanged 34 SP:Iteration 46Q (22296.930000 sec): 3 clusters Score: Raw -114010772.547757 + Penalty 4466.294314 = -114006306.253443 nChanged 32 SP:Iteration 47Q (22300.360000 sec): 3 clusters Score: Raw -114010797.908705 + Penalty 4466.294314 = -114006331.614391 nChanged 17 SP:Iteration 48Q (22304.100000 sec): 3 clusters Score: Raw -114010814.644525 + Penalty 4466.294314 = -114006348.350210 nChanged 18 SP:Iteration 49Q (22307.960000 sec): 3 clusters Score: Raw -114010830.043154 + Penalty 4466.294314 = -114006363.748840 nChanged 14 SP:Iteration 50Q (22311.320000 sec): 3 clusters Score: Raw -114010844.776120 + Penalty 4466.294314 = -114006378.481806 nChanged 10 SP:Iteration 51Q (22314.970000 sec): 3 clusters Score: Raw -114010856.169813 + Penalty 4466.294314 = -114006389.875499 nChanged 11 SP:Iteration 52Q (22318.330000 sec): 3 clusters Score: Raw -114010867.347027 + Penalty 4466.294314 = -114006401.052713 nChanged 9 SP:Iteration 53Q (22322.040000 sec): 3 clusters Score: Raw -114010875.258688 + Penalty 4466.294314 = -114006408.964374 nChanged 7 SP:Iteration 54Q (22325.700000 sec): 3 clusters Score: Raw -114010879.485768 + Penalty 4466.294314 = -114006413.191454 nChanged 5 SP:Iteration 55Q (22329.180000 sec): 3 clusters Score: Raw -114010885.086654 + Penalty 4466.294314 = -114006418.792340 nChanged 4 SP:Iteration 56Q (22332.530000 sec): 3 clusters Score: Raw -114010888.075950 + Penalty 4466.294314 = -114006421.781636 nChanged 6 SP:Iteration 57Q (22336.030000 sec): 3 clusters Score: Raw -114010892.029073 + Penalty 4466.294314 = -114006425.734759 nChanged 3 SP:Iteration 58Q (22339.420000 sec): 3 clusters Score: Raw -114010893.443992 + Penalty 4466.294314 = -114006427.149677 nChanged 2 SP:Iteration 59Q (22343.110000 sec): 3 clusters Score: Raw -114010894.150324 + Penalty 4466.294314 = -114006427.856010 nChanged 3 SP:Iteration 60F (22347.430000 sec): 3 clusters Score: Raw -114010898.687358 + Penalty 4466.294314 = -114006432.393044 nChanged 2 SP:Iteration 61Q (22351.170000 sec): 3 clusters Score: Raw -114010901.522250 + Penalty 4466.294314 = -114006435.227936 nChanged 4 SP:Iteration 62Q (22354.830000 sec): 3 clusters Score: Raw -114010906.420245 + Penalty 4466.294314 = -114006440.125931 nChanged 4 SP:Iteration 63Q (22358.660000 sec): 3 clusters Score: Raw -114010909.225200 + Penalty 4466.294314 = -114006442.930885 nChanged 4 SP:Iteration 64Q (22362.490000 sec): 3 clusters Score: Raw -114010912.113449 + Penalty 4466.294314 = -114006445.819135 nChanged 5 SP:Iteration 65Q (22365.630000 sec): 3 clusters Score: Raw -114010917.096313 + Penalty 4466.294314 = -114006450.801999 nChanged 6 SP:Iteration 66Q (22368.890000 sec): 3 clusters Score: Raw -114010921.863934 + Penalty 4466.294314 = -114006455.569620 nChanged 2 SP:Iteration 67Q (22372.270000 sec): 3 clusters Score: Raw -114010923.106424 + Penalty 4466.294314 = -114006456.812110 nChanged 0 SP:Iteration 68F (22376.480000 sec): 3 clusters Score: Raw -114010923.106424 + Penalty 4466.294314 = -114006456.812110 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22377.020000 sec): 2 clusters Score: Raw -2734737.159047 + Penalty 1629.169902 = -2733107.989145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22377.290000 sec): 3 clusters Score: Raw -2721060.630496 + Penalty 3258.339804 = -2717802.290691 nChanged 10187 SP:Iteration 1F (22377.580000 sec): 3 clusters Score: Raw -2726633.068006 + Penalty 3258.339804 = -2723374.728202 nChanged 938 SP:Iteration 2Q (22377.820000 sec): 3 clusters Score: Raw -2726910.860041 + Penalty 3258.339804 = -2723652.520237 nChanged 859 SP:Iteration 3Q (22378.140000 sec): 3 clusters Score: Raw -2727154.289294 + Penalty 3258.339804 = -2723895.949490 nChanged 755 SP:Iteration 4Q (22378.410000 sec): 3 clusters Score: Raw -2727378.280687 + Penalty 3258.339804 = -2724119.940883 nChanged 754 SP:Iteration 5Q (22378.680000 sec): 3 clusters Score: Raw -2727616.819343 + Penalty 3258.339804 = -2724358.479539 nChanged 774 SP:Iteration 6Q (22378.940000 sec): 3 clusters Score: Raw -2727884.030432 + Penalty 3258.339804 = -2724625.690628 nChanged 767 SP:Iteration 7Q (22379.210000 sec): 3 clusters Score: Raw -2728227.243769 + Penalty 3258.339804 = -2724968.903964 nChanged 901 SP:Iteration 8Q (22379.480000 sec): 3 clusters Score: Raw -2728805.880099 + Penalty 3258.339804 = -2725547.540295 nChanged 1075 SP:Iteration 9Q (22379.750000 sec): 3 clusters Score: Raw -2729605.894370 + Penalty 3258.339804 = -2726347.554566 nChanged 1206 SP:Iteration 10F (22380.000000 sec): 3 clusters Score: Raw -2730623.738151 + Penalty 3258.339804 = -2727365.398347 nChanged 1217 SP:Iteration 11F (22380.270000 sec): 3 clusters Score: Raw -2731498.652680 + Penalty 3258.339804 = -2728240.312876 nChanged 970 SP:Iteration 12Q (22380.570000 sec): 3 clusters Score: Raw -2732030.638199 + Penalty 3258.339804 = -2728772.298394 nChanged 698 SP:Iteration 13Q (22380.860000 sec): 3 clusters Score: Raw -2732359.644405 + Penalty 3258.339804 = -2729101.304601 nChanged 550 SP:Iteration 14Q (22381.160000 sec): 3 clusters Score: Raw -2732618.567433 + Penalty 3258.339804 = -2729360.227629 nChanged 448 SP:Iteration 15Q (22381.420000 sec): 3 clusters Score: Raw -2732814.595399 + Penalty 3258.339804 = -2729556.255595 nChanged 432 SP:Iteration 16Q (22381.700000 sec): 3 clusters Score: Raw -2733004.654948 + Penalty 3258.339804 = -2729746.315143 nChanged 416 SP:Iteration 17Q (22382.010000 sec): 3 clusters Score: Raw -2733182.642877 + Penalty 3258.339804 = -2729924.303073 nChanged 454 SP:Iteration 18Q (22382.280000 sec): 3 clusters Score: Raw -2733387.510420 + Penalty 3258.339804 = -2730129.170616 nChanged 455 SP:Iteration 19Q (22382.560000 sec): 3 clusters Score: Raw -2733584.851268 + Penalty 3258.339804 = -2730326.511463 nChanged 458 SP:Iteration 20F (22382.820000 sec): 3 clusters Score: Raw -2733793.884877 + Penalty 3258.339804 = -2730535.545072 nChanged 476 SP:Iteration 21Q (22383.080000 sec): 3 clusters Score: Raw -2734000.290028 + Penalty 3258.339804 = -2730741.950223 nChanged 462 SP:Iteration 22Q (22383.360000 sec): 3 clusters Score: Raw -2734217.085957 + Penalty 3258.339804 = -2730958.746152 nChanged 451 SP:Iteration 23Q (22383.640000 sec): 3 clusters Score: Raw -2734437.815792 + Penalty 3258.339804 = -2731179.475987 nChanged 416 SP:Iteration 24Q (22383.900000 sec): 3 clusters Score: Raw -2734647.180183 + Penalty 3258.339804 = -2731388.840378 nChanged 379 SP:Iteration 25Q (22384.130000 sec): 3 clusters Score: Raw -2734822.555983 + Penalty 3258.339804 = -2731564.216178 nChanged 291 SP:Iteration 26Q (22384.370000 sec): 3 clusters Score: Raw -2734926.699480 + Penalty 3258.339804 = -2731668.359676 nChanged 237 SP:Iteration 27Q (22384.640000 sec): 3 clusters Score: Raw -2734990.134541 + Penalty 3258.339804 = -2731731.794737 nChanged 175 SP:Iteration 28Q (22384.910000 sec): 3 clusters Score: Raw -2735028.919154 + Penalty 3258.339804 = -2731770.579350 nChanged 142 SP:Iteration 29Q (22385.170000 sec): 3 clusters Score: Raw -2735053.508583 + Penalty 3258.339804 = -2731795.168779 nChanged 94 SP:Iteration 30Q (22385.460000 sec): 3 clusters Score: Raw -2735065.897007 + Penalty 3258.339804 = -2731807.557203 nChanged 62 SP:Iteration 31Q (22385.730000 sec): 3 clusters Score: Raw -2735071.584439 + Penalty 3258.339804 = -2731813.244635 nChanged 45 SP:Iteration 32Q (22385.970000 sec): 3 clusters Score: Raw -2735075.441800 + Penalty 3258.339804 = -2731817.101996 nChanged 41 SP:Iteration 33Q (22386.270000 sec): 3 clusters Score: Raw -2735078.632199 + Penalty 3258.339804 = -2731820.292394 nChanged 26 SP:Iteration 34Q (22386.550000 sec): 3 clusters Score: Raw -2735080.400417 + Penalty 3258.339804 = -2731822.060612 nChanged 18 SP:Iteration 35Q (22386.840000 sec): 3 clusters Score: Raw -2735081.933861 + Penalty 3258.339804 = -2731823.594057 nChanged 25 SP:Iteration 36Q (22387.100000 sec): 3 clusters Score: Raw -2735083.516858 + Penalty 3258.339804 = -2731825.177054 nChanged 19 SP:Iteration 37Q (22387.370000 sec): 3 clusters Score: Raw -2735084.942662 + Penalty 3258.339804 = -2731826.602858 nChanged 18 SP:Iteration 38Q (22387.660000 sec): 3 clusters Score: Raw -2735085.882575 + Penalty 3258.339804 = -2731827.542771 nChanged 14 SP:Iteration 39Q (22387.960000 sec): 3 clusters Score: Raw -2735086.440221 + Penalty 3258.339804 = -2731828.100417 nChanged 7 SP:Iteration 40F (22388.240000 sec): 3 clusters Score: Raw -2735089.648315 + Penalty 3258.339804 = -2731831.308510 nChanged 5 SP:Iteration 41Q (22388.520000 sec): 3 clusters Score: Raw -2735090.121643 + Penalty 3258.339804 = -2731831.781839 nChanged 6 SP:Iteration 42Q (22388.770000 sec): 3 clusters Score: Raw -2735090.439132 + Penalty 3258.339804 = -2731832.099328 nChanged 2 SP:Iteration 43Q (22389.020000 sec): 3 clusters Score: Raw -2735090.491469 + Penalty 3258.339804 = -2731832.151664 nChanged 1 SP:Iteration 44Q (22389.330000 sec): 3 clusters Score: Raw -2735090.514850 + Penalty 3258.339804 = -2731832.175046 nChanged 3 SP:Iteration 45Q (22389.570000 sec): 3 clusters Score: Raw -2735090.654100 + Penalty 3258.339804 = -2731832.314296 nChanged 3 SP:Iteration 46Q (22389.820000 sec): 3 clusters Score: Raw -2735090.799977 + Penalty 3258.339804 = -2731832.460173 nChanged 3 SP:Iteration 47Q (22390.110000 sec): 3 clusters Score: Raw -2735090.874095 + Penalty 3258.339804 = -2731832.534290 nChanged 0 SP:Iteration 48F (22390.390000 sec): 3 clusters Score: Raw -2735090.874095 + Penalty 3258.339804 = -2731832.534290 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22390.480000 sec): 2 clusters Score: Raw -173400.770577 + Penalty 1181.425844 = -172219.344733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22390.690000 sec): 3 clusters Score: Raw -172843.720499 + Penalty 2362.851688 = -170480.868811 nChanged 457 SP:Iteration 1F (22390.890000 sec): 3 clusters Score: Raw -173191.523021 + Penalty 2362.851688 = -170828.671333 nChanged 109 SP:Iteration 2F (22391.020000 sec): 3 clusters Score: Raw -173267.115740 + Penalty 2362.851688 = -170904.264052 nChanged 41 SP:Iteration 3Q (22391.200000 sec): 3 clusters Score: Raw -173297.538713 + Penalty 2362.851688 = -170934.687025 nChanged 30 SP:Iteration 4Q (22391.380000 sec): 3 clusters Score: Raw -173318.990499 + Penalty 2362.851688 = -170956.138811 nChanged 20 SP:Iteration 5Q (22391.560000 sec): 3 clusters Score: Raw -173332.694772 + Penalty 2362.851688 = -170969.843084 nChanged 15 SP:Iteration 6Q (22391.740000 sec): 3 clusters Score: Raw -173344.425776 + Penalty 2362.851688 = -170981.574088 nChanged 18 SP:Iteration 7Q (22391.910000 sec): 3 clusters Score: Raw -173352.685659 + Penalty 2362.851688 = -170989.833971 nChanged 10 SP:Iteration 8Q (22392.060000 sec): 3 clusters Score: Raw -173361.223053 + Penalty 2362.851688 = -170998.371365 nChanged 11 SP:Iteration 9Q (22392.260000 sec): 3 clusters Score: Raw -173369.056378 + Penalty 2362.851688 = -171006.204690 nChanged 13 SP:Iteration 10Q (22392.450000 sec): 3 clusters Score: Raw -173376.024761 + Penalty 2362.851688 = -171013.173073 nChanged 5 SP:Iteration 11Q (22392.630000 sec): 3 clusters Score: Raw -173378.336557 + Penalty 2362.851688 = -171015.484869 nChanged 9 SP:Iteration 12Q (22392.840000 sec): 3 clusters Score: Raw -173385.714590 + Penalty 2362.851688 = -171022.862902 nChanged 9 SP:Iteration 13Q (22392.990000 sec): 3 clusters Score: Raw -173391.208536 + Penalty 2362.851688 = -171028.356848 nChanged 8 SP:Iteration 14Q (22393.220000 sec): 3 clusters Score: Raw -173399.533476 + Penalty 2362.851688 = -171036.681788 nChanged 8 SP:Iteration 15Q (22393.400000 sec): 3 clusters Score: Raw -173407.066684 + Penalty 2362.851688 = -171044.214996 nChanged 14 SP:Iteration 16Q (22393.570000 sec): 3 clusters Score: Raw -173417.683431 + Penalty 2362.851688 = -171054.831743 nChanged 11 SP:Iteration 17Q (22393.730000 sec): 3 clusters Score: Raw -173427.892452 + Penalty 2362.851688 = -171065.040764 nChanged 14 SP:Iteration 18Q (22393.900000 sec): 3 clusters Score: Raw -173439.341912 + Penalty 2362.851688 = -171076.490224 nChanged 16 SP:Iteration 19Q (22394.080000 sec): 3 clusters Score: Raw -173453.293200 + Penalty 2362.851688 = -171090.441512 nChanged 20 SP:Iteration 20F (22394.270000 sec): 3 clusters Score: Raw -173466.009682 + Penalty 2362.851688 = -171103.157994 nChanged 17 SP:Iteration 21Q (22394.430000 sec): 3 clusters Score: Raw -173478.324331 + Penalty 2362.851688 = -171115.472643 nChanged 11 SP:Iteration 22Q (22394.630000 sec): 3 clusters Score: Raw -173486.114643 + Penalty 2362.851688 = -171123.262955 nChanged 11 SP:Iteration 23Q (22394.810000 sec): 3 clusters Score: Raw -173495.266416 + Penalty 2362.851688 = -171132.414728 nChanged 8 SP:Iteration 24Q (22394.970000 sec): 3 clusters Score: Raw -173504.036279 + Penalty 2362.851688 = -171141.184591 nChanged 10 SP:Iteration 25Q (22395.130000 sec): 3 clusters Score: Raw -173514.000978 + Penalty 2362.851688 = -171151.149290 nChanged 7 SP:Iteration 26Q (22395.350000 sec): 3 clusters Score: Raw -173519.048471 + Penalty 2362.851688 = -171156.196783 nChanged 7 SP:Iteration 27Q (22395.520000 sec): 3 clusters Score: Raw -173523.948710 + Penalty 2362.851688 = -171161.097022 nChanged 2 SP:Iteration 28Q (22395.710000 sec): 3 clusters Score: Raw -173525.256530 + Penalty 2362.851688 = -171162.404842 nChanged 4 SP:Iteration 29Q (22395.880000 sec): 3 clusters Score: Raw -173526.958841 + Penalty 2362.851688 = -171164.107153 nChanged 1 SP:Iteration 30Q (22396.090000 sec): 3 clusters Score: Raw -173527.266464 + Penalty 2362.851688 = -171164.414776 nChanged 0 SP:Iteration 31F (22396.250000 sec): 3 clusters Score: Raw -173527.266464 + Penalty 2362.851688 = -171164.414776 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (93777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22396.750000 sec): 2 clusters Score: Raw -11393817.982690 + Penalty 1860.409672 = -11391957.573018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22397.310000 sec): 3 clusters Score: Raw -11333175.151767 + Penalty 3720.819343 = -11329454.332423 nChanged 44458 SP:Iteration 1F (22397.930000 sec): 3 clusters Score: Raw -11358569.824815 + Penalty 3720.819343 = -11354849.005471 nChanged 2490 SP:Iteration 2Q (22398.580000 sec): 3 clusters Score: Raw -11359043.913731 + Penalty 3720.819343 = -11355323.094387 nChanged 2657 SP:Iteration 3Q (22399.170000 sec): 3 clusters Score: Raw -11359638.151647 + Penalty 3720.819343 = -11355917.332304 nChanged 3098 SP:Iteration 4Q (22399.750000 sec): 3 clusters Score: Raw -11360535.343897 + Penalty 3720.819343 = -11356814.524554 nChanged 3962 SP:Iteration 5Q (22400.330000 sec): 3 clusters Score: Raw -11362114.622055 + Penalty 3720.819343 = -11358393.802711 nChanged 5268 SP:Iteration 6F (22400.890000 sec): 3 clusters Score: Raw -11365049.762111 + Penalty 3720.819343 = -11361328.942767 nChanged 7047 SP:Iteration 7F (22401.410000 sec): 3 clusters Score: Raw -11370266.957255 + Penalty 3720.819343 = -11366546.137911 nChanged 8169 SP:Iteration 8F (22401.980000 sec): 3 clusters Score: Raw -11377638.717849 + Penalty 3720.819343 = -11373917.898506 nChanged 7592 SP:Iteration 9F (22402.530000 sec): 3 clusters Score: Raw -11385290.039937 + Penalty 3720.819343 = -11381569.220594 nChanged 5206 SP:Iteration 10F (22403.080000 sec): 3 clusters Score: Raw -11390623.013291 + Penalty 3720.819343 = -11386902.193947 nChanged 2330 SP:Iteration 11Q (22403.600000 sec): 3 clusters Score: Raw -11392909.038312 + Penalty 3720.819343 = -11389188.218969 nChanged 750 SP:Iteration 12Q (22404.050000 sec): 3 clusters Score: Raw -11393627.620402 + Penalty 3720.819343 = -11389906.801058 nChanged 202 SP:Iteration 13Q (22404.540000 sec): 3 clusters Score: Raw -11393845.162995 + Penalty 3720.819343 = -11390124.343651 nChanged 61 SP:Iteration 14Q (22405.000000 sec): 3 clusters Score: Raw -11393923.599498 + Penalty 3720.819343 = -11390202.780154 nChanged 31 SP:Iteration 15Q (22405.480000 sec): 3 clusters Score: Raw -11393973.660637 + Penalty 3720.819343 = -11390252.841294 nChanged 20 SP:Iteration 16Q (22405.910000 sec): 3 clusters Score: Raw -11394002.348685 + Penalty 3720.819343 = -11390281.529342 nChanged 15 SP:Iteration 17Q (22406.430000 sec): 3 clusters Score: Raw -11394021.322391 + Penalty 3720.819343 = -11390300.503048 nChanged 8 SP:Iteration 18Q (22406.920000 sec): 3 clusters Score: Raw -11394033.767972 + Penalty 3720.819343 = -11390312.948628 nChanged 7 SP:Iteration 19Q (22407.430000 sec): 3 clusters Score: Raw -11394045.457767 + Penalty 3720.819343 = -11390324.638423 nChanged 5 SP:Iteration 20F (22407.940000 sec): 3 clusters Score: Raw -11394050.015196 + Penalty 3720.819343 = -11390329.195852 nChanged 5 SP:Iteration 21Q (22408.450000 sec): 3 clusters Score: Raw -11394054.874193 + Penalty 3720.819343 = -11390334.054849 nChanged 2 SP:Iteration 22Q (22408.940000 sec): 3 clusters Score: Raw -11394057.953193 + Penalty 3720.819343 = -11390337.133850 nChanged 0 SP:Iteration 23F (22409.480000 sec): 3 clusters Score: Raw -11394057.953193 + Penalty 3720.819343 = -11390337.133850 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22409.590000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22409.780000 sec): 3 clusters Score: Raw -71124.932354 + Penalty 2090.705530 = -69034.226824 nChanged 163 SP:Iteration 1F (22409.980000 sec): 3 clusters Score: Raw -71295.976040 + Penalty 2090.705530 = -69205.270510 nChanged 27 SP:Iteration 2Q (22410.160000 sec): 3 clusters Score: Raw -71326.233677 + Penalty 2090.705530 = -69235.528147 nChanged 6 SP:Iteration 3Q (22410.340000 sec): 3 clusters Score: Raw -71333.412586 + Penalty 2090.705530 = -69242.707056 nChanged 4 SP:Iteration 4Q (22410.560000 sec): 3 clusters Score: Raw -71338.832523 + Penalty 2090.705530 = -69248.126993 nChanged 3 SP:Iteration 5Q (22410.690000 sec): 3 clusters Score: Raw -71341.690018 + Penalty 2090.705530 = -69250.984488 nChanged 6 SP:Iteration 6Q (22410.880000 sec): 3 clusters Score: Raw -71350.779451 + Penalty 2090.705530 = -69260.073921 nChanged 4 SP:Iteration 7Q (22411.060000 sec): 3 clusters Score: Raw -71357.405252 + Penalty 2090.705530 = -69266.699722 nChanged 3 SP:Iteration 8Q (22411.250000 sec): 3 clusters Score: Raw -71360.820040 + Penalty 2090.705530 = -69270.114510 nChanged 2 SP:Iteration 9Q (22411.410000 sec): 3 clusters Score: Raw -71362.169927 + Penalty 2090.705530 = -69271.464397 nChanged 1 SP:Iteration 10Q (22411.570000 sec): 3 clusters Score: Raw -71363.272929 + Penalty 2090.705530 = -69272.567399 nChanged 0 SP:Iteration 11F (22411.760000 sec): 3 clusters Score: Raw -71363.272929 + Penalty 2090.705530 = -69272.567399 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22411.850000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22412.020000 sec): 3 clusters Score: Raw -33732.336217 + Penalty 1866.476036 = -31865.860181 nChanged 57 SP:Iteration 1F (22412.230000 sec): 3 clusters Score: Raw -33903.208874 + Penalty 1866.476036 = -32036.732838 nChanged 27 SP:Iteration 2F (22412.390000 sec): 3 clusters Score: Raw -34020.772537 + Penalty 1866.476036 = -32154.296501 nChanged 19 SP:Iteration 3F (22412.560000 sec): 3 clusters Score: Raw -34128.063690 + Penalty 1866.476036 = -32261.587654 nChanged 10 SP:Iteration 4Q (22412.690000 sec): 3 clusters Score: Raw -34220.290584 + Penalty 1866.476036 = -32353.814548 nChanged 1 SP:Iteration 5Q (22412.830000 sec): 3 clusters Score: Raw -34223.416242 + Penalty 1866.476036 = -32356.940206 nChanged 0 SP:Iteration 6F (22412.990000 sec): 3 clusters Score: Raw -34223.416242 + Penalty 1866.476036 = -32356.940206 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22413.070000 sec): 2 clusters Score: Raw -93776.426962 + Penalty 1095.909618 = -92680.517344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22413.250000 sec): 3 clusters Score: Raw -93613.375660 + Penalty 2191.819236 = -91421.556424 nChanged 256 SP:Iteration 1F (22413.430000 sec): 3 clusters Score: Raw -93918.861479 + Penalty 2191.819236 = -91727.042243 nChanged 85 SP:Iteration 2F (22413.600000 sec): 3 clusters Score: Raw -94046.154199 + Penalty 2191.819236 = -91854.334963 nChanged 55 SP:Iteration 3F (22413.720000 sec): 3 clusters Score: Raw -94137.055427 + Penalty 2191.819236 = -91945.236191 nChanged 36 SP:Iteration 4Q (22413.930000 sec): 3 clusters Score: Raw -94248.197681 + Penalty 2191.819236 = -92056.378446 nChanged 42 SP:Iteration 5Q (22414.090000 sec): 3 clusters Score: Raw -94327.230521 + Penalty 2191.819236 = -92135.411285 nChanged 38 SP:Iteration 6Q (22414.230000 sec): 3 clusters Score: Raw -94407.279498 + Penalty 2191.819236 = -92215.460263 nChanged 40 SP:Iteration 7Q (22414.430000 sec): 3 clusters Score: Raw -94462.065114 + Penalty 2191.819236 = -92270.245879 nChanged 24 SP:Iteration 8Q (22414.610000 sec): 3 clusters Score: Raw -94495.336301 + Penalty 2191.819236 = -92303.517065 nChanged 13 SP:Iteration 9Q (22414.810000 sec): 3 clusters Score: Raw -94514.571500 + Penalty 2191.819236 = -92322.752264 nChanged 8 SP:Iteration 10Q (22414.940000 sec): 3 clusters Score: Raw -94522.890990 + Penalty 2191.819236 = -92331.071754 nChanged 8 SP:Iteration 11Q (22415.140000 sec): 3 clusters Score: Raw -94530.154515 + Penalty 2191.819236 = -92338.335279 nChanged 4 SP:Iteration 12Q (22415.310000 sec): 3 clusters Score: Raw -94533.433424 + Penalty 2191.819236 = -92341.614189 nChanged 2 SP:Iteration 13Q (22415.430000 sec): 3 clusters Score: Raw -94535.203805 + Penalty 2191.819236 = -92343.384570 nChanged 2 SP:Iteration 14Q (22415.590000 sec): 3 clusters Score: Raw -94536.363717 + Penalty 2191.819236 = -92344.544481 nChanged 1 SP:Iteration 15Q (22415.730000 sec): 3 clusters Score: Raw -94537.067619 + Penalty 2191.819236 = -92345.248384 nChanged 3 SP:Iteration 16Q (22415.820000 sec): 3 clusters Score: Raw -94538.762657 + Penalty 2191.819236 = -92346.943422 nChanged 1 SP:Iteration 17Q (22415.950000 sec): 3 clusters Score: Raw -94539.166683 + Penalty 2191.819236 = -92347.347447 nChanged 0 SP:Iteration 18F (22416.130000 sec): 3 clusters Score: Raw -94539.166683 + Penalty 2191.819236 = -92347.347447 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22416.290000 sec): 2 clusters Score: Raw -2165091.639729 + Penalty 1583.260693 = -2163508.379036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22416.580000 sec): 3 clusters Score: Raw -2155018.481151 + Penalty 3166.521387 = -2151851.959764 nChanged 7699 SP:Iteration 1F (22416.770000 sec): 3 clusters Score: Raw -2159019.653414 + Penalty 3166.521387 = -2155853.132027 nChanged 860 SP:Iteration 2F (22417.030000 sec): 3 clusters Score: Raw -2159330.365190 + Penalty 3166.521387 = -2156163.843804 nChanged 761 SP:Iteration 3Q (22417.230000 sec): 3 clusters Score: Raw -2159601.066476 + Penalty 3166.521387 = -2156434.545090 nChanged 675 SP:Iteration 4Q (22417.520000 sec): 3 clusters Score: Raw -2159852.356445 + Penalty 3166.521387 = -2156685.835058 nChanged 639 SP:Iteration 5Q (22417.780000 sec): 3 clusters Score: Raw -2160105.653316 + Penalty 3166.521387 = -2156939.131930 nChanged 636 SP:Iteration 6Q (22417.990000 sec): 3 clusters Score: Raw -2160403.701056 + Penalty 3166.521387 = -2157237.179669 nChanged 670 SP:Iteration 7Q (22418.180000 sec): 3 clusters Score: Raw -2160734.121029 + Penalty 3166.521387 = -2157567.599643 nChanged 719 SP:Iteration 8Q (22418.450000 sec): 3 clusters Score: Raw -2161133.089972 + Penalty 3166.521387 = -2157966.568586 nChanged 756 SP:Iteration 9Q (22418.660000 sec): 3 clusters Score: Raw -2161591.892973 + Penalty 3166.521387 = -2158425.371587 nChanged 722 SP:Iteration 10Q (22418.880000 sec): 3 clusters Score: Raw -2162060.504248 + Penalty 3166.521387 = -2158893.982861 nChanged 742 SP:Iteration 11Q (22419.080000 sec): 3 clusters Score: Raw -2162530.156293 + Penalty 3166.521387 = -2159363.634906 nChanged 653 SP:Iteration 12Q (22419.320000 sec): 3 clusters Score: Raw -2162922.161148 + Penalty 3166.521387 = -2159755.639761 nChanged 585 SP:Iteration 13Q (22419.560000 sec): 3 clusters Score: Raw -2163244.744212 + Penalty 3166.521387 = -2160078.222825 nChanged 502 SP:Iteration 14Q (22419.780000 sec): 3 clusters Score: Raw -2163484.975579 + Penalty 3166.521387 = -2160318.454193 nChanged 436 SP:Iteration 15Q (22420.040000 sec): 3 clusters Score: Raw -2163678.078193 + Penalty 3166.521387 = -2160511.556807 nChanged 363 SP:Iteration 16Q (22420.250000 sec): 3 clusters Score: Raw -2163817.251494 + Penalty 3166.521387 = -2160650.730107 nChanged 285 SP:Iteration 17Q (22420.470000 sec): 3 clusters Score: Raw -2163914.841466 + Penalty 3166.521387 = -2160748.320079 nChanged 248 SP:Iteration 18Q (22420.720000 sec): 3 clusters Score: Raw -2164000.800640 + Penalty 3166.521387 = -2160834.279253 nChanged 208 SP:Iteration 19Q (22420.980000 sec): 3 clusters Score: Raw -2164070.889832 + Penalty 3166.521387 = -2160904.368446 nChanged 202 SP:Iteration 20F (22421.230000 sec): 3 clusters Score: Raw -2164139.604615 + Penalty 3166.521387 = -2160973.083229 nChanged 162 SP:Iteration 21Q (22421.450000 sec): 3 clusters Score: Raw -2164190.449323 + Penalty 3166.521387 = -2161023.927937 nChanged 160 SP:Iteration 22Q (22421.720000 sec): 3 clusters Score: Raw -2164245.087883 + Penalty 3166.521387 = -2161078.566496 nChanged 162 SP:Iteration 23Q (22421.960000 sec): 3 clusters Score: Raw -2164300.989025 + Penalty 3166.521387 = -2161134.467638 nChanged 152 SP:Iteration 24Q (22422.210000 sec): 3 clusters Score: Raw -2164352.137426 + Penalty 3166.521387 = -2161185.616039 nChanged 136 SP:Iteration 25Q (22422.470000 sec): 3 clusters Score: Raw -2164395.747403 + Penalty 3166.521387 = -2161229.226016 nChanged 143 SP:Iteration 26Q (22422.740000 sec): 3 clusters Score: Raw -2164441.169107 + Penalty 3166.521387 = -2161274.647720 nChanged 135 SP:Iteration 27Q (22422.930000 sec): 3 clusters Score: Raw -2164487.049891 + Penalty 3166.521387 = -2161320.528504 nChanged 138 SP:Iteration 28Q (22423.230000 sec): 3 clusters Score: Raw -2164537.304735 + Penalty 3166.521387 = -2161370.783348 nChanged 124 SP:Iteration 29Q (22423.460000 sec): 3 clusters Score: Raw -2164578.463019 + Penalty 3166.521387 = -2161411.941632 nChanged 104 SP:Iteration 30Q (22423.670000 sec): 3 clusters Score: Raw -2164611.024684 + Penalty 3166.521387 = -2161444.503298 nChanged 109 SP:Iteration 31Q (22423.970000 sec): 3 clusters Score: Raw -2164647.982836 + Penalty 3166.521387 = -2161481.461449 nChanged 100 SP:Iteration 32Q (22424.230000 sec): 3 clusters Score: Raw -2164684.500416 + Penalty 3166.521387 = -2161517.979029 nChanged 107 SP:Iteration 33Q (22424.520000 sec): 3 clusters Score: Raw -2164726.286699 + Penalty 3166.521387 = -2161559.765312 nChanged 116 SP:Iteration 34Q (22424.740000 sec): 3 clusters Score: Raw -2164774.063824 + Penalty 3166.521387 = -2161607.542437 nChanged 114 SP:Iteration 35Q (22425.000000 sec): 3 clusters Score: Raw -2164822.885817 + Penalty 3166.521387 = -2161656.364430 nChanged 104 SP:Iteration 36Q (22425.250000 sec): 3 clusters Score: Raw -2164871.254529 + Penalty 3166.521387 = -2161704.733142 nChanged 100 SP:Iteration 37Q (22425.550000 sec): 3 clusters Score: Raw -2164914.314215 + Penalty 3166.521387 = -2161747.792828 nChanged 89 SP:Iteration 38Q (22425.790000 sec): 3 clusters Score: Raw -2164957.848807 + Penalty 3166.521387 = -2161791.327420 nChanged 89 SP:Iteration 39Q (22426.000000 sec): 3 clusters Score: Raw -2164999.609412 + Penalty 3166.521387 = -2161833.088025 nChanged 80 SP:Iteration 40F (22426.230000 sec): 3 clusters Score: Raw -2165034.999253 + Penalty 3166.521387 = -2161868.477866 nChanged 69 SP:Iteration 41Q (22426.440000 sec): 3 clusters Score: Raw -2165063.729179 + Penalty 3166.521387 = -2161897.207792 nChanged 59 SP:Iteration 42Q (22426.730000 sec): 3 clusters Score: Raw -2165088.570170 + Penalty 3166.521387 = -2161922.048783 nChanged 48 SP:Iteration 43Q (22426.930000 sec): 3 clusters Score: Raw -2165112.500771 + Penalty 3166.521387 = -2161945.979384 nChanged 50 SP:Iteration 44Q (22427.200000 sec): 3 clusters Score: Raw -2165135.625707 + Penalty 3166.521387 = -2161969.104320 nChanged 46 SP:Iteration 45Q (22427.390000 sec): 3 clusters Score: Raw -2165160.409285 + Penalty 3166.521387 = -2161993.887898 nChanged 35 SP:Iteration 46Q (22427.600000 sec): 3 clusters Score: Raw -2165176.764700 + Penalty 3166.521387 = -2162010.243314 nChanged 26 SP:Iteration 47Q (22427.890000 sec): 3 clusters Score: Raw -2165188.813975 + Penalty 3166.521387 = -2162022.292588 nChanged 29 SP:Iteration 48Q (22428.110000 sec): 3 clusters Score: Raw -2165203.692224 + Penalty 3166.521387 = -2162037.170837 nChanged 26 SP:Iteration 49Q (22428.340000 sec): 3 clusters Score: Raw -2165217.513433 + Penalty 3166.521387 = -2162050.992046 nChanged 19 SP:Iteration 50Q (22428.560000 sec): 3 clusters Score: Raw -2165223.828293 + Penalty 3166.521387 = -2162057.306906 nChanged 17 SP:Iteration 51Q (22428.800000 sec): 3 clusters Score: Raw -2165230.822451 + Penalty 3166.521387 = -2162064.301064 nChanged 11 SP:Iteration 52Q (22429.020000 sec): 3 clusters Score: Raw -2165235.906728 + Penalty 3166.521387 = -2162069.385342 nChanged 13 SP:Iteration 53Q (22429.240000 sec): 3 clusters Score: Raw -2165244.319984 + Penalty 3166.521387 = -2162077.798597 nChanged 21 SP:Iteration 54Q (22429.490000 sec): 3 clusters Score: Raw -2165255.912576 + Penalty 3166.521387 = -2162089.391189 nChanged 17 SP:Iteration 55Q (22429.720000 sec): 3 clusters Score: Raw -2165264.204382 + Penalty 3166.521387 = -2162097.682995 nChanged 16 SP:Iteration 56Q (22429.930000 sec): 3 clusters Score: Raw -2165270.917538 + Penalty 3166.521387 = -2162104.396152 nChanged 12 SP:Iteration 57Q (22430.200000 sec): 3 clusters Score: Raw -2165276.250061 + Penalty 3166.521387 = -2162109.728674 nChanged 7 SP:Iteration 58Q (22430.440000 sec): 3 clusters Score: Raw -2165280.344602 + Penalty 3166.521387 = -2162113.823215 nChanged 10 SP:Iteration 59Q (22430.640000 sec): 3 clusters Score: Raw -2165283.916108 + Penalty 3166.521387 = -2162117.394721 nChanged 7 SP:Iteration 60F (22430.940000 sec): 3 clusters Score: Raw -2165286.981511 + Penalty 3166.521387 = -2162120.460125 nChanged 6 SP:Iteration 61Q (22431.180000 sec): 3 clusters Score: Raw -2165289.228836 + Penalty 3166.521387 = -2162122.707449 nChanged 6 SP:Iteration 62Q (22431.450000 sec): 3 clusters Score: Raw -2165292.099164 + Penalty 3166.521387 = -2162125.577777 nChanged 4 SP:Iteration 63Q (22431.650000 sec): 3 clusters Score: Raw -2165293.788841 + Penalty 3166.521387 = -2162127.267454 nChanged 6 SP:Iteration 64Q (22431.910000 sec): 3 clusters Score: Raw -2165296.367766 + Penalty 3166.521387 = -2162129.846379 nChanged 7 SP:Iteration 65Q (22432.150000 sec): 3 clusters Score: Raw -2165299.400910 + Penalty 3166.521387 = -2162132.879524 nChanged 3 SP:Iteration 66Q (22432.450000 sec): 3 clusters Score: Raw -2165300.575621 + Penalty 3166.521387 = -2162134.054234 nChanged 5 SP:Iteration 67Q (22432.680000 sec): 3 clusters Score: Raw -2165302.367695 + Penalty 3166.521387 = -2162135.846308 nChanged 1 SP:Iteration 68Q (22432.900000 sec): 3 clusters Score: Raw -2165302.905266 + Penalty 3166.521387 = -2162136.383879 nChanged 1 SP:Iteration 69Q (22433.110000 sec): 3 clusters Score: Raw -2165303.927843 + Penalty 3166.521387 = -2162137.406456 nChanged 3 SP:Iteration 70Q (22433.370000 sec): 3 clusters Score: Raw -2165304.987146 + Penalty 3166.521387 = -2162138.465759 nChanged 5 SP:Iteration 71Q (22433.590000 sec): 3 clusters Score: Raw -2165306.430275 + Penalty 3166.521387 = -2162139.908888 nChanged 2 SP:Iteration 72Q (22433.850000 sec): 3 clusters Score: Raw -2165307.547485 + Penalty 3166.521387 = -2162141.026099 nChanged 6 SP:Iteration 73Q (22434.050000 sec): 3 clusters Score: Raw -2165309.700235 + Penalty 3166.521387 = -2162143.178848 nChanged 3 SP:Iteration 74Q (22434.270000 sec): 3 clusters Score: Raw -2165310.799496 + Penalty 3166.521387 = -2162144.278109 nChanged 0 SP:Iteration 75F (22434.540000 sec): 3 clusters Score: Raw -2165310.799496 + Penalty 3166.521387 = -2162144.278109 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22434.650000 sec): 2 clusters Score: Raw -743232.596810 + Penalty 1408.944740 = -741823.652071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22434.820000 sec): 3 clusters Score: Raw -740152.822959 + Penalty 2817.889479 = -737334.933480 nChanged 2326 SP:Iteration 1F (22434.990000 sec): 3 clusters Score: Raw -741466.789626 + Penalty 2817.889479 = -738648.900147 nChanged 376 SP:Iteration 2F (22435.160000 sec): 3 clusters Score: Raw -741648.126758 + Penalty 2817.889479 = -738830.237278 nChanged 283 SP:Iteration 3Q (22435.300000 sec): 3 clusters Score: Raw -741772.414229 + Penalty 2817.889479 = -738954.524749 nChanged 236 SP:Iteration 4Q (22435.550000 sec): 3 clusters Score: Raw -741865.246765 + Penalty 2817.889479 = -739047.357285 nChanged 178 SP:Iteration 5Q (22435.730000 sec): 3 clusters Score: Raw -741932.454679 + Penalty 2817.889479 = -739114.565200 nChanged 164 SP:Iteration 6Q (22435.890000 sec): 3 clusters Score: Raw -741996.244682 + Penalty 2817.889479 = -739178.355203 nChanged 153 SP:Iteration 7Q (22436.040000 sec): 3 clusters Score: Raw -742059.492355 + Penalty 2817.889479 = -739241.602876 nChanged 157 SP:Iteration 8Q (22436.200000 sec): 3 clusters Score: Raw -742128.676758 + Penalty 2817.889479 = -739310.787279 nChanged 189 SP:Iteration 9Q (22436.350000 sec): 3 clusters Score: Raw -742216.503636 + Penalty 2817.889479 = -739398.614157 nChanged 170 SP:Iteration 10Q (22436.580000 sec): 3 clusters Score: Raw -742303.552440 + Penalty 2817.889479 = -739485.662961 nChanged 212 SP:Iteration 11Q (22436.750000 sec): 3 clusters Score: Raw -742438.736146 + Penalty 2817.889479 = -739620.846667 nChanged 247 SP:Iteration 12Q (22436.950000 sec): 3 clusters Score: Raw -742622.907745 + Penalty 2817.889479 = -739805.018265 nChanged 247 SP:Iteration 13Q (22437.090000 sec): 3 clusters Score: Raw -742830.444378 + Penalty 2817.889479 = -740012.554899 nChanged 227 SP:Iteration 14Q (22437.260000 sec): 3 clusters Score: Raw -743008.892777 + Penalty 2817.889479 = -740191.003298 nChanged 187 SP:Iteration 15Q (22437.460000 sec): 3 clusters Score: Raw -743142.501372 + Penalty 2817.889479 = -740324.611892 nChanged 112 SP:Iteration 16Q (22437.620000 sec): 3 clusters Score: Raw -743198.929524 + Penalty 2817.889479 = -740381.040044 nChanged 66 SP:Iteration 17Q (22437.850000 sec): 3 clusters Score: Raw -743226.949220 + Penalty 2817.889479 = -740409.059740 nChanged 50 SP:Iteration 18Q (22438.010000 sec): 3 clusters Score: Raw -743246.816186 + Penalty 2817.889479 = -740428.926706 nChanged 33 SP:Iteration 19Q (22438.140000 sec): 3 clusters Score: Raw -743260.550620 + Penalty 2817.889479 = -740442.661141 nChanged 33 SP:Iteration 20F (22438.270000 sec): 3 clusters Score: Raw -743272.597489 + Penalty 2817.889479 = -740454.708010 nChanged 28 SP:Iteration 21Q (22438.480000 sec): 3 clusters Score: Raw -743282.060697 + Penalty 2817.889479 = -740464.171217 nChanged 21 SP:Iteration 22Q (22438.660000 sec): 3 clusters Score: Raw -743287.568399 + Penalty 2817.889479 = -740469.678919 nChanged 24 SP:Iteration 23Q (22438.880000 sec): 3 clusters Score: Raw -743293.103433 + Penalty 2817.889479 = -740475.213953 nChanged 12 SP:Iteration 24Q (22439.040000 sec): 3 clusters Score: Raw -743296.654126 + Penalty 2817.889479 = -740478.764647 nChanged 9 SP:Iteration 25Q (22439.200000 sec): 3 clusters Score: Raw -743298.816877 + Penalty 2817.889479 = -740480.927397 nChanged 7 SP:Iteration 26Q (22439.380000 sec): 3 clusters Score: Raw -743301.087735 + Penalty 2817.889479 = -740483.198255 nChanged 4 SP:Iteration 27Q (22439.620000 sec): 3 clusters Score: Raw -743303.391109 + Penalty 2817.889479 = -740485.501630 nChanged 4 SP:Iteration 28Q (22439.780000 sec): 3 clusters Score: Raw -743304.423496 + Penalty 2817.889479 = -740486.534017 nChanged 3 SP:Iteration 29Q (22440.030000 sec): 3 clusters Score: Raw -743305.226850 + Penalty 2817.889479 = -740487.337371 nChanged 5 SP:Iteration 30Q (22440.220000 sec): 3 clusters Score: Raw -743306.969071 + Penalty 2817.889479 = -740489.079592 nChanged 6 SP:Iteration 31Q (22440.400000 sec): 3 clusters Score: Raw -743309.901731 + Penalty 2817.889479 = -740492.012252 nChanged 8 SP:Iteration 32Q (22440.550000 sec): 3 clusters Score: Raw -743312.337289 + Penalty 2817.889479 = -740494.447810 nChanged 11 SP:Iteration 33Q (22440.770000 sec): 3 clusters Score: Raw -743314.436215 + Penalty 2817.889479 = -740496.546736 nChanged 10 SP:Iteration 34Q (22441.000000 sec): 3 clusters Score: Raw -743316.668640 + Penalty 2817.889479 = -740498.779160 nChanged 9 SP:Iteration 35Q (22441.160000 sec): 3 clusters Score: Raw -743318.947900 + Penalty 2817.889479 = -740501.058420 nChanged 9 SP:Iteration 36Q (22441.330000 sec): 3 clusters Score: Raw -743321.984780 + Penalty 2817.889479 = -740504.095301 nChanged 10 SP:Iteration 37Q (22441.540000 sec): 3 clusters Score: Raw -743324.896716 + Penalty 2817.889479 = -740507.007236 nChanged 4 SP:Iteration 38Q (22441.690000 sec): 3 clusters Score: Raw -743325.550038 + Penalty 2817.889479 = -740507.660558 nChanged 3 SP:Iteration 39Q (22441.910000 sec): 3 clusters Score: Raw -743326.799639 + Penalty 2817.889479 = -740508.910159 nChanged 4 SP:Iteration 40F (22442.090000 sec): 3 clusters Score: Raw -743327.769849 + Penalty 2817.889479 = -740509.880370 nChanged 2 SP:Iteration 41Q (22442.220000 sec): 3 clusters Score: Raw -743328.106957 + Penalty 2817.889479 = -740510.217478 nChanged 1 SP:Iteration 42Q (22442.400000 sec): 3 clusters Score: Raw -743328.252967 + Penalty 2817.889479 = -740510.363488 nChanged 1 SP:Iteration 43Q (22442.550000 sec): 3 clusters Score: Raw -743328.380708 + Penalty 2817.889479 = -740510.491229 nChanged 0 SP:Iteration 44F (22442.740000 sec): 3 clusters Score: Raw -743328.380708 + Penalty 2817.889479 = -740510.491229 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (8865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22442.860000 sec): 2 clusters Score: Raw -1090096.598008 + Penalty 1477.103261 = -1088619.494747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22443.060000 sec): 3 clusters Score: Raw -1085062.903173 + Penalty 2954.206521 = -1082108.696652 nChanged 3832 SP:Iteration 1F (22443.260000 sec): 3 clusters Score: Raw -1087174.182986 + Penalty 2954.206521 = -1084219.976465 nChanged 579 SP:Iteration 2F (22443.480000 sec): 3 clusters Score: Raw -1087477.920785 + Penalty 2954.206521 = -1084523.714264 nChanged 507 SP:Iteration 3F (22443.640000 sec): 3 clusters Score: Raw -1087733.365108 + Penalty 2954.206521 = -1084779.158587 nChanged 423 SP:Iteration 4Q (22443.850000 sec): 3 clusters Score: Raw -1087991.134705 + Penalty 2954.206521 = -1085036.928184 nChanged 390 SP:Iteration 5Q (22444.100000 sec): 3 clusters Score: Raw -1088236.364385 + Penalty 2954.206521 = -1085282.157864 nChanged 389 SP:Iteration 6Q (22444.330000 sec): 3 clusters Score: Raw -1088480.240773 + Penalty 2954.206521 = -1085526.034252 nChanged 343 SP:Iteration 7Q (22444.510000 sec): 3 clusters Score: Raw -1088696.848780 + Penalty 2954.206521 = -1085742.642259 nChanged 314 SP:Iteration 8Q (22444.740000 sec): 3 clusters Score: Raw -1088885.205165 + Penalty 2954.206521 = -1085930.998644 nChanged 296 SP:Iteration 9Q (22444.940000 sec): 3 clusters Score: Raw -1089055.609497 + Penalty 2954.206521 = -1086101.402976 nChanged 277 SP:Iteration 10Q (22445.110000 sec): 3 clusters Score: Raw -1089221.159587 + Penalty 2954.206521 = -1086266.953066 nChanged 258 SP:Iteration 11Q (22445.330000 sec): 3 clusters Score: Raw -1089376.725562 + Penalty 2954.206521 = -1086422.519041 nChanged 247 SP:Iteration 12Q (22445.520000 sec): 3 clusters Score: Raw -1089522.417507 + Penalty 2954.206521 = -1086568.210986 nChanged 209 SP:Iteration 13Q (22445.770000 sec): 3 clusters Score: Raw -1089654.577892 + Penalty 2954.206521 = -1086700.371371 nChanged 183 SP:Iteration 14Q (22445.970000 sec): 3 clusters Score: Raw -1089779.765596 + Penalty 2954.206521 = -1086825.559075 nChanged 161 SP:Iteration 15Q (22446.170000 sec): 3 clusters Score: Raw -1089879.008580 + Penalty 2954.206521 = -1086924.802059 nChanged 132 SP:Iteration 16Q (22446.330000 sec): 3 clusters Score: Raw -1089958.444163 + Penalty 2954.206521 = -1087004.237642 nChanged 93 SP:Iteration 17Q (22446.470000 sec): 3 clusters Score: Raw -1090010.649096 + Penalty 2954.206521 = -1087056.442575 nChanged 94 SP:Iteration 18Q (22446.690000 sec): 3 clusters Score: Raw -1090053.774945 + Penalty 2954.206521 = -1087099.568424 nChanged 71 SP:Iteration 19Q (22446.900000 sec): 3 clusters Score: Raw -1090092.771706 + Penalty 2954.206521 = -1087138.565185 nChanged 65 SP:Iteration 20F (22447.130000 sec): 3 clusters Score: Raw -1090126.875150 + Penalty 2954.206521 = -1087172.668629 nChanged 50 SP:Iteration 21Q (22447.300000 sec): 3 clusters Score: Raw -1090152.500988 + Penalty 2954.206521 = -1087198.294467 nChanged 42 SP:Iteration 22Q (22447.490000 sec): 3 clusters Score: Raw -1090174.367675 + Penalty 2954.206521 = -1087220.161154 nChanged 27 SP:Iteration 23Q (22447.640000 sec): 3 clusters Score: Raw -1090192.341996 + Penalty 2954.206521 = -1087238.135475 nChanged 34 SP:Iteration 24Q (22447.820000 sec): 3 clusters Score: Raw -1090210.770129 + Penalty 2954.206521 = -1087256.563608 nChanged 20 SP:Iteration 25Q (22447.980000 sec): 3 clusters Score: Raw -1090225.535113 + Penalty 2954.206521 = -1087271.328592 nChanged 19 SP:Iteration 26Q (22448.230000 sec): 3 clusters Score: Raw -1090238.482898 + Penalty 2954.206521 = -1087284.276377 nChanged 20 SP:Iteration 27Q (22448.450000 sec): 3 clusters Score: Raw -1090251.475399 + Penalty 2954.206521 = -1087297.268878 nChanged 21 SP:Iteration 28Q (22448.600000 sec): 3 clusters Score: Raw -1090261.425288 + Penalty 2954.206521 = -1087307.218767 nChanged 13 SP:Iteration 29Q (22448.820000 sec): 3 clusters Score: Raw -1090268.652205 + Penalty 2954.206521 = -1087314.445684 nChanged 15 SP:Iteration 30Q (22448.990000 sec): 3 clusters Score: Raw -1090275.462568 + Penalty 2954.206521 = -1087321.256047 nChanged 10 SP:Iteration 31Q (22449.170000 sec): 3 clusters Score: Raw -1090280.852511 + Penalty 2954.206521 = -1087326.645990 nChanged 12 SP:Iteration 32Q (22449.400000 sec): 3 clusters Score: Raw -1090286.478731 + Penalty 2954.206521 = -1087332.272210 nChanged 8 SP:Iteration 33Q (22449.610000 sec): 3 clusters Score: Raw -1090290.214275 + Penalty 2954.206521 = -1087336.007754 nChanged 6 SP:Iteration 34Q (22449.820000 sec): 3 clusters Score: Raw -1090292.502522 + Penalty 2954.206521 = -1087338.296001 nChanged 5 SP:Iteration 35Q (22450.010000 sec): 3 clusters Score: Raw -1090294.284442 + Penalty 2954.206521 = -1087340.077921 nChanged 4 SP:Iteration 36Q (22450.170000 sec): 3 clusters Score: Raw -1090296.774034 + Penalty 2954.206521 = -1087342.567513 nChanged 7 SP:Iteration 37Q (22450.380000 sec): 3 clusters Score: Raw -1090299.246198 + Penalty 2954.206521 = -1087345.039677 nChanged 3 SP:Iteration 38Q (22450.580000 sec): 3 clusters Score: Raw -1090300.632175 + Penalty 2954.206521 = -1087346.425654 nChanged 4 SP:Iteration 39Q (22450.770000 sec): 3 clusters Score: Raw -1090302.279947 + Penalty 2954.206521 = -1087348.073426 nChanged 1 SP:Iteration 40F (22450.940000 sec): 3 clusters Score: Raw -1090302.890203 + Penalty 2954.206521 = -1087348.683682 nChanged 2 SP:Iteration 41Q (22451.120000 sec): 3 clusters Score: Raw -1090303.558330 + Penalty 2954.206521 = -1087349.351809 nChanged 1 SP:Iteration 42Q (22451.340000 sec): 3 clusters Score: Raw -1090303.800538 + Penalty 2954.206521 = -1087349.594017 nChanged 1 SP:Iteration 43Q (22451.560000 sec): 3 clusters Score: Raw -1090304.364932 + Penalty 2954.206521 = -1087350.158411 nChanged 1 SP:Iteration 44Q (22451.700000 sec): 3 clusters Score: Raw -1090304.829038 + Penalty 2954.206521 = -1087350.622517 nChanged 2 SP:Iteration 45Q (22451.850000 sec): 3 clusters Score: Raw -1090305.627856 + Penalty 2954.206521 = -1087351.421335 nChanged 0 SP:Iteration 46F (22452.050000 sec): 3 clusters Score: Raw -1090305.627856 + Penalty 2954.206521 = -1087351.421335 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (16941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22452.210000 sec): 2 clusters Score: Raw -1996664.092581 + Penalty 1582.342450 = -1995081.750132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22452.460000 sec): 3 clusters Score: Raw -1986538.087505 + Penalty 3164.684899 = -1983373.402606 nChanged 7651 SP:Iteration 1F (22452.690000 sec): 3 clusters Score: Raw -1990820.704754 + Penalty 3164.684899 = -1987656.019855 nChanged 918 SP:Iteration 2F (22452.930000 sec): 3 clusters Score: Raw -1991214.468769 + Penalty 3164.684899 = -1988049.783869 nChanged 824 SP:Iteration 3Q (22453.190000 sec): 3 clusters Score: Raw -1991587.667276 + Penalty 3164.684899 = -1988422.982377 nChanged 799 SP:Iteration 4Q (22453.500000 sec): 3 clusters Score: Raw -1991966.290687 + Penalty 3164.684899 = -1988801.605788 nChanged 763 SP:Iteration 5Q (22453.770000 sec): 3 clusters Score: Raw -1992339.918261 + Penalty 3164.684899 = -1989175.233362 nChanged 772 SP:Iteration 6Q (22454.060000 sec): 3 clusters Score: Raw -1992696.182881 + Penalty 3164.684899 = -1989531.497982 nChanged 725 SP:Iteration 7Q (22454.290000 sec): 3 clusters Score: Raw -1993027.302735 + Penalty 3164.684899 = -1989862.617836 nChanged 713 SP:Iteration 8Q (22454.510000 sec): 3 clusters Score: Raw -1993379.927013 + Penalty 3164.684899 = -1990215.242114 nChanged 731 SP:Iteration 9Q (22454.760000 sec): 3 clusters Score: Raw -1993737.667610 + Penalty 3164.684899 = -1990572.982710 nChanged 694 SP:Iteration 10Q (22455.060000 sec): 3 clusters Score: Raw -1994059.814918 + Penalty 3164.684899 = -1990895.130019 nChanged 631 SP:Iteration 11Q (22455.310000 sec): 3 clusters Score: Raw -1994334.322088 + Penalty 3164.684899 = -1991169.637189 nChanged 540 SP:Iteration 12Q (22455.570000 sec): 3 clusters Score: Raw -1994524.488573 + Penalty 3164.684899 = -1991359.803673 nChanged 478 SP:Iteration 13Q (22455.880000 sec): 3 clusters Score: Raw -1994689.687056 + Penalty 3164.684899 = -1991525.002157 nChanged 410 SP:Iteration 14Q (22456.130000 sec): 3 clusters Score: Raw -1994821.382719 + Penalty 3164.684899 = -1991656.697820 nChanged 365 SP:Iteration 15Q (22456.390000 sec): 3 clusters Score: Raw -1994935.049325 + Penalty 3164.684899 = -1991770.364426 nChanged 345 SP:Iteration 16Q (22456.710000 sec): 3 clusters Score: Raw -1995034.836239 + Penalty 3164.684899 = -1991870.151339 nChanged 289 SP:Iteration 17Q (22456.970000 sec): 3 clusters Score: Raw -1995105.354009 + Penalty 3164.684899 = -1991940.669110 nChanged 234 SP:Iteration 18Q (22457.200000 sec): 3 clusters Score: Raw -1995151.156795 + Penalty 3164.684899 = -1991986.471896 nChanged 202 SP:Iteration 19Q (22457.470000 sec): 3 clusters Score: Raw -1995190.578341 + Penalty 3164.684899 = -1992025.893441 nChanged 184 SP:Iteration 20F (22457.730000 sec): 3 clusters Score: Raw -1995219.424182 + Penalty 3164.684899 = -1992054.739282 nChanged 135 SP:Iteration 21Q (22458.010000 sec): 3 clusters Score: Raw -1995237.927364 + Penalty 3164.684899 = -1992073.242464 nChanged 104 SP:Iteration 22Q (22458.290000 sec): 3 clusters Score: Raw -1995254.102720 + Penalty 3164.684899 = -1992089.417821 nChanged 109 SP:Iteration 23Q (22458.540000 sec): 3 clusters Score: Raw -1995269.307054 + Penalty 3164.684899 = -1992104.622155 nChanged 92 SP:Iteration 24Q (22458.820000 sec): 3 clusters Score: Raw -1995281.165513 + Penalty 3164.684899 = -1992116.480614 nChanged 80 SP:Iteration 25Q (22459.130000 sec): 3 clusters Score: Raw -1995289.735236 + Penalty 3164.684899 = -1992125.050336 nChanged 63 SP:Iteration 26Q (22459.380000 sec): 3 clusters Score: Raw -1995295.895612 + Penalty 3164.684899 = -1992131.210713 nChanged 50 SP:Iteration 27Q (22459.760000 sec): 3 clusters Score: Raw -1995301.363693 + Penalty 3164.684899 = -1992136.678794 nChanged 59 SP:Iteration 28Q (22460.000000 sec): 3 clusters Score: Raw -1995307.165222 + Penalty 3164.684899 = -1992142.480322 nChanged 55 SP:Iteration 29Q (22460.260000 sec): 3 clusters Score: Raw -1995311.994974 + Penalty 3164.684899 = -1992147.310074 nChanged 39 SP:Iteration 30Q (22460.550000 sec): 3 clusters Score: Raw -1995316.458036 + Penalty 3164.684899 = -1992151.773137 nChanged 47 SP:Iteration 31Q (22460.840000 sec): 3 clusters Score: Raw -1995321.494195 + Penalty 3164.684899 = -1992156.809296 nChanged 44 SP:Iteration 32Q (22461.090000 sec): 3 clusters Score: Raw -1995326.352660 + Penalty 3164.684899 = -1992161.667761 nChanged 38 SP:Iteration 33Q (22461.360000 sec): 3 clusters Score: Raw -1995329.589006 + Penalty 3164.684899 = -1992164.904107 nChanged 31 SP:Iteration 34Q (22461.620000 sec): 3 clusters Score: Raw -1995331.812461 + Penalty 3164.684899 = -1992167.127561 nChanged 29 SP:Iteration 35Q (22461.910000 sec): 3 clusters Score: Raw -1995333.847518 + Penalty 3164.684899 = -1992169.162619 nChanged 24 SP:Iteration 36Q (22462.160000 sec): 3 clusters Score: Raw -1995335.909942 + Penalty 3164.684899 = -1992171.225042 nChanged 36 SP:Iteration 37Q (22462.430000 sec): 3 clusters Score: Raw -1995338.907144 + Penalty 3164.684899 = -1992174.222244 nChanged 22 SP:Iteration 38Q (22462.700000 sec): 3 clusters Score: Raw -1995340.459997 + Penalty 3164.684899 = -1992175.775097 nChanged 18 SP:Iteration 39Q (22462.950000 sec): 3 clusters Score: Raw -1995341.896279 + Penalty 3164.684899 = -1992177.211380 nChanged 26 SP:Iteration 40F (22463.200000 sec): 3 clusters Score: Raw -1995344.167161 + Penalty 3164.684899 = -1992179.482262 nChanged 32 SP:Iteration 41Q (22463.460000 sec): 3 clusters Score: Raw -1995346.610208 + Penalty 3164.684899 = -1992181.925309 nChanged 23 SP:Iteration 42Q (22463.760000 sec): 3 clusters Score: Raw -1995347.887923 + Penalty 3164.684899 = -1992183.203023 nChanged 16 SP:Iteration 43Q (22464.030000 sec): 3 clusters Score: Raw -1995348.905280 + Penalty 3164.684899 = -1992184.220380 nChanged 15 SP:Iteration 44Q (22464.300000 sec): 3 clusters Score: Raw -1995350.378901 + Penalty 3164.684899 = -1992185.694002 nChanged 19 SP:Iteration 45Q (22464.550000 sec): 3 clusters Score: Raw -1995351.814598 + Penalty 3164.684899 = -1992187.129698 nChanged 15 SP:Iteration 46Q (22464.890000 sec): 3 clusters Score: Raw -1995352.738702 + Penalty 3164.684899 = -1992188.053802 nChanged 9 SP:Iteration 47Q (22465.130000 sec): 3 clusters Score: Raw -1995353.173744 + Penalty 3164.684899 = -1992188.488844 nChanged 10 SP:Iteration 48Q (22465.410000 sec): 3 clusters Score: Raw -1995353.687182 + Penalty 3164.684899 = -1992189.002282 nChanged 9 SP:Iteration 49Q (22465.710000 sec): 3 clusters Score: Raw -1995354.424768 + Penalty 3164.684899 = -1992189.739869 nChanged 13 SP:Iteration 50Q (22465.970000 sec): 3 clusters Score: Raw -1995355.415031 + Penalty 3164.684899 = -1992190.730131 nChanged 12 SP:Iteration 51Q (22466.220000 sec): 3 clusters Score: Raw -1995356.058604 + Penalty 3164.684899 = -1992191.373704 nChanged 8 SP:Iteration 52Q (22466.430000 sec): 3 clusters Score: Raw -1995356.525085 + Penalty 3164.684899 = -1992191.840186 nChanged 9 SP:Iteration 53Q (22466.680000 sec): 3 clusters Score: Raw -1995356.931706 + Penalty 3164.684899 = -1992192.246807 nChanged 8 SP:Iteration 54Q (22466.950000 sec): 3 clusters Score: Raw -1995357.266584 + Penalty 3164.684899 = -1992192.581685 nChanged 11 SP:Iteration 55Q (22467.180000 sec): 3 clusters Score: Raw -1995357.825007 + Penalty 3164.684899 = -1992193.140108 nChanged 11 SP:Iteration 56Q (22467.430000 sec): 3 clusters Score: Raw -1995358.349044 + Penalty 3164.684899 = -1992193.664145 nChanged 8 SP:Iteration 57Q (22467.700000 sec): 3 clusters Score: Raw -1995358.720496 + Penalty 3164.684899 = -1992194.035596 nChanged 7 SP:Iteration 58Q (22467.970000 sec): 3 clusters Score: Raw -1995359.400413 + Penalty 3164.684899 = -1992194.715513 nChanged 10 SP:Iteration 59Q (22468.210000 sec): 3 clusters Score: Raw -1995360.180739 + Penalty 3164.684899 = -1992195.495839 nChanged 10 SP:Iteration 60F (22468.480000 sec): 3 clusters Score: Raw -1995360.708809 + Penalty 3164.684899 = -1992196.023910 nChanged 7 SP:Iteration 61Q (22468.750000 sec): 3 clusters Score: Raw -1995360.972663 + Penalty 3164.684899 = -1992196.287764 nChanged 6 SP:Iteration 62Q (22468.990000 sec): 3 clusters Score: Raw -1995361.273452 + Penalty 3164.684899 = -1992196.588553 nChanged 5 SP:Iteration 63Q (22469.270000 sec): 3 clusters Score: Raw -1995361.456854 + Penalty 3164.684899 = -1992196.771955 nChanged 2 SP:Iteration 64Q (22469.490000 sec): 3 clusters Score: Raw -1995361.535095 + Penalty 3164.684899 = -1992196.850195 nChanged 2 SP:Iteration 65Q (22469.750000 sec): 3 clusters Score: Raw -1995361.615734 + Penalty 3164.684899 = -1992196.930834 nChanged 3 SP:Iteration 66Q (22470.010000 sec): 3 clusters Score: Raw -1995361.785747 + Penalty 3164.684899 = -1992197.100847 nChanged 4 SP:Iteration 67Q (22470.260000 sec): 3 clusters Score: Raw -1995361.953782 + Penalty 3164.684899 = -1992197.268882 nChanged 3 SP:Iteration 68Q (22470.510000 sec): 3 clusters Score: Raw -1995362.132874 + Penalty 3164.684899 = -1992197.447975 nChanged 3 SP:Iteration 69Q (22470.750000 sec): 3 clusters Score: Raw -1995362.279051 + Penalty 3164.684899 = -1992197.594151 nChanged 1 SP:Iteration 70Q (22471.050000 sec): 3 clusters Score: Raw -1995362.312687 + Penalty 3164.684899 = -1992197.627788 nChanged 0 SP:Iteration 71F (22471.290000 sec): 3 clusters Score: Raw -1995362.312687 + Penalty 3164.684899 = -1992197.627788 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22471.400000 sec): 2 clusters Score: Raw -32017.813274 + Penalty 920.794337 = -31097.018937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22471.580000 sec): 3 clusters Score: Raw -32100.220346 + Penalty 1841.588674 = -30258.631673 nChanged 51 SP:Iteration 1F (22471.690000 sec): 3 clusters Score: Raw -32217.518439 + Penalty 1841.588674 = -30375.929766 nChanged 12 SP:Iteration 2Q (22471.800000 sec): 3 clusters Score: Raw -32246.455696 + Penalty 1841.588674 = -30404.867023 nChanged 6 SP:Iteration 3Q (22471.920000 sec): 3 clusters Score: Raw -32262.721426 + Penalty 1841.588674 = -30421.132752 nChanged 1 SP:Iteration 4Q (22472.030000 sec): 3 clusters Score: Raw -32263.570442 + Penalty 1841.588674 = -30421.981769 nChanged 0 SP:Iteration 5F (22472.240000 sec): 3 clusters Score: Raw -32263.570442 + Penalty 1841.588674 = -30421.981769 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22472.340000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22472.520000 sec): 3 clusters Score: Raw -49665.115221 + Penalty 1972.989762 = -47692.125460 nChanged 89 SP:Iteration 1F (22472.690000 sec): 3 clusters Score: Raw -49832.967034 + Penalty 1972.989762 = -47859.977272 nChanged 27 SP:Iteration 2F (22472.900000 sec): 3 clusters Score: Raw -49901.298512 + Penalty 1972.989762 = -47928.308751 nChanged 8 SP:Iteration 3Q (22473.080000 sec): 3 clusters Score: Raw -49923.999143 + Penalty 1972.989762 = -47951.009382 nChanged 7 SP:Iteration 4Q (22473.230000 sec): 3 clusters Score: Raw -49943.639715 + Penalty 1972.989762 = -47970.649954 nChanged 9 SP:Iteration 5Q (22473.360000 sec): 3 clusters Score: Raw -49970.895579 + Penalty 1972.989762 = -47997.905817 nChanged 9 SP:Iteration 6Q (22473.460000 sec): 3 clusters Score: Raw -49994.409770 + Penalty 1972.989762 = -48021.420008 nChanged 7 SP:Iteration 7Q (22473.630000 sec): 3 clusters Score: Raw -50018.716618 + Penalty 1972.989762 = -48045.726856 nChanged 11 SP:Iteration 8Q (22473.760000 sec): 3 clusters Score: Raw -50072.153615 + Penalty 1972.989762 = -48099.163854 nChanged 9 SP:Iteration 9Q (22473.990000 sec): 3 clusters Score: Raw -50099.520464 + Penalty 1972.989762 = -48126.530702 nChanged 3 SP:Iteration 10Q (22474.090000 sec): 3 clusters Score: Raw -50105.938261 + Penalty 1972.989762 = -48132.948499 nChanged 0 SP:Iteration 11F (22474.230000 sec): 3 clusters Score: Raw -50105.938261 + Penalty 1972.989762 = -48132.948499 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22474.470000 sec): 2 clusters Score: Raw -3474653.512572 + Penalty 1660.182610 = -3472993.329962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22474.800000 sec): 3 clusters Score: Raw -3457771.098790 + Penalty 3320.365220 = -3454450.733570 nChanged 12492 SP:Iteration 1F (22475.140000 sec): 3 clusters Score: Raw -3464697.348314 + Penalty 3320.365220 = -3461376.983093 nChanged 1045 SP:Iteration 2Q (22475.480000 sec): 3 clusters Score: Raw -3464973.297075 + Penalty 3320.365220 = -3461652.931855 nChanged 987 SP:Iteration 3Q (22475.820000 sec): 3 clusters Score: Raw -3465230.942537 + Penalty 3320.365220 = -3461910.577317 nChanged 938 SP:Iteration 4Q (22476.200000 sec): 3 clusters Score: Raw -3465476.206474 + Penalty 3320.365220 = -3462155.841253 nChanged 891 SP:Iteration 5Q (22476.540000 sec): 3 clusters Score: Raw -3465738.244290 + Penalty 3320.365220 = -3462417.879070 nChanged 891 SP:Iteration 6Q (22476.930000 sec): 3 clusters Score: Raw -3466027.987788 + Penalty 3320.365220 = -3462707.622568 nChanged 864 SP:Iteration 7Q (22477.300000 sec): 3 clusters Score: Raw -3466375.583958 + Penalty 3320.365220 = -3463055.218738 nChanged 988 SP:Iteration 8Q (22477.630000 sec): 3 clusters Score: Raw -3466851.140196 + Penalty 3320.365220 = -3463530.774976 nChanged 1145 SP:Iteration 9Q (22477.960000 sec): 3 clusters Score: Raw -3467494.637752 + Penalty 3320.365220 = -3464174.272532 nChanged 1227 SP:Iteration 10Q (22478.340000 sec): 3 clusters Score: Raw -3468273.854823 + Penalty 3320.365220 = -3464953.489603 nChanged 1324 SP:Iteration 11Q (22478.620000 sec): 3 clusters Score: Raw -3469166.633807 + Penalty 3320.365220 = -3465846.268587 nChanged 1253 SP:Iteration 12Q (22478.940000 sec): 3 clusters Score: Raw -3469999.529490 + Penalty 3320.365220 = -3466679.164270 nChanged 1219 SP:Iteration 13Q (22479.340000 sec): 3 clusters Score: Raw -3470782.280426 + Penalty 3320.365220 = -3467461.915206 nChanged 1100 SP:Iteration 14Q (22479.650000 sec): 3 clusters Score: Raw -3471413.264576 + Penalty 3320.365220 = -3468092.899355 nChanged 859 SP:Iteration 15Q (22479.980000 sec): 3 clusters Score: Raw -3471819.079909 + Penalty 3320.365220 = -3468498.714689 nChanged 658 SP:Iteration 16Q (22480.300000 sec): 3 clusters Score: Raw -3472074.476547 + Penalty 3320.365220 = -3468754.111327 nChanged 475 SP:Iteration 17Q (22480.610000 sec): 3 clusters Score: Raw -3472244.470800 + Penalty 3320.365220 = -3468924.105580 nChanged 393 SP:Iteration 18Q (22480.940000 sec): 3 clusters Score: Raw -3472387.156337 + Penalty 3320.365220 = -3469066.791117 nChanged 351 SP:Iteration 19Q (22481.250000 sec): 3 clusters Score: Raw -3472513.009770 + Penalty 3320.365220 = -3469192.644550 nChanged 334 SP:Iteration 20F (22481.600000 sec): 3 clusters Score: Raw -3472633.239550 + Penalty 3320.365220 = -3469312.874330 nChanged 333 SP:Iteration 21Q (22481.930000 sec): 3 clusters Score: Raw -3472757.977009 + Penalty 3320.365220 = -3469437.611788 nChanged 333 SP:Iteration 22Q (22482.260000 sec): 3 clusters Score: Raw -3472883.855960 + Penalty 3320.365220 = -3469563.490740 nChanged 294 SP:Iteration 23Q (22482.590000 sec): 3 clusters Score: Raw -3472991.990233 + Penalty 3320.365220 = -3469671.625013 nChanged 282 SP:Iteration 24Q (22482.940000 sec): 3 clusters Score: Raw -3473098.841524 + Penalty 3320.365220 = -3469778.476304 nChanged 302 SP:Iteration 25Q (22483.280000 sec): 3 clusters Score: Raw -3473222.927093 + Penalty 3320.365220 = -3469902.561873 nChanged 312 SP:Iteration 26Q (22483.630000 sec): 3 clusters Score: Raw -3473348.167027 + Penalty 3320.365220 = -3470027.801806 nChanged 316 SP:Iteration 27Q (22483.940000 sec): 3 clusters Score: Raw -3473473.967379 + Penalty 3320.365220 = -3470153.602158 nChanged 276 SP:Iteration 28Q (22484.200000 sec): 3 clusters Score: Raw -3473579.917978 + Penalty 3320.365220 = -3470259.552757 nChanged 272 SP:Iteration 29Q (22484.530000 sec): 3 clusters Score: Raw -3473688.521414 + Penalty 3320.365220 = -3470368.156194 nChanged 260 SP:Iteration 30Q (22484.890000 sec): 3 clusters Score: Raw -3473794.946550 + Penalty 3320.365220 = -3470474.581330 nChanged 263 SP:Iteration 31Q (22485.210000 sec): 3 clusters Score: Raw -3473903.665818 + Penalty 3320.365220 = -3470583.300597 nChanged 252 SP:Iteration 32Q (22485.520000 sec): 3 clusters Score: Raw -3474007.296338 + Penalty 3320.365220 = -3470686.931118 nChanged 217 SP:Iteration 33Q (22485.790000 sec): 3 clusters Score: Raw -3474105.883389 + Penalty 3320.365220 = -3470785.518169 nChanged 228 SP:Iteration 34Q (22486.110000 sec): 3 clusters Score: Raw -3474213.538581 + Penalty 3320.365220 = -3470893.173361 nChanged 203 SP:Iteration 35Q (22486.390000 sec): 3 clusters Score: Raw -3474308.728068 + Penalty 3320.365220 = -3470988.362848 nChanged 187 SP:Iteration 36Q (22486.660000 sec): 3 clusters Score: Raw -3474385.757474 + Penalty 3320.365220 = -3471065.392254 nChanged 150 SP:Iteration 37Q (22486.980000 sec): 3 clusters Score: Raw -3474448.068821 + Penalty 3320.365220 = -3471127.703600 nChanged 129 SP:Iteration 38Q (22487.280000 sec): 3 clusters Score: Raw -3474506.163331 + Penalty 3320.365220 = -3471185.798111 nChanged 113 SP:Iteration 39Q (22487.580000 sec): 3 clusters Score: Raw -3474560.948884 + Penalty 3320.365220 = -3471240.583663 nChanged 107 SP:Iteration 40F (22487.930000 sec): 3 clusters Score: Raw -3474611.578257 + Penalty 3320.365220 = -3471291.213036 nChanged 95 SP:Iteration 41Q (22488.210000 sec): 3 clusters Score: Raw -3474660.661114 + Penalty 3320.365220 = -3471340.295894 nChanged 87 SP:Iteration 42Q (22488.520000 sec): 3 clusters Score: Raw -3474705.497480 + Penalty 3320.365220 = -3471385.132259 nChanged 64 SP:Iteration 43Q (22488.860000 sec): 3 clusters Score: Raw -3474738.266008 + Penalty 3320.365220 = -3471417.900787 nChanged 46 SP:Iteration 44Q (22489.130000 sec): 3 clusters Score: Raw -3474760.002490 + Penalty 3320.365220 = -3471439.637270 nChanged 39 SP:Iteration 45Q (22489.410000 sec): 3 clusters Score: Raw -3474778.165183 + Penalty 3320.365220 = -3471457.799962 nChanged 30 SP:Iteration 46Q (22489.700000 sec): 3 clusters Score: Raw -3474791.400796 + Penalty 3320.365220 = -3471471.035576 nChanged 24 SP:Iteration 47Q (22490.000000 sec): 3 clusters Score: Raw -3474803.099051 + Penalty 3320.365220 = -3471482.733830 nChanged 29 SP:Iteration 48Q (22490.300000 sec): 3 clusters Score: Raw -3474816.468548 + Penalty 3320.365220 = -3471496.103328 nChanged 17 SP:Iteration 49Q (22490.570000 sec): 3 clusters Score: Raw -3474825.675454 + Penalty 3320.365220 = -3471505.310234 nChanged 26 SP:Iteration 50Q (22490.850000 sec): 3 clusters Score: Raw -3474837.859619 + Penalty 3320.365220 = -3471517.494399 nChanged 17 SP:Iteration 51Q (22491.260000 sec): 3 clusters Score: Raw -3474847.820157 + Penalty 3320.365220 = -3471527.454936 nChanged 16 SP:Iteration 52Q (22491.530000 sec): 3 clusters Score: Raw -3474857.812334 + Penalty 3320.365220 = -3471537.447114 nChanged 23 SP:Iteration 53Q (22491.830000 sec): 3 clusters Score: Raw -3474870.065094 + Penalty 3320.365220 = -3471549.699874 nChanged 14 SP:Iteration 54Q (22492.170000 sec): 3 clusters Score: Raw -3474875.416120 + Penalty 3320.365220 = -3471555.050899 nChanged 11 SP:Iteration 55Q (22492.460000 sec): 3 clusters Score: Raw -3474880.710077 + Penalty 3320.365220 = -3471560.344857 nChanged 7 SP:Iteration 56Q (22492.770000 sec): 3 clusters Score: Raw -3474885.635782 + Penalty 3320.365220 = -3471565.270562 nChanged 6 SP:Iteration 57Q (22493.040000 sec): 3 clusters Score: Raw -3474887.928684 + Penalty 3320.365220 = -3471567.563463 nChanged 5 SP:Iteration 58Q (22493.370000 sec): 3 clusters Score: Raw -3474889.885708 + Penalty 3320.365220 = -3471569.520488 nChanged 4 SP:Iteration 59Q (22493.680000 sec): 3 clusters Score: Raw -3474891.367330 + Penalty 3320.365220 = -3471571.002110 nChanged 3 SP:Iteration 60F (22493.990000 sec): 3 clusters Score: Raw -3474892.521857 + Penalty 3320.365220 = -3471572.156636 nChanged 3 SP:Iteration 61Q (22494.310000 sec): 3 clusters Score: Raw -3474893.446362 + Penalty 3320.365220 = -3471573.081142 nChanged 4 SP:Iteration 62Q (22494.570000 sec): 3 clusters Score: Raw -3474896.179334 + Penalty 3320.365220 = -3471575.814113 nChanged 4 SP:Iteration 63Q (22494.860000 sec): 3 clusters Score: Raw -3474898.448235 + Penalty 3320.365220 = -3471578.083015 nChanged 6 SP:Iteration 64Q (22495.150000 sec): 3 clusters Score: Raw -3474902.984108 + Penalty 3320.365220 = -3471582.618888 nChanged 6 SP:Iteration 65Q (22495.500000 sec): 3 clusters Score: Raw -3474905.586743 + Penalty 3320.365220 = -3471585.221523 nChanged 2 SP:Iteration 66Q (22495.730000 sec): 3 clusters Score: Raw -3474906.112025 + Penalty 3320.365220 = -3471585.746805 nChanged 2 SP:Iteration 67Q (22496.030000 sec): 3 clusters Score: Raw -3474906.561094 + Penalty 3320.365220 = -3471586.195874 nChanged 1 SP:Iteration 68Q (22496.310000 sec): 3 clusters Score: Raw -3474907.107208 + Penalty 3320.365220 = -3471586.741988 nChanged 1 SP:Iteration 69Q (22496.600000 sec): 3 clusters Score: Raw -3474907.481408 + Penalty 3320.365220 = -3471587.116188 nChanged 2 SP:Iteration 70Q (22496.910000 sec): 3 clusters Score: Raw -3474908.009619 + Penalty 3320.365220 = -3471587.644398 nChanged 1 SP:Iteration 71Q (22497.230000 sec): 3 clusters Score: Raw -3474908.440913 + Penalty 3320.365220 = -3471588.075693 nChanged 1 SP:Iteration 72Q (22497.580000 sec): 3 clusters Score: Raw -3474908.755613 + Penalty 3320.365220 = -3471588.390392 nChanged 2 SP:Iteration 73Q (22497.830000 sec): 3 clusters Score: Raw -3474909.684566 + Penalty 3320.365220 = -3471589.319346 nChanged 3 SP:Iteration 74Q (22498.140000 sec): 3 clusters Score: Raw -3474910.627526 + Penalty 3320.365220 = -3471590.262306 nChanged 1 SP:Iteration 75Q (22498.450000 sec): 3 clusters Score: Raw -3474910.915478 + Penalty 3320.365220 = -3471590.550258 nChanged 0 SP:Iteration 76F (22498.850000 sec): 3 clusters Score: Raw -3474910.915478 + Penalty 3320.365220 = -3471590.550258 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22499.010000 sec): 2 clusters Score: Raw -2758676.808107 + Penalty 1623.975246 = -2757052.832861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22499.330000 sec): 3 clusters Score: Raw -2745361.135249 + Penalty 3247.950492 = -2742113.184757 nChanged 9961 SP:Iteration 1F (22499.580000 sec): 3 clusters Score: Raw -2750816.577669 + Penalty 3247.950492 = -2747568.627177 nChanged 1004 SP:Iteration 2Q (22499.920000 sec): 3 clusters Score: Raw -2751127.981311 + Penalty 3247.950492 = -2747880.030819 nChanged 887 SP:Iteration 3Q (22500.220000 sec): 3 clusters Score: Raw -2751446.626091 + Penalty 3247.950492 = -2748198.675599 nChanged 962 SP:Iteration 4Q (22500.510000 sec): 3 clusters Score: Raw -2751874.649324 + Penalty 3247.950492 = -2748626.698832 nChanged 1094 SP:Iteration 5Q (22500.790000 sec): 3 clusters Score: Raw -2752436.601129 + Penalty 3247.950492 = -2749188.650638 nChanged 1310 SP:Iteration 6F (22501.090000 sec): 3 clusters Score: Raw -2753298.038848 + Penalty 3247.950492 = -2750050.088356 nChanged 1484 SP:Iteration 7F (22501.370000 sec): 3 clusters Score: Raw -2754437.587291 + Penalty 3247.950492 = -2751189.636800 nChanged 1478 SP:Iteration 8F (22501.670000 sec): 3 clusters Score: Raw -2755751.338938 + Penalty 3247.950492 = -2752503.388446 nChanged 1270 SP:Iteration 9F (22501.970000 sec): 3 clusters Score: Raw -2756966.916992 + Penalty 3247.950492 = -2753718.966500 nChanged 869 SP:Iteration 10Q (22502.280000 sec): 3 clusters Score: Raw -2757733.175744 + Penalty 3247.950492 = -2754485.225253 nChanged 521 SP:Iteration 11Q (22502.560000 sec): 3 clusters Score: Raw -2758146.082530 + Penalty 3247.950492 = -2754898.132038 nChanged 342 SP:Iteration 12Q (22502.850000 sec): 3 clusters Score: Raw -2758402.137481 + Penalty 3247.950492 = -2755154.186989 nChanged 239 SP:Iteration 13Q (22503.150000 sec): 3 clusters Score: Raw -2758561.651732 + Penalty 3247.950492 = -2755313.701240 nChanged 137 SP:Iteration 14Q (22503.480000 sec): 3 clusters Score: Raw -2758643.707141 + Penalty 3247.950492 = -2755395.756649 nChanged 98 SP:Iteration 15Q (22503.790000 sec): 3 clusters Score: Raw -2758703.225538 + Penalty 3247.950492 = -2755455.275047 nChanged 70 SP:Iteration 16Q (22504.110000 sec): 3 clusters Score: Raw -2758745.364245 + Penalty 3247.950492 = -2755497.413754 nChanged 54 SP:Iteration 17Q (22504.390000 sec): 3 clusters Score: Raw -2758782.762346 + Penalty 3247.950492 = -2755534.811854 nChanged 51 SP:Iteration 18Q (22504.710000 sec): 3 clusters Score: Raw -2758811.021738 + Penalty 3247.950492 = -2755563.071246 nChanged 32 SP:Iteration 19Q (22504.960000 sec): 3 clusters Score: Raw -2758833.416884 + Penalty 3247.950492 = -2755585.466392 nChanged 30 SP:Iteration 20F (22505.250000 sec): 3 clusters Score: Raw -2758864.232588 + Penalty 3247.950492 = -2755616.282096 nChanged 34 SP:Iteration 21Q (22505.550000 sec): 3 clusters Score: Raw -2758893.168161 + Penalty 3247.950492 = -2755645.217669 nChanged 24 SP:Iteration 22Q (22505.840000 sec): 3 clusters Score: Raw -2758913.637924 + Penalty 3247.950492 = -2755665.687432 nChanged 18 SP:Iteration 23Q (22506.130000 sec): 3 clusters Score: Raw -2758925.028504 + Penalty 3247.950492 = -2755677.078012 nChanged 16 SP:Iteration 24Q (22506.350000 sec): 3 clusters Score: Raw -2758936.532536 + Penalty 3247.950492 = -2755688.582044 nChanged 18 SP:Iteration 25Q (22506.620000 sec): 3 clusters Score: Raw -2758950.299769 + Penalty 3247.950492 = -2755702.349277 nChanged 18 SP:Iteration 26Q (22506.850000 sec): 3 clusters Score: Raw -2758960.922102 + Penalty 3247.950492 = -2755712.971610 nChanged 7 SP:Iteration 27Q (22507.080000 sec): 3 clusters Score: Raw -2758964.402939 + Penalty 3247.950492 = -2755716.452447 nChanged 6 SP:Iteration 28Q (22507.370000 sec): 3 clusters Score: Raw -2758968.515588 + Penalty 3247.950492 = -2755720.565096 nChanged 4 SP:Iteration 29Q (22507.610000 sec): 3 clusters Score: Raw -2758972.412579 + Penalty 3247.950492 = -2755724.462088 nChanged 3 SP:Iteration 30Q (22507.830000 sec): 3 clusters Score: Raw -2758973.440479 + Penalty 3247.950492 = -2755725.489988 nChanged 1 SP:Iteration 31Q (22508.090000 sec): 3 clusters Score: Raw -2758974.326074 + Penalty 3247.950492 = -2755726.375582 nChanged 1 SP:Iteration 32Q (22508.330000 sec): 3 clusters Score: Raw -2758974.719813 + Penalty 3247.950492 = -2755726.769321 nChanged 0 SP:Iteration 33F (22508.610000 sec): 3 clusters Score: Raw -2758974.719813 + Penalty 3247.950492 = -2755726.769321 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22508.710000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22508.880000 sec): 3 clusters Score: Raw -19249.350103 + Penalty 1684.079654 = -17565.270449 nChanged 19 SP:Iteration 1F (22509.070000 sec): 3 clusters Score: Raw -19326.905044 + Penalty 1684.079654 = -17642.825390 nChanged 5 SP:Iteration 2Q (22509.240000 sec): 3 clusters Score: Raw -19357.604226 + Penalty 1684.079654 = -17673.524572 nChanged 2 SP:Iteration 3Q (22509.370000 sec): 3 clusters Score: Raw -19364.319313 + Penalty 1684.079654 = -17680.239660 nChanged 2 SP:Iteration 4Q (22509.570000 sec): 3 clusters Score: Raw -19373.870421 + Penalty 1684.079654 = -17689.790767 nChanged 0 SP:Iteration 5F (22509.750000 sec): 3 clusters Score: Raw -19373.870421 + Penalty 1684.079654 = -17689.790767 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22509.850000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22510.010000 sec): 3 clusters Score: Raw -83312.886989 + Penalty 2147.600203 = -81165.286785 nChanged 215 SP:Iteration 1F (22510.210000 sec): 3 clusters Score: Raw -83519.338239 + Penalty 2147.600203 = -81371.738036 nChanged 36 SP:Iteration 2Q (22510.350000 sec): 3 clusters Score: Raw -83566.676304 + Penalty 2147.600203 = -81419.076100 nChanged 22 SP:Iteration 3Q (22510.510000 sec): 3 clusters Score: Raw -83613.909168 + Penalty 2147.600203 = -81466.308964 nChanged 25 SP:Iteration 4Q (22510.700000 sec): 3 clusters Score: Raw -83655.129011 + Penalty 2147.600203 = -81507.528808 nChanged 26 SP:Iteration 5Q (22510.920000 sec): 3 clusters Score: Raw -83691.119927 + Penalty 2147.600203 = -81543.519724 nChanged 15 SP:Iteration 6Q (22511.060000 sec): 3 clusters Score: Raw -83711.334212 + Penalty 2147.600203 = -81563.734009 nChanged 9 SP:Iteration 7Q (22511.210000 sec): 3 clusters Score: Raw -83722.476820 + Penalty 2147.600203 = -81574.876617 nChanged 8 SP:Iteration 8Q (22511.390000 sec): 3 clusters Score: Raw -83731.038515 + Penalty 2147.600203 = -81583.438312 nChanged 8 SP:Iteration 9Q (22511.570000 sec): 3 clusters Score: Raw -83740.451585 + Penalty 2147.600203 = -81592.851382 nChanged 14 SP:Iteration 10Q (22511.750000 sec): 3 clusters Score: Raw -83757.241095 + Penalty 2147.600203 = -81609.640891 nChanged 8 SP:Iteration 11Q (22511.910000 sec): 3 clusters Score: Raw -83771.473466 + Penalty 2147.600203 = -81623.873263 nChanged 11 SP:Iteration 12Q (22512.120000 sec): 3 clusters Score: Raw -83786.096280 + Penalty 2147.600203 = -81638.496077 nChanged 5 SP:Iteration 13Q (22512.330000 sec): 3 clusters Score: Raw -83797.238761 + Penalty 2147.600203 = -81649.638558 nChanged 9 SP:Iteration 14Q (22512.490000 sec): 3 clusters Score: Raw -83808.756659 + Penalty 2147.600203 = -81661.156456 nChanged 9 SP:Iteration 15Q (22512.620000 sec): 3 clusters Score: Raw -83819.895959 + Penalty 2147.600203 = -81672.295756 nChanged 7 SP:Iteration 16Q (22512.810000 sec): 3 clusters Score: Raw -83829.253579 + Penalty 2147.600203 = -81681.653376 nChanged 8 SP:Iteration 17Q (22512.950000 sec): 3 clusters Score: Raw -83845.675121 + Penalty 2147.600203 = -81698.074918 nChanged 11 SP:Iteration 18Q (22513.090000 sec): 3 clusters Score: Raw -83863.436757 + Penalty 2147.600203 = -81715.836554 nChanged 9 SP:Iteration 19Q (22513.240000 sec): 3 clusters Score: Raw -83878.510827 + Penalty 2147.600203 = -81730.910624 nChanged 8 SP:Iteration 20F (22513.440000 sec): 3 clusters Score: Raw -83888.511774 + Penalty 2147.600203 = -81740.911571 nChanged 6 SP:Iteration 21Q (22513.600000 sec): 3 clusters Score: Raw -83895.358395 + Penalty 2147.600203 = -81747.758192 nChanged 3 SP:Iteration 22Q (22513.720000 sec): 3 clusters Score: Raw -83898.506319 + Penalty 2147.600203 = -81750.906116 nChanged 3 SP:Iteration 23Q (22513.940000 sec): 3 clusters Score: Raw -83902.862409 + Penalty 2147.600203 = -81755.262206 nChanged 3 SP:Iteration 24Q (22514.110000 sec): 3 clusters Score: Raw -83910.899329 + Penalty 2147.600203 = -81763.299126 nChanged 6 SP:Iteration 25Q (22514.250000 sec): 3 clusters Score: Raw -83922.810465 + Penalty 2147.600203 = -81775.210262 nChanged 6 SP:Iteration 26Q (22514.430000 sec): 3 clusters Score: Raw -83935.876571 + Penalty 2147.600203 = -81788.276367 nChanged 3 SP:Iteration 27Q (22514.590000 sec): 3 clusters Score: Raw -83944.028492 + Penalty 2147.600203 = -81796.428289 nChanged 7 SP:Iteration 28Q (22514.760000 sec): 3 clusters Score: Raw -83959.202097 + Penalty 2147.600203 = -81811.601894 nChanged 8 SP:Iteration 29Q (22514.920000 sec): 3 clusters Score: Raw -83979.377590 + Penalty 2147.600203 = -81831.777386 nChanged 9 SP:Iteration 30Q (22515.110000 sec): 3 clusters Score: Raw -84002.268856 + Penalty 2147.600203 = -81854.668653 nChanged 10 SP:Iteration 31Q (22515.290000 sec): 3 clusters Score: Raw -84031.870150 + Penalty 2147.600203 = -81884.269946 nChanged 10 SP:Iteration 32Q (22515.460000 sec): 3 clusters Score: Raw -84059.033937 + Penalty 2147.600203 = -81911.433734 nChanged 7 SP:Iteration 33Q (22515.640000 sec): 3 clusters Score: Raw -84072.510711 + Penalty 2147.600203 = -81924.910508 nChanged 1 SP:Iteration 34Q (22515.810000 sec): 3 clusters Score: Raw -84074.149153 + Penalty 2147.600203 = -81926.548950 nChanged 2 SP:Iteration 35Q (22515.980000 sec): 3 clusters Score: Raw -84077.363191 + Penalty 2147.600203 = -81929.762988 nChanged 4 SP:Iteration 36Q (22516.140000 sec): 3 clusters Score: Raw -84088.254858 + Penalty 2147.600203 = -81940.654655 nChanged 1 SP:Iteration 37Q (22516.370000 sec): 3 clusters Score: Raw -84089.843473 + Penalty 2147.600203 = -81942.243270 nChanged 0 SP:Iteration 38F (22516.530000 sec): 3 clusters Score: Raw -84089.843473 + Penalty 2147.600203 = -81942.243270 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22516.620000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22516.790000 sec): 3 clusters Score: Raw -24613.368334 + Penalty 1748.466640 = -22864.901694 nChanged 23 SP:Iteration 1F (22516.960000 sec): 3 clusters Score: Raw -24689.477153 + Penalty 1748.466640 = -22941.010513 nChanged 9 SP:Iteration 2Q (22517.140000 sec): 3 clusters Score: Raw -24727.273685 + Penalty 1748.466640 = -22978.807045 nChanged 8 SP:Iteration 3Q (22517.300000 sec): 3 clusters Score: Raw -24747.532674 + Penalty 1748.466640 = -22999.066034 nChanged 2 SP:Iteration 4Q (22517.500000 sec): 3 clusters Score: Raw -24752.502723 + Penalty 1748.466640 = -23004.036083 nChanged 0 SP:Iteration 5F (22517.700000 sec): 3 clusters Score: Raw -24752.502723 + Penalty 1748.466640 = -23004.036083 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22517.760000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22517.920000 sec): 3 clusters Score: Raw -30759.527284 + Penalty 1839.331720 = -28920.195564 nChanged 50 SP:Iteration 1F (22518.080000 sec): 3 clusters Score: Raw -30905.793368 + Penalty 1839.331720 = -29066.461648 nChanged 21 SP:Iteration 2F (22518.250000 sec): 3 clusters Score: Raw -30966.344671 + Penalty 1839.331720 = -29127.012951 nChanged 3 SP:Iteration 3Q (22518.470000 sec): 3 clusters Score: Raw -30977.138808 + Penalty 1839.331720 = -29137.807088 nChanged 2 SP:Iteration 4Q (22518.610000 sec): 3 clusters Score: Raw -30983.395174 + Penalty 1839.331720 = -29144.063454 nChanged 4 SP:Iteration 5Q (22518.790000 sec): 3 clusters Score: Raw -30996.623716 + Penalty 1839.331720 = -29157.291996 nChanged 3 SP:Iteration 6Q (22518.980000 sec): 3 clusters Score: Raw -31008.727855 + Penalty 1839.331720 = -29169.396135 nChanged 7 SP:Iteration 7Q (22519.150000 sec): 3 clusters Score: Raw -31058.289864 + Penalty 1839.331720 = -29218.958144 nChanged 7 SP:Iteration 8Q (22519.330000 sec): 3 clusters Score: Raw -31093.807958 + Penalty 1839.331720 = -29254.476238 nChanged 3 SP:Iteration 9Q (22519.480000 sec): 3 clusters Score: Raw -31106.848261 + Penalty 1839.331720 = -29267.516541 nChanged 0 SP:Iteration 10F (22519.670000 sec): 3 clusters Score: Raw -31106.848261 + Penalty 1839.331720 = -29267.516541 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22519.760000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22519.950000 sec): 3 clusters Score: Raw -48829.985760 + Penalty 1970.730193 = -46859.255567 nChanged 97 SP:Iteration 1F (22520.070000 sec): 3 clusters Score: Raw -49003.772233 + Penalty 1970.730193 = -47033.042040 nChanged 25 SP:Iteration 2F (22520.250000 sec): 3 clusters Score: Raw -49053.988317 + Penalty 1970.730193 = -47083.258125 nChanged 15 SP:Iteration 3Q (22520.400000 sec): 3 clusters Score: Raw -49106.394270 + Penalty 1970.730193 = -47135.664077 nChanged 17 SP:Iteration 4Q (22520.610000 sec): 3 clusters Score: Raw -49139.437731 + Penalty 1970.730193 = -47168.707539 nChanged 11 SP:Iteration 5Q (22520.750000 sec): 3 clusters Score: Raw -49175.515470 + Penalty 1970.730193 = -47204.785277 nChanged 6 SP:Iteration 6Q (22520.920000 sec): 3 clusters Score: Raw -49194.916102 + Penalty 1970.730193 = -47224.185909 nChanged 4 SP:Iteration 7Q (22521.120000 sec): 3 clusters Score: Raw -49199.393078 + Penalty 1970.730193 = -47228.662886 nChanged 0 SP:Iteration 8F (22521.310000 sec): 3 clusters Score: Raw -49199.393078 + Penalty 1970.730193 = -47228.662886 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22521.410000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22521.590000 sec): 3 clusters Score: Raw -48622.095913 + Penalty 1963.855671 = -46658.240242 nChanged 81 SP:Iteration 1F (22521.720000 sec): 3 clusters Score: Raw -48738.105667 + Penalty 1963.855671 = -46774.249996 nChanged 15 SP:Iteration 2Q (22521.920000 sec): 3 clusters Score: Raw -48768.383315 + Penalty 1963.855671 = -46804.527644 nChanged 8 SP:Iteration 3Q (22522.070000 sec): 3 clusters Score: Raw -48790.366338 + Penalty 1963.855671 = -46826.510667 nChanged 5 SP:Iteration 4Q (22522.250000 sec): 3 clusters Score: Raw -48804.348596 + Penalty 1963.855671 = -46840.492925 nChanged 6 SP:Iteration 5Q (22522.430000 sec): 3 clusters Score: Raw -48814.798378 + Penalty 1963.855671 = -46850.942707 nChanged 6 SP:Iteration 6Q (22522.640000 sec): 3 clusters Score: Raw -48822.195635 + Penalty 1963.855671 = -46858.339964 nChanged 2 SP:Iteration 7Q (22522.800000 sec): 3 clusters Score: Raw -48824.311347 + Penalty 1963.855671 = -46860.455676 nChanged 0 SP:Iteration 8F (22523.000000 sec): 3 clusters Score: Raw -48824.311347 + Penalty 1963.855671 = -46860.455676 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22523.110000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22523.260000 sec): 3 clusters Score: Raw -30435.564411 + Penalty 1812.183459 = -28623.380952 nChanged 40 SP:Iteration 1F (22523.430000 sec): 3 clusters Score: Raw -30523.021848 + Penalty 1812.183459 = -28710.838390 nChanged 10 SP:Iteration 2Q (22523.590000 sec): 3 clusters Score: Raw -30561.530265 + Penalty 1812.183459 = -28749.346807 nChanged 6 SP:Iteration 3Q (22523.760000 sec): 3 clusters Score: Raw -30586.359161 + Penalty 1812.183459 = -28774.175702 nChanged 0 SP:Iteration 4F (22523.890000 sec): 3 clusters Score: Raw -30586.359161 + Penalty 1812.183459 = -28774.175702 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22523.990000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22524.210000 sec): 3 clusters Score: Raw -30668.553512 + Penalty 1835.916627 = -28832.636885 nChanged 67 SP:Iteration 1F (22524.360000 sec): 3 clusters Score: Raw -30867.900020 + Penalty 1835.916627 = -29031.983393 nChanged 15 SP:Iteration 2F (22524.540000 sec): 3 clusters Score: Raw -30903.533850 + Penalty 1835.916627 = -29067.617223 nChanged 9 SP:Iteration 3Q (22524.710000 sec): 3 clusters Score: Raw -30933.277941 + Penalty 1835.916627 = -29097.361314 nChanged 5 SP:Iteration 4Q (22524.860000 sec): 3 clusters Score: Raw -30966.263384 + Penalty 1835.916627 = -29130.346757 nChanged 6 SP:Iteration 5Q (22525.070000 sec): 3 clusters Score: Raw -30986.049019 + Penalty 1835.916627 = -29150.132391 nChanged 1 SP:Iteration 6Q (22525.220000 sec): 3 clusters Score: Raw -30989.861307 + Penalty 1835.916627 = -29153.944679 nChanged 0 SP:Iteration 7F (22525.420000 sec): 3 clusters Score: Raw -30989.861307 + Penalty 1835.916627 = -29153.944679 nChanged 0 Iteration 499Q (22555.380000 sec): 27 clusters Score: Raw -146384787.226681 + Penalty 59152.524245 = -146325634.702436 nChanged 32 Iteration 500F (22606.950000 sec): 27 clusters Score: Raw -146384788.184769 + Penalty 59152.524245 = -146325635.660524 nChanged 38 Iteration 501Q (22633.680000 sec): 27 clusters Score: Raw -146384789.187458 + Penalty 59152.524245 = -146325636.663213 nChanged 45 Iteration 502Q (22663.050000 sec): 27 clusters Score: Raw -146384790.178663 + Penalty 59152.524245 = -146325637.654419 nChanged 35 Iteration 503Q (22690.680000 sec): 27 clusters Score: Raw -146384791.220280 + Penalty 59152.524245 = -146325638.696035 nChanged 40 Iteration 504Q (22722.670000 sec): 27 clusters Score: Raw -146384792.183863 + Penalty 59152.524245 = -146325639.659618 nChanged 41 Iteration 505Q (22753.320000 sec): 27 clusters Score: Raw -146384793.075763 + Penalty 59152.524245 = -146325640.551519 nChanged 32 Iteration 506Q (22798.080000 sec): 27 clusters Score: Raw -146384793.714611 + Penalty 59152.524245 = -146325641.190367 nChanged 30 Iteration 507Q (22829.840000 sec): 27 clusters Score: Raw -146384794.412967 + Penalty 59152.524245 = -146325641.888722 nChanged 29 Iteration 508Q (22860.250000 sec): 27 clusters Score: Raw -146384795.101057 + Penalty 59152.524245 = -146325642.576812 nChanged 32 Iteration 509Q (22891.290000 sec): 27 clusters Score: Raw -146384795.736721 + Penalty 59152.524245 = -146325643.212477 nChanged 23 Iteration 510Q (22921.090000 sec): 27 clusters Score: Raw -146384796.274617 + Penalty 59152.524245 = -146325643.750372 nChanged 27 Iteration 511Q (22944.700000 sec): 27 clusters Score: Raw -146384796.865893 + Penalty 59152.524245 = -146325644.341648 nChanged 23 Iteration 512Q (22974.660000 sec): 27 clusters Score: Raw -146384797.379624 + Penalty 59152.524245 = -146325644.855380 nChanged 27 Iteration 513Q (23004.620000 sec): 27 clusters Score: Raw -146384797.792847 + Penalty 59152.524245 = -146325645.268603 nChanged 20 Iteration 514Q (23033.090000 sec): 27 clusters Score: Raw -146384798.062961 + Penalty 59152.524245 = -146325645.538716 nChanged 15 Iteration 515Q (23062.530000 sec): 27 clusters Score: Raw -146384798.351522 + Penalty 59152.524245 = -146325645.827277 nChanged 14 Iteration 516Q (23094.600000 sec): 27 clusters Score: Raw -146384798.517501 + Penalty 59152.524245 = -146325645.993256 nChanged 15 Iteration 517Q (23127.770000 sec): 27 clusters Score: Raw -146384798.734437 + Penalty 59152.524245 = -146325646.210192 nChanged 17 Iteration 518Q (23160.370000 sec): 27 clusters Score: Raw -146384798.933063 + Penalty 59152.524245 = -146325646.408818 nChanged 19 Iteration 519Q (23190.580000 sec): 27 clusters Score: Raw -146384799.166023 + Penalty 59152.524245 = -146325646.641778 nChanged 14 Iteration 520F (23240.980000 sec): 27 clusters Score: Raw -146384799.341683 + Penalty 59152.524245 = -146325646.817438 nChanged 14 Iteration 521Q (23269.640000 sec): 27 clusters Score: Raw -146384799.566899 + Penalty 59152.524245 = -146325647.042654 nChanged 20 Iteration 522Q (23297.800000 sec): 27 clusters Score: Raw -146384799.893629 + Penalty 59152.524245 = -146325647.369385 nChanged 22 Iteration 523Q (23327.330000 sec): 27 clusters Score: Raw -146384800.300855 + Penalty 59152.524245 = -146325647.776610 nChanged 23 Iteration 524Q (23355.860000 sec): 27 clusters Score: Raw -146384800.934799 + Penalty 59152.524245 = -146325648.410555 nChanged 37 Iteration 525Q (23386.740000 sec): 27 clusters Score: Raw -146384801.828308 + Penalty 59152.524245 = -146325649.304063 nChanged 38 Iteration 526Q (23413.320000 sec): 27 clusters Score: Raw -146384802.687923 + Penalty 59152.524245 = -146325650.163679 nChanged 41 Iteration 527Q (23450.980000 sec): 27 clusters Score: Raw -146384803.464743 + Penalty 59152.524245 = -146325650.940498 nChanged 34 Iteration 528Q (23488.750000 sec): 27 clusters Score: Raw -146384804.095396 + Penalty 59152.524245 = -146325651.571152 nChanged 27 Iteration 529Q (23524.560000 sec): 27 clusters Score: Raw -146384804.607951 + Penalty 59152.524245 = -146325652.083706 nChanged 33 Iteration 530Q (23557.850000 sec): 27 clusters Score: Raw -146384805.264574 + Penalty 59152.524245 = -146325652.740329 nChanged 25 Iteration 531Q (23596.480000 sec): 27 clusters Score: Raw -146384806.064017 + Penalty 59152.524245 = -146325653.539773 nChanged 27 Iteration 532Q (23636.570000 sec): 27 clusters Score: Raw -146384806.745898 + Penalty 59152.524245 = -146325654.221653 nChanged 25 Iteration 533Q (23676.850000 sec): 27 clusters Score: Raw -146384807.409308 + Penalty 59152.524245 = -146325654.885063 nChanged 29 Iteration 534Q (23715.380000 sec): 27 clusters Score: Raw -146384807.993641 + Penalty 59152.524245 = -146325655.469397 nChanged 30 Iteration 535Q (23746.850000 sec): 27 clusters Score: Raw -146384808.480714 + Penalty 59152.524245 = -146325655.956470 nChanged 29 Iteration 536Q (23781.870000 sec): 27 clusters Score: Raw -146384808.868338 + Penalty 59152.524245 = -146325656.344094 nChanged 32 Iteration 537Q (23814.370000 sec): 27 clusters Score: Raw -146384809.488016 + Penalty 59152.524245 = -146325656.963771 nChanged 34 Iteration 538Q (23842.580000 sec): 27 clusters Score: Raw -146384810.050080 + Penalty 59152.524245 = -146325657.525836 nChanged 21 Writing temp clu file Because OldScore, -146325656.963771, is greater than current (better) Score,-146325657.525836 Compute initial score before splitting: Score: Raw -146384810.050080 + Penalty 59152.524245 = -146325657.525836 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (9815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23842.920000 sec): 2 clusters Score: Raw -1194875.218733 + Penalty 1493.645905 = -1193381.572828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23843.110000 sec): 3 clusters Score: Raw -1189248.384474 + Penalty 2987.291810 = -1186261.092664 nChanged 4292 SP:Iteration 1F (23843.340000 sec): 3 clusters Score: Raw -1191554.651473 + Penalty 2987.291810 = -1188567.359664 nChanged 615 SP:Iteration 2F (23843.550000 sec): 3 clusters Score: Raw -1191840.038372 + Penalty 2987.291810 = -1188852.746562 nChanged 514 SP:Iteration 3F (23843.780000 sec): 3 clusters Score: Raw -1192100.381171 + Penalty 2987.291810 = -1189113.089362 nChanged 479 SP:Iteration 4Q (23843.980000 sec): 3 clusters Score: Raw -1192360.120638 + Penalty 2987.291810 = -1189372.828828 nChanged 507 SP:Iteration 5F (23844.240000 sec): 3 clusters Score: Raw -1192695.019884 + Penalty 2987.291810 = -1189707.728075 nChanged 560 SP:Iteration 6F (23844.460000 sec): 3 clusters Score: Raw -1193158.291883 + Penalty 2987.291810 = -1190171.000073 nChanged 661 SP:Iteration 7F (23844.670000 sec): 3 clusters Score: Raw -1193839.408785 + Penalty 2987.291810 = -1190852.116975 nChanged 679 SP:Iteration 8F (23844.870000 sec): 3 clusters Score: Raw -1194532.773387 + Penalty 2987.291810 = -1191545.481577 nChanged 532 SP:Iteration 9F (23845.090000 sec): 3 clusters Score: Raw -1195009.448090 + Penalty 2987.291810 = -1192022.156280 nChanged 361 SP:Iteration 10Q (23845.290000 sec): 3 clusters Score: Raw -1195269.457045 + Penalty 2987.291810 = -1192282.165236 nChanged 219 SP:Iteration 11Q (23845.500000 sec): 3 clusters Score: Raw -1195412.260873 + Penalty 2987.291810 = -1192424.969064 nChanged 169 SP:Iteration 12Q (23845.750000 sec): 3 clusters Score: Raw -1195514.253841 + Penalty 2987.291810 = -1192526.962032 nChanged 135 SP:Iteration 13Q (23845.970000 sec): 3 clusters Score: Raw -1195576.621106 + Penalty 2987.291810 = -1192589.329296 nChanged 95 SP:Iteration 14Q (23846.160000 sec): 3 clusters Score: Raw -1195609.759047 + Penalty 2987.291810 = -1192622.467237 nChanged 70 SP:Iteration 15Q (23846.410000 sec): 3 clusters Score: Raw -1195631.399109 + Penalty 2987.291810 = -1192644.107299 nChanged 58 SP:Iteration 16Q (23846.630000 sec): 3 clusters Score: Raw -1195645.799284 + Penalty 2987.291810 = -1192658.507474 nChanged 35 SP:Iteration 17Q (23846.820000 sec): 3 clusters Score: Raw -1195652.286554 + Penalty 2987.291810 = -1192664.994744 nChanged 23 SP:Iteration 18Q (23847.030000 sec): 3 clusters Score: Raw -1195656.173886 + Penalty 2987.291810 = -1192668.882076 nChanged 16 SP:Iteration 19Q (23847.270000 sec): 3 clusters Score: Raw -1195658.334938 + Penalty 2987.291810 = -1192671.043129 nChanged 10 SP:Iteration 20F (23847.450000 sec): 3 clusters Score: Raw -1195659.559914 + Penalty 2987.291810 = -1192672.268104 nChanged 7 SP:Iteration 21Q (23847.640000 sec): 3 clusters Score: Raw -1195660.522741 + Penalty 2987.291810 = -1192673.230931 nChanged 11 SP:Iteration 22Q (23847.830000 sec): 3 clusters Score: Raw -1195662.144590 + Penalty 2987.291810 = -1192674.852781 nChanged 5 SP:Iteration 23Q (23848.060000 sec): 3 clusters Score: Raw -1195662.769328 + Penalty 2987.291810 = -1192675.477519 nChanged 3 SP:Iteration 24Q (23848.240000 sec): 3 clusters Score: Raw -1195663.214296 + Penalty 2987.291810 = -1192675.922486 nChanged 3 SP:Iteration 25Q (23848.470000 sec): 3 clusters Score: Raw -1195663.628326 + Penalty 2987.291810 = -1192676.336516 nChanged 4 SP:Iteration 26Q (23848.670000 sec): 3 clusters Score: Raw -1195664.257940 + Penalty 2987.291810 = -1192676.966131 nChanged 2 SP:Iteration 27Q (23848.880000 sec): 3 clusters Score: Raw -1195664.467850 + Penalty 2987.291810 = -1192677.176040 nChanged 5 SP:Iteration 28Q (23849.120000 sec): 3 clusters Score: Raw -1195665.195430 + Penalty 2987.291810 = -1192677.903620 nChanged 4 SP:Iteration 29Q (23849.310000 sec): 3 clusters Score: Raw -1195665.620009 + Penalty 2987.291810 = -1192678.328200 nChanged 3 SP:Iteration 30Q (23849.500000 sec): 3 clusters Score: Raw -1195666.022531 + Penalty 2987.291810 = -1192678.730722 nChanged 2 SP:Iteration 31Q (23849.700000 sec): 3 clusters Score: Raw -1195666.274649 + Penalty 2987.291810 = -1192678.982839 nChanged 1 SP:Iteration 32Q (23849.950000 sec): 3 clusters Score: Raw -1195666.401950 + Penalty 2987.291810 = -1192679.110141 nChanged 2 SP:Iteration 33Q (23850.180000 sec): 3 clusters Score: Raw -1195666.553607 + Penalty 2987.291810 = -1192679.261797 nChanged 0 SP:Iteration 34F (23850.360000 sec): 3 clusters Score: Raw -1195666.553607 + Penalty 2987.291810 = -1192679.261797 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23850.580000 sec): 2 clusters Score: Raw -3359209.382780 + Penalty 1659.879322 = -3357549.503458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23850.880000 sec): 3 clusters Score: Raw -3342477.528854 + Penalty 3319.758644 = -3339157.770210 nChanged 12415 SP:Iteration 1F (23851.130000 sec): 3 clusters Score: Raw -3349319.024441 + Penalty 3319.758644 = -3345999.265797 nChanged 1119 SP:Iteration 2Q (23851.410000 sec): 3 clusters Score: Raw -3349655.058507 + Penalty 3319.758644 = -3346335.299863 nChanged 1086 SP:Iteration 3Q (23851.720000 sec): 3 clusters Score: Raw -3349977.333831 + Penalty 3319.758644 = -3346657.575187 nChanged 991 SP:Iteration 4Q (23852.000000 sec): 3 clusters Score: Raw -3350276.843770 + Penalty 3319.758644 = -3346957.085126 nChanged 1008 SP:Iteration 5Q (23852.360000 sec): 3 clusters Score: Raw -3350651.866030 + Penalty 3319.758644 = -3347332.107386 nChanged 1153 SP:Iteration 6Q (23852.690000 sec): 3 clusters Score: Raw -3351182.989453 + Penalty 3319.758644 = -3347863.230809 nChanged 1327 SP:Iteration 7Q (23852.980000 sec): 3 clusters Score: Raw -3351985.542366 + Penalty 3319.758644 = -3348665.783722 nChanged 1517 SP:Iteration 8F (23853.250000 sec): 3 clusters Score: Raw -3353133.215112 + Penalty 3319.758644 = -3349813.456468 nChanged 1605 SP:Iteration 9F (23853.550000 sec): 3 clusters Score: Raw -3354435.096183 + Penalty 3319.758644 = -3351115.337539 nChanged 1455 SP:Iteration 10F (23853.880000 sec): 3 clusters Score: Raw -3355611.787050 + Penalty 3319.758644 = -3352292.028406 nChanged 1176 SP:Iteration 11Q (23854.200000 sec): 3 clusters Score: Raw -3356468.555188 + Penalty 3319.758644 = -3353148.796544 nChanged 809 SP:Iteration 12Q (23854.470000 sec): 3 clusters Score: Raw -3357011.468802 + Penalty 3319.758644 = -3353691.710158 nChanged 576 SP:Iteration 13Q (23854.820000 sec): 3 clusters Score: Raw -3357448.834595 + Penalty 3319.758644 = -3354129.075951 nChanged 542 SP:Iteration 14Q (23855.110000 sec): 3 clusters Score: Raw -3357884.128918 + Penalty 3319.758644 = -3354564.370274 nChanged 501 SP:Iteration 15Q (23855.390000 sec): 3 clusters Score: Raw -3358213.199647 + Penalty 3319.758644 = -3354893.441003 nChanged 458 SP:Iteration 16Q (23855.690000 sec): 3 clusters Score: Raw -3358462.975064 + Penalty 3319.758644 = -3355143.216421 nChanged 399 SP:Iteration 17Q (23855.980000 sec): 3 clusters Score: Raw -3358656.784942 + Penalty 3319.758644 = -3355337.026299 nChanged 349 SP:Iteration 18Q (23856.260000 sec): 3 clusters Score: Raw -3358835.092737 + Penalty 3319.758644 = -3355515.334093 nChanged 318 SP:Iteration 19Q (23856.560000 sec): 3 clusters Score: Raw -3358995.475497 + Penalty 3319.758644 = -3355675.716853 nChanged 308 SP:Iteration 20F (23856.880000 sec): 3 clusters Score: Raw -3359132.370991 + Penalty 3319.758644 = -3355812.612347 nChanged 269 SP:Iteration 21Q (23857.190000 sec): 3 clusters Score: Raw -3359242.474150 + Penalty 3319.758644 = -3355922.715506 nChanged 225 SP:Iteration 22Q (23857.430000 sec): 3 clusters Score: Raw -3359316.542728 + Penalty 3319.758644 = -3355996.784084 nChanged 156 SP:Iteration 23Q (23857.800000 sec): 3 clusters Score: Raw -3359353.140000 + Penalty 3319.758644 = -3356033.381356 nChanged 116 SP:Iteration 24Q (23858.100000 sec): 3 clusters Score: Raw -3359376.362663 + Penalty 3319.758644 = -3356056.604019 nChanged 92 SP:Iteration 25Q (23858.430000 sec): 3 clusters Score: Raw -3359390.988782 + Penalty 3319.758644 = -3356071.230138 nChanged 63 SP:Iteration 26Q (23858.720000 sec): 3 clusters Score: Raw -3359400.738799 + Penalty 3319.758644 = -3356080.980155 nChanged 53 SP:Iteration 27Q (23859.030000 sec): 3 clusters Score: Raw -3359407.987696 + Penalty 3319.758644 = -3356088.229052 nChanged 42 SP:Iteration 28Q (23859.340000 sec): 3 clusters Score: Raw -3359413.057310 + Penalty 3319.758644 = -3356093.298667 nChanged 35 SP:Iteration 29Q (23859.660000 sec): 3 clusters Score: Raw -3359417.730973 + Penalty 3319.758644 = -3356097.972329 nChanged 44 SP:Iteration 30Q (23859.900000 sec): 3 clusters Score: Raw -3359422.933993 + Penalty 3319.758644 = -3356103.175349 nChanged 39 SP:Iteration 31Q (23860.200000 sec): 3 clusters Score: Raw -3359427.159016 + Penalty 3319.758644 = -3356107.400372 nChanged 22 SP:Iteration 32Q (23860.470000 sec): 3 clusters Score: Raw -3359428.945117 + Penalty 3319.758644 = -3356109.186473 nChanged 17 SP:Iteration 33Q (23860.750000 sec): 3 clusters Score: Raw -3359430.370254 + Penalty 3319.758644 = -3356110.611610 nChanged 19 SP:Iteration 34Q (23861.050000 sec): 3 clusters Score: Raw -3359431.647810 + Penalty 3319.758644 = -3356111.889167 nChanged 14 SP:Iteration 35Q (23861.320000 sec): 3 clusters Score: Raw -3359432.836631 + Penalty 3319.758644 = -3356113.077987 nChanged 15 SP:Iteration 36Q (23861.600000 sec): 3 clusters Score: Raw -3359433.955736 + Penalty 3319.758644 = -3356114.197092 nChanged 16 SP:Iteration 37Q (23861.890000 sec): 3 clusters Score: Raw -3359435.426563 + Penalty 3319.758644 = -3356115.667920 nChanged 21 SP:Iteration 38Q (23862.120000 sec): 3 clusters Score: Raw -3359437.287781 + Penalty 3319.758644 = -3356117.529137 nChanged 13 SP:Iteration 39Q (23862.390000 sec): 3 clusters Score: Raw -3359438.179520 + Penalty 3319.758644 = -3356118.420876 nChanged 15 SP:Iteration 40F (23862.700000 sec): 3 clusters Score: Raw -3359439.325032 + Penalty 3319.758644 = -3356119.566388 nChanged 14 SP:Iteration 41Q (23863.000000 sec): 3 clusters Score: Raw -3359440.260509 + Penalty 3319.758644 = -3356120.501865 nChanged 12 SP:Iteration 42Q (23863.280000 sec): 3 clusters Score: Raw -3359440.970050 + Penalty 3319.758644 = -3356121.211406 nChanged 6 SP:Iteration 43Q (23863.550000 sec): 3 clusters Score: Raw -3359441.461118 + Penalty 3319.758644 = -3356121.702474 nChanged 6 SP:Iteration 44Q (23863.820000 sec): 3 clusters Score: Raw -3359441.673540 + Penalty 3319.758644 = -3356121.914896 nChanged 4 SP:Iteration 45Q (23864.100000 sec): 3 clusters Score: Raw -3359442.004951 + Penalty 3319.758644 = -3356122.246307 nChanged 6 SP:Iteration 46Q (23864.380000 sec): 3 clusters Score: Raw -3359442.611828 + Penalty 3319.758644 = -3356122.853184 nChanged 6 SP:Iteration 47Q (23864.660000 sec): 3 clusters Score: Raw -3359443.058690 + Penalty 3319.758644 = -3356123.300047 nChanged 4 SP:Iteration 48Q (23864.930000 sec): 3 clusters Score: Raw -3359443.204199 + Penalty 3319.758644 = -3356123.445555 nChanged 3 SP:Iteration 49Q (23865.180000 sec): 3 clusters Score: Raw -3359443.424136 + Penalty 3319.758644 = -3356123.665492 nChanged 3 SP:Iteration 50Q (23865.490000 sec): 3 clusters Score: Raw -3359443.700642 + Penalty 3319.758644 = -3356123.941998 nChanged 7 SP:Iteration 51Q (23865.790000 sec): 3 clusters Score: Raw -3359444.124772 + Penalty 3319.758644 = -3356124.366128 nChanged 7 SP:Iteration 52Q (23866.050000 sec): 3 clusters Score: Raw -3359444.689982 + Penalty 3319.758644 = -3356124.931338 nChanged 9 SP:Iteration 53Q (23866.320000 sec): 3 clusters Score: Raw -3359445.324091 + Penalty 3319.758644 = -3356125.565448 nChanged 5 SP:Iteration 54Q (23866.590000 sec): 3 clusters Score: Raw -3359445.639847 + Penalty 3319.758644 = -3356125.881203 nChanged 6 SP:Iteration 55Q (23866.830000 sec): 3 clusters Score: Raw -3359445.860024 + Penalty 3319.758644 = -3356126.101380 nChanged 1 SP:Iteration 56Q (23867.130000 sec): 3 clusters Score: Raw -3359445.917345 + Penalty 3319.758644 = -3356126.158701 nChanged 0 SP:Iteration 57F (23867.430000 sec): 3 clusters Score: Raw -3359445.917345 + Penalty 3319.758644 = -3356126.158701 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23867.610000 sec): 2 clusters Score: Raw -1930183.939446 + Penalty 1564.688664 = -1928619.250781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23867.870000 sec): 3 clusters Score: Raw -1921264.714583 + Penalty 3129.377329 = -1918135.337254 nChanged 6720 SP:Iteration 1F (23868.130000 sec): 3 clusters Score: Raw -1925005.374813 + Penalty 3129.377329 = -1921875.997485 nChanged 820 SP:Iteration 2F (23868.370000 sec): 3 clusters Score: Raw -1925352.209423 + Penalty 3129.377329 = -1922222.832094 nChanged 796 SP:Iteration 3F (23868.620000 sec): 3 clusters Score: Raw -1925702.868641 + Penalty 3129.377329 = -1922573.491313 nChanged 788 SP:Iteration 4F (23868.910000 sec): 3 clusters Score: Raw -1926095.446074 + Penalty 3129.377329 = -1922966.068745 nChanged 868 SP:Iteration 5F (23869.150000 sec): 3 clusters Score: Raw -1926666.850509 + Penalty 3129.377329 = -1923537.473181 nChanged 987 SP:Iteration 6F (23869.400000 sec): 3 clusters Score: Raw -1927425.028784 + Penalty 3129.377329 = -1924295.651455 nChanged 1013 SP:Iteration 7F (23869.680000 sec): 3 clusters Score: Raw -1928321.404101 + Penalty 3129.377329 = -1925192.026773 nChanged 904 SP:Iteration 8F (23869.950000 sec): 3 clusters Score: Raw -1929199.065238 + Penalty 3129.377329 = -1926069.687910 nChanged 614 SP:Iteration 9Q (23870.180000 sec): 3 clusters Score: Raw -1929797.449146 + Penalty 3129.377329 = -1926668.071817 nChanged 372 SP:Iteration 10Q (23870.470000 sec): 3 clusters Score: Raw -1930127.415520 + Penalty 3129.377329 = -1926998.038192 nChanged 233 SP:Iteration 11Q (23870.730000 sec): 3 clusters Score: Raw -1930269.645152 + Penalty 3129.377329 = -1927140.267823 nChanged 141 SP:Iteration 12Q (23870.950000 sec): 3 clusters Score: Raw -1930331.111769 + Penalty 3129.377329 = -1927201.734440 nChanged 83 SP:Iteration 13Q (23871.190000 sec): 3 clusters Score: Raw -1930361.305053 + Penalty 3129.377329 = -1927231.927724 nChanged 74 SP:Iteration 14Q (23871.440000 sec): 3 clusters Score: Raw -1930388.072530 + Penalty 3129.377329 = -1927258.695201 nChanged 61 SP:Iteration 15Q (23871.750000 sec): 3 clusters Score: Raw -1930410.175884 + Penalty 3129.377329 = -1927280.798556 nChanged 42 SP:Iteration 16Q (23872.010000 sec): 3 clusters Score: Raw -1930423.396225 + Penalty 3129.377329 = -1927294.018897 nChanged 31 SP:Iteration 17Q (23872.230000 sec): 3 clusters Score: Raw -1930431.904732 + Penalty 3129.377329 = -1927302.527403 nChanged 24 SP:Iteration 18Q (23872.420000 sec): 3 clusters Score: Raw -1930439.476610 + Penalty 3129.377329 = -1927310.099281 nChanged 18 SP:Iteration 19Q (23872.680000 sec): 3 clusters Score: Raw -1930446.239382 + Penalty 3129.377329 = -1927316.862053 nChanged 20 SP:Iteration 20F (23872.900000 sec): 3 clusters Score: Raw -1930452.904438 + Penalty 3129.377329 = -1927323.527109 nChanged 23 SP:Iteration 21Q (23873.120000 sec): 3 clusters Score: Raw -1930460.491478 + Penalty 3129.377329 = -1927331.114149 nChanged 34 SP:Iteration 22Q (23873.340000 sec): 3 clusters Score: Raw -1930471.807823 + Penalty 3129.377329 = -1927342.430494 nChanged 31 SP:Iteration 23Q (23873.570000 sec): 3 clusters Score: Raw -1930482.041955 + Penalty 3129.377329 = -1927352.664626 nChanged 30 SP:Iteration 24Q (23873.800000 sec): 3 clusters Score: Raw -1930492.658426 + Penalty 3129.377329 = -1927363.281097 nChanged 30 SP:Iteration 25Q (23874.040000 sec): 3 clusters Score: Raw -1930501.383802 + Penalty 3129.377329 = -1927372.006474 nChanged 22 SP:Iteration 26Q (23874.240000 sec): 3 clusters Score: Raw -1930508.527732 + Penalty 3129.377329 = -1927379.150403 nChanged 15 SP:Iteration 27Q (23874.470000 sec): 3 clusters Score: Raw -1930512.272747 + Penalty 3129.377329 = -1927382.895418 nChanged 9 SP:Iteration 28Q (23874.730000 sec): 3 clusters Score: Raw -1930515.215007 + Penalty 3129.377329 = -1927385.837679 nChanged 6 SP:Iteration 29Q (23874.950000 sec): 3 clusters Score: Raw -1930516.994824 + Penalty 3129.377329 = -1927387.617496 nChanged 5 SP:Iteration 30Q (23875.190000 sec): 3 clusters Score: Raw -1930517.828464 + Penalty 3129.377329 = -1927388.451135 nChanged 3 SP:Iteration 31Q (23875.420000 sec): 3 clusters Score: Raw -1930518.594843 + Penalty 3129.377329 = -1927389.217515 nChanged 3 SP:Iteration 32Q (23875.650000 sec): 3 clusters Score: Raw -1930519.493835 + Penalty 3129.377329 = -1927390.116506 nChanged 4 SP:Iteration 33Q (23875.850000 sec): 3 clusters Score: Raw -1930520.279879 + Penalty 3129.377329 = -1927390.902550 nChanged 5 SP:Iteration 34Q (23876.050000 sec): 3 clusters Score: Raw -1930520.866902 + Penalty 3129.377329 = -1927391.489573 nChanged 4 SP:Iteration 35Q (23876.330000 sec): 3 clusters Score: Raw -1930521.840360 + Penalty 3129.377329 = -1927392.463031 nChanged 3 SP:Iteration 36Q (23876.520000 sec): 3 clusters Score: Raw -1930522.618285 + Penalty 3129.377329 = -1927393.240957 nChanged 4 SP:Iteration 37Q (23876.720000 sec): 3 clusters Score: Raw -1930523.463298 + Penalty 3129.377329 = -1927394.085970 nChanged 0 SP:Iteration 38F (23876.980000 sec): 3 clusters Score: Raw -1930523.463298 + Penalty 3129.377329 = -1927394.085970 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23880.770000 sec): 2 clusters Score: Raw -114013962.099083 + Penalty 2233.152401 = -114011728.946682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23884.880000 sec): 3 clusters Score: Raw -113382757.851869 + Penalty 4466.304803 = -113378291.547066 nChanged 458694 SP:Iteration 1F (23888.880000 sec): 3 clusters Score: Raw -113660097.182290 + Penalty 4466.304803 = -113655630.877487 nChanged 17381 SP:Iteration 2Q (23893.330000 sec): 3 clusters Score: Raw -113662503.972175 + Penalty 4466.304803 = -113658037.667372 nChanged 19567 SP:Iteration 3Q (23898.250000 sec): 3 clusters Score: Raw -113665814.133617 + Penalty 4466.304803 = -113661347.828814 nChanged 23749 SP:Iteration 4Q (23903.080000 sec): 3 clusters Score: Raw -113671110.395545 + Penalty 4466.304803 = -113666644.090742 nChanged 31108 SP:Iteration 5Q (23907.670000 sec): 3 clusters Score: Raw -113680760.901722 + Penalty 4466.304803 = -113676294.596919 nChanged 42507 SP:Iteration 6Q (23912.590000 sec): 3 clusters Score: Raw -113699410.985621 + Penalty 4466.304803 = -113694944.680818 nChanged 59223 SP:Iteration 7F (23916.830000 sec): 3 clusters Score: Raw -113735761.425349 + Penalty 4466.304803 = -113731295.120546 nChanged 77223 SP:Iteration 8F (23921.130000 sec): 3 clusters Score: Raw -113798392.600121 + Penalty 4466.304803 = -113793926.295318 nChanged 85941 SP:Iteration 9F (23925.440000 sec): 3 clusters Score: Raw -113882079.843095 + Penalty 4466.304803 = -113877613.538292 nChanged 71173 SP:Iteration 10F (23929.640000 sec): 3 clusters Score: Raw -113956038.983597 + Penalty 4466.304803 = -113951572.678794 nChanged 39488 SP:Iteration 11Q (23934.090000 sec): 3 clusters Score: Raw -113995805.116359 + Penalty 4466.304803 = -113991338.811556 nChanged 14685 SP:Iteration 12Q (23937.950000 sec): 3 clusters Score: Raw -114009566.956160 + Penalty 4466.304803 = -114005100.651357 nChanged 4072 SP:Iteration 13Q (23941.730000 sec): 3 clusters Score: Raw -114013133.947787 + Penalty 4466.304803 = -114008667.642984 nChanged 943 SP:Iteration 14Q (23945.380000 sec): 3 clusters Score: Raw -114014061.705323 + Penalty 4466.304803 = -114009595.400520 nChanged 284 SP:Iteration 15Q (23949.010000 sec): 3 clusters Score: Raw -114014471.152674 + Penalty 4466.304803 = -114010004.847871 nChanged 189 SP:Iteration 16Q (23952.350000 sec): 3 clusters Score: Raw -114014685.466980 + Penalty 4466.304803 = -114010219.162177 nChanged 156 SP:Iteration 17Q (23955.770000 sec): 3 clusters Score: Raw -114014839.411282 + Penalty 4466.304803 = -114010373.106479 nChanged 128 SP:Iteration 18Q (23959.540000 sec): 3 clusters Score: Raw -114014933.101111 + Penalty 4466.304803 = -114010466.796308 nChanged 111 SP:Iteration 19Q (23962.810000 sec): 3 clusters Score: Raw -114015002.733258 + Penalty 4466.304803 = -114010536.428455 nChanged 97 SP:Iteration 20F (23966.830000 sec): 3 clusters Score: Raw -114015063.279081 + Penalty 4466.304803 = -114010596.974278 nChanged 103 SP:Iteration 21Q (23970.600000 sec): 3 clusters Score: Raw -114015119.419637 + Penalty 4466.304803 = -114010653.114834 nChanged 86 SP:Iteration 22Q (23974.470000 sec): 3 clusters Score: Raw -114015160.708601 + Penalty 4466.304803 = -114010694.403798 nChanged 80 SP:Iteration 23Q (23977.810000 sec): 3 clusters Score: Raw -114015195.962478 + Penalty 4466.304803 = -114010729.657675 nChanged 67 SP:Iteration 24Q (23981.100000 sec): 3 clusters Score: Raw -114015223.746713 + Penalty 4466.304803 = -114010757.441910 nChanged 60 SP:Iteration 25Q (23984.610000 sec): 3 clusters Score: Raw -114015243.674714 + Penalty 4466.304803 = -114010777.369911 nChanged 53 SP:Iteration 26Q (23987.900000 sec): 3 clusters Score: Raw -114015259.091201 + Penalty 4466.304803 = -114010792.786398 nChanged 51 SP:Iteration 27Q (23991.600000 sec): 3 clusters Score: Raw -114015275.014718 + Penalty 4466.304803 = -114010808.709915 nChanged 43 SP:Iteration 28Q (23995.800000 sec): 3 clusters Score: Raw -114015288.069551 + Penalty 4466.304803 = -114010821.764748 nChanged 44 SP:Iteration 29Q (23999.110000 sec): 3 clusters Score: Raw -114015301.377021 + Penalty 4466.304803 = -114010835.072218 nChanged 47 SP:Iteration 30Q (24002.270000 sec): 3 clusters Score: Raw -114015314.042826 + Penalty 4466.304803 = -114010847.738023 nChanged 43 SP:Iteration 31Q (24006.460000 sec): 3 clusters Score: Raw -114015325.872396 + Penalty 4466.304803 = -114010859.567593 nChanged 39 SP:Iteration 32Q (24010.650000 sec): 3 clusters Score: Raw -114015335.264345 + Penalty 4466.304803 = -114010868.959542 nChanged 34 SP:Iteration 33Q (24014.380000 sec): 3 clusters Score: Raw -114015342.886613 + Penalty 4466.304803 = -114010876.581810 nChanged 35 SP:Iteration 34Q (24018.510000 sec): 3 clusters Score: Raw -114015350.681032 + Penalty 4466.304803 = -114010884.376229 nChanged 39 SP:Iteration 35Q (24023.760000 sec): 3 clusters Score: Raw -114015360.283610 + Penalty 4466.304803 = -114010893.978807 nChanged 41 SP:Iteration 36Q (24027.680000 sec): 3 clusters Score: Raw -114015369.488231 + Penalty 4466.304803 = -114010903.183428 nChanged 41 SP:Iteration 37Q (24031.430000 sec): 3 clusters Score: Raw -114015380.330463 + Penalty 4466.304803 = -114010914.025660 nChanged 37 SP:Iteration 38Q (24035.620000 sec): 3 clusters Score: Raw -114015388.484743 + Penalty 4466.304803 = -114010922.179940 nChanged 32 SP:Iteration 39Q (24039.430000 sec): 3 clusters Score: Raw -114015394.423322 + Penalty 4466.304803 = -114010928.118519 nChanged 31 SP:Iteration 40F (24044.150000 sec): 3 clusters Score: Raw -114015404.682943 + Penalty 4466.304803 = -114010938.378140 nChanged 33 SP:Iteration 41Q (24048.560000 sec): 3 clusters Score: Raw -114015411.813006 + Penalty 4466.304803 = -114010945.508203 nChanged 25 SP:Iteration 42Q (24052.940000 sec): 3 clusters Score: Raw -114015415.580596 + Penalty 4466.304803 = -114010949.275793 nChanged 21 SP:Iteration 43Q (24056.630000 sec): 3 clusters Score: Raw -114015418.839056 + Penalty 4466.304803 = -114010952.534253 nChanged 11 SP:Iteration 44Q (24060.470000 sec): 3 clusters Score: Raw -114015420.813701 + Penalty 4466.304803 = -114010954.508898 nChanged 5 SP:Iteration 45Q (24064.410000 sec): 3 clusters Score: Raw -114015421.395109 + Penalty 4466.304803 = -114010955.090306 nChanged 4 SP:Iteration 46Q (24068.160000 sec): 3 clusters Score: Raw -114015421.824909 + Penalty 4466.304803 = -114010955.520106 nChanged 1 SP:Iteration 47Q (24072.160000 sec): 3 clusters Score: Raw -114015421.877440 + Penalty 4466.304803 = -114010955.572637 nChanged 0 SP:Iteration 48F (24077.750000 sec): 3 clusters Score: Raw -114015421.877440 + Penalty 4466.304803 = -114010955.572637 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24078.250000 sec): 2 clusters Score: Raw -2731491.662208 + Penalty 1628.982839 = -2729862.679368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24078.560000 sec): 3 clusters Score: Raw -2717805.236417 + Penalty 3257.965679 = -2714547.270739 nChanged 10292 SP:Iteration 1F (24078.840000 sec): 3 clusters Score: Raw -2723336.072030 + Penalty 3257.965679 = -2720078.106351 nChanged 968 SP:Iteration 2Q (24079.130000 sec): 3 clusters Score: Raw -2723625.611682 + Penalty 3257.965679 = -2720367.646003 nChanged 844 SP:Iteration 3Q (24079.390000 sec): 3 clusters Score: Raw -2723868.198135 + Penalty 3257.965679 = -2720610.232456 nChanged 775 SP:Iteration 4Q (24079.670000 sec): 3 clusters Score: Raw -2724084.035702 + Penalty 3257.965679 = -2720826.070023 nChanged 726 SP:Iteration 5Q (24079.930000 sec): 3 clusters Score: Raw -2724322.281442 + Penalty 3257.965679 = -2721064.315763 nChanged 828 SP:Iteration 6Q (24080.220000 sec): 3 clusters Score: Raw -2724638.483607 + Penalty 3257.965679 = -2721380.517928 nChanged 1037 SP:Iteration 7Q (24080.570000 sec): 3 clusters Score: Raw -2725132.963202 + Penalty 3257.965679 = -2721874.997524 nChanged 1295 SP:Iteration 8F (24080.840000 sec): 3 clusters Score: Raw -2725903.003044 + Penalty 3257.965679 = -2722645.037366 nChanged 1601 SP:Iteration 9F (24081.120000 sec): 3 clusters Score: Raw -2727083.260246 + Penalty 3257.965679 = -2723825.294567 nChanged 1724 SP:Iteration 10F (24081.460000 sec): 3 clusters Score: Raw -2728586.890634 + Penalty 3257.965679 = -2725328.924956 nChanged 1555 SP:Iteration 11F (24081.750000 sec): 3 clusters Score: Raw -2730067.052899 + Penalty 3257.965679 = -2726809.087221 nChanged 915 SP:Iteration 12Q (24082.040000 sec): 3 clusters Score: Raw -2730939.431403 + Penalty 3257.965679 = -2727681.465725 nChanged 409 SP:Iteration 13Q (24082.310000 sec): 3 clusters Score: Raw -2731348.475637 + Penalty 3257.965679 = -2728090.509958 nChanged 134 SP:Iteration 14Q (24082.570000 sec): 3 clusters Score: Raw -2731498.299506 + Penalty 3257.965679 = -2728240.333828 nChanged 54 SP:Iteration 15Q (24082.870000 sec): 3 clusters Score: Raw -2731574.794113 + Penalty 3257.965679 = -2728316.828434 nChanged 28 SP:Iteration 16Q (24083.130000 sec): 3 clusters Score: Raw -2731613.374833 + Penalty 3257.965679 = -2728355.409154 nChanged 11 SP:Iteration 17Q (24083.430000 sec): 3 clusters Score: Raw -2731630.743888 + Penalty 3257.965679 = -2728372.778209 nChanged 7 SP:Iteration 18Q (24083.700000 sec): 3 clusters Score: Raw -2731639.288111 + Penalty 3257.965679 = -2728381.322433 nChanged 0 SP:Iteration 19F (24084.010000 sec): 3 clusters Score: Raw -2731639.288111 + Penalty 3257.965679 = -2728381.322433 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24084.090000 sec): 2 clusters Score: Raw -173043.251571 + Penalty 1181.086241 = -171862.165330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24084.280000 sec): 3 clusters Score: Raw -172493.617442 + Penalty 2362.172482 = -170131.444960 nChanged 459 SP:Iteration 1F (24084.480000 sec): 3 clusters Score: Raw -172841.912792 + Penalty 2362.172482 = -170479.740310 nChanged 112 SP:Iteration 2F (24084.710000 sec): 3 clusters Score: Raw -172923.163347 + Penalty 2362.172482 = -170560.990865 nChanged 62 SP:Iteration 3Q (24084.860000 sec): 3 clusters Score: Raw -172973.684377 + Penalty 2362.172482 = -170611.511895 nChanged 36 SP:Iteration 4Q (24085.030000 sec): 3 clusters Score: Raw -173000.743218 + Penalty 2362.172482 = -170638.570736 nChanged 21 SP:Iteration 5Q (24085.230000 sec): 3 clusters Score: Raw -173022.700152 + Penalty 2362.172482 = -170660.527670 nChanged 30 SP:Iteration 6Q (24085.430000 sec): 3 clusters Score: Raw -173050.237996 + Penalty 2362.172482 = -170688.065514 nChanged 21 SP:Iteration 7Q (24085.570000 sec): 3 clusters Score: Raw -173065.929576 + Penalty 2362.172482 = -170703.757094 nChanged 15 SP:Iteration 8Q (24085.750000 sec): 3 clusters Score: Raw -173074.850935 + Penalty 2362.172482 = -170712.678453 nChanged 11 SP:Iteration 9Q (24085.950000 sec): 3 clusters Score: Raw -173084.451872 + Penalty 2362.172482 = -170722.279390 nChanged 13 SP:Iteration 10Q (24086.150000 sec): 3 clusters Score: Raw -173094.919107 + Penalty 2362.172482 = -170732.746625 nChanged 13 SP:Iteration 11Q (24086.300000 sec): 3 clusters Score: Raw -173108.977076 + Penalty 2362.172482 = -170746.804594 nChanged 16 SP:Iteration 12Q (24086.550000 sec): 3 clusters Score: Raw -173123.668643 + Penalty 2362.172482 = -170761.496161 nChanged 10 SP:Iteration 13Q (24086.720000 sec): 3 clusters Score: Raw -173130.551937 + Penalty 2362.172482 = -170768.379455 nChanged 11 SP:Iteration 14Q (24086.860000 sec): 3 clusters Score: Raw -173138.679522 + Penalty 2362.172482 = -170776.507040 nChanged 8 SP:Iteration 15Q (24087.030000 sec): 3 clusters Score: Raw -173142.298333 + Penalty 2362.172482 = -170780.125851 nChanged 2 SP:Iteration 16Q (24087.200000 sec): 3 clusters Score: Raw -173143.567688 + Penalty 2362.172482 = -170781.395206 nChanged 2 SP:Iteration 17Q (24087.390000 sec): 3 clusters Score: Raw -173144.863661 + Penalty 2362.172482 = -170782.691179 nChanged 1 SP:Iteration 18Q (24087.600000 sec): 3 clusters Score: Raw -173145.708885 + Penalty 2362.172482 = -170783.536403 nChanged 3 SP:Iteration 19Q (24087.740000 sec): 3 clusters Score: Raw -173147.937602 + Penalty 2362.172482 = -170785.765120 nChanged 5 SP:Iteration 20F (24087.920000 sec): 3 clusters Score: Raw -173149.900418 + Penalty 2362.172482 = -170787.727936 nChanged 4 SP:Iteration 21Q (24088.120000 sec): 3 clusters Score: Raw -173152.190142 + Penalty 2362.172482 = -170790.017660 nChanged 4 SP:Iteration 22Q (24088.320000 sec): 3 clusters Score: Raw -173154.039595 + Penalty 2362.172482 = -170791.867113 nChanged 3 SP:Iteration 23Q (24088.470000 sec): 3 clusters Score: Raw -173155.052267 + Penalty 2362.172482 = -170792.879785 nChanged 2 SP:Iteration 24Q (24088.660000 sec): 3 clusters Score: Raw -173156.852708 + Penalty 2362.172482 = -170794.680226 nChanged 4 SP:Iteration 25Q (24088.830000 sec): 3 clusters Score: Raw -173158.700762 + Penalty 2362.172482 = -170796.528280 nChanged 1 SP:Iteration 26Q (24088.990000 sec): 3 clusters Score: Raw -173159.608576 + Penalty 2362.172482 = -170797.436094 nChanged 0 SP:Iteration 27F (24089.180000 sec): 3 clusters Score: Raw -173159.608576 + Penalty 2362.172482 = -170797.436094 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (94227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24089.660000 sec): 2 clusters Score: Raw -11448012.259222 + Penalty 1861.187582 = -11446151.071640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24090.220000 sec): 3 clusters Score: Raw -11386910.713978 + Penalty 3722.375164 = -11383188.338814 nChanged 44880 SP:Iteration 1F (24090.830000 sec): 3 clusters Score: Raw -11412480.024452 + Penalty 3722.375164 = -11408757.649288 nChanged 2420 SP:Iteration 2Q (24091.520000 sec): 3 clusters Score: Raw -11412895.776011 + Penalty 3722.375164 = -11409173.400847 nChanged 2377 SP:Iteration 3Q (24092.100000 sec): 3 clusters Score: Raw -11413327.631154 + Penalty 3722.375164 = -11409605.255990 nChanged 2403 SP:Iteration 4Q (24092.740000 sec): 3 clusters Score: Raw -11413814.927411 + Penalty 3722.375164 = -11410092.552247 nChanged 2597 SP:Iteration 5Q (24093.440000 sec): 3 clusters Score: Raw -11414418.495607 + Penalty 3722.375164 = -11410696.120443 nChanged 3006 SP:Iteration 6Q (24094.100000 sec): 3 clusters Score: Raw -11415286.176039 + Penalty 3722.375164 = -11411563.800875 nChanged 3574 SP:Iteration 7Q (24094.790000 sec): 3 clusters Score: Raw -11416650.346283 + Penalty 3722.375164 = -11412927.971119 nChanged 4537 SP:Iteration 8Q (24095.500000 sec): 3 clusters Score: Raw -11418997.650899 + Penalty 3722.375164 = -11415275.275735 nChanged 5609 SP:Iteration 9F (24096.160000 sec): 3 clusters Score: Raw -11422839.596126 + Penalty 3722.375164 = -11419117.220962 nChanged 6211 SP:Iteration 10F (24096.790000 sec): 3 clusters Score: Raw -11428019.221924 + Penalty 3722.375164 = -11424296.846759 nChanged 5938 SP:Iteration 11F (24097.390000 sec): 3 clusters Score: Raw -11433260.074678 + Penalty 3722.375164 = -11429537.699514 nChanged 4612 SP:Iteration 12Q (24098.000000 sec): 3 clusters Score: Raw -11437075.503851 + Penalty 3722.375164 = -11433353.128687 nChanged 3531 SP:Iteration 13Q (24098.620000 sec): 3 clusters Score: Raw -11439716.324863 + Penalty 3722.375164 = -11435993.949699 nChanged 2570 SP:Iteration 14Q (24099.220000 sec): 3 clusters Score: Raw -11441547.445907 + Penalty 3722.375164 = -11437825.070743 nChanged 2046 SP:Iteration 15Q (24099.840000 sec): 3 clusters Score: Raw -11442991.756470 + Penalty 3722.375164 = -11439269.381306 nChanged 1763 SP:Iteration 16Q (24100.360000 sec): 3 clusters Score: Raw -11444276.181502 + Penalty 3722.375164 = -11440553.806337 nChanged 1471 SP:Iteration 17Q (24100.910000 sec): 3 clusters Score: Raw -11445394.437857 + Penalty 3722.375164 = -11441672.062693 nChanged 1161 SP:Iteration 18Q (24101.460000 sec): 3 clusters Score: Raw -11446306.880296 + Penalty 3722.375164 = -11442584.505131 nChanged 883 SP:Iteration 19Q (24101.920000 sec): 3 clusters Score: Raw -11447014.358004 + Penalty 3722.375164 = -11443291.982839 nChanged 603 SP:Iteration 20F (24102.550000 sec): 3 clusters Score: Raw -11447506.034958 + Penalty 3722.375164 = -11443783.659793 nChanged 376 SP:Iteration 21Q (24103.090000 sec): 3 clusters Score: Raw -11447822.687506 + Penalty 3722.375164 = -11444100.312341 nChanged 207 SP:Iteration 22Q (24103.670000 sec): 3 clusters Score: Raw -11447987.513516 + Penalty 3722.375164 = -11444265.138352 nChanged 109 SP:Iteration 23Q (24104.190000 sec): 3 clusters Score: Raw -11448071.405443 + Penalty 3722.375164 = -11444349.030279 nChanged 73 SP:Iteration 24Q (24104.690000 sec): 3 clusters Score: Raw -11448130.562810 + Penalty 3722.375164 = -11444408.187646 nChanged 50 SP:Iteration 25Q (24105.210000 sec): 3 clusters Score: Raw -11448165.165436 + Penalty 3722.375164 = -11444442.790272 nChanged 28 SP:Iteration 26Q (24105.780000 sec): 3 clusters Score: Raw -11448193.716831 + Penalty 3722.375164 = -11444471.341667 nChanged 26 SP:Iteration 27Q (24106.350000 sec): 3 clusters Score: Raw -11448213.884887 + Penalty 3722.375164 = -11444491.509723 nChanged 17 SP:Iteration 28Q (24106.950000 sec): 3 clusters Score: Raw -11448228.258336 + Penalty 3722.375164 = -11444505.883171 nChanged 9 SP:Iteration 29Q (24107.500000 sec): 3 clusters Score: Raw -11448234.323873 + Penalty 3722.375164 = -11444511.948709 nChanged 4 SP:Iteration 30Q (24108.050000 sec): 3 clusters Score: Raw -11448237.221223 + Penalty 3722.375164 = -11444514.846059 nChanged 5 SP:Iteration 31Q (24108.630000 sec): 3 clusters Score: Raw -11448240.112141 + Penalty 3722.375164 = -11444517.736977 nChanged 3 SP:Iteration 32Q (24109.160000 sec): 3 clusters Score: Raw -11448241.864138 + Penalty 3722.375164 = -11444519.488974 nChanged 3 SP:Iteration 33Q (24109.710000 sec): 3 clusters Score: Raw -11448243.911582 + Penalty 3722.375164 = -11444521.536418 nChanged 4 SP:Iteration 34Q (24110.250000 sec): 3 clusters Score: Raw -11448246.149388 + Penalty 3722.375164 = -11444523.774224 nChanged 3 SP:Iteration 35Q (24110.850000 sec): 3 clusters Score: Raw -11448247.900713 + Penalty 3722.375164 = -11444525.525549 nChanged 2 SP:Iteration 36Q (24111.380000 sec): 3 clusters Score: Raw -11448249.425441 + Penalty 3722.375164 = -11444527.050277 nChanged 1 SP:Iteration 37Q (24111.920000 sec): 3 clusters Score: Raw -11448249.724668 + Penalty 3722.375164 = -11444527.349504 nChanged 0 SP:Iteration 38F (24112.530000 sec): 3 clusters Score: Raw -11448249.724668 + Penalty 3722.375164 = -11444527.349504 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.660000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.840000 sec): 3 clusters Score: Raw -71162.598246 + Penalty 2090.705530 = -69071.892716 nChanged 146 SP:Iteration 1F (24113.040000 sec): 3 clusters Score: Raw -71318.554282 + Penalty 2090.705530 = -69227.848751 nChanged 39 SP:Iteration 2F (24113.250000 sec): 3 clusters Score: Raw -71367.732654 + Penalty 2090.705530 = -69277.027124 nChanged 13 SP:Iteration 3Q (24113.430000 sec): 3 clusters Score: Raw -71383.642699 + Penalty 2090.705530 = -69292.937168 nChanged 10 SP:Iteration 4Q (24113.600000 sec): 3 clusters Score: Raw -71397.588481 + Penalty 2090.705530 = -69306.882951 nChanged 6 SP:Iteration 5Q (24113.780000 sec): 3 clusters Score: Raw -71407.488234 + Penalty 2090.705530 = -69316.782703 nChanged 5 SP:Iteration 6Q (24113.950000 sec): 3 clusters Score: Raw -71414.141170 + Penalty 2090.705530 = -69323.435640 nChanged 2 SP:Iteration 7Q (24114.130000 sec): 3 clusters Score: Raw -71415.887232 + Penalty 2090.705530 = -69325.181702 nChanged 1 SP:Iteration 8Q (24114.320000 sec): 3 clusters Score: Raw -71417.218432 + Penalty 2090.705530 = -69326.512902 nChanged 0 SP:Iteration 9F (24114.530000 sec): 3 clusters Score: Raw -71417.218432 + Penalty 2090.705530 = -69326.512902 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24114.590000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24114.750000 sec): 3 clusters Score: Raw -33744.578171 + Penalty 1866.476036 = -31878.102135 nChanged 49 SP:Iteration 1F (24114.930000 sec): 3 clusters Score: Raw -33851.633330 + Penalty 1866.476036 = -31985.157294 nChanged 12 SP:Iteration 2Q (24115.120000 sec): 3 clusters Score: Raw -33877.526853 + Penalty 1866.476036 = -32011.050817 nChanged 4 SP:Iteration 3Q (24115.250000 sec): 3 clusters Score: Raw -33890.702438 + Penalty 1866.476036 = -32024.226402 nChanged 1 SP:Iteration 4Q (24115.410000 sec): 3 clusters Score: Raw -33892.381583 + Penalty 1866.476036 = -32025.905547 nChanged 0 SP:Iteration 5F (24115.590000 sec): 3 clusters Score: Raw -33892.381583 + Penalty 1866.476036 = -32025.905547 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24115.680000 sec): 2 clusters Score: Raw -93776.426962 + Penalty 1095.909618 = -92680.517344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24115.890000 sec): 3 clusters Score: Raw -93622.094776 + Penalty 2191.819236 = -91430.275540 nChanged 271 SP:Iteration 1F (24116.090000 sec): 3 clusters Score: Raw -93954.075353 + Penalty 2191.819236 = -91762.256118 nChanged 77 SP:Iteration 2F (24116.270000 sec): 3 clusters Score: Raw -94060.549770 + Penalty 2191.819236 = -91868.730535 nChanged 36 SP:Iteration 3Q (24116.470000 sec): 3 clusters Score: Raw -94123.895061 + Penalty 2191.819236 = -91932.075825 nChanged 22 SP:Iteration 4Q (24116.650000 sec): 3 clusters Score: Raw -94148.697817 + Penalty 2191.819236 = -91956.878582 nChanged 23 SP:Iteration 5Q (24116.820000 sec): 3 clusters Score: Raw -94173.186290 + Penalty 2191.819236 = -91981.367054 nChanged 20 SP:Iteration 6Q (24116.980000 sec): 3 clusters Score: Raw -94193.966762 + Penalty 2191.819236 = -92002.147526 nChanged 18 SP:Iteration 7Q (24117.130000 sec): 3 clusters Score: Raw -94217.510884 + Penalty 2191.819236 = -92025.691648 nChanged 13 SP:Iteration 8Q (24117.330000 sec): 3 clusters Score: Raw -94230.736203 + Penalty 2191.819236 = -92038.916968 nChanged 11 SP:Iteration 9Q (24117.480000 sec): 3 clusters Score: Raw -94243.739159 + Penalty 2191.819236 = -92051.919923 nChanged 8 SP:Iteration 10Q (24117.670000 sec): 3 clusters Score: Raw -94249.764756 + Penalty 2191.819236 = -92057.945520 nChanged 5 SP:Iteration 11Q (24117.820000 sec): 3 clusters Score: Raw -94252.946649 + Penalty 2191.819236 = -92061.127414 nChanged 2 SP:Iteration 12Q (24118.000000 sec): 3 clusters Score: Raw -94254.397490 + Penalty 2191.819236 = -92062.578254 nChanged 2 SP:Iteration 13Q (24118.180000 sec): 3 clusters Score: Raw -94255.381826 + Penalty 2191.819236 = -92063.562590 nChanged 3 SP:Iteration 14Q (24118.330000 sec): 3 clusters Score: Raw -94256.950884 + Penalty 2191.819236 = -92065.131648 nChanged 1 SP:Iteration 15Q (24118.510000 sec): 3 clusters Score: Raw -94257.667073 + Penalty 2191.819236 = -92065.847838 nChanged 1 SP:Iteration 16Q (24118.690000 sec): 3 clusters Score: Raw -94257.925256 + Penalty 2191.819236 = -92066.106020 nChanged 2 SP:Iteration 17Q (24118.840000 sec): 3 clusters Score: Raw -94258.788963 + Penalty 2191.819236 = -92066.969727 nChanged 1 SP:Iteration 18Q (24119.040000 sec): 3 clusters Score: Raw -94260.355373 + Penalty 2191.819236 = -92068.536137 nChanged 1 SP:Iteration 19Q (24119.190000 sec): 3 clusters Score: Raw -94260.666895 + Penalty 2191.819236 = -92068.847660 nChanged 0 SP:Iteration 20F (24119.340000 sec): 3 clusters Score: Raw -94260.666895 + Penalty 2191.819236 = -92068.847660 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24119.530000 sec): 2 clusters Score: Raw -2165468.640048 + Penalty 1583.289305 = -2163885.350743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24119.750000 sec): 3 clusters Score: Raw -2155282.680689 + Penalty 3166.578610 = -2152116.102079 nChanged 7627 SP:Iteration 1F (24120.020000 sec): 3 clusters Score: Raw -2159380.547020 + Penalty 3166.578610 = -2156213.968410 nChanged 887 SP:Iteration 2F (24120.250000 sec): 3 clusters Score: Raw -2159717.855959 + Penalty 3166.578610 = -2156551.277349 nChanged 762 SP:Iteration 3Q (24120.550000 sec): 3 clusters Score: Raw -2160008.581967 + Penalty 3166.578610 = -2156842.003356 nChanged 730 SP:Iteration 4Q (24120.780000 sec): 3 clusters Score: Raw -2160328.878250 + Penalty 3166.578610 = -2157162.299640 nChanged 722 SP:Iteration 5Q (24121.000000 sec): 3 clusters Score: Raw -2160698.221157 + Penalty 3166.578610 = -2157531.642547 nChanged 759 SP:Iteration 6Q (24121.260000 sec): 3 clusters Score: Raw -2161141.732606 + Penalty 3166.578610 = -2157975.153996 nChanged 762 SP:Iteration 7Q (24121.490000 sec): 3 clusters Score: Raw -2161665.356685 + Penalty 3166.578610 = -2158498.778075 nChanged 801 SP:Iteration 8Q (24121.720000 sec): 3 clusters Score: Raw -2162237.532368 + Penalty 3166.578610 = -2159070.953758 nChanged 774 SP:Iteration 9Q (24122.010000 sec): 3 clusters Score: Raw -2162790.624771 + Penalty 3166.578610 = -2159624.046161 nChanged 716 SP:Iteration 10Q (24122.280000 sec): 3 clusters Score: Raw -2163302.380973 + Penalty 3166.578610 = -2160135.802363 nChanged 663 SP:Iteration 11Q (24122.500000 sec): 3 clusters Score: Raw -2163767.769610 + Penalty 3166.578610 = -2160601.191000 nChanged 570 SP:Iteration 12Q (24122.790000 sec): 3 clusters Score: Raw -2164167.966269 + Penalty 3166.578610 = -2161001.387659 nChanged 486 SP:Iteration 13Q (24123.010000 sec): 3 clusters Score: Raw -2164469.418783 + Penalty 3166.578610 = -2161302.840172 nChanged 393 SP:Iteration 14Q (24123.250000 sec): 3 clusters Score: Raw -2164718.372300 + Penalty 3166.578610 = -2161551.793690 nChanged 314 SP:Iteration 15Q (24123.510000 sec): 3 clusters Score: Raw -2164911.533346 + Penalty 3166.578610 = -2161744.954736 nChanged 249 SP:Iteration 16Q (24123.730000 sec): 3 clusters Score: Raw -2165079.835300 + Penalty 3166.578610 = -2161913.256690 nChanged 218 SP:Iteration 17Q (24123.970000 sec): 3 clusters Score: Raw -2165235.184563 + Penalty 3166.578610 = -2162068.605953 nChanged 168 SP:Iteration 18Q (24124.190000 sec): 3 clusters Score: Raw -2165349.468686 + Penalty 3166.578610 = -2162182.890076 nChanged 120 SP:Iteration 19Q (24124.450000 sec): 3 clusters Score: Raw -2165428.204040 + Penalty 3166.578610 = -2162261.625430 nChanged 84 SP:Iteration 20F (24124.720000 sec): 3 clusters Score: Raw -2165482.724062 + Penalty 3166.578610 = -2162316.145451 nChanged 78 SP:Iteration 21Q (24124.970000 sec): 3 clusters Score: Raw -2165535.967181 + Penalty 3166.578610 = -2162369.388571 nChanged 61 SP:Iteration 22Q (24125.230000 sec): 3 clusters Score: Raw -2165579.182214 + Penalty 3166.578610 = -2162412.603604 nChanged 41 SP:Iteration 23Q (24125.500000 sec): 3 clusters Score: Raw -2165603.422580 + Penalty 3166.578610 = -2162436.843970 nChanged 32 SP:Iteration 24Q (24125.770000 sec): 3 clusters Score: Raw -2165621.295260 + Penalty 3166.578610 = -2162454.716650 nChanged 22 SP:Iteration 25Q (24126.010000 sec): 3 clusters Score: Raw -2165635.119577 + Penalty 3166.578610 = -2162468.540967 nChanged 24 SP:Iteration 26Q (24126.250000 sec): 3 clusters Score: Raw -2165649.388429 + Penalty 3166.578610 = -2162482.809819 nChanged 18 SP:Iteration 27Q (24126.490000 sec): 3 clusters Score: Raw -2165658.404472 + Penalty 3166.578610 = -2162491.825862 nChanged 10 SP:Iteration 28Q (24126.760000 sec): 3 clusters Score: Raw -2165664.315133 + Penalty 3166.578610 = -2162497.736523 nChanged 8 SP:Iteration 29Q (24127.010000 sec): 3 clusters Score: Raw -2165668.506844 + Penalty 3166.578610 = -2162501.928234 nChanged 3 SP:Iteration 30Q (24127.250000 sec): 3 clusters Score: Raw -2165671.077279 + Penalty 3166.578610 = -2162504.498669 nChanged 9 SP:Iteration 31Q (24127.440000 sec): 3 clusters Score: Raw -2165678.458990 + Penalty 3166.578610 = -2162511.880380 nChanged 6 SP:Iteration 32Q (24127.690000 sec): 3 clusters Score: Raw -2165681.644010 + Penalty 3166.578610 = -2162515.065400 nChanged 4 SP:Iteration 33Q (24127.920000 sec): 3 clusters Score: Raw -2165683.058769 + Penalty 3166.578610 = -2162516.480158 nChanged 2 SP:Iteration 34Q (24128.160000 sec): 3 clusters Score: Raw -2165683.706536 + Penalty 3166.578610 = -2162517.127926 nChanged 1 SP:Iteration 35Q (24128.430000 sec): 3 clusters Score: Raw -2165684.136346 + Penalty 3166.578610 = -2162517.557736 nChanged 0 SP:Iteration 36F (24128.670000 sec): 3 clusters Score: Raw -2165684.136346 + Penalty 3166.578610 = -2162517.557736 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24128.770000 sec): 2 clusters Score: Raw -743232.596810 + Penalty 1408.944740 = -741823.652071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24128.970000 sec): 3 clusters Score: Raw -740171.711158 + Penalty 2817.889479 = -737353.821678 nChanged 2370 SP:Iteration 1F (24129.170000 sec): 3 clusters Score: Raw -741471.545834 + Penalty 2817.889479 = -738653.656355 nChanged 384 SP:Iteration 2F (24129.390000 sec): 3 clusters Score: Raw -741633.403192 + Penalty 2817.889479 = -738815.513713 nChanged 229 SP:Iteration 3Q (24129.550000 sec): 3 clusters Score: Raw -741718.199764 + Penalty 2817.889479 = -738900.310284 nChanged 189 SP:Iteration 4Q (24129.740000 sec): 3 clusters Score: Raw -741778.187953 + Penalty 2817.889479 = -738960.298474 nChanged 134 SP:Iteration 5Q (24129.940000 sec): 3 clusters Score: Raw -741821.974352 + Penalty 2817.889479 = -739004.084873 nChanged 131 SP:Iteration 6Q (24130.130000 sec): 3 clusters Score: Raw -741868.922249 + Penalty 2817.889479 = -739051.032770 nChanged 145 SP:Iteration 7Q (24130.290000 sec): 3 clusters Score: Raw -741928.611855 + Penalty 2817.889479 = -739110.722376 nChanged 152 SP:Iteration 8Q (24130.530000 sec): 3 clusters Score: Raw -741998.868339 + Penalty 2817.889479 = -739180.978860 nChanged 164 SP:Iteration 9Q (24130.690000 sec): 3 clusters Score: Raw -742077.330493 + Penalty 2817.889479 = -739259.441014 nChanged 181 SP:Iteration 10Q (24130.870000 sec): 3 clusters Score: Raw -742182.055275 + Penalty 2817.889479 = -739364.165796 nChanged 223 SP:Iteration 11Q (24131.070000 sec): 3 clusters Score: Raw -742314.213263 + Penalty 2817.889479 = -739496.323784 nChanged 243 SP:Iteration 12Q (24131.260000 sec): 3 clusters Score: Raw -742480.736861 + Penalty 2817.889479 = -739662.847382 nChanged 257 SP:Iteration 13Q (24131.500000 sec): 3 clusters Score: Raw -742670.206386 + Penalty 2817.889479 = -739852.316907 nChanged 241 SP:Iteration 14Q (24131.700000 sec): 3 clusters Score: Raw -742871.343201 + Penalty 2817.889479 = -740053.453722 nChanged 196 SP:Iteration 15Q (24131.910000 sec): 3 clusters Score: Raw -743051.807331 + Penalty 2817.889479 = -740233.917851 nChanged 142 SP:Iteration 16Q (24132.080000 sec): 3 clusters Score: Raw -743179.256809 + Penalty 2817.889479 = -740361.367330 nChanged 75 SP:Iteration 17Q (24132.250000 sec): 3 clusters Score: Raw -743245.647882 + Penalty 2817.889479 = -740427.758403 nChanged 51 SP:Iteration 18Q (24132.460000 sec): 3 clusters Score: Raw -743291.793081 + Penalty 2817.889479 = -740473.903602 nChanged 36 SP:Iteration 19Q (24132.610000 sec): 3 clusters Score: Raw -743322.415175 + Penalty 2817.889479 = -740504.525695 nChanged 26 SP:Iteration 20F (24132.820000 sec): 3 clusters Score: Raw -743352.023700 + Penalty 2817.889479 = -740534.134220 nChanged 23 SP:Iteration 21Q (24133.010000 sec): 3 clusters Score: Raw -743376.009828 + Penalty 2817.889479 = -740558.120349 nChanged 12 SP:Iteration 22Q (24133.180000 sec): 3 clusters Score: Raw -743389.741306 + Penalty 2817.889479 = -740571.851827 nChanged 8 SP:Iteration 23Q (24133.390000 sec): 3 clusters Score: Raw -743396.562671 + Penalty 2817.889479 = -740578.673191 nChanged 5 SP:Iteration 24Q (24133.540000 sec): 3 clusters Score: Raw -743401.252497 + Penalty 2817.889479 = -740583.363017 nChanged 3 SP:Iteration 25Q (24133.790000 sec): 3 clusters Score: Raw -743404.687936 + Penalty 2817.889479 = -740586.798456 nChanged 5 SP:Iteration 26Q (24133.980000 sec): 3 clusters Score: Raw -743410.328815 + Penalty 2817.889479 = -740592.439336 nChanged 5 SP:Iteration 27Q (24134.140000 sec): 3 clusters Score: Raw -743415.194795 + Penalty 2817.889479 = -740597.305316 nChanged 5 SP:Iteration 28Q (24134.340000 sec): 3 clusters Score: Raw -743420.119602 + Penalty 2817.889479 = -740602.230122 nChanged 4 SP:Iteration 29Q (24134.520000 sec): 3 clusters Score: Raw -743426.205231 + Penalty 2817.889479 = -740608.315751 nChanged 3 SP:Iteration 30Q (24134.770000 sec): 3 clusters Score: Raw -743430.543062 + Penalty 2817.889479 = -740612.653583 nChanged 5 SP:Iteration 31Q (24134.950000 sec): 3 clusters Score: Raw -743437.162711 + Penalty 2817.889479 = -740619.273232 nChanged 5 SP:Iteration 32Q (24135.140000 sec): 3 clusters Score: Raw -743442.352769 + Penalty 2817.889479 = -740624.463290 nChanged 4 SP:Iteration 33Q (24135.290000 sec): 3 clusters Score: Raw -743447.144943 + Penalty 2817.889479 = -740629.255464 nChanged 3 SP:Iteration 34Q (24135.500000 sec): 3 clusters Score: Raw -743449.981255 + Penalty 2817.889479 = -740632.091776 nChanged 3 SP:Iteration 35Q (24135.670000 sec): 3 clusters Score: Raw -743456.181217 + Penalty 2817.889479 = -740638.291738 nChanged 4 SP:Iteration 36Q (24135.880000 sec): 3 clusters Score: Raw -743459.755006 + Penalty 2817.889479 = -740641.865526 nChanged 2 SP:Iteration 37Q (24136.120000 sec): 3 clusters Score: Raw -743461.857764 + Penalty 2817.889479 = -740643.968285 nChanged 1 SP:Iteration 38Q (24136.310000 sec): 3 clusters Score: Raw -743462.506698 + Penalty 2817.889479 = -740644.617219 nChanged 0 SP:Iteration 39F (24136.530000 sec): 3 clusters Score: Raw -743462.506698 + Penalty 2817.889479 = -740644.617219 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (8621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24136.620000 sec): 2 clusters Score: Raw -1060057.425612 + Penalty 1472.567910 = -1058584.857703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24136.860000 sec): 3 clusters Score: Raw -1055205.577318 + Penalty 2945.135819 = -1052260.441499 nChanged 3739 SP:Iteration 1F (24137.080000 sec): 3 clusters Score: Raw -1057246.353133 + Penalty 2945.135819 = -1054301.217314 nChanged 592 SP:Iteration 2F (24137.260000 sec): 3 clusters Score: Raw -1057541.862880 + Penalty 2945.135819 = -1054596.727061 nChanged 481 SP:Iteration 3F (24137.500000 sec): 3 clusters Score: Raw -1057761.235765 + Penalty 2945.135819 = -1054816.099946 nChanged 392 SP:Iteration 4Q (24137.760000 sec): 3 clusters Score: Raw -1057973.320729 + Penalty 2945.135819 = -1055028.184910 nChanged 366 SP:Iteration 5Q (24137.960000 sec): 3 clusters Score: Raw -1058166.721350 + Penalty 2945.135819 = -1055221.585531 nChanged 317 SP:Iteration 6Q (24138.160000 sec): 3 clusters Score: Raw -1058336.949435 + Penalty 2945.135819 = -1055391.813616 nChanged 310 SP:Iteration 7Q (24138.360000 sec): 3 clusters Score: Raw -1058505.518018 + Penalty 2945.135819 = -1055560.382199 nChanged 334 SP:Iteration 8Q (24138.540000 sec): 3 clusters Score: Raw -1058699.829969 + Penalty 2945.135819 = -1055754.694150 nChanged 334 SP:Iteration 9Q (24138.760000 sec): 3 clusters Score: Raw -1058901.763054 + Penalty 2945.135819 = -1055956.627235 nChanged 317 SP:Iteration 10Q (24139.010000 sec): 3 clusters Score: Raw -1059096.944369 + Penalty 2945.135819 = -1056151.808550 nChanged 312 SP:Iteration 11Q (24139.230000 sec): 3 clusters Score: Raw -1059281.418147 + Penalty 2945.135819 = -1056336.282328 nChanged 292 SP:Iteration 12Q (24139.460000 sec): 3 clusters Score: Raw -1059446.437636 + Penalty 2945.135819 = -1056501.301817 nChanged 263 SP:Iteration 13Q (24139.680000 sec): 3 clusters Score: Raw -1059579.052330 + Penalty 2945.135819 = -1056633.916511 nChanged 221 SP:Iteration 14Q (24139.900000 sec): 3 clusters Score: Raw -1059687.089945 + Penalty 2945.135819 = -1056741.954126 nChanged 197 SP:Iteration 15Q (24140.120000 sec): 3 clusters Score: Raw -1059771.060229 + Penalty 2945.135819 = -1056825.924410 nChanged 161 SP:Iteration 16Q (24140.350000 sec): 3 clusters Score: Raw -1059833.061580 + Penalty 2945.135819 = -1056887.925760 nChanged 126 SP:Iteration 17Q (24140.580000 sec): 3 clusters Score: Raw -1059878.988689 + Penalty 2945.135819 = -1056933.852870 nChanged 98 SP:Iteration 18Q (24140.810000 sec): 3 clusters Score: Raw -1059910.006402 + Penalty 2945.135819 = -1056964.870583 nChanged 81 SP:Iteration 19Q (24141.040000 sec): 3 clusters Score: Raw -1059929.676348 + Penalty 2945.135819 = -1056984.540529 nChanged 53 SP:Iteration 20F (24141.280000 sec): 3 clusters Score: Raw -1059941.024270 + Penalty 2945.135819 = -1056995.888451 nChanged 39 SP:Iteration 21Q (24141.530000 sec): 3 clusters Score: Raw -1059949.371577 + Penalty 2945.135819 = -1057004.235758 nChanged 30 SP:Iteration 22Q (24141.680000 sec): 3 clusters Score: Raw -1059954.807751 + Penalty 2945.135819 = -1057009.671932 nChanged 23 SP:Iteration 23Q (24141.880000 sec): 3 clusters Score: Raw -1059958.385663 + Penalty 2945.135819 = -1057013.249844 nChanged 11 SP:Iteration 24Q (24142.100000 sec): 3 clusters Score: Raw -1059959.968010 + Penalty 2945.135819 = -1057014.832190 nChanged 12 SP:Iteration 25Q (24142.370000 sec): 3 clusters Score: Raw -1059961.367174 + Penalty 2945.135819 = -1057016.231355 nChanged 9 SP:Iteration 26Q (24142.560000 sec): 3 clusters Score: Raw -1059962.543176 + Penalty 2945.135819 = -1057017.407357 nChanged 9 SP:Iteration 27Q (24142.720000 sec): 3 clusters Score: Raw -1059963.702058 + Penalty 2945.135819 = -1057018.566239 nChanged 7 SP:Iteration 28Q (24142.940000 sec): 3 clusters Score: Raw -1059964.647132 + Penalty 2945.135819 = -1057019.511313 nChanged 5 SP:Iteration 29Q (24143.190000 sec): 3 clusters Score: Raw -1059965.209597 + Penalty 2945.135819 = -1057020.073778 nChanged 5 SP:Iteration 30Q (24143.360000 sec): 3 clusters Score: Raw -1059965.696311 + Penalty 2945.135819 = -1057020.560492 nChanged 5 SP:Iteration 31Q (24143.630000 sec): 3 clusters Score: Raw -1059966.510732 + Penalty 2945.135819 = -1057021.374913 nChanged 5 SP:Iteration 32Q (24143.820000 sec): 3 clusters Score: Raw -1059967.037907 + Penalty 2945.135819 = -1057021.902088 nChanged 3 SP:Iteration 33Q (24144.080000 sec): 3 clusters Score: Raw -1059967.474029 + Penalty 2945.135819 = -1057022.338210 nChanged 3 SP:Iteration 34Q (24144.310000 sec): 3 clusters Score: Raw -1059967.856216 + Penalty 2945.135819 = -1057022.720397 nChanged 3 SP:Iteration 35Q (24144.510000 sec): 3 clusters Score: Raw -1059968.240499 + Penalty 2945.135819 = -1057023.104680 nChanged 2 SP:Iteration 36Q (24144.750000 sec): 3 clusters Score: Raw -1059968.450610 + Penalty 2945.135819 = -1057023.314791 nChanged 4 SP:Iteration 37Q (24144.990000 sec): 3 clusters Score: Raw -1059968.834049 + Penalty 2945.135819 = -1057023.698230 nChanged 5 SP:Iteration 38Q (24145.230000 sec): 3 clusters Score: Raw -1059969.495258 + Penalty 2945.135819 = -1057024.359439 nChanged 5 SP:Iteration 39Q (24145.440000 sec): 3 clusters Score: Raw -1059970.137259 + Penalty 2945.135819 = -1057025.001440 nChanged 5 SP:Iteration 40F (24145.660000 sec): 3 clusters Score: Raw -1059970.652508 + Penalty 2945.135819 = -1057025.516689 nChanged 6 SP:Iteration 41Q (24145.890000 sec): 3 clusters Score: Raw -1059971.626173 + Penalty 2945.135819 = -1057026.490354 nChanged 13 SP:Iteration 42Q (24146.120000 sec): 3 clusters Score: Raw -1059973.442413 + Penalty 2945.135819 = -1057028.306594 nChanged 13 SP:Iteration 43Q (24146.370000 sec): 3 clusters Score: Raw -1059975.311054 + Penalty 2945.135819 = -1057030.175235 nChanged 13 SP:Iteration 44Q (24146.590000 sec): 3 clusters Score: Raw -1059977.053983 + Penalty 2945.135819 = -1057031.918164 nChanged 11 SP:Iteration 45Q (24146.790000 sec): 3 clusters Score: Raw -1059978.722727 + Penalty 2945.135819 = -1057033.586908 nChanged 6 SP:Iteration 46Q (24147.030000 sec): 3 clusters Score: Raw -1059979.293118 + Penalty 2945.135819 = -1057034.157299 nChanged 3 SP:Iteration 47Q (24147.250000 sec): 3 clusters Score: Raw -1059979.699435 + Penalty 2945.135819 = -1057034.563616 nChanged 4 SP:Iteration 48Q (24147.450000 sec): 3 clusters Score: Raw -1059980.280038 + Penalty 2945.135819 = -1057035.144219 nChanged 8 SP:Iteration 49Q (24147.650000 sec): 3 clusters Score: Raw -1059981.424350 + Penalty 2945.135819 = -1057036.288531 nChanged 9 SP:Iteration 50Q (24147.920000 sec): 3 clusters Score: Raw -1059982.831356 + Penalty 2945.135819 = -1057037.695537 nChanged 9 SP:Iteration 51Q (24148.110000 sec): 3 clusters Score: Raw -1059983.831593 + Penalty 2945.135819 = -1057038.695774 nChanged 8 SP:Iteration 52Q (24148.320000 sec): 3 clusters Score: Raw -1059984.689747 + Penalty 2945.135819 = -1057039.553928 nChanged 6 SP:Iteration 53Q (24148.540000 sec): 3 clusters Score: Raw -1059985.417631 + Penalty 2945.135819 = -1057040.281812 nChanged 5 SP:Iteration 54Q (24148.800000 sec): 3 clusters Score: Raw -1059985.992614 + Penalty 2945.135819 = -1057040.856795 nChanged 5 SP:Iteration 55Q (24149.060000 sec): 3 clusters Score: Raw -1059986.867530 + Penalty 2945.135819 = -1057041.731711 nChanged 7 SP:Iteration 56Q (24149.260000 sec): 3 clusters Score: Raw -1059988.042019 + Penalty 2945.135819 = -1057042.906200 nChanged 6 SP:Iteration 57Q (24149.460000 sec): 3 clusters Score: Raw -1059988.795629 + Penalty 2945.135819 = -1057043.659810 nChanged 6 SP:Iteration 58Q (24149.690000 sec): 3 clusters Score: Raw -1059989.522487 + Penalty 2945.135819 = -1057044.386668 nChanged 8 SP:Iteration 59Q (24149.880000 sec): 3 clusters Score: Raw -1059990.313213 + Penalty 2945.135819 = -1057045.177394 nChanged 2 SP:Iteration 60F (24150.120000 sec): 3 clusters Score: Raw -1059990.761497 + Penalty 2945.135819 = -1057045.625678 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (16829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24150.320000 sec): 2 clusters Score: Raw -1983438.111204 + Penalty 1581.264566 = -1981856.846638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24150.570000 sec): 3 clusters Score: Raw -1973301.273722 + Penalty 3162.529132 = -1970138.744590 nChanged 7591 SP:Iteration 1F (24150.850000 sec): 3 clusters Score: Raw -1977503.216236 + Penalty 3162.529132 = -1974340.687104 nChanged 909 SP:Iteration 2F (24151.130000 sec): 3 clusters Score: Raw -1977867.739210 + Penalty 3162.529132 = -1974705.210078 nChanged 866 SP:Iteration 3F (24151.460000 sec): 3 clusters Score: Raw -1978240.164711 + Penalty 3162.529132 = -1975077.635579 nChanged 858 SP:Iteration 4F (24151.690000 sec): 3 clusters Score: Raw -1978665.178082 + Penalty 3162.529132 = -1975502.648950 nChanged 907 SP:Iteration 5F (24151.930000 sec): 3 clusters Score: Raw -1979257.465008 + Penalty 3162.529132 = -1976094.935876 nChanged 1015 SP:Iteration 6F (24152.190000 sec): 3 clusters Score: Raw -1980076.318562 + Penalty 3162.529132 = -1976913.789429 nChanged 1056 SP:Iteration 7F (24152.470000 sec): 3 clusters Score: Raw -1981119.045615 + Penalty 3162.529132 = -1977956.516483 nChanged 916 SP:Iteration 8F (24152.730000 sec): 3 clusters Score: Raw -1982111.516547 + Penalty 3162.529132 = -1978948.987415 nChanged 711 SP:Iteration 9Q (24152.970000 sec): 3 clusters Score: Raw -1982933.338842 + Penalty 3162.529132 = -1979770.809710 nChanged 516 SP:Iteration 10Q (24153.270000 sec): 3 clusters Score: Raw -1983436.339209 + Penalty 3162.529132 = -1980273.810077 nChanged 312 SP:Iteration 11Q (24153.510000 sec): 3 clusters Score: Raw -1983653.736077 + Penalty 3162.529132 = -1980491.206945 nChanged 183 SP:Iteration 12Q (24153.810000 sec): 3 clusters Score: Raw -1983751.919273 + Penalty 3162.529132 = -1980589.390141 nChanged 131 SP:Iteration 13Q (24154.090000 sec): 3 clusters Score: Raw -1983812.885747 + Penalty 3162.529132 = -1980650.356615 nChanged 109 SP:Iteration 14Q (24154.360000 sec): 3 clusters Score: Raw -1983864.416963 + Penalty 3162.529132 = -1980701.887831 nChanged 103 SP:Iteration 15Q (24154.600000 sec): 3 clusters Score: Raw -1983908.859036 + Penalty 3162.529132 = -1980746.329904 nChanged 93 SP:Iteration 16Q (24154.820000 sec): 3 clusters Score: Raw -1983943.479724 + Penalty 3162.529132 = -1980780.950592 nChanged 73 SP:Iteration 17Q (24155.090000 sec): 3 clusters Score: Raw -1983968.704053 + Penalty 3162.529132 = -1980806.174921 nChanged 60 SP:Iteration 18Q (24155.350000 sec): 3 clusters Score: Raw -1983987.526765 + Penalty 3162.529132 = -1980824.997633 nChanged 55 SP:Iteration 19Q (24155.610000 sec): 3 clusters Score: Raw -1984004.471455 + Penalty 3162.529132 = -1980841.942323 nChanged 63 SP:Iteration 20F (24155.820000 sec): 3 clusters Score: Raw -1984024.685881 + Penalty 3162.529132 = -1980862.156749 nChanged 52 SP:Iteration 21Q (24156.070000 sec): 3 clusters Score: Raw -1984038.027826 + Penalty 3162.529132 = -1980875.498694 nChanged 34 SP:Iteration 22Q (24156.290000 sec): 3 clusters Score: Raw -1984046.920263 + Penalty 3162.529132 = -1980884.391131 nChanged 30 SP:Iteration 23Q (24156.590000 sec): 3 clusters Score: Raw -1984053.078194 + Penalty 3162.529132 = -1980890.549062 nChanged 24 SP:Iteration 24Q (24156.830000 sec): 3 clusters Score: Raw -1984058.021371 + Penalty 3162.529132 = -1980895.492239 nChanged 20 SP:Iteration 25Q (24157.040000 sec): 3 clusters Score: Raw -1984064.042808 + Penalty 3162.529132 = -1980901.513676 nChanged 25 SP:Iteration 26Q (24157.300000 sec): 3 clusters Score: Raw -1984070.073836 + Penalty 3162.529132 = -1980907.544704 nChanged 18 SP:Iteration 27Q (24157.580000 sec): 3 clusters Score: Raw -1984073.537380 + Penalty 3162.529132 = -1980911.008248 nChanged 12 SP:Iteration 28Q (24157.770000 sec): 3 clusters Score: Raw -1984075.474650 + Penalty 3162.529132 = -1980912.945518 nChanged 5 SP:Iteration 29Q (24158.000000 sec): 3 clusters Score: Raw -1984076.498366 + Penalty 3162.529132 = -1980913.969234 nChanged 7 SP:Iteration 30Q (24158.280000 sec): 3 clusters Score: Raw -1984077.590817 + Penalty 3162.529132 = -1980915.061685 nChanged 3 SP:Iteration 31Q (24158.550000 sec): 3 clusters Score: Raw -1984078.013587 + Penalty 3162.529132 = -1980915.484455 nChanged 4 SP:Iteration 32Q (24158.790000 sec): 3 clusters Score: Raw -1984078.657136 + Penalty 3162.529132 = -1980916.128004 nChanged 4 SP:Iteration 33Q (24159.040000 sec): 3 clusters Score: Raw -1984079.220348 + Penalty 3162.529132 = -1980916.691216 nChanged 3 SP:Iteration 34Q (24159.280000 sec): 3 clusters Score: Raw -1984079.927184 + Penalty 3162.529132 = -1980917.398052 nChanged 3 SP:Iteration 35Q (24159.510000 sec): 3 clusters Score: Raw -1984080.636505 + Penalty 3162.529132 = -1980918.107373 nChanged 1 SP:Iteration 36Q (24159.690000 sec): 3 clusters Score: Raw -1984080.899956 + Penalty 3162.529132 = -1980918.370824 nChanged 0 SP:Iteration 37F (24159.960000 sec): 3 clusters Score: Raw -1984080.899956 + Penalty 3162.529132 = -1980918.370824 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24160.050000 sec): 2 clusters Score: Raw -32017.813274 + Penalty 920.794337 = -31097.018937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24160.220000 sec): 3 clusters Score: Raw -32080.604868 + Penalty 1841.588674 = -30239.016194 nChanged 52 SP:Iteration 1F (24160.410000 sec): 3 clusters Score: Raw -32184.424329 + Penalty 1841.588674 = -30342.835656 nChanged 9 SP:Iteration 2Q (24160.570000 sec): 3 clusters Score: Raw -32205.275997 + Penalty 1841.588674 = -30363.687324 nChanged 6 SP:Iteration 3Q (24160.710000 sec): 3 clusters Score: Raw -32220.106440 + Penalty 1841.588674 = -30378.517767 nChanged 5 SP:Iteration 4Q (24160.880000 sec): 3 clusters Score: Raw -32230.135156 + Penalty 1841.588674 = -30388.546483 nChanged 2 SP:Iteration 5Q (24161.010000 sec): 3 clusters Score: Raw -32231.928913 + Penalty 1841.588674 = -30390.340239 nChanged 1 SP:Iteration 6Q (24161.150000 sec): 3 clusters Score: Raw -32233.429695 + Penalty 1841.588674 = -30391.841021 nChanged 1 SP:Iteration 7Q (24161.290000 sec): 3 clusters Score: Raw -32236.209500 + Penalty 1841.588674 = -30394.620826 nChanged 0 SP:Iteration 8F (24161.450000 sec): 3 clusters Score: Raw -32236.209500 + Penalty 1841.588674 = -30394.620826 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24161.520000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24161.750000 sec): 3 clusters Score: Raw -49655.128171 + Penalty 1972.989762 = -47682.138410 nChanged 93 SP:Iteration 1F (24161.880000 sec): 3 clusters Score: Raw -49798.302270 + Penalty 1972.989762 = -47825.312508 nChanged 25 SP:Iteration 2F (24162.080000 sec): 3 clusters Score: Raw -49881.527155 + Penalty 1972.989762 = -47908.537393 nChanged 12 SP:Iteration 3Q (24162.230000 sec): 3 clusters Score: Raw -49911.688028 + Penalty 1972.989762 = -47938.698267 nChanged 8 SP:Iteration 4Q (24162.400000 sec): 3 clusters Score: Raw -49933.384052 + Penalty 1972.989762 = -47960.394290 nChanged 5 SP:Iteration 5Q (24162.580000 sec): 3 clusters Score: Raw -49943.460214 + Penalty 1972.989762 = -47970.470453 nChanged 3 SP:Iteration 6Q (24162.750000 sec): 3 clusters Score: Raw -49950.110986 + Penalty 1972.989762 = -47977.121224 nChanged 2 SP:Iteration 7Q (24162.920000 sec): 3 clusters Score: Raw -49954.772297 + Penalty 1972.989762 = -47981.782536 nChanged 2 SP:Iteration 8Q (24163.080000 sec): 3 clusters Score: Raw -49961.747189 + Penalty 1972.989762 = -47988.757428 nChanged 4 SP:Iteration 9Q (24163.270000 sec): 3 clusters Score: Raw -49969.728714 + Penalty 1972.989762 = -47996.738952 nChanged 1 SP:Iteration 10Q (24163.460000 sec): 3 clusters Score: Raw -49970.670343 + Penalty 1972.989762 = -47997.680582 nChanged 1 SP:Iteration 11Q (24163.650000 sec): 3 clusters Score: Raw -49974.713678 + Penalty 1972.989762 = -48001.723916 nChanged 5 SP:Iteration 12Q (24163.850000 sec): 3 clusters Score: Raw -49988.449276 + Penalty 1972.989762 = -48015.459514 nChanged 3 SP:Iteration 13Q (24164.010000 sec): 3 clusters Score: Raw -50002.455357 + Penalty 1972.989762 = -48029.465595 nChanged 4 SP:Iteration 14Q (24164.210000 sec): 3 clusters Score: Raw -50022.461387 + Penalty 1972.989762 = -48049.471626 nChanged 7 SP:Iteration 15Q (24164.410000 sec): 3 clusters Score: Raw -50040.630027 + Penalty 1972.989762 = -48067.640266 nChanged 5 SP:Iteration 16Q (24164.610000 sec): 3 clusters Score: Raw -50056.108342 + Penalty 1972.989762 = -48083.118580 nChanged 3 SP:Iteration 17Q (24164.790000 sec): 3 clusters Score: Raw -50068.046591 + Penalty 1972.989762 = -48095.056829 nChanged 6 SP:Iteration 18Q (24164.970000 sec): 3 clusters Score: Raw -50084.177787 + Penalty 1972.989762 = -48111.188026 nChanged 8 SP:Iteration 19Q (24165.140000 sec): 3 clusters Score: Raw -50099.676888 + Penalty 1972.989762 = -48126.687127 nChanged 5 SP:Iteration 20F (24165.330000 sec): 3 clusters Score: Raw -50114.277746 + Penalty 1972.989762 = -48141.287985 nChanged 7 SP:Iteration 21Q (24165.530000 sec): 3 clusters Score: Raw -50141.550384 + Penalty 1972.989762 = -48168.560622 nChanged 7 SP:Iteration 22Q (24165.660000 sec): 3 clusters Score: Raw -50177.120404 + Penalty 1972.989762 = -48204.130642 nChanged 4 SP:Iteration 23Q (24165.890000 sec): 3 clusters Score: Raw -50193.106586 + Penalty 1972.989762 = -48220.116825 nChanged 1 SP:Iteration 24Q (24166.060000 sec): 3 clusters Score: Raw -50194.945904 + Penalty 1972.989762 = -48221.956142 nChanged 1 SP:Iteration 25Q (24166.230000 sec): 3 clusters Score: Raw -50196.358366 + Penalty 1972.989762 = -48223.368605 nChanged 2 SP:Iteration 26Q (24166.420000 sec): 3 clusters Score: Raw -50204.405011 + Penalty 1972.989762 = -48231.415250 nChanged 2 SP:Iteration 27Q (24166.580000 sec): 3 clusters Score: Raw -50213.157463 + Penalty 1972.989762 = -48240.167701 nChanged 1 SP:Iteration 28Q (24166.740000 sec): 3 clusters Score: Raw -50217.778386 + Penalty 1972.989762 = -48244.788624 nChanged 3 SP:Iteration 29Q (24166.880000 sec): 3 clusters Score: Raw -50223.598663 + Penalty 1972.989762 = -48250.608901 nChanged 1 SP:Iteration 30Q (24167.110000 sec): 3 clusters Score: Raw -50226.244047 + Penalty 1972.989762 = -48253.254285 nChanged 0 SP:Iteration 31F (24167.280000 sec): 3 clusters Score: Raw -50226.244047 + Penalty 1972.989762 = -48253.254285 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24167.510000 sec): 2 clusters Score: Raw -3476660.023937 + Penalty 1660.277643 = -3474999.746294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24167.820000 sec): 3 clusters Score: Raw -3460019.777327 + Penalty 3320.555286 = -3456699.222041 nChanged 12550 SP:Iteration 1F (24168.190000 sec): 3 clusters Score: Raw -3466873.621496 + Penalty 3320.555286 = -3463553.066211 nChanged 1249 SP:Iteration 2Q (24168.540000 sec): 3 clusters Score: Raw -3467279.092713 + Penalty 3320.555286 = -3463958.537428 nChanged 1161 SP:Iteration 3Q (24168.850000 sec): 3 clusters Score: Raw -3467698.275047 + Penalty 3320.555286 = -3464377.719761 nChanged 1227 SP:Iteration 4Q (24169.180000 sec): 3 clusters Score: Raw -3468212.654438 + Penalty 3320.555286 = -3464892.099152 nChanged 1344 SP:Iteration 5Q (24169.500000 sec): 3 clusters Score: Raw -3468946.841240 + Penalty 3320.555286 = -3465626.285954 nChanged 1597 SP:Iteration 6F (24169.850000 sec): 3 clusters Score: Raw -3469981.704671 + Penalty 3320.555286 = -3466661.149385 nChanged 1776 SP:Iteration 7F (24170.170000 sec): 3 clusters Score: Raw -3471416.299056 + Penalty 3320.555286 = -3468095.743770 nChanged 1846 SP:Iteration 8F (24170.520000 sec): 3 clusters Score: Raw -3472935.700771 + Penalty 3320.555286 = -3469615.145485 nChanged 1537 SP:Iteration 9F (24170.890000 sec): 3 clusters Score: Raw -3473870.685005 + Penalty 3320.555286 = -3470550.129719 nChanged 1002 SP:Iteration 10Q (24171.180000 sec): 3 clusters Score: Raw -3474257.751099 + Penalty 3320.555286 = -3470937.195813 nChanged 586 SP:Iteration 11Q (24171.550000 sec): 3 clusters Score: Raw -3474448.314991 + Penalty 3320.555286 = -3471127.759706 nChanged 414 SP:Iteration 12Q (24171.870000 sec): 3 clusters Score: Raw -3474583.784788 + Penalty 3320.555286 = -3471263.229502 nChanged 376 SP:Iteration 13Q (24172.180000 sec): 3 clusters Score: Raw -3474704.777470 + Penalty 3320.555286 = -3471384.222184 nChanged 345 SP:Iteration 14Q (24172.500000 sec): 3 clusters Score: Raw -3474808.352855 + Penalty 3320.555286 = -3471487.797569 nChanged 316 SP:Iteration 15Q (24172.840000 sec): 3 clusters Score: Raw -3474890.751712 + Penalty 3320.555286 = -3471570.196427 nChanged 285 SP:Iteration 16Q (24173.140000 sec): 3 clusters Score: Raw -3474959.662408 + Penalty 3320.555286 = -3471639.107122 nChanged 271 SP:Iteration 17Q (24173.500000 sec): 3 clusters Score: Raw -3475028.801432 + Penalty 3320.555286 = -3471708.246146 nChanged 260 SP:Iteration 18Q (24173.790000 sec): 3 clusters Score: Raw -3475090.744310 + Penalty 3320.555286 = -3471770.189024 nChanged 218 SP:Iteration 19Q (24174.080000 sec): 3 clusters Score: Raw -3475139.749532 + Penalty 3320.555286 = -3471819.194246 nChanged 205 SP:Iteration 20F (24174.380000 sec): 3 clusters Score: Raw -3475184.121823 + Penalty 3320.555286 = -3471863.566537 nChanged 210 SP:Iteration 21Q (24174.700000 sec): 3 clusters Score: Raw -3475225.320346 + Penalty 3320.555286 = -3471904.765060 nChanged 199 SP:Iteration 22Q (24174.950000 sec): 3 clusters Score: Raw -3475263.109829 + Penalty 3320.555286 = -3471942.554543 nChanged 182 SP:Iteration 23Q (24175.260000 sec): 3 clusters Score: Raw -3475297.747159 + Penalty 3320.555286 = -3471977.191873 nChanged 181 SP:Iteration 24Q (24175.550000 sec): 3 clusters Score: Raw -3475328.105137 + Penalty 3320.555286 = -3472007.549851 nChanged 166 SP:Iteration 25Q (24175.860000 sec): 3 clusters Score: Raw -3475356.143496 + Penalty 3320.555286 = -3472035.588210 nChanged 135 SP:Iteration 26Q (24176.190000 sec): 3 clusters Score: Raw -3475377.397250 + Penalty 3320.555286 = -3472056.841964 nChanged 137 SP:Iteration 27Q (24176.560000 sec): 3 clusters Score: Raw -3475397.653768 + Penalty 3320.555286 = -3472077.098483 nChanged 132 SP:Iteration 28Q (24176.810000 sec): 3 clusters Score: Raw -3475417.568865 + Penalty 3320.555286 = -3472097.013579 nChanged 132 SP:Iteration 29Q (24177.130000 sec): 3 clusters Score: Raw -3475438.446807 + Penalty 3320.555286 = -3472117.891521 nChanged 126 SP:Iteration 30Q (24177.480000 sec): 3 clusters Score: Raw -3475454.532279 + Penalty 3320.555286 = -3472133.976993 nChanged 113 SP:Iteration 31Q (24177.760000 sec): 3 clusters Score: Raw -3475470.149685 + Penalty 3320.555286 = -3472149.594399 nChanged 126 SP:Iteration 32Q (24178.070000 sec): 3 clusters Score: Raw -3475489.542722 + Penalty 3320.555286 = -3472168.987436 nChanged 128 SP:Iteration 33Q (24178.310000 sec): 3 clusters Score: Raw -3475507.736021 + Penalty 3320.555286 = -3472187.180736 nChanged 122 SP:Iteration 34Q (24178.660000 sec): 3 clusters Score: Raw -3475526.923457 + Penalty 3320.555286 = -3472206.368172 nChanged 138 SP:Iteration 35Q (24178.980000 sec): 3 clusters Score: Raw -3475549.945034 + Penalty 3320.555286 = -3472229.389748 nChanged 139 SP:Iteration 36Q (24179.240000 sec): 3 clusters Score: Raw -3475575.739734 + Penalty 3320.555286 = -3472255.184449 nChanged 155 SP:Iteration 37Q (24179.550000 sec): 3 clusters Score: Raw -3475604.613344 + Penalty 3320.555286 = -3472284.058058 nChanged 152 SP:Iteration 38Q (24179.850000 sec): 3 clusters Score: Raw -3475634.817451 + Penalty 3320.555286 = -3472314.262165 nChanged 169 SP:Iteration 39Q (24180.160000 sec): 3 clusters Score: Raw -3475667.289894 + Penalty 3320.555286 = -3472346.734608 nChanged 154 SP:Iteration 40F (24180.460000 sec): 3 clusters Score: Raw -3475695.790931 + Penalty 3320.555286 = -3472375.235645 nChanged 152 SP:Iteration 41Q (24180.780000 sec): 3 clusters Score: Raw -3475724.976857 + Penalty 3320.555286 = -3472404.421571 nChanged 165 SP:Iteration 42Q (24181.100000 sec): 3 clusters Score: Raw -3475758.402575 + Penalty 3320.555286 = -3472437.847289 nChanged 181 SP:Iteration 43Q (24181.430000 sec): 3 clusters Score: Raw -3475798.805100 + Penalty 3320.555286 = -3472478.249814 nChanged 188 SP:Iteration 44Q (24181.740000 sec): 3 clusters Score: Raw -3475843.153442 + Penalty 3320.555286 = -3472522.598156 nChanged 183 SP:Iteration 45Q (24182.050000 sec): 3 clusters Score: Raw -3475883.242233 + Penalty 3320.555286 = -3472562.686947 nChanged 155 SP:Iteration 46Q (24182.340000 sec): 3 clusters Score: Raw -3475916.882706 + Penalty 3320.555286 = -3472596.327420 nChanged 148 SP:Iteration 47Q (24182.650000 sec): 3 clusters Score: Raw -3475948.090476 + Penalty 3320.555286 = -3472627.535190 nChanged 153 SP:Iteration 48Q (24182.940000 sec): 3 clusters Score: Raw -3475977.916259 + Penalty 3320.555286 = -3472657.360973 nChanged 151 SP:Iteration 49Q (24183.240000 sec): 3 clusters Score: Raw -3476012.036933 + Penalty 3320.555286 = -3472691.481647 nChanged 152 SP:Iteration 50Q (24183.550000 sec): 3 clusters Score: Raw -3476045.133784 + Penalty 3320.555286 = -3472724.578498 nChanged 149 SP:Iteration 51Q (24183.870000 sec): 3 clusters Score: Raw -3476080.369170 + Penalty 3320.555286 = -3472759.813884 nChanged 154 SP:Iteration 52Q (24184.170000 sec): 3 clusters Score: Raw -3476119.323343 + Penalty 3320.555286 = -3472798.768057 nChanged 140 SP:Iteration 53Q (24184.470000 sec): 3 clusters Score: Raw -3476155.358356 + Penalty 3320.555286 = -3472834.803070 nChanged 135 SP:Iteration 54Q (24184.760000 sec): 3 clusters Score: Raw -3476189.266560 + Penalty 3320.555286 = -3472868.711274 nChanged 128 SP:Iteration 55Q (24185.070000 sec): 3 clusters Score: Raw -3476222.972701 + Penalty 3320.555286 = -3472902.417415 nChanged 121 SP:Iteration 56Q (24185.340000 sec): 3 clusters Score: Raw -3476256.110126 + Penalty 3320.555286 = -3472935.554841 nChanged 112 SP:Iteration 57Q (24185.620000 sec): 3 clusters Score: Raw -3476284.745122 + Penalty 3320.555286 = -3472964.189837 nChanged 115 SP:Iteration 58Q (24185.910000 sec): 3 clusters Score: Raw -3476315.496149 + Penalty 3320.555286 = -3472994.940863 nChanged 120 SP:Iteration 59Q (24186.210000 sec): 3 clusters Score: Raw -3476350.523066 + Penalty 3320.555286 = -3473029.967780 nChanged 115 SP:Iteration 60F (24186.540000 sec): 3 clusters Score: Raw -3476383.331427 + Penalty 3320.555286 = -3473062.776141 nChanged 102 SP:Iteration 61Q (24186.850000 sec): 3 clusters Score: Raw -3476415.852150 + Penalty 3320.555286 = -3473095.296864 nChanged 109 SP:Iteration 62Q (24187.110000 sec): 3 clusters Score: Raw -3476451.264292 + Penalty 3320.555286 = -3473130.709006 nChanged 102 SP:Iteration 63Q (24187.410000 sec): 3 clusters Score: Raw -3476478.901007 + Penalty 3320.555286 = -3473158.345721 nChanged 94 SP:Iteration 64Q (24187.690000 sec): 3 clusters Score: Raw -3476501.390685 + Penalty 3320.555286 = -3473180.835399 nChanged 74 SP:Iteration 65Q (24187.980000 sec): 3 clusters Score: Raw -3476519.300475 + Penalty 3320.555286 = -3473198.745189 nChanged 71 SP:Iteration 66Q (24188.260000 sec): 3 clusters Score: Raw -3476533.784201 + Penalty 3320.555286 = -3473213.228916 nChanged 54 SP:Iteration 67Q (24188.530000 sec): 3 clusters Score: Raw -3476545.240760 + Penalty 3320.555286 = -3473224.685475 nChanged 57 SP:Iteration 68Q (24188.830000 sec): 3 clusters Score: Raw -3476559.737808 + Penalty 3320.555286 = -3473239.182522 nChanged 57 SP:Iteration 69Q (24189.060000 sec): 3 clusters Score: Raw -3476572.995041 + Penalty 3320.555286 = -3473252.439756 nChanged 49 SP:Iteration 70Q (24189.330000 sec): 3 clusters Score: Raw -3476585.176927 + Penalty 3320.555286 = -3473264.621641 nChanged 46 SP:Iteration 71Q (24189.600000 sec): 3 clusters Score: Raw -3476596.081051 + Penalty 3320.555286 = -3473275.525765 nChanged 45 SP:Iteration 72Q (24189.850000 sec): 3 clusters Score: Raw -3476607.851901 + Penalty 3320.555286 = -3473287.296615 nChanged 42 SP:Iteration 73Q (24190.120000 sec): 3 clusters Score: Raw -3476617.603963 + Penalty 3320.555286 = -3473297.048677 nChanged 48 SP:Iteration 74Q (24190.390000 sec): 3 clusters Score: Raw -3476630.701284 + Penalty 3320.555286 = -3473310.145998 nChanged 46 SP:Iteration 75Q (24190.720000 sec): 3 clusters Score: Raw -3476642.103961 + Penalty 3320.555286 = -3473321.548676 nChanged 32 SP:Iteration 76Q (24191.010000 sec): 3 clusters Score: Raw -3476649.211668 + Penalty 3320.555286 = -3473328.656382 nChanged 30 SP:Iteration 77Q (24191.250000 sec): 3 clusters Score: Raw -3476657.702939 + Penalty 3320.555286 = -3473337.147653 nChanged 37 SP:Iteration 78Q (24191.520000 sec): 3 clusters Score: Raw -3476666.772342 + Penalty 3320.555286 = -3473346.217056 nChanged 48 SP:Iteration 79Q (24191.860000 sec): 3 clusters Score: Raw -3476680.100769 + Penalty 3320.555286 = -3473359.545483 nChanged 43 SP:Iteration 80F (24192.130000 sec): 3 clusters Score: Raw -3476693.319185 + Penalty 3320.555286 = -3473372.763899 nChanged 38 SP:Iteration 81Q (24192.460000 sec): 3 clusters Score: Raw -3476704.760747 + Penalty 3320.555286 = -3473384.205461 nChanged 35 SP:Iteration 82Q (24192.730000 sec): 3 clusters Score: Raw -3476712.418770 + Penalty 3320.555286 = -3473391.863484 nChanged 31 SP:Iteration 83Q (24193.020000 sec): 3 clusters Score: Raw -3476720.783724 + Penalty 3320.555286 = -3473400.228438 nChanged 33 SP:Iteration 84Q (24193.340000 sec): 3 clusters Score: Raw -3476730.590863 + Penalty 3320.555286 = -3473410.035577 nChanged 32 SP:Iteration 85Q (24193.650000 sec): 3 clusters Score: Raw -3476740.186441 + Penalty 3320.555286 = -3473419.631155 nChanged 28 SP:Iteration 86Q (24193.940000 sec): 3 clusters Score: Raw -3476747.999402 + Penalty 3320.555286 = -3473427.444116 nChanged 23 SP:Iteration 87Q (24194.170000 sec): 3 clusters Score: Raw -3476753.878090 + Penalty 3320.555286 = -3473433.322805 nChanged 13 SP:Iteration 88Q (24194.480000 sec): 3 clusters Score: Raw -3476757.104513 + Penalty 3320.555286 = -3473436.549227 nChanged 17 SP:Iteration 89Q (24194.750000 sec): 3 clusters Score: Raw -3476760.854131 + Penalty 3320.555286 = -3473440.298846 nChanged 15 SP:Iteration 90Q (24195.110000 sec): 3 clusters Score: Raw -3476764.066656 + Penalty 3320.555286 = -3473443.511371 nChanged 7 SP:Iteration 91Q (24195.400000 sec): 3 clusters Score: Raw -3476765.443737 + Penalty 3320.555286 = -3473444.888451 nChanged 8 SP:Iteration 92Q (24195.700000 sec): 3 clusters Score: Raw -3476767.578648 + Penalty 3320.555286 = -3473447.023363 nChanged 3 SP:Iteration 93Q (24195.980000 sec): 3 clusters Score: Raw -3476768.478536 + Penalty 3320.555286 = -3473447.923250 nChanged 5 SP:Iteration 94Q (24196.250000 sec): 3 clusters Score: Raw -3476769.626810 + Penalty 3320.555286 = -3473449.071525 nChanged 4 SP:Iteration 95Q (24196.560000 sec): 3 clusters Score: Raw -3476770.449119 + Penalty 3320.555286 = -3473449.893834 nChanged 4 SP:Iteration 96Q (24196.830000 sec): 3 clusters Score: Raw -3476771.961606 + Penalty 3320.555286 = -3473451.406320 nChanged 11 SP:Iteration 97Q (24197.140000 sec): 3 clusters Score: Raw -3476774.618980 + Penalty 3320.555286 = -3473454.063694 nChanged 8 SP:Iteration 98Q (24197.440000 sec): 3 clusters Score: Raw -3476776.325101 + Penalty 3320.555286 = -3473455.769815 nChanged 6 SP:Iteration 99Q (24197.760000 sec): 3 clusters Score: Raw -3476777.516094 + Penalty 3320.555286 = -3473456.960808 nChanged 8 SP:Iteration 100F (24198.090000 sec): 3 clusters Score: Raw -3476778.951169 + Penalty 3320.555286 = -3473458.395883 nChanged 7 SP:Iteration 101Q (24198.400000 sec): 3 clusters Score: Raw -3476780.307443 + Penalty 3320.555286 = -3473459.752158 nChanged 3 SP:Iteration 102Q (24198.680000 sec): 3 clusters Score: Raw -3476780.616680 + Penalty 3320.555286 = -3473460.061394 nChanged 3 SP:Iteration 103Q (24198.950000 sec): 3 clusters Score: Raw -3476780.903742 + Penalty 3320.555286 = -3473460.348456 nChanged 1 SP:Iteration 104Q (24199.230000 sec): 3 clusters Score: Raw -3476781.144381 + Penalty 3320.555286 = -3473460.589096 nChanged 3 SP:Iteration 105Q (24199.500000 sec): 3 clusters Score: Raw -3476781.343367 + Penalty 3320.555286 = -3473460.788082 nChanged 1 SP:Iteration 106Q (24199.760000 sec): 3 clusters Score: Raw -3476781.583295 + Penalty 3320.555286 = -3473461.028010 nChanged 1 SP:Iteration 107Q (24200.050000 sec): 3 clusters Score: Raw -3476781.734747 + Penalty 3320.555286 = -3473461.179461 nChanged 2 SP:Iteration 108Q (24200.330000 sec): 3 clusters Score: Raw -3476782.143929 + Penalty 3320.555286 = -3473461.588643 nChanged 2 SP:Iteration 109Q (24200.630000 sec): 3 clusters Score: Raw -3476782.339252 + Penalty 3320.555286 = -3473461.783966 nChanged 2 SP:Iteration 110Q (24200.900000 sec): 3 clusters Score: Raw -3476782.985848 + Penalty 3320.555286 = -3473462.430562 nChanged 5 SP:Iteration 111Q (24201.160000 sec): 3 clusters Score: Raw -3476784.854667 + Penalty 3320.555286 = -3473464.299381 nChanged 9 SP:Iteration 112Q (24201.450000 sec): 3 clusters Score: Raw -3476786.923438 + Penalty 3320.555286 = -3473466.368152 nChanged 8 SP:Iteration 113Q (24201.690000 sec): 3 clusters Score: Raw -3476789.032132 + Penalty 3320.555286 = -3473468.476846 nChanged 10 SP:Iteration 114Q (24202.000000 sec): 3 clusters Score: Raw -3476791.420833 + Penalty 3320.555286 = -3473470.865547 nChanged 6 SP:Iteration 115Q (24202.280000 sec): 3 clusters Score: Raw -3476792.642011 + Penalty 3320.555286 = -3473472.086725 nChanged 3 SP:Iteration 116Q (24202.590000 sec): 3 clusters Score: Raw -3476793.468638 + Penalty 3320.555286 = -3473472.913353 nChanged 5 SP:Iteration 117Q (24202.900000 sec): 3 clusters Score: Raw -3476795.016392 + Penalty 3320.555286 = -3473474.461106 nChanged 8 SP:Iteration 118Q (24203.190000 sec): 3 clusters Score: Raw -3476796.498022 + Penalty 3320.555286 = -3473475.942736 nChanged 5 SP:Iteration 119Q (24203.530000 sec): 3 clusters Score: Raw -3476797.954868 + Penalty 3320.555286 = -3473477.399583 nChanged 4 SP:Iteration 120F (24203.890000 sec): 3 clusters Score: Raw -3476799.427584 + Penalty 3320.555286 = -3473478.872298 nChanged 6 SP:Iteration 121Q (24204.170000 sec): 3 clusters Score: Raw -3476800.941854 + Penalty 3320.555286 = -3473480.386568 nChanged 6 SP:Iteration 122Q (24204.500000 sec): 3 clusters Score: Raw -3476802.100262 + Penalty 3320.555286 = -3473481.544976 nChanged 3 SP:Iteration 123Q (24204.800000 sec): 3 clusters Score: Raw -3476802.691525 + Penalty 3320.555286 = -3473482.136239 nChanged 3 SP:Iteration 124Q (24205.100000 sec): 3 clusters Score: Raw -3476803.211403 + Penalty 3320.555286 = -3473482.656117 nChanged 3 SP:Iteration 125Q (24205.400000 sec): 3 clusters Score: Raw -3476804.468000 + Penalty 3320.555286 = -3473483.912715 nChanged 4 SP:Iteration 126Q (24205.680000 sec): 3 clusters Score: Raw -3476805.670847 + Penalty 3320.555286 = -3473485.115561 nChanged 5 SP:Iteration 127Q (24205.980000 sec): 3 clusters Score: Raw -3476807.342333 + Penalty 3320.555286 = -3473486.787047 nChanged 5 SP:Iteration 128Q (24206.260000 sec): 3 clusters Score: Raw -3476808.558174 + Penalty 3320.555286 = -3473488.002888 nChanged 3 SP:Iteration 129Q (24206.540000 sec): 3 clusters Score: Raw -3476809.717498 + Penalty 3320.555286 = -3473489.162212 nChanged 3 SP:Iteration 130Q (24206.850000 sec): 3 clusters Score: Raw -3476810.384336 + Penalty 3320.555286 = -3473489.829050 nChanged 2 SP:Iteration 131Q (24207.160000 sec): 3 clusters Score: Raw -3476810.861937 + Penalty 3320.555286 = -3473490.306651 nChanged 2 SP:Iteration 132Q (24207.500000 sec): 3 clusters Score: Raw -3476811.184948 + Penalty 3320.555286 = -3473490.629663 nChanged 2 SP:Iteration 133Q (24207.830000 sec): 3 clusters Score: Raw -3476811.549300 + Penalty 3320.555286 = -3473490.994014 nChanged 1 SP:Iteration 134Q (24208.100000 sec): 3 clusters Score: Raw -3476811.846313 + Penalty 3320.555286 = -3473491.291028 nChanged 1 SP:Iteration 135Q (24208.390000 sec): 3 clusters Score: Raw -3476812.005092 + Penalty 3320.555286 = -3473491.449806 nChanged 1 SP:Iteration 136Q (24208.650000 sec): 3 clusters Score: Raw -3476812.172239 + Penalty 3320.555286 = -3473491.616953 nChanged 1 SP:Iteration 137Q (24208.930000 sec): 3 clusters Score: Raw -3476812.499311 + Penalty 3320.555286 = -3473491.944026 nChanged 0 SP:Iteration 138F (24209.260000 sec): 3 clusters Score: Raw -3476812.499311 + Penalty 3320.555286 = -3473491.944026 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24209.480000 sec): 2 clusters Score: Raw -2758676.808107 + Penalty 1623.975246 = -2757052.832861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24209.770000 sec): 3 clusters Score: Raw -2745368.661036 + Penalty 3247.950492 = -2742120.710545 nChanged 10033 SP:Iteration 1F (24210.060000 sec): 3 clusters Score: Raw -2750769.997538 + Penalty 3247.950492 = -2747522.047046 nChanged 1058 SP:Iteration 2Q (24210.360000 sec): 3 clusters Score: Raw -2751108.764479 + Penalty 3247.950492 = -2747860.813987 nChanged 924 SP:Iteration 3Q (24210.630000 sec): 3 clusters Score: Raw -2751402.871780 + Penalty 3247.950492 = -2748154.921288 nChanged 885 SP:Iteration 4Q (24210.950000 sec): 3 clusters Score: Raw -2751712.728244 + Penalty 3247.950492 = -2748464.777753 nChanged 865 SP:Iteration 5Q (24211.220000 sec): 3 clusters Score: Raw -2752050.503798 + Penalty 3247.950492 = -2748802.553306 nChanged 919 SP:Iteration 6Q (24211.520000 sec): 3 clusters Score: Raw -2752471.881699 + Penalty 3247.950492 = -2749223.931207 nChanged 1001 SP:Iteration 7Q (24211.790000 sec): 3 clusters Score: Raw -2753031.191094 + Penalty 3247.950492 = -2749783.240602 nChanged 1113 SP:Iteration 8F (24212.150000 sec): 3 clusters Score: Raw -2753736.045904 + Penalty 3247.950492 = -2750488.095413 nChanged 1207 SP:Iteration 9F (24212.430000 sec): 3 clusters Score: Raw -2754643.241881 + Penalty 3247.950492 = -2751395.291389 nChanged 1238 SP:Iteration 10F (24212.740000 sec): 3 clusters Score: Raw -2755766.759005 + Penalty 3247.950492 = -2752518.808513 nChanged 1135 SP:Iteration 11F (24212.960000 sec): 3 clusters Score: Raw -2756963.927892 + Penalty 3247.950492 = -2753715.977400 nChanged 918 SP:Iteration 12Q (24213.280000 sec): 3 clusters Score: Raw -2757900.443997 + Penalty 3247.950492 = -2754652.493506 nChanged 597 SP:Iteration 13Q (24213.580000 sec): 3 clusters Score: Raw -2758308.694120 + Penalty 3247.950492 = -2755060.743629 nChanged 426 SP:Iteration 14Q (24213.830000 sec): 3 clusters Score: Raw -2758493.612706 + Penalty 3247.950492 = -2755245.662214 nChanged 237 SP:Iteration 15Q (24214.120000 sec): 3 clusters Score: Raw -2758571.602754 + Penalty 3247.950492 = -2755323.652262 nChanged 184 SP:Iteration 16Q (24214.380000 sec): 3 clusters Score: Raw -2758627.037217 + Penalty 3247.950492 = -2755379.086725 nChanged 143 SP:Iteration 17Q (24214.650000 sec): 3 clusters Score: Raw -2758661.190313 + Penalty 3247.950492 = -2755413.239821 nChanged 111 SP:Iteration 18Q (24214.930000 sec): 3 clusters Score: Raw -2758683.108799 + Penalty 3247.950492 = -2755435.158308 nChanged 82 SP:Iteration 19Q (24215.210000 sec): 3 clusters Score: Raw -2758696.801463 + Penalty 3247.950492 = -2755448.850971 nChanged 80 SP:Iteration 20F (24215.490000 sec): 3 clusters Score: Raw -2758710.159820 + Penalty 3247.950492 = -2755462.209328 nChanged 65 SP:Iteration 21Q (24215.780000 sec): 3 clusters Score: Raw -2758720.603547 + Penalty 3247.950492 = -2755472.653055 nChanged 59 SP:Iteration 22Q (24216.060000 sec): 3 clusters Score: Raw -2758729.803802 + Penalty 3247.950492 = -2755481.853310 nChanged 45 SP:Iteration 23Q (24216.330000 sec): 3 clusters Score: Raw -2758735.284056 + Penalty 3247.950492 = -2755487.333564 nChanged 27 SP:Iteration 24Q (24216.580000 sec): 3 clusters Score: Raw -2758738.134843 + Penalty 3247.950492 = -2755490.184351 nChanged 22 SP:Iteration 25Q (24216.850000 sec): 3 clusters Score: Raw -2758740.399174 + Penalty 3247.950492 = -2755492.448682 nChanged 19 SP:Iteration 26Q (24217.100000 sec): 3 clusters Score: Raw -2758742.216310 + Penalty 3247.950492 = -2755494.265818 nChanged 14 SP:Iteration 27Q (24217.360000 sec): 3 clusters Score: Raw -2758743.439415 + Penalty 3247.950492 = -2755495.488923 nChanged 11 SP:Iteration 28Q (24217.630000 sec): 3 clusters Score: Raw -2758744.170674 + Penalty 3247.950492 = -2755496.220183 nChanged 5 SP:Iteration 29Q (24217.910000 sec): 3 clusters Score: Raw -2758744.760227 + Penalty 3247.950492 = -2755496.809736 nChanged 8 SP:Iteration 30Q (24218.230000 sec): 3 clusters Score: Raw -2758745.672954 + Penalty 3247.950492 = -2755497.722462 nChanged 12 SP:Iteration 31Q (24218.500000 sec): 3 clusters Score: Raw -2758747.070735 + Penalty 3247.950492 = -2755499.120244 nChanged 13 SP:Iteration 32Q (24218.820000 sec): 3 clusters Score: Raw -2758748.302514 + Penalty 3247.950492 = -2755500.352022 nChanged 10 SP:Iteration 33Q (24219.140000 sec): 3 clusters Score: Raw -2758749.308467 + Penalty 3247.950492 = -2755501.357975 nChanged 10 SP:Iteration 34Q (24219.400000 sec): 3 clusters Score: Raw -2758750.202711 + Penalty 3247.950492 = -2755502.252220 nChanged 10 SP:Iteration 35Q (24219.700000 sec): 3 clusters Score: Raw -2758750.952284 + Penalty 3247.950492 = -2755503.001792 nChanged 5 SP:Iteration 36Q (24219.910000 sec): 3 clusters Score: Raw -2758751.459368 + Penalty 3247.950492 = -2755503.508877 nChanged 6 SP:Iteration 37Q (24220.200000 sec): 3 clusters Score: Raw -2758752.059506 + Penalty 3247.950492 = -2755504.109014 nChanged 2 SP:Iteration 38Q (24220.520000 sec): 3 clusters Score: Raw -2758752.296521 + Penalty 3247.950492 = -2755504.346029 nChanged 2 SP:Iteration 39Q (24220.810000 sec): 3 clusters Score: Raw -2758752.461221 + Penalty 3247.950492 = -2755504.510730 nChanged 1 SP:Iteration 40F (24221.070000 sec): 3 clusters Score: Raw -2758752.564946 + Penalty 3247.950492 = -2755504.614455 nChanged 3 SP:Iteration 41Q (24221.340000 sec): 3 clusters Score: Raw -2758752.833972 + Penalty 3247.950492 = -2755504.883480 nChanged 1 SP:Iteration 42Q (24221.640000 sec): 3 clusters Score: Raw -2758752.859525 + Penalty 3247.950492 = -2755504.909033 nChanged 0 SP:Iteration 43F (24221.900000 sec): 3 clusters Score: Raw -2758752.859525 + Penalty 3247.950492 = -2755504.909033 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24221.990000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24222.160000 sec): 3 clusters Score: Raw -19316.838250 + Penalty 1684.079654 = -17632.758596 nChanged 18 SP:Iteration 1F (24222.370000 sec): 3 clusters Score: Raw -19393.577387 + Penalty 1684.079654 = -17709.497733 nChanged 7 SP:Iteration 2Q (24222.500000 sec): 3 clusters Score: Raw -19426.511832 + Penalty 1684.079654 = -17742.432178 nChanged 2 SP:Iteration 3Q (24222.680000 sec): 3 clusters Score: Raw -19435.774549 + Penalty 1684.079654 = -17751.694895 nChanged 1 SP:Iteration 4Q (24222.860000 sec): 3 clusters Score: Raw -19445.383932 + Penalty 1684.079654 = -17761.304278 nChanged 1 SP:Iteration 5Q (24223.080000 sec): 3 clusters Score: Raw -19456.580625 + Penalty 1684.079654 = -17772.500971 nChanged 2 SP:Iteration 6Q (24223.250000 sec): 3 clusters Score: Raw -19475.866919 + Penalty 1684.079654 = -17791.787265 nChanged 1 SP:Iteration 7Q (24223.390000 sec): 3 clusters Score: Raw -19495.371296 + Penalty 1684.079654 = -17811.291643 nChanged 2 SP:Iteration 8Q (24223.550000 sec): 3 clusters Score: Raw -19583.965905 + Penalty 1684.079654 = -17899.886251 nChanged 1 SP:Iteration 9Q (24223.770000 sec): 3 clusters Score: Raw -19588.176774 + Penalty 1684.079654 = -17904.097120 nChanged 0 SP:Iteration 10F (24223.960000 sec): 3 clusters Score: Raw -19588.176774 + Penalty 1684.079654 = -17904.097120 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24224.080000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24224.210000 sec): 3 clusters Score: Raw -83307.111551 + Penalty 2147.600203 = -81159.511347 nChanged 191 SP:Iteration 1F (24224.400000 sec): 3 clusters Score: Raw -83570.323439 + Penalty 2147.600203 = -81422.723236 nChanged 64 SP:Iteration 2F (24224.540000 sec): 3 clusters Score: Raw -83683.771146 + Penalty 2147.600203 = -81536.170943 nChanged 37 SP:Iteration 3Q (24224.720000 sec): 3 clusters Score: Raw -83767.730335 + Penalty 2147.600203 = -81620.130132 nChanged 26 SP:Iteration 4Q (24224.930000 sec): 3 clusters Score: Raw -83826.977322 + Penalty 2147.600203 = -81679.377119 nChanged 23 SP:Iteration 5Q (24225.080000 sec): 3 clusters Score: Raw -83882.770089 + Penalty 2147.600203 = -81735.169886 nChanged 26 SP:Iteration 6Q (24225.240000 sec): 3 clusters Score: Raw -83939.045122 + Penalty 2147.600203 = -81791.444919 nChanged 13 SP:Iteration 7Q (24225.420000 sec): 3 clusters Score: Raw -83955.356309 + Penalty 2147.600203 = -81807.756106 nChanged 7 SP:Iteration 8Q (24225.600000 sec): 3 clusters Score: Raw -83965.033557 + Penalty 2147.600203 = -81817.433354 nChanged 9 SP:Iteration 9Q (24225.750000 sec): 3 clusters Score: Raw -83977.169158 + Penalty 2147.600203 = -81829.568955 nChanged 12 SP:Iteration 10Q (24225.970000 sec): 3 clusters Score: Raw -83995.634119 + Penalty 2147.600203 = -81848.033915 nChanged 12 SP:Iteration 11Q (24226.110000 sec): 3 clusters Score: Raw -84021.958170 + Penalty 2147.600203 = -81874.357967 nChanged 10 SP:Iteration 12Q (24226.300000 sec): 3 clusters Score: Raw -84039.538294 + Penalty 2147.600203 = -81891.938090 nChanged 5 SP:Iteration 13Q (24226.460000 sec): 3 clusters Score: Raw -84047.137923 + Penalty 2147.600203 = -81899.537720 nChanged 5 SP:Iteration 14Q (24226.690000 sec): 3 clusters Score: Raw -84055.459389 + Penalty 2147.600203 = -81907.859186 nChanged 2 SP:Iteration 15Q (24226.860000 sec): 3 clusters Score: Raw -84060.070784 + Penalty 2147.600203 = -81912.470581 nChanged 3 SP:Iteration 16Q (24227.020000 sec): 3 clusters Score: Raw -84061.696485 + Penalty 2147.600203 = -81914.096282 nChanged 1 SP:Iteration 17Q (24227.180000 sec): 3 clusters Score: Raw -84063.259110 + Penalty 2147.600203 = -81915.658906 nChanged 2 SP:Iteration 18Q (24227.380000 sec): 3 clusters Score: Raw -84066.096612 + Penalty 2147.600203 = -81918.496409 nChanged 0 SP:Iteration 19F (24227.560000 sec): 3 clusters Score: Raw -84066.096612 + Penalty 2147.600203 = -81918.496409 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24227.630000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24227.800000 sec): 3 clusters Score: Raw -24621.158057 + Penalty 1748.466640 = -22872.691417 nChanged 27 SP:Iteration 1F (24227.980000 sec): 3 clusters Score: Raw -24695.270353 + Penalty 1748.466640 = -22946.803713 nChanged 12 SP:Iteration 2F (24228.150000 sec): 3 clusters Score: Raw -24738.754386 + Penalty 1748.466640 = -22990.287746 nChanged 7 SP:Iteration 3Q (24228.320000 sec): 3 clusters Score: Raw -24766.188330 + Penalty 1748.466640 = -23017.721690 nChanged 1 SP:Iteration 4Q (24228.520000 sec): 3 clusters Score: Raw -24772.296704 + Penalty 1748.466640 = -23023.830064 nChanged 1 SP:Iteration 5Q (24228.640000 sec): 3 clusters Score: Raw -24781.783868 + Penalty 1748.466640 = -23033.317228 nChanged 1 SP:Iteration 6Q (24228.880000 sec): 3 clusters Score: Raw -24784.876407 + Penalty 1748.466640 = -23036.409768 nChanged 2 SP:Iteration 7Q (24229.030000 sec): 3 clusters Score: Raw -24790.113176 + Penalty 1748.466640 = -23041.646536 nChanged 0 SP:Iteration 8F (24229.210000 sec): 3 clusters Score: Raw -24790.113176 + Penalty 1748.466640 = -23041.646536 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24229.310000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24229.480000 sec): 3 clusters Score: Raw -30745.899198 + Penalty 1839.331720 = -28906.567478 nChanged 54 SP:Iteration 1F (24229.650000 sec): 3 clusters Score: Raw -30973.982676 + Penalty 1839.331720 = -29134.650956 nChanged 22 SP:Iteration 2F (24229.820000 sec): 3 clusters Score: Raw -31205.729109 + Penalty 1839.331720 = -29366.397389 nChanged 20 SP:Iteration 3F (24230.010000 sec): 3 clusters Score: Raw -31303.352874 + Penalty 1839.331720 = -29464.021154 nChanged 9 SP:Iteration 4Q (24230.170000 sec): 3 clusters Score: Raw -31339.607351 + Penalty 1839.331720 = -29500.275631 nChanged 4 SP:Iteration 5Q (24230.370000 sec): 3 clusters Score: Raw -31358.184097 + Penalty 1839.331720 = -29518.852377 nChanged 3 SP:Iteration 6Q (24230.530000 sec): 3 clusters Score: Raw -31376.311152 + Penalty 1839.331720 = -29536.979432 nChanged 4 SP:Iteration 7Q (24230.710000 sec): 3 clusters Score: Raw -31389.128304 + Penalty 1839.331720 = -29549.796583 nChanged 3 SP:Iteration 8Q (24230.920000 sec): 3 clusters Score: Raw -31401.391463 + Penalty 1839.331720 = -29562.059742 nChanged 2 SP:Iteration 9Q (24231.090000 sec): 3 clusters Score: Raw -31408.740146 + Penalty 1839.331720 = -29569.408426 nChanged 1 SP:Iteration 10Q (24231.250000 sec): 3 clusters Score: Raw -31412.467686 + Penalty 1839.331720 = -29573.135966 nChanged 1 SP:Iteration 11Q (24231.430000 sec): 3 clusters Score: Raw -31417.933631 + Penalty 1839.331720 = -29578.601911 nChanged 1 SP:Iteration 12Q (24231.660000 sec): 3 clusters Score: Raw -31423.137742 + Penalty 1839.331720 = -29583.806022 nChanged 0 SP:Iteration 13F (24231.830000 sec): 3 clusters Score: Raw -31423.137742 + Penalty 1839.331720 = -29583.806022 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24231.930000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24232.090000 sec): 3 clusters Score: Raw -48823.538145 + Penalty 1970.730193 = -46852.807952 nChanged 102 SP:Iteration 1F (24232.270000 sec): 3 clusters Score: Raw -49013.353474 + Penalty 1970.730193 = -47042.623282 nChanged 29 SP:Iteration 2F (24232.460000 sec): 3 clusters Score: Raw -49082.590457 + Penalty 1970.730193 = -47111.860265 nChanged 15 SP:Iteration 3Q (24232.600000 sec): 3 clusters Score: Raw -49129.537867 + Penalty 1970.730193 = -47158.807674 nChanged 17 SP:Iteration 4Q (24232.780000 sec): 3 clusters Score: Raw -49178.895913 + Penalty 1970.730193 = -47208.165720 nChanged 14 SP:Iteration 5Q (24232.950000 sec): 3 clusters Score: Raw -49225.298692 + Penalty 1970.730193 = -47254.568500 nChanged 12 SP:Iteration 6Q (24233.150000 sec): 3 clusters Score: Raw -49270.354217 + Penalty 1970.730193 = -47299.624024 nChanged 7 SP:Iteration 7Q (24233.310000 sec): 3 clusters Score: Raw -49297.767478 + Penalty 1970.730193 = -47327.037285 nChanged 6 SP:Iteration 8Q (24233.470000 sec): 3 clusters Score: Raw -49319.729540 + Penalty 1970.730193 = -47348.999347 nChanged 4 SP:Iteration 9Q (24233.660000 sec): 3 clusters Score: Raw -49332.673112 + Penalty 1970.730193 = -47361.942920 nChanged 3 SP:Iteration 10Q (24233.870000 sec): 3 clusters Score: Raw -49338.077965 + Penalty 1970.730193 = -47367.347772 nChanged 4 SP:Iteration 11Q (24234.040000 sec): 3 clusters Score: Raw -49347.736818 + Penalty 1970.730193 = -47377.006625 nChanged 0 SP:Iteration 12F (24234.210000 sec): 3 clusters Score: Raw -49347.736818 + Penalty 1970.730193 = -47377.006625 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24234.270000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24234.450000 sec): 3 clusters Score: Raw -48613.238403 + Penalty 1963.855671 = -46649.382732 nChanged 76 SP:Iteration 1F (24234.610000 sec): 3 clusters Score: Raw -48758.361940 + Penalty 1963.855671 = -46794.506269 nChanged 21 SP:Iteration 2Q (24234.770000 sec): 3 clusters Score: Raw -48800.541032 + Penalty 1963.855671 = -46836.685361 nChanged 6 SP:Iteration 3Q (24234.990000 sec): 3 clusters Score: Raw -48812.585491 + Penalty 1963.855671 = -46848.729820 nChanged 5 SP:Iteration 4Q (24235.150000 sec): 3 clusters Score: Raw -48822.861446 + Penalty 1963.855671 = -46859.005775 nChanged 6 SP:Iteration 5Q (24235.340000 sec): 3 clusters Score: Raw -48834.616024 + Penalty 1963.855671 = -46870.760353 nChanged 4 SP:Iteration 6Q (24235.470000 sec): 3 clusters Score: Raw -48844.862814 + Penalty 1963.855671 = -46881.007144 nChanged 8 SP:Iteration 7Q (24235.690000 sec): 3 clusters Score: Raw -48857.509868 + Penalty 1963.855671 = -46893.654197 nChanged 1 SP:Iteration 8Q (24235.830000 sec): 3 clusters Score: Raw -48858.285560 + Penalty 1963.855671 = -46894.429889 nChanged 0 SP:Iteration 9F (24236.000000 sec): 3 clusters Score: Raw -48858.285560 + Penalty 1963.855671 = -46894.429889 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24236.090000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24236.300000 sec): 3 clusters Score: Raw -30422.927098 + Penalty 1812.183459 = -28610.743639 nChanged 39 SP:Iteration 1F (24236.460000 sec): 3 clusters Score: Raw -30530.546184 + Penalty 1812.183459 = -28718.362725 nChanged 13 SP:Iteration 2Q (24236.670000 sec): 3 clusters Score: Raw -30572.425650 + Penalty 1812.183459 = -28760.242192 nChanged 3 SP:Iteration 3Q (24236.830000 sec): 3 clusters Score: Raw -30586.591139 + Penalty 1812.183459 = -28774.407680 nChanged 1 SP:Iteration 4Q (24237.040000 sec): 3 clusters Score: Raw -30593.764421 + Penalty 1812.183459 = -28781.580963 nChanged 1 SP:Iteration 5Q (24237.200000 sec): 3 clusters Score: Raw -30595.163140 + Penalty 1812.183459 = -28782.979681 nChanged 0 SP:Iteration 6F (24237.370000 sec): 3 clusters Score: Raw -30595.163140 + Penalty 1812.183459 = -28782.979681 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24237.460000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24237.640000 sec): 3 clusters Score: Raw -30702.940285 + Penalty 1835.916627 = -28867.023657 nChanged 48 SP:Iteration 1F (24237.820000 sec): 3 clusters Score: Raw -30958.263906 + Penalty 1835.916627 = -29122.347278 nChanged 28 SP:Iteration 2F (24237.980000 sec): 3 clusters Score: Raw -31078.356391 + Penalty 1835.916627 = -29242.439764 nChanged 14 SP:Iteration 3Q (24238.190000 sec): 3 clusters Score: Raw -31118.442454 + Penalty 1835.916627 = -29282.525827 nChanged 8 SP:Iteration 4Q (24238.340000 sec): 3 clusters Score: Raw -31143.131819 + Penalty 1835.916627 = -29307.215192 nChanged 5 SP:Iteration 5Q (24238.510000 sec): 3 clusters Score: Raw -31162.099628 + Penalty 1835.916627 = -29326.183001 nChanged 3 SP:Iteration 6Q (24238.720000 sec): 3 clusters Score: Raw -31172.948454 + Penalty 1835.916627 = -29337.031827 nChanged 2 SP:Iteration 7Q (24238.890000 sec): 3 clusters Score: Raw -31189.358330 + Penalty 1835.916627 = -29353.441703 nChanged 2 SP:Iteration 8Q (24239.070000 sec): 3 clusters Score: Raw -31193.431714 + Penalty 1835.916627 = -29357.515087 nChanged 1 SP:Iteration 9Q (24239.280000 sec): 3 clusters Score: Raw -31194.366531 + Penalty 1835.916627 = -29358.449904 nChanged 1 SP:Iteration 10Q (24239.460000 sec): 3 clusters Score: Raw -31198.306844 + Penalty 1835.916627 = -29362.390217 nChanged 0 SP:Iteration 11F (24239.650000 sec): 3 clusters Score: Raw -31198.306844 + Penalty 1835.916627 = -29362.390217 nChanged 0 Iteration 539Q (24268.670000 sec): 27 clusters Score: Raw -146384810.376886 + Penalty 59152.524245 = -146325657.852642 nChanged 21 Iteration 540F (24322.610000 sec): 27 clusters Score: Raw -146384810.683616 + Penalty 59152.524245 = -146325658.159372 nChanged 16 Iteration 541Q (24363.770000 sec): 27 clusters Score: Raw -146384811.095947 + Penalty 59152.524245 = -146325658.571702 nChanged 16 Iteration 542Q (24405.890000 sec): 27 clusters Score: Raw -146384811.314548 + Penalty 59152.524245 = -146325658.790303 nChanged 15 Iteration 543Q (24448.420000 sec): 27 clusters Score: Raw -146384811.665350 + Penalty 59152.524245 = -146325659.141106 nChanged 14 Iteration 544Q (24493.000000 sec): 27 clusters Score: Raw -146384812.096233 + Penalty 59152.524245 = -146325659.571989 nChanged 13 Iteration 545Q (24531.870000 sec): 27 clusters Score: Raw -146384812.573380 + Penalty 59152.524245 = -146325660.049136 nChanged 22 Iteration 546Q (24574.600000 sec): 27 clusters Score: Raw -146384813.246262 + Penalty 59152.524245 = -146325660.722017 nChanged 26 Iteration 547Q (24606.200000 sec): 27 clusters Score: Raw -146384813.775170 + Penalty 59152.524245 = -146325661.250926 nChanged 22 Iteration 548Q (24637.660000 sec): 27 clusters Score: Raw -146384814.160908 + Penalty 59152.524245 = -146325661.636663 nChanged 21 Iteration 549Q (24668.320000 sec): 27 clusters Score: Raw -146384814.475299 + Penalty 59152.524245 = -146325661.951054 nChanged 24 Iteration 550Q (24697.510000 sec): 27 clusters Score: Raw -146384814.827844 + Penalty 59152.524245 = -146325662.303599 nChanged 20 Iteration 551Q (24728.400000 sec): 27 clusters Score: Raw -146384815.224414 + Penalty 59152.524245 = -146325662.700169 nChanged 20 Iteration 552Q (24758.660000 sec): 27 clusters Score: Raw -146384815.574492 + Penalty 59152.524245 = -146325663.050247 nChanged 17 Iteration 553Q (24790.860000 sec): 27 clusters Score: Raw -146384815.840093 + Penalty 59152.524245 = -146325663.315848 nChanged 15 Iteration 554Q (24818.260000 sec): 27 clusters Score: Raw -146384816.081419 + Penalty 59152.524245 = -146325663.557175 nChanged 15 Iteration 555Q (24850.260000 sec): 27 clusters Score: Raw -146384816.330582 + Penalty 59152.524245 = -146325663.806338 nChanged 18 Iteration 556Q (24885.110000 sec): 27 clusters Score: Raw -146384816.533935 + Penalty 59152.524245 = -146325664.009691 nChanged 13 Iteration 557Q (24927.510000 sec): 27 clusters Score: Raw -146384816.650842 + Penalty 59152.524245 = -146325664.126598 nChanged 12 Iteration 558Q (24960.000000 sec): 27 clusters Score: Raw -146384816.747611 + Penalty 59152.524245 = -146325664.223366 nChanged 14 Iteration 559Q (24988.620000 sec): 27 clusters Score: Raw -146384817.012791 + Penalty 59152.524245 = -146325664.488546 nChanged 14 Iteration 560F (25039.420000 sec): 27 clusters Score: Raw -146384817.204791 + Penalty 59152.524245 = -146325664.680546 nChanged 12 Iteration 561Q (25065.170000 sec): 27 clusters Score: Raw -146384817.285907 + Penalty 59152.524245 = -146325664.761662 nChanged 5 Iteration 562Q (25094.690000 sec): 27 clusters Score: Raw -146384817.355188 + Penalty 59152.524245 = -146325664.830943 nChanged 7 Iteration 563Q (25122.770000 sec): 27 clusters Score: Raw -146384817.509975 + Penalty 59152.524245 = -146325664.985731 nChanged 6 Iteration 564Q (25151.750000 sec): 27 clusters Score: Raw -146384817.947880 + Penalty 59152.524245 = -146325665.423636 nChanged 11 Iteration 565Q (25181.170000 sec): 27 clusters Score: Raw -146384818.539708 + Penalty 59152.524245 = -146325666.015463 nChanged 14 Iteration 566Q (25211.730000 sec): 27 clusters Score: Raw -146384819.033281 + Penalty 59152.524245 = -146325666.509037 nChanged 14 Iteration 567Q (25246.050000 sec): 27 clusters Score: Raw -146384819.369716 + Penalty 59152.524245 = -146325666.845471 nChanged 15 Iteration 568Q (25276.500000 sec): 27 clusters Score: Raw -146384819.851584 + Penalty 59152.524245 = -146325667.327340 nChanged 14 Iteration 569Q (25305.510000 sec): 27 clusters Score: Raw -146384820.106140 + Penalty 59152.524245 = -146325667.581895 nChanged 13 Iteration 570Q (25333.880000 sec): 27 clusters Score: Raw -146384820.366809 + Penalty 59152.524245 = -146325667.842565 nChanged 12 Iteration 571Q (25365.300000 sec): 27 clusters Score: Raw -146384820.652526 + Penalty 59152.524245 = -146325668.128281 nChanged 8 Iteration 572Q (25396.290000 sec): 27 clusters Score: Raw -146384820.747901 + Penalty 59152.524245 = -146325668.223657 nChanged 8 Iteration 573Q (25427.970000 sec): 27 clusters Score: Raw -146384821.072033 + Penalty 59152.524245 = -146325668.547789 nChanged 9 Iteration 574Q (25455.650000 sec): 27 clusters Score: Raw -146384821.266294 + Penalty 59152.524245 = -146325668.742049 nChanged 4 Iteration 575Q (25485.060000 sec): 27 clusters Score: Raw -146384821.298806 + Penalty 59152.524245 = -146325668.774561 nChanged 5 Iteration 576Q (25515.720000 sec): 27 clusters Score: Raw -146384821.348532 + Penalty 59152.524245 = -146325668.824287 nChanged 1 Iteration 577Q (25545.370000 sec): 27 clusters Score: Raw -146384821.363793 + Penalty 59152.524245 = -146325668.839548 nChanged 1 Iteration 578Q (25576.100000 sec): 27 clusters Score: Raw -146384821.371021 + Penalty 59152.524245 = -146325668.846777 nChanged 1 Writing temp clu file Because OldScore, -146325668.839548, is greater than current (better) Score,-146325668.846777 Compute initial score before splitting: Score: Raw -146384821.371021 + Penalty 59152.524245 = -146325668.846777 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (9795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25576.530000 sec): 2 clusters Score: Raw -1192428.549436 + Penalty 1493.314441 = -1190935.234994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25576.740000 sec): 3 clusters Score: Raw -1186857.044066 + Penalty 2986.628882 = -1183870.415184 nChanged 4201 SP:Iteration 1F (25576.960000 sec): 3 clusters Score: Raw -1189003.607682 + Penalty 2986.628882 = -1186016.978799 nChanged 572 SP:Iteration 2F (25577.190000 sec): 3 clusters Score: Raw -1189214.412608 + Penalty 2986.628882 = -1186227.783726 nChanged 437 SP:Iteration 3Q (25577.480000 sec): 3 clusters Score: Raw -1189351.908448 + Penalty 2986.628882 = -1186365.279566 nChanged 352 SP:Iteration 4Q (25577.710000 sec): 3 clusters Score: Raw -1189460.452208 + Penalty 2986.628882 = -1186473.823326 nChanged 307 SP:Iteration 5Q (25577.950000 sec): 3 clusters Score: Raw -1189551.395469 + Penalty 2986.628882 = -1186564.766586 nChanged 270 SP:Iteration 6Q (25578.160000 sec): 3 clusters Score: Raw -1189638.289448 + Penalty 2986.628882 = -1186651.660565 nChanged 270 SP:Iteration 7Q (25578.400000 sec): 3 clusters Score: Raw -1189735.719449 + Penalty 2986.628882 = -1186749.090567 nChanged 294 SP:Iteration 8Q (25578.600000 sec): 3 clusters Score: Raw -1189844.747393 + Penalty 2986.628882 = -1186858.118510 nChanged 295 SP:Iteration 9Q (25578.820000 sec): 3 clusters Score: Raw -1189972.868087 + Penalty 2986.628882 = -1186986.239204 nChanged 347 SP:Iteration 10Q (25579.080000 sec): 3 clusters Score: Raw -1190137.279913 + Penalty 2986.628882 = -1187150.651031 nChanged 387 SP:Iteration 11Q (25579.320000 sec): 3 clusters Score: Raw -1190356.909954 + Penalty 2986.628882 = -1187370.281071 nChanged 477 SP:Iteration 12Q (25579.570000 sec): 3 clusters Score: Raw -1190673.823651 + Penalty 2986.628882 = -1187687.194768 nChanged 516 SP:Iteration 13F (25579.750000 sec): 3 clusters Score: Raw -1191091.582257 + Penalty 2986.628882 = -1188104.953374 nChanged 570 SP:Iteration 14F (25579.950000 sec): 3 clusters Score: Raw -1191561.703853 + Penalty 2986.628882 = -1188575.074970 nChanged 454 SP:Iteration 15Q (25580.180000 sec): 3 clusters Score: Raw -1191937.244512 + Penalty 2986.628882 = -1188950.615629 nChanged 375 SP:Iteration 16Q (25580.440000 sec): 3 clusters Score: Raw -1192225.501973 + Penalty 2986.628882 = -1189238.873091 nChanged 291 SP:Iteration 17Q (25580.670000 sec): 3 clusters Score: Raw -1192434.634864 + Penalty 2986.628882 = -1189448.005982 nChanged 224 SP:Iteration 18Q (25580.860000 sec): 3 clusters Score: Raw -1192585.074387 + Penalty 2986.628882 = -1189598.445505 nChanged 180 SP:Iteration 19Q (25581.070000 sec): 3 clusters Score: Raw -1192710.813558 + Penalty 2986.628882 = -1189724.184676 nChanged 163 SP:Iteration 20F (25581.290000 sec): 3 clusters Score: Raw -1192840.993292 + Penalty 2986.628882 = -1189854.364410 nChanged 133 SP:Iteration 21Q (25581.520000 sec): 3 clusters Score: Raw -1192941.594733 + Penalty 2986.628882 = -1189954.965851 nChanged 128 SP:Iteration 22Q (25581.750000 sec): 3 clusters Score: Raw -1193044.967435 + Penalty 2986.628882 = -1190058.338553 nChanged 126 SP:Iteration 23Q (25581.960000 sec): 3 clusters Score: Raw -1193125.815092 + Penalty 2986.628882 = -1190139.186209 nChanged 93 SP:Iteration 24Q (25582.200000 sec): 3 clusters Score: Raw -1193172.483389 + Penalty 2986.628882 = -1190185.854506 nChanged 66 SP:Iteration 25Q (25582.380000 sec): 3 clusters Score: Raw -1193195.391020 + Penalty 2986.628882 = -1190208.762137 nChanged 49 SP:Iteration 26Q (25582.620000 sec): 3 clusters Score: Raw -1193211.623604 + Penalty 2986.628882 = -1190224.994722 nChanged 34 SP:Iteration 27Q (25582.840000 sec): 3 clusters Score: Raw -1193220.326005 + Penalty 2986.628882 = -1190233.697123 nChanged 24 SP:Iteration 28Q (25583.110000 sec): 3 clusters Score: Raw -1193225.810405 + Penalty 2986.628882 = -1190239.181523 nChanged 12 SP:Iteration 29Q (25583.270000 sec): 3 clusters Score: Raw -1193227.460089 + Penalty 2986.628882 = -1190240.831206 nChanged 9 SP:Iteration 30Q (25583.550000 sec): 3 clusters Score: Raw -1193228.859241 + Penalty 2986.628882 = -1190242.230359 nChanged 9 SP:Iteration 31Q (25583.750000 sec): 3 clusters Score: Raw -1193230.105386 + Penalty 2986.628882 = -1190243.476504 nChanged 7 SP:Iteration 32Q (25583.970000 sec): 3 clusters Score: Raw -1193231.041117 + Penalty 2986.628882 = -1190244.412235 nChanged 8 SP:Iteration 33Q (25584.170000 sec): 3 clusters Score: Raw -1193232.495510 + Penalty 2986.628882 = -1190245.866627 nChanged 11 SP:Iteration 34Q (25584.490000 sec): 3 clusters Score: Raw -1193235.474152 + Penalty 2986.628882 = -1190248.845269 nChanged 15 SP:Iteration 35Q (25584.710000 sec): 3 clusters Score: Raw -1193237.807586 + Penalty 2986.628882 = -1190251.178704 nChanged 8 SP:Iteration 36Q (25584.930000 sec): 3 clusters Score: Raw -1193239.346109 + Penalty 2986.628882 = -1190252.717226 nChanged 9 SP:Iteration 37Q (25585.150000 sec): 3 clusters Score: Raw -1193240.654130 + Penalty 2986.628882 = -1190254.025248 nChanged 5 SP:Iteration 38Q (25585.310000 sec): 3 clusters Score: Raw -1193241.199628 + Penalty 2986.628882 = -1190254.570745 nChanged 5 SP:Iteration 39Q (25585.530000 sec): 3 clusters Score: Raw -1193242.306273 + Penalty 2986.628882 = -1190255.677391 nChanged 9 SP:Iteration 40F (25585.730000 sec): 3 clusters Score: Raw -1193243.849575 + Penalty 2986.628882 = -1190257.220693 nChanged 6 SP:Iteration 41Q (25585.970000 sec): 3 clusters Score: Raw -1193244.636828 + Penalty 2986.628882 = -1190258.007946 nChanged 5 SP:Iteration 42Q (25586.240000 sec): 3 clusters Score: Raw -1193245.193094 + Penalty 2986.628882 = -1190258.564212 nChanged 3 SP:Iteration 43Q (25586.450000 sec): 3 clusters Score: Raw -1193245.509577 + Penalty 2986.628882 = -1190258.880694 nChanged 8 SP:Iteration 44Q (25586.720000 sec): 3 clusters Score: Raw -1193246.591973 + Penalty 2986.628882 = -1190259.963091 nChanged 4 SP:Iteration 45Q (25586.940000 sec): 3 clusters Score: Raw -1193247.220944 + Penalty 2986.628882 = -1190260.592061 nChanged 4 SP:Iteration 46Q (25587.150000 sec): 3 clusters Score: Raw -1193247.674892 + Penalty 2986.628882 = -1190261.046009 nChanged 3 SP:Iteration 47Q (25587.390000 sec): 3 clusters Score: Raw -1193247.984424 + Penalty 2986.628882 = -1190261.355541 nChanged 2 SP:Iteration 48Q (25587.600000 sec): 3 clusters Score: Raw -1193248.146795 + Penalty 2986.628882 = -1190261.517913 nChanged 1 SP:Iteration 49Q (25587.810000 sec): 3 clusters Score: Raw -1193248.349122 + Penalty 2986.628882 = -1190261.720240 nChanged 1 SP:Iteration 50Q (25588.050000 sec): 3 clusters Score: Raw -1193248.401245 + Penalty 2986.628882 = -1190261.772363 nChanged 1 SP:Iteration 51Q (25588.250000 sec): 3 clusters Score: Raw -1193248.491292 + Penalty 2986.628882 = -1190261.862409 nChanged 0 SP:Iteration 52F (25588.480000 sec): 3 clusters Score: Raw -1193248.491292 + Penalty 2986.628882 = -1190261.862409 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25588.710000 sec): 2 clusters Score: Raw -3356754.255334 + Penalty 1659.760231 = -3355094.495104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25589.050000 sec): 3 clusters Score: Raw -3340073.439515 + Penalty 3319.520461 = -3336753.919054 nChanged 12400 SP:Iteration 1F (25589.350000 sec): 3 clusters Score: Raw -3346718.988376 + Penalty 3319.520461 = -3343399.467915 nChanged 1110 SP:Iteration 2Q (25589.670000 sec): 3 clusters Score: Raw -3347010.376703 + Penalty 3319.520461 = -3343690.856241 nChanged 1009 SP:Iteration 3Q (25589.930000 sec): 3 clusters Score: Raw -3347276.316320 + Penalty 3319.520461 = -3343956.795859 nChanged 881 SP:Iteration 4Q (25590.270000 sec): 3 clusters Score: Raw -3347503.071820 + Penalty 3319.520461 = -3344183.551359 nChanged 849 SP:Iteration 5Q (25590.610000 sec): 3 clusters Score: Raw -3347719.736989 + Penalty 3319.520461 = -3344400.216527 nChanged 830 SP:Iteration 6Q (25590.960000 sec): 3 clusters Score: Raw -3347942.997133 + Penalty 3319.520461 = -3344623.476672 nChanged 858 SP:Iteration 7Q (25591.340000 sec): 3 clusters Score: Raw -3348223.518733 + Penalty 3319.520461 = -3344903.998271 nChanged 961 SP:Iteration 8Q (25591.730000 sec): 3 clusters Score: Raw -3348606.238204 + Penalty 3319.520461 = -3345286.717742 nChanged 1181 SP:Iteration 9Q (25592.050000 sec): 3 clusters Score: Raw -3349175.391937 + Penalty 3319.520461 = -3345855.871476 nChanged 1422 SP:Iteration 10F (25592.370000 sec): 3 clusters Score: Raw -3350012.326780 + Penalty 3319.520461 = -3346692.806319 nChanged 1668 SP:Iteration 11F (25592.700000 sec): 3 clusters Score: Raw -3351222.373741 + Penalty 3319.520461 = -3347902.853279 nChanged 1755 SP:Iteration 12F (25593.090000 sec): 3 clusters Score: Raw -3352666.776850 + Penalty 3319.520461 = -3349347.256389 nChanged 1617 SP:Iteration 13F (25593.410000 sec): 3 clusters Score: Raw -3354134.345609 + Penalty 3319.520461 = -3350814.825147 nChanged 1259 SP:Iteration 14Q (25593.710000 sec): 3 clusters Score: Raw -3355316.837326 + Penalty 3319.520461 = -3351997.316864 nChanged 816 SP:Iteration 15Q (25593.960000 sec): 3 clusters Score: Raw -3356071.270365 + Penalty 3319.520461 = -3352751.749904 nChanged 454 SP:Iteration 16Q (25594.300000 sec): 3 clusters Score: Raw -3356485.655990 + Penalty 3319.520461 = -3353166.135528 nChanged 219 SP:Iteration 17Q (25594.620000 sec): 3 clusters Score: Raw -3356686.113029 + Penalty 3319.520461 = -3353366.592568 nChanged 101 SP:Iteration 18Q (25594.930000 sec): 3 clusters Score: Raw -3356780.899534 + Penalty 3319.520461 = -3353461.379073 nChanged 51 SP:Iteration 19Q (25595.220000 sec): 3 clusters Score: Raw -3356834.391644 + Penalty 3319.520461 = -3353514.871183 nChanged 27 SP:Iteration 20F (25595.610000 sec): 3 clusters Score: Raw -3356866.239424 + Penalty 3319.520461 = -3353546.718963 nChanged 24 SP:Iteration 21Q (25595.910000 sec): 3 clusters Score: Raw -3356892.433198 + Penalty 3319.520461 = -3353572.912737 nChanged 13 SP:Iteration 22Q (25596.220000 sec): 3 clusters Score: Raw -3356906.905194 + Penalty 3319.520461 = -3353587.384732 nChanged 9 SP:Iteration 23Q (25596.540000 sec): 3 clusters Score: Raw -3356918.080825 + Penalty 3319.520461 = -3353598.560363 nChanged 9 SP:Iteration 24Q (25596.850000 sec): 3 clusters Score: Raw -3356932.631585 + Penalty 3319.520461 = -3353613.111124 nChanged 8 SP:Iteration 25Q (25597.170000 sec): 3 clusters Score: Raw -3356939.940220 + Penalty 3319.520461 = -3353620.419759 nChanged 3 SP:Iteration 26Q (25597.430000 sec): 3 clusters Score: Raw -3356942.610318 + Penalty 3319.520461 = -3353623.089857 nChanged 1 SP:Iteration 27Q (25597.750000 sec): 3 clusters Score: Raw -3356943.697440 + Penalty 3319.520461 = -3353624.176979 nChanged 0 SP:Iteration 28F (25598.090000 sec): 3 clusters Score: Raw -3356943.697440 + Penalty 3319.520461 = -3353624.176979 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25598.270000 sec): 2 clusters Score: Raw -1930314.100500 + Penalty 1564.699357 = -1928749.401143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25598.550000 sec): 3 clusters Score: Raw -1921583.664609 + Penalty 3129.398714 = -1918454.265895 nChanged 6657 SP:Iteration 1F (25598.790000 sec): 3 clusters Score: Raw -1925145.246386 + Penalty 3129.398714 = -1922015.847672 nChanged 844 SP:Iteration 2F (25599.030000 sec): 3 clusters Score: Raw -1925510.692719 + Penalty 3129.398714 = -1922381.294005 nChanged 908 SP:Iteration 3F (25599.330000 sec): 3 clusters Score: Raw -1926033.709524 + Penalty 3129.398714 = -1922904.310811 nChanged 1022 SP:Iteration 4F (25599.530000 sec): 3 clusters Score: Raw -1926743.148755 + Penalty 3129.398714 = -1923613.750041 nChanged 1119 SP:Iteration 5F (25599.740000 sec): 3 clusters Score: Raw -1927676.103769 + Penalty 3129.398714 = -1924546.705055 nChanged 1104 SP:Iteration 6F (25599.940000 sec): 3 clusters Score: Raw -1928711.138877 + Penalty 3129.398714 = -1925581.740164 nChanged 893 SP:Iteration 7F (25600.200000 sec): 3 clusters Score: Raw -1929567.062425 + Penalty 3129.398714 = -1926437.663711 nChanged 524 SP:Iteration 8Q (25600.440000 sec): 3 clusters Score: Raw -1930053.932395 + Penalty 3129.398714 = -1926924.533681 nChanged 302 SP:Iteration 9Q (25600.650000 sec): 3 clusters Score: Raw -1930365.969926 + Penalty 3129.398714 = -1927236.571212 nChanged 144 SP:Iteration 10Q (25600.880000 sec): 3 clusters Score: Raw -1930528.305073 + Penalty 3129.398714 = -1927398.906359 nChanged 70 SP:Iteration 11Q (25601.090000 sec): 3 clusters Score: Raw -1930605.918095 + Penalty 3129.398714 = -1927476.519381 nChanged 34 SP:Iteration 12Q (25601.330000 sec): 3 clusters Score: Raw -1930661.979569 + Penalty 3129.398714 = -1927532.580855 nChanged 28 SP:Iteration 13Q (25601.570000 sec): 3 clusters Score: Raw -1930694.015529 + Penalty 3129.398714 = -1927564.616815 nChanged 24 SP:Iteration 14Q (25601.810000 sec): 3 clusters Score: Raw -1930724.613951 + Penalty 3129.398714 = -1927595.215237 nChanged 16 SP:Iteration 15Q (25602.030000 sec): 3 clusters Score: Raw -1930741.407064 + Penalty 3129.398714 = -1927612.008350 nChanged 5 SP:Iteration 16Q (25602.270000 sec): 3 clusters Score: Raw -1930744.913330 + Penalty 3129.398714 = -1927615.514616 nChanged 4 SP:Iteration 17Q (25602.510000 sec): 3 clusters Score: Raw -1930747.158906 + Penalty 3129.398714 = -1927617.760192 nChanged 2 SP:Iteration 18Q (25602.690000 sec): 3 clusters Score: Raw -1930748.430507 + Penalty 3129.398714 = -1927619.031793 nChanged 1 SP:Iteration 19Q (25602.920000 sec): 3 clusters Score: Raw -1930749.058153 + Penalty 3129.398714 = -1927619.659439 nChanged 1 SP:Iteration 20F (25603.160000 sec): 3 clusters Score: Raw -1930749.478292 + Penalty 3129.398714 = -1927620.079578 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25606.870000 sec): 2 clusters Score: Raw -114010946.433728 + Penalty 2233.148206 = -114008713.285523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25611.390000 sec): 3 clusters Score: Raw -113379542.337535 + Penalty 4466.296412 = -113375076.041124 nChanged 458579 SP:Iteration 1F (25616.290000 sec): 3 clusters Score: Raw -113657023.316829 + Penalty 4466.296412 = -113652557.020417 nChanged 17612 SP:Iteration 2Q (25621.280000 sec): 3 clusters Score: Raw -113659519.579766 + Penalty 4466.296412 = -113655053.283354 nChanged 19142 SP:Iteration 3Q (25627.290000 sec): 3 clusters Score: Raw -113662696.330600 + Penalty 4466.296412 = -113658230.034188 nChanged 21349 SP:Iteration 4Q (25632.930000 sec): 3 clusters Score: Raw -113666867.772637 + Penalty 4466.296412 = -113662401.476225 nChanged 24708 SP:Iteration 5Q (25637.840000 sec): 3 clusters Score: Raw -113672833.209574 + Penalty 4466.296412 = -113668366.913163 nChanged 29508 SP:Iteration 6Q (25643.120000 sec): 3 clusters Score: Raw -113681615.025270 + Penalty 4466.296412 = -113677148.728858 nChanged 35653 SP:Iteration 7Q (25647.850000 sec): 3 clusters Score: Raw -113694695.866281 + Penalty 4466.296412 = -113690229.569869 nChanged 42639 SP:Iteration 8Q (25652.210000 sec): 3 clusters Score: Raw -113713768.157430 + Penalty 4466.296412 = -113709301.861018 nChanged 49996 SP:Iteration 9F (25656.830000 sec): 3 clusters Score: Raw -113740771.368596 + Penalty 4466.296412 = -113736305.072184 nChanged 55219 SP:Iteration 10F (25660.650000 sec): 3 clusters Score: Raw -113776065.296487 + Penalty 4466.296412 = -113771599.000075 nChanged 55515 SP:Iteration 11F (25664.920000 sec): 3 clusters Score: Raw -113816722.382760 + Penalty 4466.296412 = -113812256.086348 nChanged 50524 SP:Iteration 12F (25669.770000 sec): 3 clusters Score: Raw -113856973.422869 + Penalty 4466.296412 = -113852507.126457 nChanged 41682 SP:Iteration 13Q (25674.180000 sec): 3 clusters Score: Raw -113889136.962021 + Penalty 4466.296412 = -113884670.665609 nChanged 31342 SP:Iteration 14Q (25678.350000 sec): 3 clusters Score: Raw -113909009.494409 + Penalty 4466.296412 = -113904543.197997 nChanged 22692 SP:Iteration 15Q (25682.770000 sec): 3 clusters Score: Raw -113921422.050276 + Penalty 4466.296412 = -113916955.753864 nChanged 19138 SP:Iteration 16Q (25686.910000 sec): 3 clusters Score: Raw -113931948.305506 + Penalty 4466.296412 = -113927482.009094 nChanged 17884 SP:Iteration 17Q (25690.820000 sec): 3 clusters Score: Raw -113942310.876498 + Penalty 4466.296412 = -113937844.580086 nChanged 16754 SP:Iteration 18Q (25694.940000 sec): 3 clusters Score: Raw -113952542.265659 + Penalty 4466.296412 = -113948075.969247 nChanged 15291 SP:Iteration 19Q (25698.640000 sec): 3 clusters Score: Raw -113962471.069235 + Penalty 4466.296412 = -113958004.772823 nChanged 13517 SP:Iteration 20F (25702.530000 sec): 3 clusters Score: Raw -113971483.804012 + Penalty 4466.296412 = -113967017.507600 nChanged 11656 SP:Iteration 21Q (25706.230000 sec): 3 clusters Score: Raw -113979357.082753 + Penalty 4466.296412 = -113974890.786341 nChanged 9836 SP:Iteration 22Q (25710.060000 sec): 3 clusters Score: Raw -113986016.033126 + Penalty 4466.296412 = -113981549.736715 nChanged 8094 SP:Iteration 23Q (25713.450000 sec): 3 clusters Score: Raw -113991382.282037 + Penalty 4466.296412 = -113986915.985625 nChanged 6615 SP:Iteration 24Q (25716.630000 sec): 3 clusters Score: Raw -113995635.075708 + Penalty 4466.296412 = -113991168.779296 nChanged 5485 SP:Iteration 25Q (25720.480000 sec): 3 clusters Score: Raw -113999062.538639 + Penalty 4466.296412 = -113994596.242228 nChanged 4487 SP:Iteration 26Q (25724.430000 sec): 3 clusters Score: Raw -114001770.629465 + Penalty 4466.296412 = -113997304.333053 nChanged 3703 SP:Iteration 27Q (25728.220000 sec): 3 clusters Score: Raw -114003890.057749 + Penalty 4466.296412 = -113999423.761337 nChanged 3015 SP:Iteration 28Q (25732.230000 sec): 3 clusters Score: Raw -114005552.402246 + Penalty 4466.296412 = -114001086.105835 nChanged 2470 SP:Iteration 29Q (25735.650000 sec): 3 clusters Score: Raw -114006863.986463 + Penalty 4466.296412 = -114002397.690051 nChanged 2086 SP:Iteration 30Q (25739.130000 sec): 3 clusters Score: Raw -114007949.764552 + Penalty 4466.296412 = -114003483.468140 nChanged 1641 SP:Iteration 31Q (25742.230000 sec): 3 clusters Score: Raw -114008729.712084 + Penalty 4466.296412 = -114004263.415672 nChanged 1355 SP:Iteration 32Q (25745.570000 sec): 3 clusters Score: Raw -114009347.439157 + Penalty 4466.296412 = -114004881.142745 nChanged 1098 SP:Iteration 33Q (25748.840000 sec): 3 clusters Score: Raw -114009810.132596 + Penalty 4466.296412 = -114005343.836184 nChanged 875 SP:Iteration 34Q (25751.980000 sec): 3 clusters Score: Raw -114010152.032283 + Penalty 4466.296412 = -114005685.735871 nChanged 742 SP:Iteration 35Q (25755.370000 sec): 3 clusters Score: Raw -114010433.665487 + Penalty 4466.296412 = -114005967.369075 nChanged 600 SP:Iteration 36Q (25758.520000 sec): 3 clusters Score: Raw -114010636.170525 + Penalty 4466.296412 = -114006169.874113 nChanged 485 SP:Iteration 37Q (25761.900000 sec): 3 clusters Score: Raw -114010790.455552 + Penalty 4466.296412 = -114006324.159140 nChanged 401 SP:Iteration 38Q (25765.290000 sec): 3 clusters Score: Raw -114010910.335747 + Penalty 4466.296412 = -114006444.039335 nChanged 335 SP:Iteration 39Q (25768.500000 sec): 3 clusters Score: Raw -114011002.509864 + Penalty 4466.296412 = -114006536.213452 nChanged 247 SP:Iteration 40F (25773.260000 sec): 3 clusters Score: Raw -114011066.871044 + Penalty 4466.296412 = -114006600.574632 nChanged 214 SP:Iteration 41Q (25776.860000 sec): 3 clusters Score: Raw -114011120.485079 + Penalty 4466.296412 = -114006654.188668 nChanged 182 SP:Iteration 42Q (25780.530000 sec): 3 clusters Score: Raw -114011163.367192 + Penalty 4466.296412 = -114006697.070780 nChanged 160 SP:Iteration 43Q (25783.870000 sec): 3 clusters Score: Raw -114011198.487105 + Penalty 4466.296412 = -114006732.190694 nChanged 150 SP:Iteration 44Q (25786.770000 sec): 3 clusters Score: Raw -114011230.952106 + Penalty 4466.296412 = -114006764.655694 nChanged 134 SP:Iteration 45Q (25790.040000 sec): 3 clusters Score: Raw -114011258.748838 + Penalty 4466.296412 = -114006792.452427 nChanged 113 SP:Iteration 46Q (25794.090000 sec): 3 clusters Score: Raw -114011280.226060 + Penalty 4466.296412 = -114006813.929648 nChanged 103 SP:Iteration 47Q (25798.360000 sec): 3 clusters Score: Raw -114011299.067717 + Penalty 4466.296412 = -114006832.771305 nChanged 107 SP:Iteration 48Q (25801.970000 sec): 3 clusters Score: Raw -114011320.764439 + Penalty 4466.296412 = -114006854.468027 nChanged 103 SP:Iteration 49Q (25805.620000 sec): 3 clusters Score: Raw -114011340.519331 + Penalty 4466.296412 = -114006874.222919 nChanged 106 SP:Iteration 50Q (25809.600000 sec): 3 clusters Score: Raw -114011360.281761 + Penalty 4466.296412 = -114006893.985349 nChanged 90 SP:Iteration 51Q (25813.170000 sec): 3 clusters Score: Raw -114011376.346643 + Penalty 4466.296412 = -114006910.050231 nChanged 74 SP:Iteration 52Q (25816.780000 sec): 3 clusters Score: Raw -114011387.889211 + Penalty 4466.296412 = -114006921.592799 nChanged 57 SP:Iteration 53Q (25820.290000 sec): 3 clusters Score: Raw -114011396.754403 + Penalty 4466.296412 = -114006930.457991 nChanged 51 SP:Iteration 54Q (25823.890000 sec): 3 clusters Score: Raw -114011404.073079 + Penalty 4466.296412 = -114006937.776667 nChanged 38 SP:Iteration 55Q (25827.340000 sec): 3 clusters Score: Raw -114011409.169095 + Penalty 4466.296412 = -114006942.872683 nChanged 42 SP:Iteration 56Q (25830.710000 sec): 3 clusters Score: Raw -114011415.850354 + Penalty 4466.296412 = -114006949.553942 nChanged 45 SP:Iteration 57Q (25834.110000 sec): 3 clusters Score: Raw -114011424.177972 + Penalty 4466.296412 = -114006957.881560 nChanged 36 SP:Iteration 58Q (25837.320000 sec): 3 clusters Score: Raw -114011429.246358 + Penalty 4466.296412 = -114006962.949946 nChanged 27 SP:Iteration 59Q (25840.560000 sec): 3 clusters Score: Raw -114011433.282062 + Penalty 4466.296412 = -114006966.985650 nChanged 34 SP:Iteration 60F (25846.430000 sec): 3 clusters Score: Raw -114011438.817077 + Penalty 4466.296412 = -114006972.520665 nChanged 32 SP:Iteration 61Q (25850.040000 sec): 3 clusters Score: Raw -114011442.945238 + Penalty 4466.296412 = -114006976.648826 nChanged 29 SP:Iteration 62Q (25853.180000 sec): 3 clusters Score: Raw -114011447.059210 + Penalty 4466.296412 = -114006980.762798 nChanged 35 SP:Iteration 63Q (25856.960000 sec): 3 clusters Score: Raw -114011454.004911 + Penalty 4466.296412 = -114006987.708499 nChanged 36 SP:Iteration 64Q (25860.790000 sec): 3 clusters Score: Raw -114011460.132481 + Penalty 4466.296412 = -114006993.836069 nChanged 27 SP:Iteration 65Q (25864.320000 sec): 3 clusters Score: Raw -114011464.678383 + Penalty 4466.296412 = -114006998.381971 nChanged 27 SP:Iteration 66Q (25868.110000 sec): 3 clusters Score: Raw -114011469.277049 + Penalty 4466.296412 = -114007002.980638 nChanged 29 SP:Iteration 67Q (25872.010000 sec): 3 clusters Score: Raw -114011473.691707 + Penalty 4466.296412 = -114007007.395295 nChanged 26 SP:Iteration 68Q (25875.520000 sec): 3 clusters Score: Raw -114011477.147591 + Penalty 4466.296412 = -114007010.851179 nChanged 21 SP:Iteration 69Q (25879.320000 sec): 3 clusters Score: Raw -114011479.916475 + Penalty 4466.296412 = -114007013.620063 nChanged 15 SP:Iteration 70Q (25883.030000 sec): 3 clusters Score: Raw -114011481.926802 + Penalty 4466.296412 = -114007015.630390 nChanged 8 SP:Iteration 71Q (25886.690000 sec): 3 clusters Score: Raw -114011483.054119 + Penalty 4466.296412 = -114007016.757707 nChanged 10 SP:Iteration 72Q (25890.390000 sec): 3 clusters Score: Raw -114011484.532309 + Penalty 4466.296412 = -114007018.235897 nChanged 11 SP:Iteration 73Q (25894.080000 sec): 3 clusters Score: Raw -114011485.668141 + Penalty 4466.296412 = -114007019.371729 nChanged 13 SP:Iteration 74Q (25898.360000 sec): 3 clusters Score: Raw -114011487.565823 + Penalty 4466.296412 = -114007021.269412 nChanged 13 SP:Iteration 75Q (25901.940000 sec): 3 clusters Score: Raw -114011489.825897 + Penalty 4466.296412 = -114007023.529485 nChanged 12 SP:Iteration 76Q (25905.490000 sec): 3 clusters Score: Raw -114011490.911913 + Penalty 4466.296412 = -114007024.615501 nChanged 11 SP:Iteration 77Q (25909.150000 sec): 3 clusters Score: Raw -114011492.237971 + Penalty 4466.296412 = -114007025.941559 nChanged 10 SP:Iteration 78Q (25912.680000 sec): 3 clusters Score: Raw -114011493.709118 + Penalty 4466.296412 = -114007027.412706 nChanged 11 SP:Iteration 79Q (25916.160000 sec): 3 clusters Score: Raw -114011495.777436 + Penalty 4466.296412 = -114007029.481024 nChanged 11 SP:Iteration 80F (25920.260000 sec): 3 clusters Score: Raw -114011497.436186 + Penalty 4466.296412 = -114007031.139774 nChanged 14 SP:Iteration 81Q (25924.230000 sec): 3 clusters Score: Raw -114011500.395607 + Penalty 4466.296412 = -114007034.099195 nChanged 17 SP:Iteration 82Q (25927.710000 sec): 3 clusters Score: Raw -114011503.055308 + Penalty 4466.296412 = -114007036.758896 nChanged 5 SP:Iteration 83Q (25931.350000 sec): 3 clusters Score: Raw -114011504.144495 + Penalty 4466.296412 = -114007037.848083 nChanged 12 SP:Iteration 84Q (25934.900000 sec): 3 clusters Score: Raw -114011506.842002 + Penalty 4466.296412 = -114007040.545590 nChanged 11 SP:Iteration 85Q (25938.650000 sec): 3 clusters Score: Raw -114011508.558967 + Penalty 4466.296412 = -114007042.262555 nChanged 5 SP:Iteration 86Q (25942.250000 sec): 3 clusters Score: Raw -114011509.394210 + Penalty 4466.296412 = -114007043.097798 nChanged 8 SP:Iteration 87Q (25946.030000 sec): 3 clusters Score: Raw -114011510.529346 + Penalty 4466.296412 = -114007044.232934 nChanged 11 SP:Iteration 88Q (25950.080000 sec): 3 clusters Score: Raw -114011511.988014 + Penalty 4466.296412 = -114007045.691603 nChanged 7 SP:Iteration 89Q (25953.770000 sec): 3 clusters Score: Raw -114011513.038392 + Penalty 4466.296412 = -114007046.741980 nChanged 7 SP:Iteration 90Q (25957.170000 sec): 3 clusters Score: Raw -114011513.861895 + Penalty 4466.296412 = -114007047.565483 nChanged 7 SP:Iteration 91Q (25960.750000 sec): 3 clusters Score: Raw -114011515.003405 + Penalty 4466.296412 = -114007048.706994 nChanged 3 SP:Iteration 92Q (25964.000000 sec): 3 clusters Score: Raw -114011515.246918 + Penalty 4466.296412 = -114007048.950506 nChanged 4 SP:Iteration 93Q (25967.750000 sec): 3 clusters Score: Raw -114011515.674379 + Penalty 4466.296412 = -114007049.377968 nChanged 3 SP:Iteration 94Q (25971.440000 sec): 3 clusters Score: Raw -114011515.972028 + Penalty 4466.296412 = -114007049.675616 nChanged 5 SP:Iteration 95Q (25975.550000 sec): 3 clusters Score: Raw -114011516.387994 + Penalty 4466.296412 = -114007050.091582 nChanged 2 SP:Iteration 96Q (25979.010000 sec): 3 clusters Score: Raw -114011516.625433 + Penalty 4466.296412 = -114007050.329022 nChanged 0 SP:Iteration 97F (25983.450000 sec): 3 clusters Score: Raw -114011516.625433 + Penalty 4466.296412 = -114007050.329022 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25984.190000 sec): 2 clusters Score: Raw -2730355.276098 + Penalty 1628.918037 = -2728726.358061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25984.490000 sec): 3 clusters Score: Raw -2716681.547550 + Penalty 3257.836073 = -2713423.711477 nChanged 10209 SP:Iteration 1F (25984.840000 sec): 3 clusters Score: Raw -2722296.832036 + Penalty 3257.836073 = -2719038.995963 nChanged 911 SP:Iteration 2Q (25985.120000 sec): 3 clusters Score: Raw -2722542.886850 + Penalty 3257.836073 = -2719285.050776 nChanged 812 SP:Iteration 3Q (25985.440000 sec): 3 clusters Score: Raw -2722807.809113 + Penalty 3257.836073 = -2719549.973040 nChanged 873 SP:Iteration 4Q (25985.740000 sec): 3 clusters Score: Raw -2723124.443050 + Penalty 3257.836073 = -2719866.606977 nChanged 922 SP:Iteration 5Q (25986.030000 sec): 3 clusters Score: Raw -2723563.163934 + Penalty 3257.836073 = -2720305.327860 nChanged 1134 SP:Iteration 6F (25986.310000 sec): 3 clusters Score: Raw -2724261.984038 + Penalty 3257.836073 = -2721004.147965 nChanged 1347 SP:Iteration 7F (25986.640000 sec): 3 clusters Score: Raw -2725263.200988 + Penalty 3257.836073 = -2722005.364915 nChanged 1502 SP:Iteration 8F (25986.910000 sec): 3 clusters Score: Raw -2726598.591206 + Penalty 3257.836073 = -2723340.755132 nChanged 1455 SP:Iteration 9F (25987.250000 sec): 3 clusters Score: Raw -2727977.053154 + Penalty 3257.836073 = -2724719.217081 nChanged 1147 SP:Iteration 10F (25987.560000 sec): 3 clusters Score: Raw -2729054.989055 + Penalty 3257.836073 = -2725797.152982 nChanged 724 SP:Iteration 11Q (25987.900000 sec): 3 clusters Score: Raw -2729689.800965 + Penalty 3257.836073 = -2726431.964891 nChanged 424 SP:Iteration 12Q (25988.190000 sec): 3 clusters Score: Raw -2730063.657322 + Penalty 3257.836073 = -2726805.821249 nChanged 253 SP:Iteration 13Q (25988.440000 sec): 3 clusters Score: Raw -2730265.315814 + Penalty 3257.836073 = -2727007.479740 nChanged 144 SP:Iteration 14Q (25988.730000 sec): 3 clusters Score: Raw -2730396.949744 + Penalty 3257.836073 = -2727139.113670 nChanged 84 SP:Iteration 15Q (25988.970000 sec): 3 clusters Score: Raw -2730465.996831 + Penalty 3257.836073 = -2727208.160758 nChanged 50 SP:Iteration 16Q (25989.250000 sec): 3 clusters Score: Raw -2730498.603307 + Penalty 3257.836073 = -2727240.767234 nChanged 18 SP:Iteration 17Q (25989.550000 sec): 3 clusters Score: Raw -2730508.895922 + Penalty 3257.836073 = -2727251.059849 nChanged 17 SP:Iteration 18Q (25989.830000 sec): 3 clusters Score: Raw -2730521.251414 + Penalty 3257.836073 = -2727263.415340 nChanged 11 SP:Iteration 19Q (25990.110000 sec): 3 clusters Score: Raw -2730530.255820 + Penalty 3257.836073 = -2727272.419746 nChanged 9 SP:Iteration 20F (25990.410000 sec): 3 clusters Score: Raw -2730537.860104 + Penalty 3257.836073 = -2727280.024031 nChanged 9 SP:Iteration 21Q (25990.690000 sec): 3 clusters Score: Raw -2730543.836582 + Penalty 3257.836073 = -2727286.000509 nChanged 7 SP:Iteration 22Q (25990.980000 sec): 3 clusters Score: Raw -2730548.547596 + Penalty 3257.836073 = -2727290.711523 nChanged 7 SP:Iteration 23Q (25991.240000 sec): 3 clusters Score: Raw -2730552.604994 + Penalty 3257.836073 = -2727294.768921 nChanged 7 SP:Iteration 24Q (25991.510000 sec): 3 clusters Score: Raw -2730558.169439 + Penalty 3257.836073 = -2727300.333366 nChanged 7 SP:Iteration 25Q (25991.780000 sec): 3 clusters Score: Raw -2730563.152590 + Penalty 3257.836073 = -2727305.316516 nChanged 5 SP:Iteration 26Q (25992.010000 sec): 3 clusters Score: Raw -2730566.618826 + Penalty 3257.836073 = -2727308.782752 nChanged 3 SP:Iteration 27Q (25992.330000 sec): 3 clusters Score: Raw -2730568.547761 + Penalty 3257.836073 = -2727310.711687 nChanged 3 SP:Iteration 28Q (25992.570000 sec): 3 clusters Score: Raw -2730571.447230 + Penalty 3257.836073 = -2727313.611157 nChanged 4 SP:Iteration 29Q (25992.850000 sec): 3 clusters Score: Raw -2730574.724589 + Penalty 3257.836073 = -2727316.888515 nChanged 2 SP:Iteration 30Q (25993.150000 sec): 3 clusters Score: Raw -2730576.673349 + Penalty 3257.836073 = -2727318.837276 nChanged 3 SP:Iteration 31Q (25993.420000 sec): 3 clusters Score: Raw -2730579.200192 + Penalty 3257.836073 = -2727321.364118 nChanged 2 SP:Iteration 32Q (25993.720000 sec): 3 clusters Score: Raw -2730580.527409 + Penalty 3257.836073 = -2727322.691336 nChanged 1 SP:Iteration 33Q (25993.970000 sec): 3 clusters Score: Raw -2730580.831148 + Penalty 3257.836073 = -2727322.995075 nChanged 2 SP:Iteration 34Q (25994.230000 sec): 3 clusters Score: Raw -2730582.135698 + Penalty 3257.836073 = -2727324.299625 nChanged 2 SP:Iteration 35Q (25994.470000 sec): 3 clusters Score: Raw -2730582.968291 + Penalty 3257.836073 = -2727325.132217 nChanged 1 SP:Iteration 36Q (25994.760000 sec): 3 clusters Score: Raw -2730583.342413 + Penalty 3257.836073 = -2727325.506340 nChanged 0 SP:Iteration 37F (25995.060000 sec): 3 clusters Score: Raw -2730583.342413 + Penalty 3257.836073 = -2727325.506340 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25995.170000 sec): 2 clusters Score: Raw -172933.775250 + Penalty 1180.972882 = -171752.802368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25995.360000 sec): 3 clusters Score: Raw -172383.196432 + Penalty 2361.945764 = -170021.250668 nChanged 474 SP:Iteration 1F (25995.570000 sec): 3 clusters Score: Raw -172748.591003 + Penalty 2361.945764 = -170386.645239 nChanged 114 SP:Iteration 2F (25995.750000 sec): 3 clusters Score: Raw -172858.741853 + Penalty 2361.945764 = -170496.796089 nChanged 74 SP:Iteration 3F (25995.970000 sec): 3 clusters Score: Raw -172925.378001 + Penalty 2361.945764 = -170563.432237 nChanged 45 SP:Iteration 4Q (25996.160000 sec): 3 clusters Score: Raw -172965.481789 + Penalty 2361.945764 = -170603.536025 nChanged 37 SP:Iteration 5Q (25996.320000 sec): 3 clusters Score: Raw -172995.337969 + Penalty 2361.945764 = -170633.392205 nChanged 28 SP:Iteration 6Q (25996.500000 sec): 3 clusters Score: Raw -173018.673431 + Penalty 2361.945764 = -170656.727666 nChanged 21 SP:Iteration 7Q (25996.700000 sec): 3 clusters Score: Raw -173030.338952 + Penalty 2361.945764 = -170668.393188 nChanged 17 SP:Iteration 8Q (25996.890000 sec): 3 clusters Score: Raw -173044.318844 + Penalty 2361.945764 = -170682.373080 nChanged 14 SP:Iteration 9Q (25997.080000 sec): 3 clusters Score: Raw -173053.155346 + Penalty 2361.945764 = -170691.209582 nChanged 10 SP:Iteration 10Q (25997.280000 sec): 3 clusters Score: Raw -173060.588890 + Penalty 2361.945764 = -170698.643126 nChanged 10 SP:Iteration 11Q (25997.470000 sec): 3 clusters Score: Raw -173068.349165 + Penalty 2361.945764 = -170706.403401 nChanged 12 SP:Iteration 12Q (25997.650000 sec): 3 clusters Score: Raw -173080.476575 + Penalty 2361.945764 = -170718.530811 nChanged 15 SP:Iteration 13Q (25997.830000 sec): 3 clusters Score: Raw -173093.135182 + Penalty 2361.945764 = -170731.189418 nChanged 9 SP:Iteration 14Q (25998.030000 sec): 3 clusters Score: Raw -173104.861315 + Penalty 2361.945764 = -170742.915551 nChanged 19 SP:Iteration 15Q (25998.230000 sec): 3 clusters Score: Raw -173121.207967 + Penalty 2361.945764 = -170759.262203 nChanged 17 SP:Iteration 16Q (25998.410000 sec): 3 clusters Score: Raw -173130.715085 + Penalty 2361.945764 = -170768.769321 nChanged 8 SP:Iteration 17Q (25998.600000 sec): 3 clusters Score: Raw -173136.357459 + Penalty 2361.945764 = -170774.411695 nChanged 14 SP:Iteration 18Q (25998.840000 sec): 3 clusters Score: Raw -173145.214371 + Penalty 2361.945764 = -170783.268607 nChanged 8 SP:Iteration 19Q (25998.990000 sec): 3 clusters Score: Raw -173153.903881 + Penalty 2361.945764 = -170791.958117 nChanged 20 SP:Iteration 20F (25999.130000 sec): 3 clusters Score: Raw -173171.466302 + Penalty 2361.945764 = -170809.520538 nChanged 17 SP:Iteration 21Q (25999.280000 sec): 3 clusters Score: Raw -173188.016796 + Penalty 2361.945764 = -170826.071032 nChanged 10 SP:Iteration 22Q (25999.480000 sec): 3 clusters Score: Raw -173193.882250 + Penalty 2361.945764 = -170831.936486 nChanged 8 SP:Iteration 23Q (25999.680000 sec): 3 clusters Score: Raw -173199.666098 + Penalty 2361.945764 = -170837.720334 nChanged 9 SP:Iteration 24Q (25999.850000 sec): 3 clusters Score: Raw -173204.180175 + Penalty 2361.945764 = -170842.234411 nChanged 6 SP:Iteration 25Q (26000.060000 sec): 3 clusters Score: Raw -173207.375459 + Penalty 2361.945764 = -170845.429694 nChanged 6 SP:Iteration 26Q (26000.260000 sec): 3 clusters Score: Raw -173216.862887 + Penalty 2361.945764 = -170854.917123 nChanged 6 SP:Iteration 27Q (26000.450000 sec): 3 clusters Score: Raw -173223.236255 + Penalty 2361.945764 = -170861.290491 nChanged 9 SP:Iteration 28Q (26000.640000 sec): 3 clusters Score: Raw -173235.438687 + Penalty 2361.945764 = -170873.492922 nChanged 12 SP:Iteration 29Q (26000.820000 sec): 3 clusters Score: Raw -173251.191167 + Penalty 2361.945764 = -170889.245403 nChanged 17 SP:Iteration 30Q (26000.970000 sec): 3 clusters Score: Raw -173272.672178 + Penalty 2361.945764 = -170910.726414 nChanged 18 SP:Iteration 31Q (26001.150000 sec): 3 clusters Score: Raw -173292.233714 + Penalty 2361.945764 = -170930.287950 nChanged 16 SP:Iteration 32Q (26001.340000 sec): 3 clusters Score: Raw -173306.838705 + Penalty 2361.945764 = -170944.892941 nChanged 13 SP:Iteration 33Q (26001.520000 sec): 3 clusters Score: Raw -173315.451313 + Penalty 2361.945764 = -170953.505549 nChanged 9 SP:Iteration 34Q (26001.680000 sec): 3 clusters Score: Raw -173324.940173 + Penalty 2361.945764 = -170962.994409 nChanged 10 SP:Iteration 35Q (26001.870000 sec): 3 clusters Score: Raw -173334.293705 + Penalty 2361.945764 = -170972.347941 nChanged 8 SP:Iteration 36Q (26002.000000 sec): 3 clusters Score: Raw -173343.672710 + Penalty 2361.945764 = -170981.726946 nChanged 14 SP:Iteration 37Q (26002.190000 sec): 3 clusters Score: Raw -173367.166386 + Penalty 2361.945764 = -171005.220622 nChanged 24 SP:Iteration 38Q (26002.370000 sec): 3 clusters Score: Raw -173416.205149 + Penalty 2361.945764 = -171054.259385 nChanged 30 SP:Iteration 39Q (26002.470000 sec): 3 clusters Score: Raw -173477.001408 + Penalty 2361.945764 = -171115.055644 nChanged 32 SP:Iteration 40F (26002.690000 sec): 3 clusters Score: Raw -173534.596770 + Penalty 2361.945764 = -171172.651006 nChanged 37 SP:Iteration 41Q (26002.810000 sec): 3 clusters Score: Raw -173645.841601 + Penalty 2361.945764 = -171283.895837 nChanged 37 SP:Iteration 42Q (26002.990000 sec): 3 clusters Score: Raw -173735.564700 + Penalty 2361.945764 = -171373.618936 nChanged 40 SP:Iteration 43Q (26003.110000 sec): 3 clusters Score: Raw -173832.748526 + Penalty 2361.945764 = -171470.802762 nChanged 23 SP:Iteration 44Q (26003.270000 sec): 3 clusters Score: Raw -173887.428717 + Penalty 2361.945764 = -171525.482953 nChanged 8 SP:Iteration 45Q (26003.500000 sec): 3 clusters Score: Raw -173897.526327 + Penalty 2361.945764 = -171535.580563 nChanged 6 SP:Iteration 46Q (26003.700000 sec): 3 clusters Score: Raw -173905.415612 + Penalty 2361.945764 = -171543.469848 nChanged 3 SP:Iteration 47Q (26003.900000 sec): 3 clusters Score: Raw -173907.016615 + Penalty 2361.945764 = -171545.070851 nChanged 0 SP:Iteration 48F (26004.070000 sec): 3 clusters Score: Raw -173907.016615 + Penalty 2361.945764 = -171545.070851 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (94444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26004.590000 sec): 2 clusters Score: Raw -11473923.262811 + Penalty 1861.561381 = -11472061.701430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26005.300000 sec): 3 clusters Score: Raw -11412539.028887 + Penalty 3723.122762 = -11408815.906125 nChanged 44964 SP:Iteration 1F (26006.050000 sec): 3 clusters Score: Raw -11438256.324783 + Penalty 3723.122762 = -11434533.202021 nChanged 2520 SP:Iteration 2Q (26006.850000 sec): 3 clusters Score: Raw -11438684.288168 + Penalty 3723.122762 = -11434961.165405 nChanged 2396 SP:Iteration 3Q (26007.600000 sec): 3 clusters Score: Raw -11439099.183141 + Penalty 3723.122762 = -11435376.060378 nChanged 2332 SP:Iteration 4Q (26008.340000 sec): 3 clusters Score: Raw -11439535.834283 + Penalty 3723.122762 = -11435812.711521 nChanged 2410 SP:Iteration 5Q (26009.060000 sec): 3 clusters Score: Raw -11440026.032238 + Penalty 3723.122762 = -11436302.909476 nChanged 2483 SP:Iteration 6Q (26009.740000 sec): 3 clusters Score: Raw -11440596.115133 + Penalty 3723.122762 = -11436872.992371 nChanged 2678 SP:Iteration 7Q (26010.380000 sec): 3 clusters Score: Raw -11441298.701445 + Penalty 3723.122762 = -11437575.578682 nChanged 2909 SP:Iteration 8Q (26011.050000 sec): 3 clusters Score: Raw -11442136.663264 + Penalty 3723.122762 = -11438413.540502 nChanged 3278 SP:Iteration 9Q (26011.750000 sec): 3 clusters Score: Raw -11443279.858784 + Penalty 3723.122762 = -11439556.736022 nChanged 4062 SP:Iteration 10Q (26012.420000 sec): 3 clusters Score: Raw -11445044.296612 + Penalty 3723.122762 = -11441321.173850 nChanged 5156 SP:Iteration 11F (26013.000000 sec): 3 clusters Score: Raw -11447846.740836 + Penalty 3723.122762 = -11444123.618074 nChanged 6459 SP:Iteration 12F (26013.670000 sec): 3 clusters Score: Raw -11452145.255566 + Penalty 3723.122762 = -11448422.132804 nChanged 7350 SP:Iteration 13F (26014.280000 sec): 3 clusters Score: Raw -11458098.827810 + Penalty 3723.122762 = -11454375.705048 nChanged 7199 SP:Iteration 14F (26014.960000 sec): 3 clusters Score: Raw -11464855.676756 + Penalty 3723.122762 = -11461132.553993 nChanged 5347 SP:Iteration 15F (26015.610000 sec): 3 clusters Score: Raw -11470117.120061 + Penalty 3723.122762 = -11466393.997299 nChanged 2696 SP:Iteration 16Q (26016.260000 sec): 3 clusters Score: Raw -11472711.965716 + Penalty 3723.122762 = -11468988.842953 nChanged 946 SP:Iteration 17Q (26016.830000 sec): 3 clusters Score: Raw -11473593.075720 + Penalty 3723.122762 = -11469869.952958 nChanged 293 SP:Iteration 18Q (26017.460000 sec): 3 clusters Score: Raw -11473888.942333 + Penalty 3723.122762 = -11470165.819570 nChanged 116 SP:Iteration 19Q (26018.070000 sec): 3 clusters Score: Raw -11474032.179980 + Penalty 3723.122762 = -11470309.057217 nChanged 54 SP:Iteration 20F (26018.740000 sec): 3 clusters Score: Raw -11474086.093367 + Penalty 3723.122762 = -11470362.970605 nChanged 24 SP:Iteration 21Q (26019.410000 sec): 3 clusters Score: Raw -11474114.103749 + Penalty 3723.122762 = -11470390.980987 nChanged 21 SP:Iteration 22Q (26020.010000 sec): 3 clusters Score: Raw -11474137.820273 + Penalty 3723.122762 = -11470414.697511 nChanged 19 SP:Iteration 23Q (26020.600000 sec): 3 clusters Score: Raw -11474158.173227 + Penalty 3723.122762 = -11470435.050465 nChanged 13 SP:Iteration 24Q (26021.180000 sec): 3 clusters Score: Raw -11474169.024146 + Penalty 3723.122762 = -11470445.901384 nChanged 6 SP:Iteration 25Q (26021.750000 sec): 3 clusters Score: Raw -11474174.407748 + Penalty 3723.122762 = -11470451.284986 nChanged 3 SP:Iteration 26Q (26022.330000 sec): 3 clusters Score: Raw -11474179.235840 + Penalty 3723.122762 = -11470456.113078 nChanged 4 SP:Iteration 27Q (26022.870000 sec): 3 clusters Score: Raw -11474184.585021 + Penalty 3723.122762 = -11470461.462259 nChanged 3 SP:Iteration 28Q (26023.430000 sec): 3 clusters Score: Raw -11474188.436672 + Penalty 3723.122762 = -11470465.313910 nChanged 8 SP:Iteration 29Q (26023.970000 sec): 3 clusters Score: Raw -11474195.767697 + Penalty 3723.122762 = -11470472.644935 nChanged 3 SP:Iteration 30Q (26024.450000 sec): 3 clusters Score: Raw -11474198.215470 + Penalty 3723.122762 = -11470475.092708 nChanged 2 SP:Iteration 31Q (26025.050000 sec): 3 clusters Score: Raw -11474199.969657 + Penalty 3723.122762 = -11470476.846894 nChanged 3 SP:Iteration 32Q (26025.670000 sec): 3 clusters Score: Raw -11474202.720239 + Penalty 3723.122762 = -11470479.597476 nChanged 2 SP:Iteration 33Q (26026.280000 sec): 3 clusters Score: Raw -11474205.299844 + Penalty 3723.122762 = -11470482.177082 nChanged 1 SP:Iteration 34Q (26026.830000 sec): 3 clusters Score: Raw -11474206.112551 + Penalty 3723.122762 = -11470482.989789 nChanged 0 SP:Iteration 35F (26027.450000 sec): 3 clusters Score: Raw -11474206.112551 + Penalty 3723.122762 = -11470482.989789 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26027.580000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26027.730000 sec): 3 clusters Score: Raw -71139.349202 + Penalty 2090.705530 = -69048.643672 nChanged 159 SP:Iteration 1F (26027.950000 sec): 3 clusters Score: Raw -71331.903439 + Penalty 2090.705530 = -69241.197909 nChanged 42 SP:Iteration 2F (26028.130000 sec): 3 clusters Score: Raw -71386.580752 + Penalty 2090.705530 = -69295.875221 nChanged 25 SP:Iteration 3Q (26028.330000 sec): 3 clusters Score: Raw -71424.084283 + Penalty 2090.705530 = -69333.378752 nChanged 10 SP:Iteration 4Q (26028.560000 sec): 3 clusters Score: Raw -71434.451599 + Penalty 2090.705530 = -69343.746069 nChanged 3 SP:Iteration 5Q (26028.710000 sec): 3 clusters Score: Raw -71438.069086 + Penalty 2090.705530 = -69347.363555 nChanged 5 SP:Iteration 6Q (26028.920000 sec): 3 clusters Score: Raw -71445.516196 + Penalty 2090.705530 = -69354.810666 nChanged 2 SP:Iteration 7Q (26029.100000 sec): 3 clusters Score: Raw -71447.770168 + Penalty 2090.705530 = -69357.064638 nChanged 1 SP:Iteration 8Q (26029.280000 sec): 3 clusters Score: Raw -71448.518162 + Penalty 2090.705530 = -69357.812631 nChanged 1 SP:Iteration 9Q (26029.480000 sec): 3 clusters Score: Raw -71448.903540 + Penalty 2090.705530 = -69358.198010 nChanged 0 SP:Iteration 10F (26029.670000 sec): 3 clusters Score: Raw -71448.903540 + Penalty 2090.705530 = -69358.198010 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26029.740000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26029.910000 sec): 3 clusters Score: Raw -33706.397341 + Penalty 1866.476036 = -31839.921305 nChanged 54 SP:Iteration 1F (26030.090000 sec): 3 clusters Score: Raw -33841.124464 + Penalty 1866.476036 = -31974.648428 nChanged 17 SP:Iteration 2F (26030.260000 sec): 3 clusters Score: Raw -33883.238410 + Penalty 1866.476036 = -32016.762374 nChanged 10 SP:Iteration 3Q (26030.420000 sec): 3 clusters Score: Raw -33918.576254 + Penalty 1866.476036 = -32052.100218 nChanged 7 SP:Iteration 4Q (26030.580000 sec): 3 clusters Score: Raw -33933.248249 + Penalty 1866.476036 = -32066.772213 nChanged 7 SP:Iteration 5Q (26030.770000 sec): 3 clusters Score: Raw -33962.056759 + Penalty 1866.476036 = -32095.580723 nChanged 4 SP:Iteration 6Q (26030.990000 sec): 3 clusters Score: Raw -33986.024674 + Penalty 1866.476036 = -32119.548638 nChanged 6 SP:Iteration 7Q (26031.170000 sec): 3 clusters Score: Raw -34017.422795 + Penalty 1866.476036 = -32150.946759 nChanged 4 SP:Iteration 8Q (26031.370000 sec): 3 clusters Score: Raw -34040.828868 + Penalty 1866.476036 = -32174.352832 nChanged 4 SP:Iteration 9Q (26031.570000 sec): 3 clusters Score: Raw -34049.006066 + Penalty 1866.476036 = -32182.530030 nChanged 2 SP:Iteration 10Q (26031.770000 sec): 3 clusters Score: Raw -34056.252801 + Penalty 1866.476036 = -32189.776765 nChanged 1 SP:Iteration 11Q (26031.980000 sec): 3 clusters Score: Raw -34056.984802 + Penalty 1866.476036 = -32190.508766 nChanged 2 SP:Iteration 12Q (26032.150000 sec): 3 clusters Score: Raw -34059.536536 + Penalty 1866.476036 = -32193.060500 nChanged 2 SP:Iteration 13Q (26032.400000 sec): 3 clusters Score: Raw -34062.029925 + Penalty 1866.476036 = -32195.553889 nChanged 1 SP:Iteration 14Q (26032.520000 sec): 3 clusters Score: Raw -34066.096532 + Penalty 1866.476036 = -32199.620496 nChanged 1 SP:Iteration 15Q (26032.750000 sec): 3 clusters Score: Raw -34068.821683 + Penalty 1866.476036 = -32202.345647 nChanged 0 SP:Iteration 16F (26032.930000 sec): 3 clusters Score: Raw -34068.821683 + Penalty 1866.476036 = -32202.345647 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26032.990000 sec): 2 clusters Score: Raw -93433.278376 + Penalty 1095.334396 = -92337.943980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26033.170000 sec): 3 clusters Score: Raw -93305.728344 + Penalty 2190.668792 = -91115.059552 nChanged 257 SP:Iteration 1F (26033.370000 sec): 3 clusters Score: Raw -93718.499035 + Penalty 2190.668792 = -91527.830243 nChanged 90 SP:Iteration 2F (26033.550000 sec): 3 clusters Score: Raw -93890.541812 + Penalty 2190.668792 = -91699.873020 nChanged 47 SP:Iteration 3F (26033.710000 sec): 3 clusters Score: Raw -93992.753037 + Penalty 2190.668792 = -91802.084245 nChanged 51 SP:Iteration 4F (26033.920000 sec): 3 clusters Score: Raw -94081.087140 + Penalty 2190.668792 = -91890.418348 nChanged 25 SP:Iteration 5Q (26034.160000 sec): 3 clusters Score: Raw -94117.899627 + Penalty 2190.668792 = -91927.230836 nChanged 18 SP:Iteration 6Q (26034.350000 sec): 3 clusters Score: Raw -94145.872430 + Penalty 2190.668792 = -91955.203638 nChanged 12 SP:Iteration 7Q (26034.500000 sec): 3 clusters Score: Raw -94162.163036 + Penalty 2190.668792 = -91971.494244 nChanged 10 SP:Iteration 8Q (26034.690000 sec): 3 clusters Score: Raw -94173.026169 + Penalty 2190.668792 = -91982.357377 nChanged 4 SP:Iteration 9Q (26034.850000 sec): 3 clusters Score: Raw -94182.736240 + Penalty 2190.668792 = -91992.067449 nChanged 5 SP:Iteration 10Q (26035.070000 sec): 3 clusters Score: Raw -94191.057998 + Penalty 2190.668792 = -92000.389206 nChanged 4 SP:Iteration 11Q (26035.210000 sec): 3 clusters Score: Raw -94195.832462 + Penalty 2190.668792 = -92005.163670 nChanged 5 SP:Iteration 12Q (26035.430000 sec): 3 clusters Score: Raw -94203.584543 + Penalty 2190.668792 = -92012.915752 nChanged 7 SP:Iteration 13Q (26035.620000 sec): 3 clusters Score: Raw -94216.755985 + Penalty 2190.668792 = -92026.087193 nChanged 1 SP:Iteration 14Q (26035.810000 sec): 3 clusters Score: Raw -94217.588956 + Penalty 2190.668792 = -92026.920164 nChanged 0 SP:Iteration 15F (26036.020000 sec): 3 clusters Score: Raw -94217.588956 + Penalty 2190.668792 = -92026.920164 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26036.210000 sec): 2 clusters Score: Raw -2165980.250913 + Penalty 1583.327446 = -2164396.923467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26036.520000 sec): 3 clusters Score: Raw -2155866.447122 + Penalty 3166.654892 = -2152699.792229 nChanged 7595 SP:Iteration 1F (26036.820000 sec): 3 clusters Score: Raw -2159821.788013 + Penalty 3166.654892 = -2156655.133121 nChanged 739 SP:Iteration 2Q (26037.180000 sec): 3 clusters Score: Raw -2160048.900422 + Penalty 3166.654892 = -2156882.245529 nChanged 638 SP:Iteration 3Q (26037.440000 sec): 3 clusters Score: Raw -2160218.578876 + Penalty 3166.654892 = -2157051.923984 nChanged 526 SP:Iteration 4Q (26037.750000 sec): 3 clusters Score: Raw -2160360.019449 + Penalty 3166.654892 = -2157193.364556 nChanged 514 SP:Iteration 5Q (26038.020000 sec): 3 clusters Score: Raw -2160494.502270 + Penalty 3166.654892 = -2157327.847378 nChanged 498 SP:Iteration 6Q (26038.320000 sec): 3 clusters Score: Raw -2160629.029980 + Penalty 3166.654892 = -2157462.375087 nChanged 520 SP:Iteration 7Q (26038.610000 sec): 3 clusters Score: Raw -2160781.533530 + Penalty 3166.654892 = -2157614.878638 nChanged 516 SP:Iteration 8Q (26038.910000 sec): 3 clusters Score: Raw -2160956.273581 + Penalty 3166.654892 = -2157789.618689 nChanged 605 SP:Iteration 9Q (26039.210000 sec): 3 clusters Score: Raw -2161223.102705 + Penalty 3166.654892 = -2158056.447813 nChanged 755 SP:Iteration 10Q (26039.530000 sec): 3 clusters Score: Raw -2161686.320714 + Penalty 3166.654892 = -2158519.665822 nChanged 951 SP:Iteration 11F (26039.770000 sec): 3 clusters Score: Raw -2162377.908554 + Penalty 3166.654892 = -2159211.253662 nChanged 1084 SP:Iteration 12F (26040.070000 sec): 3 clusters Score: Raw -2163312.835563 + Penalty 3166.654892 = -2160146.180671 nChanged 1034 SP:Iteration 13F (26040.330000 sec): 3 clusters Score: Raw -2164245.117045 + Penalty 3166.654892 = -2161078.462153 nChanged 830 SP:Iteration 14Q (26040.600000 sec): 3 clusters Score: Raw -2164976.161568 + Penalty 3166.654892 = -2161809.506676 nChanged 613 SP:Iteration 15Q (26040.900000 sec): 3 clusters Score: Raw -2165289.234788 + Penalty 3166.654892 = -2162122.579896 nChanged 325 SP:Iteration 16Q (26041.160000 sec): 3 clusters Score: Raw -2165420.844613 + Penalty 3166.654892 = -2162254.189720 nChanged 231 SP:Iteration 17Q (26041.460000 sec): 3 clusters Score: Raw -2165516.568522 + Penalty 3166.654892 = -2162349.913630 nChanged 196 SP:Iteration 18Q (26041.720000 sec): 3 clusters Score: Raw -2165589.194758 + Penalty 3166.654892 = -2162422.539866 nChanged 179 SP:Iteration 19Q (26041.980000 sec): 3 clusters Score: Raw -2165661.047755 + Penalty 3166.654892 = -2162494.392862 nChanged 179 SP:Iteration 20F (26042.230000 sec): 3 clusters Score: Raw -2165732.283977 + Penalty 3166.654892 = -2162565.629085 nChanged 153 SP:Iteration 21Q (26042.520000 sec): 3 clusters Score: Raw -2165788.700933 + Penalty 3166.654892 = -2162622.046041 nChanged 132 SP:Iteration 22Q (26042.730000 sec): 3 clusters Score: Raw -2165836.169850 + Penalty 3166.654892 = -2162669.514958 nChanged 135 SP:Iteration 23Q (26043.020000 sec): 3 clusters Score: Raw -2165880.643571 + Penalty 3166.654892 = -2162713.988679 nChanged 125 SP:Iteration 24Q (26043.280000 sec): 3 clusters Score: Raw -2165925.233887 + Penalty 3166.654892 = -2162758.578995 nChanged 102 SP:Iteration 25Q (26043.540000 sec): 3 clusters Score: Raw -2165958.621640 + Penalty 3166.654892 = -2162791.966748 nChanged 93 SP:Iteration 26Q (26043.760000 sec): 3 clusters Score: Raw -2165989.152135 + Penalty 3166.654892 = -2162822.497243 nChanged 82 SP:Iteration 27Q (26044.020000 sec): 3 clusters Score: Raw -2166013.555465 + Penalty 3166.654892 = -2162846.900572 nChanged 78 SP:Iteration 28Q (26044.270000 sec): 3 clusters Score: Raw -2166032.846921 + Penalty 3166.654892 = -2162866.192028 nChanged 54 SP:Iteration 29Q (26044.530000 sec): 3 clusters Score: Raw -2166047.365844 + Penalty 3166.654892 = -2162880.710952 nChanged 46 SP:Iteration 30Q (26044.760000 sec): 3 clusters Score: Raw -2166057.274124 + Penalty 3166.654892 = -2162890.619232 nChanged 33 SP:Iteration 31Q (26045.030000 sec): 3 clusters Score: Raw -2166064.101980 + Penalty 3166.654892 = -2162897.447088 nChanged 31 SP:Iteration 32Q (26045.260000 sec): 3 clusters Score: Raw -2166069.975297 + Penalty 3166.654892 = -2162903.320405 nChanged 35 SP:Iteration 33Q (26045.540000 sec): 3 clusters Score: Raw -2166078.122176 + Penalty 3166.654892 = -2162911.467283 nChanged 29 SP:Iteration 34Q (26045.770000 sec): 3 clusters Score: Raw -2166082.995939 + Penalty 3166.654892 = -2162916.341047 nChanged 21 SP:Iteration 35Q (26046.020000 sec): 3 clusters Score: Raw -2166086.486160 + Penalty 3166.654892 = -2162919.831268 nChanged 20 SP:Iteration 36Q (26046.270000 sec): 3 clusters Score: Raw -2166089.386090 + Penalty 3166.654892 = -2162922.731197 nChanged 18 SP:Iteration 37Q (26046.510000 sec): 3 clusters Score: Raw -2166091.924134 + Penalty 3166.654892 = -2162925.269242 nChanged 8 SP:Iteration 38Q (26046.780000 sec): 3 clusters Score: Raw -2166092.614147 + Penalty 3166.654892 = -2162925.959255 nChanged 8 SP:Iteration 39Q (26047.060000 sec): 3 clusters Score: Raw -2166093.657096 + Penalty 3166.654892 = -2162927.002204 nChanged 10 SP:Iteration 40F (26047.300000 sec): 3 clusters Score: Raw -2166095.005080 + Penalty 3166.654892 = -2162928.350188 nChanged 12 SP:Iteration 41Q (26047.520000 sec): 3 clusters Score: Raw -2166096.836491 + Penalty 3166.654892 = -2162930.181599 nChanged 15 SP:Iteration 42Q (26047.760000 sec): 3 clusters Score: Raw -2166099.521507 + Penalty 3166.654892 = -2162932.866615 nChanged 15 SP:Iteration 43Q (26048.030000 sec): 3 clusters Score: Raw -2166101.930212 + Penalty 3166.654892 = -2162935.275320 nChanged 10 SP:Iteration 44Q (26048.280000 sec): 3 clusters Score: Raw -2166103.863567 + Penalty 3166.654892 = -2162937.208675 nChanged 13 SP:Iteration 45Q (26048.530000 sec): 3 clusters Score: Raw -2166105.905501 + Penalty 3166.654892 = -2162939.250609 nChanged 11 SP:Iteration 46Q (26048.750000 sec): 3 clusters Score: Raw -2166107.385822 + Penalty 3166.654892 = -2162940.730930 nChanged 6 SP:Iteration 47Q (26049.020000 sec): 3 clusters Score: Raw -2166108.230266 + Penalty 3166.654892 = -2162941.575374 nChanged 9 SP:Iteration 48Q (26049.280000 sec): 3 clusters Score: Raw -2166110.411774 + Penalty 3166.654892 = -2162943.756882 nChanged 15 SP:Iteration 49Q (26049.530000 sec): 3 clusters Score: Raw -2166114.119530 + Penalty 3166.654892 = -2162947.464637 nChanged 22 SP:Iteration 50Q (26049.790000 sec): 3 clusters Score: Raw -2166118.355021 + Penalty 3166.654892 = -2162951.700129 nChanged 24 SP:Iteration 51Q (26050.080000 sec): 3 clusters Score: Raw -2166123.271539 + Penalty 3166.654892 = -2162956.616646 nChanged 18 SP:Iteration 52Q (26050.340000 sec): 3 clusters Score: Raw -2166126.951813 + Penalty 3166.654892 = -2162960.296921 nChanged 17 SP:Iteration 53Q (26050.610000 sec): 3 clusters Score: Raw -2166130.023129 + Penalty 3166.654892 = -2162963.368237 nChanged 20 SP:Iteration 54Q (26050.860000 sec): 3 clusters Score: Raw -2166133.838573 + Penalty 3166.654892 = -2162967.183680 nChanged 20 SP:Iteration 55Q (26051.160000 sec): 3 clusters Score: Raw -2166138.083484 + Penalty 3166.654892 = -2162971.428591 nChanged 22 SP:Iteration 56Q (26051.490000 sec): 3 clusters Score: Raw -2166142.953660 + Penalty 3166.654892 = -2162976.298768 nChanged 19 SP:Iteration 57Q (26051.710000 sec): 3 clusters Score: Raw -2166148.091643 + Penalty 3166.654892 = -2162981.436750 nChanged 18 SP:Iteration 58Q (26052.010000 sec): 3 clusters Score: Raw -2166152.163151 + Penalty 3166.654892 = -2162985.508259 nChanged 23 SP:Iteration 59Q (26052.300000 sec): 3 clusters Score: Raw -2166157.825104 + Penalty 3166.654892 = -2162991.170212 nChanged 26 SP:Iteration 60F (26052.550000 sec): 3 clusters Score: Raw -2166164.822404 + Penalty 3166.654892 = -2162998.167511 nChanged 27 SP:Iteration 61Q (26052.850000 sec): 3 clusters Score: Raw -2166170.878509 + Penalty 3166.654892 = -2163004.223617 nChanged 31 SP:Iteration 62Q (26053.140000 sec): 3 clusters Score: Raw -2166179.940546 + Penalty 3166.654892 = -2163013.285654 nChanged 32 SP:Iteration 63Q (26053.380000 sec): 3 clusters Score: Raw -2166189.388793 + Penalty 3166.654892 = -2163022.733901 nChanged 31 SP:Iteration 64Q (26053.640000 sec): 3 clusters Score: Raw -2166196.407950 + Penalty 3166.654892 = -2163029.753058 nChanged 33 SP:Iteration 65Q (26053.880000 sec): 3 clusters Score: Raw -2166202.934772 + Penalty 3166.654892 = -2163036.279879 nChanged 23 SP:Iteration 66Q (26054.140000 sec): 3 clusters Score: Raw -2166207.994631 + Penalty 3166.654892 = -2163041.339739 nChanged 21 SP:Iteration 67Q (26054.440000 sec): 3 clusters Score: Raw -2166213.198795 + Penalty 3166.654892 = -2163046.543903 nChanged 23 SP:Iteration 68Q (26054.660000 sec): 3 clusters Score: Raw -2166218.583619 + Penalty 3166.654892 = -2163051.928727 nChanged 14 SP:Iteration 69Q (26054.920000 sec): 3 clusters Score: Raw -2166221.708482 + Penalty 3166.654892 = -2163055.053590 nChanged 12 SP:Iteration 70Q (26055.190000 sec): 3 clusters Score: Raw -2166225.034326 + Penalty 3166.654892 = -2163058.379433 nChanged 17 SP:Iteration 71Q (26055.510000 sec): 3 clusters Score: Raw -2166229.597570 + Penalty 3166.654892 = -2163062.942677 nChanged 20 SP:Iteration 72Q (26055.750000 sec): 3 clusters Score: Raw -2166234.009506 + Penalty 3166.654892 = -2163067.354613 nChanged 13 SP:Iteration 73Q (26056.020000 sec): 3 clusters Score: Raw -2166237.875838 + Penalty 3166.654892 = -2163071.220946 nChanged 15 SP:Iteration 74Q (26056.290000 sec): 3 clusters Score: Raw -2166241.260427 + Penalty 3166.654892 = -2163074.605535 nChanged 12 SP:Iteration 75Q (26056.490000 sec): 3 clusters Score: Raw -2166243.722291 + Penalty 3166.654892 = -2163077.067398 nChanged 15 SP:Iteration 76Q (26056.730000 sec): 3 clusters Score: Raw -2166247.174392 + Penalty 3166.654892 = -2163080.519500 nChanged 11 SP:Iteration 77Q (26056.990000 sec): 3 clusters Score: Raw -2166250.156438 + Penalty 3166.654892 = -2163083.501545 nChanged 8 SP:Iteration 78Q (26057.260000 sec): 3 clusters Score: Raw -2166251.781468 + Penalty 3166.654892 = -2163085.126576 nChanged 12 SP:Iteration 79Q (26057.550000 sec): 3 clusters Score: Raw -2166254.760471 + Penalty 3166.654892 = -2163088.105579 nChanged 14 SP:Iteration 80F (26057.840000 sec): 3 clusters Score: Raw -2166258.406336 + Penalty 3166.654892 = -2163091.751443 nChanged 14 SP:Iteration 81Q (26058.140000 sec): 3 clusters Score: Raw -2166261.595688 + Penalty 3166.654892 = -2163094.940796 nChanged 13 SP:Iteration 82Q (26058.410000 sec): 3 clusters Score: Raw -2166264.699050 + Penalty 3166.654892 = -2163098.044157 nChanged 8 SP:Iteration 83Q (26058.710000 sec): 3 clusters Score: Raw -2166266.637787 + Penalty 3166.654892 = -2163099.982895 nChanged 8 SP:Iteration 84Q (26058.960000 sec): 3 clusters Score: Raw -2166268.250507 + Penalty 3166.654892 = -2163101.595615 nChanged 6 SP:Iteration 85Q (26059.290000 sec): 3 clusters Score: Raw -2166269.582373 + Penalty 3166.654892 = -2163102.927481 nChanged 12 SP:Iteration 86Q (26059.550000 sec): 3 clusters Score: Raw -2166272.321808 + Penalty 3166.654892 = -2163105.666915 nChanged 9 SP:Iteration 87Q (26059.850000 sec): 3 clusters Score: Raw -2166273.674061 + Penalty 3166.654892 = -2163107.019169 nChanged 9 SP:Iteration 88Q (26060.070000 sec): 3 clusters Score: Raw -2166275.462551 + Penalty 3166.654892 = -2163108.807659 nChanged 10 SP:Iteration 89Q (26060.390000 sec): 3 clusters Score: Raw -2166276.845003 + Penalty 3166.654892 = -2163110.190111 nChanged 6 SP:Iteration 90Q (26060.670000 sec): 3 clusters Score: Raw -2166278.746658 + Penalty 3166.654892 = -2163112.091766 nChanged 5 SP:Iteration 91Q (26060.970000 sec): 3 clusters Score: Raw -2166279.729122 + Penalty 3166.654892 = -2163113.074230 nChanged 4 SP:Iteration 92Q (26061.250000 sec): 3 clusters Score: Raw -2166280.657393 + Penalty 3166.654892 = -2163114.002501 nChanged 7 SP:Iteration 93Q (26061.560000 sec): 3 clusters Score: Raw -2166281.954908 + Penalty 3166.654892 = -2163115.300015 nChanged 7 SP:Iteration 94Q (26061.820000 sec): 3 clusters Score: Raw -2166283.740733 + Penalty 3166.654892 = -2163117.085841 nChanged 5 SP:Iteration 95Q (26062.120000 sec): 3 clusters Score: Raw -2166285.321272 + Penalty 3166.654892 = -2163118.666379 nChanged 6 SP:Iteration 96Q (26062.330000 sec): 3 clusters Score: Raw -2166286.337719 + Penalty 3166.654892 = -2163119.682827 nChanged 4 SP:Iteration 97Q (26062.590000 sec): 3 clusters Score: Raw -2166287.063862 + Penalty 3166.654892 = -2163120.408970 nChanged 5 SP:Iteration 98Q (26062.850000 sec): 3 clusters Score: Raw -2166288.484518 + Penalty 3166.654892 = -2163121.829625 nChanged 7 SP:Iteration 99Q (26063.130000 sec): 3 clusters Score: Raw -2166290.108582 + Penalty 3166.654892 = -2163123.453689 nChanged 7 SP:Iteration 100F (26063.350000 sec): 3 clusters Score: Raw -2166291.734671 + Penalty 3166.654892 = -2163125.079778 nChanged 3 SP:Iteration 101Q (26063.630000 sec): 3 clusters Score: Raw -2166292.403386 + Penalty 3166.654892 = -2163125.748494 nChanged 5 SP:Iteration 102Q (26063.910000 sec): 3 clusters Score: Raw -2166293.380654 + Penalty 3166.654892 = -2163126.725762 nChanged 8 SP:Iteration 103Q (26064.170000 sec): 3 clusters Score: Raw -2166295.521670 + Penalty 3166.654892 = -2163128.866777 nChanged 9 SP:Iteration 104Q (26064.410000 sec): 3 clusters Score: Raw -2166297.309530 + Penalty 3166.654892 = -2163130.654637 nChanged 8 SP:Iteration 105Q (26064.630000 sec): 3 clusters Score: Raw -2166298.747714 + Penalty 3166.654892 = -2163132.092821 nChanged 4 SP:Iteration 106Q (26064.930000 sec): 3 clusters Score: Raw -2166299.485806 + Penalty 3166.654892 = -2163132.830913 nChanged 6 SP:Iteration 107Q (26065.160000 sec): 3 clusters Score: Raw -2166301.449947 + Penalty 3166.654892 = -2163134.795054 nChanged 2 SP:Iteration 108Q (26065.360000 sec): 3 clusters Score: Raw -2166301.711385 + Penalty 3166.654892 = -2163135.056493 nChanged 1 SP:Iteration 109Q (26065.640000 sec): 3 clusters Score: Raw -2166301.869097 + Penalty 3166.654892 = -2163135.214205 nChanged 0 SP:Iteration 110F (26065.890000 sec): 3 clusters Score: Raw -2166301.869097 + Penalty 3166.654892 = -2163135.214205 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26066.000000 sec): 2 clusters Score: Raw -744249.718358 + Penalty 1409.167648 = -742840.550710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26066.220000 sec): 3 clusters Score: Raw -741174.503644 + Penalty 2818.335296 = -738356.168349 nChanged 2356 SP:Iteration 1F (26066.410000 sec): 3 clusters Score: Raw -742421.375694 + Penalty 2818.335296 = -739603.040398 nChanged 356 SP:Iteration 2F (26066.620000 sec): 3 clusters Score: Raw -742582.592505 + Penalty 2818.335296 = -739764.257210 nChanged 278 SP:Iteration 3Q (26066.790000 sec): 3 clusters Score: Raw -742694.926536 + Penalty 2818.335296 = -739876.591241 nChanged 191 SP:Iteration 4Q (26067.000000 sec): 3 clusters Score: Raw -742769.992264 + Penalty 2818.335296 = -739951.656968 nChanged 176 SP:Iteration 5Q (26067.230000 sec): 3 clusters Score: Raw -742836.948979 + Penalty 2818.335296 = -740018.613683 nChanged 158 SP:Iteration 6Q (26067.410000 sec): 3 clusters Score: Raw -742892.299550 + Penalty 2818.335296 = -740073.964254 nChanged 112 SP:Iteration 7Q (26067.610000 sec): 3 clusters Score: Raw -742932.061295 + Penalty 2818.335296 = -740113.726000 nChanged 105 SP:Iteration 8Q (26067.810000 sec): 3 clusters Score: Raw -742962.418430 + Penalty 2818.335296 = -740144.083135 nChanged 80 SP:Iteration 9Q (26068.000000 sec): 3 clusters Score: Raw -742988.697345 + Penalty 2818.335296 = -740170.362049 nChanged 90 SP:Iteration 10Q (26068.110000 sec): 3 clusters Score: Raw -743026.227054 + Penalty 2818.335296 = -740207.891759 nChanged 90 SP:Iteration 11Q (26068.290000 sec): 3 clusters Score: Raw -743061.233368 + Penalty 2818.335296 = -740242.898072 nChanged 95 SP:Iteration 12Q (26068.530000 sec): 3 clusters Score: Raw -743105.543646 + Penalty 2818.335296 = -740287.208350 nChanged 111 SP:Iteration 13Q (26068.740000 sec): 3 clusters Score: Raw -743148.746032 + Penalty 2818.335296 = -740330.410737 nChanged 103 SP:Iteration 14Q (26068.960000 sec): 3 clusters Score: Raw -743193.033098 + Penalty 2818.335296 = -740374.697802 nChanged 95 SP:Iteration 15Q (26069.200000 sec): 3 clusters Score: Raw -743238.962098 + Penalty 2818.335296 = -740420.626802 nChanged 112 SP:Iteration 16Q (26069.390000 sec): 3 clusters Score: Raw -743293.052084 + Penalty 2818.335296 = -740474.716788 nChanged 116 SP:Iteration 17Q (26069.590000 sec): 3 clusters Score: Raw -743362.163914 + Penalty 2818.335296 = -740543.828618 nChanged 125 SP:Iteration 18Q (26069.780000 sec): 3 clusters Score: Raw -743440.518252 + Penalty 2818.335296 = -740622.182956 nChanged 129 SP:Iteration 19Q (26070.030000 sec): 3 clusters Score: Raw -743515.167084 + Penalty 2818.335296 = -740696.831788 nChanged 112 SP:Iteration 20F (26070.250000 sec): 3 clusters Score: Raw -743568.451764 + Penalty 2818.335296 = -740750.116468 nChanged 103 SP:Iteration 21Q (26070.420000 sec): 3 clusters Score: Raw -743619.927932 + Penalty 2818.335296 = -740801.592637 nChanged 108 SP:Iteration 22Q (26070.640000 sec): 3 clusters Score: Raw -743675.164265 + Penalty 2818.335296 = -740856.828969 nChanged 109 SP:Iteration 23Q (26070.850000 sec): 3 clusters Score: Raw -743726.723728 + Penalty 2818.335296 = -740908.388432 nChanged 99 SP:Iteration 24Q (26071.040000 sec): 3 clusters Score: Raw -743765.129853 + Penalty 2818.335296 = -740946.794557 nChanged 76 SP:Iteration 25Q (26071.240000 sec): 3 clusters Score: Raw -743802.081864 + Penalty 2818.335296 = -740983.746569 nChanged 81 SP:Iteration 26Q (26071.420000 sec): 3 clusters Score: Raw -743842.514048 + Penalty 2818.335296 = -741024.178752 nChanged 91 SP:Iteration 27Q (26071.650000 sec): 3 clusters Score: Raw -743876.934719 + Penalty 2818.335296 = -741058.599424 nChanged 66 SP:Iteration 28Q (26071.900000 sec): 3 clusters Score: Raw -743904.261494 + Penalty 2818.335296 = -741085.926198 nChanged 71 SP:Iteration 29Q (26072.080000 sec): 3 clusters Score: Raw -743933.092057 + Penalty 2818.335296 = -741114.756762 nChanged 79 SP:Iteration 30Q (26072.300000 sec): 3 clusters Score: Raw -743969.152597 + Penalty 2818.335296 = -741150.817301 nChanged 76 SP:Iteration 31Q (26072.540000 sec): 3 clusters Score: Raw -744005.545353 + Penalty 2818.335296 = -741187.210057 nChanged 75 SP:Iteration 32Q (26072.720000 sec): 3 clusters Score: Raw -744038.006467 + Penalty 2818.335296 = -741219.671172 nChanged 63 SP:Iteration 33Q (26072.920000 sec): 3 clusters Score: Raw -744068.879508 + Penalty 2818.335296 = -741250.544212 nChanged 66 SP:Iteration 34Q (26073.080000 sec): 3 clusters Score: Raw -744099.459462 + Penalty 2818.335296 = -741281.124166 nChanged 65 SP:Iteration 35Q (26073.280000 sec): 3 clusters Score: Raw -744134.517628 + Penalty 2818.335296 = -741316.182332 nChanged 65 SP:Iteration 36Q (26073.470000 sec): 3 clusters Score: Raw -744166.918225 + Penalty 2818.335296 = -741348.582929 nChanged 49 SP:Iteration 37Q (26073.650000 sec): 3 clusters Score: Raw -744188.137365 + Penalty 2818.335296 = -741369.802069 nChanged 49 SP:Iteration 38Q (26073.850000 sec): 3 clusters Score: Raw -744209.898935 + Penalty 2818.335296 = -741391.563639 nChanged 42 SP:Iteration 39Q (26074.080000 sec): 3 clusters Score: Raw -744227.880938 + Penalty 2818.335296 = -741409.545642 nChanged 36 SP:Iteration 40F (26074.270000 sec): 3 clusters Score: Raw -744246.899450 + Penalty 2818.335296 = -741428.564154 nChanged 32 SP:Iteration 41Q (26074.480000 sec): 3 clusters Score: Raw -744260.554160 + Penalty 2818.335296 = -741442.218865 nChanged 28 SP:Iteration 42Q (26074.700000 sec): 3 clusters Score: Raw -744273.940547 + Penalty 2818.335296 = -741455.605252 nChanged 24 SP:Iteration 43Q (26074.880000 sec): 3 clusters Score: Raw -744285.117138 + Penalty 2818.335296 = -741466.781842 nChanged 24 SP:Iteration 44Q (26075.080000 sec): 3 clusters Score: Raw -744296.863937 + Penalty 2818.335296 = -741478.528641 nChanged 23 SP:Iteration 45Q (26075.270000 sec): 3 clusters Score: Raw -744306.122967 + Penalty 2818.335296 = -741487.787671 nChanged 18 SP:Iteration 46Q (26075.480000 sec): 3 clusters Score: Raw -744317.030007 + Penalty 2818.335296 = -741498.694711 nChanged 24 SP:Iteration 47Q (26075.680000 sec): 3 clusters Score: Raw -744327.676526 + Penalty 2818.335296 = -741509.341230 nChanged 17 SP:Iteration 48Q (26075.900000 sec): 3 clusters Score: Raw -744336.000466 + Penalty 2818.335296 = -741517.665170 nChanged 10 SP:Iteration 49Q (26076.080000 sec): 3 clusters Score: Raw -744341.855044 + Penalty 2818.335296 = -741523.519749 nChanged 12 SP:Iteration 50Q (26076.270000 sec): 3 clusters Score: Raw -744346.420361 + Penalty 2818.335296 = -741528.085065 nChanged 14 SP:Iteration 51Q (26076.440000 sec): 3 clusters Score: Raw -744351.148271 + Penalty 2818.335296 = -741532.812975 nChanged 8 SP:Iteration 52Q (26076.650000 sec): 3 clusters Score: Raw -744354.134448 + Penalty 2818.335296 = -741535.799152 nChanged 9 SP:Iteration 53Q (26076.830000 sec): 3 clusters Score: Raw -744357.596654 + Penalty 2818.335296 = -741539.261358 nChanged 12 SP:Iteration 54Q (26077.020000 sec): 3 clusters Score: Raw -744362.205073 + Penalty 2818.335296 = -741543.869777 nChanged 8 SP:Iteration 55Q (26077.190000 sec): 3 clusters Score: Raw -744364.734706 + Penalty 2818.335296 = -741546.399411 nChanged 7 SP:Iteration 56Q (26077.410000 sec): 3 clusters Score: Raw -744367.185996 + Penalty 2818.335296 = -741548.850700 nChanged 7 SP:Iteration 57Q (26077.610000 sec): 3 clusters Score: Raw -744369.871272 + Penalty 2818.335296 = -741551.535977 nChanged 7 SP:Iteration 58Q (26077.770000 sec): 3 clusters Score: Raw -744371.724828 + Penalty 2818.335296 = -741553.389532 nChanged 1 SP:Iteration 59Q (26077.940000 sec): 3 clusters Score: Raw -744372.311954 + Penalty 2818.335296 = -741553.976659 nChanged 4 SP:Iteration 60F (26078.060000 sec): 3 clusters Score: Raw -744373.740212 + Penalty 2818.335296 = -741555.404917 nChanged 2 SP:Iteration 61Q (26078.270000 sec): 3 clusters Score: Raw -744374.084104 + Penalty 2818.335296 = -741555.748809 nChanged 1 SP:Iteration 62Q (26078.500000 sec): 3 clusters Score: Raw -744375.016421 + Penalty 2818.335296 = -741556.681125 nChanged 7 SP:Iteration 63Q (26078.700000 sec): 3 clusters Score: Raw -744378.115620 + Penalty 2818.335296 = -741559.780325 nChanged 2 SP:Iteration 64Q (26078.900000 sec): 3 clusters Score: Raw -744378.903817 + Penalty 2818.335296 = -741560.568521 nChanged 2 SP:Iteration 65Q (26079.080000 sec): 3 clusters Score: Raw -744379.594697 + Penalty 2818.335296 = -741561.259402 nChanged 0 SP:Iteration 66F (26079.290000 sec): 3 clusters Score: Raw -744379.594697 + Penalty 2818.335296 = -741561.259402 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (8537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26079.440000 sec): 2 clusters Score: Raw -1049811.693408 + Penalty 1470.976802 = -1048340.716606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26079.660000 sec): 3 clusters Score: Raw -1045011.543160 + Penalty 2941.953605 = -1042069.589556 nChanged 3627 SP:Iteration 1F (26079.870000 sec): 3 clusters Score: Raw -1046923.944854 + Penalty 2941.953605 = -1043981.991249 nChanged 502 SP:Iteration 2F (26080.100000 sec): 3 clusters Score: Raw -1047123.112034 + Penalty 2941.953605 = -1044181.158429 nChanged 381 SP:Iteration 3Q (26080.340000 sec): 3 clusters Score: Raw -1047264.401271 + Penalty 2941.953605 = -1044322.447666 nChanged 299 SP:Iteration 4Q (26080.540000 sec): 3 clusters Score: Raw -1047361.342856 + Penalty 2941.953605 = -1044419.389251 nChanged 259 SP:Iteration 5Q (26080.750000 sec): 3 clusters Score: Raw -1047447.838142 + Penalty 2941.953605 = -1044505.884538 nChanged 242 SP:Iteration 6Q (26080.950000 sec): 3 clusters Score: Raw -1047521.984320 + Penalty 2941.953605 = -1044580.030716 nChanged 197 SP:Iteration 7Q (26081.190000 sec): 3 clusters Score: Raw -1047588.657653 + Penalty 2941.953605 = -1044646.704048 nChanged 213 SP:Iteration 8Q (26081.450000 sec): 3 clusters Score: Raw -1047665.321184 + Penalty 2941.953605 = -1044723.367579 nChanged 231 SP:Iteration 9Q (26081.680000 sec): 3 clusters Score: Raw -1047758.234049 + Penalty 2941.953605 = -1044816.280444 nChanged 250 SP:Iteration 10Q (26081.850000 sec): 3 clusters Score: Raw -1047872.695519 + Penalty 2941.953605 = -1044930.741915 nChanged 278 SP:Iteration 11Q (26082.040000 sec): 3 clusters Score: Raw -1048012.564643 + Penalty 2941.953605 = -1045070.611039 nChanged 309 SP:Iteration 12Q (26082.240000 sec): 3 clusters Score: Raw -1048197.508741 + Penalty 2941.953605 = -1045255.555137 nChanged 337 SP:Iteration 13Q (26082.450000 sec): 3 clusters Score: Raw -1048428.809857 + Penalty 2941.953605 = -1045486.856253 nChanged 361 SP:Iteration 14Q (26082.670000 sec): 3 clusters Score: Raw -1048700.362333 + Penalty 2941.953605 = -1045758.408728 nChanged 336 SP:Iteration 15Q (26082.850000 sec): 3 clusters Score: Raw -1048981.416942 + Penalty 2941.953605 = -1046039.463337 nChanged 311 SP:Iteration 16Q (26083.120000 sec): 3 clusters Score: Raw -1049233.411593 + Penalty 2941.953605 = -1046291.457988 nChanged 273 SP:Iteration 17Q (26083.330000 sec): 3 clusters Score: Raw -1049473.647144 + Penalty 2941.953605 = -1046531.693539 nChanged 188 SP:Iteration 18Q (26083.550000 sec): 3 clusters Score: Raw -1049636.016996 + Penalty 2941.953605 = -1046694.063391 nChanged 123 SP:Iteration 19Q (26083.740000 sec): 3 clusters Score: Raw -1049748.858730 + Penalty 2941.953605 = -1046806.905126 nChanged 101 SP:Iteration 20F (26083.890000 sec): 3 clusters Score: Raw -1049835.288673 + Penalty 2941.953605 = -1046893.335068 nChanged 70 SP:Iteration 21Q (26084.100000 sec): 3 clusters Score: Raw -1049893.794496 + Penalty 2941.953605 = -1046951.840892 nChanged 32 SP:Iteration 22Q (26084.320000 sec): 3 clusters Score: Raw -1049917.098604 + Penalty 2941.953605 = -1046975.145000 nChanged 22 SP:Iteration 23Q (26084.530000 sec): 3 clusters Score: Raw -1049932.287541 + Penalty 2941.953605 = -1046990.333937 nChanged 14 SP:Iteration 24Q (26084.680000 sec): 3 clusters Score: Raw -1049941.117573 + Penalty 2941.953605 = -1046999.163969 nChanged 8 SP:Iteration 25Q (26084.910000 sec): 3 clusters Score: Raw -1049948.576524 + Penalty 2941.953605 = -1047006.622920 nChanged 13 SP:Iteration 26Q (26085.080000 sec): 3 clusters Score: Raw -1049960.944246 + Penalty 2941.953605 = -1047018.990641 nChanged 9 SP:Iteration 27Q (26085.280000 sec): 3 clusters Score: Raw -1049968.085910 + Penalty 2941.953605 = -1047026.132305 nChanged 7 SP:Iteration 28Q (26085.510000 sec): 3 clusters Score: Raw -1049972.297356 + Penalty 2941.953605 = -1047030.343751 nChanged 5 SP:Iteration 29Q (26085.740000 sec): 3 clusters Score: Raw -1049975.291521 + Penalty 2941.953605 = -1047033.337916 nChanged 4 SP:Iteration 30Q (26085.930000 sec): 3 clusters Score: Raw -1049977.252767 + Penalty 2941.953605 = -1047035.299162 nChanged 2 SP:Iteration 31Q (26086.150000 sec): 3 clusters Score: Raw -1049978.463578 + Penalty 2941.953605 = -1047036.509974 nChanged 2 SP:Iteration 32Q (26086.430000 sec): 3 clusters Score: Raw -1049979.776318 + Penalty 2941.953605 = -1047037.822714 nChanged 4 SP:Iteration 33Q (26086.650000 sec): 3 clusters Score: Raw -1049982.095340 + Penalty 2941.953605 = -1047040.141735 nChanged 5 SP:Iteration 34Q (26086.890000 sec): 3 clusters Score: Raw -1049986.492281 + Penalty 2941.953605 = -1047044.538676 nChanged 6 SP:Iteration 35Q (26087.170000 sec): 3 clusters Score: Raw -1049991.152337 + Penalty 2941.953605 = -1047049.198732 nChanged 2 SP:Iteration 36Q (26087.400000 sec): 3 clusters Score: Raw -1049992.966643 + Penalty 2941.953605 = -1047051.013038 nChanged 0 SP:Iteration 37F (26087.610000 sec): 3 clusters Score: Raw -1049992.966643 + Penalty 2941.953605 = -1047051.013038 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (16759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26087.820000 sec): 2 clusters Score: Raw -1975162.973679 + Penalty 1580.587240 = -1973582.386439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26088.070000 sec): 3 clusters Score: Raw -1965265.128289 + Penalty 3161.174480 = -1962103.953810 nChanged 7424 SP:Iteration 1F (26088.390000 sec): 3 clusters Score: Raw -1969264.383404 + Penalty 3161.174480 = -1966103.208925 nChanged 749 SP:Iteration 2Q (26088.740000 sec): 3 clusters Score: Raw -1969499.284538 + Penalty 3161.174480 = -1966338.110059 nChanged 669 SP:Iteration 3Q (26089.030000 sec): 3 clusters Score: Raw -1969713.017500 + Penalty 3161.174480 = -1966551.843021 nChanged 642 SP:Iteration 4Q (26089.300000 sec): 3 clusters Score: Raw -1969955.022917 + Penalty 3161.174480 = -1966793.848438 nChanged 764 SP:Iteration 5Q (26089.570000 sec): 3 clusters Score: Raw -1970298.866590 + Penalty 3161.174480 = -1967137.692110 nChanged 841 SP:Iteration 6F (26089.830000 sec): 3 clusters Score: Raw -1970784.181062 + Penalty 3161.174480 = -1967623.006582 nChanged 1053 SP:Iteration 7F (26090.120000 sec): 3 clusters Score: Raw -1971537.305924 + Penalty 3161.174480 = -1968376.131445 nChanged 1206 SP:Iteration 8F (26090.380000 sec): 3 clusters Score: Raw -1972496.455071 + Penalty 3161.174480 = -1969335.280592 nChanged 1178 SP:Iteration 9F (26090.600000 sec): 3 clusters Score: Raw -1973467.562207 + Penalty 3161.174480 = -1970306.387727 nChanged 944 SP:Iteration 10F (26090.880000 sec): 3 clusters Score: Raw -1974249.423223 + Penalty 3161.174480 = -1971088.248743 nChanged 614 SP:Iteration 11Q (26091.170000 sec): 3 clusters Score: Raw -1974764.305251 + Penalty 3161.174480 = -1971603.130772 nChanged 335 SP:Iteration 12Q (26091.480000 sec): 3 clusters Score: Raw -1975021.093245 + Penalty 3161.174480 = -1971859.918765 nChanged 180 SP:Iteration 13Q (26091.740000 sec): 3 clusters Score: Raw -1975152.972981 + Penalty 3161.174480 = -1971991.798501 nChanged 93 SP:Iteration 14Q (26091.950000 sec): 3 clusters Score: Raw -1975224.057488 + Penalty 3161.174480 = -1972062.883009 nChanged 62 SP:Iteration 15Q (26092.190000 sec): 3 clusters Score: Raw -1975266.093418 + Penalty 3161.174480 = -1972104.918938 nChanged 47 SP:Iteration 16Q (26092.440000 sec): 3 clusters Score: Raw -1975293.936382 + Penalty 3161.174480 = -1972132.761903 nChanged 26 SP:Iteration 17Q (26092.790000 sec): 3 clusters Score: Raw -1975306.570560 + Penalty 3161.174480 = -1972145.396080 nChanged 22 SP:Iteration 18Q (26093.080000 sec): 3 clusters Score: Raw -1975319.862002 + Penalty 3161.174480 = -1972158.687523 nChanged 15 SP:Iteration 19Q (26093.360000 sec): 3 clusters Score: Raw -1975327.462759 + Penalty 3161.174480 = -1972166.288279 nChanged 7 SP:Iteration 20F (26093.650000 sec): 3 clusters Score: Raw -1975330.826597 + Penalty 3161.174480 = -1972169.652117 nChanged 8 SP:Iteration 21Q (26093.910000 sec): 3 clusters Score: Raw -1975335.877391 + Penalty 3161.174480 = -1972174.702912 nChanged 11 SP:Iteration 22Q (26094.200000 sec): 3 clusters Score: Raw -1975341.955374 + Penalty 3161.174480 = -1972180.780894 nChanged 7 SP:Iteration 23Q (26094.520000 sec): 3 clusters Score: Raw -1975346.181300 + Penalty 3161.174480 = -1972185.006820 nChanged 6 SP:Iteration 24Q (26094.820000 sec): 3 clusters Score: Raw -1975349.398463 + Penalty 3161.174480 = -1972188.223983 nChanged 5 SP:Iteration 25Q (26095.120000 sec): 3 clusters Score: Raw -1975351.535206 + Penalty 3161.174480 = -1972190.360727 nChanged 4 SP:Iteration 26Q (26095.380000 sec): 3 clusters Score: Raw -1975353.043603 + Penalty 3161.174480 = -1972191.869123 nChanged 1 SP:Iteration 27Q (26095.660000 sec): 3 clusters Score: Raw -1975353.452941 + Penalty 3161.174480 = -1972192.278461 nChanged 2 SP:Iteration 28Q (26095.920000 sec): 3 clusters Score: Raw -1975353.999638 + Penalty 3161.174480 = -1972192.825158 nChanged 3 SP:Iteration 29Q (26096.130000 sec): 3 clusters Score: Raw -1975355.377196 + Penalty 3161.174480 = -1972194.202717 nChanged 2 SP:Iteration 30Q (26096.410000 sec): 3 clusters Score: Raw -1975355.721895 + Penalty 3161.174480 = -1972194.547416 nChanged 0 SP:Iteration 31F (26096.650000 sec): 3 clusters Score: Raw -1975355.721895 + Penalty 3161.174480 = -1972194.547416 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26096.780000 sec): 2 clusters Score: Raw -32017.813274 + Penalty 920.794337 = -31097.018937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26096.920000 sec): 3 clusters Score: Raw -32064.549327 + Penalty 1841.588674 = -30222.960653 nChanged 58 SP:Iteration 1F (26097.110000 sec): 3 clusters Score: Raw -32204.081958 + Penalty 1841.588674 = -30362.493285 nChanged 20 SP:Iteration 2F (26097.290000 sec): 3 clusters Score: Raw -32268.268017 + Penalty 1841.588674 = -30426.679343 nChanged 7 SP:Iteration 3Q (26097.460000 sec): 3 clusters Score: Raw -32282.234490 + Penalty 1841.588674 = -30440.645817 nChanged 3 SP:Iteration 4Q (26097.650000 sec): 3 clusters Score: Raw -32288.024055 + Penalty 1841.588674 = -30446.435381 nChanged 1 SP:Iteration 5Q (26097.830000 sec): 3 clusters Score: Raw -32291.339790 + Penalty 1841.588674 = -30449.751116 nChanged 1 SP:Iteration 6Q (26098.040000 sec): 3 clusters Score: Raw -32293.025847 + Penalty 1841.588674 = -30451.437173 nChanged 1 SP:Iteration 7Q (26098.260000 sec): 3 clusters Score: Raw -32295.314628 + Penalty 1841.588674 = -30453.725954 nChanged 0 SP:Iteration 8F (26098.380000 sec): 3 clusters Score: Raw -32295.314628 + Penalty 1841.588674 = -30453.725954 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26098.490000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26098.650000 sec): 3 clusters Score: Raw -49727.929404 + Penalty 1972.989762 = -47754.939643 nChanged 83 SP:Iteration 1F (26098.820000 sec): 3 clusters Score: Raw -49884.510091 + Penalty 1972.989762 = -47911.520329 nChanged 24 SP:Iteration 2F (26098.990000 sec): 3 clusters Score: Raw -49953.487390 + Penalty 1972.989762 = -47980.497629 nChanged 19 SP:Iteration 3Q (26099.210000 sec): 3 clusters Score: Raw -49997.059949 + Penalty 1972.989762 = -48024.070187 nChanged 13 SP:Iteration 4Q (26099.370000 sec): 3 clusters Score: Raw -50037.284502 + Penalty 1972.989762 = -48064.294741 nChanged 8 SP:Iteration 5Q (26099.520000 sec): 3 clusters Score: Raw -50056.471248 + Penalty 1972.989762 = -48083.481486 nChanged 7 SP:Iteration 6Q (26099.660000 sec): 3 clusters Score: Raw -50076.786225 + Penalty 1972.989762 = -48103.796464 nChanged 8 SP:Iteration 7Q (26099.850000 sec): 3 clusters Score: Raw -50107.579808 + Penalty 1972.989762 = -48134.590046 nChanged 8 SP:Iteration 8Q (26100.030000 sec): 3 clusters Score: Raw -50142.821390 + Penalty 1972.989762 = -48169.831629 nChanged 4 SP:Iteration 9Q (26100.220000 sec): 3 clusters Score: Raw -50165.439671 + Penalty 1972.989762 = -48192.449910 nChanged 4 SP:Iteration 10Q (26100.350000 sec): 3 clusters Score: Raw -50204.403506 + Penalty 1972.989762 = -48231.413744 nChanged 6 SP:Iteration 11Q (26100.520000 sec): 3 clusters Score: Raw -50218.374516 + Penalty 1972.989762 = -48245.384755 nChanged 5 SP:Iteration 12Q (26100.740000 sec): 3 clusters Score: Raw -50230.511464 + Penalty 1972.989762 = -48257.521702 nChanged 5 SP:Iteration 13Q (26100.930000 sec): 3 clusters Score: Raw -50245.659695 + Penalty 1972.989762 = -48272.669933 nChanged 4 SP:Iteration 14Q (26101.100000 sec): 3 clusters Score: Raw -50255.545319 + Penalty 1972.989762 = -48282.555557 nChanged 2 SP:Iteration 15Q (26101.260000 sec): 3 clusters Score: Raw -50261.326260 + Penalty 1972.989762 = -48288.336498 nChanged 4 SP:Iteration 16Q (26101.460000 sec): 3 clusters Score: Raw -50272.645149 + Penalty 1972.989762 = -48299.655387 nChanged 3 SP:Iteration 17Q (26101.620000 sec): 3 clusters Score: Raw -50284.212263 + Penalty 1972.989762 = -48311.222501 nChanged 4 SP:Iteration 18Q (26101.840000 sec): 3 clusters Score: Raw -50296.771819 + Penalty 1972.989762 = -48323.782057 nChanged 4 SP:Iteration 19Q (26102.000000 sec): 3 clusters Score: Raw -50306.324653 + Penalty 1972.989762 = -48333.334891 nChanged 4 SP:Iteration 20F (26102.160000 sec): 3 clusters Score: Raw -50323.070863 + Penalty 1972.989762 = -48350.081102 nChanged 4 SP:Iteration 21Q (26102.330000 sec): 3 clusters Score: Raw -50346.454868 + Penalty 1972.989762 = -48373.465106 nChanged 1 SP:Iteration 22Q (26102.500000 sec): 3 clusters Score: Raw -50351.682468 + Penalty 1972.989762 = -48378.692706 nChanged 2 SP:Iteration 23Q (26102.680000 sec): 3 clusters Score: Raw -50355.956418 + Penalty 1972.989762 = -48382.966657 nChanged 2 SP:Iteration 24Q (26102.870000 sec): 3 clusters Score: Raw -50360.835140 + Penalty 1972.989762 = -48387.845378 nChanged 0 SP:Iteration 25F (26103.010000 sec): 3 clusters Score: Raw -50360.835140 + Penalty 1972.989762 = -48387.845378 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26103.220000 sec): 2 clusters Score: Raw -3476660.023937 + Penalty 1660.277643 = -3474999.746294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26103.510000 sec): 3 clusters Score: Raw -3459981.546355 + Penalty 3320.555286 = -3456660.991070 nChanged 12374 SP:Iteration 1F (26103.810000 sec): 3 clusters Score: Raw -3466630.744660 + Penalty 3320.555286 = -3463310.189374 nChanged 1025 SP:Iteration 2Q (26104.120000 sec): 3 clusters Score: Raw -3466867.350351 + Penalty 3320.555286 = -3463546.795065 nChanged 876 SP:Iteration 3Q (26104.410000 sec): 3 clusters Score: Raw -3467061.346548 + Penalty 3320.555286 = -3463740.791262 nChanged 769 SP:Iteration 4Q (26104.670000 sec): 3 clusters Score: Raw -3467229.687739 + Penalty 3320.555286 = -3463909.132453 nChanged 714 SP:Iteration 5Q (26105.010000 sec): 3 clusters Score: Raw -3467381.934752 + Penalty 3320.555286 = -3464061.379466 nChanged 719 SP:Iteration 6Q (26105.290000 sec): 3 clusters Score: Raw -3467528.753352 + Penalty 3320.555286 = -3464208.198066 nChanged 669 SP:Iteration 7Q (26105.600000 sec): 3 clusters Score: Raw -3467681.896301 + Penalty 3320.555286 = -3464361.341015 nChanged 709 SP:Iteration 8Q (26105.910000 sec): 3 clusters Score: Raw -3467841.126138 + Penalty 3320.555286 = -3464520.570852 nChanged 666 SP:Iteration 9Q (26106.180000 sec): 3 clusters Score: Raw -3467996.868569 + Penalty 3320.555286 = -3464676.313283 nChanged 688 SP:Iteration 10Q (26106.510000 sec): 3 clusters Score: Raw -3468186.763253 + Penalty 3320.555286 = -3464866.207967 nChanged 747 SP:Iteration 11Q (26106.810000 sec): 3 clusters Score: Raw -3468399.486816 + Penalty 3320.555286 = -3465078.931530 nChanged 790 SP:Iteration 12Q (26107.120000 sec): 3 clusters Score: Raw -3468656.342455 + Penalty 3320.555286 = -3465335.787170 nChanged 839 SP:Iteration 13Q (26107.500000 sec): 3 clusters Score: Raw -3469008.166115 + Penalty 3320.555286 = -3465687.610830 nChanged 962 SP:Iteration 14Q (26107.800000 sec): 3 clusters Score: Raw -3469522.245157 + Penalty 3320.555286 = -3466201.689871 nChanged 1143 SP:Iteration 15Q (26108.100000 sec): 3 clusters Score: Raw -3470306.013627 + Penalty 3320.555286 = -3466985.458341 nChanged 1274 SP:Iteration 16Q (26108.470000 sec): 3 clusters Score: Raw -3471299.631176 + Penalty 3320.555286 = -3467979.075891 nChanged 1339 SP:Iteration 17Q (26108.730000 sec): 3 clusters Score: Raw -3472271.177738 + Penalty 3320.555286 = -3468950.622452 nChanged 1151 SP:Iteration 18Q (26109.080000 sec): 3 clusters Score: Raw -3472939.398959 + Penalty 3320.555286 = -3469618.843673 nChanged 851 SP:Iteration 19Q (26109.410000 sec): 3 clusters Score: Raw -3473312.306744 + Penalty 3320.555286 = -3469991.751458 nChanged 553 SP:Iteration 20F (26109.730000 sec): 3 clusters Score: Raw -3473521.333603 + Penalty 3320.555286 = -3470200.778317 nChanged 475 SP:Iteration 21Q (26109.990000 sec): 3 clusters Score: Raw -3473731.004714 + Penalty 3320.555286 = -3470410.449429 nChanged 450 SP:Iteration 22Q (26110.320000 sec): 3 clusters Score: Raw -3473916.390384 + Penalty 3320.555286 = -3470595.835098 nChanged 425 SP:Iteration 23Q (26110.580000 sec): 3 clusters Score: Raw -3474098.753207 + Penalty 3320.555286 = -3470778.197921 nChanged 412 SP:Iteration 24Q (26110.900000 sec): 3 clusters Score: Raw -3474274.612025 + Penalty 3320.555286 = -3470954.056740 nChanged 392 SP:Iteration 25Q (26111.200000 sec): 3 clusters Score: Raw -3474430.132843 + Penalty 3320.555286 = -3471109.577558 nChanged 370 SP:Iteration 26Q (26111.490000 sec): 3 clusters Score: Raw -3474577.270509 + Penalty 3320.555286 = -3471256.715223 nChanged 374 SP:Iteration 27Q (26111.800000 sec): 3 clusters Score: Raw -3474738.656581 + Penalty 3320.555286 = -3471418.101295 nChanged 356 SP:Iteration 28Q (26112.110000 sec): 3 clusters Score: Raw -3474905.968912 + Penalty 3320.555286 = -3471585.413627 nChanged 378 SP:Iteration 29Q (26112.350000 sec): 3 clusters Score: Raw -3475073.563425 + Penalty 3320.555286 = -3471753.008139 nChanged 315 SP:Iteration 30Q (26112.630000 sec): 3 clusters Score: Raw -3475212.552200 + Penalty 3320.555286 = -3471891.996914 nChanged 289 SP:Iteration 31Q (26112.910000 sec): 3 clusters Score: Raw -3475338.184283 + Penalty 3320.555286 = -3472017.628997 nChanged 289 SP:Iteration 32Q (26113.190000 sec): 3 clusters Score: Raw -3475458.317838 + Penalty 3320.555286 = -3472137.762552 nChanged 289 SP:Iteration 33Q (26113.430000 sec): 3 clusters Score: Raw -3475591.239145 + Penalty 3320.555286 = -3472270.683859 nChanged 292 SP:Iteration 34Q (26113.780000 sec): 3 clusters Score: Raw -3475732.052484 + Penalty 3320.555286 = -3472411.497198 nChanged 269 SP:Iteration 35Q (26114.100000 sec): 3 clusters Score: Raw -3475871.261883 + Penalty 3320.555286 = -3472550.706597 nChanged 247 SP:Iteration 36Q (26114.370000 sec): 3 clusters Score: Raw -3475989.359019 + Penalty 3320.555286 = -3472668.803733 nChanged 226 SP:Iteration 37Q (26114.630000 sec): 3 clusters Score: Raw -3476095.494054 + Penalty 3320.555286 = -3472774.938769 nChanged 199 SP:Iteration 38Q (26114.910000 sec): 3 clusters Score: Raw -3476188.922410 + Penalty 3320.555286 = -3472868.367125 nChanged 179 SP:Iteration 39Q (26115.250000 sec): 3 clusters Score: Raw -3476265.992556 + Penalty 3320.555286 = -3472945.437270 nChanged 165 SP:Iteration 40F (26115.540000 sec): 3 clusters Score: Raw -3476346.248278 + Penalty 3320.555286 = -3473025.692993 nChanged 148 SP:Iteration 41Q (26115.830000 sec): 3 clusters Score: Raw -3476419.002320 + Penalty 3320.555286 = -3473098.447034 nChanged 126 SP:Iteration 42Q (26116.150000 sec): 3 clusters Score: Raw -3476476.157554 + Penalty 3320.555286 = -3473155.602268 nChanged 116 SP:Iteration 43Q (26116.470000 sec): 3 clusters Score: Raw -3476526.599741 + Penalty 3320.555286 = -3473206.044455 nChanged 98 SP:Iteration 44Q (26116.760000 sec): 3 clusters Score: Raw -3476566.551977 + Penalty 3320.555286 = -3473245.996691 nChanged 90 SP:Iteration 45Q (26117.060000 sec): 3 clusters Score: Raw -3476604.586617 + Penalty 3320.555286 = -3473284.031332 nChanged 68 SP:Iteration 46Q (26117.380000 sec): 3 clusters Score: Raw -3476635.364726 + Penalty 3320.555286 = -3473314.809440 nChanged 82 SP:Iteration 47Q (26117.740000 sec): 3 clusters Score: Raw -3476676.248075 + Penalty 3320.555286 = -3473355.692789 nChanged 68 SP:Iteration 48Q (26118.070000 sec): 3 clusters Score: Raw -3476712.294846 + Penalty 3320.555286 = -3473391.739561 nChanged 70 SP:Iteration 49Q (26118.340000 sec): 3 clusters Score: Raw -3476756.341079 + Penalty 3320.555286 = -3473435.785793 nChanged 59 SP:Iteration 50Q (26118.610000 sec): 3 clusters Score: Raw -3476790.806641 + Penalty 3320.555286 = -3473470.251355 nChanged 64 SP:Iteration 51Q (26118.860000 sec): 3 clusters Score: Raw -3476820.859393 + Penalty 3320.555286 = -3473500.304107 nChanged 39 SP:Iteration 52Q (26119.140000 sec): 3 clusters Score: Raw -3476835.664198 + Penalty 3320.555286 = -3473515.108912 nChanged 35 SP:Iteration 53Q (26119.440000 sec): 3 clusters Score: Raw -3476851.737821 + Penalty 3320.555286 = -3473531.182535 nChanged 24 SP:Iteration 54Q (26119.720000 sec): 3 clusters Score: Raw -3476864.473837 + Penalty 3320.555286 = -3473543.918551 nChanged 24 SP:Iteration 55Q (26120.060000 sec): 3 clusters Score: Raw -3476874.703141 + Penalty 3320.555286 = -3473554.147855 nChanged 27 SP:Iteration 56Q (26120.290000 sec): 3 clusters Score: Raw -3476886.514677 + Penalty 3320.555286 = -3473565.959392 nChanged 18 SP:Iteration 57Q (26120.540000 sec): 3 clusters Score: Raw -3476895.145959 + Penalty 3320.555286 = -3473574.590673 nChanged 16 SP:Iteration 58Q (26120.790000 sec): 3 clusters Score: Raw -3476902.531146 + Penalty 3320.555286 = -3473581.975860 nChanged 13 SP:Iteration 59Q (26121.040000 sec): 3 clusters Score: Raw -3476907.972064 + Penalty 3320.555286 = -3473587.416778 nChanged 14 SP:Iteration 60F (26121.360000 sec): 3 clusters Score: Raw -3476914.072565 + Penalty 3320.555286 = -3473593.517279 nChanged 8 SP:Iteration 61Q (26121.650000 sec): 3 clusters Score: Raw -3476917.903413 + Penalty 3320.555286 = -3473597.348127 nChanged 7 SP:Iteration 62Q (26121.910000 sec): 3 clusters Score: Raw -3476921.774280 + Penalty 3320.555286 = -3473601.218994 nChanged 7 SP:Iteration 63Q (26122.190000 sec): 3 clusters Score: Raw -3476926.158528 + Penalty 3320.555286 = -3473605.603242 nChanged 10 SP:Iteration 64Q (26122.480000 sec): 3 clusters Score: Raw -3476931.184407 + Penalty 3320.555286 = -3473610.629122 nChanged 9 SP:Iteration 65Q (26122.800000 sec): 3 clusters Score: Raw -3476935.152576 + Penalty 3320.555286 = -3473614.597290 nChanged 7 SP:Iteration 66Q (26123.110000 sec): 3 clusters Score: Raw -3476937.362780 + Penalty 3320.555286 = -3473616.807494 nChanged 3 SP:Iteration 67Q (26123.360000 sec): 3 clusters Score: Raw -3476938.476760 + Penalty 3320.555286 = -3473617.921474 nChanged 2 SP:Iteration 68Q (26123.690000 sec): 3 clusters Score: Raw -3476939.322121 + Penalty 3320.555286 = -3473618.766835 nChanged 2 SP:Iteration 69Q (26123.970000 sec): 3 clusters Score: Raw -3476940.167845 + Penalty 3320.555286 = -3473619.612559 nChanged 1 SP:Iteration 70Q (26124.260000 sec): 3 clusters Score: Raw -3476940.687922 + Penalty 3320.555286 = -3473620.132636 nChanged 1 SP:Iteration 71Q (26124.570000 sec): 3 clusters Score: Raw -3476941.348929 + Penalty 3320.555286 = -3473620.793643 nChanged 1 SP:Iteration 72Q (26124.840000 sec): 3 clusters Score: Raw -3476941.472625 + Penalty 3320.555286 = -3473620.917339 nChanged 0 SP:Iteration 73F (26125.160000 sec): 3 clusters Score: Raw -3476941.472625 + Penalty 3320.555286 = -3473620.917339 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26125.350000 sec): 2 clusters Score: Raw -2758809.160279 + Penalty 1623.982670 = -2757185.177610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26125.620000 sec): 3 clusters Score: Raw -2745451.140634 + Penalty 3247.965340 = -2742203.175294 nChanged 9917 SP:Iteration 1F (26125.880000 sec): 3 clusters Score: Raw -2750980.556768 + Penalty 3247.965340 = -2747732.591428 nChanged 1022 SP:Iteration 2Q (26126.150000 sec): 3 clusters Score: Raw -2751329.409023 + Penalty 3247.965340 = -2748081.443684 nChanged 989 SP:Iteration 3Q (26126.430000 sec): 3 clusters Score: Raw -2751698.128549 + Penalty 3247.965340 = -2748450.163209 nChanged 953 SP:Iteration 4Q (26126.660000 sec): 3 clusters Score: Raw -2752093.175046 + Penalty 3247.965340 = -2748845.209707 nChanged 969 SP:Iteration 5Q (26126.960000 sec): 3 clusters Score: Raw -2752565.113940 + Penalty 3247.965340 = -2749317.148601 nChanged 1082 SP:Iteration 6Q (26127.240000 sec): 3 clusters Score: Raw -2753209.451026 + Penalty 3247.965340 = -2749961.485687 nChanged 1214 SP:Iteration 7F (26127.470000 sec): 3 clusters Score: Raw -2753992.520383 + Penalty 3247.965340 = -2750744.555044 nChanged 1308 SP:Iteration 8F (26127.750000 sec): 3 clusters Score: Raw -2754927.794675 + Penalty 3247.965340 = -2751679.829336 nChanged 1323 SP:Iteration 9F (26128.000000 sec): 3 clusters Score: Raw -2755900.666648 + Penalty 3247.965340 = -2752652.701308 nChanged 1210 SP:Iteration 10F (26128.250000 sec): 3 clusters Score: Raw -2756721.682655 + Penalty 3247.965340 = -2753473.717316 nChanged 980 SP:Iteration 11Q (26128.530000 sec): 3 clusters Score: Raw -2757341.892775 + Penalty 3247.965340 = -2754093.927435 nChanged 740 SP:Iteration 12Q (26128.790000 sec): 3 clusters Score: Raw -2757817.131581 + Penalty 3247.965340 = -2754569.166242 nChanged 656 SP:Iteration 13Q (26129.090000 sec): 3 clusters Score: Raw -2758186.686641 + Penalty 3247.965340 = -2754938.721301 nChanged 542 SP:Iteration 14Q (26129.390000 sec): 3 clusters Score: Raw -2758449.673160 + Penalty 3247.965340 = -2755201.707821 nChanged 455 SP:Iteration 15Q (26129.650000 sec): 3 clusters Score: Raw -2758634.535149 + Penalty 3247.965340 = -2755386.569810 nChanged 373 SP:Iteration 16Q (26129.970000 sec): 3 clusters Score: Raw -2758787.365246 + Penalty 3247.965340 = -2755539.399906 nChanged 346 SP:Iteration 17Q (26130.210000 sec): 3 clusters Score: Raw -2758926.558414 + Penalty 3247.965340 = -2755678.593075 nChanged 290 SP:Iteration 18Q (26130.510000 sec): 3 clusters Score: Raw -2759049.399122 + Penalty 3247.965340 = -2755801.433783 nChanged 264 SP:Iteration 19Q (26130.770000 sec): 3 clusters Score: Raw -2759174.220111 + Penalty 3247.965340 = -2755926.254771 nChanged 252 SP:Iteration 20F (26131.080000 sec): 3 clusters Score: Raw -2759298.066346 + Penalty 3247.965340 = -2756050.101006 nChanged 221 SP:Iteration 21Q (26131.340000 sec): 3 clusters Score: Raw -2759417.216607 + Penalty 3247.965340 = -2756169.251267 nChanged 222 SP:Iteration 22Q (26131.620000 sec): 3 clusters Score: Raw -2759542.534055 + Penalty 3247.965340 = -2756294.568716 nChanged 243 SP:Iteration 23Q (26131.950000 sec): 3 clusters Score: Raw -2759682.003084 + Penalty 3247.965340 = -2756434.037745 nChanged 223 SP:Iteration 24Q (26132.290000 sec): 3 clusters Score: Raw -2759780.440118 + Penalty 3247.965340 = -2756532.474779 nChanged 215 SP:Iteration 25Q (26132.590000 sec): 3 clusters Score: Raw -2759858.374086 + Penalty 3247.965340 = -2756610.408746 nChanged 154 SP:Iteration 26Q (26132.850000 sec): 3 clusters Score: Raw -2759894.618738 + Penalty 3247.965340 = -2756646.653399 nChanged 111 SP:Iteration 27Q (26133.130000 sec): 3 clusters Score: Raw -2759911.107818 + Penalty 3247.965340 = -2756663.142478 nChanged 69 SP:Iteration 28Q (26133.360000 sec): 3 clusters Score: Raw -2759919.532144 + Penalty 3247.965340 = -2756671.566804 nChanged 56 SP:Iteration 29Q (26133.650000 sec): 3 clusters Score: Raw -2759925.849977 + Penalty 3247.965340 = -2756677.884638 nChanged 56 SP:Iteration 30Q (26133.970000 sec): 3 clusters Score: Raw -2759931.450995 + Penalty 3247.965340 = -2756683.485656 nChanged 49 SP:Iteration 31Q (26134.210000 sec): 3 clusters Score: Raw -2759936.052139 + Penalty 3247.965340 = -2756688.086800 nChanged 39 SP:Iteration 32Q (26134.510000 sec): 3 clusters Score: Raw -2759938.914866 + Penalty 3247.965340 = -2756690.949526 nChanged 31 SP:Iteration 33Q (26134.810000 sec): 3 clusters Score: Raw -2759941.148270 + Penalty 3247.965340 = -2756693.182930 nChanged 24 SP:Iteration 34Q (26135.100000 sec): 3 clusters Score: Raw -2759942.682689 + Penalty 3247.965340 = -2756694.717349 nChanged 24 SP:Iteration 35Q (26135.400000 sec): 3 clusters Score: Raw -2759944.734751 + Penalty 3247.965340 = -2756696.769411 nChanged 28 SP:Iteration 36Q (26135.660000 sec): 3 clusters Score: Raw -2759947.588395 + Penalty 3247.965340 = -2756699.623055 nChanged 23 SP:Iteration 37Q (26135.980000 sec): 3 clusters Score: Raw -2759949.171337 + Penalty 3247.965340 = -2756701.205997 nChanged 20 SP:Iteration 38Q (26136.240000 sec): 3 clusters Score: Raw -2759950.334015 + Penalty 3247.965340 = -2756702.368675 nChanged 11 SP:Iteration 39Q (26136.540000 sec): 3 clusters Score: Raw -2759950.938604 + Penalty 3247.965340 = -2756702.973265 nChanged 8 SP:Iteration 40F (26136.780000 sec): 3 clusters Score: Raw -2759951.220184 + Penalty 3247.965340 = -2756703.254844 nChanged 6 SP:Iteration 41Q (26137.030000 sec): 3 clusters Score: Raw -2759951.566956 + Penalty 3247.965340 = -2756703.601616 nChanged 7 SP:Iteration 42Q (26137.310000 sec): 3 clusters Score: Raw -2759951.949197 + Penalty 3247.965340 = -2756703.983857 nChanged 3 SP:Iteration 43Q (26137.620000 sec): 3 clusters Score: Raw -2759952.095910 + Penalty 3247.965340 = -2756704.130571 nChanged 5 SP:Iteration 44Q (26137.900000 sec): 3 clusters Score: Raw -2759952.268385 + Penalty 3247.965340 = -2756704.303045 nChanged 5 SP:Iteration 45Q (26138.160000 sec): 3 clusters Score: Raw -2759952.569626 + Penalty 3247.965340 = -2756704.604286 nChanged 5 SP:Iteration 46Q (26138.450000 sec): 3 clusters Score: Raw -2759952.843195 + Penalty 3247.965340 = -2756704.877855 nChanged 2 SP:Iteration 47Q (26138.730000 sec): 3 clusters Score: Raw -2759952.922613 + Penalty 3247.965340 = -2756704.957273 nChanged 4 SP:Iteration 48Q (26138.990000 sec): 3 clusters Score: Raw -2759953.074457 + Penalty 3247.965340 = -2756705.109117 nChanged 2 SP:Iteration 49Q (26139.230000 sec): 3 clusters Score: Raw -2759953.162664 + Penalty 3247.965340 = -2756705.197324 nChanged 0 SP:Iteration 50F (26139.520000 sec): 3 clusters Score: Raw -2759953.162664 + Penalty 3247.965340 = -2756705.197324 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26139.610000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26139.750000 sec): 3 clusters Score: Raw -19290.277957 + Penalty 1684.079654 = -17606.198303 nChanged 26 SP:Iteration 1F (26139.910000 sec): 3 clusters Score: Raw -19381.385898 + Penalty 1684.079654 = -17697.306244 nChanged 7 SP:Iteration 2Q (26140.150000 sec): 3 clusters Score: Raw -19478.104606 + Penalty 1684.079654 = -17794.024952 nChanged 4 SP:Iteration 3Q (26140.330000 sec): 3 clusters Score: Raw -19493.738914 + Penalty 1684.079654 = -17809.659261 nChanged 6 SP:Iteration 4Q (26140.510000 sec): 3 clusters Score: Raw -19525.320842 + Penalty 1684.079654 = -17841.241188 nChanged 3 SP:Iteration 5Q (26140.640000 sec): 3 clusters Score: Raw -19534.411197 + Penalty 1684.079654 = -17850.331543 nChanged 4 SP:Iteration 6Q (26140.820000 sec): 3 clusters Score: Raw -19547.014855 + Penalty 1684.079654 = -17862.935201 nChanged 1 SP:Iteration 7Q (26141.030000 sec): 3 clusters Score: Raw -19551.819673 + Penalty 1684.079654 = -17867.740019 nChanged 0 SP:Iteration 8F (26141.180000 sec): 3 clusters Score: Raw -19553.654549 + Penalty 1684.079654 = -17869.574895 nChanged 1 SP:Iteration 9Q (26141.370000 sec): 3 clusters Score: Raw -19564.624965 + Penalty 1684.079654 = -17880.545311 nChanged 2 SP:Iteration 10Q (26141.530000 sec): 3 clusters Score: Raw -19571.984262 + Penalty 1684.079654 = -17887.904609 nChanged 0 SP:Iteration 11F (26141.670000 sec): 3 clusters Score: Raw -19571.984262 + Penalty 1684.079654 = -17887.904609 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26141.760000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26141.910000 sec): 3 clusters Score: Raw -83275.606468 + Penalty 2147.600203 = -81128.006265 nChanged 197 SP:Iteration 1F (26142.090000 sec): 3 clusters Score: Raw -83528.847814 + Penalty 2147.600203 = -81381.247611 nChanged 65 SP:Iteration 2F (26142.260000 sec): 3 clusters Score: Raw -83638.434908 + Penalty 2147.600203 = -81490.834705 nChanged 35 SP:Iteration 3Q (26142.470000 sec): 3 clusters Score: Raw -83695.090044 + Penalty 2147.600203 = -81547.489841 nChanged 30 SP:Iteration 4Q (26142.660000 sec): 3 clusters Score: Raw -83762.446165 + Penalty 2147.600203 = -81614.845962 nChanged 29 SP:Iteration 5Q (26142.840000 sec): 3 clusters Score: Raw -83811.046842 + Penalty 2147.600203 = -81663.446639 nChanged 19 SP:Iteration 6Q (26142.980000 sec): 3 clusters Score: Raw -83841.130148 + Penalty 2147.600203 = -81693.529945 nChanged 15 SP:Iteration 7Q (26143.170000 sec): 3 clusters Score: Raw -83864.860762 + Penalty 2147.600203 = -81717.260559 nChanged 10 SP:Iteration 8Q (26143.400000 sec): 3 clusters Score: Raw -83879.291084 + Penalty 2147.600203 = -81731.690881 nChanged 10 SP:Iteration 9Q (26143.570000 sec): 3 clusters Score: Raw -83894.625117 + Penalty 2147.600203 = -81747.024914 nChanged 6 SP:Iteration 10Q (26143.760000 sec): 3 clusters Score: Raw -83914.682314 + Penalty 2147.600203 = -81767.082111 nChanged 6 SP:Iteration 11Q (26143.910000 sec): 3 clusters Score: Raw -83925.953063 + Penalty 2147.600203 = -81778.352859 nChanged 3 SP:Iteration 12Q (26144.080000 sec): 3 clusters Score: Raw -83932.519859 + Penalty 2147.600203 = -81784.919656 nChanged 6 SP:Iteration 13Q (26144.250000 sec): 3 clusters Score: Raw -83941.062544 + Penalty 2147.600203 = -81793.462340 nChanged 9 SP:Iteration 14Q (26144.430000 sec): 3 clusters Score: Raw -83959.760463 + Penalty 2147.600203 = -81812.160260 nChanged 11 SP:Iteration 15Q (26144.620000 sec): 3 clusters Score: Raw -83972.566509 + Penalty 2147.600203 = -81824.966305 nChanged 6 SP:Iteration 16Q (26144.800000 sec): 3 clusters Score: Raw -83979.969299 + Penalty 2147.600203 = -81832.369096 nChanged 0 SP:Iteration 17F (26144.980000 sec): 3 clusters Score: Raw -83979.969299 + Penalty 2147.600203 = -81832.369096 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26145.070000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26145.260000 sec): 3 clusters Score: Raw -24647.427167 + Penalty 1748.466640 = -22898.960527 nChanged 18 SP:Iteration 1F (26145.410000 sec): 3 clusters Score: Raw -24707.655379 + Penalty 1748.466640 = -22959.188739 nChanged 4 SP:Iteration 2Q (26145.590000 sec): 3 clusters Score: Raw -24721.101338 + Penalty 1748.466640 = -22972.634698 nChanged 2 SP:Iteration 3Q (26145.750000 sec): 3 clusters Score: Raw -24726.380828 + Penalty 1748.466640 = -22977.914188 nChanged 1 SP:Iteration 4Q (26145.970000 sec): 3 clusters Score: Raw -24731.575359 + Penalty 1748.466640 = -22983.108719 nChanged 1 SP:Iteration 5Q (26146.120000 sec): 3 clusters Score: Raw -24733.697332 + Penalty 1748.466640 = -22985.230692 nChanged 0 SP:Iteration 6F (26146.300000 sec): 3 clusters Score: Raw -24733.697332 + Penalty 1748.466640 = -22985.230692 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26146.410000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26146.590000 sec): 3 clusters Score: Raw -30748.820009 + Penalty 1839.331720 = -28909.488289 nChanged 63 SP:Iteration 1F (26146.760000 sec): 3 clusters Score: Raw -30950.147782 + Penalty 1839.331720 = -29110.816062 nChanged 11 SP:Iteration 2Q (26146.880000 sec): 3 clusters Score: Raw -31037.988370 + Penalty 1839.331720 = -29198.656650 nChanged 10 SP:Iteration 3Q (26147.050000 sec): 3 clusters Score: Raw -31081.150656 + Penalty 1839.331720 = -29241.818936 nChanged 12 SP:Iteration 4Q (26147.230000 sec): 3 clusters Score: Raw -31122.333903 + Penalty 1839.331720 = -29283.002183 nChanged 5 SP:Iteration 5Q (26147.380000 sec): 3 clusters Score: Raw -31144.433357 + Penalty 1839.331720 = -29305.101637 nChanged 5 SP:Iteration 6Q (26147.560000 sec): 3 clusters Score: Raw -31163.693034 + Penalty 1839.331720 = -29324.361314 nChanged 4 SP:Iteration 7Q (26147.750000 sec): 3 clusters Score: Raw -31176.011440 + Penalty 1839.331720 = -29336.679720 nChanged 2 SP:Iteration 8Q (26147.930000 sec): 3 clusters Score: Raw -31179.972804 + Penalty 1839.331720 = -29340.641084 nChanged 1 SP:Iteration 9Q (26148.150000 sec): 3 clusters Score: Raw -31182.834271 + Penalty 1839.331720 = -29343.502551 nChanged 0 SP:Iteration 10F (26148.340000 sec): 3 clusters Score: Raw -31182.834271 + Penalty 1839.331720 = -29343.502551 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26148.380000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26148.580000 sec): 3 clusters Score: Raw -48812.690240 + Penalty 1970.730193 = -46841.960047 nChanged 101 SP:Iteration 1F (26148.730000 sec): 3 clusters Score: Raw -48991.344352 + Penalty 1970.730193 = -47020.614159 nChanged 28 SP:Iteration 2F (26148.870000 sec): 3 clusters Score: Raw -49049.145437 + Penalty 1970.730193 = -47078.415244 nChanged 18 SP:Iteration 3Q (26149.020000 sec): 3 clusters Score: Raw -49091.405740 + Penalty 1970.730193 = -47120.675547 nChanged 9 SP:Iteration 4Q (26149.170000 sec): 3 clusters Score: Raw -49116.423495 + Penalty 1970.730193 = -47145.693302 nChanged 9 SP:Iteration 5Q (26149.330000 sec): 3 clusters Score: Raw -49137.732240 + Penalty 1970.730193 = -47167.002047 nChanged 6 SP:Iteration 6Q (26149.490000 sec): 3 clusters Score: Raw -49145.133068 + Penalty 1970.730193 = -47174.402875 nChanged 3 SP:Iteration 7Q (26149.670000 sec): 3 clusters Score: Raw -49150.285076 + Penalty 1970.730193 = -47179.554883 nChanged 1 SP:Iteration 8Q (26149.860000 sec): 3 clusters Score: Raw -49152.571354 + Penalty 1970.730193 = -47181.841161 nChanged 3 SP:Iteration 9Q (26150.010000 sec): 3 clusters Score: Raw -49162.735734 + Penalty 1970.730193 = -47192.005541 nChanged 1 SP:Iteration 10Q (26150.240000 sec): 3 clusters Score: Raw -49164.623189 + Penalty 1970.730193 = -47193.892996 nChanged 0 SP:Iteration 11F (26150.390000 sec): 3 clusters Score: Raw -49164.623189 + Penalty 1970.730193 = -47193.892996 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26150.490000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26150.650000 sec): 3 clusters Score: Raw -48620.856681 + Penalty 1963.855671 = -46657.001010 nChanged 90 SP:Iteration 1F (26150.870000 sec): 3 clusters Score: Raw -48762.762331 + Penalty 1963.855671 = -46798.906660 nChanged 24 SP:Iteration 2F (26151.010000 sec): 3 clusters Score: Raw -48809.292070 + Penalty 1963.855671 = -46845.436399 nChanged 8 SP:Iteration 3Q (26151.210000 sec): 3 clusters Score: Raw -48822.072739 + Penalty 1963.855671 = -46858.217068 nChanged 3 SP:Iteration 4Q (26151.370000 sec): 3 clusters Score: Raw -48830.456313 + Penalty 1963.855671 = -46866.600642 nChanged 2 SP:Iteration 5Q (26151.540000 sec): 3 clusters Score: Raw -48833.576599 + Penalty 1963.855671 = -46869.720928 nChanged 1 SP:Iteration 6Q (26151.670000 sec): 3 clusters Score: Raw -48837.969307 + Penalty 1963.855671 = -46874.113636 nChanged 2 SP:Iteration 7Q (26151.840000 sec): 3 clusters Score: Raw -48845.405635 + Penalty 1963.855671 = -46881.549964 nChanged 1 SP:Iteration 8Q (26152.000000 sec): 3 clusters Score: Raw -48848.374425 + Penalty 1963.855671 = -46884.518754 nChanged 1 SP:Iteration 9Q (26152.170000 sec): 3 clusters Score: Raw -48850.231131 + Penalty 1963.855671 = -46886.375460 nChanged 0 SP:Iteration 10F (26152.380000 sec): 3 clusters Score: Raw -48850.231131 + Penalty 1963.855671 = -46886.375460 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26152.430000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26152.630000 sec): 3 clusters Score: Raw -30445.445162 + Penalty 1812.183459 = -28633.261704 nChanged 37 SP:Iteration 1F (26152.790000 sec): 3 clusters Score: Raw -30523.752721 + Penalty 1812.183459 = -28711.569263 nChanged 13 SP:Iteration 2Q (26153.010000 sec): 3 clusters Score: Raw -30566.616886 + Penalty 1812.183459 = -28754.433427 nChanged 3 SP:Iteration 3Q (26153.170000 sec): 3 clusters Score: Raw -30577.880882 + Penalty 1812.183459 = -28765.697424 nChanged 2 SP:Iteration 4Q (26153.300000 sec): 3 clusters Score: Raw -30582.765281 + Penalty 1812.183459 = -28770.581822 nChanged 1 SP:Iteration 5Q (26153.500000 sec): 3 clusters Score: Raw -30584.730189 + Penalty 1812.183459 = -28772.546731 nChanged 0 SP:Iteration 6F (26153.680000 sec): 3 clusters Score: Raw -30584.730189 + Penalty 1812.183459 = -28772.546731 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26153.750000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26153.970000 sec): 3 clusters Score: Raw -30652.943990 + Penalty 1835.916627 = -28817.027362 nChanged 63 SP:Iteration 1F (26154.110000 sec): 3 clusters Score: Raw -30903.891644 + Penalty 1835.916627 = -29067.975017 nChanged 28 SP:Iteration 2F (26154.320000 sec): 3 clusters Score: Raw -31061.401441 + Penalty 1835.916627 = -29225.484813 nChanged 18 SP:Iteration 3F (26154.510000 sec): 3 clusters Score: Raw -31141.657618 + Penalty 1835.916627 = -29305.740990 nChanged 16 SP:Iteration 4F (26154.710000 sec): 3 clusters Score: Raw -31213.418665 + Penalty 1835.916627 = -29377.502037 nChanged 8 SP:Iteration 5Q (26154.850000 sec): 3 clusters Score: Raw -31261.952373 + Penalty 1835.916627 = -29426.035746 nChanged 6 SP:Iteration 6Q (26154.980000 sec): 3 clusters Score: Raw -31285.512397 + Penalty 1835.916627 = -29449.595770 nChanged 6 SP:Iteration 7Q (26155.160000 sec): 3 clusters Score: Raw -31326.804467 + Penalty 1835.916627 = -29490.887839 nChanged 4 SP:Iteration 8Q (26155.370000 sec): 3 clusters Score: Raw -31357.685853 + Penalty 1835.916627 = -29521.769225 nChanged 2 SP:Iteration 9Q (26155.530000 sec): 3 clusters Score: Raw -31362.435346 + Penalty 1835.916627 = -29526.518718 nChanged 0 SP:Iteration 10F (26155.660000 sec): 3 clusters Score: Raw -31362.435346 + Penalty 1835.916627 = -29526.518718 nChanged 0 Iteration 579Q (26181.250000 sec): 27 clusters Score: Raw -146384821.410912 + Penalty 59152.524245 = -146325668.886667 nChanged 4 Iteration 580F (26232.720000 sec): 27 clusters Score: Raw -146384822.024704 + Penalty 59152.524245 = -146325669.500460 nChanged 7 Iteration 581Q (26258.920000 sec): 27 clusters Score: Raw -146384822.116384 + Penalty 59152.524245 = -146325669.592140 nChanged 4 Iteration 582Q (26286.750000 sec): 27 clusters Score: Raw -146384822.180943 + Penalty 59152.524245 = -146325669.656699 nChanged 0 Iteration 583F (26339.490000 sec): 27 clusters Score: Raw -146384822.180943 + Penalty 59152.524245 = -146325669.656699 nChanged 0 Compute initial score before splitting: Score: Raw -146384822.180943 + Penalty 59152.524245 = -146325669.656699 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 1 (9792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26339.670000 sec): 2 clusters Score: Raw -1192038.280853 + Penalty 1493.264663 = -1190545.016190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26339.870000 sec): 3 clusters Score: Raw -1186495.819819 + Penalty 2986.529327 = -1183509.290492 nChanged 4224 SP:Iteration 1F (26340.080000 sec): 3 clusters Score: Raw -1188648.249444 + Penalty 2986.529327 = -1185661.720118 nChanged 557 SP:Iteration 2F (26340.280000 sec): 3 clusters Score: Raw -1188863.408060 + Penalty 2986.529327 = -1185876.878733 nChanged 452 SP:Iteration 3Q (26340.510000 sec): 3 clusters Score: Raw -1189033.773626 + Penalty 2986.529327 = -1186047.244300 nChanged 383 SP:Iteration 4Q (26340.750000 sec): 3 clusters Score: Raw -1189177.222447 + Penalty 2986.529327 = -1186190.693121 nChanged 377 SP:Iteration 5Q (26340.940000 sec): 3 clusters Score: Raw -1189340.992292 + Penalty 2986.529327 = -1186354.462965 nChanged 392 SP:Iteration 6Q (26341.160000 sec): 3 clusters Score: Raw -1189533.459150 + Penalty 2986.529327 = -1186546.929824 nChanged 446 SP:Iteration 7Q (26341.410000 sec): 3 clusters Score: Raw -1189790.657279 + Penalty 2986.529327 = -1186804.127953 nChanged 510 SP:Iteration 8F (26341.610000 sec): 3 clusters Score: Raw -1190146.613455 + Penalty 2986.529327 = -1187160.084129 nChanged 573 SP:Iteration 9F (26341.880000 sec): 3 clusters Score: Raw -1190612.928227 + Penalty 2986.529327 = -1187626.398901 nChanged 577 SP:Iteration 10F (26342.060000 sec): 3 clusters Score: Raw -1191124.359254 + Penalty 2986.529327 = -1188137.829928 nChanged 469 SP:Iteration 11Q (26342.300000 sec): 3 clusters Score: Raw -1191551.908900 + Penalty 2986.529327 = -1188565.379573 nChanged 300 SP:Iteration 12Q (26342.500000 sec): 3 clusters Score: Raw -1191837.576362 + Penalty 2986.529327 = -1188851.047035 nChanged 176 SP:Iteration 13Q (26342.700000 sec): 3 clusters Score: Raw -1192012.979381 + Penalty 2986.529327 = -1189026.450054 nChanged 104 SP:Iteration 14Q (26342.930000 sec): 3 clusters Score: Raw -1192124.492337 + Penalty 2986.529327 = -1189137.963011 nChanged 56 SP:Iteration 15Q (26343.140000 sec): 3 clusters Score: Raw -1192182.842157 + Penalty 2986.529327 = -1189196.312831 nChanged 28 SP:Iteration 16Q (26343.330000 sec): 3 clusters Score: Raw -1192213.962644 + Penalty 2986.529327 = -1189227.433318 nChanged 12 SP:Iteration 17Q (26343.580000 sec): 3 clusters Score: Raw -1192227.382514 + Penalty 2986.529327 = -1189240.853187 nChanged 7 SP:Iteration 18Q (26343.780000 sec): 3 clusters Score: Raw -1192233.395230 + Penalty 2986.529327 = -1189246.865904 nChanged 3 SP:Iteration 19Q (26344.010000 sec): 3 clusters Score: Raw -1192234.775435 + Penalty 2986.529327 = -1189248.246109 nChanged 0 SP:Iteration 20F (26344.230000 sec): 3 clusters Score: Raw -1192234.775435 + Penalty 2986.529327 = -1189248.246109 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 2 (27281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26344.440000 sec): 2 clusters Score: Raw -3356883.287403 + Penalty 1659.766187 = -3355223.521215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26344.720000 sec): 3 clusters Score: Raw -3340038.820074 + Penalty 3319.532375 = -3336719.287700 nChanged 12479 SP:Iteration 1F (26345.060000 sec): 3 clusters Score: Raw -3346790.899391 + Penalty 3319.532375 = -3343471.367017 nChanged 1095 SP:Iteration 2Q (26345.390000 sec): 3 clusters Score: Raw -3347075.250203 + Penalty 3319.532375 = -3343755.717829 nChanged 983 SP:Iteration 3Q (26345.670000 sec): 3 clusters Score: Raw -3347312.825445 + Penalty 3319.532375 = -3343993.293071 nChanged 845 SP:Iteration 4Q (26345.940000 sec): 3 clusters Score: Raw -3347512.621679 + Penalty 3319.532375 = -3344193.089305 nChanged 805 SP:Iteration 5Q (26346.230000 sec): 3 clusters Score: Raw -3347718.002920 + Penalty 3319.532375 = -3344398.470545 nChanged 808 SP:Iteration 6Q (26346.520000 sec): 3 clusters Score: Raw -3347931.719104 + Penalty 3319.532375 = -3344612.186730 nChanged 846 SP:Iteration 7Q (26346.820000 sec): 3 clusters Score: Raw -3348203.965363 + Penalty 3319.532375 = -3344884.432988 nChanged 1004 SP:Iteration 8Q (26347.160000 sec): 3 clusters Score: Raw -3348613.084959 + Penalty 3319.532375 = -3345293.552584 nChanged 1299 SP:Iteration 9Q (26347.450000 sec): 3 clusters Score: Raw -3349258.953101 + Penalty 3319.532375 = -3345939.420726 nChanged 1568 SP:Iteration 10F (26347.740000 sec): 3 clusters Score: Raw -3350235.128795 + Penalty 3319.532375 = -3346915.596421 nChanged 1955 SP:Iteration 11F (26348.030000 sec): 3 clusters Score: Raw -3351744.973633 + Penalty 3319.532375 = -3348425.441259 nChanged 2045 SP:Iteration 12F (26348.320000 sec): 3 clusters Score: Raw -3353615.104567 + Penalty 3319.532375 = -3350295.572193 nChanged 1744 SP:Iteration 13F (26348.630000 sec): 3 clusters Score: Raw -3355298.942344 + Penalty 3319.532375 = -3351979.409970 nChanged 1009 SP:Iteration 14Q (26348.960000 sec): 3 clusters Score: Raw -3356267.088024 + Penalty 3319.532375 = -3352947.555650 nChanged 459 SP:Iteration 15Q (26349.220000 sec): 3 clusters Score: Raw -3356722.707979 + Penalty 3319.532375 = -3353403.175604 nChanged 150 SP:Iteration 16Q (26349.500000 sec): 3 clusters Score: Raw -3356877.720001 + Penalty 3319.532375 = -3353558.187626 nChanged 60 SP:Iteration 17Q (26349.800000 sec): 3 clusters Score: Raw -3356951.175825 + Penalty 3319.532375 = -3353631.643450 nChanged 27 SP:Iteration 18Q (26350.060000 sec): 3 clusters Score: Raw -3356995.074624 + Penalty 3319.532375 = -3353675.542249 nChanged 20 SP:Iteration 19Q (26350.360000 sec): 3 clusters Score: Raw -3357025.932291 + Penalty 3319.532375 = -3353706.399917 nChanged 6 SP:Iteration 20F (26350.590000 sec): 3 clusters Score: Raw -3357035.747212 + Penalty 3319.532375 = -3353716.214838 nChanged 2 SP:Iteration 21Q (26350.920000 sec): 3 clusters Score: Raw -3357039.864374 + Penalty 3319.532375 = -3353720.331999 nChanged 2 SP:Iteration 22Q (26351.200000 sec): 3 clusters Score: Raw -3357041.899227 + Penalty 3319.532375 = -3353722.366852 nChanged 1 SP:Iteration 23Q (26351.450000 sec): 3 clusters Score: Raw -3357043.039484 + Penalty 3319.532375 = -3353723.507110 nChanged 1 SP:Iteration 24Q (26351.780000 sec): 3 clusters Score: Raw -3357044.223667 + Penalty 3319.532375 = -3353724.691292 nChanged 0 SP:Iteration 25F (26352.080000 sec): 3 clusters Score: Raw -3357044.223667 + Penalty 3319.532375 = -3353724.691292 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 3 (15198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26352.180000 sec): 2 clusters Score: Raw -1930314.100500 + Penalty 1564.699357 = -1928749.401143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26352.480000 sec): 3 clusters Score: Raw -1921304.993219 + Penalty 3129.398714 = -1918175.594506 nChanged 6780 SP:Iteration 1F (26352.740000 sec): 3 clusters Score: Raw -1924947.131585 + Penalty 3129.398714 = -1921817.732871 nChanged 762 SP:Iteration 2F (26352.990000 sec): 3 clusters Score: Raw -1925215.957966 + Penalty 3129.398714 = -1922086.559253 nChanged 651 SP:Iteration 3Q (26353.220000 sec): 3 clusters Score: Raw -1925416.226841 + Penalty 3129.398714 = -1922286.828128 nChanged 532 SP:Iteration 4Q (26353.500000 sec): 3 clusters Score: Raw -1925588.602477 + Penalty 3129.398714 = -1922459.203764 nChanged 538 SP:Iteration 5Q (26353.740000 sec): 3 clusters Score: Raw -1925778.432428 + Penalty 3129.398714 = -1922649.033714 nChanged 544 SP:Iteration 6Q (26353.980000 sec): 3 clusters Score: Raw -1925992.694134 + Penalty 3129.398714 = -1922863.295420 nChanged 625 SP:Iteration 7Q (26354.220000 sec): 3 clusters Score: Raw -1926265.467607 + Penalty 3129.398714 = -1923136.068894 nChanged 725 SP:Iteration 8Q (26354.450000 sec): 3 clusters Score: Raw -1926647.029495 + Penalty 3129.398714 = -1923517.630781 nChanged 856 SP:Iteration 9F (26354.740000 sec): 3 clusters Score: Raw -1927164.659285 + Penalty 3129.398714 = -1924035.260571 nChanged 955 SP:Iteration 10F (26354.950000 sec): 3 clusters Score: Raw -1927881.651380 + Penalty 3129.398714 = -1924752.252666 nChanged 1001 SP:Iteration 11F (26355.220000 sec): 3 clusters Score: Raw -1928751.250562 + Penalty 3129.398714 = -1925621.851848 nChanged 848 SP:Iteration 12F (26355.460000 sec): 3 clusters Score: Raw -1929573.713673 + Penalty 3129.398714 = -1926444.314959 nChanged 562 SP:Iteration 13Q (26355.660000 sec): 3 clusters Score: Raw -1930111.127532 + Penalty 3129.398714 = -1926981.728818 nChanged 255 SP:Iteration 14Q (26355.860000 sec): 3 clusters Score: Raw -1930355.756114 + Penalty 3129.398714 = -1927226.357400 nChanged 113 SP:Iteration 15Q (26356.120000 sec): 3 clusters Score: Raw -1930475.068230 + Penalty 3129.398714 = -1927345.669517 nChanged 61 SP:Iteration 16Q (26356.330000 sec): 3 clusters Score: Raw -1930544.607236 + Penalty 3129.398714 = -1927415.208522 nChanged 36 SP:Iteration 17Q (26356.570000 sec): 3 clusters Score: Raw -1930589.657932 + Penalty 3129.398714 = -1927460.259218 nChanged 22 SP:Iteration 18Q (26356.820000 sec): 3 clusters Score: Raw -1930614.115854 + Penalty 3129.398714 = -1927484.717140 nChanged 17 SP:Iteration 19Q (26357.090000 sec): 3 clusters Score: Raw -1930637.946515 + Penalty 3129.398714 = -1927508.547801 nChanged 13 SP:Iteration 20F (26357.310000 sec): 3 clusters Score: Raw -1930653.512575 + Penalty 3129.398714 = -1927524.113861 nChanged 12 SP:Iteration 21Q (26357.550000 sec): 3 clusters Score: Raw -1930662.867320 + Penalty 3129.398714 = -1927533.468606 nChanged 4 SP:Iteration 22Q (26357.780000 sec): 3 clusters Score: Raw -1930668.359627 + Penalty 3129.398714 = -1927538.960913 nChanged 6 SP:Iteration 23Q (26358.000000 sec): 3 clusters Score: Raw -1930674.052030 + Penalty 3129.398714 = -1927544.653316 nChanged 3 SP:Iteration 24Q (26358.240000 sec): 3 clusters Score: Raw -1930678.281141 + Penalty 3129.398714 = -1927548.882428 nChanged 2 SP:Iteration 25Q (26358.410000 sec): 3 clusters Score: Raw -1930680.088698 + Penalty 3129.398714 = -1927550.689984 nChanged 3 SP:Iteration 26Q (26358.620000 sec): 3 clusters Score: Raw -1930683.780992 + Penalty 3129.398714 = -1927554.382279 nChanged 4 SP:Iteration 27Q (26358.880000 sec): 3 clusters Score: Raw -1930689.803833 + Penalty 3129.398714 = -1927560.405119 nChanged 2 SP:Iteration 28Q (26359.110000 sec): 3 clusters Score: Raw -1930692.912772 + Penalty 3129.398714 = -1927563.514058 nChanged 1 SP:Iteration 29Q (26359.320000 sec): 3 clusters Score: Raw -1930693.901761 + Penalty 3129.398714 = -1927564.503048 nChanged 3 SP:Iteration 30Q (26359.520000 sec): 3 clusters Score: Raw -1930696.457330 + Penalty 3129.398714 = -1927567.058617 nChanged 2 SP:Iteration 31Q (26359.740000 sec): 3 clusters Score: Raw -1930699.395441 + Penalty 3129.398714 = -1927569.996727 nChanged 0 SP:Iteration 32F (26359.990000 sec): 3 clusters Score: Raw -1930699.395441 + Penalty 3129.398714 = -1927569.996727 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 4 (929543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26363.500000 sec): 2 clusters Score: Raw -114010697.937655 + Penalty 2233.147856 = -114008464.789799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26368.320000 sec): 3 clusters Score: Raw -113380025.447636 + Penalty 4466.295713 = -113375559.151923 nChanged 458689 SP:Iteration 1F (26374.100000 sec): 3 clusters Score: Raw -113660231.798411 + Penalty 4466.295713 = -113655765.502699 nChanged 22146 SP:Iteration 2Q (26380.470000 sec): 3 clusters Score: Raw -113665015.893694 + Penalty 4466.295713 = -113660549.597982 nChanged 28668 SP:Iteration 3Q (26386.660000 sec): 3 clusters Score: Raw -113673637.437659 + Penalty 4466.295713 = -113669171.141947 nChanged 40773 SP:Iteration 4Q (26391.460000 sec): 3 clusters Score: Raw -113690944.246589 + Penalty 4466.295713 = -113686477.950876 nChanged 59418 SP:Iteration 5F (26396.660000 sec): 3 clusters Score: Raw -113726098.975893 + Penalty 4466.295713 = -113721632.680180 nChanged 81297 SP:Iteration 6F (26401.960000 sec): 3 clusters Score: Raw -113790654.503868 + Penalty 4466.295713 = -113786188.208156 nChanged 93076 SP:Iteration 7F (26407.320000 sec): 3 clusters Score: Raw -113881427.516796 + Penalty 4466.295713 = -113876961.221083 nChanged 76205 SP:Iteration 8F (26412.150000 sec): 3 clusters Score: Raw -113961612.997495 + Penalty 4466.295713 = -113957146.701782 nChanged 37066 SP:Iteration 9Q (26417.080000 sec): 3 clusters Score: Raw -113999544.789665 + Penalty 4466.295713 = -113995078.493952 nChanged 9890 SP:Iteration 10Q (26421.480000 sec): 3 clusters Score: Raw -114008999.174784 + Penalty 4466.295713 = -114004532.879071 nChanged 1638 SP:Iteration 11Q (26425.420000 sec): 3 clusters Score: Raw -114010490.372035 + Penalty 4466.295713 = -114006024.076322 nChanged 220 SP:Iteration 12Q (26429.750000 sec): 3 clusters Score: Raw -114010730.490375 + Penalty 4466.295713 = -114006264.194663 nChanged 42 SP:Iteration 13Q (26433.650000 sec): 3 clusters Score: Raw -114010805.639652 + Penalty 4466.295713 = -114006339.343939 nChanged 15 SP:Iteration 14Q (26437.780000 sec): 3 clusters Score: Raw -114010830.723245 + Penalty 4466.295713 = -114006364.427532 nChanged 4 SP:Iteration 15Q (26442.050000 sec): 3 clusters Score: Raw -114010838.381459 + Penalty 4466.295713 = -114006372.085747 nChanged 4 SP:Iteration 16Q (26446.010000 sec): 3 clusters Score: Raw -114010850.601811 + Penalty 4466.295713 = -114006384.306099 nChanged 2 SP:Iteration 17Q (26450.060000 sec): 3 clusters Score: Raw -114010857.474255 + Penalty 4466.295713 = -114006391.178543 nChanged 5 SP:Iteration 18Q (26453.840000 sec): 3 clusters Score: Raw -114010872.412493 + Penalty 4466.295713 = -114006406.116780 nChanged 3 SP:Iteration 19Q (26457.930000 sec): 3 clusters Score: Raw -114010884.437492 + Penalty 4466.295713 = -114006418.141779 nChanged 5 SP:Iteration 20F (26462.530000 sec): 3 clusters Score: Raw -114010902.515066 + Penalty 4466.295713 = -114006436.219354 nChanged 1 SP:Iteration 21Q (26466.600000 sec): 3 clusters Score: Raw -114010905.211375 + Penalty 4466.295713 = -114006438.915662 nChanged 0 SP:Iteration 22F (26471.070000 sec): 3 clusters Score: Raw -114010905.211375 + Penalty 4466.295713 = -114006438.915662 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 5 (22564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26471.940000 sec): 2 clusters Score: Raw -2730355.276098 + Penalty 1628.918037 = -2728726.358061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26472.260000 sec): 3 clusters Score: Raw -2716681.105503 + Penalty 3257.836073 = -2713423.269429 nChanged 10241 SP:Iteration 1F (26472.540000 sec): 3 clusters Score: Raw -2722355.508086 + Penalty 3257.836073 = -2719097.672013 nChanged 1046 SP:Iteration 2Q (26472.910000 sec): 3 clusters Score: Raw -2722750.189331 + Penalty 3257.836073 = -2719492.353258 nChanged 1060 SP:Iteration 3Q (26473.180000 sec): 3 clusters Score: Raw -2723225.553642 + Penalty 3257.836073 = -2719967.717569 nChanged 1249 SP:Iteration 4F (26473.500000 sec): 3 clusters Score: Raw -2723954.118147 + Penalty 3257.836073 = -2720696.282074 nChanged 1639 SP:Iteration 5F (26473.810000 sec): 3 clusters Score: Raw -2725197.746001 + Penalty 3257.836073 = -2721939.909928 nChanged 1841 SP:Iteration 6F (26474.170000 sec): 3 clusters Score: Raw -2726836.701479 + Penalty 3257.836073 = -2723578.865406 nChanged 1710 SP:Iteration 7F (26474.480000 sec): 3 clusters Score: Raw -2728523.833597 + Penalty 3257.836073 = -2725265.997523 nChanged 1144 SP:Iteration 8F (26474.740000 sec): 3 clusters Score: Raw -2729645.253674 + Penalty 3257.836073 = -2726387.417601 nChanged 519 SP:Iteration 9Q (26475.060000 sec): 3 clusters Score: Raw -2730170.861600 + Penalty 3257.836073 = -2726913.025526 nChanged 183 SP:Iteration 10Q (26475.320000 sec): 3 clusters Score: Raw -2730391.087056 + Penalty 3257.836073 = -2727133.250983 nChanged 63 SP:Iteration 11Q (26475.620000 sec): 3 clusters Score: Raw -2730478.096104 + Penalty 3257.836073 = -2727220.260030 nChanged 22 SP:Iteration 12Q (26475.880000 sec): 3 clusters Score: Raw -2730512.326927 + Penalty 3257.836073 = -2727254.490854 nChanged 10 SP:Iteration 13Q (26476.180000 sec): 3 clusters Score: Raw -2730527.409277 + Penalty 3257.836073 = -2727269.573203 nChanged 4 SP:Iteration 14Q (26476.480000 sec): 3 clusters Score: Raw -2730533.243773 + Penalty 3257.836073 = -2727275.407700 nChanged 3 SP:Iteration 15Q (26476.790000 sec): 3 clusters Score: Raw -2730539.066683 + Penalty 3257.836073 = -2727281.230610 nChanged 3 SP:Iteration 16Q (26477.090000 sec): 3 clusters Score: Raw -2730544.191120 + Penalty 3257.836073 = -2727286.355047 nChanged 2 SP:Iteration 17Q (26477.430000 sec): 3 clusters Score: Raw -2730547.910781 + Penalty 3257.836073 = -2727290.074708 nChanged 3 SP:Iteration 18Q (26477.750000 sec): 3 clusters Score: Raw -2730554.264134 + Penalty 3257.836073 = -2727296.428061 nChanged 3 SP:Iteration 19Q (26478.080000 sec): 3 clusters Score: Raw -2730559.329205 + Penalty 3257.836073 = -2727301.493132 nChanged 5 SP:Iteration 20F (26478.330000 sec): 3 clusters Score: Raw -2730569.006573 + Penalty 3257.836073 = -2727311.170499 nChanged 4 SP:Iteration 21Q (26478.610000 sec): 3 clusters Score: Raw -2730572.464766 + Penalty 3257.836073 = -2727314.628693 nChanged 0 SP:Iteration 22F (26478.890000 sec): 3 clusters Score: Raw -2730572.464766 + Penalty 3257.836073 = -2727314.628693 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 6 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26478.980000 sec): 2 clusters Score: Raw -172700.814575 + Penalty 1180.745927 = -171520.068648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26479.160000 sec): 3 clusters Score: Raw -172148.137205 + Penalty 2361.491853 = -169786.645352 nChanged 464 SP:Iteration 1F (26479.390000 sec): 3 clusters Score: Raw -172472.882977 + Penalty 2361.491853 = -170111.391124 nChanged 88 SP:Iteration 2F (26479.490000 sec): 3 clusters Score: Raw -172548.013796 + Penalty 2361.491853 = -170186.521942 nChanged 53 SP:Iteration 3Q (26479.690000 sec): 3 clusters Score: Raw -172591.606261 + Penalty 2361.491853 = -170230.114407 nChanged 39 SP:Iteration 4Q (26479.880000 sec): 3 clusters Score: Raw -172622.006366 + Penalty 2361.491853 = -170260.514513 nChanged 30 SP:Iteration 5Q (26480.040000 sec): 3 clusters Score: Raw -172641.532418 + Penalty 2361.491853 = -170280.040564 nChanged 28 SP:Iteration 6Q (26480.200000 sec): 3 clusters Score: Raw -172665.075488 + Penalty 2361.491853 = -170303.583635 nChanged 32 SP:Iteration 7Q (26480.350000 sec): 3 clusters Score: Raw -172689.711826 + Penalty 2361.491853 = -170328.219973 nChanged 23 SP:Iteration 8Q (26480.500000 sec): 3 clusters Score: Raw -172706.747647 + Penalty 2361.491853 = -170345.255794 nChanged 16 SP:Iteration 9Q (26480.700000 sec): 3 clusters Score: Raw -172719.886346 + Penalty 2361.491853 = -170358.394493 nChanged 12 SP:Iteration 10Q (26480.890000 sec): 3 clusters Score: Raw -172728.927040 + Penalty 2361.491853 = -170367.435187 nChanged 11 SP:Iteration 11Q (26481.100000 sec): 3 clusters Score: Raw -172735.739416 + Penalty 2361.491853 = -170374.247562 nChanged 7 SP:Iteration 12Q (26481.240000 sec): 3 clusters Score: Raw -172742.231497 + Penalty 2361.491853 = -170380.739643 nChanged 2 SP:Iteration 13Q (26481.470000 sec): 3 clusters Score: Raw -172742.945805 + Penalty 2361.491853 = -170381.453951 nChanged 3 SP:Iteration 14Q (26481.630000 sec): 3 clusters Score: Raw -172745.055710 + Penalty 2361.491853 = -170383.563856 nChanged 5 SP:Iteration 15Q (26481.820000 sec): 3 clusters Score: Raw -172751.494186 + Penalty 2361.491853 = -170390.002333 nChanged 10 SP:Iteration 16Q (26482.000000 sec): 3 clusters Score: Raw -172763.598669 + Penalty 2361.491853 = -170402.106816 nChanged 18 SP:Iteration 17Q (26482.210000 sec): 3 clusters Score: Raw -172780.896070 + Penalty 2361.491853 = -170419.404216 nChanged 14 SP:Iteration 18Q (26482.380000 sec): 3 clusters Score: Raw -172793.903587 + Penalty 2361.491853 = -170432.411733 nChanged 13 SP:Iteration 19Q (26482.570000 sec): 3 clusters Score: Raw -172804.892548 + Penalty 2361.491853 = -170443.400694 nChanged 8 SP:Iteration 20F (26482.810000 sec): 3 clusters Score: Raw -172809.887150 + Penalty 2361.491853 = -170448.395296 nChanged 10 SP:Iteration 21Q (26482.980000 sec): 3 clusters Score: Raw -172818.279606 + Penalty 2361.491853 = -170456.787753 nChanged 7 SP:Iteration 22Q (26483.180000 sec): 3 clusters Score: Raw -172824.078504 + Penalty 2361.491853 = -170462.586651 nChanged 7 SP:Iteration 23Q (26483.380000 sec): 3 clusters Score: Raw -172829.284234 + Penalty 2361.491853 = -170467.792381 nChanged 5 SP:Iteration 24Q (26483.580000 sec): 3 clusters Score: Raw -172831.940292 + Penalty 2361.491853 = -170470.448438 nChanged 4 SP:Iteration 25Q (26483.820000 sec): 3 clusters Score: Raw -172833.614292 + Penalty 2361.491853 = -170472.122439 nChanged 1 SP:Iteration 26Q (26484.000000 sec): 3 clusters Score: Raw -172834.017541 + Penalty 2361.491853 = -170472.525687 nChanged 0 SP:Iteration 27F (26484.170000 sec): 3 clusters Score: Raw -172834.017541 + Penalty 2361.491853 = -170472.525687 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 7 (94451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26484.730000 sec): 2 clusters Score: Raw -11474772.259874 + Penalty 1861.573425 = -11472910.686449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26485.440000 sec): 3 clusters Score: Raw -11413391.787995 + Penalty 3723.146850 = -11409668.641145 nChanged 45331 SP:Iteration 1F (26486.040000 sec): 3 clusters Score: Raw -11439465.846956 + Penalty 3723.146850 = -11435742.700107 nChanged 3369 SP:Iteration 2Q (26486.740000 sec): 3 clusters Score: Raw -11440477.824567 + Penalty 3723.146850 = -11436754.677717 nChanged 4293 SP:Iteration 3Q (26487.360000 sec): 3 clusters Score: Raw -11442264.869579 + Penalty 3723.146850 = -11438541.722730 nChanged 5971 SP:Iteration 4F (26487.880000 sec): 3 clusters Score: Raw -11445711.210867 + Penalty 3723.146850 = -11441988.064017 nChanged 7982 SP:Iteration 5F (26488.440000 sec): 3 clusters Score: Raw -11451862.889417 + Penalty 3723.146850 = -11448139.742567 nChanged 9197 SP:Iteration 6F (26489.040000 sec): 3 clusters Score: Raw -11460811.254769 + Penalty 3723.146850 = -11457088.107920 nChanged 7859 SP:Iteration 7F (26489.690000 sec): 3 clusters Score: Raw -11469234.421156 + Penalty 3723.146850 = -11465511.274306 nChanged 4046 SP:Iteration 8Q (26490.310000 sec): 3 clusters Score: Raw -11473405.859066 + Penalty 3723.146850 = -11469682.712216 nChanged 1175 SP:Iteration 9Q (26490.810000 sec): 3 clusters Score: Raw -11474529.106479 + Penalty 3723.146850 = -11470805.959630 nChanged 256 SP:Iteration 10Q (26491.300000 sec): 3 clusters Score: Raw -11474808.387313 + Penalty 3723.146850 = -11471085.240463 nChanged 46 SP:Iteration 11Q (26491.800000 sec): 3 clusters Score: Raw -11474893.163569 + Penalty 3723.146850 = -11471170.016719 nChanged 14 SP:Iteration 12Q (26492.310000 sec): 3 clusters Score: Raw -11474923.961332 + Penalty 3723.146850 = -11471200.814483 nChanged 5 SP:Iteration 13Q (26492.810000 sec): 3 clusters Score: Raw -11474939.519580 + Penalty 3723.146850 = -11471216.372730 nChanged 4 SP:Iteration 14Q (26493.370000 sec): 3 clusters Score: Raw -11474953.978541 + Penalty 3723.146850 = -11471230.831691 nChanged 5 SP:Iteration 15Q (26493.930000 sec): 3 clusters Score: Raw -11474968.766882 + Penalty 3723.146850 = -11471245.620033 nChanged 1 SP:Iteration 16Q (26494.420000 sec): 3 clusters Score: Raw -11474971.951578 + Penalty 3723.146850 = -11471248.804728 nChanged 1 SP:Iteration 17Q (26494.960000 sec): 3 clusters Score: Raw -11474974.713871 + Penalty 3723.146850 = -11471251.567022 nChanged 0 SP:Iteration 18F (26495.590000 sec): 3 clusters Score: Raw -11474974.713871 + Penalty 3723.146850 = -11471251.567022 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 8 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26495.750000 sec): 2 clusters Score: Raw -71270.033154 + Penalty 1045.352765 = -70224.680389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26495.920000 sec): 3 clusters Score: Raw -71161.118788 + Penalty 2090.705530 = -69070.413257 nChanged 154 SP:Iteration 1F (26496.110000 sec): 3 clusters Score: Raw -71360.709439 + Penalty 2090.705530 = -69270.003909 nChanged 52 SP:Iteration 2F (26496.290000 sec): 3 clusters Score: Raw -71442.880094 + Penalty 2090.705530 = -69352.174564 nChanged 20 SP:Iteration 3Q (26496.440000 sec): 3 clusters Score: Raw -71462.797672 + Penalty 2090.705530 = -69372.092142 nChanged 5 SP:Iteration 4Q (26496.600000 sec): 3 clusters Score: Raw -71468.710330 + Penalty 2090.705530 = -69378.004799 nChanged 3 SP:Iteration 5Q (26496.780000 sec): 3 clusters Score: Raw -71471.889563 + Penalty 2090.705530 = -69381.184033 nChanged 4 SP:Iteration 6Q (26496.960000 sec): 3 clusters Score: Raw -71476.408576 + Penalty 2090.705530 = -69385.703046 nChanged 7 SP:Iteration 7Q (26497.160000 sec): 3 clusters Score: Raw -71485.990170 + Penalty 2090.705530 = -69395.284640 nChanged 6 SP:Iteration 8Q (26497.330000 sec): 3 clusters Score: Raw -71496.070380 + Penalty 2090.705530 = -69405.364850 nChanged 4 SP:Iteration 9Q (26497.550000 sec): 3 clusters Score: Raw -71500.052613 + Penalty 2090.705530 = -69409.347083 nChanged 2 SP:Iteration 10Q (26497.690000 sec): 3 clusters Score: Raw -71501.773787 + Penalty 2090.705530 = -69411.068257 nChanged 0 SP:Iteration 11F (26497.880000 sec): 3 clusters Score: Raw -71501.773787 + Penalty 2090.705530 = -69411.068257 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 9 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26498.000000 sec): 2 clusters Score: Raw -33674.520606 + Penalty 933.238018 = -32741.282588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26498.220000 sec): 3 clusters Score: Raw -33751.608294 + Penalty 1866.476036 = -31885.132258 nChanged 57 SP:Iteration 1F (26498.430000 sec): 3 clusters Score: Raw -33894.336941 + Penalty 1866.476036 = -32027.860905 nChanged 20 SP:Iteration 2F (26498.600000 sec): 3 clusters Score: Raw -33941.540399 + Penalty 1866.476036 = -32075.064363 nChanged 7 SP:Iteration 3Q (26498.800000 sec): 3 clusters Score: Raw -33955.338618 + Penalty 1866.476036 = -32088.862582 nChanged 2 SP:Iteration 4Q (26499.010000 sec): 3 clusters Score: Raw -33961.823977 + Penalty 1866.476036 = -32095.347941 nChanged 5 SP:Iteration 5Q (26499.220000 sec): 3 clusters Score: Raw -33978.804217 + Penalty 1866.476036 = -32112.328181 nChanged 3 SP:Iteration 6Q (26499.360000 sec): 3 clusters Score: Raw -33983.581219 + Penalty 1866.476036 = -32117.105183 nChanged 3 SP:Iteration 7Q (26499.560000 sec): 3 clusters Score: Raw -33992.558719 + Penalty 1866.476036 = -32126.082683 nChanged 2 SP:Iteration 8Q (26499.720000 sec): 3 clusters Score: Raw -33995.105068 + Penalty 1866.476036 = -32128.629032 nChanged 1 SP:Iteration 9Q (26499.930000 sec): 3 clusters Score: Raw -34001.661372 + Penalty 1866.476036 = -32135.185336 nChanged 1 SP:Iteration 10Q (26500.080000 sec): 3 clusters Score: Raw -34002.681834 + Penalty 1866.476036 = -32136.205798 nChanged 1 SP:Iteration 11Q (26500.290000 sec): 3 clusters Score: Raw -34004.557731 + Penalty 1866.476036 = -32138.081695 nChanged 1 SP:Iteration 12Q (26500.480000 sec): 3 clusters Score: Raw -34005.548513 + Penalty 1866.476036 = -32139.072477 nChanged 0 SP:Iteration 13F (26500.680000 sec): 3 clusters Score: Raw -34005.548513 + Penalty 1866.476036 = -32139.072477 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 10 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26500.790000 sec): 2 clusters Score: Raw -93433.278376 + Penalty 1095.334396 = -92337.943980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26500.930000 sec): 3 clusters Score: Raw -93373.642653 + Penalty 2190.668792 = -91182.973861 nChanged 253 SP:Iteration 1F (26501.120000 sec): 3 clusters Score: Raw -93703.078478 + Penalty 2190.668792 = -91512.409686 nChanged 68 SP:Iteration 2F (26501.370000 sec): 3 clusters Score: Raw -93800.583301 + Penalty 2190.668792 = -91609.914509 nChanged 36 SP:Iteration 3Q (26501.550000 sec): 3 clusters Score: Raw -93842.013755 + Penalty 2190.668792 = -91651.344963 nChanged 20 SP:Iteration 4Q (26501.770000 sec): 3 clusters Score: Raw -93866.075272 + Penalty 2190.668792 = -91675.406480 nChanged 18 SP:Iteration 5Q (26501.950000 sec): 3 clusters Score: Raw -93887.647133 + Penalty 2190.668792 = -91696.978341 nChanged 17 SP:Iteration 6Q (26502.130000 sec): 3 clusters Score: Raw -93905.813259 + Penalty 2190.668792 = -91715.144467 nChanged 11 SP:Iteration 7Q (26502.340000 sec): 3 clusters Score: Raw -93919.099879 + Penalty 2190.668792 = -91728.431087 nChanged 11 SP:Iteration 8Q (26502.530000 sec): 3 clusters Score: Raw -93928.811895 + Penalty 2190.668792 = -91738.143103 nChanged 12 SP:Iteration 9Q (26502.720000 sec): 3 clusters Score: Raw -93943.664762 + Penalty 2190.668792 = -91752.995970 nChanged 15 SP:Iteration 10Q (26502.880000 sec): 3 clusters Score: Raw -93956.119320 + Penalty 2190.668792 = -91765.450528 nChanged 10 SP:Iteration 11Q (26503.050000 sec): 3 clusters Score: Raw -93965.653492 + Penalty 2190.668792 = -91774.984700 nChanged 10 SP:Iteration 12Q (26503.260000 sec): 3 clusters Score: Raw -93976.500636 + Penalty 2190.668792 = -91785.831844 nChanged 12 SP:Iteration 13Q (26503.410000 sec): 3 clusters Score: Raw -93984.755200 + Penalty 2190.668792 = -91794.086408 nChanged 13 SP:Iteration 14Q (26503.610000 sec): 3 clusters Score: Raw -93994.104148 + Penalty 2190.668792 = -91803.435357 nChanged 11 SP:Iteration 15Q (26503.790000 sec): 3 clusters Score: Raw -94002.492405 + Penalty 2190.668792 = -91811.823613 nChanged 9 SP:Iteration 16Q (26503.970000 sec): 3 clusters Score: Raw -94012.232231 + Penalty 2190.668792 = -91821.563439 nChanged 7 SP:Iteration 17Q (26504.130000 sec): 3 clusters Score: Raw -94019.967457 + Penalty 2190.668792 = -91829.298666 nChanged 8 SP:Iteration 18Q (26504.370000 sec): 3 clusters Score: Raw -94028.368927 + Penalty 2190.668792 = -91837.700135 nChanged 7 SP:Iteration 19Q (26504.520000 sec): 3 clusters Score: Raw -94034.845516 + Penalty 2190.668792 = -91844.176724 nChanged 2 SP:Iteration 20F (26504.790000 sec): 3 clusters Score: Raw -94036.097204 + Penalty 2190.668792 = -91845.428412 nChanged 2 SP:Iteration 21Q (26505.000000 sec): 3 clusters Score: Raw -94037.234783 + Penalty 2190.668792 = -91846.565991 nChanged 1 SP:Iteration 22Q (26505.210000 sec): 3 clusters Score: Raw -94038.212214 + Penalty 2190.668792 = -91847.543422 nChanged 1 SP:Iteration 23Q (26505.460000 sec): 3 clusters Score: Raw -94038.686178 + Penalty 2190.668792 = -91848.017386 nChanged 1 SP:Iteration 24Q (26505.670000 sec): 3 clusters Score: Raw -94039.947478 + Penalty 2190.668792 = -91849.278686 nChanged 0 SP:Iteration 25F (26505.880000 sec): 3 clusters Score: Raw -94039.947478 + Penalty 2190.668792 = -91849.278686 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 11 (17044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26506.060000 sec): 2 clusters Score: Raw -2165980.250913 + Penalty 1583.327446 = -2164396.923467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26506.340000 sec): 3 clusters Score: Raw -2155869.345524 + Penalty 3166.654892 = -2152702.690632 nChanged 7561 SP:Iteration 1F (26506.650000 sec): 3 clusters Score: Raw -2159876.256645 + Penalty 3166.654892 = -2156709.601753 nChanged 800 SP:Iteration 2Q (26506.920000 sec): 3 clusters Score: Raw -2160144.509432 + Penalty 3166.654892 = -2156977.854540 nChanged 703 SP:Iteration 3Q (26507.230000 sec): 3 clusters Score: Raw -2160383.714126 + Penalty 3166.654892 = -2157217.059233 nChanged 674 SP:Iteration 4Q (26507.530000 sec): 3 clusters Score: Raw -2160664.241852 + Penalty 3166.654892 = -2157497.586959 nChanged 803 SP:Iteration 5Q (26507.870000 sec): 3 clusters Score: Raw -2161048.726539 + Penalty 3166.654892 = -2157882.071646 nChanged 940 SP:Iteration 6F (26508.130000 sec): 3 clusters Score: Raw -2161574.656403 + Penalty 3166.654892 = -2158408.001511 nChanged 1070 SP:Iteration 7F (26508.400000 sec): 3 clusters Score: Raw -2162335.942348 + Penalty 3166.654892 = -2159169.287456 nChanged 1213 SP:Iteration 8F (26508.680000 sec): 3 clusters Score: Raw -2163352.539692 + Penalty 3166.654892 = -2160185.884800 nChanged 1173 SP:Iteration 9F (26508.990000 sec): 3 clusters Score: Raw -2164456.513291 + Penalty 3166.654892 = -2161289.858399 nChanged 854 SP:Iteration 10F (26509.270000 sec): 3 clusters Score: Raw -2165291.929138 + Penalty 3166.654892 = -2162125.274246 nChanged 472 SP:Iteration 11Q (26509.580000 sec): 3 clusters Score: Raw -2165756.483923 + Penalty 3166.654892 = -2162589.829030 nChanged 245 SP:Iteration 12Q (26509.870000 sec): 3 clusters Score: Raw -2166004.983677 + Penalty 3166.654892 = -2162838.328785 nChanged 131 SP:Iteration 13Q (26510.240000 sec): 3 clusters Score: Raw -2166149.094058 + Penalty 3166.654892 = -2162982.439166 nChanged 78 SP:Iteration 14Q (26510.450000 sec): 3 clusters Score: Raw -2166222.903779 + Penalty 3166.654892 = -2163056.248887 nChanged 53 SP:Iteration 15Q (26510.710000 sec): 3 clusters Score: Raw -2166259.028682 + Penalty 3166.654892 = -2163092.373789 nChanged 29 SP:Iteration 16Q (26510.980000 sec): 3 clusters Score: Raw -2166282.307952 + Penalty 3166.654892 = -2163115.653059 nChanged 19 SP:Iteration 17Q (26511.270000 sec): 3 clusters Score: Raw -2166294.544637 + Penalty 3166.654892 = -2163127.889744 nChanged 15 SP:Iteration 18Q (26511.560000 sec): 3 clusters Score: Raw -2166305.497789 + Penalty 3166.654892 = -2163138.842897 nChanged 13 SP:Iteration 19Q (26511.820000 sec): 3 clusters Score: Raw -2166317.439905 + Penalty 3166.654892 = -2163150.785012 nChanged 10 SP:Iteration 20F (26512.040000 sec): 3 clusters Score: Raw -2166328.522152 + Penalty 3166.654892 = -2163161.867260 nChanged 15 SP:Iteration 21Q (26512.320000 sec): 3 clusters Score: Raw -2166340.598226 + Penalty 3166.654892 = -2163173.943334 nChanged 15 SP:Iteration 22Q (26512.600000 sec): 3 clusters Score: Raw -2166349.917107 + Penalty 3166.654892 = -2163183.262215 nChanged 10 SP:Iteration 23Q (26512.870000 sec): 3 clusters Score: Raw -2166355.619836 + Penalty 3166.654892 = -2163188.964944 nChanged 6 SP:Iteration 24Q (26513.140000 sec): 3 clusters Score: Raw -2166358.061119 + Penalty 3166.654892 = -2163191.406226 nChanged 3 SP:Iteration 25Q (26513.410000 sec): 3 clusters Score: Raw -2166359.739832 + Penalty 3166.654892 = -2163193.084940 nChanged 1 SP:Iteration 26Q (26513.680000 sec): 3 clusters Score: Raw -2166360.740955 + Penalty 3166.654892 = -2163194.086063 nChanged 1 SP:Iteration 27Q (26513.930000 sec): 3 clusters Score: Raw -2166361.865645 + Penalty 3166.654892 = -2163195.210752 nChanged 0 SP:Iteration 28F (26514.170000 sec): 3 clusters Score: Raw -2166361.865645 + Penalty 3166.654892 = -2163195.210752 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 12 (5836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26514.280000 sec): 2 clusters Score: Raw -744249.718358 + Penalty 1409.167648 = -742840.550710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26514.540000 sec): 3 clusters Score: Raw -741161.540560 + Penalty 2818.335296 = -738343.205264 nChanged 2356 SP:Iteration 1F (26514.720000 sec): 3 clusters Score: Raw -742436.597211 + Penalty 2818.335296 = -739618.261916 nChanged 374 SP:Iteration 2F (26515.040000 sec): 3 clusters Score: Raw -742620.716173 + Penalty 2818.335296 = -739802.380877 nChanged 278 SP:Iteration 3Q (26515.250000 sec): 3 clusters Score: Raw -742753.994125 + Penalty 2818.335296 = -739935.658829 nChanged 221 SP:Iteration 4Q (26515.460000 sec): 3 clusters Score: Raw -742852.753326 + Penalty 2818.335296 = -740034.418030 nChanged 194 SP:Iteration 5Q (26515.670000 sec): 3 clusters Score: Raw -742942.647305 + Penalty 2818.335296 = -740124.312009 nChanged 176 SP:Iteration 6Q (26515.890000 sec): 3 clusters Score: Raw -743017.678214 + Penalty 2818.335296 = -740199.342918 nChanged 160 SP:Iteration 7Q (26516.170000 sec): 3 clusters Score: Raw -743098.676437 + Penalty 2818.335296 = -740280.341142 nChanged 157 SP:Iteration 8Q (26516.360000 sec): 3 clusters Score: Raw -743180.863859 + Penalty 2818.335296 = -740362.528564 nChanged 151 SP:Iteration 9Q (26516.580000 sec): 3 clusters Score: Raw -743253.849494 + Penalty 2818.335296 = -740435.514199 nChanged 134 SP:Iteration 10Q (26516.800000 sec): 3 clusters Score: Raw -743309.971966 + Penalty 2818.335296 = -740491.636670 nChanged 110 SP:Iteration 11Q (26517.050000 sec): 3 clusters Score: Raw -743354.520803 + Penalty 2818.335296 = -740536.185507 nChanged 103 SP:Iteration 12Q (26517.240000 sec): 3 clusters Score: Raw -743397.348129 + Penalty 2818.335296 = -740579.012833 nChanged 110 SP:Iteration 13Q (26517.410000 sec): 3 clusters Score: Raw -743441.409964 + Penalty 2818.335296 = -740623.074668 nChanged 98 SP:Iteration 14Q (26517.600000 sec): 3 clusters Score: Raw -743489.922893 + Penalty 2818.335296 = -740671.587597 nChanged 116 SP:Iteration 15Q (26517.800000 sec): 3 clusters Score: Raw -743550.336528 + Penalty 2818.335296 = -740732.001232 nChanged 127 SP:Iteration 16Q (26517.990000 sec): 3 clusters Score: Raw -743616.788159 + Penalty 2818.335296 = -740798.452864 nChanged 131 SP:Iteration 17Q (26518.200000 sec): 3 clusters Score: Raw -743686.828417 + Penalty 2818.335296 = -740868.493122 nChanged 130 SP:Iteration 18Q (26518.420000 sec): 3 clusters Score: Raw -743763.663779 + Penalty 2818.335296 = -740945.328483 nChanged 122 SP:Iteration 19Q (26518.650000 sec): 3 clusters Score: Raw -743836.347374 + Penalty 2818.335296 = -741018.012078 nChanged 117 SP:Iteration 20F (26518.840000 sec): 3 clusters Score: Raw -743901.664664 + Penalty 2818.335296 = -741083.329368 nChanged 104 SP:Iteration 21Q (26519.070000 sec): 3 clusters Score: Raw -743949.313404 + Penalty 2818.335296 = -741130.978108 nChanged 74 SP:Iteration 22Q (26519.280000 sec): 3 clusters Score: Raw -743984.205670 + Penalty 2818.335296 = -741165.870374 nChanged 74 SP:Iteration 23Q (26519.520000 sec): 3 clusters Score: Raw -744023.035539 + Penalty 2818.335296 = -741204.700243 nChanged 75 SP:Iteration 24Q (26519.700000 sec): 3 clusters Score: Raw -744057.986237 + Penalty 2818.335296 = -741239.650942 nChanged 62 SP:Iteration 25Q (26519.900000 sec): 3 clusters Score: Raw -744088.366760 + Penalty 2818.335296 = -741270.031465 nChanged 55 SP:Iteration 26Q (26520.080000 sec): 3 clusters Score: Raw -744118.085266 + Penalty 2818.335296 = -741299.749971 nChanged 51 SP:Iteration 27Q (26520.250000 sec): 3 clusters Score: Raw -744143.984667 + Penalty 2818.335296 = -741325.649372 nChanged 44 SP:Iteration 28Q (26520.520000 sec): 3 clusters Score: Raw -744165.084854 + Penalty 2818.335296 = -741346.749559 nChanged 44 SP:Iteration 29Q (26520.780000 sec): 3 clusters Score: Raw -744185.704161 + Penalty 2818.335296 = -741367.368865 nChanged 37 SP:Iteration 30Q (26521.040000 sec): 3 clusters Score: Raw -744203.143231 + Penalty 2818.335296 = -741384.807936 nChanged 26 SP:Iteration 31Q (26521.260000 sec): 3 clusters Score: Raw -744217.038246 + Penalty 2818.335296 = -741398.702950 nChanged 32 SP:Iteration 32Q (26521.450000 sec): 3 clusters Score: Raw -744235.307315 + Penalty 2818.335296 = -741416.972019 nChanged 25 SP:Iteration 33Q (26521.650000 sec): 3 clusters Score: Raw -744246.829718 + Penalty 2818.335296 = -741428.494423 nChanged 25 SP:Iteration 34Q (26521.850000 sec): 3 clusters Score: Raw -744258.384728 + Penalty 2818.335296 = -741440.049432 nChanged 22 SP:Iteration 35Q (26522.070000 sec): 3 clusters Score: Raw -744268.581748 + Penalty 2818.335296 = -741450.246453 nChanged 18 SP:Iteration 36Q (26522.310000 sec): 3 clusters Score: Raw -744277.878813 + Penalty 2818.335296 = -741459.543517 nChanged 16 SP:Iteration 37Q (26522.570000 sec): 3 clusters Score: Raw -744284.042567 + Penalty 2818.335296 = -741465.707271 nChanged 17 SP:Iteration 38Q (26522.740000 sec): 3 clusters Score: Raw -744292.275837 + Penalty 2818.335296 = -741473.940542 nChanged 19 SP:Iteration 39Q (26522.980000 sec): 3 clusters Score: Raw -744302.421758 + Penalty 2818.335296 = -741484.086463 nChanged 25 SP:Iteration 40F (26523.180000 sec): 3 clusters Score: Raw -744315.233978 + Penalty 2818.335296 = -741496.898683 nChanged 23 SP:Iteration 41Q (26523.400000 sec): 3 clusters Score: Raw -744326.619954 + Penalty 2818.335296 = -741508.284658 nChanged 22 SP:Iteration 42Q (26523.600000 sec): 3 clusters Score: Raw -744337.222681 + Penalty 2818.335296 = -741518.887386 nChanged 20 SP:Iteration 43Q (26523.820000 sec): 3 clusters Score: Raw -744348.096992 + Penalty 2818.335296 = -741529.761697 nChanged 18 SP:Iteration 44Q (26524.040000 sec): 3 clusters Score: Raw -744359.334319 + Penalty 2818.335296 = -741540.999024 nChanged 16 SP:Iteration 45Q (26524.250000 sec): 3 clusters Score: Raw -744369.414364 + Penalty 2818.335296 = -741551.079068 nChanged 11 SP:Iteration 46Q (26524.520000 sec): 3 clusters Score: Raw -744374.969569 + Penalty 2818.335296 = -741556.634273 nChanged 17 SP:Iteration 47Q (26524.720000 sec): 3 clusters Score: Raw -744382.620049 + Penalty 2818.335296 = -741564.284753 nChanged 14 SP:Iteration 48Q (26524.930000 sec): 3 clusters Score: Raw -744391.308637 + Penalty 2818.335296 = -741572.973342 nChanged 15 SP:Iteration 49Q (26525.180000 sec): 3 clusters Score: Raw -744399.841723 + Penalty 2818.335296 = -741581.506428 nChanged 14 SP:Iteration 50Q (26525.360000 sec): 3 clusters Score: Raw -744406.607811 + Penalty 2818.335296 = -741588.272516 nChanged 13 SP:Iteration 51Q (26525.530000 sec): 3 clusters Score: Raw -744412.137127 + Penalty 2818.335296 = -741593.801832 nChanged 6 SP:Iteration 52Q (26525.730000 sec): 3 clusters Score: Raw -744414.771788 + Penalty 2818.335296 = -741596.436492 nChanged 9 SP:Iteration 53Q (26525.960000 sec): 3 clusters Score: Raw -744419.403155 + Penalty 2818.335296 = -741601.067859 nChanged 8 SP:Iteration 54Q (26526.130000 sec): 3 clusters Score: Raw -744424.191321 + Penalty 2818.335296 = -741605.856025 nChanged 6 SP:Iteration 55Q (26526.340000 sec): 3 clusters Score: Raw -744426.673684 + Penalty 2818.335296 = -741608.338388 nChanged 5 SP:Iteration 56Q (26526.520000 sec): 3 clusters Score: Raw -744428.743144 + Penalty 2818.335296 = -741610.407849 nChanged 2 SP:Iteration 57Q (26526.720000 sec): 3 clusters Score: Raw -744430.201944 + Penalty 2818.335296 = -741611.866649 nChanged 4 SP:Iteration 58Q (26526.920000 sec): 3 clusters Score: Raw -744433.387280 + Penalty 2818.335296 = -741615.051984 nChanged 7 SP:Iteration 59Q (26527.130000 sec): 3 clusters Score: Raw -744439.160574 + Penalty 2818.335296 = -741620.825279 nChanged 10 SP:Iteration 60F (26527.320000 sec): 3 clusters Score: Raw -744445.615934 + Penalty 2818.335296 = -741627.280639 nChanged 7 SP:Iteration 61Q (26527.540000 sec): 3 clusters Score: Raw -744448.984786 + Penalty 2818.335296 = -741630.649491 nChanged 5 SP:Iteration 62Q (26527.770000 sec): 3 clusters Score: Raw -744450.929495 + Penalty 2818.335296 = -741632.594199 nChanged 3 SP:Iteration 63Q (26527.980000 sec): 3 clusters Score: Raw -744452.359173 + Penalty 2818.335296 = -741634.023878 nChanged 1 SP:Iteration 64Q (26528.240000 sec): 3 clusters Score: Raw -744453.120783 + Penalty 2818.335296 = -741634.785487 nChanged 1 SP:Iteration 65Q (26528.400000 sec): 3 clusters Score: Raw -744453.496275 + Penalty 2818.335296 = -741635.160979 nChanged 2 SP:Iteration 66Q (26528.590000 sec): 3 clusters Score: Raw -744454.320227 + Penalty 2818.335296 = -741635.984932 nChanged 3 SP:Iteration 67Q (26528.820000 sec): 3 clusters Score: Raw -744456.508508 + Penalty 2818.335296 = -741638.173212 nChanged 6 SP:Iteration 68Q (26529.030000 sec): 3 clusters Score: Raw -744460.098677 + Penalty 2818.335296 = -741641.763381 nChanged 4 SP:Iteration 69Q (26529.220000 sec): 3 clusters Score: Raw -744462.223403 + Penalty 2818.335296 = -741643.888107 nChanged 3 SP:Iteration 70Q (26529.460000 sec): 3 clusters Score: Raw -744464.116929 + Penalty 2818.335296 = -741645.781633 nChanged 1 SP:Iteration 71Q (26529.640000 sec): 3 clusters Score: Raw -744464.388898 + Penalty 2818.335296 = -741646.053603 nChanged 0 SP:Iteration 72F (26529.860000 sec): 3 clusters Score: Raw -744464.388898 + Penalty 2818.335296 = -741646.053603 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 13 (8537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26530.020000 sec): 2 clusters Score: Raw -1049811.693408 + Penalty 1470.976802 = -1048340.716606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26530.240000 sec): 3 clusters Score: Raw -1045084.177764 + Penalty 2941.953605 = -1042142.224159 nChanged 3638 SP:Iteration 1F (26530.470000 sec): 3 clusters Score: Raw -1047062.390114 + Penalty 2941.953605 = -1044120.436510 nChanged 541 SP:Iteration 2F (26530.710000 sec): 3 clusters Score: Raw -1047357.592699 + Penalty 2941.953605 = -1044415.639095 nChanged 472 SP:Iteration 3F (26530.970000 sec): 3 clusters Score: Raw -1047610.391193 + Penalty 2941.953605 = -1044668.437589 nChanged 408 SP:Iteration 4Q (26531.150000 sec): 3 clusters Score: Raw -1047850.241033 + Penalty 2941.953605 = -1044908.287428 nChanged 377 SP:Iteration 5Q (26531.340000 sec): 3 clusters Score: Raw -1048073.069212 + Penalty 2941.953605 = -1045131.115608 nChanged 353 SP:Iteration 6Q (26531.590000 sec): 3 clusters Score: Raw -1048287.015369 + Penalty 2941.953605 = -1045345.061764 nChanged 385 SP:Iteration 7Q (26531.840000 sec): 3 clusters Score: Raw -1048529.788127 + Penalty 2941.953605 = -1045587.834522 nChanged 386 SP:Iteration 8Q (26532.040000 sec): 3 clusters Score: Raw -1048761.524575 + Penalty 2941.953605 = -1045819.570971 nChanged 338 SP:Iteration 9Q (26532.240000 sec): 3 clusters Score: Raw -1048959.948874 + Penalty 2941.953605 = -1046017.995270 nChanged 307 SP:Iteration 10Q (26532.450000 sec): 3 clusters Score: Raw -1049132.846184 + Penalty 2941.953605 = -1046190.892579 nChanged 268 SP:Iteration 11Q (26532.700000 sec): 3 clusters Score: Raw -1049265.460452 + Penalty 2941.953605 = -1046323.506847 nChanged 210 SP:Iteration 12Q (26533.020000 sec): 3 clusters Score: Raw -1049355.338989 + Penalty 2941.953605 = -1046413.385384 nChanged 164 SP:Iteration 13Q (26533.280000 sec): 3 clusters Score: Raw -1049414.162083 + Penalty 2941.953605 = -1046472.208478 nChanged 136 SP:Iteration 14Q (26533.560000 sec): 3 clusters Score: Raw -1049454.780641 + Penalty 2941.953605 = -1046512.827037 nChanged 96 SP:Iteration 15Q (26533.820000 sec): 3 clusters Score: Raw -1049484.032052 + Penalty 2941.953605 = -1046542.078448 nChanged 107 SP:Iteration 16Q (26534.050000 sec): 3 clusters Score: Raw -1049514.617305 + Penalty 2941.953605 = -1046572.663700 nChanged 80 SP:Iteration 17Q (26534.310000 sec): 3 clusters Score: Raw -1049535.223620 + Penalty 2941.953605 = -1046593.270016 nChanged 72 SP:Iteration 18Q (26534.500000 sec): 3 clusters Score: Raw -1049554.750274 + Penalty 2941.953605 = -1046612.796670 nChanged 74 SP:Iteration 19Q (26534.770000 sec): 3 clusters Score: Raw -1049574.633350 + Penalty 2941.953605 = -1046632.679746 nChanged 58 SP:Iteration 20F (26534.990000 sec): 3 clusters Score: Raw -1049588.959297 + Penalty 2941.953605 = -1046647.005692 nChanged 49 SP:Iteration 21Q (26535.200000 sec): 3 clusters Score: Raw -1049598.745931 + Penalty 2941.953605 = -1046656.792327 nChanged 41 SP:Iteration 22Q (26535.430000 sec): 3 clusters Score: Raw -1049605.433703 + Penalty 2941.953605 = -1046663.480098 nChanged 35 SP:Iteration 23Q (26535.720000 sec): 3 clusters Score: Raw -1049612.878072 + Penalty 2941.953605 = -1046670.924467 nChanged 38 SP:Iteration 24Q (26535.940000 sec): 3 clusters Score: Raw -1049620.583062 + Penalty 2941.953605 = -1046678.629458 nChanged 28 SP:Iteration 25Q (26536.170000 sec): 3 clusters Score: Raw -1049625.359094 + Penalty 2941.953605 = -1046683.405490 nChanged 22 SP:Iteration 26Q (26536.390000 sec): 3 clusters Score: Raw -1049629.319813 + Penalty 2941.953605 = -1046687.366209 nChanged 26 SP:Iteration 27Q (26536.660000 sec): 3 clusters Score: Raw -1049634.495780 + Penalty 2941.953605 = -1046692.542175 nChanged 29 SP:Iteration 28Q (26536.870000 sec): 3 clusters Score: Raw -1049639.959619 + Penalty 2941.953605 = -1046698.006014 nChanged 23 SP:Iteration 29Q (26537.190000 sec): 3 clusters Score: Raw -1049644.037044 + Penalty 2941.953605 = -1046702.083439 nChanged 26 SP:Iteration 30Q (26537.420000 sec): 3 clusters Score: Raw -1049647.966412 + Penalty 2941.953605 = -1046706.012808 nChanged 19 SP:Iteration 31Q (26537.640000 sec): 3 clusters Score: Raw -1049651.088075 + Penalty 2941.953605 = -1046709.134470 nChanged 20 SP:Iteration 32Q (26537.940000 sec): 3 clusters Score: Raw -1049654.141307 + Penalty 2941.953605 = -1046712.187703 nChanged 24 SP:Iteration 33Q (26538.210000 sec): 3 clusters Score: Raw -1049658.120612 + Penalty 2941.953605 = -1046716.167007 nChanged 24 SP:Iteration 34Q (26538.380000 sec): 3 clusters Score: Raw -1049662.262977 + Penalty 2941.953605 = -1046720.309372 nChanged 22 SP:Iteration 35Q (26538.610000 sec): 3 clusters Score: Raw -1049666.020037 + Penalty 2941.953605 = -1046724.066432 nChanged 17 SP:Iteration 36Q (26538.860000 sec): 3 clusters Score: Raw -1049668.473784 + Penalty 2941.953605 = -1046726.520180 nChanged 10 SP:Iteration 37Q (26539.060000 sec): 3 clusters Score: Raw -1049669.833285 + Penalty 2941.953605 = -1046727.879680 nChanged 9 SP:Iteration 38Q (26539.250000 sec): 3 clusters Score: Raw -1049671.043362 + Penalty 2941.953605 = -1046729.089757 nChanged 8 SP:Iteration 39Q (26539.470000 sec): 3 clusters Score: Raw -1049671.826078 + Penalty 2941.953605 = -1046729.872473 nChanged 9 SP:Iteration 40F (26539.710000 sec): 3 clusters Score: Raw -1049672.946704 + Penalty 2941.953605 = -1046730.993100 nChanged 9 SP:Iteration 41Q (26539.890000 sec): 3 clusters Score: Raw -1049674.304272 + Penalty 2941.953605 = -1046732.350667 nChanged 7 SP:Iteration 42Q (26540.110000 sec): 3 clusters Score: Raw -1049675.071551 + Penalty 2941.953605 = -1046733.117946 nChanged 5 SP:Iteration 43Q (26540.370000 sec): 3 clusters Score: Raw -1049675.534092 + Penalty 2941.953605 = -1046733.580487 nChanged 1 SP:Iteration 44Q (26540.590000 sec): 3 clusters Score: Raw -1049675.645285 + Penalty 2941.953605 = -1046733.691681 nChanged 1 SP:Iteration 45Q (26540.810000 sec): 3 clusters Score: Raw -1049675.778032 + Penalty 2941.953605 = -1046733.824428 nChanged 0 SP:Iteration 46F (26541.050000 sec): 3 clusters Score: Raw -1049675.778032 + Penalty 2941.953605 = -1046733.824428 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 14 (16758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26541.260000 sec): 2 clusters Score: Raw -1975046.353360 + Penalty 1580.577543 = -1973465.775817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26541.560000 sec): 3 clusters Score: Raw -1965079.473594 + Penalty 3161.155086 = -1961918.318508 nChanged 7501 SP:Iteration 1F (26541.880000 sec): 3 clusters Score: Raw -1969319.328334 + Penalty 3161.155086 = -1966158.173248 nChanged 950 SP:Iteration 2F (26542.080000 sec): 3 clusters Score: Raw -1969794.298070 + Penalty 3161.155086 = -1966633.142984 nChanged 1009 SP:Iteration 3F (26542.410000 sec): 3 clusters Score: Raw -1970428.971507 + Penalty 3161.155086 = -1967267.816421 nChanged 1224 SP:Iteration 4F (26542.780000 sec): 3 clusters Score: Raw -1971283.469103 + Penalty 3161.155086 = -1968122.314017 nChanged 1316 SP:Iteration 5F (26543.060000 sec): 3 clusters Score: Raw -1972183.209676 + Penalty 3161.155086 = -1969022.054590 nChanged 1111 SP:Iteration 6F (26543.310000 sec): 3 clusters Score: Raw -1972957.556292 + Penalty 3161.155086 = -1969796.401206 nChanged 961 SP:Iteration 7F (26543.550000 sec): 3 clusters Score: Raw -1973604.276718 + Penalty 3161.155086 = -1970443.121632 nChanged 704 SP:Iteration 8Q (26543.860000 sec): 3 clusters Score: Raw -1974073.644695 + Penalty 3161.155086 = -1970912.489608 nChanged 479 SP:Iteration 9Q (26544.110000 sec): 3 clusters Score: Raw -1974359.973879 + Penalty 3161.155086 = -1971198.818793 nChanged 347 SP:Iteration 10Q (26544.380000 sec): 3 clusters Score: Raw -1974533.278180 + Penalty 3161.155086 = -1971372.123093 nChanged 236 SP:Iteration 11Q (26544.700000 sec): 3 clusters Score: Raw -1974637.509151 + Penalty 3161.155086 = -1971476.354065 nChanged 176 SP:Iteration 12Q (26544.970000 sec): 3 clusters Score: Raw -1974712.058866 + Penalty 3161.155086 = -1971550.903779 nChanged 153 SP:Iteration 13Q (26545.220000 sec): 3 clusters Score: Raw -1974771.223361 + Penalty 3161.155086 = -1971610.068274 nChanged 122 SP:Iteration 14Q (26545.450000 sec): 3 clusters Score: Raw -1974816.329068 + Penalty 3161.155086 = -1971655.173982 nChanged 113 SP:Iteration 15Q (26545.740000 sec): 3 clusters Score: Raw -1974856.335199 + Penalty 3161.155086 = -1971695.180113 nChanged 85 SP:Iteration 16Q (26546.050000 sec): 3 clusters Score: Raw -1974883.166130 + Penalty 3161.155086 = -1971722.011044 nChanged 74 SP:Iteration 17Q (26546.330000 sec): 3 clusters Score: Raw -1974905.867403 + Penalty 3161.155086 = -1971744.712316 nChanged 57 SP:Iteration 18Q (26546.580000 sec): 3 clusters Score: Raw -1974924.392616 + Penalty 3161.155086 = -1971763.237530 nChanged 59 SP:Iteration 19Q (26546.920000 sec): 3 clusters Score: Raw -1974939.727373 + Penalty 3161.155086 = -1971778.572287 nChanged 56 SP:Iteration 20F (26547.220000 sec): 3 clusters Score: Raw -1974955.883147 + Penalty 3161.155086 = -1971794.728060 nChanged 47 SP:Iteration 21Q (26547.490000 sec): 3 clusters Score: Raw -1974972.565751 + Penalty 3161.155086 = -1971811.410665 nChanged 55 SP:Iteration 22Q (26547.790000 sec): 3 clusters Score: Raw -1974990.784588 + Penalty 3161.155086 = -1971829.629502 nChanged 33 SP:Iteration 23Q (26548.100000 sec): 3 clusters Score: Raw -1974999.468158 + Penalty 3161.155086 = -1971838.313072 nChanged 34 SP:Iteration 24Q (26548.400000 sec): 3 clusters Score: Raw -1975009.800531 + Penalty 3161.155086 = -1971848.645445 nChanged 30 SP:Iteration 25Q (26548.680000 sec): 3 clusters Score: Raw -1975019.452677 + Penalty 3161.155086 = -1971858.297591 nChanged 29 SP:Iteration 26Q (26548.930000 sec): 3 clusters Score: Raw -1975031.110516 + Penalty 3161.155086 = -1971869.955430 nChanged 36 SP:Iteration 27Q (26549.180000 sec): 3 clusters Score: Raw -1975044.237325 + Penalty 3161.155086 = -1971883.082238 nChanged 40 SP:Iteration 28Q (26549.410000 sec): 3 clusters Score: Raw -1975059.323223 + Penalty 3161.155086 = -1971898.168137 nChanged 32 SP:Iteration 29Q (26549.750000 sec): 3 clusters Score: Raw -1975070.998753 + Penalty 3161.155086 = -1971909.843666 nChanged 28 SP:Iteration 30Q (26550.030000 sec): 3 clusters Score: Raw -1975081.995786 + Penalty 3161.155086 = -1971920.840700 nChanged 23 SP:Iteration 31Q (26550.270000 sec): 3 clusters Score: Raw -1975091.799384 + Penalty 3161.155086 = -1971930.644298 nChanged 28 SP:Iteration 32Q (26550.590000 sec): 3 clusters Score: Raw -1975103.178119 + Penalty 3161.155086 = -1971942.023033 nChanged 21 SP:Iteration 33Q (26550.800000 sec): 3 clusters Score: Raw -1975111.418677 + Penalty 3161.155086 = -1971950.263591 nChanged 21 SP:Iteration 34Q (26551.090000 sec): 3 clusters Score: Raw -1975122.708453 + Penalty 3161.155086 = -1971961.553367 nChanged 14 SP:Iteration 35Q (26551.330000 sec): 3 clusters Score: Raw -1975129.663222 + Penalty 3161.155086 = -1971968.508136 nChanged 16 SP:Iteration 36Q (26551.590000 sec): 3 clusters Score: Raw -1975135.268418 + Penalty 3161.155086 = -1971974.113332 nChanged 12 SP:Iteration 37Q (26551.880000 sec): 3 clusters Score: Raw -1975138.734247 + Penalty 3161.155086 = -1971977.579161 nChanged 6 SP:Iteration 38Q (26552.120000 sec): 3 clusters Score: Raw -1975140.918318 + Penalty 3161.155086 = -1971979.763231 nChanged 6 SP:Iteration 39Q (26552.360000 sec): 3 clusters Score: Raw -1975143.178924 + Penalty 3161.155086 = -1971982.023838 nChanged 10 SP:Iteration 40F (26552.620000 sec): 3 clusters Score: Raw -1975146.736529 + Penalty 3161.155086 = -1971985.581442 nChanged 7 SP:Iteration 41Q (26552.880000 sec): 3 clusters Score: Raw -1975148.372881 + Penalty 3161.155086 = -1971987.217794 nChanged 4 SP:Iteration 42Q (26553.210000 sec): 3 clusters Score: Raw -1975149.418210 + Penalty 3161.155086 = -1971988.263123 nChanged 3 SP:Iteration 43Q (26553.450000 sec): 3 clusters Score: Raw -1975150.343392 + Penalty 3161.155086 = -1971989.188306 nChanged 4 SP:Iteration 44Q (26553.770000 sec): 3 clusters Score: Raw -1975152.134456 + Penalty 3161.155086 = -1971990.979370 nChanged 8 SP:Iteration 45Q (26554.010000 sec): 3 clusters Score: Raw -1975155.596841 + Penalty 3161.155086 = -1971994.441755 nChanged 12 SP:Iteration 46Q (26554.350000 sec): 3 clusters Score: Raw -1975160.010082 + Penalty 3161.155086 = -1971998.854995 nChanged 15 SP:Iteration 47Q (26554.690000 sec): 3 clusters Score: Raw -1975165.333081 + Penalty 3161.155086 = -1972004.177994 nChanged 9 SP:Iteration 48Q (26554.930000 sec): 3 clusters Score: Raw -1975168.571850 + Penalty 3161.155086 = -1972007.416764 nChanged 8 SP:Iteration 49Q (26555.220000 sec): 3 clusters Score: Raw -1975171.257032 + Penalty 3161.155086 = -1972010.101945 nChanged 6 SP:Iteration 50Q (26555.510000 sec): 3 clusters Score: Raw -1975173.166313 + Penalty 3161.155086 = -1972012.011227 nChanged 4 SP:Iteration 51Q (26555.790000 sec): 3 clusters Score: Raw -1975175.126584 + Penalty 3161.155086 = -1972013.971497 nChanged 5 SP:Iteration 52Q (26556.070000 sec): 3 clusters Score: Raw -1975177.129257 + Penalty 3161.155086 = -1972015.974170 nChanged 5 SP:Iteration 53Q (26556.400000 sec): 3 clusters Score: Raw -1975179.308842 + Penalty 3161.155086 = -1972018.153755 nChanged 6 SP:Iteration 54Q (26556.660000 sec): 3 clusters Score: Raw -1975181.205694 + Penalty 3161.155086 = -1972020.050608 nChanged 5 SP:Iteration 55Q (26556.940000 sec): 3 clusters Score: Raw -1975183.607217 + Penalty 3161.155086 = -1972022.452130 nChanged 3 SP:Iteration 56Q (26557.250000 sec): 3 clusters Score: Raw -1975184.858839 + Penalty 3161.155086 = -1972023.703753 nChanged 4 SP:Iteration 57Q (26557.490000 sec): 3 clusters Score: Raw -1975186.606004 + Penalty 3161.155086 = -1972025.450918 nChanged 4 SP:Iteration 58Q (26557.750000 sec): 3 clusters Score: Raw -1975188.711658 + Penalty 3161.155086 = -1972027.556572 nChanged 3 SP:Iteration 59Q (26558.030000 sec): 3 clusters Score: Raw -1975190.231051 + Penalty 3161.155086 = -1972029.075965 nChanged 1 SP:Iteration 60F (26558.330000 sec): 3 clusters Score: Raw -1975190.641718 + Penalty 3161.155086 = -1972029.486631 nChanged 1 SP:Iteration 61Q (26558.600000 sec): 3 clusters Score: Raw -1975191.025487 + Penalty 3161.155086 = -1972029.870400 nChanged 1 SP:Iteration 62Q (26558.920000 sec): 3 clusters Score: Raw -1975191.172486 + Penalty 3161.155086 = -1972030.017399 nChanged 0 SP:Iteration 63F (26559.220000 sec): 3 clusters Score: Raw -1975191.172486 + Penalty 3161.155086 = -1972030.017399 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 15 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26559.350000 sec): 2 clusters Score: Raw -32017.813274 + Penalty 920.794337 = -31097.018937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26559.530000 sec): 3 clusters Score: Raw -32091.490219 + Penalty 1841.588674 = -30249.901545 nChanged 60 SP:Iteration 1F (26559.790000 sec): 3 clusters Score: Raw -32245.319396 + Penalty 1841.588674 = -30403.730723 nChanged 17 SP:Iteration 2F (26559.970000 sec): 3 clusters Score: Raw -32295.618632 + Penalty 1841.588674 = -30454.029958 nChanged 6 SP:Iteration 3Q (26560.210000 sec): 3 clusters Score: Raw -32307.492377 + Penalty 1841.588674 = -30465.903703 nChanged 2 SP:Iteration 4Q (26560.430000 sec): 3 clusters Score: Raw -32313.606767 + Penalty 1841.588674 = -30472.018094 nChanged 2 SP:Iteration 5Q (26560.630000 sec): 3 clusters Score: Raw -32315.991772 + Penalty 1841.588674 = -30474.403098 nChanged 1 SP:Iteration 6Q (26560.830000 sec): 3 clusters Score: Raw -32330.500659 + Penalty 1841.588674 = -30488.911985 nChanged 2 SP:Iteration 7Q (26561.020000 sec): 3 clusters Score: Raw -32344.268742 + Penalty 1841.588674 = -30502.680068 nChanged 1 SP:Iteration 8Q (26561.190000 sec): 3 clusters Score: Raw -32347.565490 + Penalty 1841.588674 = -30505.976816 nChanged 2 SP:Iteration 9Q (26561.390000 sec): 3 clusters Score: Raw -32356.753856 + Penalty 1841.588674 = -30515.165182 nChanged 1 SP:Iteration 10Q (26561.630000 sec): 3 clusters Score: Raw -32357.959892 + Penalty 1841.588674 = -30516.371219 nChanged 0 SP:Iteration 11F (26561.820000 sec): 3 clusters Score: Raw -32357.959892 + Penalty 1841.588674 = -30516.371219 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26561.900000 sec): 2 clusters Score: Raw -49707.687962 + Penalty 986.494881 = -48721.193081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26562.070000 sec): 3 clusters Score: Raw -49691.653343 + Penalty 1972.989762 = -47718.663581 nChanged 88 SP:Iteration 1F (26562.250000 sec): 3 clusters Score: Raw -49833.628579 + Penalty 1972.989762 = -47860.638817 nChanged 19 SP:Iteration 2Q (26562.410000 sec): 3 clusters Score: Raw -49883.510675 + Penalty 1972.989762 = -47910.520914 nChanged 13 SP:Iteration 3Q (26562.620000 sec): 3 clusters Score: Raw -49929.436985 + Penalty 1972.989762 = -47956.447223 nChanged 11 SP:Iteration 4Q (26562.830000 sec): 3 clusters Score: Raw -49958.312973 + Penalty 1972.989762 = -47985.323212 nChanged 5 SP:Iteration 5Q (26562.970000 sec): 3 clusters Score: Raw -49969.453968 + Penalty 1972.989762 = -47996.464206 nChanged 7 SP:Iteration 6Q (26563.170000 sec): 3 clusters Score: Raw -49986.825519 + Penalty 1972.989762 = -48013.835757 nChanged 6 SP:Iteration 7Q (26563.370000 sec): 3 clusters Score: Raw -49999.683534 + Penalty 1972.989762 = -48026.693773 nChanged 6 SP:Iteration 8Q (26563.550000 sec): 3 clusters Score: Raw -50014.164096 + Penalty 1972.989762 = -48041.174334 nChanged 7 SP:Iteration 9Q (26563.730000 sec): 3 clusters Score: Raw -50028.454725 + Penalty 1972.989762 = -48055.464964 nChanged 5 SP:Iteration 10Q (26563.910000 sec): 3 clusters Score: Raw -50039.081626 + Penalty 1972.989762 = -48066.091865 nChanged 5 SP:Iteration 11Q (26564.050000 sec): 3 clusters Score: Raw -50059.851521 + Penalty 1972.989762 = -48086.861759 nChanged 10 SP:Iteration 12Q (26564.200000 sec): 3 clusters Score: Raw -50097.543761 + Penalty 1972.989762 = -48124.554000 nChanged 10 SP:Iteration 13Q (26564.430000 sec): 3 clusters Score: Raw -50128.425589 + Penalty 1972.989762 = -48155.435828 nChanged 9 SP:Iteration 14Q (26564.650000 sec): 3 clusters Score: Raw -50157.135452 + Penalty 1972.989762 = -48184.145690 nChanged 4 SP:Iteration 15Q (26564.860000 sec): 3 clusters Score: Raw -50167.438725 + Penalty 1972.989762 = -48194.448964 nChanged 5 SP:Iteration 16Q (26565.090000 sec): 3 clusters Score: Raw -50180.358139 + Penalty 1972.989762 = -48207.368377 nChanged 3 SP:Iteration 17Q (26565.300000 sec): 3 clusters Score: Raw -50184.898866 + Penalty 1972.989762 = -48211.909104 nChanged 1 SP:Iteration 18Q (26565.490000 sec): 3 clusters Score: Raw -50186.002140 + Penalty 1972.989762 = -48213.012378 nChanged 0 SP:Iteration 19F (26565.710000 sec): 3 clusters Score: Raw -50186.002140 + Penalty 1972.989762 = -48213.012378 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 17 (27367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26565.980000 sec): 2 clusters Score: Raw -3476660.023937 + Penalty 1660.277643 = -3474999.746294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26566.320000 sec): 3 clusters Score: Raw -3459827.389582 + Penalty 3320.555286 = -3456506.834296 nChanged 12561 SP:Iteration 1F (26566.690000 sec): 3 clusters Score: Raw -3466760.469854 + Penalty 3320.555286 = -3463439.914569 nChanged 1144 SP:Iteration 2Q (26567.000000 sec): 3 clusters Score: Raw -3467100.155032 + Penalty 3320.555286 = -3463779.599746 nChanged 1060 SP:Iteration 3Q (26567.400000 sec): 3 clusters Score: Raw -3467435.032811 + Penalty 3320.555286 = -3464114.477525 nChanged 1058 SP:Iteration 4Q (26567.690000 sec): 3 clusters Score: Raw -3467809.929509 + Penalty 3320.555286 = -3464489.374223 nChanged 1168 SP:Iteration 5Q (26568.040000 sec): 3 clusters Score: Raw -3468328.034459 + Penalty 3320.555286 = -3465007.479173 nChanged 1345 SP:Iteration 6Q (26568.380000 sec): 3 clusters Score: Raw -3469096.148900 + Penalty 3320.555286 = -3465775.593614 nChanged 1710 SP:Iteration 7F (26568.720000 sec): 3 clusters Score: Raw -3470308.545851 + Penalty 3320.555286 = -3466987.990565 nChanged 2008 SP:Iteration 8F (26569.020000 sec): 3 clusters Score: Raw -3471963.976399 + Penalty 3320.555286 = -3468643.421113 nChanged 1994 SP:Iteration 9F (26569.340000 sec): 3 clusters Score: Raw -3473747.692618 + Penalty 3320.555286 = -3470427.137333 nChanged 1553 SP:Iteration 10F (26569.660000 sec): 3 clusters Score: Raw -3475205.738528 + Penalty 3320.555286 = -3471885.183243 nChanged 941 SP:Iteration 11Q (26570.010000 sec): 3 clusters Score: Raw -3476084.400824 + Penalty 3320.555286 = -3472763.845538 nChanged 412 SP:Iteration 12Q (26570.340000 sec): 3 clusters Score: Raw -3476468.844199 + Penalty 3320.555286 = -3473148.288913 nChanged 176 SP:Iteration 13Q (26570.680000 sec): 3 clusters Score: Raw -3476656.380065 + Penalty 3320.555286 = -3473335.824779 nChanged 85 SP:Iteration 14Q (26570.950000 sec): 3 clusters Score: Raw -3476754.035721 + Penalty 3320.555286 = -3473433.480435 nChanged 44 SP:Iteration 15Q (26571.240000 sec): 3 clusters Score: Raw -3476808.374979 + Penalty 3320.555286 = -3473487.819694 nChanged 20 SP:Iteration 16Q (26571.590000 sec): 3 clusters Score: Raw -3476833.544073 + Penalty 3320.555286 = -3473512.988787 nChanged 11 SP:Iteration 17Q (26571.880000 sec): 3 clusters Score: Raw -3476848.430691 + Penalty 3320.555286 = -3473527.875405 nChanged 7 SP:Iteration 18Q (26572.190000 sec): 3 clusters Score: Raw -3476860.310155 + Penalty 3320.555286 = -3473539.754869 nChanged 6 SP:Iteration 19Q (26572.540000 sec): 3 clusters Score: Raw -3476865.748714 + Penalty 3320.555286 = -3473545.193428 nChanged 3 SP:Iteration 20F (26572.830000 sec): 3 clusters Score: Raw -3476867.973722 + Penalty 3320.555286 = -3473547.418436 nChanged 1 SP:Iteration 21Q (26573.170000 sec): 3 clusters Score: Raw -3476868.670723 + Penalty 3320.555286 = -3473548.115438 nChanged 1 SP:Iteration 22Q (26573.470000 sec): 3 clusters Score: Raw -3476869.005380 + Penalty 3320.555286 = -3473548.450094 nChanged 0 SP:Iteration 23F (26573.760000 sec): 3 clusters Score: Raw -3476869.005380 + Penalty 3320.555286 = -3473548.450094 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 18 (21889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26573.990000 sec): 2 clusters Score: Raw -2758809.160279 + Penalty 1623.982670 = -2757185.177610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26574.270000 sec): 3 clusters Score: Raw -2745577.974180 + Penalty 3247.965340 = -2742330.008840 nChanged 9924 SP:Iteration 1F (26574.600000 sec): 3 clusters Score: Raw -2750998.104823 + Penalty 3247.965340 = -2747750.139483 nChanged 1154 SP:Iteration 2F (26574.930000 sec): 3 clusters Score: Raw -2751452.894816 + Penalty 3247.965340 = -2748204.929476 nChanged 1150 SP:Iteration 3F (26575.290000 sec): 3 clusters Score: Raw -2751994.461994 + Penalty 3247.965340 = -2748746.496654 nChanged 1317 SP:Iteration 4F (26575.590000 sec): 3 clusters Score: Raw -2752766.825046 + Penalty 3247.965340 = -2749518.859706 nChanged 1493 SP:Iteration 5F (26575.960000 sec): 3 clusters Score: Raw -2753853.962750 + Penalty 3247.965340 = -2750605.997410 nChanged 1642 SP:Iteration 6F (26576.290000 sec): 3 clusters Score: Raw -2755277.909415 + Penalty 3247.965340 = -2752029.944075 nChanged 1537 SP:Iteration 7F (26576.650000 sec): 3 clusters Score: Raw -2756734.750046 + Penalty 3247.965340 = -2753486.784706 nChanged 1137 SP:Iteration 8F (26576.950000 sec): 3 clusters Score: Raw -2757839.961695 + Penalty 3247.965340 = -2754591.996355 nChanged 661 SP:Iteration 9Q (26577.220000 sec): 3 clusters Score: Raw -2758458.406169 + Penalty 3247.965340 = -2755210.440829 nChanged 308 SP:Iteration 10Q (26577.490000 sec): 3 clusters Score: Raw -2758726.612779 + Penalty 3247.965340 = -2755478.647440 nChanged 143 SP:Iteration 11Q (26577.720000 sec): 3 clusters Score: Raw -2758872.501425 + Penalty 3247.965340 = -2755624.536086 nChanged 77 SP:Iteration 12Q (26578.000000 sec): 3 clusters Score: Raw -2758962.019204 + Penalty 3247.965340 = -2755714.053865 nChanged 55 SP:Iteration 13Q (26578.270000 sec): 3 clusters Score: Raw -2759021.175376 + Penalty 3247.965340 = -2755773.210036 nChanged 27 SP:Iteration 14Q (26578.540000 sec): 3 clusters Score: Raw -2759044.603894 + Penalty 3247.965340 = -2755796.638555 nChanged 20 SP:Iteration 15Q (26578.810000 sec): 3 clusters Score: Raw -2759063.962726 + Penalty 3247.965340 = -2755815.997386 nChanged 11 SP:Iteration 16Q (26579.040000 sec): 3 clusters Score: Raw -2759073.588247 + Penalty 3247.965340 = -2755825.622908 nChanged 9 SP:Iteration 17Q (26579.350000 sec): 3 clusters Score: Raw -2759080.826417 + Penalty 3247.965340 = -2755832.861078 nChanged 7 SP:Iteration 18Q (26579.630000 sec): 3 clusters Score: Raw -2759084.595376 + Penalty 3247.965340 = -2755836.630037 nChanged 4 SP:Iteration 19Q (26579.870000 sec): 3 clusters Score: Raw -2759088.078672 + Penalty 3247.965340 = -2755840.113332 nChanged 1 SP:Iteration 20F (26580.190000 sec): 3 clusters Score: Raw -2759088.962235 + Penalty 3247.965340 = -2755840.996896 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 19 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26580.260000 sec): 2 clusters Score: Raw -19098.418547 + Penalty 842.039827 = -18256.378720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26580.430000 sec): 3 clusters Score: Raw -19238.680353 + Penalty 1684.079654 = -17554.600699 nChanged 21 SP:Iteration 1F (26580.600000 sec): 3 clusters Score: Raw -19328.360824 + Penalty 1684.079654 = -17644.281170 nChanged 7 SP:Iteration 2Q (26580.810000 sec): 3 clusters Score: Raw -19360.704796 + Penalty 1684.079654 = -17676.625142 nChanged 2 SP:Iteration 3Q (26580.930000 sec): 3 clusters Score: Raw -19377.449524 + Penalty 1684.079654 = -17693.369870 nChanged 2 SP:Iteration 4Q (26581.100000 sec): 3 clusters Score: Raw -19393.569650 + Penalty 1684.079654 = -17709.489996 nChanged 0 SP:Iteration 5F (26581.310000 sec): 3 clusters Score: Raw -19393.569650 + Penalty 1684.079654 = -17709.489996 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26581.410000 sec): 2 clusters Score: Raw -83447.519252 + Penalty 1073.800102 = -82373.719150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26581.640000 sec): 3 clusters Score: Raw -83270.939276 + Penalty 2147.600203 = -81123.339072 nChanged 179 SP:Iteration 1F (26581.830000 sec): 3 clusters Score: Raw -83467.452431 + Penalty 2147.600203 = -81319.852228 nChanged 53 SP:Iteration 2F (26582.010000 sec): 3 clusters Score: Raw -83557.004531 + Penalty 2147.600203 = -81409.404328 nChanged 37 SP:Iteration 3Q (26582.210000 sec): 3 clusters Score: Raw -83657.915450 + Penalty 2147.600203 = -81510.315247 nChanged 34 SP:Iteration 4Q (26582.390000 sec): 3 clusters Score: Raw -83720.085435 + Penalty 2147.600203 = -81572.485232 nChanged 28 SP:Iteration 5Q (26582.600000 sec): 3 clusters Score: Raw -83771.585878 + Penalty 2147.600203 = -81623.985675 nChanged 19 SP:Iteration 6Q (26582.810000 sec): 3 clusters Score: Raw -83795.548745 + Penalty 2147.600203 = -81647.948542 nChanged 10 SP:Iteration 7Q (26582.970000 sec): 3 clusters Score: Raw -83808.617339 + Penalty 2147.600203 = -81661.017136 nChanged 9 SP:Iteration 8Q (26583.190000 sec): 3 clusters Score: Raw -83820.199807 + Penalty 2147.600203 = -81672.599604 nChanged 11 SP:Iteration 9Q (26583.330000 sec): 3 clusters Score: Raw -83831.553409 + Penalty 2147.600203 = -81683.953206 nChanged 4 SP:Iteration 10Q (26583.490000 sec): 3 clusters Score: Raw -83835.507039 + Penalty 2147.600203 = -81687.906836 nChanged 3 SP:Iteration 11Q (26583.700000 sec): 3 clusters Score: Raw -83839.228422 + Penalty 2147.600203 = -81691.628219 nChanged 0 SP:Iteration 12F (26583.860000 sec): 3 clusters Score: Raw -83839.228422 + Penalty 2147.600203 = -81691.628219 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 22 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26583.990000 sec): 2 clusters Score: Raw -24557.742148 + Penalty 874.233320 = -23683.508828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26584.220000 sec): 3 clusters Score: Raw -24619.387972 + Penalty 1748.466640 = -22870.921332 nChanged 20 SP:Iteration 1F (26584.450000 sec): 3 clusters Score: Raw -24687.499749 + Penalty 1748.466640 = -22939.033109 nChanged 4 SP:Iteration 2Q (26584.600000 sec): 3 clusters Score: Raw -24703.449419 + Penalty 1748.466640 = -22954.982779 nChanged 1 SP:Iteration 3Q (26584.820000 sec): 3 clusters Score: Raw -24704.488311 + Penalty 1748.466640 = -22956.021671 nChanged 0 SP:Iteration 4F (26584.980000 sec): 3 clusters Score: Raw -24704.488311 + Penalty 1748.466640 = -22956.021671 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26585.090000 sec): 2 clusters Score: Raw -30679.846281 + Penalty 919.665860 = -29760.180421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26585.260000 sec): 3 clusters Score: Raw -30739.706691 + Penalty 1839.331720 = -28900.374971 nChanged 55 SP:Iteration 1F (26585.440000 sec): 3 clusters Score: Raw -30869.802030 + Penalty 1839.331720 = -29030.470310 nChanged 24 SP:Iteration 2F (26585.650000 sec): 3 clusters Score: Raw -30975.459837 + Penalty 1839.331720 = -29136.128117 nChanged 15 SP:Iteration 3F (26585.830000 sec): 3 clusters Score: Raw -31051.204471 + Penalty 1839.331720 = -29211.872751 nChanged 5 SP:Iteration 4Q (26586.000000 sec): 3 clusters Score: Raw -31085.177766 + Penalty 1839.331720 = -29245.846046 nChanged 3 SP:Iteration 5Q (26586.250000 sec): 3 clusters Score: Raw -31099.159542 + Penalty 1839.331720 = -29259.827822 nChanged 1 SP:Iteration 6Q (26586.430000 sec): 3 clusters Score: Raw -31099.920628 + Penalty 1839.331720 = -29260.588908 nChanged 0 SP:Iteration 7F (26586.670000 sec): 3 clusters Score: Raw -31099.920628 + Penalty 1839.331720 = -29260.588908 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 24 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26586.760000 sec): 2 clusters Score: Raw -48855.146955 + Penalty 985.365096 = -47869.781859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26586.940000 sec): 3 clusters Score: Raw -48833.532533 + Penalty 1970.730193 = -46862.802340 nChanged 97 SP:Iteration 1F (26587.100000 sec): 3 clusters Score: Raw -49005.762974 + Penalty 1970.730193 = -47035.032781 nChanged 23 SP:Iteration 2F (26587.290000 sec): 3 clusters Score: Raw -49051.429579 + Penalty 1970.730193 = -47080.699386 nChanged 10 SP:Iteration 3Q (26587.460000 sec): 3 clusters Score: Raw -49066.872988 + Penalty 1970.730193 = -47096.142795 nChanged 8 SP:Iteration 4Q (26587.640000 sec): 3 clusters Score: Raw -49093.862409 + Penalty 1970.730193 = -47123.132216 nChanged 8 SP:Iteration 5Q (26587.860000 sec): 3 clusters Score: Raw -49124.347158 + Penalty 1970.730193 = -47153.616965 nChanged 6 SP:Iteration 6Q (26588.000000 sec): 3 clusters Score: Raw -49142.635446 + Penalty 1970.730193 = -47171.905253 nChanged 6 SP:Iteration 7Q (26588.230000 sec): 3 clusters Score: Raw -49153.466836 + Penalty 1970.730193 = -47182.736643 nChanged 3 SP:Iteration 8Q (26588.400000 sec): 3 clusters Score: Raw -49158.565244 + Penalty 1970.730193 = -47187.835051 nChanged 3 SP:Iteration 9Q (26588.620000 sec): 3 clusters Score: Raw -49161.279838 + Penalty 1970.730193 = -47190.549645 nChanged 4 SP:Iteration 10Q (26588.780000 sec): 3 clusters Score: Raw -49170.477773 + Penalty 1970.730193 = -47199.747580 nChanged 3 SP:Iteration 11Q (26588.970000 sec): 3 clusters Score: Raw -49182.155322 + Penalty 1970.730193 = -47211.425129 nChanged 1 SP:Iteration 12Q (26589.170000 sec): 3 clusters Score: Raw -49183.822105 + Penalty 1970.730193 = -47213.091912 nChanged 0 SP:Iteration 13F (26589.360000 sec): 3 clusters Score: Raw -49183.822105 + Penalty 1970.730193 = -47213.091912 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 25 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26589.460000 sec): 2 clusters Score: Raw -48644.435519 + Penalty 981.927835 = -47662.507683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26589.650000 sec): 3 clusters Score: Raw -48620.542444 + Penalty 1963.855671 = -46656.686773 nChanged 86 SP:Iteration 1F (26589.880000 sec): 3 clusters Score: Raw -48752.234087 + Penalty 1963.855671 = -46788.378416 nChanged 17 SP:Iteration 2Q (26590.080000 sec): 3 clusters Score: Raw -48788.161289 + Penalty 1963.855671 = -46824.305618 nChanged 12 SP:Iteration 3Q (26590.260000 sec): 3 clusters Score: Raw -48810.443894 + Penalty 1963.855671 = -46846.588223 nChanged 4 SP:Iteration 4Q (26590.480000 sec): 3 clusters Score: Raw -48820.432368 + Penalty 1963.855671 = -46856.576697 nChanged 6 SP:Iteration 5Q (26590.660000 sec): 3 clusters Score: Raw -48832.853626 + Penalty 1963.855671 = -46868.997955 nChanged 0 SP:Iteration 6F (26590.890000 sec): 3 clusters Score: Raw -48832.853626 + Penalty 1963.855671 = -46868.997955 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 26 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26590.960000 sec): 2 clusters Score: Raw -30374.012201 + Penalty 906.091729 = -29467.920472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26591.200000 sec): 3 clusters Score: Raw -30420.863845 + Penalty 1812.183459 = -28608.680386 nChanged 51 SP:Iteration 1F (26591.380000 sec): 3 clusters Score: Raw -30549.242660 + Penalty 1812.183459 = -28737.059201 nChanged 13 SP:Iteration 2Q (26591.510000 sec): 3 clusters Score: Raw -30579.412389 + Penalty 1812.183459 = -28767.228930 nChanged 1 SP:Iteration 3Q (26591.680000 sec): 3 clusters Score: Raw -30581.105023 + Penalty 1812.183459 = -28768.921564 nChanged 2 SP:Iteration 4Q (26591.890000 sec): 3 clusters Score: Raw -30583.464350 + Penalty 1812.183459 = -28771.280892 nChanged 0 SP:Iteration 5F (26592.140000 sec): 3 clusters Score: Raw -30583.464350 + Penalty 1812.183459 = -28771.280892 nChanged 0 Memory request: 0.00 GB would take us to total of 8.72 GB. Trying to split cluster 27 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26592.210000 sec): 2 clusters Score: Raw -30510.842009 + Penalty 917.958314 = -29592.883695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26592.400000 sec): 3 clusters Score: Raw -30676.797053 + Penalty 1835.916627 = -28840.880425 nChanged 56 SP:Iteration 1F (26592.600000 sec): 3 clusters Score: Raw -30920.223393 + Penalty 1835.916627 = -29084.306765 nChanged 24 SP:Iteration 2F (26592.790000 sec): 3 clusters Score: Raw -31031.373314 + Penalty 1835.916627 = -29195.456686 nChanged 10 SP:Iteration 3Q (26592.960000 sec): 3 clusters Score: Raw -31066.726376 + Penalty 1835.916627 = -29230.809749 nChanged 5 SP:Iteration 4Q (26593.150000 sec): 3 clusters Score: Raw -31084.567099 + Penalty 1835.916627 = -29248.650472 nChanged 4 SP:Iteration 5Q (26593.360000 sec): 3 clusters Score: Raw -31096.657589 + Penalty 1835.916627 = -29260.740962 nChanged 3 SP:Iteration 6Q (26593.570000 sec): 3 clusters Score: Raw -31106.999247 + Penalty 1835.916627 = -29271.082620 nChanged 3 SP:Iteration 7Q (26593.760000 sec): 3 clusters Score: Raw -31120.880009 + Penalty 1835.916627 = -29284.963382 nChanged 2 SP:Iteration 8Q (26593.920000 sec): 3 clusters Score: Raw -31129.411693 + Penalty 1835.916627 = -29293.495065 nChanged 2 SP:Iteration 9Q (26594.120000 sec): 3 clusters Score: Raw -31141.321496 + Penalty 1835.916627 = -29305.404868 nChanged 2 SP:Iteration 10Q (26594.330000 sec): 3 clusters Score: Raw -31168.002285 + Penalty 1835.916627 = -29332.085657 nChanged 5 SP:Iteration 11Q (26594.560000 sec): 3 clusters Score: Raw -31195.793065 + Penalty 1835.916627 = -29359.876438 nChanged 3 SP:Iteration 12Q (26594.710000 sec): 3 clusters Score: Raw -31211.202047 + Penalty 1835.916627 = -29375.285420 nChanged 0 SP:Iteration 13F (26594.900000 sec): 3 clusters Score: Raw -31212.169182 + Penalty 1835.916627 = -29376.252554 nChanged 1 SP:Iteration 14Q (26595.160000 sec): 3 clusters Score: Raw -31221.387367 + Penalty 1835.916627 = -29385.470739 nChanged 0 SP:Iteration 15F (26595.350000 sec): 3 clusters Score: Raw -31221.387367 + Penalty 1835.916627 = -29385.470739 nChanged 0 ------ Evaluating fit on full set of 3609971 points ------ Score: Raw -439132986.751241 + Penalty 63794.163505 = -439069192.587736 Time taken for this iteration:26721.770000 seconds. 20->27 Clusters: Score -439069192.587736, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 2.16 GB would take us to total of 8.64 GB. ------ Running on subset of 1203323 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 4 (1523 points): Lose 80.897132 but Gain 2275.097086 Iteration 0F (26831.360000 sec): 20 clusters Score: Raw -140797908.268396 + Penalty 43226.844640 = -140754681.423756 nChanged 1141636 Iteration 1F (26871.930000 sec): 20 clusters Score: Raw -144376652.043946 + Penalty 43226.844640 = -144333425.199306 nChanged 381399 Deleting Class 14 (1765 points): Lose 1648.003124 but Gain 2275.097086 Iteration 2F (26914.440000 sec): 19 clusters Score: Raw -144808359.685049 + Penalty 40951.747554 = -144767407.937495 nChanged 244800 Deleting Class 6 (921 points): Lose 812.679272 but Gain 2275.097086 Iteration 3F (26954.700000 sec): 18 clusters Score: Raw -145015019.509636 + Penalty 38676.650468 = -144976342.859169 nChanged 178062 Iteration 4F (26992.450000 sec): 18 clusters Score: Raw -145177259.998320 + Penalty 38676.650468 = -145138583.347853 nChanged 143768 Iteration 5F (27030.820000 sec): 18 clusters Score: Raw -145482430.722366 + Penalty 38676.650468 = -145443754.071898 nChanged 124978 Deleting Class 16 (1334 points): Lose 1175.060401 but Gain 2275.097086 Iteration 6F (27068.450000 sec): 17 clusters Score: Raw -145663518.230786 + Penalty 36401.553381 = -145627116.677405 nChanged 115052 Deleting Class 11 (1017 points): Lose 1066.820741 but Gain 2275.097086 Iteration 7F (27101.960000 sec): 16 clusters Score: Raw -145742716.333416 + Penalty 34126.456295 = -145708589.877121 nChanged 111846 Deleting Class 13 (1359 points): Lose 1495.663363 but Gain 2275.097086 Iteration 8F (27134.130000 sec): 15 clusters Score: Raw -145820702.530094 + Penalty 31851.359209 = -145788851.170886 nChanged 110929 Iteration 9F (27162.060000 sec): 15 clusters Score: Raw -145899787.475930 + Penalty 31851.359209 = -145867936.116721 nChanged 105623 Deleting Class 3 (2007 points): Lose 1948.850775 but Gain 2275.097086 Iteration 10F (27191.050000 sec): 14 clusters Score: Raw -145971039.762088 + Penalty 29576.262122 = -145941463.499966 nChanged 97301 Iteration 11F (27217.530000 sec): 14 clusters Score: Raw -146039772.776991 + Penalty 29576.262122 = -146010196.514869 nChanged 81162 Iteration 12F (27245.040000 sec): 14 clusters Score: Raw -146092279.351552 + Penalty 29576.262122 = -146062703.089429 nChanged 67923 Iteration 13F (27272.690000 sec): 14 clusters Score: Raw -146134100.988056 + Penalty 29576.262122 = -146104524.725934 nChanged 57492 Iteration 14Q (27292.150000 sec): 14 clusters Score: Raw -146168697.459517 + Penalty 29576.262122 = -146139121.197394 nChanged 48636 Iteration 15Q (27313.020000 sec): 14 clusters Score: Raw -146197703.419527 + Penalty 29576.262122 = -146168127.157405 nChanged 40982 Iteration 16Q (27332.010000 sec): 14 clusters Score: Raw -146221749.549287 + Penalty 29576.262122 = -146192173.287165 nChanged 33416 Iteration 17Q (27352.400000 sec): 14 clusters Score: Raw -146240223.456560 + Penalty 29576.262122 = -146210647.194437 nChanged 25904 Deleting Class 8 (2040 points): Lose 2239.985220 but Gain 2275.097086 Iteration 18Q (27372.730000 sec): 13 clusters Score: Raw -146250895.479342 + Penalty 27301.165036 = -146223594.314306 nChanged 21001 Iteration 19Q (27398.430000 sec): 13 clusters Score: Raw -146261490.087518 + Penalty 27301.165036 = -146234188.922482 nChanged 13736 Writing temp clu file Because OldScore, -146223594.314306, is greater than current (better) Score,-146234188.922482 Compute initial score before splitting: Score: Raw -146261490.087518 + Penalty 27301.165036 = -146234188.922482 Memory request: 0.05 GB would take us to total of 8.69 GB. Trying to split cluster 1 (27341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27399.140000 sec): 2 clusters Score: Raw -3366671.906033 + Penalty 1660.123186 = -3365011.782847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27399.490000 sec): 3 clusters Score: Raw -3349836.513825 + Penalty 3320.246373 = -3346516.267452 nChanged 12520 SP:Iteration 1F (27399.810000 sec): 3 clusters Score: Raw -3356995.248286 + Penalty 3320.246373 = -3353675.001913 nChanged 1344 SP:Iteration 2Q (27400.150000 sec): 3 clusters Score: Raw -3357593.125518 + Penalty 3320.246373 = -3354272.879145 nChanged 1301 SP:Iteration 3Q (27400.490000 sec): 3 clusters Score: Raw -3358296.347313 + Penalty 3320.246373 = -3354976.100940 nChanged 1417 SP:Iteration 4F (27400.850000 sec): 3 clusters Score: Raw -3359232.606389 + Penalty 3320.246373 = -3355912.360016 nChanged 1705 SP:Iteration 5F (27401.190000 sec): 3 clusters Score: Raw -3360562.278794 + Penalty 3320.246373 = -3357242.032421 nChanged 2033 SP:Iteration 6F (27401.550000 sec): 3 clusters Score: Raw -3362259.795645 + Penalty 3320.246373 = -3358939.549272 nChanged 2056 SP:Iteration 7F (27401.880000 sec): 3 clusters Score: Raw -3363967.300070 + Penalty 3320.246373 = -3360647.053697 nChanged 1750 SP:Iteration 8F (27402.190000 sec): 3 clusters Score: Raw -3365253.994922 + Penalty 3320.246373 = -3361933.748549 nChanged 1192 SP:Iteration 9Q (27402.500000 sec): 3 clusters Score: Raw -3365917.649772 + Penalty 3320.246373 = -3362597.403399 nChanged 747 SP:Iteration 10Q (27402.810000 sec): 3 clusters Score: Raw -3366285.357347 + Penalty 3320.246373 = -3362965.110974 nChanged 563 SP:Iteration 11Q (27403.180000 sec): 3 clusters Score: Raw -3366579.629108 + Penalty 3320.246373 = -3363259.382735 nChanged 494 SP:Iteration 12Q (27403.490000 sec): 3 clusters Score: Raw -3366813.636099 + Penalty 3320.246373 = -3363493.389726 nChanged 388 SP:Iteration 13Q (27403.820000 sec): 3 clusters Score: Raw -3366963.536194 + Penalty 3320.246373 = -3363643.289821 nChanged 339 SP:Iteration 14Q (27404.160000 sec): 3 clusters Score: Raw -3367075.401688 + Penalty 3320.246373 = -3363755.155315 nChanged 254 SP:Iteration 15Q (27404.540000 sec): 3 clusters Score: Raw -3367150.663243 + Penalty 3320.246373 = -3363830.416870 nChanged 225 SP:Iteration 16Q (27404.860000 sec): 3 clusters Score: Raw -3367212.141050 + Penalty 3320.246373 = -3363891.894677 nChanged 204 SP:Iteration 17Q (27405.160000 sec): 3 clusters Score: Raw -3367260.146790 + Penalty 3320.246373 = -3363939.900417 nChanged 174 SP:Iteration 18Q (27405.480000 sec): 3 clusters Score: Raw -3367295.571088 + Penalty 3320.246373 = -3363975.324715 nChanged 136 SP:Iteration 19Q (27405.760000 sec): 3 clusters Score: Raw -3367321.198292 + Penalty 3320.246373 = -3364000.951919 nChanged 124 SP:Iteration 20F (27406.080000 sec): 3 clusters Score: Raw -3367346.087177 + Penalty 3320.246373 = -3364025.840804 nChanged 123 SP:Iteration 21Q (27406.410000 sec): 3 clusters Score: Raw -3367367.881584 + Penalty 3320.246373 = -3364047.635211 nChanged 121 SP:Iteration 22Q (27406.740000 sec): 3 clusters Score: Raw -3367388.728388 + Penalty 3320.246373 = -3364068.482015 nChanged 109 SP:Iteration 23Q (27407.110000 sec): 3 clusters Score: Raw -3367404.093239 + Penalty 3320.246373 = -3364083.846866 nChanged 97 SP:Iteration 24Q (27407.450000 sec): 3 clusters Score: Raw -3367414.952147 + Penalty 3320.246373 = -3364094.705774 nChanged 73 SP:Iteration 25Q (27407.810000 sec): 3 clusters Score: Raw -3367424.147643 + Penalty 3320.246373 = -3364103.901270 nChanged 78 SP:Iteration 26Q (27408.150000 sec): 3 clusters Score: Raw -3367433.272459 + Penalty 3320.246373 = -3364113.026086 nChanged 78 SP:Iteration 27Q (27408.520000 sec): 3 clusters Score: Raw -3367442.963577 + Penalty 3320.246373 = -3364122.717204 nChanged 70 SP:Iteration 28Q (27408.850000 sec): 3 clusters Score: Raw -3367451.803818 + Penalty 3320.246373 = -3364131.557445 nChanged 76 SP:Iteration 29Q (27409.180000 sec): 3 clusters Score: Raw -3367460.218060 + Penalty 3320.246373 = -3364139.971687 nChanged 71 SP:Iteration 30Q (27409.560000 sec): 3 clusters Score: Raw -3367468.135583 + Penalty 3320.246373 = -3364147.889210 nChanged 66 SP:Iteration 31Q (27409.920000 sec): 3 clusters Score: Raw -3367475.341939 + Penalty 3320.246373 = -3364155.095566 nChanged 61 SP:Iteration 32Q (27410.180000 sec): 3 clusters Score: Raw -3367480.955646 + Penalty 3320.246373 = -3364160.709273 nChanged 56 SP:Iteration 33Q (27410.510000 sec): 3 clusters Score: Raw -3367485.412099 + Penalty 3320.246373 = -3364165.165726 nChanged 48 SP:Iteration 34Q (27410.780000 sec): 3 clusters Score: Raw -3367488.809644 + Penalty 3320.246373 = -3364168.563271 nChanged 46 SP:Iteration 35Q (27411.110000 sec): 3 clusters Score: Raw -3367492.610803 + Penalty 3320.246373 = -3364172.364430 nChanged 43 SP:Iteration 36Q (27411.420000 sec): 3 clusters Score: Raw -3367496.009509 + Penalty 3320.246373 = -3364175.763136 nChanged 41 SP:Iteration 37Q (27411.740000 sec): 3 clusters Score: Raw -3367499.287448 + Penalty 3320.246373 = -3364179.041075 nChanged 48 SP:Iteration 38Q (27412.080000 sec): 3 clusters Score: Raw -3367504.147882 + Penalty 3320.246373 = -3364183.901510 nChanged 53 SP:Iteration 39Q (27412.440000 sec): 3 clusters Score: Raw -3367509.275909 + Penalty 3320.246373 = -3364189.029536 nChanged 53 SP:Iteration 40F (27412.800000 sec): 3 clusters Score: Raw -3367514.292432 + Penalty 3320.246373 = -3364194.046059 nChanged 59 SP:Iteration 41Q (27413.150000 sec): 3 clusters Score: Raw -3367519.937150 + Penalty 3320.246373 = -3364199.690777 nChanged 57 SP:Iteration 42Q (27413.450000 sec): 3 clusters Score: Raw -3367524.528784 + Penalty 3320.246373 = -3364204.282412 nChanged 46 SP:Iteration 43Q (27413.810000 sec): 3 clusters Score: Raw -3367528.114401 + Penalty 3320.246373 = -3364207.868028 nChanged 38 SP:Iteration 44Q (27414.100000 sec): 3 clusters Score: Raw -3367530.942267 + Penalty 3320.246373 = -3364210.695894 nChanged 41 SP:Iteration 45Q (27414.420000 sec): 3 clusters Score: Raw -3367533.655530 + Penalty 3320.246373 = -3364213.409157 nChanged 36 SP:Iteration 46Q (27414.760000 sec): 3 clusters Score: Raw -3367536.098106 + Penalty 3320.246373 = -3364215.851733 nChanged 35 SP:Iteration 47Q (27415.130000 sec): 3 clusters Score: Raw -3367538.395999 + Penalty 3320.246373 = -3364218.149626 nChanged 33 SP:Iteration 48Q (27415.430000 sec): 3 clusters Score: Raw -3367540.878642 + Penalty 3320.246373 = -3364220.632269 nChanged 29 SP:Iteration 49Q (27415.790000 sec): 3 clusters Score: Raw -3367543.074149 + Penalty 3320.246373 = -3364222.827776 nChanged 31 SP:Iteration 50Q (27416.090000 sec): 3 clusters Score: Raw -3367545.118826 + Penalty 3320.246373 = -3364224.872453 nChanged 30 SP:Iteration 51Q (27416.430000 sec): 3 clusters Score: Raw -3367547.396283 + Penalty 3320.246373 = -3364227.149910 nChanged 28 SP:Iteration 52Q (27416.690000 sec): 3 clusters Score: Raw -3367549.277141 + Penalty 3320.246373 = -3364229.030768 nChanged 23 SP:Iteration 53Q (27417.020000 sec): 3 clusters Score: Raw -3367550.763593 + Penalty 3320.246373 = -3364230.517220 nChanged 24 SP:Iteration 54Q (27417.340000 sec): 3 clusters Score: Raw -3367552.208718 + Penalty 3320.246373 = -3364231.962345 nChanged 26 SP:Iteration 55Q (27417.660000 sec): 3 clusters Score: Raw -3367553.938749 + Penalty 3320.246373 = -3364233.692376 nChanged 25 SP:Iteration 56Q (27417.950000 sec): 3 clusters Score: Raw -3367555.544317 + Penalty 3320.246373 = -3364235.297944 nChanged 30 SP:Iteration 57Q (27418.270000 sec): 3 clusters Score: Raw -3367557.527873 + Penalty 3320.246373 = -3364237.281500 nChanged 31 SP:Iteration 58Q (27418.560000 sec): 3 clusters Score: Raw -3367560.481378 + Penalty 3320.246373 = -3364240.235005 nChanged 28 SP:Iteration 59Q (27418.920000 sec): 3 clusters Score: Raw -3367562.285611 + Penalty 3320.246373 = -3364242.039238 nChanged 25 SP:Iteration 60F (27419.280000 sec): 3 clusters Score: Raw -3367563.869493 + Penalty 3320.246373 = -3364243.623120 nChanged 23 SP:Iteration 61Q (27419.600000 sec): 3 clusters Score: Raw -3367565.502828 + Penalty 3320.246373 = -3364245.256455 nChanged 19 SP:Iteration 62Q (27419.990000 sec): 3 clusters Score: Raw -3367566.732069 + Penalty 3320.246373 = -3364246.485696 nChanged 24 SP:Iteration 63Q (27420.350000 sec): 3 clusters Score: Raw -3367568.128512 + Penalty 3320.246373 = -3364247.882139 nChanged 18 SP:Iteration 64Q (27420.690000 sec): 3 clusters Score: Raw -3367568.981770 + Penalty 3320.246373 = -3364248.735397 nChanged 13 SP:Iteration 65Q (27421.050000 sec): 3 clusters Score: Raw -3367569.459411 + Penalty 3320.246373 = -3364249.213038 nChanged 10 SP:Iteration 66Q (27421.380000 sec): 3 clusters Score: Raw -3367569.974876 + Penalty 3320.246373 = -3364249.728503 nChanged 15 SP:Iteration 67Q (27421.740000 sec): 3 clusters Score: Raw -3367570.900503 + Penalty 3320.246373 = -3364250.654131 nChanged 16 SP:Iteration 68Q (27422.050000 sec): 3 clusters Score: Raw -3367571.673392 + Penalty 3320.246373 = -3364251.427019 nChanged 14 SP:Iteration 69Q (27422.350000 sec): 3 clusters Score: Raw -3367572.323703 + Penalty 3320.246373 = -3364252.077331 nChanged 14 SP:Iteration 70Q (27422.650000 sec): 3 clusters Score: Raw -3367573.069575 + Penalty 3320.246373 = -3364252.823202 nChanged 14 SP:Iteration 71Q (27422.960000 sec): 3 clusters Score: Raw -3367573.849517 + Penalty 3320.246373 = -3364253.603144 nChanged 14 SP:Iteration 72Q (27423.270000 sec): 3 clusters Score: Raw -3367574.820042 + Penalty 3320.246373 = -3364254.573669 nChanged 11 SP:Iteration 73Q (27423.600000 sec): 3 clusters Score: Raw -3367575.469849 + Penalty 3320.246373 = -3364255.223476 nChanged 15 SP:Iteration 74Q (27423.890000 sec): 3 clusters Score: Raw -3367576.197850 + Penalty 3320.246373 = -3364255.951477 nChanged 16 SP:Iteration 75Q (27424.250000 sec): 3 clusters Score: Raw -3367577.214878 + Penalty 3320.246373 = -3364256.968505 nChanged 19 SP:Iteration 76Q (27424.690000 sec): 3 clusters Score: Raw -3367578.492184 + Penalty 3320.246373 = -3364258.245811 nChanged 20 SP:Iteration 77Q (27424.950000 sec): 3 clusters Score: Raw -3367579.614654 + Penalty 3320.246373 = -3364259.368281 nChanged 21 SP:Iteration 78Q (27425.280000 sec): 3 clusters Score: Raw -3367580.865074 + Penalty 3320.246373 = -3364260.618701 nChanged 16 SP:Iteration 79Q (27425.620000 sec): 3 clusters Score: Raw -3367581.883613 + Penalty 3320.246373 = -3364261.637240 nChanged 14 SP:Iteration 80F (27425.970000 sec): 3 clusters Score: Raw -3367582.722609 + Penalty 3320.246373 = -3364262.476236 nChanged 11 SP:Iteration 81Q (27426.240000 sec): 3 clusters Score: Raw -3367583.547233 + Penalty 3320.246373 = -3364263.300860 nChanged 9 SP:Iteration 82Q (27426.560000 sec): 3 clusters Score: Raw -3367584.026157 + Penalty 3320.246373 = -3364263.779784 nChanged 9 SP:Iteration 83Q (27426.890000 sec): 3 clusters Score: Raw -3367584.699060 + Penalty 3320.246373 = -3364264.452687 nChanged 6 SP:Iteration 84Q (27427.270000 sec): 3 clusters Score: Raw -3367585.051043 + Penalty 3320.246373 = -3364264.804670 nChanged 4 SP:Iteration 85Q (27427.650000 sec): 3 clusters Score: Raw -3367585.240724 + Penalty 3320.246373 = -3364264.994351 nChanged 6 SP:Iteration 86Q (27427.950000 sec): 3 clusters Score: Raw -3367585.522246 + Penalty 3320.246373 = -3364265.275873 nChanged 4 SP:Iteration 87Q (27428.330000 sec): 3 clusters Score: Raw -3367585.733378 + Penalty 3320.246373 = -3364265.487005 nChanged 4 SP:Iteration 88Q (27428.640000 sec): 3 clusters Score: Raw -3367585.848161 + Penalty 3320.246373 = -3364265.601789 nChanged 2 SP:Iteration 89Q (27428.930000 sec): 3 clusters Score: Raw -3367585.924540 + Penalty 3320.246373 = -3364265.678167 nChanged 3 SP:Iteration 90Q (27429.220000 sec): 3 clusters Score: Raw -3367586.071650 + Penalty 3320.246373 = -3364265.825277 nChanged 3 SP:Iteration 91Q (27429.510000 sec): 3 clusters Score: Raw -3367586.195072 + Penalty 3320.246373 = -3364265.948699 nChanged 2 SP:Iteration 92Q (27429.840000 sec): 3 clusters Score: Raw -3367586.294135 + Penalty 3320.246373 = -3364266.047762 nChanged 4 SP:Iteration 93Q (27430.190000 sec): 3 clusters Score: Raw -3367586.624686 + Penalty 3320.246373 = -3364266.378313 nChanged 6 SP:Iteration 94Q (27430.520000 sec): 3 clusters Score: Raw -3367586.868427 + Penalty 3320.246373 = -3364266.622054 nChanged 5 SP:Iteration 95Q (27430.820000 sec): 3 clusters Score: Raw -3367587.152318 + Penalty 3320.246373 = -3364266.905945 nChanged 8 SP:Iteration 96Q (27431.130000 sec): 3 clusters Score: Raw -3367587.565081 + Penalty 3320.246373 = -3364267.318708 nChanged 4 SP:Iteration 97Q (27431.440000 sec): 3 clusters Score: Raw -3367587.711310 + Penalty 3320.246373 = -3364267.464937 nChanged 3 SP:Iteration 98Q (27431.740000 sec): 3 clusters Score: Raw -3367587.862154 + Penalty 3320.246373 = -3364267.615781 nChanged 6 SP:Iteration 99Q (27432.030000 sec): 3 clusters Score: Raw -3367588.203393 + Penalty 3320.246373 = -3364267.957020 nChanged 3 SP:Iteration 100F (27432.300000 sec): 3 clusters Score: Raw -3367588.328251 + Penalty 3320.246373 = -3364268.081878 nChanged 5 SP:Iteration 101Q (27432.620000 sec): 3 clusters Score: Raw -3367588.647210 + Penalty 3320.246373 = -3364268.400837 nChanged 6 SP:Iteration 102Q (27432.950000 sec): 3 clusters Score: Raw -3367588.943768 + Penalty 3320.246373 = -3364268.697395 nChanged 4 SP:Iteration 103Q (27433.210000 sec): 3 clusters Score: Raw -3367589.114434 + Penalty 3320.246373 = -3364268.868061 nChanged 5 SP:Iteration 104Q (27433.520000 sec): 3 clusters Score: Raw -3367589.381878 + Penalty 3320.246373 = -3364269.135505 nChanged 5 SP:Iteration 105Q (27433.820000 sec): 3 clusters Score: Raw -3367589.683488 + Penalty 3320.246373 = -3364269.437115 nChanged 5 SP:Iteration 106Q (27434.120000 sec): 3 clusters Score: Raw -3367589.865338 + Penalty 3320.246373 = -3364269.618965 nChanged 2 SP:Iteration 107Q (27434.430000 sec): 3 clusters Score: Raw -3367589.934891 + Penalty 3320.246373 = -3364269.688518 nChanged 2 SP:Iteration 108Q (27434.690000 sec): 3 clusters Score: Raw -3367590.055096 + Penalty 3320.246373 = -3364269.808723 nChanged 2 SP:Iteration 109Q (27435.020000 sec): 3 clusters Score: Raw -3367590.130173 + Penalty 3320.246373 = -3364269.883800 nChanged 1 SP:Iteration 110Q (27435.340000 sec): 3 clusters Score: Raw -3367590.171202 + Penalty 3320.246373 = -3364269.924829 nChanged 1 SP:Iteration 111Q (27435.660000 sec): 3 clusters Score: Raw -3367590.220882 + Penalty 3320.246373 = -3364269.974509 nChanged 2 SP:Iteration 112Q (27435.980000 sec): 3 clusters Score: Raw -3367590.303492 + Penalty 3320.246373 = -3364270.057119 nChanged 2 SP:Iteration 113Q (27436.300000 sec): 3 clusters Score: Raw -3367590.454009 + Penalty 3320.246373 = -3364270.207636 nChanged 1 SP:Iteration 114Q (27436.610000 sec): 3 clusters Score: Raw -3367590.478488 + Penalty 3320.246373 = -3364270.232115 nChanged 0 SP:Iteration 115F (27436.980000 sec): 3 clusters Score: Raw -3367590.478488 + Penalty 3320.246373 = -3364270.232115 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (40913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27437.380000 sec): 2 clusters Score: Raw -5028945.725695 + Penalty 1725.620510 = -5027220.105185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27437.790000 sec): 3 clusters Score: Raw -5003150.401138 + Penalty 3451.241020 = -4999699.160118 nChanged 19206 SP:Iteration 1F (27438.170000 sec): 3 clusters Score: Raw -5013902.176904 + Penalty 3451.241020 = -5010450.935884 nChanged 1485 SP:Iteration 2Q (27438.610000 sec): 3 clusters Score: Raw -5014249.940436 + Penalty 3451.241020 = -5010798.699415 nChanged 1375 SP:Iteration 3Q (27438.990000 sec): 3 clusters Score: Raw -5014568.006038 + Penalty 3451.241020 = -5011116.765018 nChanged 1359 SP:Iteration 4Q (27439.360000 sec): 3 clusters Score: Raw -5014925.599240 + Penalty 3451.241020 = -5011474.358219 nChanged 1489 SP:Iteration 5Q (27439.730000 sec): 3 clusters Score: Raw -5015396.125676 + Penalty 3451.241020 = -5011944.884656 nChanged 1699 SP:Iteration 6Q (27440.100000 sec): 3 clusters Score: Raw -5016071.006053 + Penalty 3451.241020 = -5012619.765033 nChanged 2029 SP:Iteration 7Q (27440.470000 sec): 3 clusters Score: Raw -5017126.046093 + Penalty 3451.241020 = -5013674.805072 nChanged 2547 SP:Iteration 8F (27440.900000 sec): 3 clusters Score: Raw -5018854.187403 + Penalty 3451.241020 = -5015402.946382 nChanged 3046 SP:Iteration 9F (27441.240000 sec): 3 clusters Score: Raw -5021385.616533 + Penalty 3451.241020 = -5017934.375513 nChanged 3037 SP:Iteration 10F (27441.610000 sec): 3 clusters Score: Raw -5024320.003832 + Penalty 3451.241020 = -5020868.762812 nChanged 2388 SP:Iteration 11F (27442.030000 sec): 3 clusters Score: Raw -5026751.302744 + Penalty 3451.241020 = -5023300.061724 nChanged 1298 SP:Iteration 12Q (27442.390000 sec): 3 clusters Score: Raw -5028092.415624 + Penalty 3451.241020 = -5024641.174603 nChanged 565 SP:Iteration 13Q (27442.830000 sec): 3 clusters Score: Raw -5028674.991124 + Penalty 3451.241020 = -5025223.750104 nChanged 277 SP:Iteration 14Q (27443.230000 sec): 3 clusters Score: Raw -5028944.140957 + Penalty 3451.241020 = -5025492.899937 nChanged 156 SP:Iteration 15Q (27443.570000 sec): 3 clusters Score: Raw -5029053.614539 + Penalty 3451.241020 = -5025602.373518 nChanged 86 SP:Iteration 16Q (27443.980000 sec): 3 clusters Score: Raw -5029104.918315 + Penalty 3451.241020 = -5025653.677295 nChanged 56 SP:Iteration 17Q (27444.290000 sec): 3 clusters Score: Raw -5029149.917135 + Penalty 3451.241020 = -5025698.676115 nChanged 51 SP:Iteration 18Q (27444.700000 sec): 3 clusters Score: Raw -5029183.323554 + Penalty 3451.241020 = -5025732.082534 nChanged 45 SP:Iteration 19Q (27445.060000 sec): 3 clusters Score: Raw -5029209.822024 + Penalty 3451.241020 = -5025758.581004 nChanged 32 SP:Iteration 20F (27445.440000 sec): 3 clusters Score: Raw -5029228.594145 + Penalty 3451.241020 = -5025777.353125 nChanged 26 SP:Iteration 21Q (27445.850000 sec): 3 clusters Score: Raw -5029242.216680 + Penalty 3451.241020 = -5025790.975660 nChanged 25 SP:Iteration 22Q (27446.230000 sec): 3 clusters Score: Raw -5029260.362589 + Penalty 3451.241020 = -5025809.121568 nChanged 24 SP:Iteration 23Q (27446.640000 sec): 3 clusters Score: Raw -5029272.001200 + Penalty 3451.241020 = -5025820.760179 nChanged 13 SP:Iteration 24Q (27447.050000 sec): 3 clusters Score: Raw -5029277.586629 + Penalty 3451.241020 = -5025826.345608 nChanged 10 SP:Iteration 25Q (27447.400000 sec): 3 clusters Score: Raw -5029283.316998 + Penalty 3451.241020 = -5025832.075977 nChanged 7 SP:Iteration 26Q (27447.820000 sec): 3 clusters Score: Raw -5029286.285434 + Penalty 3451.241020 = -5025835.044413 nChanged 7 SP:Iteration 27Q (27448.200000 sec): 3 clusters Score: Raw -5029288.661674 + Penalty 3451.241020 = -5025837.420653 nChanged 3 SP:Iteration 28Q (27448.600000 sec): 3 clusters Score: Raw -5029289.350938 + Penalty 3451.241020 = -5025838.109918 nChanged 2 SP:Iteration 29Q (27448.980000 sec): 3 clusters Score: Raw -5029289.852113 + Penalty 3451.241020 = -5025838.611092 nChanged 0 SP:Iteration 30F (27449.370000 sec): 3 clusters Score: Raw -5029289.852113 + Penalty 3451.241020 = -5025838.611092 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (20609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27449.570000 sec): 2 clusters Score: Raw -2420709.738224 + Penalty 1614.191012 = -2419095.547212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27449.920000 sec): 3 clusters Score: Raw -2408382.598236 + Penalty 3228.382025 = -2405154.216212 nChanged 9293 SP:Iteration 1F (27450.240000 sec): 3 clusters Score: Raw -2413842.774041 + Penalty 3228.382025 = -2410614.392017 nChanged 1418 SP:Iteration 2F (27450.510000 sec): 3 clusters Score: Raw -2415199.659240 + Penalty 3228.382025 = -2411971.277216 nChanged 1852 SP:Iteration 3F (27450.850000 sec): 3 clusters Score: Raw -2417146.249479 + Penalty 3228.382025 = -2413917.867455 nChanged 2264 SP:Iteration 4F (27451.170000 sec): 3 clusters Score: Raw -2419437.031036 + Penalty 3228.382025 = -2416208.649012 nChanged 2094 SP:Iteration 5F (27451.470000 sec): 3 clusters Score: Raw -2421426.890709 + Penalty 3228.382025 = -2418198.508685 nChanged 1476 SP:Iteration 6F (27451.770000 sec): 3 clusters Score: Raw -2422581.890808 + Penalty 3228.382025 = -2419353.508784 nChanged 840 SP:Iteration 7Q (27452.060000 sec): 3 clusters Score: Raw -2423096.310275 + Penalty 3228.382025 = -2419867.928250 nChanged 499 SP:Iteration 8Q (27452.360000 sec): 3 clusters Score: Raw -2423372.774306 + Penalty 3228.382025 = -2420144.392282 nChanged 375 SP:Iteration 9Q (27452.690000 sec): 3 clusters Score: Raw -2423559.493578 + Penalty 3228.382025 = -2420331.111553 nChanged 301 SP:Iteration 10Q (27453.030000 sec): 3 clusters Score: Raw -2423699.947431 + Penalty 3228.382025 = -2420471.565406 nChanged 225 SP:Iteration 11Q (27453.300000 sec): 3 clusters Score: Raw -2423788.372686 + Penalty 3228.382025 = -2420559.990662 nChanged 148 SP:Iteration 12Q (27453.640000 sec): 3 clusters Score: Raw -2423837.250468 + Penalty 3228.382025 = -2420608.868443 nChanged 123 SP:Iteration 13Q (27453.990000 sec): 3 clusters Score: Raw -2423876.890827 + Penalty 3228.382025 = -2420648.508803 nChanged 112 SP:Iteration 14Q (27454.330000 sec): 3 clusters Score: Raw -2423915.088238 + Penalty 3228.382025 = -2420686.706213 nChanged 80 SP:Iteration 15Q (27454.630000 sec): 3 clusters Score: Raw -2423935.202269 + Penalty 3228.382025 = -2420706.820245 nChanged 51 SP:Iteration 16Q (27454.950000 sec): 3 clusters Score: Raw -2423947.857194 + Penalty 3228.382025 = -2420719.475169 nChanged 48 SP:Iteration 17Q (27455.310000 sec): 3 clusters Score: Raw -2423960.211041 + Penalty 3228.382025 = -2420731.829017 nChanged 33 SP:Iteration 18Q (27455.610000 sec): 3 clusters Score: Raw -2423969.313595 + Penalty 3228.382025 = -2420740.931571 nChanged 47 SP:Iteration 19Q (27455.920000 sec): 3 clusters Score: Raw -2423983.502267 + Penalty 3228.382025 = -2420755.120242 nChanged 34 SP:Iteration 20F (27456.240000 sec): 3 clusters Score: Raw -2423992.949603 + Penalty 3228.382025 = -2420764.567579 nChanged 28 SP:Iteration 21Q (27456.550000 sec): 3 clusters Score: Raw -2423998.646229 + Penalty 3228.382025 = -2420770.264205 nChanged 20 SP:Iteration 22Q (27456.880000 sec): 3 clusters Score: Raw -2424002.380276 + Penalty 3228.382025 = -2420773.998251 nChanged 8 SP:Iteration 23Q (27457.180000 sec): 3 clusters Score: Raw -2424003.644374 + Penalty 3228.382025 = -2420775.262349 nChanged 6 SP:Iteration 24Q (27457.520000 sec): 3 clusters Score: Raw -2424004.274875 + Penalty 3228.382025 = -2420775.892851 nChanged 3 SP:Iteration 25Q (27457.830000 sec): 3 clusters Score: Raw -2424004.799327 + Penalty 3228.382025 = -2420776.417302 nChanged 3 SP:Iteration 26Q (27458.150000 sec): 3 clusters Score: Raw -2424005.244266 + Penalty 3228.382025 = -2420776.862242 nChanged 1 SP:Iteration 27Q (27458.410000 sec): 3 clusters Score: Raw -2424005.399325 + Penalty 3228.382025 = -2420777.017301 nChanged 1 SP:Iteration 28Q (27458.740000 sec): 3 clusters Score: Raw -2424005.596992 + Penalty 3228.382025 = -2420777.214968 nChanged 2 SP:Iteration 29Q (27459.070000 sec): 3 clusters Score: Raw -2424005.929423 + Penalty 3228.382025 = -2420777.547398 nChanged 7 SP:Iteration 30Q (27459.350000 sec): 3 clusters Score: Raw -2424007.247395 + Penalty 3228.382025 = -2420778.865370 nChanged 5 SP:Iteration 31Q (27459.650000 sec): 3 clusters Score: Raw -2424007.825400 + Penalty 3228.382025 = -2420779.443375 nChanged 5 SP:Iteration 32Q (27460.000000 sec): 3 clusters Score: Raw -2424008.590666 + Penalty 3228.382025 = -2420780.208641 nChanged 5 SP:Iteration 33Q (27460.310000 sec): 3 clusters Score: Raw -2424008.972532 + Penalty 3228.382025 = -2420780.590508 nChanged 1 SP:Iteration 34Q (27460.610000 sec): 3 clusters Score: Raw -2424009.165498 + Penalty 3228.382025 = -2420780.783473 nChanged 1 SP:Iteration 35Q (27460.940000 sec): 3 clusters Score: Raw -2424009.343075 + Penalty 3228.382025 = -2420780.961050 nChanged 0 SP:Iteration 36F (27461.260000 sec): 3 clusters Score: Raw -2424009.343075 + Penalty 3228.382025 = -2420780.961050 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (953479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27466.240000 sec): 2 clusters Score: Raw -116977957.013845 + Penalty 2237.279310 = -116975719.734535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27470.770000 sec): 3 clusters Score: Raw -116330199.246402 + Penalty 4474.558621 = -116325724.687781 nChanged 470025 SP:Iteration 1F (27475.260000 sec): 3 clusters Score: Raw -116617765.791015 + Penalty 4474.558621 = -116613291.232395 nChanged 24062 SP:Iteration 2Q (27480.530000 sec): 3 clusters Score: Raw -116623613.757452 + Penalty 4474.558621 = -116619139.198831 nChanged 29789 SP:Iteration 3Q (27485.280000 sec): 3 clusters Score: Raw -116633320.337830 + Penalty 4474.558621 = -116628845.779209 nChanged 38273 SP:Iteration 4Q (27490.100000 sec): 3 clusters Score: Raw -116649417.381606 + Penalty 4474.558621 = -116644942.822985 nChanged 48566 SP:Iteration 5F (27494.580000 sec): 3 clusters Score: Raw -116675211.388065 + Penalty 4474.558621 = -116670736.829444 nChanged 58568 SP:Iteration 6F (27499.090000 sec): 3 clusters Score: Raw -116712727.886783 + Penalty 4474.558621 = -116708253.328162 nChanged 64941 SP:Iteration 7F (27503.430000 sec): 3 clusters Score: Raw -116760533.500402 + Penalty 4474.558621 = -116756058.941781 nChanged 64045 SP:Iteration 8F (27507.350000 sec): 3 clusters Score: Raw -116812925.352752 + Penalty 4474.558621 = -116808450.794131 nChanged 55482 SP:Iteration 9F (27511.330000 sec): 3 clusters Score: Raw -116860255.770420 + Penalty 4474.558621 = -116855781.211799 nChanged 42234 SP:Iteration 10Q (27515.560000 sec): 3 clusters Score: Raw -116895432.334553 + Penalty 4474.558621 = -116890957.775932 nChanged 30856 SP:Iteration 11Q (27519.600000 sec): 3 clusters Score: Raw -116919714.367819 + Penalty 4474.558621 = -116915239.809198 nChanged 23129 SP:Iteration 12Q (27523.700000 sec): 3 clusters Score: Raw -116937025.241145 + Penalty 4474.558621 = -116932550.682524 nChanged 17975 SP:Iteration 13Q (27527.670000 sec): 3 clusters Score: Raw -116950130.659534 + Penalty 4474.558621 = -116945656.100913 nChanged 14184 SP:Iteration 14Q (27531.530000 sec): 3 clusters Score: Raw -116960640.016207 + Penalty 4474.558621 = -116956165.457586 nChanged 10627 SP:Iteration 15Q (27535.530000 sec): 3 clusters Score: Raw -116968991.754937 + Penalty 4474.558621 = -116964517.196316 nChanged 7479 SP:Iteration 16Q (27538.930000 sec): 3 clusters Score: Raw -116975288.314320 + Penalty 4474.558621 = -116970813.755699 nChanged 4867 SP:Iteration 17Q (27542.530000 sec): 3 clusters Score: Raw -116979588.637962 + Penalty 4474.558621 = -116975114.079341 nChanged 3156 SP:Iteration 18Q (27546.480000 sec): 3 clusters Score: Raw -116982171.402145 + Penalty 4474.558621 = -116977696.843524 nChanged 2263 SP:Iteration 19Q (27550.070000 sec): 3 clusters Score: Raw -116983595.354704 + Penalty 4474.558621 = -116979120.796083 nChanged 1633 SP:Iteration 20F (27554.480000 sec): 3 clusters Score: Raw -116984358.470839 + Penalty 4474.558621 = -116979883.912218 nChanged 1246 SP:Iteration 21Q (27558.320000 sec): 3 clusters Score: Raw -116984853.201898 + Penalty 4474.558621 = -116980378.643277 nChanged 983 SP:Iteration 22Q (27562.310000 sec): 3 clusters Score: Raw -116985157.918366 + Penalty 4474.558621 = -116980683.359745 nChanged 719 SP:Iteration 23Q (27566.360000 sec): 3 clusters Score: Raw -116985377.271941 + Penalty 4474.558621 = -116980902.713320 nChanged 587 SP:Iteration 24Q (27570.420000 sec): 3 clusters Score: Raw -116985592.029441 + Penalty 4474.558621 = -116981117.470820 nChanged 557 SP:Iteration 25Q (27574.370000 sec): 3 clusters Score: Raw -116985794.706583 + Penalty 4474.558621 = -116981320.147962 nChanged 542 SP:Iteration 26Q (27578.250000 sec): 3 clusters Score: Raw -116985968.001398 + Penalty 4474.558621 = -116981493.442777 nChanged 497 SP:Iteration 27Q (27582.190000 sec): 3 clusters Score: Raw -116986096.795459 + Penalty 4474.558621 = -116981622.236838 nChanged 387 SP:Iteration 28Q (27586.210000 sec): 3 clusters Score: Raw -116986180.291410 + Penalty 4474.558621 = -116981705.732789 nChanged 333 SP:Iteration 29Q (27590.760000 sec): 3 clusters Score: Raw -116986244.747885 + Penalty 4474.558621 = -116981770.189264 nChanged 276 SP:Iteration 30Q (27594.450000 sec): 3 clusters Score: Raw -116986283.268524 + Penalty 4474.558621 = -116981808.709903 nChanged 233 SP:Iteration 31Q (27598.410000 sec): 3 clusters Score: Raw -116986305.311912 + Penalty 4474.558621 = -116981830.753291 nChanged 159 SP:Iteration 32Q (27602.010000 sec): 3 clusters Score: Raw -116986317.345318 + Penalty 4474.558621 = -116981842.786697 nChanged 129 SP:Iteration 33Q (27606.000000 sec): 3 clusters Score: Raw -116986326.018492 + Penalty 4474.558621 = -116981851.459871 nChanged 90 SP:Iteration 34Q (27610.070000 sec): 3 clusters Score: Raw -116986332.464297 + Penalty 4474.558621 = -116981857.905677 nChanged 88 SP:Iteration 35Q (27614.000000 sec): 3 clusters Score: Raw -116986336.743313 + Penalty 4474.558621 = -116981862.184692 nChanged 76 SP:Iteration 36Q (27618.330000 sec): 3 clusters Score: Raw -116986340.125009 + Penalty 4474.558621 = -116981865.566388 nChanged 55 SP:Iteration 37Q (27622.150000 sec): 3 clusters Score: Raw -116986342.400764 + Penalty 4474.558621 = -116981867.842143 nChanged 35 SP:Iteration 38Q (27626.400000 sec): 3 clusters Score: Raw -116986343.411287 + Penalty 4474.558621 = -116981868.852666 nChanged 21 SP:Iteration 39Q (27630.710000 sec): 3 clusters Score: Raw -116986343.953459 + Penalty 4474.558621 = -116981869.394838 nChanged 14 SP:Iteration 40F (27635.720000 sec): 3 clusters Score: Raw -116986346.006071 + Penalty 4474.558621 = -116981871.447450 nChanged 10 SP:Iteration 41Q (27640.310000 sec): 3 clusters Score: Raw -116986346.301203 + Penalty 4474.558621 = -116981871.742582 nChanged 5 SP:Iteration 42Q (27644.790000 sec): 3 clusters Score: Raw -116986346.413224 + Penalty 4474.558621 = -116981871.854603 nChanged 7 SP:Iteration 43Q (27648.610000 sec): 3 clusters Score: Raw -116986346.619516 + Penalty 4474.558621 = -116981872.060895 nChanged 4 SP:Iteration 44Q (27652.350000 sec): 3 clusters Score: Raw -116986346.678967 + Penalty 4474.558621 = -116981872.120346 nChanged 3 SP:Iteration 45Q (27655.700000 sec): 3 clusters Score: Raw -116986346.753801 + Penalty 4474.558621 = -116981872.195180 nChanged 4 SP:Iteration 46Q (27659.430000 sec): 3 clusters Score: Raw -116986346.839539 + Penalty 4474.558621 = -116981872.280919 nChanged 4 SP:Iteration 47Q (27663.200000 sec): 3 clusters Score: Raw -116986346.923391 + Penalty 4474.558621 = -116981872.364770 nChanged 3 SP:Iteration 48Q (27667.470000 sec): 3 clusters Score: Raw -116986346.973720 + Penalty 4474.558621 = -116981872.415099 nChanged 0 SP:Iteration 49F (27672.390000 sec): 3 clusters Score: Raw -116986346.973720 + Penalty 4474.558621 = -116981872.415099 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (4399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27673.190000 sec): 2 clusters Score: Raw -418665.664946 + Penalty 1363.234035 = -417302.430911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27673.390000 sec): 3 clusters Score: Raw -417394.367557 + Penalty 2726.468069 = -414667.899488 nChanged 1971 SP:Iteration 1F (27673.600000 sec): 3 clusters Score: Raw -427927.633556 + Penalty 2726.468069 = -425201.165487 nChanged 661 SP:Iteration 2F (27673.790000 sec): 3 clusters Score: Raw -431011.852762 + Penalty 2726.468069 = -428285.384693 nChanged 146 SP:Iteration 3Q (27673.980000 sec): 3 clusters Score: Raw -431953.718045 + Penalty 2726.468069 = -429227.249975 nChanged 151 SP:Iteration 4Q (27674.170000 sec): 3 clusters Score: Raw -433865.352324 + Penalty 2726.468069 = -431138.884254 nChanged 121 SP:Iteration 5Q (27674.370000 sec): 3 clusters Score: Raw -435747.822919 + Penalty 2726.468069 = -433021.354849 nChanged 50 SP:Iteration 6Q (27674.530000 sec): 3 clusters Score: Raw -436245.333818 + Penalty 2726.468069 = -433518.865749 nChanged 24 SP:Iteration 7Q (27674.720000 sec): 3 clusters Score: Raw -436306.784002 + Penalty 2726.468069 = -433580.315933 nChanged 9 SP:Iteration 8Q (27674.870000 sec): 3 clusters Score: Raw -436327.217060 + Penalty 2726.468069 = -433600.748991 nChanged 6 SP:Iteration 9Q (27675.080000 sec): 3 clusters Score: Raw -436342.564842 + Penalty 2726.468069 = -433616.096772 nChanged 1 SP:Iteration 10Q (27675.290000 sec): 3 clusters Score: Raw -436343.817988 + Penalty 2726.468069 = -433617.349919 nChanged 0 SP:Iteration 11F (27675.450000 sec): 3 clusters Score: Raw -436343.817988 + Penalty 2726.468069 = -433617.349919 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (29800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27675.770000 sec): 2 clusters Score: Raw -3593735.342035 + Penalty 1674.117847 = -3592061.224188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27676.100000 sec): 3 clusters Score: Raw -3575387.648719 + Penalty 3348.235694 = -3572039.413025 nChanged 13674 SP:Iteration 1F (27676.400000 sec): 3 clusters Score: Raw -3583006.798978 + Penalty 3348.235694 = -3579658.563284 nChanged 1358 SP:Iteration 2Q (27676.730000 sec): 3 clusters Score: Raw -3583754.644540 + Penalty 3348.235694 = -3580406.408847 nChanged 1586 SP:Iteration 3F (27677.090000 sec): 3 clusters Score: Raw -3584818.152634 + Penalty 3348.235694 = -3581469.916940 nChanged 2017 SP:Iteration 4F (27677.440000 sec): 3 clusters Score: Raw -3585991.130712 + Penalty 3348.235694 = -3582642.895019 nChanged 2143 SP:Iteration 5F (27677.780000 sec): 3 clusters Score: Raw -3587509.244177 + Penalty 3348.235694 = -3584161.008483 nChanged 2414 SP:Iteration 6F (27678.160000 sec): 3 clusters Score: Raw -3589557.782800 + Penalty 3348.235694 = -3586209.547107 nChanged 2370 SP:Iteration 7F (27678.520000 sec): 3 clusters Score: Raw -3591854.495042 + Penalty 3348.235694 = -3588506.259349 nChanged 1987 SP:Iteration 8F (27678.830000 sec): 3 clusters Score: Raw -3593928.414540 + Penalty 3348.235694 = -3590580.178847 nChanged 1304 SP:Iteration 9Q (27679.220000 sec): 3 clusters Score: Raw -3595422.263432 + Penalty 3348.235694 = -3592074.027739 nChanged 655 SP:Iteration 10Q (27679.560000 sec): 3 clusters Score: Raw -3596326.596437 + Penalty 3348.235694 = -3592978.360743 nChanged 230 SP:Iteration 11Q (27679.880000 sec): 3 clusters Score: Raw -3596724.633061 + Penalty 3348.235694 = -3593376.397367 nChanged 90 SP:Iteration 12Q (27680.200000 sec): 3 clusters Score: Raw -3596865.231656 + Penalty 3348.235694 = -3593516.995963 nChanged 31 SP:Iteration 13Q (27680.550000 sec): 3 clusters Score: Raw -3596904.208198 + Penalty 3348.235694 = -3593555.972504 nChanged 17 SP:Iteration 14Q (27680.870000 sec): 3 clusters Score: Raw -3596919.448722 + Penalty 3348.235694 = -3593571.213029 nChanged 12 SP:Iteration 15Q (27681.260000 sec): 3 clusters Score: Raw -3596925.035003 + Penalty 3348.235694 = -3593576.799310 nChanged 5 SP:Iteration 16Q (27681.580000 sec): 3 clusters Score: Raw -3596927.102834 + Penalty 3348.235694 = -3593578.867141 nChanged 2 SP:Iteration 17Q (27681.880000 sec): 3 clusters Score: Raw -3596927.727808 + Penalty 3348.235694 = -3593579.492115 nChanged 1 SP:Iteration 18Q (27682.260000 sec): 3 clusters Score: Raw -3596927.810956 + Penalty 3348.235694 = -3593579.575262 nChanged 0 SP:Iteration 19F (27682.620000 sec): 3 clusters Score: Raw -3596927.810956 + Penalty 3348.235694 = -3593579.575262 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 8.69 GB. Trying to split cluster 12 (3083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27682.730000 sec): 2 clusters Score: Raw -390883.044049 + Penalty 1305.469495 = -389577.574554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27682.920000 sec): 3 clusters Score: Raw -389430.159732 + Penalty 2610.938989 = -386819.220743 nChanged 1138 SP:Iteration 1F (27683.120000 sec): 3 clusters Score: Raw -390056.407990 + Penalty 2610.938989 = -387445.469000 nChanged 214 SP:Iteration 2F (27683.290000 sec): 3 clusters Score: Raw -390168.751965 + Penalty 2610.938989 = -387557.812976 nChanged 127 SP:Iteration 3Q (27683.490000 sec): 3 clusters Score: Raw -390231.550047 + Penalty 2610.938989 = -387620.611058 nChanged 89 SP:Iteration 4Q (27683.730000 sec): 3 clusters Score: Raw -390276.652351 + Penalty 2610.938989 = -387665.713362 nChanged 80 SP:Iteration 5Q (27683.960000 sec): 3 clusters Score: Raw -390310.587820 + Penalty 2610.938989 = -387699.648831 nChanged 61 SP:Iteration 6Q (27684.150000 sec): 3 clusters Score: Raw -390336.089903 + Penalty 2610.938989 = -387725.150914 nChanged 47 SP:Iteration 7Q (27684.360000 sec): 3 clusters Score: Raw -390354.440529 + Penalty 2610.938989 = -387743.501540 nChanged 34 SP:Iteration 8Q (27684.530000 sec): 3 clusters Score: Raw -390365.909561 + Penalty 2610.938989 = -387754.970572 nChanged 18 SP:Iteration 9Q (27684.720000 sec): 3 clusters Score: Raw -390371.949383 + Penalty 2610.938989 = -387761.010394 nChanged 25 SP:Iteration 10Q (27685.010000 sec): 3 clusters Score: Raw -390380.269352 + Penalty 2610.938989 = -387769.330363 nChanged 22 SP:Iteration 11Q (27685.220000 sec): 3 clusters Score: Raw -390386.148011 + Penalty 2610.938989 = -387775.209022 nChanged 10 SP:Iteration 12Q (27685.440000 sec): 3 clusters Score: Raw -390390.147897 + Penalty 2610.938989 = -387779.208908 nChanged 15 SP:Iteration 13Q (27685.610000 sec): 3 clusters Score: Raw -390395.939163 + Penalty 2610.938989 = -387785.000174 nChanged 13 SP:Iteration 14Q (27685.850000 sec): 3 clusters Score: Raw -390401.287034 + Penalty 2610.938989 = -387790.348045 nChanged 14 SP:Iteration 15Q (27686.030000 sec): 3 clusters Score: Raw -390405.686308 + Penalty 2610.938989 = -387794.747319 nChanged 14 SP:Iteration 16Q (27686.290000 sec): 3 clusters Score: Raw -390409.255666 + Penalty 2610.938989 = -387798.316676 nChanged 9 SP:Iteration 17Q (27686.510000 sec): 3 clusters Score: Raw -390411.373114 + Penalty 2610.938989 = -387800.434125 nChanged 4 SP:Iteration 18Q (27686.680000 sec): 3 clusters Score: Raw -390412.416520 + Penalty 2610.938989 = -387801.477531 nChanged 3 SP:Iteration 19Q (27686.940000 sec): 3 clusters Score: Raw -390413.269959 + Penalty 2610.938989 = -387802.330970 nChanged 4 SP:Iteration 20F (27687.180000 sec): 3 clusters Score: Raw -390414.578025 + Penalty 2610.938989 = -387803.639036 nChanged 2 SP:Iteration 21Q (27687.450000 sec): 3 clusters Score: Raw -390415.118811 + Penalty 2610.938989 = -387804.179822 nChanged 1 SP:Iteration 22Q (27687.670000 sec): 3 clusters Score: Raw -390415.235746 + Penalty 2610.938989 = -387804.296757 nChanged 1 SP:Iteration 23Q (27687.900000 sec): 3 clusters Score: Raw -390415.494536 + Penalty 2610.938989 = -387804.555547 nChanged 1 SP:Iteration 24Q (27688.140000 sec): 3 clusters Score: Raw -390415.864751 + Penalty 2610.938989 = -387804.925762 nChanged 1 SP:Iteration 25Q (27688.280000 sec): 3 clusters Score: Raw -390416.292020 + Penalty 2610.938989 = -387805.353031 nChanged 1 SP:Iteration 26Q (27688.530000 sec): 3 clusters Score: Raw -390416.462313 + Penalty 2610.938989 = -387805.523324 nChanged 0 SP:Iteration 27F (27688.750000 sec): 3 clusters Score: Raw -390416.462313 + Penalty 2610.938989 = -387805.523324 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (30595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27688.980000 sec): 2 clusters Score: Raw -3864166.869165 + Penalty 1678.396180 = -3862488.472985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27689.380000 sec): 3 clusters Score: Raw -3845271.695620 + Penalty 3356.792360 = -3841914.903260 nChanged 14154 SP:Iteration 1F (27689.750000 sec): 3 clusters Score: Raw -3853099.300310 + Penalty 3356.792360 = -3849742.507950 nChanged 1312 SP:Iteration 2Q (27690.090000 sec): 3 clusters Score: Raw -3853584.814710 + Penalty 3356.792360 = -3850228.022350 nChanged 1408 SP:Iteration 3Q (27690.470000 sec): 3 clusters Score: Raw -3854210.307365 + Penalty 3356.792360 = -3850853.515005 nChanged 1505 SP:Iteration 4Q (27690.770000 sec): 3 clusters Score: Raw -3855026.303233 + Penalty 3356.792360 = -3851669.510873 nChanged 1659 SP:Iteration 5F (27691.110000 sec): 3 clusters Score: Raw -3856144.677828 + Penalty 3356.792360 = -3852787.885468 nChanged 2014 SP:Iteration 6F (27691.490000 sec): 3 clusters Score: Raw -3857740.534084 + Penalty 3356.792360 = -3854383.741725 nChanged 2142 SP:Iteration 7F (27691.770000 sec): 3 clusters Score: Raw -3859578.173412 + Penalty 3356.792360 = -3856221.381053 nChanged 2007 SP:Iteration 8F (27692.130000 sec): 3 clusters Score: Raw -3861045.956076 + Penalty 3356.792360 = -3857689.163716 nChanged 1496 SP:Iteration 9Q (27692.480000 sec): 3 clusters Score: Raw -3861862.107582 + Penalty 3356.792360 = -3858505.315222 nChanged 983 SP:Iteration 10Q (27692.840000 sec): 3 clusters Score: Raw -3862380.042497 + Penalty 3356.792360 = -3859023.250138 nChanged 824 SP:Iteration 11Q (27693.220000 sec): 3 clusters Score: Raw -3862871.846772 + Penalty 3356.792360 = -3859515.054412 nChanged 776 SP:Iteration 12Q (27693.600000 sec): 3 clusters Score: Raw -3863371.807593 + Penalty 3356.792360 = -3860015.015233 nChanged 674 SP:Iteration 13Q (27693.940000 sec): 3 clusters Score: Raw -3863763.665499 + Penalty 3356.792360 = -3860406.873140 nChanged 584 SP:Iteration 14Q (27694.330000 sec): 3 clusters Score: Raw -3864074.548161 + Penalty 3356.792360 = -3860717.755802 nChanged 496 SP:Iteration 15Q (27694.660000 sec): 3 clusters Score: Raw -3864299.252584 + Penalty 3356.792360 = -3860942.460225 nChanged 416 SP:Iteration 16Q (27695.060000 sec): 3 clusters Score: Raw -3864453.749265 + Penalty 3356.792360 = -3861096.956905 nChanged 339 SP:Iteration 17Q (27695.350000 sec): 3 clusters Score: Raw -3864565.378148 + Penalty 3356.792360 = -3861208.585788 nChanged 284 SP:Iteration 18Q (27695.700000 sec): 3 clusters Score: Raw -3864647.157723 + Penalty 3356.792360 = -3861290.365363 nChanged 233 SP:Iteration 19Q (27696.110000 sec): 3 clusters Score: Raw -3864712.892440 + Penalty 3356.792360 = -3861356.100081 nChanged 206 SP:Iteration 20F (27696.470000 sec): 3 clusters Score: Raw -3864762.626087 + Penalty 3356.792360 = -3861405.833728 nChanged 187 SP:Iteration 21Q (27696.780000 sec): 3 clusters Score: Raw -3864802.266254 + Penalty 3356.792360 = -3861445.473895 nChanged 155 SP:Iteration 22Q (27697.130000 sec): 3 clusters Score: Raw -3864831.675184 + Penalty 3356.792360 = -3861474.882824 nChanged 133 SP:Iteration 23Q (27697.470000 sec): 3 clusters Score: Raw -3864858.525612 + Penalty 3356.792360 = -3861501.733252 nChanged 122 SP:Iteration 24Q (27697.820000 sec): 3 clusters Score: Raw -3864880.230382 + Penalty 3356.792360 = -3861523.438022 nChanged 107 SP:Iteration 25Q (27698.140000 sec): 3 clusters Score: Raw -3864896.103306 + Penalty 3356.792360 = -3861539.310947 nChanged 82 SP:Iteration 26Q (27698.450000 sec): 3 clusters Score: Raw -3864906.531820 + Penalty 3356.792360 = -3861549.739460 nChanged 71 SP:Iteration 27Q (27698.810000 sec): 3 clusters Score: Raw -3864914.737676 + Penalty 3356.792360 = -3861557.945316 nChanged 60 SP:Iteration 28Q (27699.170000 sec): 3 clusters Score: Raw -3864920.444170 + Penalty 3356.792360 = -3861563.651810 nChanged 43 SP:Iteration 29Q (27699.530000 sec): 3 clusters Score: Raw -3864924.244224 + Penalty 3356.792360 = -3861567.451865 nChanged 39 SP:Iteration 30Q (27699.900000 sec): 3 clusters Score: Raw -3864927.886960 + Penalty 3356.792360 = -3861571.094601 nChanged 42 SP:Iteration 31Q (27700.300000 sec): 3 clusters Score: Raw -3864932.039600 + Penalty 3356.792360 = -3861575.247240 nChanged 46 SP:Iteration 32Q (27700.650000 sec): 3 clusters Score: Raw -3864936.634002 + Penalty 3356.792360 = -3861579.841642 nChanged 38 SP:Iteration 33Q (27701.010000 sec): 3 clusters Score: Raw -3864939.449496 + Penalty 3356.792360 = -3861582.657136 nChanged 29 SP:Iteration 34Q (27701.380000 sec): 3 clusters Score: Raw -3864941.732238 + Penalty 3356.792360 = -3861584.939879 nChanged 29 SP:Iteration 35Q (27701.710000 sec): 3 clusters Score: Raw -3864943.822140 + Penalty 3356.792360 = -3861587.029780 nChanged 31 SP:Iteration 36Q (27702.110000 sec): 3 clusters Score: Raw -3864946.198671 + Penalty 3356.792360 = -3861589.406312 nChanged 37 SP:Iteration 37Q (27702.470000 sec): 3 clusters Score: Raw -3864949.101864 + Penalty 3356.792360 = -3861592.309504 nChanged 24 SP:Iteration 38Q (27702.860000 sec): 3 clusters Score: Raw -3864950.681731 + Penalty 3356.792360 = -3861593.889372 nChanged 21 SP:Iteration 39Q (27703.180000 sec): 3 clusters Score: Raw -3864952.204872 + Penalty 3356.792360 = -3861595.412512 nChanged 14 SP:Iteration 40F (27703.540000 sec): 3 clusters Score: Raw -3864952.921420 + Penalty 3356.792360 = -3861596.129060 nChanged 9 SP:Iteration 41Q (27703.870000 sec): 3 clusters Score: Raw -3864953.340336 + Penalty 3356.792360 = -3861596.547977 nChanged 3 SP:Iteration 42Q (27704.200000 sec): 3 clusters Score: Raw -3864953.435030 + Penalty 3356.792360 = -3861596.642671 nChanged 3 SP:Iteration 43Q (27704.480000 sec): 3 clusters Score: Raw -3864953.511078 + Penalty 3356.792360 = -3861596.718718 nChanged 4 SP:Iteration 44Q (27704.830000 sec): 3 clusters Score: Raw -3864953.735029 + Penalty 3356.792360 = -3861596.942670 nChanged 2 SP:Iteration 45Q (27705.180000 sec): 3 clusters Score: Raw -3864953.830484 + Penalty 3356.792360 = -3861597.038124 nChanged 2 SP:Iteration 46Q (27705.560000 sec): 3 clusters Score: Raw -3864953.884726 + Penalty 3356.792360 = -3861597.092366 nChanged 2 SP:Iteration 47Q (27705.890000 sec): 3 clusters Score: Raw -3864953.961809 + Penalty 3356.792360 = -3861597.169449 nChanged 4 SP:Iteration 48Q (27706.230000 sec): 3 clusters Score: Raw -3864954.234193 + Penalty 3356.792360 = -3861597.441834 nChanged 4 SP:Iteration 49Q (27706.580000 sec): 3 clusters Score: Raw -3864954.556394 + Penalty 3356.792360 = -3861597.764034 nChanged 3 SP:Iteration 50Q (27706.930000 sec): 3 clusters Score: Raw -3864954.649929 + Penalty 3356.792360 = -3861597.857569 nChanged 4 SP:Iteration 51Q (27707.270000 sec): 3 clusters Score: Raw -3864954.865873 + Penalty 3356.792360 = -3861598.073513 nChanged 0 SP:Iteration 52F (27707.650000 sec): 3 clusters Score: Raw -3864954.865873 + Penalty 3356.792360 = -3861598.073513 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (8978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27707.770000 sec): 2 clusters Score: Raw -1132092.102234 + Penalty 1479.161518 = -1130612.940716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27708.030000 sec): 3 clusters Score: Raw -1127107.336078 + Penalty 2958.323036 = -1124149.013042 nChanged 3827 SP:Iteration 1F (27708.230000 sec): 3 clusters Score: Raw -1129196.552575 + Penalty 2958.323036 = -1126238.229539 nChanged 586 SP:Iteration 2F (27708.450000 sec): 3 clusters Score: Raw -1129540.860407 + Penalty 2958.323036 = -1126582.537371 nChanged 555 SP:Iteration 3F (27708.720000 sec): 3 clusters Score: Raw -1129872.575041 + Penalty 2958.323036 = -1126914.252005 nChanged 501 SP:Iteration 4F (27708.910000 sec): 3 clusters Score: Raw -1130211.401403 + Penalty 2958.323036 = -1127253.078367 nChanged 496 SP:Iteration 5F (27709.150000 sec): 3 clusters Score: Raw -1130556.346350 + Penalty 2958.323036 = -1127598.023314 nChanged 493 SP:Iteration 6F (27709.360000 sec): 3 clusters Score: Raw -1130904.334623 + Penalty 2958.323036 = -1127946.011587 nChanged 461 SP:Iteration 7F (27709.590000 sec): 3 clusters Score: Raw -1131227.313001 + Penalty 2958.323036 = -1128268.989965 nChanged 407 SP:Iteration 8Q (27709.840000 sec): 3 clusters Score: Raw -1131501.326210 + Penalty 2958.323036 = -1128543.003174 nChanged 364 SP:Iteration 9Q (27710.060000 sec): 3 clusters Score: Raw -1131719.880222 + Penalty 2958.323036 = -1128761.557186 nChanged 289 SP:Iteration 10Q (27710.310000 sec): 3 clusters Score: Raw -1131850.626784 + Penalty 2958.323036 = -1128892.303747 nChanged 166 SP:Iteration 11Q (27710.530000 sec): 3 clusters Score: Raw -1131914.309301 + Penalty 2958.323036 = -1128955.986265 nChanged 119 SP:Iteration 12Q (27710.760000 sec): 3 clusters Score: Raw -1131945.868251 + Penalty 2958.323036 = -1128987.545214 nChanged 74 SP:Iteration 13Q (27710.990000 sec): 3 clusters Score: Raw -1131961.789755 + Penalty 2958.323036 = -1129003.466719 nChanged 55 SP:Iteration 14Q (27711.230000 sec): 3 clusters Score: Raw -1131972.498405 + Penalty 2958.323036 = -1129014.175369 nChanged 37 SP:Iteration 15Q (27711.450000 sec): 3 clusters Score: Raw -1131980.375897 + Penalty 2958.323036 = -1129022.052861 nChanged 39 SP:Iteration 16Q (27711.660000 sec): 3 clusters Score: Raw -1131986.642019 + Penalty 2958.323036 = -1129028.318983 nChanged 35 SP:Iteration 17Q (27711.920000 sec): 3 clusters Score: Raw -1131993.256297 + Penalty 2958.323036 = -1129034.933261 nChanged 31 SP:Iteration 18Q (27712.140000 sec): 3 clusters Score: Raw -1132000.282237 + Penalty 2958.323036 = -1129041.959201 nChanged 23 SP:Iteration 19Q (27712.400000 sec): 3 clusters Score: Raw -1132004.463086 + Penalty 2958.323036 = -1129046.140050 nChanged 28 SP:Iteration 20F (27712.660000 sec): 3 clusters Score: Raw -1132008.606518 + Penalty 2958.323036 = -1129050.283482 nChanged 28 SP:Iteration 21Q (27712.900000 sec): 3 clusters Score: Raw -1132013.942207 + Penalty 2958.323036 = -1129055.619170 nChanged 26 SP:Iteration 22Q (27713.210000 sec): 3 clusters Score: Raw -1132018.555076 + Penalty 2958.323036 = -1129060.232040 nChanged 31 SP:Iteration 23Q (27713.500000 sec): 3 clusters Score: Raw -1132024.131143 + Penalty 2958.323036 = -1129065.808107 nChanged 29 SP:Iteration 24Q (27713.790000 sec): 3 clusters Score: Raw -1132029.530386 + Penalty 2958.323036 = -1129071.207349 nChanged 23 SP:Iteration 25Q (27714.000000 sec): 3 clusters Score: Raw -1132033.066140 + Penalty 2958.323036 = -1129074.743103 nChanged 26 SP:Iteration 26Q (27714.270000 sec): 3 clusters Score: Raw -1132036.663307 + Penalty 2958.323036 = -1129078.340271 nChanged 18 SP:Iteration 27Q (27714.540000 sec): 3 clusters Score: Raw -1132039.151090 + Penalty 2958.323036 = -1129080.828053 nChanged 16 SP:Iteration 28Q (27714.780000 sec): 3 clusters Score: Raw -1132040.860367 + Penalty 2958.323036 = -1129082.537331 nChanged 9 SP:Iteration 29Q (27715.040000 sec): 3 clusters Score: Raw -1132041.861749 + Penalty 2958.323036 = -1129083.538713 nChanged 5 SP:Iteration 30Q (27715.260000 sec): 3 clusters Score: Raw -1132042.367136 + Penalty 2958.323036 = -1129084.044100 nChanged 5 SP:Iteration 31Q (27715.490000 sec): 3 clusters Score: Raw -1132042.869959 + Penalty 2958.323036 = -1129084.546923 nChanged 5 SP:Iteration 32Q (27715.750000 sec): 3 clusters Score: Raw -1132043.530612 + Penalty 2958.323036 = -1129085.207576 nChanged 10 SP:Iteration 33Q (27716.040000 sec): 3 clusters Score: Raw -1132045.175076 + Penalty 2958.323036 = -1129086.852040 nChanged 9 SP:Iteration 34Q (27716.240000 sec): 3 clusters Score: Raw -1132046.292498 + Penalty 2958.323036 = -1129087.969461 nChanged 6 SP:Iteration 35Q (27716.470000 sec): 3 clusters Score: Raw -1132046.985393 + Penalty 2958.323036 = -1129088.662357 nChanged 4 SP:Iteration 36Q (27716.720000 sec): 3 clusters Score: Raw -1132047.291816 + Penalty 2958.323036 = -1129088.968780 nChanged 2 SP:Iteration 37Q (27716.980000 sec): 3 clusters Score: Raw -1132047.624271 + Penalty 2958.323036 = -1129089.301235 nChanged 2 SP:Iteration 38Q (27717.240000 sec): 3 clusters Score: Raw -1132047.852461 + Penalty 2958.323036 = -1129089.529425 nChanged 4 SP:Iteration 39Q (27717.460000 sec): 3 clusters Score: Raw -1132048.198848 + Penalty 2958.323036 = -1129089.875812 nChanged 2 SP:Iteration 40F (27717.690000 sec): 3 clusters Score: Raw -1132048.562428 + Penalty 2958.323036 = -1129090.239391 nChanged 2 SP:Iteration 41Q (27717.900000 sec): 3 clusters Score: Raw -1132048.707823 + Penalty 2958.323036 = -1129090.384787 nChanged 1 SP:Iteration 42Q (27718.170000 sec): 3 clusters Score: Raw -1132048.756517 + Penalty 2958.323036 = -1129090.433481 nChanged 0 SP:Iteration 43F (27718.420000 sec): 3 clusters Score: Raw -1132048.756517 + Penalty 2958.323036 = -1129090.433481 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (42972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27718.770000 sec): 2 clusters Score: Raw -5236849.324286 + Penalty 1733.599403 = -5235115.724882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27719.130000 sec): 3 clusters Score: Raw -5209718.607016 + Penalty 3467.198806 = -5206251.408209 nChanged 20070 SP:Iteration 1F (27719.570000 sec): 3 clusters Score: Raw -5221030.715074 + Penalty 3467.198806 = -5217563.516268 nChanged 1526 SP:Iteration 2Q (27719.970000 sec): 3 clusters Score: Raw -5221436.380084 + Penalty 3467.198806 = -5217969.181278 nChanged 1628 SP:Iteration 3Q (27720.360000 sec): 3 clusters Score: Raw -5221979.107374 + Penalty 3467.198806 = -5218511.908568 nChanged 1951 SP:Iteration 4Q (27720.790000 sec): 3 clusters Score: Raw -5222815.671612 + Penalty 3467.198806 = -5219348.472806 nChanged 2571 SP:Iteration 5F (27721.220000 sec): 3 clusters Score: Raw -5224297.275339 + Penalty 3467.198806 = -5220830.076533 nChanged 3339 SP:Iteration 6F (27721.630000 sec): 3 clusters Score: Raw -5226840.587894 + Penalty 3467.198806 = -5223373.389087 nChanged 3933 SP:Iteration 7F (27722.010000 sec): 3 clusters Score: Raw -5230534.740081 + Penalty 3467.198806 = -5227067.541274 nChanged 3382 SP:Iteration 8F (27722.450000 sec): 3 clusters Score: Raw -5234054.727389 + Penalty 3467.198806 = -5230587.528582 nChanged 2012 SP:Iteration 9Q (27722.900000 sec): 3 clusters Score: Raw -5236154.672226 + Penalty 3467.198806 = -5232687.473420 nChanged 683 SP:Iteration 10Q (27723.320000 sec): 3 clusters Score: Raw -5236907.148418 + Penalty 3467.198806 = -5233439.949611 nChanged 178 SP:Iteration 11Q (27723.730000 sec): 3 clusters Score: Raw -5237162.744020 + Penalty 3467.198806 = -5233695.545213 nChanged 51 SP:Iteration 12Q (27724.130000 sec): 3 clusters Score: Raw -5237250.297014 + Penalty 3467.198806 = -5233783.098208 nChanged 22 SP:Iteration 13Q (27724.470000 sec): 3 clusters Score: Raw -5237291.784179 + Penalty 3467.198806 = -5233824.585372 nChanged 13 SP:Iteration 14Q (27724.810000 sec): 3 clusters Score: Raw -5237312.706890 + Penalty 3467.198806 = -5233845.508083 nChanged 2 SP:Iteration 15Q (27725.220000 sec): 3 clusters Score: Raw -5237314.346394 + Penalty 3467.198806 = -5233847.147587 nChanged 3 SP:Iteration 16Q (27725.610000 sec): 3 clusters Score: Raw -5237318.151720 + Penalty 3467.198806 = -5233850.952913 nChanged 4 SP:Iteration 17Q (27725.970000 sec): 3 clusters Score: Raw -5237321.914123 + Penalty 3467.198806 = -5233854.715316 nChanged 1 SP:Iteration 18Q (27726.330000 sec): 3 clusters Score: Raw -5237323.302990 + Penalty 3467.198806 = -5233856.104184 nChanged 0 SP:Iteration 19F (27726.730000 sec): 3 clusters Score: Raw -5237339.275783 + Penalty 3467.198806 = -5233872.076976 nChanged 4 SP:Iteration 20F (27727.120000 sec): 3 clusters Score: Raw -5237368.929327 + Penalty 3467.198806 = -5233901.730521 nChanged 11 SP:Iteration 21Q (27727.500000 sec): 3 clusters Score: Raw -5237392.514715 + Penalty 3467.198806 = -5233925.315909 nChanged 13 SP:Iteration 22Q (27727.920000 sec): 3 clusters Score: Raw -5237419.324145 + Penalty 3467.198806 = -5233952.125339 nChanged 7 SP:Iteration 23Q (27728.260000 sec): 3 clusters Score: Raw -5237441.425581 + Penalty 3467.198806 = -5233974.226775 nChanged 3 SP:Iteration 24Q (27728.690000 sec): 3 clusters Score: Raw -5237446.466846 + Penalty 3467.198806 = -5233979.268040 nChanged 7 SP:Iteration 25Q (27729.060000 sec): 3 clusters Score: Raw -5237461.777573 + Penalty 3467.198806 = -5233994.578766 nChanged 10 SP:Iteration 26Q (27729.440000 sec): 3 clusters Score: Raw -5237476.113666 + Penalty 3467.198806 = -5234008.914860 nChanged 1 SP:Iteration 27Q (27729.850000 sec): 3 clusters Score: Raw -5237479.317761 + Penalty 3467.198806 = -5234012.118955 nChanged 2 SP:Iteration 28Q (27730.240000 sec): 3 clusters Score: Raw -5237482.936946 + Penalty 3467.198806 = -5234015.738140 nChanged 1 SP:Iteration 29Q (27730.630000 sec): 3 clusters Score: Raw -5237484.958563 + Penalty 3467.198806 = -5234017.759757 nChanged 2 SP:Iteration 30Q (27731.040000 sec): 3 clusters Score: Raw -5237488.816224 + Penalty 3467.198806 = -5234021.617418 nChanged 1 SP:Iteration 31Q (27731.420000 sec): 3 clusters Score: Raw -5237489.576762 + Penalty 3467.198806 = -5234022.377956 nChanged 0 SP:Iteration 32F (27731.850000 sec): 3 clusters Score: Raw -5237489.576762 + Penalty 3467.198806 = -5234022.377956 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (38230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27732.140000 sec): 2 clusters Score: Raw -4667310.006344 + Penalty 1714.598572 = -4665595.407772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27732.540000 sec): 3 clusters Score: Raw -4643463.485353 + Penalty 3429.197144 = -4640034.288209 nChanged 17651 SP:Iteration 1F (27732.960000 sec): 3 clusters Score: Raw -4653346.925325 + Penalty 3429.197144 = -4649917.728181 nChanged 1746 SP:Iteration 2Q (27733.390000 sec): 3 clusters Score: Raw -4654114.153575 + Penalty 3429.197144 = -4650684.956431 nChanged 1942 SP:Iteration 3F (27733.790000 sec): 3 clusters Score: Raw -4655187.655356 + Penalty 3429.197144 = -4651758.458212 nChanged 2199 SP:Iteration 4F (27734.200000 sec): 3 clusters Score: Raw -4656659.844297 + Penalty 3429.197144 = -4653230.647153 nChanged 2587 SP:Iteration 5F (27734.610000 sec): 3 clusters Score: Raw -4658665.435427 + Penalty 3429.197144 = -4655236.238283 nChanged 2864 SP:Iteration 6F (27735.070000 sec): 3 clusters Score: Raw -4661000.385290 + Penalty 3429.197144 = -4657571.188146 nChanged 2643 SP:Iteration 7F (27735.480000 sec): 3 clusters Score: Raw -4663030.633680 + Penalty 3429.197144 = -4659601.436537 nChanged 2029 SP:Iteration 8F (27735.960000 sec): 3 clusters Score: Raw -4664326.112229 + Penalty 3429.197144 = -4660896.915086 nChanged 1358 SP:Iteration 9Q (27736.350000 sec): 3 clusters Score: Raw -4665137.775765 + Penalty 3429.197144 = -4661708.578621 nChanged 946 SP:Iteration 10Q (27736.830000 sec): 3 clusters Score: Raw -4665704.539879 + Penalty 3429.197144 = -4662275.342735 nChanged 832 SP:Iteration 11Q (27737.260000 sec): 3 clusters Score: Raw -4666197.168510 + Penalty 3429.197144 = -4662767.971366 nChanged 790 SP:Iteration 12Q (27737.730000 sec): 3 clusters Score: Raw -4666635.016338 + Penalty 3429.197144 = -4663205.819194 nChanged 654 SP:Iteration 13Q (27738.120000 sec): 3 clusters Score: Raw -4666947.507899 + Penalty 3429.197144 = -4663518.310755 nChanged 555 SP:Iteration 14Q (27738.490000 sec): 3 clusters Score: Raw -4667167.860168 + Penalty 3429.197144 = -4663738.663024 nChanged 456 SP:Iteration 15Q (27738.900000 sec): 3 clusters Score: Raw -4667323.416529 + Penalty 3429.197144 = -4663894.219386 nChanged 400 SP:Iteration 16Q (27739.250000 sec): 3 clusters Score: Raw -4667447.241162 + Penalty 3429.197144 = -4664018.044019 nChanged 360 SP:Iteration 17Q (27739.580000 sec): 3 clusters Score: Raw -4667541.807960 + Penalty 3429.197144 = -4664112.610816 nChanged 303 SP:Iteration 18Q (27740.060000 sec): 3 clusters Score: Raw -4667615.040070 + Penalty 3429.197144 = -4664185.842927 nChanged 268 SP:Iteration 19Q (27740.430000 sec): 3 clusters Score: Raw -4667669.915523 + Penalty 3429.197144 = -4664240.718380 nChanged 229 SP:Iteration 20F (27740.830000 sec): 3 clusters Score: Raw -4667716.710956 + Penalty 3429.197144 = -4664287.513812 nChanged 222 SP:Iteration 21Q (27741.200000 sec): 3 clusters Score: Raw -4667762.170165 + Penalty 3429.197144 = -4664332.973021 nChanged 201 SP:Iteration 22Q (27741.610000 sec): 3 clusters Score: Raw -4667801.134795 + Penalty 3429.197144 = -4664371.937651 nChanged 181 SP:Iteration 23Q (27741.900000 sec): 3 clusters Score: Raw -4667832.791548 + Penalty 3429.197144 = -4664403.594404 nChanged 170 SP:Iteration 24Q (27742.270000 sec): 3 clusters Score: Raw -4667862.385468 + Penalty 3429.197144 = -4664433.188324 nChanged 180 SP:Iteration 25Q (27742.610000 sec): 3 clusters Score: Raw -4667895.258840 + Penalty 3429.197144 = -4664466.061696 nChanged 182 SP:Iteration 26Q (27742.950000 sec): 3 clusters Score: Raw -4667929.389192 + Penalty 3429.197144 = -4664500.192048 nChanged 195 SP:Iteration 27Q (27743.330000 sec): 3 clusters Score: Raw -4667968.462203 + Penalty 3429.197144 = -4664539.265059 nChanged 198 SP:Iteration 28Q (27743.670000 sec): 3 clusters Score: Raw -4668007.314363 + Penalty 3429.197144 = -4664578.117219 nChanged 189 SP:Iteration 29Q (27744.090000 sec): 3 clusters Score: Raw -4668040.649140 + Penalty 3429.197144 = -4664611.451997 nChanged 162 SP:Iteration 30Q (27744.470000 sec): 3 clusters Score: Raw -4668071.328366 + Penalty 3429.197144 = -4664642.131223 nChanged 158 SP:Iteration 31Q (27744.860000 sec): 3 clusters Score: Raw -4668098.489464 + Penalty 3429.197144 = -4664669.292320 nChanged 129 SP:Iteration 32Q (27745.240000 sec): 3 clusters Score: Raw -4668118.108450 + Penalty 3429.197144 = -4664688.911307 nChanged 121 SP:Iteration 33Q (27745.610000 sec): 3 clusters Score: Raw -4668136.185766 + Penalty 3429.197144 = -4664706.988622 nChanged 125 SP:Iteration 34Q (27746.050000 sec): 3 clusters Score: Raw -4668156.701128 + Penalty 3429.197144 = -4664727.503984 nChanged 121 SP:Iteration 35Q (27746.490000 sec): 3 clusters Score: Raw -4668177.309403 + Penalty 3429.197144 = -4664748.112259 nChanged 110 SP:Iteration 36Q (27746.820000 sec): 3 clusters Score: Raw -4668194.769784 + Penalty 3429.197144 = -4664765.572640 nChanged 106 SP:Iteration 37Q (27747.150000 sec): 3 clusters Score: Raw -4668208.878558 + Penalty 3429.197144 = -4664779.681414 nChanged 88 SP:Iteration 38Q (27747.490000 sec): 3 clusters Score: Raw -4668222.029778 + Penalty 3429.197144 = -4664792.832634 nChanged 90 SP:Iteration 39Q (27747.850000 sec): 3 clusters Score: Raw -4668234.409046 + Penalty 3429.197144 = -4664805.211902 nChanged 85 SP:Iteration 40F (27748.190000 sec): 3 clusters Score: Raw -4668245.316645 + Penalty 3429.197144 = -4664816.119501 nChanged 77 SP:Iteration 41Q (27748.550000 sec): 3 clusters Score: Raw -4668254.568422 + Penalty 3429.197144 = -4664825.371278 nChanged 71 SP:Iteration 42Q (27748.890000 sec): 3 clusters Score: Raw -4668264.408588 + Penalty 3429.197144 = -4664835.211444 nChanged 75 SP:Iteration 43Q (27749.200000 sec): 3 clusters Score: Raw -4668274.609173 + Penalty 3429.197144 = -4664845.412029 nChanged 63 SP:Iteration 44Q (27749.530000 sec): 3 clusters Score: Raw -4668283.233573 + Penalty 3429.197144 = -4664854.036429 nChanged 67 SP:Iteration 45Q (27749.880000 sec): 3 clusters Score: Raw -4668293.586913 + Penalty 3429.197144 = -4664864.389770 nChanged 61 SP:Iteration 46Q (27750.310000 sec): 3 clusters Score: Raw -4668301.109303 + Penalty 3429.197144 = -4664871.912160 nChanged 54 SP:Iteration 47Q (27750.700000 sec): 3 clusters Score: Raw -4668307.320165 + Penalty 3429.197144 = -4664878.123022 nChanged 51 SP:Iteration 48Q (27751.050000 sec): 3 clusters Score: Raw -4668312.475129 + Penalty 3429.197144 = -4664883.277985 nChanged 46 SP:Iteration 49Q (27751.420000 sec): 3 clusters Score: Raw -4668317.172801 + Penalty 3429.197144 = -4664887.975657 nChanged 41 SP:Iteration 50Q (27751.780000 sec): 3 clusters Score: Raw -4668321.390467 + Penalty 3429.197144 = -4664892.193323 nChanged 41 SP:Iteration 51Q (27752.170000 sec): 3 clusters Score: Raw -4668325.346386 + Penalty 3429.197144 = -4664896.149242 nChanged 26 SP:Iteration 52Q (27752.620000 sec): 3 clusters Score: Raw -4668327.751859 + Penalty 3429.197144 = -4664898.554715 nChanged 30 SP:Iteration 53Q (27752.960000 sec): 3 clusters Score: Raw -4668330.624919 + Penalty 3429.197144 = -4664901.427776 nChanged 26 SP:Iteration 54Q (27753.380000 sec): 3 clusters Score: Raw -4668333.013317 + Penalty 3429.197144 = -4664903.816174 nChanged 23 SP:Iteration 55Q (27753.750000 sec): 3 clusters Score: Raw -4668334.810619 + Penalty 3429.197144 = -4664905.613476 nChanged 28 SP:Iteration 56Q (27754.150000 sec): 3 clusters Score: Raw -4668337.416209 + Penalty 3429.197144 = -4664908.219065 nChanged 24 SP:Iteration 57Q (27754.520000 sec): 3 clusters Score: Raw -4668340.205786 + Penalty 3429.197144 = -4664911.008642 nChanged 21 SP:Iteration 58Q (27754.900000 sec): 3 clusters Score: Raw -4668342.294786 + Penalty 3429.197144 = -4664913.097643 nChanged 14 SP:Iteration 59Q (27755.300000 sec): 3 clusters Score: Raw -4668343.424791 + Penalty 3429.197144 = -4664914.227647 nChanged 13 SP:Iteration 60F (27755.730000 sec): 3 clusters Score: Raw -4668344.465351 + Penalty 3429.197144 = -4664915.268207 nChanged 12 SP:Iteration 61Q (27756.120000 sec): 3 clusters Score: Raw -4668345.434671 + Penalty 3429.197144 = -4664916.237528 nChanged 10 SP:Iteration 62Q (27756.480000 sec): 3 clusters Score: Raw -4668346.171803 + Penalty 3429.197144 = -4664916.974659 nChanged 11 SP:Iteration 63Q (27756.810000 sec): 3 clusters Score: Raw -4668346.955214 + Penalty 3429.197144 = -4664917.758071 nChanged 13 SP:Iteration 64Q (27757.170000 sec): 3 clusters Score: Raw -4668347.903247 + Penalty 3429.197144 = -4664918.706103 nChanged 13 SP:Iteration 65Q (27757.550000 sec): 3 clusters Score: Raw -4668348.947143 + Penalty 3429.197144 = -4664919.749999 nChanged 13 SP:Iteration 66Q (27757.930000 sec): 3 clusters Score: Raw -4668349.962393 + Penalty 3429.197144 = -4664920.765249 nChanged 13 SP:Iteration 67Q (27758.280000 sec): 3 clusters Score: Raw -4668350.918908 + Penalty 3429.197144 = -4664921.721764 nChanged 7 SP:Iteration 68Q (27758.650000 sec): 3 clusters Score: Raw -4668351.330673 + Penalty 3429.197144 = -4664922.133529 nChanged 5 SP:Iteration 69Q (27759.020000 sec): 3 clusters Score: Raw -4668351.574217 + Penalty 3429.197144 = -4664922.377074 nChanged 6 SP:Iteration 70Q (27759.440000 sec): 3 clusters Score: Raw -4668351.844639 + Penalty 3429.197144 = -4664922.647496 nChanged 2 SP:Iteration 71Q (27759.800000 sec): 3 clusters Score: Raw -4668351.904502 + Penalty 3429.197144 = -4664922.707358 nChanged 1 SP:Iteration 72Q (27760.110000 sec): 3 clusters Score: Raw -4668352.018564 + Penalty 3429.197144 = -4664922.821420 nChanged 2 SP:Iteration 73Q (27760.530000 sec): 3 clusters Score: Raw -4668352.106254 + Penalty 3429.197144 = -4664922.909110 nChanged 2 SP:Iteration 74Q (27760.930000 sec): 3 clusters Score: Raw -4668352.251735 + Penalty 3429.197144 = -4664923.054592 nChanged 2 SP:Iteration 75Q (27761.300000 sec): 3 clusters Score: Raw -4668352.396486 + Penalty 3429.197144 = -4664923.199342 nChanged 1 SP:Iteration 76Q (27761.680000 sec): 3 clusters Score: Raw -4668352.460911 + Penalty 3429.197144 = -4664923.263767 nChanged 3 SP:Iteration 77Q (27762.060000 sec): 3 clusters Score: Raw -4668352.683168 + Penalty 3429.197144 = -4664923.486025 nChanged 6 SP:Iteration 78Q (27762.490000 sec): 3 clusters Score: Raw -4668353.168390 + Penalty 3429.197144 = -4664923.971246 nChanged 6 SP:Iteration 79Q (27762.880000 sec): 3 clusters Score: Raw -4668353.540870 + Penalty 3429.197144 = -4664924.343726 nChanged 7 SP:Iteration 80F (27763.380000 sec): 3 clusters Score: Raw -4668353.913495 + Penalty 3429.197144 = -4664924.716351 nChanged 6 SP:Iteration 81Q (27763.750000 sec): 3 clusters Score: Raw -4668354.224088 + Penalty 3429.197144 = -4664925.026944 nChanged 1 SP:Iteration 82Q (27764.090000 sec): 3 clusters Score: Raw -4668354.261552 + Penalty 3429.197144 = -4664925.064408 nChanged 0 SP:Iteration 83F (27764.480000 sec): 3 clusters Score: Raw -4668354.261552 + Penalty 3429.197144 = -4664925.064408 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (2620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27764.610000 sec): 2 clusters Score: Raw -317244.645606 + Penalty 1279.026059 = -315965.619547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27764.840000 sec): 3 clusters Score: Raw -316020.841361 + Penalty 2558.052119 = -313462.789242 nChanged 955 SP:Iteration 1F (27765.050000 sec): 3 clusters Score: Raw -316560.105585 + Penalty 2558.052119 = -314002.053467 nChanged 212 SP:Iteration 2F (27765.210000 sec): 3 clusters Score: Raw -316714.715500 + Penalty 2558.052119 = -314156.663381 nChanged 156 SP:Iteration 3F (27765.410000 sec): 3 clusters Score: Raw -316812.875569 + Penalty 2558.052119 = -314254.823450 nChanged 118 SP:Iteration 4Q (27765.570000 sec): 3 clusters Score: Raw -316880.885264 + Penalty 2558.052119 = -314322.833145 nChanged 97 SP:Iteration 5Q (27765.810000 sec): 3 clusters Score: Raw -316945.233966 + Penalty 2558.052119 = -314387.181847 nChanged 76 SP:Iteration 6Q (27766.010000 sec): 3 clusters Score: Raw -316990.337553 + Penalty 2558.052119 = -314432.285434 nChanged 58 SP:Iteration 7Q (27766.180000 sec): 3 clusters Score: Raw -317023.150017 + Penalty 2558.052119 = -314465.097898 nChanged 45 SP:Iteration 8Q (27766.400000 sec): 3 clusters Score: Raw -317052.469300 + Penalty 2558.052119 = -314494.417181 nChanged 41 SP:Iteration 9Q (27766.590000 sec): 3 clusters Score: Raw -317079.433934 + Penalty 2558.052119 = -314521.381815 nChanged 47 SP:Iteration 10Q (27766.810000 sec): 3 clusters Score: Raw -317108.216884 + Penalty 2558.052119 = -314550.164765 nChanged 53 SP:Iteration 11Q (27767.020000 sec): 3 clusters Score: Raw -317152.450735 + Penalty 2558.052119 = -314594.398616 nChanged 67 SP:Iteration 12Q (27767.220000 sec): 3 clusters Score: Raw -317224.207152 + Penalty 2558.052119 = -314666.155033 nChanged 74 SP:Iteration 13Q (27767.390000 sec): 3 clusters Score: Raw -317283.185594 + Penalty 2558.052119 = -314725.133475 nChanged 68 SP:Iteration 14Q (27767.610000 sec): 3 clusters Score: Raw -317333.182889 + Penalty 2558.052119 = -314775.130770 nChanged 51 SP:Iteration 15Q (27767.770000 sec): 3 clusters Score: Raw -317380.657907 + Penalty 2558.052119 = -314822.605788 nChanged 66 SP:Iteration 16Q (27767.950000 sec): 3 clusters Score: Raw -317435.937400 + Penalty 2558.052119 = -314877.885281 nChanged 55 SP:Iteration 17Q (27768.140000 sec): 3 clusters Score: Raw -317472.898681 + Penalty 2558.052119 = -314914.846562 nChanged 50 SP:Iteration 18Q (27768.310000 sec): 3 clusters Score: Raw -317504.351128 + Penalty 2558.052119 = -314946.299009 nChanged 41 SP:Iteration 19Q (27768.540000 sec): 3 clusters Score: Raw -317529.041518 + Penalty 2558.052119 = -314970.989399 nChanged 39 SP:Iteration 20F (27768.680000 sec): 3 clusters Score: Raw -317555.050815 + Penalty 2558.052119 = -314996.998696 nChanged 34 SP:Iteration 21Q (27768.850000 sec): 3 clusters Score: Raw -317577.426703 + Penalty 2558.052119 = -315019.374584 nChanged 27 SP:Iteration 22Q (27769.010000 sec): 3 clusters Score: Raw -317590.124012 + Penalty 2558.052119 = -315032.071893 nChanged 14 SP:Iteration 23Q (27769.200000 sec): 3 clusters Score: Raw -317598.380444 + Penalty 2558.052119 = -315040.328325 nChanged 13 SP:Iteration 24Q (27769.340000 sec): 3 clusters Score: Raw -317605.823226 + Penalty 2558.052119 = -315047.771107 nChanged 13 SP:Iteration 25Q (27769.520000 sec): 3 clusters Score: Raw -317611.049982 + Penalty 2558.052119 = -315052.997863 nChanged 11 SP:Iteration 26Q (27769.710000 sec): 3 clusters Score: Raw -317615.283882 + Penalty 2558.052119 = -315057.231763 nChanged 8 SP:Iteration 27Q (27769.930000 sec): 3 clusters Score: Raw -317618.318591 + Penalty 2558.052119 = -315060.266472 nChanged 6 SP:Iteration 28Q (27770.140000 sec): 3 clusters Score: Raw -317621.864601 + Penalty 2558.052119 = -315063.812482 nChanged 4 SP:Iteration 29Q (27770.290000 sec): 3 clusters Score: Raw -317623.738505 + Penalty 2558.052119 = -315065.686386 nChanged 2 SP:Iteration 30Q (27770.510000 sec): 3 clusters Score: Raw -317624.482521 + Penalty 2558.052119 = -315066.430402 nChanged 1 SP:Iteration 31Q (27770.660000 sec): 3 clusters Score: Raw -317624.986520 + Penalty 2558.052119 = -315066.934401 nChanged 4 SP:Iteration 32Q (27770.880000 sec): 3 clusters Score: Raw -317627.749785 + Penalty 2558.052119 = -315069.697666 nChanged 4 SP:Iteration 33Q (27771.040000 sec): 3 clusters Score: Raw -317628.988186 + Penalty 2558.052119 = -315070.936067 nChanged 3 SP:Iteration 34Q (27771.290000 sec): 3 clusters Score: Raw -317629.872626 + Penalty 2558.052119 = -315071.820507 nChanged 2 SP:Iteration 35Q (27771.500000 sec): 3 clusters Score: Raw -317630.437514 + Penalty 2558.052119 = -315072.385395 nChanged 1 SP:Iteration 36Q (27771.650000 sec): 3 clusters Score: Raw -317630.713236 + Penalty 2558.052119 = -315072.661117 nChanged 1 SP:Iteration 37Q (27771.900000 sec): 3 clusters Score: Raw -317630.984843 + Penalty 2558.052119 = -315072.932724 nChanged 1 SP:Iteration 38Q (27772.070000 sec): 3 clusters Score: Raw -317631.263565 + Penalty 2558.052119 = -315073.211446 nChanged 1 SP:Iteration 39Q (27772.260000 sec): 3 clusters Score: Raw -317631.470441 + Penalty 2558.052119 = -315073.418322 nChanged 0 SP:Iteration 40F (27772.420000 sec): 3 clusters Score: Raw -317631.470441 + Penalty 2558.052119 = -315073.418322 nChanged 0 Deleting Class 12 (1480 points): Lose 1190.581377 but Gain 2275.097086 Iteration 20F (27804.780000 sec): 16 clusters Score: Raw -146300642.858966 + Penalty 34126.456295 = -146266516.402671 nChanged 13883 Iteration 21Q (27829.060000 sec): 16 clusters Score: Raw -146311237.832470 + Penalty 34126.456295 = -146277111.376175 nChanged 8094 Iteration 22Q (27850.440000 sec): 16 clusters Score: Raw -146313046.537962 + Penalty 34126.456295 = -146278920.081667 nChanged 6429 Iteration 23Q (27869.430000 sec): 16 clusters Score: Raw -146314130.358436 + Penalty 34126.456295 = -146280003.902141 nChanged 5409 Iteration 24Q (27892.710000 sec): 16 clusters Score: Raw -146314942.087583 + Penalty 34126.456295 = -146280815.631288 nChanged 4653 Iteration 25Q (27916.250000 sec): 16 clusters Score: Raw -146315562.971885 + Penalty 34126.456295 = -146281436.515590 nChanged 4023 Iteration 26Q (27945.720000 sec): 16 clusters Score: Raw -146316081.172544 + Penalty 34126.456295 = -146281954.716249 nChanged 3551 Iteration 27Q (27966.240000 sec): 16 clusters Score: Raw -146316483.950547 + Penalty 34126.456295 = -146282357.494252 nChanged 3190 Iteration 28Q (27989.110000 sec): 16 clusters Score: Raw -146316841.826830 + Penalty 34126.456295 = -146282715.370535 nChanged 2767 Iteration 29Q (28010.140000 sec): 16 clusters Score: Raw -146317131.325898 + Penalty 34126.456295 = -146283004.869603 nChanged 2538 Iteration 30Q (28031.600000 sec): 16 clusters Score: Raw -146317398.110369 + Penalty 34126.456295 = -146283271.654074 nChanged 2335 Iteration 31Q (28052.810000 sec): 16 clusters Score: Raw -146317652.727193 + Penalty 34126.456295 = -146283526.270898 nChanged 2215 Iteration 32Q (28073.670000 sec): 16 clusters Score: Raw -146317886.915669 + Penalty 34126.456295 = -146283760.459374 nChanged 2058 Iteration 33Q (28093.830000 sec): 16 clusters Score: Raw -146318105.722584 + Penalty 34126.456295 = -146283979.266289 nChanged 1990 Iteration 34Q (28113.780000 sec): 16 clusters Score: Raw -146318314.922214 + Penalty 34126.456295 = -146284188.465919 nChanged 1894 Iteration 35Q (28135.520000 sec): 16 clusters Score: Raw -146318515.060404 + Penalty 34126.456295 = -146284388.604109 nChanged 1909 Iteration 36Q (28156.800000 sec): 16 clusters Score: Raw -146318723.321696 + Penalty 34126.456295 = -146284596.865401 nChanged 1860 Iteration 37Q (28179.240000 sec): 16 clusters Score: Raw -146318916.826634 + Penalty 34126.456295 = -146284790.370339 nChanged 1747 Iteration 38Q (28199.670000 sec): 16 clusters Score: Raw -146319097.572577 + Penalty 34126.456295 = -146284971.116282 nChanged 1699 Iteration 39Q (28222.700000 sec): 16 clusters Score: Raw -146319270.941697 + Penalty 34126.456295 = -146285144.485402 nChanged 1691 Iteration 40F (28253.710000 sec): 16 clusters Score: Raw -146334449.308949 + Penalty 34126.456295 = -146300322.852654 nChanged 1920 Iteration 41Q (28275.580000 sec): 16 clusters Score: Raw -146338117.161734 + Penalty 34126.456295 = -146303990.705439 nChanged 1819 Iteration 42Q (28299.890000 sec): 16 clusters Score: Raw -146338990.606063 + Penalty 34126.456295 = -146304864.149768 nChanged 1891 Iteration 43Q (28319.860000 sec): 16 clusters Score: Raw -146339270.298580 + Penalty 34126.456295 = -146305143.842285 nChanged 1869 Iteration 44Q (28343.520000 sec): 16 clusters Score: Raw -146339511.350763 + Penalty 34126.456295 = -146305384.894468 nChanged 1929 Iteration 45Q (28364.370000 sec): 16 clusters Score: Raw -146339778.163687 + Penalty 34126.456295 = -146305651.707392 nChanged 1938 Iteration 46Q (28385.260000 sec): 16 clusters Score: Raw -146340047.903033 + Penalty 34126.456295 = -146305921.446738 nChanged 1993 Iteration 47Q (28404.740000 sec): 16 clusters Score: Raw -146340331.237114 + Penalty 34126.456295 = -146306204.780819 nChanged 1980 Iteration 48Q (28426.870000 sec): 16 clusters Score: Raw -146340641.843382 + Penalty 34126.456295 = -146306515.387087 nChanged 2125 Iteration 49Q (28447.690000 sec): 16 clusters Score: Raw -146340994.198304 + Penalty 34126.456295 = -146306867.742009 nChanged 2190 Iteration 50Q (28468.710000 sec): 16 clusters Score: Raw -146341377.135904 + Penalty 34126.456295 = -146307250.679609 nChanged 2275 Iteration 51Q (28489.820000 sec): 16 clusters Score: Raw -146341828.427048 + Penalty 34126.456295 = -146307701.970753 nChanged 2375 Iteration 52Q (28512.630000 sec): 16 clusters Score: Raw -146342385.848967 + Penalty 34126.456295 = -146308259.392673 nChanged 2496 Iteration 53Q (28534.420000 sec): 16 clusters Score: Raw -146343007.249562 + Penalty 34126.456295 = -146308880.793267 nChanged 2623 Iteration 54Q (28554.300000 sec): 16 clusters Score: Raw -146343678.410090 + Penalty 34126.456295 = -146309551.953795 nChanged 2605 Iteration 55Q (28577.280000 sec): 16 clusters Score: Raw -146344267.658818 + Penalty 34126.456295 = -146310141.202523 nChanged 2315 Iteration 56Q (28597.900000 sec): 16 clusters Score: Raw -146344706.336667 + Penalty 34126.456295 = -146310579.880372 nChanged 1997 Iteration 57Q (28621.590000 sec): 16 clusters Score: Raw -146344997.056355 + Penalty 34126.456295 = -146310870.600060 nChanged 1662 Iteration 58Q (28656.460000 sec): 16 clusters Score: Raw -146345188.008264 + Penalty 34126.456295 = -146311061.551969 nChanged 1432 Writing temp clu file Because OldScore, -146310870.600060, is greater than current (better) Score,-146311061.551969 Compute initial score before splitting: Score: Raw -146345188.008264 + Penalty 34126.456295 = -146311061.551969 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (37618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28656.950000 sec): 2 clusters Score: Raw -4632796.054034 + Penalty 1711.976165 = -4631084.077869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28657.400000 sec): 3 clusters Score: Raw -4609313.264717 + Penalty 3423.952330 = -4605889.312387 nChanged 17487 SP:Iteration 1F (28657.840000 sec): 3 clusters Score: Raw -4618895.797569 + Penalty 3423.952330 = -4615471.845239 nChanged 1256 SP:Iteration 2Q (28658.200000 sec): 3 clusters Score: Raw -4619180.144869 + Penalty 3423.952330 = -4615756.192539 nChanged 1180 SP:Iteration 3Q (28658.620000 sec): 3 clusters Score: Raw -4619457.188998 + Penalty 3423.952330 = -4616033.236668 nChanged 1177 SP:Iteration 4Q (28659.040000 sec): 3 clusters Score: Raw -4619766.052011 + Penalty 3423.952330 = -4616342.099681 nChanged 1283 SP:Iteration 5Q (28659.450000 sec): 3 clusters Score: Raw -4620165.219036 + Penalty 3423.952330 = -4616741.266706 nChanged 1457 SP:Iteration 6Q (28659.880000 sec): 3 clusters Score: Raw -4620765.451066 + Penalty 3423.952330 = -4617341.498736 nChanged 1930 SP:Iteration 7F (28660.300000 sec): 3 clusters Score: Raw -4621775.097549 + Penalty 3423.952330 = -4618351.145219 nChanged 2495 SP:Iteration 8F (28660.680000 sec): 3 clusters Score: Raw -4623446.803822 + Penalty 3423.952330 = -4620022.851492 nChanged 3061 SP:Iteration 9F (28661.050000 sec): 3 clusters Score: Raw -4626013.669084 + Penalty 3423.952330 = -4622589.716754 nChanged 3110 SP:Iteration 10F (28661.490000 sec): 3 clusters Score: Raw -4629077.140655 + Penalty 3423.952330 = -4625653.188325 nChanged 2237 SP:Iteration 11F (28661.810000 sec): 3 clusters Score: Raw -4631394.805849 + Penalty 3423.952330 = -4627970.853519 nChanged 1048 SP:Iteration 12Q (28662.190000 sec): 3 clusters Score: Raw -4632471.784420 + Penalty 3423.952330 = -4629047.832090 nChanged 310 SP:Iteration 13Q (28662.640000 sec): 3 clusters Score: Raw -4632808.889032 + Penalty 3423.952330 = -4629384.936702 nChanged 85 SP:Iteration 14Q (28662.970000 sec): 3 clusters Score: Raw -4632934.728565 + Penalty 3423.952330 = -4629510.776235 nChanged 22 SP:Iteration 15Q (28663.300000 sec): 3 clusters Score: Raw -4632973.733075 + Penalty 3423.952330 = -4629549.780745 nChanged 9 SP:Iteration 16Q (28663.640000 sec): 3 clusters Score: Raw -4632986.967947 + Penalty 3423.952330 = -4629563.015617 nChanged 9 SP:Iteration 17Q (28663.990000 sec): 3 clusters Score: Raw -4633002.599378 + Penalty 3423.952330 = -4629578.647048 nChanged 7 SP:Iteration 18Q (28664.320000 sec): 3 clusters Score: Raw -4633017.001002 + Penalty 3423.952330 = -4629593.048672 nChanged 2 SP:Iteration 19Q (28664.660000 sec): 3 clusters Score: Raw -4633022.048870 + Penalty 3423.952330 = -4629598.096540 nChanged 0 SP:Iteration 20F (28665.010000 sec): 3 clusters Score: Raw -4633022.048870 + Penalty 3423.952330 = -4629598.096540 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (45847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28665.310000 sec): 2 clusters Score: Raw -5629050.470763 + Penalty 1744.123070 = -5627306.347694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28665.740000 sec): 3 clusters Score: Raw -5600145.603549 + Penalty 3488.246140 = -5596657.357409 nChanged 21378 SP:Iteration 1F (28666.210000 sec): 3 clusters Score: Raw -5612278.508687 + Penalty 3488.246140 = -5608790.262547 nChanged 1637 SP:Iteration 2Q (28666.610000 sec): 3 clusters Score: Raw -5612758.740291 + Penalty 3488.246140 = -5609270.494151 nChanged 1821 SP:Iteration 3Q (28667.130000 sec): 3 clusters Score: Raw -5613444.096609 + Penalty 3488.246140 = -5609955.850469 nChanged 2329 SP:Iteration 4F (28667.560000 sec): 3 clusters Score: Raw -5614606.378879 + Penalty 3488.246140 = -5611118.132740 nChanged 3072 SP:Iteration 5F (28668.000000 sec): 3 clusters Score: Raw -5616626.984151 + Penalty 3488.246140 = -5613138.738012 nChanged 3857 SP:Iteration 6F (28668.400000 sec): 3 clusters Score: Raw -5619811.740211 + Penalty 3488.246140 = -5616323.494072 nChanged 4006 SP:Iteration 7F (28668.830000 sec): 3 clusters Score: Raw -5623688.334292 + Penalty 3488.246140 = -5620200.088153 nChanged 3093 SP:Iteration 8F (28669.300000 sec): 3 clusters Score: Raw -5626852.641888 + Penalty 3488.246140 = -5623364.395749 nChanged 1603 SP:Iteration 9Q (28669.750000 sec): 3 clusters Score: Raw -5628453.758687 + Penalty 3488.246140 = -5624965.512548 nChanged 501 SP:Iteration 10Q (28670.150000 sec): 3 clusters Score: Raw -5628973.661568 + Penalty 3488.246140 = -5625485.415429 nChanged 112 SP:Iteration 11Q (28670.480000 sec): 3 clusters Score: Raw -5629140.910936 + Penalty 3488.246140 = -5625652.664797 nChanged 28 SP:Iteration 12Q (28670.870000 sec): 3 clusters Score: Raw -5629194.639991 + Penalty 3488.246140 = -5625706.393852 nChanged 18 SP:Iteration 13Q (28671.160000 sec): 3 clusters Score: Raw -5629230.501340 + Penalty 3488.246140 = -5625742.255201 nChanged 5 SP:Iteration 14Q (28671.470000 sec): 3 clusters Score: Raw -5629239.449407 + Penalty 3488.246140 = -5625751.203267 nChanged 3 SP:Iteration 15Q (28671.850000 sec): 3 clusters Score: Raw -5629244.134609 + Penalty 3488.246140 = -5625755.888469 nChanged 1 SP:Iteration 16Q (28672.260000 sec): 3 clusters Score: Raw -5629246.275814 + Penalty 3488.246140 = -5625758.029674 nChanged 0 SP:Iteration 17F (28672.620000 sec): 3 clusters Score: Raw -5629246.275814 + Penalty 3488.246140 = -5625758.029674 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28672.760000 sec): 2 clusters Score: Raw -183762.545443 + Penalty 1202.898372 = -182559.647071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28672.920000 sec): 3 clusters Score: Raw -183125.286269 + Penalty 2405.796744 = -180719.489525 nChanged 556 SP:Iteration 1F (28673.070000 sec): 3 clusters Score: Raw -183585.517911 + Penalty 2405.796744 = -181179.721166 nChanged 139 SP:Iteration 2F (28673.260000 sec): 3 clusters Score: Raw -183845.255993 + Penalty 2405.796744 = -181439.459249 nChanged 125 SP:Iteration 3F (28673.420000 sec): 3 clusters Score: Raw -184052.092136 + Penalty 2405.796744 = -181646.295392 nChanged 114 SP:Iteration 4F (28673.570000 sec): 3 clusters Score: Raw -184224.531316 + Penalty 2405.796744 = -181818.734572 nChanged 118 SP:Iteration 5F (28673.720000 sec): 3 clusters Score: Raw -184347.947036 + Penalty 2405.796744 = -181942.150292 nChanged 80 SP:Iteration 6Q (28673.900000 sec): 3 clusters Score: Raw -184430.539376 + Penalty 2405.796744 = -182024.742632 nChanged 62 SP:Iteration 7Q (28674.100000 sec): 3 clusters Score: Raw -184493.975321 + Penalty 2405.796744 = -182088.178577 nChanged 53 SP:Iteration 8Q (28674.240000 sec): 3 clusters Score: Raw -184557.405309 + Penalty 2405.796744 = -182151.608565 nChanged 49 SP:Iteration 9Q (28674.470000 sec): 3 clusters Score: Raw -184616.851577 + Penalty 2405.796744 = -182211.054833 nChanged 36 SP:Iteration 10Q (28674.760000 sec): 3 clusters Score: Raw -184656.177374 + Penalty 2405.796744 = -182250.380630 nChanged 31 SP:Iteration 11Q (28674.930000 sec): 3 clusters Score: Raw -184688.250466 + Penalty 2405.796744 = -182282.453722 nChanged 25 SP:Iteration 12Q (28675.190000 sec): 3 clusters Score: Raw -184724.420446 + Penalty 2405.796744 = -182318.623702 nChanged 20 SP:Iteration 13Q (28675.370000 sec): 3 clusters Score: Raw -184747.315861 + Penalty 2405.796744 = -182341.519116 nChanged 19 SP:Iteration 14Q (28675.540000 sec): 3 clusters Score: Raw -184762.761699 + Penalty 2405.796744 = -182356.964955 nChanged 9 SP:Iteration 15Q (28675.750000 sec): 3 clusters Score: Raw -184772.738313 + Penalty 2405.796744 = -182366.941569 nChanged 6 SP:Iteration 16Q (28675.900000 sec): 3 clusters Score: Raw -184795.088077 + Penalty 2405.796744 = -182389.291333 nChanged 7 SP:Iteration 17Q (28676.120000 sec): 3 clusters Score: Raw -184871.728618 + Penalty 2405.796744 = -182465.931874 nChanged 9 SP:Iteration 18Q (28676.310000 sec): 3 clusters Score: Raw -184934.067367 + Penalty 2405.796744 = -182528.270623 nChanged 14 SP:Iteration 19Q (28676.530000 sec): 3 clusters Score: Raw -184976.569416 + Penalty 2405.796744 = -182570.772672 nChanged 16 SP:Iteration 20F (28676.670000 sec): 3 clusters Score: Raw -185007.581859 + Penalty 2405.796744 = -182601.785115 nChanged 18 SP:Iteration 21Q (28676.920000 sec): 3 clusters Score: Raw -185049.727656 + Penalty 2405.796744 = -182643.930911 nChanged 14 SP:Iteration 22Q (28677.120000 sec): 3 clusters Score: Raw -185077.752716 + Penalty 2405.796744 = -182671.955972 nChanged 6 SP:Iteration 23Q (28677.350000 sec): 3 clusters Score: Raw -185087.338493 + Penalty 2405.796744 = -182681.541749 nChanged 3 SP:Iteration 24Q (28677.580000 sec): 3 clusters Score: Raw -185091.655762 + Penalty 2405.796744 = -182685.859017 nChanged 1 SP:Iteration 25Q (28677.750000 sec): 3 clusters Score: Raw -185092.171343 + Penalty 2405.796744 = -182686.374598 nChanged 0 SP:Iteration 26F (28677.910000 sec): 3 clusters Score: Raw -185092.171343 + Penalty 2405.796744 = -182686.374598 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28678.050000 sec): 2 clusters Score: Raw -1415774.932530 + Penalty 1514.442005 = -1414260.490526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28678.280000 sec): 3 clusters Score: Raw -1409394.444052 + Penalty 3028.884010 = -1406365.560042 nChanged 4874 SP:Iteration 1F (28678.530000 sec): 3 clusters Score: Raw -1412018.585140 + Penalty 3028.884010 = -1408989.701130 nChanged 666 SP:Iteration 2F (28678.850000 sec): 3 clusters Score: Raw -1412294.884986 + Penalty 3028.884010 = -1409266.000976 nChanged 555 SP:Iteration 3Q (28679.050000 sec): 3 clusters Score: Raw -1412532.278989 + Penalty 3028.884010 = -1409503.394979 nChanged 522 SP:Iteration 4Q (28679.350000 sec): 3 clusters Score: Raw -1412771.991381 + Penalty 3028.884010 = -1409743.107372 nChanged 566 SP:Iteration 5F (28679.640000 sec): 3 clusters Score: Raw -1413078.459577 + Penalty 3028.884010 = -1410049.575568 nChanged 617 SP:Iteration 6F (28679.870000 sec): 3 clusters Score: Raw -1413474.763488 + Penalty 3028.884010 = -1410445.879479 nChanged 685 SP:Iteration 7F (28680.140000 sec): 3 clusters Score: Raw -1414005.395507 + Penalty 3028.884010 = -1410976.511497 nChanged 689 SP:Iteration 8F (28680.430000 sec): 3 clusters Score: Raw -1414587.351365 + Penalty 3028.884010 = -1411558.467355 nChanged 572 SP:Iteration 9F (28680.650000 sec): 3 clusters Score: Raw -1415129.399317 + Penalty 3028.884010 = -1412100.515307 nChanged 469 SP:Iteration 10Q (28680.930000 sec): 3 clusters Score: Raw -1415550.172012 + Penalty 3028.884010 = -1412521.288002 nChanged 299 SP:Iteration 11Q (28681.150000 sec): 3 clusters Score: Raw -1415759.667520 + Penalty 3028.884010 = -1412730.783510 nChanged 188 SP:Iteration 12Q (28681.400000 sec): 3 clusters Score: Raw -1415863.910482 + Penalty 3028.884010 = -1412835.026472 nChanged 130 SP:Iteration 13Q (28681.700000 sec): 3 clusters Score: Raw -1415931.335736 + Penalty 3028.884010 = -1412902.451727 nChanged 92 SP:Iteration 14Q (28681.970000 sec): 3 clusters Score: Raw -1415974.481192 + Penalty 3028.884010 = -1412945.597183 nChanged 67 SP:Iteration 15Q (28682.210000 sec): 3 clusters Score: Raw -1416001.431638 + Penalty 3028.884010 = -1412972.547629 nChanged 52 SP:Iteration 16Q (28682.410000 sec): 3 clusters Score: Raw -1416021.063972 + Penalty 3028.884010 = -1412992.179962 nChanged 42 SP:Iteration 17Q (28682.690000 sec): 3 clusters Score: Raw -1416034.484570 + Penalty 3028.884010 = -1413005.600560 nChanged 45 SP:Iteration 18Q (28682.900000 sec): 3 clusters Score: Raw -1416051.492570 + Penalty 3028.884010 = -1413022.608560 nChanged 46 SP:Iteration 19Q (28683.150000 sec): 3 clusters Score: Raw -1416070.762461 + Penalty 3028.884010 = -1413041.878451 nChanged 44 SP:Iteration 20F (28683.390000 sec): 3 clusters Score: Raw -1416086.960068 + Penalty 3028.884010 = -1413058.076058 nChanged 34 SP:Iteration 21Q (28683.660000 sec): 3 clusters Score: Raw -1416099.055747 + Penalty 3028.884010 = -1413070.171737 nChanged 28 SP:Iteration 22Q (28683.930000 sec): 3 clusters Score: Raw -1416111.389848 + Penalty 3028.884010 = -1413082.505838 nChanged 29 SP:Iteration 23Q (28684.130000 sec): 3 clusters Score: Raw -1416119.939669 + Penalty 3028.884010 = -1413091.055659 nChanged 25 SP:Iteration 24Q (28684.410000 sec): 3 clusters Score: Raw -1416125.829698 + Penalty 3028.884010 = -1413096.945688 nChanged 17 SP:Iteration 25Q (28684.590000 sec): 3 clusters Score: Raw -1416128.820035 + Penalty 3028.884010 = -1413099.936025 nChanged 11 SP:Iteration 26Q (28684.870000 sec): 3 clusters Score: Raw -1416131.024100 + Penalty 3028.884010 = -1413102.140091 nChanged 9 SP:Iteration 27Q (28685.060000 sec): 3 clusters Score: Raw -1416134.106800 + Penalty 3028.884010 = -1413105.222791 nChanged 9 SP:Iteration 28Q (28685.290000 sec): 3 clusters Score: Raw -1416136.164337 + Penalty 3028.884010 = -1413107.280328 nChanged 7 SP:Iteration 29Q (28685.510000 sec): 3 clusters Score: Raw -1416138.387359 + Penalty 3028.884010 = -1413109.503349 nChanged 11 SP:Iteration 30Q (28685.730000 sec): 3 clusters Score: Raw -1416141.623300 + Penalty 3028.884010 = -1413112.739291 nChanged 9 SP:Iteration 31Q (28685.960000 sec): 3 clusters Score: Raw -1416143.636623 + Penalty 3028.884010 = -1413114.752613 nChanged 7 SP:Iteration 32Q (28686.150000 sec): 3 clusters Score: Raw -1416144.977786 + Penalty 3028.884010 = -1413116.093776 nChanged 5 SP:Iteration 33Q (28686.350000 sec): 3 clusters Score: Raw -1416146.899690 + Penalty 3028.884010 = -1413118.015680 nChanged 9 SP:Iteration 34Q (28686.640000 sec): 3 clusters Score: Raw -1416148.835853 + Penalty 3028.884010 = -1413119.951844 nChanged 2 SP:Iteration 35Q (28686.830000 sec): 3 clusters Score: Raw -1416149.272539 + Penalty 3028.884010 = -1413120.388529 nChanged 3 SP:Iteration 36Q (28687.040000 sec): 3 clusters Score: Raw -1416149.714135 + Penalty 3028.884010 = -1413120.830125 nChanged 2 SP:Iteration 37Q (28687.240000 sec): 3 clusters Score: Raw -1416150.008050 + Penalty 3028.884010 = -1413121.124041 nChanged 2 SP:Iteration 38Q (28687.480000 sec): 3 clusters Score: Raw -1416150.458192 + Penalty 3028.884010 = -1413121.574183 nChanged 3 SP:Iteration 39Q (28687.680000 sec): 3 clusters Score: Raw -1416151.030151 + Penalty 3028.884010 = -1413122.146141 nChanged 0 SP:Iteration 40F (28687.850000 sec): 3 clusters Score: Raw -1416151.030151 + Penalty 3028.884010 = -1413122.146141 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (28905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28688.150000 sec): 2 clusters Score: Raw -3424265.956458 + Penalty 1669.162604 = -3422596.793854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28688.490000 sec): 3 clusters Score: Raw -3406468.509401 + Penalty 3338.325208 = -3403130.184194 nChanged 13205 SP:Iteration 1F (28688.860000 sec): 3 clusters Score: Raw -3413820.323378 + Penalty 3338.325208 = -3410481.998170 nChanged 1334 SP:Iteration 2Q (28689.230000 sec): 3 clusters Score: Raw -3414354.574631 + Penalty 3338.325208 = -3411016.249423 nChanged 1405 SP:Iteration 3Q (28689.580000 sec): 3 clusters Score: Raw -3415080.658763 + Penalty 3338.325208 = -3411742.333555 nChanged 1583 SP:Iteration 4F (28689.940000 sec): 3 clusters Score: Raw -3416101.815089 + Penalty 3338.325208 = -3412763.489881 nChanged 1752 SP:Iteration 5F (28690.320000 sec): 3 clusters Score: Raw -3417355.731291 + Penalty 3338.325208 = -3414017.406083 nChanged 1789 SP:Iteration 6F (28690.670000 sec): 3 clusters Score: Raw -3418798.206413 + Penalty 3338.325208 = -3415459.881205 nChanged 1745 SP:Iteration 7F (28691.000000 sec): 3 clusters Score: Raw -3420255.114840 + Penalty 3338.325208 = -3416916.789633 nChanged 1575 SP:Iteration 8F (28691.370000 sec): 3 clusters Score: Raw -3421616.925697 + Penalty 3338.325208 = -3418278.600489 nChanged 1270 SP:Iteration 9Q (28691.730000 sec): 3 clusters Score: Raw -3422653.559933 + Penalty 3338.325208 = -3419315.234726 nChanged 941 SP:Iteration 10Q (28692.100000 sec): 3 clusters Score: Raw -3423340.727460 + Penalty 3338.325208 = -3420002.402252 nChanged 685 SP:Iteration 11Q (28692.480000 sec): 3 clusters Score: Raw -3423803.591944 + Penalty 3338.325208 = -3420465.266737 nChanged 515 SP:Iteration 12Q (28692.850000 sec): 3 clusters Score: Raw -3424214.373613 + Penalty 3338.325208 = -3420876.048406 nChanged 399 SP:Iteration 13Q (28693.190000 sec): 3 clusters Score: Raw -3424559.515551 + Penalty 3338.325208 = -3421221.190344 nChanged 304 SP:Iteration 14Q (28693.550000 sec): 3 clusters Score: Raw -3424853.783600 + Penalty 3338.325208 = -3421515.458392 nChanged 244 SP:Iteration 15Q (28693.880000 sec): 3 clusters Score: Raw -3425018.143591 + Penalty 3338.325208 = -3421679.818383 nChanged 177 SP:Iteration 16Q (28694.280000 sec): 3 clusters Score: Raw -3425081.639833 + Penalty 3338.325208 = -3421743.314625 nChanged 110 SP:Iteration 17Q (28694.590000 sec): 3 clusters Score: Raw -3425108.182724 + Penalty 3338.325208 = -3421769.857516 nChanged 67 SP:Iteration 18Q (28694.900000 sec): 3 clusters Score: Raw -3425122.193667 + Penalty 3338.325208 = -3421783.868460 nChanged 59 SP:Iteration 19Q (28695.310000 sec): 3 clusters Score: Raw -3425135.377039 + Penalty 3338.325208 = -3421797.051832 nChanged 46 SP:Iteration 20F (28695.670000 sec): 3 clusters Score: Raw -3425144.992564 + Penalty 3338.325208 = -3421806.667357 nChanged 25 SP:Iteration 21Q (28696.010000 sec): 3 clusters Score: Raw -3425148.923986 + Penalty 3338.325208 = -3421810.598778 nChanged 19 SP:Iteration 22Q (28696.370000 sec): 3 clusters Score: Raw -3425150.940110 + Penalty 3338.325208 = -3421812.614902 nChanged 13 SP:Iteration 23Q (28696.770000 sec): 3 clusters Score: Raw -3425152.636819 + Penalty 3338.325208 = -3421814.311611 nChanged 12 SP:Iteration 24Q (28697.080000 sec): 3 clusters Score: Raw -3425154.076333 + Penalty 3338.325208 = -3421815.751125 nChanged 11 SP:Iteration 25Q (28697.430000 sec): 3 clusters Score: Raw -3425155.145669 + Penalty 3338.325208 = -3421816.820461 nChanged 9 SP:Iteration 26Q (28697.770000 sec): 3 clusters Score: Raw -3425155.984818 + Penalty 3338.325208 = -3421817.659610 nChanged 8 SP:Iteration 27Q (28698.060000 sec): 3 clusters Score: Raw -3425156.727777 + Penalty 3338.325208 = -3421818.402570 nChanged 5 SP:Iteration 28Q (28698.410000 sec): 3 clusters Score: Raw -3425157.189262 + Penalty 3338.325208 = -3421818.864054 nChanged 2 SP:Iteration 29Q (28698.780000 sec): 3 clusters Score: Raw -3425157.447492 + Penalty 3338.325208 = -3421819.122284 nChanged 2 SP:Iteration 30Q (28699.090000 sec): 3 clusters Score: Raw -3425157.611280 + Penalty 3338.325208 = -3421819.286072 nChanged 1 SP:Iteration 31Q (28699.460000 sec): 3 clusters Score: Raw -3425157.740033 + Penalty 3338.325208 = -3421819.414826 nChanged 1 SP:Iteration 32Q (28699.730000 sec): 3 clusters Score: Raw -3425157.828776 + Penalty 3338.325208 = -3421819.503569 nChanged 2 SP:Iteration 33Q (28700.000000 sec): 3 clusters Score: Raw -3425157.971721 + Penalty 3338.325208 = -3421819.646514 nChanged 2 SP:Iteration 34Q (28700.280000 sec): 3 clusters Score: Raw -3425158.093930 + Penalty 3338.325208 = -3421819.768722 nChanged 0 SP:Iteration 35F (28700.620000 sec): 3 clusters Score: Raw -3425158.093930 + Penalty 3338.325208 = -3421819.768722 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (3051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28700.760000 sec): 2 clusters Score: Raw -312773.644662 + Penalty 1303.774011 = -311469.870651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28700.940000 sec): 3 clusters Score: Raw -311670.377756 + Penalty 2607.548023 = -309062.829734 nChanged 1250 SP:Iteration 1F (28701.150000 sec): 3 clusters Score: Raw -315089.846800 + Penalty 2607.548023 = -312482.298777 nChanged 427 SP:Iteration 2F (28701.320000 sec): 3 clusters Score: Raw -316375.464284 + Penalty 2607.548023 = -313767.916262 nChanged 272 SP:Iteration 3F (28701.530000 sec): 3 clusters Score: Raw -316931.099396 + Penalty 2607.548023 = -314323.551373 nChanged 191 SP:Iteration 4F (28701.750000 sec): 3 clusters Score: Raw -317453.959506 + Penalty 2607.548023 = -314846.411483 nChanged 147 SP:Iteration 5Q (28701.990000 sec): 3 clusters Score: Raw -317920.156083 + Penalty 2607.548023 = -315312.608060 nChanged 99 SP:Iteration 6Q (28702.200000 sec): 3 clusters Score: Raw -318133.365390 + Penalty 2607.548023 = -315525.817367 nChanged 56 SP:Iteration 7Q (28702.390000 sec): 3 clusters Score: Raw -318208.491549 + Penalty 2607.548023 = -315600.943527 nChanged 37 SP:Iteration 8Q (28702.590000 sec): 3 clusters Score: Raw -318252.049005 + Penalty 2607.548023 = -315644.500982 nChanged 35 SP:Iteration 9Q (28702.770000 sec): 3 clusters Score: Raw -318292.572373 + Penalty 2607.548023 = -315685.024351 nChanged 26 SP:Iteration 10Q (28702.960000 sec): 3 clusters Score: Raw -318316.187713 + Penalty 2607.548023 = -315708.639691 nChanged 22 SP:Iteration 11Q (28703.120000 sec): 3 clusters Score: Raw -318338.814944 + Penalty 2607.548023 = -315731.266921 nChanged 20 SP:Iteration 12Q (28703.320000 sec): 3 clusters Score: Raw -318359.359159 + Penalty 2607.548023 = -315751.811136 nChanged 22 SP:Iteration 13Q (28703.520000 sec): 3 clusters Score: Raw -318380.473691 + Penalty 2607.548023 = -315772.925668 nChanged 29 SP:Iteration 14Q (28703.730000 sec): 3 clusters Score: Raw -318423.265893 + Penalty 2607.548023 = -315815.717871 nChanged 40 SP:Iteration 15Q (28703.920000 sec): 3 clusters Score: Raw -318539.560628 + Penalty 2607.548023 = -315932.012605 nChanged 40 SP:Iteration 16Q (28704.160000 sec): 3 clusters Score: Raw -318714.737740 + Penalty 2607.548023 = -316107.189717 nChanged 54 SP:Iteration 17Q (28704.390000 sec): 3 clusters Score: Raw -318955.135000 + Penalty 2607.548023 = -316347.586978 nChanged 42 SP:Iteration 18Q (28704.690000 sec): 3 clusters Score: Raw -319233.084506 + Penalty 2607.548023 = -316625.536484 nChanged 38 SP:Iteration 19Q (28704.900000 sec): 3 clusters Score: Raw -319430.581554 + Penalty 2607.548023 = -316823.033531 nChanged 24 SP:Iteration 20F (28705.110000 sec): 3 clusters Score: Raw -319596.298357 + Penalty 2607.548023 = -316988.750335 nChanged 62 SP:Iteration 21Q (28705.330000 sec): 3 clusters Score: Raw -319981.755951 + Penalty 2607.548023 = -317374.207928 nChanged 45 SP:Iteration 22Q (28705.590000 sec): 3 clusters Score: Raw -320358.159153 + Penalty 2607.548023 = -317750.611130 nChanged 21 SP:Iteration 23Q (28705.820000 sec): 3 clusters Score: Raw -320609.566745 + Penalty 2607.548023 = -318002.018723 nChanged 14 SP:Iteration 24Q (28706.100000 sec): 3 clusters Score: Raw -320865.225090 + Penalty 2607.548023 = -318257.677068 nChanged 12 SP:Iteration 25Q (28706.290000 sec): 3 clusters Score: Raw -320966.228605 + Penalty 2607.548023 = -318358.680582 nChanged 7 SP:Iteration 26Q (28706.530000 sec): 3 clusters Score: Raw -320992.217829 + Penalty 2607.548023 = -318384.669806 nChanged 4 SP:Iteration 27Q (28706.770000 sec): 3 clusters Score: Raw -321008.727199 + Penalty 2607.548023 = -318401.179176 nChanged 2 SP:Iteration 28Q (28706.970000 sec): 3 clusters Score: Raw -321012.572615 + Penalty 2607.548023 = -318405.024593 nChanged 1 SP:Iteration 29Q (28707.160000 sec): 3 clusters Score: Raw -321014.777093 + Penalty 2607.548023 = -318407.229070 nChanged 0 SP:Iteration 30F (28707.430000 sec): 3 clusters Score: Raw -321029.709767 + Penalty 2607.548023 = -318422.161745 nChanged 6 SP:Iteration 31Q (28707.650000 sec): 3 clusters Score: Raw -321069.715813 + Penalty 2607.548023 = -318462.167790 nChanged 10 SP:Iteration 32Q (28707.870000 sec): 3 clusters Score: Raw -321132.513749 + Penalty 2607.548023 = -318524.965727 nChanged 6 SP:Iteration 33Q (28708.060000 sec): 3 clusters Score: Raw -321210.884847 + Penalty 2607.548023 = -318603.336825 nChanged 10 SP:Iteration 34Q (28708.270000 sec): 3 clusters Score: Raw -321356.095840 + Penalty 2607.548023 = -318748.547818 nChanged 8 SP:Iteration 35Q (28708.490000 sec): 3 clusters Score: Raw -321526.567444 + Penalty 2607.548023 = -318919.019421 nChanged 7 SP:Iteration 36Q (28708.710000 sec): 3 clusters Score: Raw -321643.652527 + Penalty 2607.548023 = -319036.104504 nChanged 2 SP:Iteration 37Q (28708.920000 sec): 3 clusters Score: Raw -321668.214836 + Penalty 2607.548023 = -319060.666813 nChanged 3 SP:Iteration 38Q (28709.100000 sec): 3 clusters Score: Raw -321714.701602 + Penalty 2607.548023 = -319107.153580 nChanged 3 SP:Iteration 39Q (28709.300000 sec): 3 clusters Score: Raw -321862.220225 + Penalty 2607.548023 = -319254.672203 nChanged 8 SP:Iteration 40F (28709.510000 sec): 3 clusters Score: Raw -322236.122291 + Penalty 2607.548023 = -319628.574268 nChanged 10 SP:Iteration 41Q (28709.730000 sec): 3 clusters Score: Raw -322488.972510 + Penalty 2607.548023 = -319881.424487 nChanged 0 SP:Iteration 42F (28709.950000 sec): 3 clusters Score: Raw -322488.972510 + Penalty 2607.548023 = -319881.424487 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (967437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28722.900000 sec): 2 clusters Score: Raw -118662092.098252 + Penalty 2239.640908 = -118659852.457344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28727.960000 sec): 3 clusters Score: Raw -118005117.820280 + Penalty 4479.281815 = -118000638.538465 nChanged 477398 SP:Iteration 1F (28733.140000 sec): 3 clusters Score: Raw -118297560.657022 + Penalty 4479.281815 = -118293081.375207 nChanged 27079 SP:Iteration 2Q (28738.840000 sec): 3 clusters Score: Raw -118304079.671250 + Penalty 4479.281815 = -118299600.389435 nChanged 31597 SP:Iteration 3Q (28744.460000 sec): 3 clusters Score: Raw -118313573.274003 + Penalty 4479.281815 = -118309093.992188 nChanged 37286 SP:Iteration 4Q (28749.940000 sec): 3 clusters Score: Raw -118327519.462946 + Penalty 4479.281815 = -118323040.181131 nChanged 44435 SP:Iteration 5Q (28755.480000 sec): 3 clusters Score: Raw -118348480.462806 + Penalty 4479.281815 = -118344001.180991 nChanged 52675 SP:Iteration 6F (28760.540000 sec): 3 clusters Score: Raw -118380036.092670 + Penalty 4479.281815 = -118375556.810855 nChanged 61645 SP:Iteration 7F (28765.700000 sec): 3 clusters Score: Raw -118426833.454399 + Penalty 4479.281815 = -118422354.172583 nChanged 67564 SP:Iteration 8F (28770.760000 sec): 3 clusters Score: Raw -118487458.799124 + Penalty 4479.281815 = -118482979.517308 nChanged 63865 SP:Iteration 9F (28775.430000 sec): 3 clusters Score: Raw -118543832.822789 + Penalty 4479.281815 = -118539353.540973 nChanged 52533 SP:Iteration 10F (28780.140000 sec): 3 clusters Score: Raw -118583728.193710 + Penalty 4479.281815 = -118579248.911895 nChanged 39733 SP:Iteration 11Q (28784.920000 sec): 3 clusters Score: Raw -118609609.692421 + Penalty 4479.281815 = -118605130.410606 nChanged 30045 SP:Iteration 12Q (28789.720000 sec): 3 clusters Score: Raw -118627279.966324 + Penalty 4479.281815 = -118622800.684509 nChanged 24139 SP:Iteration 13Q (28794.460000 sec): 3 clusters Score: Raw -118640216.315448 + Penalty 4479.281815 = -118635737.033633 nChanged 19821 SP:Iteration 14Q (28799.240000 sec): 3 clusters Score: Raw -118649773.432942 + Penalty 4479.281815 = -118645294.151126 nChanged 16517 SP:Iteration 15Q (28804.100000 sec): 3 clusters Score: Raw -118657000.979743 + Penalty 4479.281815 = -118652521.697928 nChanged 13554 SP:Iteration 16Q (28808.990000 sec): 3 clusters Score: Raw -118662181.621554 + Penalty 4479.281815 = -118657702.339739 nChanged 11270 SP:Iteration 17Q (28813.620000 sec): 3 clusters Score: Raw -118665937.304027 + Penalty 4479.281815 = -118661458.022212 nChanged 9223 SP:Iteration 18Q (28818.350000 sec): 3 clusters Score: Raw -118668639.888905 + Penalty 4479.281815 = -118664160.607090 nChanged 7506 SP:Iteration 19Q (28822.720000 sec): 3 clusters Score: Raw -118670574.337718 + Penalty 4479.281815 = -118666095.055903 nChanged 6239 SP:Iteration 20F (28827.760000 sec): 3 clusters Score: Raw -118672021.642297 + Penalty 4479.281815 = -118667542.360482 nChanged 5239 SP:Iteration 21Q (28832.550000 sec): 3 clusters Score: Raw -118673103.273398 + Penalty 4479.281815 = -118668623.991582 nChanged 4338 SP:Iteration 22Q (28837.320000 sec): 3 clusters Score: Raw -118673906.008454 + Penalty 4479.281815 = -118669426.726638 nChanged 3634 SP:Iteration 23Q (28841.850000 sec): 3 clusters Score: Raw -118674498.082674 + Penalty 4479.281815 = -118670018.800858 nChanged 2899 SP:Iteration 24Q (28845.990000 sec): 3 clusters Score: Raw -118674889.268685 + Penalty 4479.281815 = -118670409.986870 nChanged 2304 SP:Iteration 25Q (28849.860000 sec): 3 clusters Score: Raw -118675148.004172 + Penalty 4479.281815 = -118670668.722357 nChanged 1822 SP:Iteration 26Q (28853.930000 sec): 3 clusters Score: Raw -118675318.666899 + Penalty 4479.281815 = -118670839.385084 nChanged 1508 SP:Iteration 27Q (28858.180000 sec): 3 clusters Score: Raw -118675440.530757 + Penalty 4479.281815 = -118670961.248941 nChanged 1240 SP:Iteration 28Q (28861.950000 sec): 3 clusters Score: Raw -118675526.356949 + Penalty 4479.281815 = -118671047.075134 nChanged 998 SP:Iteration 29Q (28865.690000 sec): 3 clusters Score: Raw -118675586.634532 + Penalty 4479.281815 = -118671107.352717 nChanged 837 SP:Iteration 30Q (28869.440000 sec): 3 clusters Score: Raw -118675631.126883 + Penalty 4479.281815 = -118671151.845068 nChanged 684 SP:Iteration 31Q (28873.660000 sec): 3 clusters Score: Raw -118675662.959520 + Penalty 4479.281815 = -118671183.677705 nChanged 546 SP:Iteration 32Q (28877.930000 sec): 3 clusters Score: Raw -118675684.652282 + Penalty 4479.281815 = -118671205.370467 nChanged 431 SP:Iteration 33Q (28883.390000 sec): 3 clusters Score: Raw -118675698.909400 + Penalty 4479.281815 = -118671219.627584 nChanged 356 SP:Iteration 34Q (28888.620000 sec): 3 clusters Score: Raw -118675709.399035 + Penalty 4479.281815 = -118671230.117219 nChanged 280 SP:Iteration 35Q (28893.740000 sec): 3 clusters Score: Raw -118675715.757559 + Penalty 4479.281815 = -118671236.475744 nChanged 218 SP:Iteration 36Q (28898.800000 sec): 3 clusters Score: Raw -118675719.843513 + Penalty 4479.281815 = -118671240.561698 nChanged 186 SP:Iteration 37Q (28903.010000 sec): 3 clusters Score: Raw -118675723.146265 + Penalty 4479.281815 = -118671243.864449 nChanged 164 SP:Iteration 38Q (28906.960000 sec): 3 clusters Score: Raw -118675726.153921 + Penalty 4479.281815 = -118671246.872105 nChanged 164 SP:Iteration 39Q (28910.810000 sec): 3 clusters Score: Raw -118675728.958936 + Penalty 4479.281815 = -118671249.677121 nChanged 136 SP:Iteration 40F (28915.600000 sec): 3 clusters Score: Raw -118675731.213167 + Penalty 4479.281815 = -118671251.931352 nChanged 128 SP:Iteration 41Q (28919.920000 sec): 3 clusters Score: Raw -118675733.151839 + Penalty 4479.281815 = -118671253.870024 nChanged 96 SP:Iteration 42Q (28924.240000 sec): 3 clusters Score: Raw -118675734.431271 + Penalty 4479.281815 = -118671255.149455 nChanged 89 SP:Iteration 43Q (28929.040000 sec): 3 clusters Score: Raw -118675735.669031 + Penalty 4479.281815 = -118671256.387215 nChanged 74 SP:Iteration 44Q (28933.760000 sec): 3 clusters Score: Raw -118675736.629494 + Penalty 4479.281815 = -118671257.347679 nChanged 77 SP:Iteration 45Q (28938.010000 sec): 3 clusters Score: Raw -118675737.742408 + Penalty 4479.281815 = -118671258.460593 nChanged 85 SP:Iteration 46Q (28942.580000 sec): 3 clusters Score: Raw -118675738.767534 + Penalty 4479.281815 = -118671259.485718 nChanged 72 SP:Iteration 47Q (28946.590000 sec): 3 clusters Score: Raw -118675739.514947 + Penalty 4479.281815 = -118671260.233132 nChanged 45 SP:Iteration 48Q (28950.660000 sec): 3 clusters Score: Raw -118675740.099040 + Penalty 4479.281815 = -118671260.817225 nChanged 55 SP:Iteration 49Q (28955.040000 sec): 3 clusters Score: Raw -118675740.691179 + Penalty 4479.281815 = -118671261.409364 nChanged 49 SP:Iteration 50Q (28959.480000 sec): 3 clusters Score: Raw -118675741.149225 + Penalty 4479.281815 = -118671261.867410 nChanged 39 SP:Iteration 51Q (28963.880000 sec): 3 clusters Score: Raw -118675741.481526 + Penalty 4479.281815 = -118671262.199711 nChanged 31 SP:Iteration 52Q (28968.240000 sec): 3 clusters Score: Raw -118675741.768947 + Penalty 4479.281815 = -118671262.487131 nChanged 29 SP:Iteration 53Q (28972.430000 sec): 3 clusters Score: Raw -118675741.987282 + Penalty 4479.281815 = -118671262.705466 nChanged 20 SP:Iteration 54Q (28976.280000 sec): 3 clusters Score: Raw -118675742.156581 + Penalty 4479.281815 = -118671262.874765 nChanged 22 SP:Iteration 55Q (28980.190000 sec): 3 clusters Score: Raw -118675742.338955 + Penalty 4479.281815 = -118671263.057140 nChanged 19 SP:Iteration 56Q (28984.550000 sec): 3 clusters Score: Raw -118675742.501713 + Penalty 4479.281815 = -118671263.219898 nChanged 13 SP:Iteration 57Q (28988.970000 sec): 3 clusters Score: Raw -118675742.574693 + Penalty 4479.281815 = -118671263.292878 nChanged 9 SP:Iteration 58Q (28993.250000 sec): 3 clusters Score: Raw -118675742.638282 + Penalty 4479.281815 = -118671263.356467 nChanged 9 SP:Iteration 59Q (28997.510000 sec): 3 clusters Score: Raw -118675742.693859 + Penalty 4479.281815 = -118671263.412044 nChanged 8 SP:Iteration 60F (29002.220000 sec): 3 clusters Score: Raw -118675742.768942 + Penalty 4479.281815 = -118671263.487127 nChanged 5 SP:Iteration 61Q (29006.600000 sec): 3 clusters Score: Raw -118675742.820239 + Penalty 4479.281815 = -118671263.538424 nChanged 9 SP:Iteration 62Q (29010.590000 sec): 3 clusters Score: Raw -118675742.857585 + Penalty 4479.281815 = -118671263.575770 nChanged 5 SP:Iteration 63Q (29015.380000 sec): 3 clusters Score: Raw -118675742.879300 + Penalty 4479.281815 = -118671263.597484 nChanged 1 SP:Iteration 64Q (29019.390000 sec): 3 clusters Score: Raw -118675742.882714 + Penalty 4479.281815 = -118671263.600899 nChanged 2 SP:Iteration 65Q (29023.540000 sec): 3 clusters Score: Raw -118675742.891094 + Penalty 4479.281815 = -118671263.609279 nChanged 1 SP:Iteration 66Q (29027.430000 sec): 3 clusters Score: Raw -118675742.897719 + Penalty 4479.281815 = -118671263.615904 nChanged 1 SP:Iteration 67Q (29031.840000 sec): 3 clusters Score: Raw -118675742.905372 + Penalty 4479.281815 = -118671263.623556 nChanged 0 SP:Iteration 68F (29036.710000 sec): 3 clusters Score: Raw -118675742.905372 + Penalty 4479.281815 = -118671263.623556 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (22936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29037.560000 sec): 2 clusters Score: Raw -2789404.946247 + Penalty 1631.575239 = -2787773.371008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29037.880000 sec): 3 clusters Score: Raw -2775452.469176 + Penalty 3263.150477 = -2772189.318699 nChanged 10342 SP:Iteration 1F (29038.120000 sec): 3 clusters Score: Raw -2781070.050311 + Penalty 3263.150477 = -2777806.899833 nChanged 876 SP:Iteration 2Q (29038.420000 sec): 3 clusters Score: Raw -2781304.236222 + Penalty 3263.150477 = -2778041.085745 nChanged 780 SP:Iteration 3Q (29038.790000 sec): 3 clusters Score: Raw -2781501.166512 + Penalty 3263.150477 = -2778238.016034 nChanged 709 SP:Iteration 4Q (29039.110000 sec): 3 clusters Score: Raw -2781686.312260 + Penalty 3263.150477 = -2778423.161783 nChanged 701 SP:Iteration 5Q (29039.430000 sec): 3 clusters Score: Raw -2781885.222784 + Penalty 3263.150477 = -2778622.072306 nChanged 692 SP:Iteration 6Q (29039.780000 sec): 3 clusters Score: Raw -2782121.819760 + Penalty 3263.150477 = -2778858.669283 nChanged 756 SP:Iteration 7Q (29040.130000 sec): 3 clusters Score: Raw -2782435.574756 + Penalty 3263.150477 = -2779172.424278 nChanged 836 SP:Iteration 8Q (29040.490000 sec): 3 clusters Score: Raw -2782933.455513 + Penalty 3263.150477 = -2779670.305035 nChanged 982 SP:Iteration 9Q (29040.830000 sec): 3 clusters Score: Raw -2783669.589240 + Penalty 3263.150477 = -2780406.438762 nChanged 1114 SP:Iteration 10Q (29041.130000 sec): 3 clusters Score: Raw -2784585.559206 + Penalty 3263.150477 = -2781322.408728 nChanged 1234 SP:Iteration 11F (29041.420000 sec): 3 clusters Score: Raw -2785623.024662 + Penalty 3263.150477 = -2782359.874184 nChanged 1292 SP:Iteration 12F (29041.690000 sec): 3 clusters Score: Raw -2786645.305203 + Penalty 3263.150477 = -2783382.154725 nChanged 1253 SP:Iteration 13F (29041.980000 sec): 3 clusters Score: Raw -2787592.740205 + Penalty 3263.150477 = -2784329.589728 nChanged 1073 SP:Iteration 14Q (29042.300000 sec): 3 clusters Score: Raw -2788221.881328 + Penalty 3263.150477 = -2784958.730851 nChanged 808 SP:Iteration 15Q (29042.590000 sec): 3 clusters Score: Raw -2788602.575234 + Penalty 3263.150477 = -2785339.424757 nChanged 608 SP:Iteration 16Q (29042.910000 sec): 3 clusters Score: Raw -2788877.248301 + Penalty 3263.150477 = -2785614.097824 nChanged 488 SP:Iteration 17Q (29043.160000 sec): 3 clusters Score: Raw -2789124.506102 + Penalty 3263.150477 = -2785861.355625 nChanged 473 SP:Iteration 18Q (29043.480000 sec): 3 clusters Score: Raw -2789372.245200 + Penalty 3263.150477 = -2786109.094723 nChanged 411 SP:Iteration 19Q (29043.750000 sec): 3 clusters Score: Raw -2789586.074526 + Penalty 3263.150477 = -2786322.924049 nChanged 365 SP:Iteration 20F (29044.100000 sec): 3 clusters Score: Raw -2789734.702419 + Penalty 3263.150477 = -2786471.551941 nChanged 261 SP:Iteration 21Q (29044.490000 sec): 3 clusters Score: Raw -2789814.304905 + Penalty 3263.150477 = -2786551.154428 nChanged 200 SP:Iteration 22Q (29044.810000 sec): 3 clusters Score: Raw -2789866.670669 + Penalty 3263.150477 = -2786603.520191 nChanged 177 SP:Iteration 23Q (29045.150000 sec): 3 clusters Score: Raw -2789905.007466 + Penalty 3263.150477 = -2786641.856989 nChanged 130 SP:Iteration 24Q (29045.430000 sec): 3 clusters Score: Raw -2789932.549203 + Penalty 3263.150477 = -2786669.398726 nChanged 122 SP:Iteration 25Q (29045.750000 sec): 3 clusters Score: Raw -2789954.163360 + Penalty 3263.150477 = -2786691.012882 nChanged 101 SP:Iteration 26Q (29046.050000 sec): 3 clusters Score: Raw -2789969.824470 + Penalty 3263.150477 = -2786706.673992 nChanged 90 SP:Iteration 27Q (29046.350000 sec): 3 clusters Score: Raw -2789981.705527 + Penalty 3263.150477 = -2786718.555050 nChanged 69 SP:Iteration 28Q (29046.620000 sec): 3 clusters Score: Raw -2789990.538198 + Penalty 3263.150477 = -2786727.387720 nChanged 68 SP:Iteration 29Q (29046.980000 sec): 3 clusters Score: Raw -2789997.672729 + Penalty 3263.150477 = -2786734.522252 nChanged 58 SP:Iteration 30Q (29047.300000 sec): 3 clusters Score: Raw -2790003.360348 + Penalty 3263.150477 = -2786740.209871 nChanged 48 SP:Iteration 31Q (29047.580000 sec): 3 clusters Score: Raw -2790008.702055 + Penalty 3263.150477 = -2786745.551577 nChanged 59 SP:Iteration 32Q (29047.840000 sec): 3 clusters Score: Raw -2790016.463023 + Penalty 3263.150477 = -2786753.312546 nChanged 57 SP:Iteration 33Q (29048.090000 sec): 3 clusters Score: Raw -2790022.451120 + Penalty 3263.150477 = -2786759.300642 nChanged 44 SP:Iteration 34Q (29048.410000 sec): 3 clusters Score: Raw -2790026.154621 + Penalty 3263.150477 = -2786763.004143 nChanged 34 SP:Iteration 35Q (29048.670000 sec): 3 clusters Score: Raw -2790028.767507 + Penalty 3263.150477 = -2786765.617030 nChanged 31 SP:Iteration 36Q (29048.930000 sec): 3 clusters Score: Raw -2790031.492159 + Penalty 3263.150477 = -2786768.341682 nChanged 36 SP:Iteration 37Q (29049.210000 sec): 3 clusters Score: Raw -2790034.748123 + Penalty 3263.150477 = -2786771.597646 nChanged 40 SP:Iteration 38Q (29049.510000 sec): 3 clusters Score: Raw -2790038.496508 + Penalty 3263.150477 = -2786775.346031 nChanged 36 SP:Iteration 39Q (29049.790000 sec): 3 clusters Score: Raw -2790041.330473 + Penalty 3263.150477 = -2786778.179996 nChanged 27 SP:Iteration 40F (29050.080000 sec): 3 clusters Score: Raw -2790042.958360 + Penalty 3263.150477 = -2786779.807883 nChanged 27 SP:Iteration 41Q (29050.420000 sec): 3 clusters Score: Raw -2790044.854754 + Penalty 3263.150477 = -2786781.704277 nChanged 28 SP:Iteration 42Q (29050.740000 sec): 3 clusters Score: Raw -2790046.515453 + Penalty 3263.150477 = -2786783.364975 nChanged 14 SP:Iteration 43Q (29051.050000 sec): 3 clusters Score: Raw -2790047.455422 + Penalty 3263.150477 = -2786784.304944 nChanged 23 SP:Iteration 44Q (29051.370000 sec): 3 clusters Score: Raw -2790048.822592 + Penalty 3263.150477 = -2786785.672114 nChanged 19 SP:Iteration 45Q (29051.650000 sec): 3 clusters Score: Raw -2790049.974596 + Penalty 3263.150477 = -2786786.824118 nChanged 20 SP:Iteration 46Q (29051.960000 sec): 3 clusters Score: Raw -2790051.348910 + Penalty 3263.150477 = -2786788.198432 nChanged 24 SP:Iteration 47Q (29052.260000 sec): 3 clusters Score: Raw -2790053.005646 + Penalty 3263.150477 = -2786789.855169 nChanged 27 SP:Iteration 48Q (29052.580000 sec): 3 clusters Score: Raw -2790054.589472 + Penalty 3263.150477 = -2786791.438994 nChanged 26 SP:Iteration 49Q (29052.870000 sec): 3 clusters Score: Raw -2790056.574926 + Penalty 3263.150477 = -2786793.424449 nChanged 25 SP:Iteration 50Q (29053.190000 sec): 3 clusters Score: Raw -2790058.841919 + Penalty 3263.150477 = -2786795.691442 nChanged 27 SP:Iteration 51Q (29053.530000 sec): 3 clusters Score: Raw -2790060.702164 + Penalty 3263.150477 = -2786797.551686 nChanged 29 SP:Iteration 52Q (29053.820000 sec): 3 clusters Score: Raw -2790062.835776 + Penalty 3263.150477 = -2786799.685299 nChanged 23 SP:Iteration 53Q (29054.150000 sec): 3 clusters Score: Raw -2790064.576514 + Penalty 3263.150477 = -2786801.426036 nChanged 24 SP:Iteration 54Q (29054.450000 sec): 3 clusters Score: Raw -2790066.225020 + Penalty 3263.150477 = -2786803.074542 nChanged 32 SP:Iteration 55Q (29054.800000 sec): 3 clusters Score: Raw -2790068.696551 + Penalty 3263.150477 = -2786805.546073 nChanged 33 SP:Iteration 56Q (29055.110000 sec): 3 clusters Score: Raw -2790071.542032 + Penalty 3263.150477 = -2786808.391555 nChanged 35 SP:Iteration 57Q (29055.430000 sec): 3 clusters Score: Raw -2790074.473002 + Penalty 3263.150477 = -2786811.322525 nChanged 33 SP:Iteration 58Q (29055.760000 sec): 3 clusters Score: Raw -2790076.593103 + Penalty 3263.150477 = -2786813.442626 nChanged 28 SP:Iteration 59Q (29056.000000 sec): 3 clusters Score: Raw -2790078.542037 + Penalty 3263.150477 = -2786815.391560 nChanged 25 SP:Iteration 60F (29056.320000 sec): 3 clusters Score: Raw -2790079.986580 + Penalty 3263.150477 = -2786816.836102 nChanged 24 SP:Iteration 61Q (29056.570000 sec): 3 clusters Score: Raw -2790081.714534 + Penalty 3263.150477 = -2786818.564057 nChanged 19 SP:Iteration 62Q (29056.870000 sec): 3 clusters Score: Raw -2790082.951129 + Penalty 3263.150477 = -2786819.800651 nChanged 29 SP:Iteration 63Q (29057.170000 sec): 3 clusters Score: Raw -2790084.878687 + Penalty 3263.150477 = -2786821.728209 nChanged 28 SP:Iteration 64Q (29057.470000 sec): 3 clusters Score: Raw -2790087.082799 + Penalty 3263.150477 = -2786823.932322 nChanged 30 SP:Iteration 65Q (29057.790000 sec): 3 clusters Score: Raw -2790089.651977 + Penalty 3263.150477 = -2786826.501500 nChanged 32 SP:Iteration 66Q (29058.040000 sec): 3 clusters Score: Raw -2790092.019548 + Penalty 3263.150477 = -2786828.869071 nChanged 24 SP:Iteration 67Q (29058.330000 sec): 3 clusters Score: Raw -2790093.557677 + Penalty 3263.150477 = -2786830.407199 nChanged 21 SP:Iteration 68Q (29058.660000 sec): 3 clusters Score: Raw -2790095.167057 + Penalty 3263.150477 = -2786832.016580 nChanged 18 SP:Iteration 69Q (29059.020000 sec): 3 clusters Score: Raw -2790096.502104 + Penalty 3263.150477 = -2786833.351626 nChanged 17 SP:Iteration 70Q (29059.400000 sec): 3 clusters Score: Raw -2790097.599358 + Penalty 3263.150477 = -2786834.448881 nChanged 16 SP:Iteration 71Q (29059.730000 sec): 3 clusters Score: Raw -2790098.590407 + Penalty 3263.150477 = -2786835.439930 nChanged 20 SP:Iteration 72Q (29060.040000 sec): 3 clusters Score: Raw -2790099.737857 + Penalty 3263.150477 = -2786836.587380 nChanged 19 SP:Iteration 73Q (29060.360000 sec): 3 clusters Score: Raw -2790100.794918 + Penalty 3263.150477 = -2786837.644441 nChanged 22 SP:Iteration 74Q (29060.670000 sec): 3 clusters Score: Raw -2790102.205445 + Penalty 3263.150477 = -2786839.054967 nChanged 13 SP:Iteration 75Q (29061.010000 sec): 3 clusters Score: Raw -2790102.742944 + Penalty 3263.150477 = -2786839.592467 nChanged 12 SP:Iteration 76Q (29061.330000 sec): 3 clusters Score: Raw -2790103.312236 + Penalty 3263.150477 = -2786840.161758 nChanged 15 SP:Iteration 77Q (29061.610000 sec): 3 clusters Score: Raw -2790104.199210 + Penalty 3263.150477 = -2786841.048733 nChanged 15 SP:Iteration 78Q (29061.930000 sec): 3 clusters Score: Raw -2790104.774184 + Penalty 3263.150477 = -2786841.623707 nChanged 9 SP:Iteration 79Q (29062.270000 sec): 3 clusters Score: Raw -2790105.259336 + Penalty 3263.150477 = -2786842.108859 nChanged 9 SP:Iteration 80F (29062.540000 sec): 3 clusters Score: Raw -2790105.648489 + Penalty 3263.150477 = -2786842.498012 nChanged 9 SP:Iteration 81Q (29062.800000 sec): 3 clusters Score: Raw -2790106.054282 + Penalty 3263.150477 = -2786842.903805 nChanged 8 SP:Iteration 82Q (29063.070000 sec): 3 clusters Score: Raw -2790106.434362 + Penalty 3263.150477 = -2786843.283885 nChanged 7 SP:Iteration 83Q (29063.370000 sec): 3 clusters Score: Raw -2790106.789471 + Penalty 3263.150477 = -2786843.638994 nChanged 7 SP:Iteration 84Q (29063.670000 sec): 3 clusters Score: Raw -2790107.135410 + Penalty 3263.150477 = -2786843.984933 nChanged 6 SP:Iteration 85Q (29063.980000 sec): 3 clusters Score: Raw -2790107.453702 + Penalty 3263.150477 = -2786844.303225 nChanged 7 SP:Iteration 86Q (29064.310000 sec): 3 clusters Score: Raw -2790107.744484 + Penalty 3263.150477 = -2786844.594006 nChanged 13 SP:Iteration 87Q (29064.630000 sec): 3 clusters Score: Raw -2790108.726682 + Penalty 3263.150477 = -2786845.576204 nChanged 16 SP:Iteration 88Q (29064.930000 sec): 3 clusters Score: Raw -2790109.624264 + Penalty 3263.150477 = -2786846.473786 nChanged 12 SP:Iteration 89Q (29065.260000 sec): 3 clusters Score: Raw -2790110.327024 + Penalty 3263.150477 = -2786847.176547 nChanged 13 SP:Iteration 90Q (29065.560000 sec): 3 clusters Score: Raw -2790111.006157 + Penalty 3263.150477 = -2786847.855679 nChanged 12 SP:Iteration 91Q (29065.830000 sec): 3 clusters Score: Raw -2790111.870897 + Penalty 3263.150477 = -2786848.720419 nChanged 17 SP:Iteration 92Q (29066.200000 sec): 3 clusters Score: Raw -2790112.881755 + Penalty 3263.150477 = -2786849.731278 nChanged 5 SP:Iteration 93Q (29066.470000 sec): 3 clusters Score: Raw -2790113.114174 + Penalty 3263.150477 = -2786849.963697 nChanged 5 SP:Iteration 94Q (29066.750000 sec): 3 clusters Score: Raw -2790113.389657 + Penalty 3263.150477 = -2786850.239180 nChanged 6 SP:Iteration 95Q (29066.980000 sec): 3 clusters Score: Raw -2790113.626439 + Penalty 3263.150477 = -2786850.475962 nChanged 6 SP:Iteration 96Q (29067.290000 sec): 3 clusters Score: Raw -2790113.923856 + Penalty 3263.150477 = -2786850.773379 nChanged 6 SP:Iteration 97Q (29067.620000 sec): 3 clusters Score: Raw -2790114.118449 + Penalty 3263.150477 = -2786850.967971 nChanged 5 SP:Iteration 98Q (29067.920000 sec): 3 clusters Score: Raw -2790114.310552 + Penalty 3263.150477 = -2786851.160075 nChanged 4 SP:Iteration 99Q (29068.200000 sec): 3 clusters Score: Raw -2790114.424050 + Penalty 3263.150477 = -2786851.273573 nChanged 6 SP:Iteration 100F (29068.530000 sec): 3 clusters Score: Raw -2790114.669064 + Penalty 3263.150477 = -2786851.518587 nChanged 5 SP:Iteration 101Q (29068.770000 sec): 3 clusters Score: Raw -2790114.955969 + Penalty 3263.150477 = -2786851.805492 nChanged 5 SP:Iteration 102Q (29069.060000 sec): 3 clusters Score: Raw -2790115.121226 + Penalty 3263.150477 = -2786851.970749 nChanged 6 SP:Iteration 103Q (29069.340000 sec): 3 clusters Score: Raw -2790115.364131 + Penalty 3263.150477 = -2786852.213654 nChanged 4 SP:Iteration 104Q (29069.680000 sec): 3 clusters Score: Raw -2790115.540064 + Penalty 3263.150477 = -2786852.389587 nChanged 4 SP:Iteration 105Q (29069.980000 sec): 3 clusters Score: Raw -2790115.683662 + Penalty 3263.150477 = -2786852.533184 nChanged 2 SP:Iteration 106Q (29070.320000 sec): 3 clusters Score: Raw -2790115.751001 + Penalty 3263.150477 = -2786852.600523 nChanged 5 SP:Iteration 107Q (29070.610000 sec): 3 clusters Score: Raw -2790115.942651 + Penalty 3263.150477 = -2786852.792173 nChanged 5 SP:Iteration 108Q (29070.890000 sec): 3 clusters Score: Raw -2790116.129016 + Penalty 3263.150477 = -2786852.978539 nChanged 4 SP:Iteration 109Q (29071.160000 sec): 3 clusters Score: Raw -2790116.319303 + Penalty 3263.150477 = -2786853.168826 nChanged 4 SP:Iteration 110Q (29071.400000 sec): 3 clusters Score: Raw -2790116.523847 + Penalty 3263.150477 = -2786853.373369 nChanged 5 SP:Iteration 111Q (29071.680000 sec): 3 clusters Score: Raw -2790116.704349 + Penalty 3263.150477 = -2786853.553872 nChanged 4 SP:Iteration 112Q (29071.980000 sec): 3 clusters Score: Raw -2790116.983802 + Penalty 3263.150477 = -2786853.833325 nChanged 6 SP:Iteration 113Q (29072.320000 sec): 3 clusters Score: Raw -2790117.342294 + Penalty 3263.150477 = -2786854.191817 nChanged 6 SP:Iteration 114Q (29072.580000 sec): 3 clusters Score: Raw -2790117.506889 + Penalty 3263.150477 = -2786854.356411 nChanged 2 SP:Iteration 115Q (29072.920000 sec): 3 clusters Score: Raw -2790117.603851 + Penalty 3263.150477 = -2786854.453374 nChanged 3 SP:Iteration 116Q (29073.270000 sec): 3 clusters Score: Raw -2790117.759093 + Penalty 3263.150477 = -2786854.608615 nChanged 2 SP:Iteration 117Q (29073.590000 sec): 3 clusters Score: Raw -2790117.823799 + Penalty 3263.150477 = -2786854.673321 nChanged 1 SP:Iteration 118Q (29073.950000 sec): 3 clusters Score: Raw -2790117.856740 + Penalty 3263.150477 = -2786854.706263 nChanged 0 SP:Iteration 119F (29074.220000 sec): 3 clusters Score: Raw -2790117.856740 + Penalty 3263.150477 = -2786854.706263 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29074.340000 sec): 2 clusters Score: Raw -127115.261501 + Penalty 1174.258964 = -125941.002537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29074.520000 sec): 3 clusters Score: Raw -127015.239724 + Penalty 2348.517928 = -124666.721796 nChanged 541 SP:Iteration 1F (29074.710000 sec): 3 clusters Score: Raw -130165.537044 + Penalty 2348.517928 = -127817.019116 nChanged 223 SP:Iteration 2F (29074.890000 sec): 3 clusters Score: Raw -131594.101500 + Penalty 2348.517928 = -129245.583572 nChanged 84 SP:Iteration 3F (29075.090000 sec): 3 clusters Score: Raw -132287.003812 + Penalty 2348.517928 = -129938.485884 nChanged 55 SP:Iteration 4Q (29075.230000 sec): 3 clusters Score: Raw -132815.585872 + Penalty 2348.517928 = -130467.067944 nChanged 47 SP:Iteration 5Q (29075.430000 sec): 3 clusters Score: Raw -133507.238919 + Penalty 2348.517928 = -131158.720990 nChanged 15 SP:Iteration 6Q (29075.580000 sec): 3 clusters Score: Raw -133656.347617 + Penalty 2348.517928 = -131307.829689 nChanged 4 SP:Iteration 7Q (29075.730000 sec): 3 clusters Score: Raw -133663.596475 + Penalty 2348.517928 = -131315.078547 nChanged 1 SP:Iteration 8Q (29075.890000 sec): 3 clusters Score: Raw -133665.817350 + Penalty 2348.517928 = -131317.299421 nChanged 0 SP:Iteration 9F (29076.090000 sec): 3 clusters Score: Raw -133668.058566 + Penalty 2348.517928 = -131319.540638 nChanged 1 SP:Iteration 10Q (29076.230000 sec): 3 clusters Score: Raw -133693.312761 + Penalty 2348.517928 = -131344.794833 nChanged 4 SP:Iteration 11Q (29076.420000 sec): 3 clusters Score: Raw -133765.954708 + Penalty 2348.517928 = -131417.436780 nChanged 6 SP:Iteration 12Q (29076.580000 sec): 3 clusters Score: Raw -133838.846434 + Penalty 2348.517928 = -131490.328506 nChanged 6 SP:Iteration 13Q (29076.770000 sec): 3 clusters Score: Raw -133891.151566 + Penalty 2348.517928 = -131542.633637 nChanged 1 SP:Iteration 14Q (29076.910000 sec): 3 clusters Score: Raw -133899.393820 + Penalty 2348.517928 = -131550.875892 nChanged 2 SP:Iteration 15Q (29077.120000 sec): 3 clusters Score: Raw -133926.847431 + Penalty 2348.517928 = -131578.329503 nChanged 4 SP:Iteration 16Q (29077.310000 sec): 3 clusters Score: Raw -133975.275932 + Penalty 2348.517928 = -131626.758004 nChanged 4 SP:Iteration 17Q (29077.490000 sec): 3 clusters Score: Raw -134009.654074 + Penalty 2348.517928 = -131661.136145 nChanged 2 SP:Iteration 18Q (29077.710000 sec): 3 clusters Score: Raw -134013.206811 + Penalty 2348.517928 = -131664.688883 nChanged 2 SP:Iteration 19Q (29077.910000 sec): 3 clusters Score: Raw -134018.955911 + Penalty 2348.517928 = -131670.437982 nChanged 0 SP:Iteration 20F (29078.120000 sec): 3 clusters Score: Raw -134018.955911 + Penalty 2348.517928 = -131670.437982 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29078.230000 sec): 2 clusters Score: Raw -91233.187750 + Penalty 1074.892910 = -90158.294840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29078.430000 sec): 3 clusters Score: Raw -91035.824399 + Penalty 2149.785820 = -88886.038579 nChanged 175 SP:Iteration 1F (29078.640000 sec): 3 clusters Score: Raw -91218.808424 + Penalty 2149.785820 = -89069.022604 nChanged 36 SP:Iteration 2Q (29078.830000 sec): 3 clusters Score: Raw -91262.568521 + Penalty 2149.785820 = -89112.782701 nChanged 16 SP:Iteration 3Q (29079.010000 sec): 3 clusters Score: Raw -91281.231217 + Penalty 2149.785820 = -89131.445397 nChanged 13 SP:Iteration 4Q (29079.240000 sec): 3 clusters Score: Raw -91296.343966 + Penalty 2149.785820 = -89146.558146 nChanged 8 SP:Iteration 5Q (29079.420000 sec): 3 clusters Score: Raw -91305.700625 + Penalty 2149.785820 = -89155.914805 nChanged 3 SP:Iteration 6Q (29079.590000 sec): 3 clusters Score: Raw -91309.003198 + Penalty 2149.785820 = -89159.217378 nChanged 3 SP:Iteration 7Q (29079.760000 sec): 3 clusters Score: Raw -91311.160674 + Penalty 2149.785820 = -89161.374854 nChanged 0 SP:Iteration 8F (29079.920000 sec): 3 clusters Score: Raw -91311.160674 + Penalty 2149.785820 = -89161.374854 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (16685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29080.130000 sec): 2 clusters Score: Raw -2120943.824919 + Penalty 1579.868126 = -2119363.956793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29080.450000 sec): 3 clusters Score: Raw -2111024.223808 + Penalty 3159.736252 = -2107864.487555 nChanged 7461 SP:Iteration 1F (29080.770000 sec): 3 clusters Score: Raw -2115080.865981 + Penalty 3159.736252 = -2111921.129729 nChanged 928 SP:Iteration 2F (29081.050000 sec): 3 clusters Score: Raw -2115461.634382 + Penalty 3159.736252 = -2112301.898130 nChanged 845 SP:Iteration 3F (29081.410000 sec): 3 clusters Score: Raw -2115865.296539 + Penalty 3159.736252 = -2112705.560287 nChanged 823 SP:Iteration 4Q (29081.740000 sec): 3 clusters Score: Raw -2116332.321125 + Penalty 3159.736252 = -2113172.584873 nChanged 906 SP:Iteration 5F (29081.990000 sec): 3 clusters Score: Raw -2116958.538264 + Penalty 3159.736252 = -2113798.802012 nChanged 997 SP:Iteration 6F (29082.300000 sec): 3 clusters Score: Raw -2117692.209030 + Penalty 3159.736252 = -2114532.472778 nChanged 1016 SP:Iteration 7F (29082.560000 sec): 3 clusters Score: Raw -2118467.543269 + Penalty 3159.736252 = -2115307.807016 nChanged 986 SP:Iteration 8F (29082.890000 sec): 3 clusters Score: Raw -2119205.369214 + Penalty 3159.736252 = -2116045.632962 nChanged 805 SP:Iteration 9Q (29083.130000 sec): 3 clusters Score: Raw -2119723.156638 + Penalty 3159.736252 = -2116563.420386 nChanged 586 SP:Iteration 10Q (29083.420000 sec): 3 clusters Score: Raw -2120016.972932 + Penalty 3159.736252 = -2116857.236680 nChanged 396 SP:Iteration 11Q (29083.670000 sec): 3 clusters Score: Raw -2120193.925725 + Penalty 3159.736252 = -2117034.189472 nChanged 297 SP:Iteration 12Q (29083.920000 sec): 3 clusters Score: Raw -2120307.703819 + Penalty 3159.736252 = -2117147.967567 nChanged 255 SP:Iteration 13Q (29084.130000 sec): 3 clusters Score: Raw -2120396.696911 + Penalty 3159.736252 = -2117236.960658 nChanged 227 SP:Iteration 14Q (29084.380000 sec): 3 clusters Score: Raw -2120467.155170 + Penalty 3159.736252 = -2117307.418918 nChanged 208 SP:Iteration 15Q (29084.690000 sec): 3 clusters Score: Raw -2120528.398167 + Penalty 3159.736252 = -2117368.661914 nChanged 183 SP:Iteration 16Q (29085.010000 sec): 3 clusters Score: Raw -2120580.857297 + Penalty 3159.736252 = -2117421.121045 nChanged 162 SP:Iteration 17Q (29085.300000 sec): 3 clusters Score: Raw -2120630.625473 + Penalty 3159.736252 = -2117470.889221 nChanged 162 SP:Iteration 18Q (29085.570000 sec): 3 clusters Score: Raw -2120677.824079 + Penalty 3159.736252 = -2117518.087827 nChanged 154 SP:Iteration 19Q (29085.920000 sec): 3 clusters Score: Raw -2120720.923577 + Penalty 3159.736252 = -2117561.187325 nChanged 145 SP:Iteration 20F (29086.180000 sec): 3 clusters Score: Raw -2120757.873174 + Penalty 3159.736252 = -2117598.136922 nChanged 142 SP:Iteration 21Q (29086.550000 sec): 3 clusters Score: Raw -2120796.917255 + Penalty 3159.736252 = -2117637.181003 nChanged 150 SP:Iteration 22Q (29086.860000 sec): 3 clusters Score: Raw -2120845.455350 + Penalty 3159.736252 = -2117685.719097 nChanged 146 SP:Iteration 23Q (29087.170000 sec): 3 clusters Score: Raw -2120888.173892 + Penalty 3159.736252 = -2117728.437640 nChanged 135 SP:Iteration 24Q (29087.430000 sec): 3 clusters Score: Raw -2120929.304143 + Penalty 3159.736252 = -2117769.567891 nChanged 133 SP:Iteration 25Q (29087.740000 sec): 3 clusters Score: Raw -2120972.607029 + Penalty 3159.736252 = -2117812.870777 nChanged 129 SP:Iteration 26Q (29088.000000 sec): 3 clusters Score: Raw -2121014.977298 + Penalty 3159.736252 = -2117855.241046 nChanged 121 SP:Iteration 27Q (29088.290000 sec): 3 clusters Score: Raw -2121057.464237 + Penalty 3159.736252 = -2117897.727985 nChanged 134 SP:Iteration 28Q (29088.540000 sec): 3 clusters Score: Raw -2121104.616133 + Penalty 3159.736252 = -2117944.879881 nChanged 126 SP:Iteration 29Q (29088.830000 sec): 3 clusters Score: Raw -2121166.212572 + Penalty 3159.736252 = -2118006.476320 nChanged 140 SP:Iteration 30Q (29089.050000 sec): 3 clusters Score: Raw -2121236.581732 + Penalty 3159.736252 = -2118076.845480 nChanged 148 SP:Iteration 31Q (29089.240000 sec): 3 clusters Score: Raw -2121344.435885 + Penalty 3159.736252 = -2118184.699633 nChanged 142 SP:Iteration 32Q (29089.510000 sec): 3 clusters Score: Raw -2121463.741825 + Penalty 3159.736252 = -2118304.005573 nChanged 149 SP:Iteration 33Q (29089.720000 sec): 3 clusters Score: Raw -2121613.945351 + Penalty 3159.736252 = -2118454.209099 nChanged 143 SP:Iteration 34Q (29089.970000 sec): 3 clusters Score: Raw -2121772.560537 + Penalty 3159.736252 = -2118612.824285 nChanged 117 SP:Iteration 35Q (29090.220000 sec): 3 clusters Score: Raw -2121852.638095 + Penalty 3159.736252 = -2118692.901843 nChanged 84 SP:Iteration 36Q (29090.440000 sec): 3 clusters Score: Raw -2121890.875465 + Penalty 3159.736252 = -2118731.139213 nChanged 60 SP:Iteration 37Q (29090.660000 sec): 3 clusters Score: Raw -2121909.942246 + Penalty 3159.736252 = -2118750.205993 nChanged 36 SP:Iteration 38Q (29090.920000 sec): 3 clusters Score: Raw -2121917.859254 + Penalty 3159.736252 = -2118758.123002 nChanged 34 SP:Iteration 39Q (29091.180000 sec): 3 clusters Score: Raw -2121924.943679 + Penalty 3159.736252 = -2118765.207427 nChanged 16 SP:Iteration 40F (29091.480000 sec): 3 clusters Score: Raw -2121929.543923 + Penalty 3159.736252 = -2118769.807671 nChanged 12 SP:Iteration 41Q (29091.740000 sec): 3 clusters Score: Raw -2121931.581432 + Penalty 3159.736252 = -2118771.845180 nChanged 10 SP:Iteration 42Q (29092.000000 sec): 3 clusters Score: Raw -2121933.627888 + Penalty 3159.736252 = -2118773.891636 nChanged 7 SP:Iteration 43Q (29092.260000 sec): 3 clusters Score: Raw -2121934.703358 + Penalty 3159.736252 = -2118774.967106 nChanged 2 SP:Iteration 44Q (29092.470000 sec): 3 clusters Score: Raw -2121934.997429 + Penalty 3159.736252 = -2118775.261177 nChanged 3 SP:Iteration 45Q (29092.760000 sec): 3 clusters Score: Raw -2121935.205534 + Penalty 3159.736252 = -2118775.469282 nChanged 3 SP:Iteration 46Q (29093.020000 sec): 3 clusters Score: Raw -2121935.359571 + Penalty 3159.736252 = -2118775.623319 nChanged 2 SP:Iteration 47Q (29093.270000 sec): 3 clusters Score: Raw -2121935.515221 + Penalty 3159.736252 = -2118775.778969 nChanged 2 SP:Iteration 48Q (29093.540000 sec): 3 clusters Score: Raw -2121935.775681 + Penalty 3159.736252 = -2118776.039429 nChanged 0 SP:Iteration 49F (29093.790000 sec): 3 clusters Score: Raw -2121935.775681 + Penalty 3159.736252 = -2118776.039429 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29093.910000 sec): 2 clusters Score: Raw -1144602.240702 + Penalty 1480.907782 = -1143121.332920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29094.200000 sec): 3 clusters Score: Raw -1139453.783182 + Penalty 2961.815564 = -1136491.967618 nChanged 3911 SP:Iteration 1F (29094.430000 sec): 3 clusters Score: Raw -1141577.571782 + Penalty 2961.815564 = -1138615.756218 nChanged 523 SP:Iteration 2F (29094.660000 sec): 3 clusters Score: Raw -1141806.990902 + Penalty 2961.815564 = -1138845.175337 nChanged 448 SP:Iteration 3Q (29094.910000 sec): 3 clusters Score: Raw -1141976.670953 + Penalty 2961.815564 = -1139014.855389 nChanged 354 SP:Iteration 4Q (29095.180000 sec): 3 clusters Score: Raw -1142081.817606 + Penalty 2961.815564 = -1139120.002042 nChanged 268 SP:Iteration 5Q (29095.370000 sec): 3 clusters Score: Raw -1142162.223228 + Penalty 2961.815564 = -1139200.407664 nChanged 238 SP:Iteration 6Q (29095.600000 sec): 3 clusters Score: Raw -1142232.729846 + Penalty 2961.815564 = -1139270.914282 nChanged 200 SP:Iteration 7Q (29095.880000 sec): 3 clusters Score: Raw -1142291.912558 + Penalty 2961.815564 = -1139330.096994 nChanged 196 SP:Iteration 8Q (29096.090000 sec): 3 clusters Score: Raw -1142339.610297 + Penalty 2961.815564 = -1139377.794732 nChanged 147 SP:Iteration 9Q (29096.350000 sec): 3 clusters Score: Raw -1142376.584758 + Penalty 2961.815564 = -1139414.769193 nChanged 140 SP:Iteration 10Q (29096.590000 sec): 3 clusters Score: Raw -1142418.290147 + Penalty 2961.815564 = -1139456.474582 nChanged 161 SP:Iteration 11Q (29096.870000 sec): 3 clusters Score: Raw -1142460.719319 + Penalty 2961.815564 = -1139498.903754 nChanged 139 SP:Iteration 12Q (29097.100000 sec): 3 clusters Score: Raw -1142496.680308 + Penalty 2961.815564 = -1139534.864744 nChanged 132 SP:Iteration 13Q (29097.350000 sec): 3 clusters Score: Raw -1142528.971228 + Penalty 2961.815564 = -1139567.155664 nChanged 129 SP:Iteration 14Q (29097.590000 sec): 3 clusters Score: Raw -1142561.590484 + Penalty 2961.815564 = -1139599.774920 nChanged 144 SP:Iteration 15Q (29097.820000 sec): 3 clusters Score: Raw -1142602.700131 + Penalty 2961.815564 = -1139640.884567 nChanged 152 SP:Iteration 16Q (29098.050000 sec): 3 clusters Score: Raw -1142649.811671 + Penalty 2961.815564 = -1139687.996107 nChanged 158 SP:Iteration 17Q (29098.320000 sec): 3 clusters Score: Raw -1142696.691545 + Penalty 2961.815564 = -1139734.875981 nChanged 156 SP:Iteration 18Q (29098.570000 sec): 3 clusters Score: Raw -1142760.121568 + Penalty 2961.815564 = -1139798.306003 nChanged 188 SP:Iteration 19Q (29098.820000 sec): 3 clusters Score: Raw -1142846.666768 + Penalty 2961.815564 = -1139884.851203 nChanged 217 SP:Iteration 20F (29099.060000 sec): 3 clusters Score: Raw -1142971.032318 + Penalty 2961.815564 = -1140009.216754 nChanged 257 SP:Iteration 21Q (29099.310000 sec): 3 clusters Score: Raw -1143109.629030 + Penalty 2961.815564 = -1140147.813466 nChanged 259 SP:Iteration 22Q (29099.460000 sec): 3 clusters Score: Raw -1143217.771103 + Penalty 2961.815564 = -1140255.955539 nChanged 204 SP:Iteration 23Q (29099.670000 sec): 3 clusters Score: Raw -1143297.013125 + Penalty 2961.815564 = -1140335.197561 nChanged 161 SP:Iteration 24Q (29099.910000 sec): 3 clusters Score: Raw -1143341.394392 + Penalty 2961.815564 = -1140379.578828 nChanged 120 SP:Iteration 25Q (29100.190000 sec): 3 clusters Score: Raw -1143371.774371 + Penalty 2961.815564 = -1140409.958806 nChanged 102 SP:Iteration 26Q (29100.400000 sec): 3 clusters Score: Raw -1143398.228023 + Penalty 2961.815564 = -1140436.412459 nChanged 84 SP:Iteration 27Q (29100.610000 sec): 3 clusters Score: Raw -1143416.710827 + Penalty 2961.815564 = -1140454.895263 nChanged 64 SP:Iteration 28Q (29100.830000 sec): 3 clusters Score: Raw -1143429.964683 + Penalty 2961.815564 = -1140468.149118 nChanged 65 SP:Iteration 29Q (29101.080000 sec): 3 clusters Score: Raw -1143442.804072 + Penalty 2961.815564 = -1140480.988508 nChanged 54 SP:Iteration 30Q (29101.300000 sec): 3 clusters Score: Raw -1143455.346781 + Penalty 2961.815564 = -1140493.531217 nChanged 66 SP:Iteration 31Q (29101.530000 sec): 3 clusters Score: Raw -1143470.675256 + Penalty 2961.815564 = -1140508.859692 nChanged 66 SP:Iteration 32Q (29101.780000 sec): 3 clusters Score: Raw -1143484.786987 + Penalty 2961.815564 = -1140522.971423 nChanged 68 SP:Iteration 33Q (29101.980000 sec): 3 clusters Score: Raw -1143501.132227 + Penalty 2961.815564 = -1140539.316663 nChanged 73 SP:Iteration 34Q (29102.180000 sec): 3 clusters Score: Raw -1143517.995118 + Penalty 2961.815564 = -1140556.179554 nChanged 55 SP:Iteration 35Q (29102.420000 sec): 3 clusters Score: Raw -1143530.558803 + Penalty 2961.815564 = -1140568.743239 nChanged 59 SP:Iteration 36Q (29102.680000 sec): 3 clusters Score: Raw -1143541.678220 + Penalty 2961.815564 = -1140579.862656 nChanged 59 SP:Iteration 37Q (29102.910000 sec): 3 clusters Score: Raw -1143557.784652 + Penalty 2961.815564 = -1140595.969088 nChanged 75 SP:Iteration 38Q (29103.070000 sec): 3 clusters Score: Raw -1143582.502495 + Penalty 2961.815564 = -1140620.686931 nChanged 76 SP:Iteration 39Q (29103.350000 sec): 3 clusters Score: Raw -1143606.222614 + Penalty 2961.815564 = -1140644.407050 nChanged 77 SP:Iteration 40F (29103.550000 sec): 3 clusters Score: Raw -1143632.182219 + Penalty 2961.815564 = -1140670.366655 nChanged 87 SP:Iteration 41Q (29103.800000 sec): 3 clusters Score: Raw -1143662.931149 + Penalty 2961.815564 = -1140701.115584 nChanged 94 SP:Iteration 42Q (29103.990000 sec): 3 clusters Score: Raw -1143692.048287 + Penalty 2961.815564 = -1140730.232723 nChanged 89 SP:Iteration 43Q (29104.210000 sec): 3 clusters Score: Raw -1143718.157534 + Penalty 2961.815564 = -1140756.341970 nChanged 87 SP:Iteration 44Q (29104.420000 sec): 3 clusters Score: Raw -1143741.738104 + Penalty 2961.815564 = -1140779.922540 nChanged 71 SP:Iteration 45Q (29104.700000 sec): 3 clusters Score: Raw -1143763.488408 + Penalty 2961.815564 = -1140801.672844 nChanged 74 SP:Iteration 46Q (29104.930000 sec): 3 clusters Score: Raw -1143781.860112 + Penalty 2961.815564 = -1140820.044547 nChanged 69 SP:Iteration 47Q (29105.190000 sec): 3 clusters Score: Raw -1143796.335858 + Penalty 2961.815564 = -1140834.520293 nChanged 63 SP:Iteration 48Q (29105.410000 sec): 3 clusters Score: Raw -1143809.126843 + Penalty 2961.815564 = -1140847.311278 nChanged 57 SP:Iteration 49Q (29105.610000 sec): 3 clusters Score: Raw -1143821.721297 + Penalty 2961.815564 = -1140859.905733 nChanged 45 SP:Iteration 50Q (29105.830000 sec): 3 clusters Score: Raw -1143830.730277 + Penalty 2961.815564 = -1140868.914713 nChanged 45 SP:Iteration 51Q (29106.100000 sec): 3 clusters Score: Raw -1143839.218893 + Penalty 2961.815564 = -1140877.403328 nChanged 42 SP:Iteration 52Q (29106.370000 sec): 3 clusters Score: Raw -1143847.834916 + Penalty 2961.815564 = -1140886.019352 nChanged 49 SP:Iteration 53Q (29106.600000 sec): 3 clusters Score: Raw -1143859.159906 + Penalty 2961.815564 = -1140897.344342 nChanged 57 SP:Iteration 54Q (29106.840000 sec): 3 clusters Score: Raw -1143872.686491 + Penalty 2961.815564 = -1140910.870927 nChanged 64 SP:Iteration 55Q (29107.040000 sec): 3 clusters Score: Raw -1143888.009950 + Penalty 2961.815564 = -1140926.194386 nChanged 53 SP:Iteration 56Q (29107.290000 sec): 3 clusters Score: Raw -1143899.916004 + Penalty 2961.815564 = -1140938.100440 nChanged 55 SP:Iteration 57Q (29107.490000 sec): 3 clusters Score: Raw -1143912.243267 + Penalty 2961.815564 = -1140950.427702 nChanged 54 SP:Iteration 58Q (29107.700000 sec): 3 clusters Score: Raw -1143923.821296 + Penalty 2961.815564 = -1140962.005732 nChanged 50 SP:Iteration 59Q (29107.870000 sec): 3 clusters Score: Raw -1143934.130787 + Penalty 2961.815564 = -1140972.315223 nChanged 54 SP:Iteration 60F (29108.110000 sec): 3 clusters Score: Raw -1143947.904273 + Penalty 2961.815564 = -1140986.088709 nChanged 62 SP:Iteration 61Q (29108.270000 sec): 3 clusters Score: Raw -1143963.119205 + Penalty 2961.815564 = -1141001.303641 nChanged 54 SP:Iteration 62Q (29108.490000 sec): 3 clusters Score: Raw -1143974.697444 + Penalty 2961.815564 = -1141012.881880 nChanged 46 SP:Iteration 63Q (29108.710000 sec): 3 clusters Score: Raw -1143981.389870 + Penalty 2961.815564 = -1141019.574305 nChanged 24 SP:Iteration 64Q (29108.910000 sec): 3 clusters Score: Raw -1143984.813845 + Penalty 2961.815564 = -1141022.998281 nChanged 29 SP:Iteration 65Q (29109.170000 sec): 3 clusters Score: Raw -1143989.760695 + Penalty 2961.815564 = -1141027.945131 nChanged 25 SP:Iteration 66Q (29109.400000 sec): 3 clusters Score: Raw -1143993.784968 + Penalty 2961.815564 = -1141031.969403 nChanged 23 SP:Iteration 67Q (29109.650000 sec): 3 clusters Score: Raw -1143998.894907 + Penalty 2961.815564 = -1141037.079343 nChanged 21 SP:Iteration 68Q (29109.870000 sec): 3 clusters Score: Raw -1144002.403516 + Penalty 2961.815564 = -1141040.587952 nChanged 22 SP:Iteration 69Q (29110.100000 sec): 3 clusters Score: Raw -1144005.924141 + Penalty 2961.815564 = -1141044.108577 nChanged 25 SP:Iteration 70Q (29110.370000 sec): 3 clusters Score: Raw -1144010.076136 + Penalty 2961.815564 = -1141048.260572 nChanged 16 SP:Iteration 71Q (29110.550000 sec): 3 clusters Score: Raw -1144012.588565 + Penalty 2961.815564 = -1141050.773001 nChanged 14 SP:Iteration 72Q (29110.750000 sec): 3 clusters Score: Raw -1144015.488393 + Penalty 2961.815564 = -1141053.672829 nChanged 28 SP:Iteration 73Q (29110.950000 sec): 3 clusters Score: Raw -1144020.615258 + Penalty 2961.815564 = -1141058.799694 nChanged 27 SP:Iteration 74Q (29111.150000 sec): 3 clusters Score: Raw -1144025.790939 + Penalty 2961.815564 = -1141063.975375 nChanged 33 SP:Iteration 75Q (29111.350000 sec): 3 clusters Score: Raw -1144032.736666 + Penalty 2961.815564 = -1141070.921102 nChanged 37 SP:Iteration 76Q (29111.550000 sec): 3 clusters Score: Raw -1144040.421477 + Penalty 2961.815564 = -1141078.605912 nChanged 38 SP:Iteration 77Q (29111.750000 sec): 3 clusters Score: Raw -1144050.300939 + Penalty 2961.815564 = -1141088.485375 nChanged 35 SP:Iteration 78Q (29112.000000 sec): 3 clusters Score: Raw -1144059.544405 + Penalty 2961.815564 = -1141097.728840 nChanged 45 SP:Iteration 79Q (29112.200000 sec): 3 clusters Score: Raw -1144069.531563 + Penalty 2961.815564 = -1141107.715999 nChanged 53 SP:Iteration 80F (29112.400000 sec): 3 clusters Score: Raw -1144081.696439 + Penalty 2961.815564 = -1141119.880875 nChanged 52 SP:Iteration 81Q (29112.630000 sec): 3 clusters Score: Raw -1144092.874281 + Penalty 2961.815564 = -1141131.058716 nChanged 51 SP:Iteration 82Q (29112.850000 sec): 3 clusters Score: Raw -1144105.294224 + Penalty 2961.815564 = -1141143.478660 nChanged 47 SP:Iteration 83Q (29113.070000 sec): 3 clusters Score: Raw -1144115.823799 + Penalty 2961.815564 = -1141154.008235 nChanged 43 SP:Iteration 84Q (29113.330000 sec): 3 clusters Score: Raw -1144125.088218 + Penalty 2961.815564 = -1141163.272654 nChanged 48 SP:Iteration 85Q (29113.520000 sec): 3 clusters Score: Raw -1144135.060544 + Penalty 2961.815564 = -1141173.244980 nChanged 38 SP:Iteration 86Q (29113.730000 sec): 3 clusters Score: Raw -1144142.372818 + Penalty 2961.815564 = -1141180.557254 nChanged 34 SP:Iteration 87Q (29113.950000 sec): 3 clusters Score: Raw -1144150.095239 + Penalty 2961.815564 = -1141188.279675 nChanged 34 SP:Iteration 88Q (29114.230000 sec): 3 clusters Score: Raw -1144156.479358 + Penalty 2961.815564 = -1141194.663794 nChanged 29 SP:Iteration 89Q (29114.430000 sec): 3 clusters Score: Raw -1144160.502880 + Penalty 2961.815564 = -1141198.687316 nChanged 20 SP:Iteration 90Q (29114.710000 sec): 3 clusters Score: Raw -1144163.333120 + Penalty 2961.815564 = -1141201.517556 nChanged 14 SP:Iteration 91Q (29114.990000 sec): 3 clusters Score: Raw -1144165.614547 + Penalty 2961.815564 = -1141203.798983 nChanged 17 SP:Iteration 92Q (29115.280000 sec): 3 clusters Score: Raw -1144167.834456 + Penalty 2961.815564 = -1141206.018892 nChanged 19 SP:Iteration 93Q (29115.550000 sec): 3 clusters Score: Raw -1144170.957734 + Penalty 2961.815564 = -1141209.142169 nChanged 20 SP:Iteration 94Q (29115.750000 sec): 3 clusters Score: Raw -1144174.968279 + Penalty 2961.815564 = -1141213.152715 nChanged 23 SP:Iteration 95Q (29116.000000 sec): 3 clusters Score: Raw -1144177.987896 + Penalty 2961.815564 = -1141216.172332 nChanged 19 SP:Iteration 96Q (29116.220000 sec): 3 clusters Score: Raw -1144180.018144 + Penalty 2961.815564 = -1141218.202580 nChanged 10 SP:Iteration 97Q (29116.440000 sec): 3 clusters Score: Raw -1144181.692353 + Penalty 2961.815564 = -1141219.876789 nChanged 13 SP:Iteration 98Q (29116.660000 sec): 3 clusters Score: Raw -1144183.742362 + Penalty 2961.815564 = -1141221.926798 nChanged 16 SP:Iteration 99Q (29116.880000 sec): 3 clusters Score: Raw -1144185.826121 + Penalty 2961.815564 = -1141224.010556 nChanged 14 SP:Iteration 100F (29117.130000 sec): 3 clusters Score: Raw -1144188.657052 + Penalty 2961.815564 = -1141226.841488 nChanged 18 SP:Iteration 101Q (29117.330000 sec): 3 clusters Score: Raw -1144191.340528 + Penalty 2961.815564 = -1141229.524964 nChanged 25 SP:Iteration 102Q (29117.550000 sec): 3 clusters Score: Raw -1144195.484366 + Penalty 2961.815564 = -1141233.668802 nChanged 24 SP:Iteration 103Q (29117.770000 sec): 3 clusters Score: Raw -1144199.921500 + Penalty 2961.815564 = -1141238.105936 nChanged 22 SP:Iteration 104Q (29117.980000 sec): 3 clusters Score: Raw -1144203.068707 + Penalty 2961.815564 = -1141241.253143 nChanged 26 SP:Iteration 105Q (29118.180000 sec): 3 clusters Score: Raw -1144207.646754 + Penalty 2961.815564 = -1141245.831190 nChanged 23 SP:Iteration 106Q (29118.370000 sec): 3 clusters Score: Raw -1144211.831302 + Penalty 2961.815564 = -1141250.015738 nChanged 26 SP:Iteration 107Q (29118.570000 sec): 3 clusters Score: Raw -1144215.820511 + Penalty 2961.815564 = -1141254.004947 nChanged 24 SP:Iteration 108Q (29118.790000 sec): 3 clusters Score: Raw -1144219.684500 + Penalty 2961.815564 = -1141257.868936 nChanged 21 SP:Iteration 109Q (29119.020000 sec): 3 clusters Score: Raw -1144223.781677 + Penalty 2961.815564 = -1141261.966113 nChanged 26 SP:Iteration 110Q (29119.210000 sec): 3 clusters Score: Raw -1144228.170088 + Penalty 2961.815564 = -1141266.354524 nChanged 31 SP:Iteration 111Q (29119.380000 sec): 3 clusters Score: Raw -1144232.711968 + Penalty 2961.815564 = -1141270.896403 nChanged 18 SP:Iteration 112Q (29119.580000 sec): 3 clusters Score: Raw -1144235.726427 + Penalty 2961.815564 = -1141273.910863 nChanged 20 SP:Iteration 113Q (29119.780000 sec): 3 clusters Score: Raw -1144238.836688 + Penalty 2961.815564 = -1141277.021124 nChanged 22 SP:Iteration 114Q (29120.010000 sec): 3 clusters Score: Raw -1144242.408735 + Penalty 2961.815564 = -1141280.593170 nChanged 15 SP:Iteration 115Q (29120.210000 sec): 3 clusters Score: Raw -1144244.723962 + Penalty 2961.815564 = -1141282.908398 nChanged 14 SP:Iteration 116Q (29120.400000 sec): 3 clusters Score: Raw -1144246.467091 + Penalty 2961.815564 = -1141284.651527 nChanged 11 SP:Iteration 117Q (29120.670000 sec): 3 clusters Score: Raw -1144247.425244 + Penalty 2961.815564 = -1141285.609679 nChanged 8 SP:Iteration 118Q (29120.890000 sec): 3 clusters Score: Raw -1144248.222245 + Penalty 2961.815564 = -1141286.406681 nChanged 7 SP:Iteration 119Q (29121.120000 sec): 3 clusters Score: Raw -1144249.077945 + Penalty 2961.815564 = -1141287.262381 nChanged 3 SP:Iteration 120F (29121.360000 sec): 3 clusters Score: Raw -1144249.317292 + Penalty 2961.815564 = -1141287.501727 nChanged 5 SP:Iteration 121Q (29121.560000 sec): 3 clusters Score: Raw -1144249.885216 + Penalty 2961.815564 = -1141288.069652 nChanged 0 SP:Iteration 122F (29121.760000 sec): 3 clusters Score: Raw -1144249.885216 + Penalty 2961.815564 = -1141288.069652 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (19490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29121.980000 sec): 2 clusters Score: Raw -2373864.404994 + Penalty 1605.119229 = -2372259.285765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29122.220000 sec): 3 clusters Score: Raw -2362137.666601 + Penalty 3210.238458 = -2358927.428144 nChanged 8776 SP:Iteration 1F (29122.510000 sec): 3 clusters Score: Raw -2367006.025293 + Penalty 3210.238458 = -2363795.786835 nChanged 949 SP:Iteration 2Q (29122.810000 sec): 3 clusters Score: Raw -2367373.344861 + Penalty 3210.238458 = -2364163.106403 nChanged 930 SP:Iteration 3Q (29123.070000 sec): 3 clusters Score: Raw -2367786.890876 + Penalty 3210.238458 = -2364576.652418 nChanged 1017 SP:Iteration 4F (29123.360000 sec): 3 clusters Score: Raw -2368336.318748 + Penalty 3210.238458 = -2365126.080291 nChanged 1098 SP:Iteration 5F (29123.610000 sec): 3 clusters Score: Raw -2368984.960886 + Penalty 3210.238458 = -2365774.722428 nChanged 1210 SP:Iteration 6F (29123.870000 sec): 3 clusters Score: Raw -2369929.517138 + Penalty 3210.238458 = -2366719.278681 nChanged 1353 SP:Iteration 7F (29124.200000 sec): 3 clusters Score: Raw -2371152.041905 + Penalty 3210.238458 = -2367941.803448 nChanged 1307 SP:Iteration 8F (29124.430000 sec): 3 clusters Score: Raw -2372481.556704 + Penalty 3210.238458 = -2369271.318246 nChanged 1029 SP:Iteration 9F (29124.720000 sec): 3 clusters Score: Raw -2373374.772911 + Penalty 3210.238458 = -2370164.534453 nChanged 623 SP:Iteration 10Q (29125.000000 sec): 3 clusters Score: Raw -2373797.943536 + Penalty 3210.238458 = -2370587.705078 nChanged 408 SP:Iteration 11Q (29125.290000 sec): 3 clusters Score: Raw -2374024.130654 + Penalty 3210.238458 = -2370813.892196 nChanged 290 SP:Iteration 12Q (29125.580000 sec): 3 clusters Score: Raw -2374158.780837 + Penalty 3210.238458 = -2370948.542379 nChanged 218 SP:Iteration 13Q (29125.870000 sec): 3 clusters Score: Raw -2374232.893965 + Penalty 3210.238458 = -2371022.655507 nChanged 184 SP:Iteration 14Q (29126.230000 sec): 3 clusters Score: Raw -2374285.728368 + Penalty 3210.238458 = -2371075.489910 nChanged 155 SP:Iteration 15Q (29126.510000 sec): 3 clusters Score: Raw -2374324.504105 + Penalty 3210.238458 = -2371114.265647 nChanged 120 SP:Iteration 16Q (29126.840000 sec): 3 clusters Score: Raw -2374352.353016 + Penalty 3210.238458 = -2371142.114559 nChanged 86 SP:Iteration 17Q (29127.140000 sec): 3 clusters Score: Raw -2374369.353192 + Penalty 3210.238458 = -2371159.114735 nChanged 76 SP:Iteration 18Q (29127.420000 sec): 3 clusters Score: Raw -2374381.638251 + Penalty 3210.238458 = -2371171.399793 nChanged 67 SP:Iteration 19Q (29127.740000 sec): 3 clusters Score: Raw -2374390.291435 + Penalty 3210.238458 = -2371180.052978 nChanged 43 SP:Iteration 20F (29127.980000 sec): 3 clusters Score: Raw -2374394.840878 + Penalty 3210.238458 = -2371184.602420 nChanged 22 SP:Iteration 21Q (29128.270000 sec): 3 clusters Score: Raw -2374397.140481 + Penalty 3210.238458 = -2371186.902023 nChanged 23 SP:Iteration 22Q (29128.570000 sec): 3 clusters Score: Raw -2374398.909109 + Penalty 3210.238458 = -2371188.670652 nChanged 17 SP:Iteration 23Q (29128.830000 sec): 3 clusters Score: Raw -2374400.000430 + Penalty 3210.238458 = -2371189.761973 nChanged 11 SP:Iteration 24Q (29129.040000 sec): 3 clusters Score: Raw -2374401.071196 + Penalty 3210.238458 = -2371190.832739 nChanged 10 SP:Iteration 25Q (29129.340000 sec): 3 clusters Score: Raw -2374401.753723 + Penalty 3210.238458 = -2371191.515266 nChanged 6 SP:Iteration 26Q (29129.650000 sec): 3 clusters Score: Raw -2374402.110371 + Penalty 3210.238458 = -2371191.871913 nChanged 3 SP:Iteration 27Q (29129.910000 sec): 3 clusters Score: Raw -2374402.291174 + Penalty 3210.238458 = -2371192.052717 nChanged 2 SP:Iteration 28Q (29130.140000 sec): 3 clusters Score: Raw -2374402.439883 + Penalty 3210.238458 = -2371192.201425 nChanged 5 SP:Iteration 29Q (29130.460000 sec): 3 clusters Score: Raw -2374402.816045 + Penalty 3210.238458 = -2371192.577588 nChanged 4 SP:Iteration 30Q (29130.700000 sec): 3 clusters Score: Raw -2374403.042598 + Penalty 3210.238458 = -2371192.804140 nChanged 6 SP:Iteration 31Q (29130.960000 sec): 3 clusters Score: Raw -2374403.411954 + Penalty 3210.238458 = -2371193.173496 nChanged 7 SP:Iteration 32Q (29131.330000 sec): 3 clusters Score: Raw -2374403.836025 + Penalty 3210.238458 = -2371193.597568 nChanged 7 SP:Iteration 33Q (29131.630000 sec): 3 clusters Score: Raw -2374404.200803 + Penalty 3210.238458 = -2371193.962345 nChanged 6 SP:Iteration 34Q (29132.000000 sec): 3 clusters Score: Raw -2374404.714025 + Penalty 3210.238458 = -2371194.475567 nChanged 5 SP:Iteration 35Q (29132.310000 sec): 3 clusters Score: Raw -2374405.029452 + Penalty 3210.238458 = -2371194.790994 nChanged 4 SP:Iteration 36Q (29132.560000 sec): 3 clusters Score: Raw -2374405.343406 + Penalty 3210.238458 = -2371195.104948 nChanged 6 SP:Iteration 37Q (29132.840000 sec): 3 clusters Score: Raw -2374405.599682 + Penalty 3210.238458 = -2371195.361225 nChanged 2 SP:Iteration 38Q (29133.140000 sec): 3 clusters Score: Raw -2374405.680669 + Penalty 3210.238458 = -2371195.442211 nChanged 1 SP:Iteration 39Q (29133.420000 sec): 3 clusters Score: Raw -2374405.727906 + Penalty 3210.238458 = -2371195.489448 nChanged 1 SP:Iteration 40F (29133.750000 sec): 3 clusters Score: Raw -2374405.828027 + Penalty 3210.238458 = -2371195.589569 nChanged 1 SP:Iteration 41Q (29133.980000 sec): 3 clusters Score: Raw -2374405.863816 + Penalty 3210.238458 = -2371195.625359 nChanged 1 SP:Iteration 42Q (29134.270000 sec): 3 clusters Score: Raw -2374405.939569 + Penalty 3210.238458 = -2371195.701111 nChanged 3 SP:Iteration 43Q (29134.540000 sec): 3 clusters Score: Raw -2374406.118616 + Penalty 3210.238458 = -2371195.880158 nChanged 1 SP:Iteration 44Q (29134.840000 sec): 3 clusters Score: Raw -2374406.163066 + Penalty 3210.238458 = -2371195.924608 nChanged 0 SP:Iteration 45F (29135.060000 sec): 3 clusters Score: Raw -2374406.163066 + Penalty 3210.238458 = -2371195.924608 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (35544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29135.320000 sec): 2 clusters Score: Raw -4340820.872856 + Penalty 1702.760580 = -4339118.112276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29135.670000 sec): 3 clusters Score: Raw -4318772.435099 + Penalty 3405.521160 = -4315366.913940 nChanged 16443 SP:Iteration 1F (29136.030000 sec): 3 clusters Score: Raw -4327791.816194 + Penalty 3405.521160 = -4324386.295034 nChanged 1214 SP:Iteration 2Q (29136.380000 sec): 3 clusters Score: Raw -4328089.766996 + Penalty 3405.521160 = -4324684.245837 nChanged 1173 SP:Iteration 3Q (29136.790000 sec): 3 clusters Score: Raw -4328410.773332 + Penalty 3405.521160 = -4325005.252173 nChanged 1273 SP:Iteration 4Q (29137.160000 sec): 3 clusters Score: Raw -4328838.352272 + Penalty 3405.521160 = -4325432.831112 nChanged 1533 SP:Iteration 5Q (29137.550000 sec): 3 clusters Score: Raw -4329480.426226 + Penalty 3405.521160 = -4326074.905067 nChanged 1882 SP:Iteration 6F (29137.960000 sec): 3 clusters Score: Raw -4330510.053266 + Penalty 3405.521160 = -4327104.532107 nChanged 2334 SP:Iteration 7F (29138.370000 sec): 3 clusters Score: Raw -4332161.239364 + Penalty 3405.521160 = -4328755.718204 nChanged 2768 SP:Iteration 8F (29138.750000 sec): 3 clusters Score: Raw -4334564.403728 + Penalty 3405.521160 = -4331158.882568 nChanged 2467 SP:Iteration 9F (29139.100000 sec): 3 clusters Score: Raw -4337181.891615 + Penalty 3405.521160 = -4333776.370455 nChanged 1813 SP:Iteration 10F (29139.470000 sec): 3 clusters Score: Raw -4339606.238685 + Penalty 3405.521160 = -4336200.717525 nChanged 1110 SP:Iteration 11Q (29139.860000 sec): 3 clusters Score: Raw -4340819.078470 + Penalty 3405.521160 = -4337413.557310 nChanged 683 SP:Iteration 12Q (29140.180000 sec): 3 clusters Score: Raw -4341265.989419 + Penalty 3405.521160 = -4337860.468259 nChanged 403 SP:Iteration 13Q (29140.530000 sec): 3 clusters Score: Raw -4341460.544888 + Penalty 3405.521160 = -4338055.023729 nChanged 262 SP:Iteration 14Q (29140.840000 sec): 3 clusters Score: Raw -4341552.186172 + Penalty 3405.521160 = -4338146.665012 nChanged 180 SP:Iteration 15Q (29141.140000 sec): 3 clusters Score: Raw -4341597.820342 + Penalty 3405.521160 = -4338192.299183 nChanged 124 SP:Iteration 16Q (29141.450000 sec): 3 clusters Score: Raw -4341620.503922 + Penalty 3405.521160 = -4338214.982763 nChanged 87 SP:Iteration 17Q (29141.830000 sec): 3 clusters Score: Raw -4341633.219761 + Penalty 3405.521160 = -4338227.698601 nChanged 56 SP:Iteration 18Q (29142.200000 sec): 3 clusters Score: Raw -4341640.453020 + Penalty 3405.521160 = -4338234.931860 nChanged 40 SP:Iteration 19Q (29142.560000 sec): 3 clusters Score: Raw -4341643.625718 + Penalty 3405.521160 = -4338238.104558 nChanged 15 SP:Iteration 20F (29142.930000 sec): 3 clusters Score: Raw -4341644.707384 + Penalty 3405.521160 = -4338239.186224 nChanged 10 SP:Iteration 21Q (29143.280000 sec): 3 clusters Score: Raw -4341645.349675 + Penalty 3405.521160 = -4338239.828516 nChanged 6 SP:Iteration 22Q (29143.700000 sec): 3 clusters Score: Raw -4341645.734759 + Penalty 3405.521160 = -4338240.213600 nChanged 7 SP:Iteration 23Q (29144.040000 sec): 3 clusters Score: Raw -4341646.093217 + Penalty 3405.521160 = -4338240.572057 nChanged 2 SP:Iteration 24Q (29144.400000 sec): 3 clusters Score: Raw -4341646.241936 + Penalty 3405.521160 = -4338240.720777 nChanged 3 SP:Iteration 25Q (29144.780000 sec): 3 clusters Score: Raw -4341646.433391 + Penalty 3405.521160 = -4338240.912231 nChanged 2 SP:Iteration 26Q (29145.090000 sec): 3 clusters Score: Raw -4341646.574288 + Penalty 3405.521160 = -4338241.053129 nChanged 2 SP:Iteration 27Q (29145.390000 sec): 3 clusters Score: Raw -4341646.661829 + Penalty 3405.521160 = -4338241.140670 nChanged 2 SP:Iteration 28Q (29145.720000 sec): 3 clusters Score: Raw -4341646.708318 + Penalty 3405.521160 = -4338241.187159 nChanged 2 SP:Iteration 29Q (29145.990000 sec): 3 clusters Score: Raw -4341646.790265 + Penalty 3405.521160 = -4338241.269106 nChanged 1 SP:Iteration 30Q (29146.320000 sec): 3 clusters Score: Raw -4341646.852897 + Penalty 3405.521160 = -4338241.331738 nChanged 1 SP:Iteration 31Q (29146.680000 sec): 3 clusters Score: Raw -4341646.895195 + Penalty 3405.521160 = -4338241.374035 nChanged 0 SP:Iteration 32F (29147.030000 sec): 3 clusters Score: Raw -4341646.895195 + Penalty 3405.521160 = -4338241.374035 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29147.160000 sec): 2 clusters Score: Raw -215966.458811 + Penalty 1217.029464 = -214749.429348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29147.330000 sec): 3 clusters Score: Raw -215208.071656 + Penalty 2434.058927 = -212774.012729 nChanged 618 SP:Iteration 1F (29147.540000 sec): 3 clusters Score: Raw -215602.651275 + Penalty 2434.058927 = -213168.592348 nChanged 127 SP:Iteration 2F (29147.690000 sec): 3 clusters Score: Raw -215690.780279 + Penalty 2434.058927 = -213256.721352 nChanged 83 SP:Iteration 3Q (29147.900000 sec): 3 clusters Score: Raw -215744.306105 + Penalty 2434.058927 = -213310.247178 nChanged 46 SP:Iteration 4Q (29148.070000 sec): 3 clusters Score: Raw -215777.524489 + Penalty 2434.058927 = -213343.465562 nChanged 35 SP:Iteration 5Q (29148.220000 sec): 3 clusters Score: Raw -215794.409753 + Penalty 2434.058927 = -213360.350826 nChanged 24 SP:Iteration 6Q (29148.380000 sec): 3 clusters Score: Raw -215809.249021 + Penalty 2434.058927 = -213375.190093 nChanged 18 SP:Iteration 7Q (29148.550000 sec): 3 clusters Score: Raw -215822.598576 + Penalty 2434.058927 = -213388.539649 nChanged 19 SP:Iteration 8Q (29148.760000 sec): 3 clusters Score: Raw -215834.395954 + Penalty 2434.058927 = -213400.337027 nChanged 17 SP:Iteration 9Q (29148.930000 sec): 3 clusters Score: Raw -215842.926190 + Penalty 2434.058927 = -213408.867263 nChanged 15 SP:Iteration 10Q (29149.080000 sec): 3 clusters Score: Raw -215852.714618 + Penalty 2434.058927 = -213418.655691 nChanged 21 SP:Iteration 11Q (29149.270000 sec): 3 clusters Score: Raw -215867.963071 + Penalty 2434.058927 = -213433.904144 nChanged 17 SP:Iteration 12Q (29149.480000 sec): 3 clusters Score: Raw -215881.077730 + Penalty 2434.058927 = -213447.018803 nChanged 18 SP:Iteration 13Q (29149.650000 sec): 3 clusters Score: Raw -215893.082705 + Penalty 2434.058927 = -213459.023778 nChanged 18 SP:Iteration 14Q (29149.820000 sec): 3 clusters Score: Raw -215903.849820 + Penalty 2434.058927 = -213469.790893 nChanged 11 SP:Iteration 15Q (29149.980000 sec): 3 clusters Score: Raw -215909.787068 + Penalty 2434.058927 = -213475.728141 nChanged 12 SP:Iteration 16Q (29150.180000 sec): 3 clusters Score: Raw -215916.734197 + Penalty 2434.058927 = -213482.675270 nChanged 12 SP:Iteration 17Q (29150.310000 sec): 3 clusters Score: Raw -215924.815304 + Penalty 2434.058927 = -213490.756376 nChanged 12 SP:Iteration 18Q (29150.420000 sec): 3 clusters Score: Raw -215931.383204 + Penalty 2434.058927 = -213497.324276 nChanged 16 SP:Iteration 19Q (29150.530000 sec): 3 clusters Score: Raw -215940.313009 + Penalty 2434.058927 = -213506.254082 nChanged 12 SP:Iteration 20F (29150.630000 sec): 3 clusters Score: Raw -215947.426791 + Penalty 2434.058927 = -213513.367864 nChanged 16 SP:Iteration 21Q (29150.760000 sec): 3 clusters Score: Raw -215956.044963 + Penalty 2434.058927 = -213521.986036 nChanged 11 SP:Iteration 22Q (29150.890000 sec): 3 clusters Score: Raw -215961.330676 + Penalty 2434.058927 = -213527.271748 nChanged 12 SP:Iteration 23Q (29151.020000 sec): 3 clusters Score: Raw -215969.570560 + Penalty 2434.058927 = -213535.511633 nChanged 10 SP:Iteration 24Q (29151.150000 sec): 3 clusters Score: Raw -215976.986761 + Penalty 2434.058927 = -213542.927834 nChanged 14 SP:Iteration 25Q (29151.280000 sec): 3 clusters Score: Raw -215986.798962 + Penalty 2434.058927 = -213552.740035 nChanged 14 SP:Iteration 26Q (29151.410000 sec): 3 clusters Score: Raw -215996.233361 + Penalty 2434.058927 = -213562.174434 nChanged 12 SP:Iteration 27Q (29151.550000 sec): 3 clusters Score: Raw -216007.933971 + Penalty 2434.058927 = -213573.875044 nChanged 18 SP:Iteration 28Q (29151.670000 sec): 3 clusters Score: Raw -216020.935520 + Penalty 2434.058927 = -213586.876593 nChanged 11 SP:Iteration 29Q (29151.800000 sec): 3 clusters Score: Raw -216029.903543 + Penalty 2434.058927 = -213595.844616 nChanged 10 SP:Iteration 30Q (29151.930000 sec): 3 clusters Score: Raw -216037.772189 + Penalty 2434.058927 = -213603.713262 nChanged 14 SP:Iteration 31Q (29152.050000 sec): 3 clusters Score: Raw -216052.923401 + Penalty 2434.058927 = -213618.864474 nChanged 13 SP:Iteration 32Q (29152.180000 sec): 3 clusters Score: Raw -216062.527201 + Penalty 2434.058927 = -213628.468274 nChanged 10 SP:Iteration 33Q (29152.310000 sec): 3 clusters Score: Raw -216069.324935 + Penalty 2434.058927 = -213635.266008 nChanged 7 SP:Iteration 34Q (29152.440000 sec): 3 clusters Score: Raw -216072.810709 + Penalty 2434.058927 = -213638.751782 nChanged 2 SP:Iteration 35Q (29152.570000 sec): 3 clusters Score: Raw -216074.773734 + Penalty 2434.058927 = -213640.714807 nChanged 2 SP:Iteration 36Q (29152.690000 sec): 3 clusters Score: Raw -216076.002813 + Penalty 2434.058927 = -213641.943885 nChanged 3 SP:Iteration 37Q (29152.820000 sec): 3 clusters Score: Raw -216078.152756 + Penalty 2434.058927 = -213644.093829 nChanged 3 SP:Iteration 38Q (29152.950000 sec): 3 clusters Score: Raw -216079.142956 + Penalty 2434.058927 = -213645.084029 nChanged 1 SP:Iteration 39Q (29153.080000 sec): 3 clusters Score: Raw -216079.304304 + Penalty 2434.058927 = -213645.245377 nChanged 0 SP:Iteration 40F (29153.210000 sec): 3 clusters Score: Raw -216079.304304 + Penalty 2434.058927 = -213645.245377 nChanged 0 Iteration 59Q (29198.140000 sec): 20 clusters Score: Raw -146377335.030619 + Penalty 43226.844640 = -146334108.185978 nChanged 2333 Iteration 60F (29238.590000 sec): 20 clusters Score: Raw -146378187.480703 + Penalty 43226.844640 = -146334960.636063 nChanged 2920 Iteration 61Q (29266.840000 sec): 20 clusters Score: Raw -146378966.087775 + Penalty 43226.844640 = -146335739.243135 nChanged 2264 Iteration 62Q (29295.990000 sec): 20 clusters Score: Raw -146379313.270931 + Penalty 43226.844640 = -146336086.426290 nChanged 1926 Iteration 63Q (29325.610000 sec): 20 clusters Score: Raw -146379577.698043 + Penalty 43226.844640 = -146336350.853403 nChanged 1568 Iteration 64Q (29354.380000 sec): 20 clusters Score: Raw -146379785.459125 + Penalty 43226.844640 = -146336558.614485 nChanged 1447 Iteration 65Q (29380.680000 sec): 20 clusters Score: Raw -146379973.871408 + Penalty 43226.844640 = -146336747.026768 nChanged 1321 Iteration 66Q (29408.550000 sec): 20 clusters Score: Raw -146380092.279177 + Penalty 43226.844640 = -146336865.434536 nChanged 1216 Iteration 67Q (29436.210000 sec): 20 clusters Score: Raw -146380175.323296 + Penalty 43226.844640 = -146336948.478656 nChanged 1131 Iteration 68Q (29462.420000 sec): 20 clusters Score: Raw -146380251.423346 + Penalty 43226.844640 = -146337024.578706 nChanged 1131 Iteration 69Q (29487.980000 sec): 20 clusters Score: Raw -146380345.612009 + Penalty 43226.844640 = -146337118.767368 nChanged 1075 Iteration 70Q (29516.080000 sec): 20 clusters Score: Raw -146380454.683880 + Penalty 43226.844640 = -146337227.839240 nChanged 1081 Iteration 71Q (29544.900000 sec): 20 clusters Score: Raw -146380598.692457 + Penalty 43226.844640 = -146337371.847817 nChanged 1157 Iteration 72Q (29570.060000 sec): 20 clusters Score: Raw -146380795.466333 + Penalty 43226.844640 = -146337568.621693 nChanged 1222 Iteration 73Q (29596.940000 sec): 20 clusters Score: Raw -146381027.607617 + Penalty 43226.844640 = -146337800.762977 nChanged 1219 Iteration 74Q (29622.860000 sec): 20 clusters Score: Raw -146381304.549546 + Penalty 43226.844640 = -146338077.704905 nChanged 1215 Iteration 75Q (29650.490000 sec): 20 clusters Score: Raw -146381582.438729 + Penalty 43226.844640 = -146338355.594089 nChanged 1191 Iteration 76Q (29677.220000 sec): 20 clusters Score: Raw -146381792.040425 + Penalty 43226.844640 = -146338565.195785 nChanged 1086 Iteration 77Q (29702.720000 sec): 20 clusters Score: Raw -146381911.419385 + Penalty 43226.844640 = -146338684.574745 nChanged 974 Iteration 78Q (29729.980000 sec): 20 clusters Score: Raw -146381994.576031 + Penalty 43226.844640 = -146338767.731391 nChanged 780 Iteration 79Q (29757.920000 sec): 20 clusters Score: Raw -146382042.678705 + Penalty 43226.844640 = -146338815.834065 nChanged 692 Iteration 80F (29797.790000 sec): 20 clusters Score: Raw -146382169.163087 + Penalty 43226.844640 = -146338942.318447 nChanged 603 Iteration 81Q (29825.190000 sec): 20 clusters Score: Raw -146382259.530453 + Penalty 43226.844640 = -146339032.685813 nChanged 522 Iteration 82Q (29850.920000 sec): 20 clusters Score: Raw -146382329.427755 + Penalty 43226.844640 = -146339102.583114 nChanged 407 Iteration 83Q (29886.360000 sec): 20 clusters Score: Raw -146382361.868172 + Penalty 43226.844640 = -146339135.023532 nChanged 370 Iteration 84Q (29911.210000 sec): 20 clusters Score: Raw -146382387.834300 + Penalty 43226.844640 = -146339160.989660 nChanged 343 Iteration 85Q (29936.530000 sec): 20 clusters Score: Raw -146382404.468111 + Penalty 43226.844640 = -146339177.623471 nChanged 308 Iteration 86Q (29964.510000 sec): 20 clusters Score: Raw -146382417.273777 + Penalty 43226.844640 = -146339190.429137 nChanged 260 Iteration 87Q (29991.240000 sec): 20 clusters Score: Raw -146382425.902975 + Penalty 43226.844640 = -146339199.058335 nChanged 237 Iteration 88Q (30018.000000 sec): 20 clusters Score: Raw -146382433.028927 + Penalty 43226.844640 = -146339206.184287 nChanged 214 Iteration 89Q (30042.510000 sec): 20 clusters Score: Raw -146382439.841719 + Penalty 43226.844640 = -146339212.997078 nChanged 191 Iteration 90Q (30070.330000 sec): 20 clusters Score: Raw -146382446.082101 + Penalty 43226.844640 = -146339219.237461 nChanged 169 Iteration 91Q (30098.590000 sec): 20 clusters Score: Raw -146382449.338475 + Penalty 43226.844640 = -146339222.493834 nChanged 162 Iteration 92Q (30123.160000 sec): 20 clusters Score: Raw -146382452.486902 + Penalty 43226.844640 = -146339225.642262 nChanged 147 Iteration 93Q (30149.280000 sec): 20 clusters Score: Raw -146382456.025668 + Penalty 43226.844640 = -146339229.181028 nChanged 137 Iteration 94Q (30175.570000 sec): 20 clusters Score: Raw -146382460.654683 + Penalty 43226.844640 = -146339233.810043 nChanged 154 Iteration 95Q (30198.620000 sec): 20 clusters Score: Raw -146382466.203875 + Penalty 43226.844640 = -146339239.359235 nChanged 139 Iteration 96Q (30228.070000 sec): 20 clusters Score: Raw -146382469.715482 + Penalty 43226.844640 = -146339242.870841 nChanged 132 Iteration 97Q (30256.660000 sec): 20 clusters Score: Raw -146382474.690410 + Penalty 43226.844640 = -146339247.845770 nChanged 123 Iteration 98Q (30282.490000 sec): 20 clusters Score: Raw -146382477.906141 + Penalty 43226.844640 = -146339251.061501 nChanged 110 Writing temp clu file Because OldScore, -146339247.845770, is greater than current (better) Score,-146339251.061501 Compute initial score before splitting: Score: Raw -146382477.906141 + Penalty 43226.844640 = -146339251.061501 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (33970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30282.980000 sec): 2 clusters Score: Raw -4183022.915301 + Penalty 1695.400372 = -4181327.514928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30283.400000 sec): 3 clusters Score: Raw -4161918.432208 + Penalty 3390.800745 = -4158527.631463 nChanged 15583 SP:Iteration 1F (30283.780000 sec): 3 clusters Score: Raw -4170446.370902 + Penalty 3390.800745 = -4167055.570158 nChanged 1219 SP:Iteration 2Q (30284.140000 sec): 3 clusters Score: Raw -4170776.094886 + Penalty 3390.800745 = -4167385.294141 nChanged 1258 SP:Iteration 3Q (30284.550000 sec): 3 clusters Score: Raw -4171176.752519 + Penalty 3390.800745 = -4167785.951775 nChanged 1456 SP:Iteration 4Q (30284.930000 sec): 3 clusters Score: Raw -4171770.014117 + Penalty 3390.800745 = -4168379.213372 nChanged 1804 SP:Iteration 5F (30285.250000 sec): 3 clusters Score: Raw -4172713.647658 + Penalty 3390.800745 = -4169322.846914 nChanged 2370 SP:Iteration 6F (30285.640000 sec): 3 clusters Score: Raw -4174328.278260 + Penalty 3390.800745 = -4170937.477515 nChanged 2932 SP:Iteration 7F (30286.050000 sec): 3 clusters Score: Raw -4176867.561905 + Penalty 3390.800745 = -4173476.761161 nChanged 2915 SP:Iteration 8F (30286.400000 sec): 3 clusters Score: Raw -4179796.427542 + Penalty 3390.800745 = -4176405.626797 nChanged 2001 SP:Iteration 9F (30286.800000 sec): 3 clusters Score: Raw -4181867.171065 + Penalty 3390.800745 = -4178476.370320 nChanged 889 SP:Iteration 10Q (30287.180000 sec): 3 clusters Score: Raw -4182784.446673 + Penalty 3390.800745 = -4179393.645928 nChanged 243 SP:Iteration 11Q (30287.490000 sec): 3 clusters Score: Raw -4183072.138085 + Penalty 3390.800745 = -4179681.337340 nChanged 48 SP:Iteration 12Q (30287.860000 sec): 3 clusters Score: Raw -4183145.539887 + Penalty 3390.800745 = -4179754.739142 nChanged 21 SP:Iteration 13Q (30288.240000 sec): 3 clusters Score: Raw -4183178.612378 + Penalty 3390.800745 = -4179787.811633 nChanged 9 SP:Iteration 14Q (30288.580000 sec): 3 clusters Score: Raw -4183193.892103 + Penalty 3390.800745 = -4179803.091358 nChanged 2 SP:Iteration 15Q (30288.840000 sec): 3 clusters Score: Raw -4183199.802843 + Penalty 3390.800745 = -4179809.002098 nChanged 4 SP:Iteration 16Q (30289.210000 sec): 3 clusters Score: Raw -4183209.399205 + Penalty 3390.800745 = -4179818.598460 nChanged 4 SP:Iteration 17Q (30289.530000 sec): 3 clusters Score: Raw -4183216.733979 + Penalty 3390.800745 = -4179825.933234 nChanged 3 SP:Iteration 18Q (30289.840000 sec): 3 clusters Score: Raw -4183220.796059 + Penalty 3390.800745 = -4179829.995314 nChanged 1 SP:Iteration 19Q (30290.120000 sec): 3 clusters Score: Raw -4183222.946479 + Penalty 3390.800745 = -4179832.145734 nChanged 2 SP:Iteration 20F (30290.420000 sec): 3 clusters Score: Raw -4183229.641625 + Penalty 3390.800745 = -4179838.840881 nChanged 4 SP:Iteration 21Q (30290.760000 sec): 3 clusters Score: Raw -4183242.389882 + Penalty 3390.800745 = -4179851.589137 nChanged 2 SP:Iteration 22Q (30291.050000 sec): 3 clusters Score: Raw -4183244.677700 + Penalty 3390.800745 = -4179853.876956 nChanged 0 SP:Iteration 23F (30291.370000 sec): 3 clusters Score: Raw -4183244.677700 + Penalty 3390.800745 = -4179853.876956 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (44513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30291.640000 sec): 2 clusters Score: Raw -5462856.776488 + Penalty 1739.324691 = -5461117.451797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30292.060000 sec): 3 clusters Score: Raw -5434700.170351 + Penalty 3478.649382 = -5431221.520969 nChanged 20837 SP:Iteration 1F (30292.470000 sec): 3 clusters Score: Raw -5446391.525751 + Penalty 3478.649382 = -5442912.876369 nChanged 1534 SP:Iteration 2Q (30292.850000 sec): 3 clusters Score: Raw -5446731.834965 + Penalty 3478.649382 = -5443253.185582 nChanged 1414 SP:Iteration 3Q (30293.230000 sec): 3 clusters Score: Raw -5447077.399382 + Penalty 3478.649382 = -5443598.750000 nChanged 1483 SP:Iteration 4Q (30293.610000 sec): 3 clusters Score: Raw -5447490.782672 + Penalty 3478.649382 = -5444012.133290 nChanged 1653 SP:Iteration 5Q (30294.010000 sec): 3 clusters Score: Raw -5448046.330065 + Penalty 3478.649382 = -5444567.680683 nChanged 1925 SP:Iteration 6Q (30294.460000 sec): 3 clusters Score: Raw -5448878.994899 + Penalty 3478.649382 = -5445400.345517 nChanged 2215 SP:Iteration 7Q (30294.900000 sec): 3 clusters Score: Raw -5450157.104159 + Penalty 3478.649382 = -5446678.454777 nChanged 2553 SP:Iteration 8F (30295.320000 sec): 3 clusters Score: Raw -5451985.598506 + Penalty 3478.649382 = -5448506.949124 nChanged 2626 SP:Iteration 9F (30295.720000 sec): 3 clusters Score: Raw -5454116.160515 + Penalty 3478.649382 = -5450637.511133 nChanged 2389 SP:Iteration 10F (30296.090000 sec): 3 clusters Score: Raw -5456079.472639 + Penalty 3478.649382 = -5452600.823257 nChanged 1929 SP:Iteration 11Q (30296.500000 sec): 3 clusters Score: Raw -5457541.818864 + Penalty 3478.649382 = -5454063.169482 nChanged 1512 SP:Iteration 12Q (30296.920000 sec): 3 clusters Score: Raw -5458539.052827 + Penalty 3478.649382 = -5455060.403445 nChanged 1154 SP:Iteration 13Q (30297.390000 sec): 3 clusters Score: Raw -5459255.791607 + Penalty 3478.649382 = -5455777.142225 nChanged 1008 SP:Iteration 14Q (30297.770000 sec): 3 clusters Score: Raw -5459891.152940 + Penalty 3478.649382 = -5456412.503558 nChanged 853 SP:Iteration 15Q (30298.190000 sec): 3 clusters Score: Raw -5460439.255282 + Penalty 3478.649382 = -5456960.605900 nChanged 758 SP:Iteration 16Q (30298.530000 sec): 3 clusters Score: Raw -5460936.913744 + Penalty 3478.649382 = -5457458.264362 nChanged 644 SP:Iteration 17Q (30298.930000 sec): 3 clusters Score: Raw -5461349.072957 + Penalty 3478.649382 = -5457870.423575 nChanged 571 SP:Iteration 18Q (30299.350000 sec): 3 clusters Score: Raw -5461747.231281 + Penalty 3478.649382 = -5458268.581899 nChanged 461 SP:Iteration 19Q (30299.770000 sec): 3 clusters Score: Raw -5462072.615097 + Penalty 3478.649382 = -5458593.965715 nChanged 362 SP:Iteration 20F (30300.210000 sec): 3 clusters Score: Raw -5462331.953748 + Penalty 3478.649382 = -5458853.304366 nChanged 277 SP:Iteration 21Q (30300.530000 sec): 3 clusters Score: Raw -5462561.074553 + Penalty 3478.649382 = -5459082.425171 nChanged 219 SP:Iteration 22Q (30300.950000 sec): 3 clusters Score: Raw -5462753.542954 + Penalty 3478.649382 = -5459274.893572 nChanged 121 SP:Iteration 23Q (30301.320000 sec): 3 clusters Score: Raw -5462878.805710 + Penalty 3478.649382 = -5459400.156328 nChanged 72 SP:Iteration 24Q (30301.730000 sec): 3 clusters Score: Raw -5462955.856132 + Penalty 3478.649382 = -5459477.206750 nChanged 39 SP:Iteration 25Q (30302.080000 sec): 3 clusters Score: Raw -5463000.159775 + Penalty 3478.649382 = -5459521.510393 nChanged 26 SP:Iteration 26Q (30302.450000 sec): 3 clusters Score: Raw -5463030.429492 + Penalty 3478.649382 = -5459551.780110 nChanged 15 SP:Iteration 27Q (30302.840000 sec): 3 clusters Score: Raw -5463048.125678 + Penalty 3478.649382 = -5459569.476296 nChanged 11 SP:Iteration 28Q (30303.210000 sec): 3 clusters Score: Raw -5463062.092107 + Penalty 3478.649382 = -5459583.442725 nChanged 8 SP:Iteration 29Q (30303.600000 sec): 3 clusters Score: Raw -5463070.163465 + Penalty 3478.649382 = -5459591.514083 nChanged 4 SP:Iteration 30Q (30303.960000 sec): 3 clusters Score: Raw -5463075.164082 + Penalty 3478.649382 = -5459596.514700 nChanged 5 SP:Iteration 31Q (30304.340000 sec): 3 clusters Score: Raw -5463080.677521 + Penalty 3478.649382 = -5459602.028139 nChanged 2 SP:Iteration 32Q (30304.680000 sec): 3 clusters Score: Raw -5463083.458184 + Penalty 3478.649382 = -5459604.808802 nChanged 0 SP:Iteration 33F (30305.100000 sec): 3 clusters Score: Raw -5463083.458184 + Penalty 3478.649382 = -5459604.808802 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30305.210000 sec): 2 clusters Score: Raw -183005.453242 + Penalty 1199.291566 = -181806.161676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30305.420000 sec): 3 clusters Score: Raw -182394.645670 + Penalty 2398.583131 = -179996.062539 nChanged 547 SP:Iteration 1F (30305.650000 sec): 3 clusters Score: Raw -182912.801428 + Penalty 2398.583131 = -180514.218296 nChanged 162 SP:Iteration 2F (30305.840000 sec): 3 clusters Score: Raw -183105.244175 + Penalty 2398.583131 = -180706.661044 nChanged 120 SP:Iteration 3F (30306.080000 sec): 3 clusters Score: Raw -183246.125528 + Penalty 2398.583131 = -180847.542397 nChanged 94 SP:Iteration 4F (30306.240000 sec): 3 clusters Score: Raw -183346.570908 + Penalty 2398.583131 = -180947.987777 nChanged 67 SP:Iteration 5Q (30306.460000 sec): 3 clusters Score: Raw -183418.782645 + Penalty 2398.583131 = -181020.199514 nChanged 57 SP:Iteration 6Q (30306.640000 sec): 3 clusters Score: Raw -183484.096703 + Penalty 2398.583131 = -181085.513572 nChanged 39 SP:Iteration 7Q (30306.820000 sec): 3 clusters Score: Raw -183523.047734 + Penalty 2398.583131 = -181124.464603 nChanged 26 SP:Iteration 8Q (30307.020000 sec): 3 clusters Score: Raw -183550.812744 + Penalty 2398.583131 = -181152.229613 nChanged 20 SP:Iteration 9Q (30307.220000 sec): 3 clusters Score: Raw -183574.547947 + Penalty 2398.583131 = -181175.964816 nChanged 12 SP:Iteration 10Q (30307.440000 sec): 3 clusters Score: Raw -183588.550666 + Penalty 2398.583131 = -181189.967535 nChanged 10 SP:Iteration 11Q (30307.610000 sec): 3 clusters Score: Raw -183600.626831 + Penalty 2398.583131 = -181202.043700 nChanged 7 SP:Iteration 12Q (30307.850000 sec): 3 clusters Score: Raw -183607.771033 + Penalty 2398.583131 = -181209.187902 nChanged 6 SP:Iteration 13Q (30308.060000 sec): 3 clusters Score: Raw -183613.099621 + Penalty 2398.583131 = -181214.516489 nChanged 7 SP:Iteration 14Q (30308.250000 sec): 3 clusters Score: Raw -183619.278490 + Penalty 2398.583131 = -181220.695359 nChanged 3 SP:Iteration 15Q (30308.470000 sec): 3 clusters Score: Raw -183626.222951 + Penalty 2398.583131 = -181227.639820 nChanged 4 SP:Iteration 16Q (30308.650000 sec): 3 clusters Score: Raw -183629.041863 + Penalty 2398.583131 = -181230.458732 nChanged 1 SP:Iteration 17Q (30308.870000 sec): 3 clusters Score: Raw -183630.545697 + Penalty 2398.583131 = -181231.962566 nChanged 1 SP:Iteration 18Q (30309.100000 sec): 3 clusters Score: Raw -183631.450334 + Penalty 2398.583131 = -181232.867203 nChanged 0 SP:Iteration 19F (30309.270000 sec): 3 clusters Score: Raw -183631.450334 + Penalty 2398.583131 = -181232.867203 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30309.450000 sec): 2 clusters Score: Raw -1457786.077310 + Penalty 1519.207827 = -1456266.869483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30309.650000 sec): 3 clusters Score: Raw -1451198.292399 + Penalty 3038.415653 = -1448159.876746 nChanged 4997 SP:Iteration 1F (30309.920000 sec): 3 clusters Score: Raw -1453837.843601 + Penalty 3038.415653 = -1450799.427947 nChanged 601 SP:Iteration 2F (30310.190000 sec): 3 clusters Score: Raw -1454061.364069 + Penalty 3038.415653 = -1451022.948416 nChanged 525 SP:Iteration 3Q (30310.430000 sec): 3 clusters Score: Raw -1454279.727634 + Penalty 3038.415653 = -1451241.311980 nChanged 522 SP:Iteration 4Q (30310.690000 sec): 3 clusters Score: Raw -1454517.754131 + Penalty 3038.415653 = -1451479.338478 nChanged 532 SP:Iteration 5Q (30310.960000 sec): 3 clusters Score: Raw -1454787.684339 + Penalty 3038.415653 = -1451749.268686 nChanged 609 SP:Iteration 6F (30311.160000 sec): 3 clusters Score: Raw -1455166.331650 + Penalty 3038.415653 = -1452127.915997 nChanged 693 SP:Iteration 7F (30311.410000 sec): 3 clusters Score: Raw -1455656.560349 + Penalty 3038.415653 = -1452618.144696 nChanged 686 SP:Iteration 8F (30311.650000 sec): 3 clusters Score: Raw -1456234.124057 + Penalty 3038.415653 = -1453195.708404 nChanged 642 SP:Iteration 9F (30311.840000 sec): 3 clusters Score: Raw -1456814.778359 + Penalty 3038.415653 = -1453776.362706 nChanged 523 SP:Iteration 10Q (30312.050000 sec): 3 clusters Score: Raw -1457302.137015 + Penalty 3038.415653 = -1454263.721362 nChanged 354 SP:Iteration 11Q (30312.240000 sec): 3 clusters Score: Raw -1457629.713726 + Penalty 3038.415653 = -1454591.298072 nChanged 182 SP:Iteration 12Q (30312.470000 sec): 3 clusters Score: Raw -1457795.259184 + Penalty 3038.415653 = -1454756.843531 nChanged 97 SP:Iteration 13Q (30312.700000 sec): 3 clusters Score: Raw -1457898.568931 + Penalty 3038.415653 = -1454860.153278 nChanged 54 SP:Iteration 14Q (30312.930000 sec): 3 clusters Score: Raw -1457955.364365 + Penalty 3038.415653 = -1454916.948712 nChanged 39 SP:Iteration 15Q (30313.170000 sec): 3 clusters Score: Raw -1457991.141357 + Penalty 3038.415653 = -1454952.725704 nChanged 32 SP:Iteration 16Q (30313.390000 sec): 3 clusters Score: Raw -1458028.447610 + Penalty 3038.415653 = -1454990.031957 nChanged 20 SP:Iteration 17Q (30313.610000 sec): 3 clusters Score: Raw -1458050.307187 + Penalty 3038.415653 = -1455011.891533 nChanged 16 SP:Iteration 18Q (30313.880000 sec): 3 clusters Score: Raw -1458066.384365 + Penalty 3038.415653 = -1455027.968712 nChanged 13 SP:Iteration 19Q (30314.100000 sec): 3 clusters Score: Raw -1458076.725004 + Penalty 3038.415653 = -1455038.309351 nChanged 8 SP:Iteration 20F (30314.340000 sec): 3 clusters Score: Raw -1458083.636945 + Penalty 3038.415653 = -1455045.221292 nChanged 4 SP:Iteration 21Q (30314.600000 sec): 3 clusters Score: Raw -1458087.855071 + Penalty 3038.415653 = -1455049.439418 nChanged 4 SP:Iteration 22Q (30314.800000 sec): 3 clusters Score: Raw -1458091.262897 + Penalty 3038.415653 = -1455052.847244 nChanged 3 SP:Iteration 23Q (30315.020000 sec): 3 clusters Score: Raw -1458093.237172 + Penalty 3038.415653 = -1455054.821518 nChanged 2 SP:Iteration 24Q (30315.250000 sec): 3 clusters Score: Raw -1458094.544976 + Penalty 3038.415653 = -1455056.129323 nChanged 1 SP:Iteration 25Q (30315.510000 sec): 3 clusters Score: Raw -1458094.982073 + Penalty 3038.415653 = -1455056.566420 nChanged 0 SP:Iteration 26F (30315.780000 sec): 3 clusters Score: Raw -1458094.982073 + Penalty 3038.415653 = -1455056.566420 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (28991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30316.080000 sec): 2 clusters Score: Raw -3437040.741392 + Penalty 1669.645366 = -3435371.096026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30316.450000 sec): 3 clusters Score: Raw -3419306.353211 + Penalty 3339.290733 = -3415967.062479 nChanged 13249 SP:Iteration 1F (30316.830000 sec): 3 clusters Score: Raw -3426481.673913 + Penalty 3339.290733 = -3423142.383181 nChanged 1303 SP:Iteration 2Q (30317.200000 sec): 3 clusters Score: Raw -3426934.558373 + Penalty 3339.290733 = -3423595.267640 nChanged 1324 SP:Iteration 3Q (30317.540000 sec): 3 clusters Score: Raw -3427471.954101 + Penalty 3339.290733 = -3424132.663368 nChanged 1528 SP:Iteration 4F (30317.900000 sec): 3 clusters Score: Raw -3428248.221628 + Penalty 3339.290733 = -3424908.930895 nChanged 1872 SP:Iteration 5F (30318.240000 sec): 3 clusters Score: Raw -3429468.413636 + Penalty 3339.290733 = -3426129.122904 nChanged 2142 SP:Iteration 6F (30318.570000 sec): 3 clusters Score: Raw -3431113.094667 + Penalty 3339.290733 = -3427773.803934 nChanged 2101 SP:Iteration 7F (30318.930000 sec): 3 clusters Score: Raw -3432884.534428 + Penalty 3339.290733 = -3429545.243696 nChanged 1719 SP:Iteration 8F (30319.260000 sec): 3 clusters Score: Raw -3434403.250121 + Penalty 3339.290733 = -3431063.959388 nChanged 1191 SP:Iteration 9Q (30319.650000 sec): 3 clusters Score: Raw -3435462.417949 + Penalty 3339.290733 = -3432123.127216 nChanged 732 SP:Iteration 10Q (30319.970000 sec): 3 clusters Score: Raw -3436263.495398 + Penalty 3339.290733 = -3432924.204665 nChanged 451 SP:Iteration 11Q (30320.280000 sec): 3 clusters Score: Raw -3437012.046801 + Penalty 3339.290733 = -3433672.756068 nChanged 234 SP:Iteration 12Q (30320.640000 sec): 3 clusters Score: Raw -3437454.940395 + Penalty 3339.290733 = -3434115.649663 nChanged 191 SP:Iteration 13Q (30320.980000 sec): 3 clusters Score: Raw -3437638.848671 + Penalty 3339.290733 = -3434299.557938 nChanged 132 SP:Iteration 14Q (30321.280000 sec): 3 clusters Score: Raw -3437727.739330 + Penalty 3339.290733 = -3434388.448598 nChanged 95 SP:Iteration 15Q (30321.650000 sec): 3 clusters Score: Raw -3437779.324691 + Penalty 3339.290733 = -3434440.033958 nChanged 71 SP:Iteration 16Q (30321.970000 sec): 3 clusters Score: Raw -3437809.806955 + Penalty 3339.290733 = -3434470.516222 nChanged 55 SP:Iteration 17Q (30322.240000 sec): 3 clusters Score: Raw -3437826.074630 + Penalty 3339.290733 = -3434486.783897 nChanged 28 SP:Iteration 18Q (30322.590000 sec): 3 clusters Score: Raw -3437834.655163 + Penalty 3339.290733 = -3434495.364430 nChanged 24 SP:Iteration 19Q (30322.930000 sec): 3 clusters Score: Raw -3437841.924446 + Penalty 3339.290733 = -3434502.633713 nChanged 15 SP:Iteration 20F (30323.260000 sec): 3 clusters Score: Raw -3437845.864653 + Penalty 3339.290733 = -3434506.573920 nChanged 18 SP:Iteration 21Q (30323.590000 sec): 3 clusters Score: Raw -3437851.113033 + Penalty 3339.290733 = -3434511.822300 nChanged 11 SP:Iteration 22Q (30323.900000 sec): 3 clusters Score: Raw -3437853.967501 + Penalty 3339.290733 = -3434514.676769 nChanged 14 SP:Iteration 23Q (30324.210000 sec): 3 clusters Score: Raw -3437857.330387 + Penalty 3339.290733 = -3434518.039655 nChanged 10 SP:Iteration 24Q (30324.490000 sec): 3 clusters Score: Raw -3437860.098787 + Penalty 3339.290733 = -3434520.808054 nChanged 15 SP:Iteration 25Q (30324.790000 sec): 3 clusters Score: Raw -3437863.397558 + Penalty 3339.290733 = -3434524.106826 nChanged 10 SP:Iteration 26Q (30325.070000 sec): 3 clusters Score: Raw -3437865.528767 + Penalty 3339.290733 = -3434526.238034 nChanged 5 SP:Iteration 27Q (30325.380000 sec): 3 clusters Score: Raw -3437867.261912 + Penalty 3339.290733 = -3434527.971179 nChanged 9 SP:Iteration 28Q (30325.670000 sec): 3 clusters Score: Raw -3437868.710759 + Penalty 3339.290733 = -3434529.420027 nChanged 5 SP:Iteration 29Q (30325.970000 sec): 3 clusters Score: Raw -3437869.590510 + Penalty 3339.290733 = -3434530.299777 nChanged 6 SP:Iteration 30Q (30326.260000 sec): 3 clusters Score: Raw -3437871.058539 + Penalty 3339.290733 = -3434531.767806 nChanged 3 SP:Iteration 31Q (30326.550000 sec): 3 clusters Score: Raw -3437871.594911 + Penalty 3339.290733 = -3434532.304178 nChanged 3 SP:Iteration 32Q (30326.800000 sec): 3 clusters Score: Raw -3437871.898533 + Penalty 3339.290733 = -3434532.607800 nChanged 0 SP:Iteration 33F (30327.130000 sec): 3 clusters Score: Raw -3437871.898533 + Penalty 3339.290733 = -3434532.607800 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30327.250000 sec): 2 clusters Score: Raw -162916.144164 + Penalty 1191.828519 = -161724.315645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30327.470000 sec): 3 clusters Score: Raw -162522.951977 + Penalty 2383.657039 = -160139.294938 nChanged 555 SP:Iteration 1F (30327.610000 sec): 3 clusters Score: Raw -164932.775864 + Penalty 2383.657039 = -162549.118825 nChanged 310 SP:Iteration 2F (30327.830000 sec): 3 clusters Score: Raw -167174.531977 + Penalty 2383.657039 = -164790.874938 nChanged 288 SP:Iteration 3F (30328.060000 sec): 3 clusters Score: Raw -168170.811277 + Penalty 2383.657039 = -165787.154238 nChanged 57 SP:Iteration 4Q (30328.250000 sec): 3 clusters Score: Raw -168478.226340 + Penalty 2383.657039 = -166094.569301 nChanged 16 SP:Iteration 5Q (30328.450000 sec): 3 clusters Score: Raw -168552.551262 + Penalty 2383.657039 = -166168.894223 nChanged 9 SP:Iteration 6Q (30328.670000 sec): 3 clusters Score: Raw -168580.353379 + Penalty 2383.657039 = -166196.696341 nChanged 10 SP:Iteration 7Q (30328.850000 sec): 3 clusters Score: Raw -168625.597200 + Penalty 2383.657039 = -166241.940161 nChanged 11 SP:Iteration 8Q (30329.050000 sec): 3 clusters Score: Raw -168750.831224 + Penalty 2383.657039 = -166367.174186 nChanged 4 SP:Iteration 9Q (30329.220000 sec): 3 clusters Score: Raw -169043.901923 + Penalty 2383.657039 = -166660.244885 nChanged 0 SP:Iteration 10F (30329.410000 sec): 3 clusters Score: Raw -169043.901923 + Penalty 2383.657039 = -166660.244885 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (41411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30329.760000 sec): 2 clusters Score: Raw -5244252.429305 + Penalty 1727.586547 = -5242524.842758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30330.170000 sec): 3 clusters Score: Raw -5218491.877069 + Penalty 3455.173093 = -5215036.703976 nChanged 19157 SP:Iteration 1F (30330.560000 sec): 3 clusters Score: Raw -5228835.316869 + Penalty 3455.173093 = -5225380.143776 nChanged 1539 SP:Iteration 2Q (30330.950000 sec): 3 clusters Score: Raw -5229221.244451 + Penalty 3455.173093 = -5225766.071358 nChanged 1473 SP:Iteration 3Q (30331.390000 sec): 3 clusters Score: Raw -5229559.019856 + Penalty 3455.173093 = -5226103.846763 nChanged 1319 SP:Iteration 4Q (30331.820000 sec): 3 clusters Score: Raw -5229868.629351 + Penalty 3455.173093 = -5226413.456258 nChanged 1283 SP:Iteration 5Q (30332.190000 sec): 3 clusters Score: Raw -5230205.506612 + Penalty 3455.173093 = -5226750.333519 nChanged 1337 SP:Iteration 6Q (30332.610000 sec): 3 clusters Score: Raw -5230583.109021 + Penalty 3455.173093 = -5227127.935928 nChanged 1368 SP:Iteration 7Q (30333.020000 sec): 3 clusters Score: Raw -5231059.970911 + Penalty 3455.173093 = -5227604.797818 nChanged 1544 SP:Iteration 8Q (30333.460000 sec): 3 clusters Score: Raw -5231722.059197 + Penalty 3455.173093 = -5228266.886104 nChanged 1801 SP:Iteration 9Q (30333.890000 sec): 3 clusters Score: Raw -5232685.429793 + Penalty 3455.173093 = -5229230.256699 nChanged 2133 SP:Iteration 10F (30334.260000 sec): 3 clusters Score: Raw -5234123.987218 + Penalty 3455.173093 = -5230668.814125 nChanged 2376 SP:Iteration 11F (30334.670000 sec): 3 clusters Score: Raw -5235936.326626 + Penalty 3455.173093 = -5232481.153533 nChanged 2301 SP:Iteration 12F (30335.080000 sec): 3 clusters Score: Raw -5237523.018918 + Penalty 3455.173093 = -5234067.845825 nChanged 1864 SP:Iteration 13Q (30335.520000 sec): 3 clusters Score: Raw -5238404.818754 + Penalty 3455.173093 = -5234949.645661 nChanged 1263 SP:Iteration 14Q (30335.970000 sec): 3 clusters Score: Raw -5238894.337174 + Penalty 3455.173093 = -5235439.164081 nChanged 900 SP:Iteration 15Q (30336.450000 sec): 3 clusters Score: Raw -5239263.292081 + Penalty 3455.173093 = -5235808.118987 nChanged 815 SP:Iteration 16Q (30336.890000 sec): 3 clusters Score: Raw -5239704.882389 + Penalty 3455.173093 = -5236249.709296 nChanged 860 SP:Iteration 17Q (30337.270000 sec): 3 clusters Score: Raw -5240261.222205 + Penalty 3455.173093 = -5236806.049112 nChanged 877 SP:Iteration 18Q (30337.680000 sec): 3 clusters Score: Raw -5240822.671837 + Penalty 3455.173093 = -5237367.498744 nChanged 875 SP:Iteration 19Q (30338.090000 sec): 3 clusters Score: Raw -5241300.711363 + Penalty 3455.173093 = -5237845.538270 nChanged 786 SP:Iteration 20F (30338.470000 sec): 3 clusters Score: Raw -5241612.923572 + Penalty 3455.173093 = -5238157.750479 nChanged 633 SP:Iteration 21Q (30338.910000 sec): 3 clusters Score: Raw -5241804.623945 + Penalty 3455.173093 = -5238349.450852 nChanged 518 SP:Iteration 22Q (30339.330000 sec): 3 clusters Score: Raw -5241945.761460 + Penalty 3455.173093 = -5238490.588367 nChanged 460 SP:Iteration 23Q (30339.710000 sec): 3 clusters Score: Raw -5242063.725802 + Penalty 3455.173093 = -5238608.552709 nChanged 429 SP:Iteration 24Q (30340.140000 sec): 3 clusters Score: Raw -5242169.364931 + Penalty 3455.173093 = -5238714.191837 nChanged 407 SP:Iteration 25Q (30340.570000 sec): 3 clusters Score: Raw -5242263.299726 + Penalty 3455.173093 = -5238808.126632 nChanged 368 SP:Iteration 26Q (30341.060000 sec): 3 clusters Score: Raw -5242345.596607 + Penalty 3455.173093 = -5238890.423514 nChanged 313 SP:Iteration 27Q (30341.450000 sec): 3 clusters Score: Raw -5242407.772519 + Penalty 3455.173093 = -5238952.599425 nChanged 280 SP:Iteration 28Q (30341.890000 sec): 3 clusters Score: Raw -5242458.898952 + Penalty 3455.173093 = -5239003.725858 nChanged 258 SP:Iteration 29Q (30342.300000 sec): 3 clusters Score: Raw -5242505.502831 + Penalty 3455.173093 = -5239050.329738 nChanged 228 SP:Iteration 30Q (30342.660000 sec): 3 clusters Score: Raw -5242546.625572 + Penalty 3455.173093 = -5239091.452479 nChanged 220 SP:Iteration 31Q (30343.020000 sec): 3 clusters Score: Raw -5242579.821513 + Penalty 3455.173093 = -5239124.648420 nChanged 207 SP:Iteration 32Q (30343.440000 sec): 3 clusters Score: Raw -5242612.357437 + Penalty 3455.173093 = -5239157.184344 nChanged 218 SP:Iteration 33Q (30343.830000 sec): 3 clusters Score: Raw -5242645.125183 + Penalty 3455.173093 = -5239189.952090 nChanged 218 SP:Iteration 34Q (30344.280000 sec): 3 clusters Score: Raw -5242678.917364 + Penalty 3455.173093 = -5239223.744271 nChanged 238 SP:Iteration 35Q (30344.680000 sec): 3 clusters Score: Raw -5242721.349222 + Penalty 3455.173093 = -5239266.176129 nChanged 246 SP:Iteration 36Q (30345.050000 sec): 3 clusters Score: Raw -5242761.750165 + Penalty 3455.173093 = -5239306.577072 nChanged 225 SP:Iteration 37Q (30345.490000 sec): 3 clusters Score: Raw -5242802.250420 + Penalty 3455.173093 = -5239347.077327 nChanged 238 SP:Iteration 38Q (30345.830000 sec): 3 clusters Score: Raw -5242847.162396 + Penalty 3455.173093 = -5239391.989302 nChanged 228 SP:Iteration 39Q (30346.190000 sec): 3 clusters Score: Raw -5242893.513518 + Penalty 3455.173093 = -5239438.340425 nChanged 228 SP:Iteration 40F (30346.590000 sec): 3 clusters Score: Raw -5242935.957613 + Penalty 3455.173093 = -5239480.784520 nChanged 229 SP:Iteration 41Q (30346.970000 sec): 3 clusters Score: Raw -5242979.846495 + Penalty 3455.173093 = -5239524.673402 nChanged 242 SP:Iteration 42Q (30347.340000 sec): 3 clusters Score: Raw -5243028.066267 + Penalty 3455.173093 = -5239572.893174 nChanged 232 SP:Iteration 43Q (30347.710000 sec): 3 clusters Score: Raw -5243073.050514 + Penalty 3455.173093 = -5239617.877421 nChanged 242 SP:Iteration 44Q (30348.110000 sec): 3 clusters Score: Raw -5243120.446975 + Penalty 3455.173093 = -5239665.273882 nChanged 229 SP:Iteration 45Q (30348.530000 sec): 3 clusters Score: Raw -5243167.638717 + Penalty 3455.173093 = -5239712.465624 nChanged 247 SP:Iteration 46Q (30348.900000 sec): 3 clusters Score: Raw -5243220.904792 + Penalty 3455.173093 = -5239765.731699 nChanged 236 SP:Iteration 47Q (30349.220000 sec): 3 clusters Score: Raw -5243275.088286 + Penalty 3455.173093 = -5239819.915193 nChanged 259 SP:Iteration 48Q (30349.570000 sec): 3 clusters Score: Raw -5243336.519729 + Penalty 3455.173093 = -5239881.346636 nChanged 261 SP:Iteration 49Q (30349.970000 sec): 3 clusters Score: Raw -5243397.943518 + Penalty 3455.173093 = -5239942.770425 nChanged 247 SP:Iteration 50Q (30350.390000 sec): 3 clusters Score: Raw -5243456.567551 + Penalty 3455.173093 = -5240001.394457 nChanged 232 SP:Iteration 51Q (30350.760000 sec): 3 clusters Score: Raw -5243514.687395 + Penalty 3455.173093 = -5240059.514302 nChanged 229 SP:Iteration 52Q (30351.190000 sec): 3 clusters Score: Raw -5243572.212802 + Penalty 3455.173093 = -5240117.039709 nChanged 212 SP:Iteration 53Q (30351.620000 sec): 3 clusters Score: Raw -5243628.290547 + Penalty 3455.173093 = -5240173.117454 nChanged 209 SP:Iteration 54Q (30351.970000 sec): 3 clusters Score: Raw -5243682.643033 + Penalty 3455.173093 = -5240227.469940 nChanged 205 SP:Iteration 55Q (30352.310000 sec): 3 clusters Score: Raw -5243741.911246 + Penalty 3455.173093 = -5240286.738153 nChanged 196 SP:Iteration 56Q (30352.740000 sec): 3 clusters Score: Raw -5243795.811911 + Penalty 3455.173093 = -5240340.638817 nChanged 166 SP:Iteration 57Q (30353.100000 sec): 3 clusters Score: Raw -5243841.270526 + Penalty 3455.173093 = -5240386.097433 nChanged 178 SP:Iteration 58Q (30353.520000 sec): 3 clusters Score: Raw -5243888.930273 + Penalty 3455.173093 = -5240433.757180 nChanged 159 SP:Iteration 59Q (30353.880000 sec): 3 clusters Score: Raw -5243928.621630 + Penalty 3455.173093 = -5240473.448537 nChanged 141 SP:Iteration 60F (30354.330000 sec): 3 clusters Score: Raw -5243962.474062 + Penalty 3455.173093 = -5240507.300969 nChanged 125 SP:Iteration 61Q (30354.700000 sec): 3 clusters Score: Raw -5243991.223218 + Penalty 3455.173093 = -5240536.050125 nChanged 116 SP:Iteration 62Q (30355.100000 sec): 3 clusters Score: Raw -5244017.022040 + Penalty 3455.173093 = -5240561.848947 nChanged 93 SP:Iteration 63Q (30355.490000 sec): 3 clusters Score: Raw -5244037.352714 + Penalty 3455.173093 = -5240582.179621 nChanged 82 SP:Iteration 64Q (30355.930000 sec): 3 clusters Score: Raw -5244054.891270 + Penalty 3455.173093 = -5240599.718177 nChanged 92 SP:Iteration 65Q (30356.330000 sec): 3 clusters Score: Raw -5244074.430301 + Penalty 3455.173093 = -5240619.257208 nChanged 82 SP:Iteration 66Q (30356.670000 sec): 3 clusters Score: Raw -5244092.168700 + Penalty 3455.173093 = -5240636.995607 nChanged 87 SP:Iteration 67Q (30357.040000 sec): 3 clusters Score: Raw -5244116.234924 + Penalty 3455.173093 = -5240661.061831 nChanged 99 SP:Iteration 68Q (30357.440000 sec): 3 clusters Score: Raw -5244142.071048 + Penalty 3455.173093 = -5240686.897955 nChanged 98 SP:Iteration 69Q (30357.790000 sec): 3 clusters Score: Raw -5244170.547782 + Penalty 3455.173093 = -5240715.374689 nChanged 82 SP:Iteration 70Q (30358.160000 sec): 3 clusters Score: Raw -5244189.384730 + Penalty 3455.173093 = -5240734.211637 nChanged 55 SP:Iteration 71Q (30358.550000 sec): 3 clusters Score: Raw -5244200.323600 + Penalty 3455.173093 = -5240745.150507 nChanged 41 SP:Iteration 72Q (30358.910000 sec): 3 clusters Score: Raw -5244208.765378 + Penalty 3455.173093 = -5240753.592285 nChanged 32 SP:Iteration 73Q (30359.280000 sec): 3 clusters Score: Raw -5244214.920491 + Penalty 3455.173093 = -5240759.747397 nChanged 30 SP:Iteration 74Q (30359.600000 sec): 3 clusters Score: Raw -5244221.786525 + Penalty 3455.173093 = -5240766.613432 nChanged 36 SP:Iteration 75Q (30360.020000 sec): 3 clusters Score: Raw -5244228.893754 + Penalty 3455.173093 = -5240773.720661 nChanged 33 SP:Iteration 76Q (30360.380000 sec): 3 clusters Score: Raw -5244235.369590 + Penalty 3455.173093 = -5240780.196497 nChanged 33 SP:Iteration 77Q (30360.730000 sec): 3 clusters Score: Raw -5244242.797861 + Penalty 3455.173093 = -5240787.624768 nChanged 40 SP:Iteration 78Q (30361.070000 sec): 3 clusters Score: Raw -5244251.921975 + Penalty 3455.173093 = -5240796.748882 nChanged 32 SP:Iteration 79Q (30361.420000 sec): 3 clusters Score: Raw -5244257.961359 + Penalty 3455.173093 = -5240802.788266 nChanged 35 SP:Iteration 80F (30361.810000 sec): 3 clusters Score: Raw -5244265.810585 + Penalty 3455.173093 = -5240810.637492 nChanged 32 SP:Iteration 81Q (30362.190000 sec): 3 clusters Score: Raw -5244271.335500 + Penalty 3455.173093 = -5240816.162407 nChanged 26 SP:Iteration 82Q (30362.560000 sec): 3 clusters Score: Raw -5244278.533648 + Penalty 3455.173093 = -5240823.360555 nChanged 42 SP:Iteration 83Q (30362.900000 sec): 3 clusters Score: Raw -5244286.772442 + Penalty 3455.173093 = -5240831.599349 nChanged 35 SP:Iteration 84Q (30363.240000 sec): 3 clusters Score: Raw -5244294.197404 + Penalty 3455.173093 = -5240839.024311 nChanged 29 SP:Iteration 85Q (30363.610000 sec): 3 clusters Score: Raw -5244302.665756 + Penalty 3455.173093 = -5240847.492663 nChanged 44 SP:Iteration 86Q (30363.930000 sec): 3 clusters Score: Raw -5244315.614290 + Penalty 3455.173093 = -5240860.441196 nChanged 45 SP:Iteration 87Q (30364.260000 sec): 3 clusters Score: Raw -5244329.395871 + Penalty 3455.173093 = -5240874.222778 nChanged 37 SP:Iteration 88Q (30364.580000 sec): 3 clusters Score: Raw -5244338.902860 + Penalty 3455.173093 = -5240883.729767 nChanged 43 SP:Iteration 89Q (30364.980000 sec): 3 clusters Score: Raw -5244352.105905 + Penalty 3455.173093 = -5240896.932812 nChanged 40 SP:Iteration 90Q (30365.360000 sec): 3 clusters Score: Raw -5244363.211959 + Penalty 3455.173093 = -5240908.038866 nChanged 34 SP:Iteration 91Q (30365.730000 sec): 3 clusters Score: Raw -5244371.687487 + Penalty 3455.173093 = -5240916.514393 nChanged 28 SP:Iteration 92Q (30366.070000 sec): 3 clusters Score: Raw -5244379.706622 + Penalty 3455.173093 = -5240924.533529 nChanged 31 SP:Iteration 93Q (30366.470000 sec): 3 clusters Score: Raw -5244387.852735 + Penalty 3455.173093 = -5240932.679642 nChanged 21 SP:Iteration 94Q (30366.820000 sec): 3 clusters Score: Raw -5244394.046962 + Penalty 3455.173093 = -5240938.873869 nChanged 26 SP:Iteration 95Q (30367.140000 sec): 3 clusters Score: Raw -5244406.109904 + Penalty 3455.173093 = -5240950.936811 nChanged 34 SP:Iteration 96Q (30367.460000 sec): 3 clusters Score: Raw -5244416.433538 + Penalty 3455.173093 = -5240961.260445 nChanged 24 SP:Iteration 97Q (30367.800000 sec): 3 clusters Score: Raw -5244423.249489 + Penalty 3455.173093 = -5240968.076396 nChanged 21 SP:Iteration 98Q (30368.170000 sec): 3 clusters Score: Raw -5244430.637887 + Penalty 3455.173093 = -5240975.464794 nChanged 30 SP:Iteration 99Q (30368.550000 sec): 3 clusters Score: Raw -5244440.438239 + Penalty 3455.173093 = -5240985.265146 nChanged 27 SP:Iteration 100F (30368.910000 sec): 3 clusters Score: Raw -5244449.340846 + Penalty 3455.173093 = -5240994.167753 nChanged 26 SP:Iteration 101Q (30369.250000 sec): 3 clusters Score: Raw -5244457.838891 + Penalty 3455.173093 = -5241002.665798 nChanged 19 SP:Iteration 102Q (30369.570000 sec): 3 clusters Score: Raw -5244464.991507 + Penalty 3455.173093 = -5241009.818414 nChanged 20 SP:Iteration 103Q (30369.940000 sec): 3 clusters Score: Raw -5244473.128847 + Penalty 3455.173093 = -5241017.955754 nChanged 17 SP:Iteration 104Q (30370.270000 sec): 3 clusters Score: Raw -5244477.897807 + Penalty 3455.173093 = -5241022.724714 nChanged 14 SP:Iteration 105Q (30370.630000 sec): 3 clusters Score: Raw -5244481.545482 + Penalty 3455.173093 = -5241026.372389 nChanged 12 SP:Iteration 106Q (30371.000000 sec): 3 clusters Score: Raw -5244484.738030 + Penalty 3455.173093 = -5241029.564937 nChanged 12 SP:Iteration 107Q (30371.370000 sec): 3 clusters Score: Raw -5244488.673547 + Penalty 3455.173093 = -5241033.500454 nChanged 11 SP:Iteration 108Q (30371.740000 sec): 3 clusters Score: Raw -5244491.531172 + Penalty 3455.173093 = -5241036.358079 nChanged 9 SP:Iteration 109Q (30372.110000 sec): 3 clusters Score: Raw -5244493.643638 + Penalty 3455.173093 = -5241038.470545 nChanged 5 SP:Iteration 110Q (30372.450000 sec): 3 clusters Score: Raw -5244495.386964 + Penalty 3455.173093 = -5241040.213871 nChanged 4 SP:Iteration 111Q (30372.770000 sec): 3 clusters Score: Raw -5244496.290961 + Penalty 3455.173093 = -5241041.117868 nChanged 5 SP:Iteration 112Q (30373.170000 sec): 3 clusters Score: Raw -5244497.200441 + Penalty 3455.173093 = -5241042.027347 nChanged 4 SP:Iteration 113Q (30373.540000 sec): 3 clusters Score: Raw -5244498.505016 + Penalty 3455.173093 = -5241043.331923 nChanged 5 SP:Iteration 114Q (30373.900000 sec): 3 clusters Score: Raw -5244499.904275 + Penalty 3455.173093 = -5241044.731182 nChanged 2 SP:Iteration 115Q (30374.230000 sec): 3 clusters Score: Raw -5244500.217951 + Penalty 3455.173093 = -5241045.044857 nChanged 0 SP:Iteration 116F (30374.610000 sec): 3 clusters Score: Raw -5244500.217951 + Penalty 3455.173093 = -5241045.044857 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (22494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30374.840000 sec): 2 clusters Score: Raw -2737038.169637 + Penalty 1628.413131 = -2735409.756506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30375.170000 sec): 3 clusters Score: Raw -2723418.334807 + Penalty 3256.826263 = -2720161.508544 nChanged 10140 SP:Iteration 1F (30375.440000 sec): 3 clusters Score: Raw -2728761.543645 + Penalty 3256.826263 = -2725504.717382 nChanged 975 SP:Iteration 2Q (30375.730000 sec): 3 clusters Score: Raw -2729018.120006 + Penalty 3256.826263 = -2725761.293743 nChanged 812 SP:Iteration 3Q (30376.030000 sec): 3 clusters Score: Raw -2729218.668394 + Penalty 3256.826263 = -2725961.842131 nChanged 727 SP:Iteration 4Q (30376.360000 sec): 3 clusters Score: Raw -2729401.911445 + Penalty 3256.826263 = -2726145.085182 nChanged 705 SP:Iteration 5Q (30376.640000 sec): 3 clusters Score: Raw -2729575.935955 + Penalty 3256.826263 = -2726319.109692 nChanged 710 SP:Iteration 6Q (30376.940000 sec): 3 clusters Score: Raw -2729765.618337 + Penalty 3256.826263 = -2726508.792074 nChanged 685 SP:Iteration 7Q (30377.250000 sec): 3 clusters Score: Raw -2729993.947328 + Penalty 3256.826263 = -2726737.121065 nChanged 830 SP:Iteration 8Q (30377.530000 sec): 3 clusters Score: Raw -2730332.172608 + Penalty 3256.826263 = -2727075.346345 nChanged 1027 SP:Iteration 9Q (30377.850000 sec): 3 clusters Score: Raw -2730844.654716 + Penalty 3256.826263 = -2727587.828453 nChanged 1229 SP:Iteration 10F (30378.110000 sec): 3 clusters Score: Raw -2731600.524309 + Penalty 3256.826263 = -2728343.698046 nChanged 1374 SP:Iteration 11F (30378.430000 sec): 3 clusters Score: Raw -2732658.121004 + Penalty 3256.826263 = -2729401.294741 nChanged 1471 SP:Iteration 12F (30378.740000 sec): 3 clusters Score: Raw -2733941.785316 + Penalty 3256.826263 = -2730684.959053 nChanged 1184 SP:Iteration 13F (30379.000000 sec): 3 clusters Score: Raw -2735115.554609 + Penalty 3256.826263 = -2731858.728346 nChanged 844 SP:Iteration 14Q (30379.360000 sec): 3 clusters Score: Raw -2736118.088656 + Penalty 3256.826263 = -2732861.262393 nChanged 591 SP:Iteration 15Q (30379.670000 sec): 3 clusters Score: Raw -2736761.204728 + Penalty 3256.826263 = -2733504.378465 nChanged 398 SP:Iteration 16Q (30379.930000 sec): 3 clusters Score: Raw -2737075.831009 + Penalty 3256.826263 = -2733819.004746 nChanged 268 SP:Iteration 17Q (30380.250000 sec): 3 clusters Score: Raw -2737223.137726 + Penalty 3256.826263 = -2733966.311463 nChanged 193 SP:Iteration 18Q (30380.550000 sec): 3 clusters Score: Raw -2737309.736738 + Penalty 3256.826263 = -2734052.910475 nChanged 154 SP:Iteration 19Q (30380.830000 sec): 3 clusters Score: Raw -2737363.365069 + Penalty 3256.826263 = -2734106.538806 nChanged 107 SP:Iteration 20F (30381.110000 sec): 3 clusters Score: Raw -2737397.497968 + Penalty 3256.826263 = -2734140.671705 nChanged 96 SP:Iteration 21Q (30381.400000 sec): 3 clusters Score: Raw -2737428.231516 + Penalty 3256.826263 = -2734171.405253 nChanged 79 SP:Iteration 22Q (30381.630000 sec): 3 clusters Score: Raw -2737452.305663 + Penalty 3256.826263 = -2734195.479400 nChanged 78 SP:Iteration 23Q (30381.910000 sec): 3 clusters Score: Raw -2737468.546068 + Penalty 3256.826263 = -2734211.719806 nChanged 57 SP:Iteration 24Q (30382.190000 sec): 3 clusters Score: Raw -2737479.839949 + Penalty 3256.826263 = -2734223.013687 nChanged 47 SP:Iteration 25Q (30382.470000 sec): 3 clusters Score: Raw -2737489.338386 + Penalty 3256.826263 = -2734232.512123 nChanged 42 SP:Iteration 26Q (30382.710000 sec): 3 clusters Score: Raw -2737495.409632 + Penalty 3256.826263 = -2734238.583369 nChanged 28 SP:Iteration 27Q (30382.990000 sec): 3 clusters Score: Raw -2737499.849449 + Penalty 3256.826263 = -2734243.023186 nChanged 34 SP:Iteration 28Q (30383.280000 sec): 3 clusters Score: Raw -2737507.022168 + Penalty 3256.826263 = -2734250.195905 nChanged 44 SP:Iteration 29Q (30383.550000 sec): 3 clusters Score: Raw -2737514.844760 + Penalty 3256.826263 = -2734258.018497 nChanged 34 SP:Iteration 30Q (30383.830000 sec): 3 clusters Score: Raw -2737520.211941 + Penalty 3256.826263 = -2734263.385678 nChanged 29 SP:Iteration 31Q (30384.110000 sec): 3 clusters Score: Raw -2737525.356964 + Penalty 3256.826263 = -2734268.530701 nChanged 26 SP:Iteration 32Q (30384.390000 sec): 3 clusters Score: Raw -2737529.052280 + Penalty 3256.826263 = -2734272.226017 nChanged 24 SP:Iteration 33Q (30384.630000 sec): 3 clusters Score: Raw -2737532.744389 + Penalty 3256.826263 = -2734275.918126 nChanged 18 SP:Iteration 34Q (30384.950000 sec): 3 clusters Score: Raw -2737535.770258 + Penalty 3256.826263 = -2734278.943995 nChanged 9 SP:Iteration 35Q (30385.210000 sec): 3 clusters Score: Raw -2737536.616333 + Penalty 3256.826263 = -2734279.790070 nChanged 8 SP:Iteration 36Q (30385.570000 sec): 3 clusters Score: Raw -2737537.475642 + Penalty 3256.826263 = -2734280.649379 nChanged 7 SP:Iteration 37Q (30385.780000 sec): 3 clusters Score: Raw -2737537.985681 + Penalty 3256.826263 = -2734281.159418 nChanged 9 SP:Iteration 38Q (30386.080000 sec): 3 clusters Score: Raw -2737538.794772 + Penalty 3256.826263 = -2734281.968509 nChanged 4 SP:Iteration 39Q (30386.390000 sec): 3 clusters Score: Raw -2737539.053391 + Penalty 3256.826263 = -2734282.227128 nChanged 2 SP:Iteration 40F (30386.700000 sec): 3 clusters Score: Raw -2737539.210459 + Penalty 3256.826263 = -2734282.384196 nChanged 1 SP:Iteration 41Q (30386.940000 sec): 3 clusters Score: Raw -2737539.309174 + Penalty 3256.826263 = -2734282.482911 nChanged 2 SP:Iteration 42Q (30387.190000 sec): 3 clusters Score: Raw -2737539.446315 + Penalty 3256.826263 = -2734282.620052 nChanged 5 SP:Iteration 43Q (30387.450000 sec): 3 clusters Score: Raw -2737539.803657 + Penalty 3256.826263 = -2734282.977394 nChanged 3 SP:Iteration 44Q (30387.700000 sec): 3 clusters Score: Raw -2737539.941660 + Penalty 3256.826263 = -2734283.115397 nChanged 2 SP:Iteration 45Q (30387.990000 sec): 3 clusters Score: Raw -2737540.091901 + Penalty 3256.826263 = -2734283.265638 nChanged 1 SP:Iteration 46Q (30388.200000 sec): 3 clusters Score: Raw -2737540.169157 + Penalty 3256.826263 = -2734283.342894 nChanged 1 SP:Iteration 47Q (30388.510000 sec): 3 clusters Score: Raw -2737540.218866 + Penalty 3256.826263 = -2734283.392603 nChanged 0 SP:Iteration 48F (30388.740000 sec): 3 clusters Score: Raw -2737540.218866 + Penalty 3256.826263 = -2734283.392603 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30388.880000 sec): 2 clusters Score: Raw -42867.153906 + Penalty 998.430166 = -41868.723740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30389.050000 sec): 3 clusters Score: Raw -43054.062864 + Penalty 1996.860331 = -41057.202532 nChanged 154 SP:Iteration 1F (30389.270000 sec): 3 clusters Score: Raw -44240.114313 + Penalty 1996.860331 = -42243.253982 nChanged 70 SP:Iteration 2F (30389.460000 sec): 3 clusters Score: Raw -45236.579703 + Penalty 1996.860331 = -43239.719372 nChanged 18 SP:Iteration 3Q (30389.650000 sec): 3 clusters Score: Raw -45549.688839 + Penalty 1996.860331 = -43552.828508 nChanged 4 SP:Iteration 4Q (30389.870000 sec): 3 clusters Score: Raw -45585.947873 + Penalty 1996.860331 = -43589.087542 nChanged 0 SP:Iteration 5F (30390.070000 sec): 3 clusters Score: Raw -45594.250043 + Penalty 1996.860331 = -43597.389711 nChanged 1 SP:Iteration 6Q (30390.260000 sec): 3 clusters Score: Raw -45615.360491 + Penalty 1996.860331 = -43618.500160 nChanged 2 SP:Iteration 7Q (30390.470000 sec): 3 clusters Score: Raw -45617.551105 + Penalty 1996.860331 = -43620.690774 nChanged 0 SP:Iteration 8F (30390.670000 sec): 3 clusters Score: Raw -45617.551105 + Penalty 1996.860331 = -43620.690774 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 8.69 GB. Trying to split cluster 10 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30390.790000 sec): 2 clusters Score: Raw -90915.933013 + Penalty 1074.238107 = -89841.694905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30390.900000 sec): 3 clusters Score: Raw -90721.257220 + Penalty 2148.476215 = -88572.781006 nChanged 199 SP:Iteration 1F (30391.090000 sec): 3 clusters Score: Raw -90903.470717 + Penalty 2148.476215 = -88754.994502 nChanged 38 SP:Iteration 2F (30391.210000 sec): 3 clusters Score: Raw -90947.239358 + Penalty 2148.476215 = -88798.763144 nChanged 18 SP:Iteration 3Q (30391.380000 sec): 3 clusters Score: Raw -90966.342088 + Penalty 2148.476215 = -88817.865874 nChanged 7 SP:Iteration 4Q (30391.530000 sec): 3 clusters Score: Raw -90973.813055 + Penalty 2148.476215 = -88825.336841 nChanged 7 SP:Iteration 5Q (30391.680000 sec): 3 clusters Score: Raw -90987.241092 + Penalty 2148.476215 = -88838.764878 nChanged 8 SP:Iteration 6Q (30391.830000 sec): 3 clusters Score: Raw -90994.729016 + Penalty 2148.476215 = -88846.252802 nChanged 5 SP:Iteration 7Q (30392.020000 sec): 3 clusters Score: Raw -91001.025193 + Penalty 2148.476215 = -88852.548979 nChanged 2 SP:Iteration 8Q (30392.240000 sec): 3 clusters Score: Raw -91002.629765 + Penalty 2148.476215 = -88854.153550 nChanged 3 SP:Iteration 9Q (30392.380000 sec): 3 clusters Score: Raw -91005.062772 + Penalty 2148.476215 = -88856.586557 nChanged 4 SP:Iteration 10Q (30392.540000 sec): 3 clusters Score: Raw -91012.149403 + Penalty 2148.476215 = -88863.673188 nChanged 2 SP:Iteration 11Q (30392.720000 sec): 3 clusters Score: Raw -91013.166362 + Penalty 2148.476215 = -88864.690147 nChanged 0 SP:Iteration 12F (30392.940000 sec): 3 clusters Score: Raw -91013.166362 + Penalty 2148.476215 = -88864.690147 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30392.990000 sec): 2 clusters Score: Raw -45816.052747 + Penalty 978.810234 = -44837.242513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30393.160000 sec): 3 clusters Score: Raw -45864.517483 + Penalty 1957.620468 = -43906.897015 nChanged 100 SP:Iteration 1F (30393.340000 sec): 3 clusters Score: Raw -46066.640061 + Penalty 1957.620468 = -44109.019594 nChanged 25 SP:Iteration 2F (30393.520000 sec): 3 clusters Score: Raw -46140.950493 + Penalty 1957.620468 = -44183.330025 nChanged 20 SP:Iteration 3Q (30393.680000 sec): 3 clusters Score: Raw -46209.333633 + Penalty 1957.620468 = -44251.713166 nChanged 11 SP:Iteration 4Q (30393.850000 sec): 3 clusters Score: Raw -46240.718168 + Penalty 1957.620468 = -44283.097700 nChanged 10 SP:Iteration 5Q (30394.040000 sec): 3 clusters Score: Raw -46265.343687 + Penalty 1957.620468 = -44307.723219 nChanged 4 SP:Iteration 6Q (30394.220000 sec): 3 clusters Score: Raw -46271.575193 + Penalty 1957.620468 = -44313.954725 nChanged 4 SP:Iteration 7Q (30394.410000 sec): 3 clusters Score: Raw -46284.733065 + Penalty 1957.620468 = -44327.112597 nChanged 5 SP:Iteration 8Q (30394.570000 sec): 3 clusters Score: Raw -46296.258119 + Penalty 1957.620468 = -44338.637652 nChanged 5 SP:Iteration 9Q (30394.730000 sec): 3 clusters Score: Raw -46315.588928 + Penalty 1957.620468 = -44357.968460 nChanged 7 SP:Iteration 10Q (30394.930000 sec): 3 clusters Score: Raw -46342.085613 + Penalty 1957.620468 = -44384.465145 nChanged 9 SP:Iteration 11Q (30395.150000 sec): 3 clusters Score: Raw -46378.846374 + Penalty 1957.620468 = -44421.225906 nChanged 15 SP:Iteration 12Q (30395.340000 sec): 3 clusters Score: Raw -46448.147965 + Penalty 1957.620468 = -44490.527497 nChanged 8 SP:Iteration 13Q (30395.510000 sec): 3 clusters Score: Raw -46484.192189 + Penalty 1957.620468 = -44526.571721 nChanged 9 SP:Iteration 14Q (30395.680000 sec): 3 clusters Score: Raw -46510.526568 + Penalty 1957.620468 = -44552.906100 nChanged 11 SP:Iteration 15Q (30395.870000 sec): 3 clusters Score: Raw -46555.050086 + Penalty 1957.620468 = -44597.429618 nChanged 10 SP:Iteration 16Q (30396.020000 sec): 3 clusters Score: Raw -46598.884077 + Penalty 1957.620468 = -44641.263609 nChanged 3 SP:Iteration 17Q (30396.160000 sec): 3 clusters Score: Raw -46609.117966 + Penalty 1957.620468 = -44651.497498 nChanged 3 SP:Iteration 18Q (30396.340000 sec): 3 clusters Score: Raw -46622.889398 + Penalty 1957.620468 = -44665.268930 nChanged 2 SP:Iteration 19Q (30396.540000 sec): 3 clusters Score: Raw -46639.963665 + Penalty 1957.620468 = -44682.343197 nChanged 6 SP:Iteration 20F (30396.710000 sec): 3 clusters Score: Raw -46666.466291 + Penalty 1957.620468 = -44708.845823 nChanged 5 SP:Iteration 21Q (30396.930000 sec): 3 clusters Score: Raw -46681.505084 + Penalty 1957.620468 = -44723.884617 nChanged 2 SP:Iteration 22Q (30397.100000 sec): 3 clusters Score: Raw -46687.693969 + Penalty 1957.620468 = -44730.073501 nChanged 5 SP:Iteration 23Q (30397.270000 sec): 3 clusters Score: Raw -46704.132566 + Penalty 1957.620468 = -44746.512098 nChanged 5 SP:Iteration 24Q (30397.480000 sec): 3 clusters Score: Raw -46722.115964 + Penalty 1957.620468 = -44764.495497 nChanged 1 SP:Iteration 25Q (30397.700000 sec): 3 clusters Score: Raw -46723.327516 + Penalty 1957.620468 = -44765.707048 nChanged 0 SP:Iteration 26F (30397.880000 sec): 3 clusters Score: Raw -46723.327516 + Penalty 1957.620468 = -44765.707048 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30397.970000 sec): 2 clusters Score: Raw -155963.840128 + Penalty 1182.440415 = -154781.399713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30398.160000 sec): 3 clusters Score: Raw -155486.560316 + Penalty 2364.880831 = -153121.679485 nChanged 505 SP:Iteration 1F (30398.340000 sec): 3 clusters Score: Raw -156645.638536 + Penalty 2364.880831 = -154280.757705 nChanged 184 SP:Iteration 2F (30398.510000 sec): 3 clusters Score: Raw -157937.259886 + Penalty 2364.880831 = -155572.379055 nChanged 123 SP:Iteration 3F (30398.680000 sec): 3 clusters Score: Raw -158832.703424 + Penalty 2364.880831 = -156467.822594 nChanged 116 SP:Iteration 4F (30398.870000 sec): 3 clusters Score: Raw -159064.149630 + Penalty 2364.880831 = -156699.268799 nChanged 80 SP:Iteration 5F (30399.060000 sec): 3 clusters Score: Raw -159240.293634 + Penalty 2364.880831 = -156875.412804 nChanged 56 SP:Iteration 6Q (30399.260000 sec): 3 clusters Score: Raw -159373.956195 + Penalty 2364.880831 = -157009.075365 nChanged 40 SP:Iteration 7Q (30399.440000 sec): 3 clusters Score: Raw -159471.312867 + Penalty 2364.880831 = -157106.432036 nChanged 32 SP:Iteration 8Q (30399.650000 sec): 3 clusters Score: Raw -159532.858448 + Penalty 2364.880831 = -157167.977617 nChanged 23 SP:Iteration 9Q (30399.820000 sec): 3 clusters Score: Raw -159579.661657 + Penalty 2364.880831 = -157214.780826 nChanged 20 SP:Iteration 10Q (30400.030000 sec): 3 clusters Score: Raw -159628.413515 + Penalty 2364.880831 = -157263.532684 nChanged 24 SP:Iteration 11Q (30400.210000 sec): 3 clusters Score: Raw -159687.001214 + Penalty 2364.880831 = -157322.120383 nChanged 18 SP:Iteration 12Q (30400.400000 sec): 3 clusters Score: Raw -159740.546849 + Penalty 2364.880831 = -157375.666018 nChanged 22 SP:Iteration 13Q (30400.610000 sec): 3 clusters Score: Raw -159800.565452 + Penalty 2364.880831 = -157435.684621 nChanged 21 SP:Iteration 14Q (30400.740000 sec): 3 clusters Score: Raw -159857.527943 + Penalty 2364.880831 = -157492.647112 nChanged 23 SP:Iteration 15Q (30400.980000 sec): 3 clusters Score: Raw -159955.921648 + Penalty 2364.880831 = -157591.040817 nChanged 12 SP:Iteration 16Q (30401.160000 sec): 3 clusters Score: Raw -160024.822666 + Penalty 2364.880831 = -157659.941835 nChanged 5 SP:Iteration 17Q (30401.330000 sec): 3 clusters Score: Raw -160035.845948 + Penalty 2364.880831 = -157670.965117 nChanged 5 SP:Iteration 18Q (30401.510000 sec): 3 clusters Score: Raw -160044.439740 + Penalty 2364.880831 = -157679.558909 nChanged 2 SP:Iteration 19Q (30401.700000 sec): 3 clusters Score: Raw -160047.365255 + Penalty 2364.880831 = -157682.484425 nChanged 2 SP:Iteration 20F (30401.860000 sec): 3 clusters Score: Raw -160050.686676 + Penalty 2364.880831 = -157685.805845 nChanged 4 SP:Iteration 21Q (30402.060000 sec): 3 clusters Score: Raw -160060.958562 + Penalty 2364.880831 = -157696.077731 nChanged 5 SP:Iteration 22Q (30402.210000 sec): 3 clusters Score: Raw -160072.026530 + Penalty 2364.880831 = -157707.145700 nChanged 5 SP:Iteration 23Q (30402.420000 sec): 3 clusters Score: Raw -160086.213093 + Penalty 2364.880831 = -157721.332262 nChanged 5 SP:Iteration 24Q (30402.580000 sec): 3 clusters Score: Raw -160103.753729 + Penalty 2364.880831 = -157738.872898 nChanged 9 SP:Iteration 25Q (30402.710000 sec): 3 clusters Score: Raw -160178.552579 + Penalty 2364.880831 = -157813.671748 nChanged 9 SP:Iteration 26Q (30402.910000 sec): 3 clusters Score: Raw -160544.498103 + Penalty 2364.880831 = -158179.617272 nChanged 0 SP:Iteration 27F (30403.110000 sec): 3 clusters Score: Raw -160544.498103 + Penalty 2364.880831 = -158179.617272 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 8.69 GB. Trying to split cluster 13 (936535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30407.230000 sec): 2 clusters Score: Raw -114861656.220107 + Penalty 2234.365603 = -114859421.854504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30411.650000 sec): 3 clusters Score: Raw -114225963.465288 + Penalty 4468.731206 = -114221494.734082 nChanged 461496 SP:Iteration 1F (30416.060000 sec): 3 clusters Score: Raw -114513248.290356 + Penalty 4468.731206 = -114508779.559150 nChanged 34479 SP:Iteration 2Q (30420.990000 sec): 3 clusters Score: Raw -114525557.062208 + Penalty 4468.731206 = -114521088.331002 nChanged 48610 SP:Iteration 3F (30425.510000 sec): 3 clusters Score: Raw -114549811.955361 + Penalty 4468.731206 = -114545343.224155 nChanged 67751 SP:Iteration 4F (30430.000000 sec): 3 clusters Score: Raw -114595946.140696 + Penalty 4468.731206 = -114591477.409489 nChanged 85870 SP:Iteration 5F (30434.930000 sec): 3 clusters Score: Raw -114671344.556360 + Penalty 4468.731206 = -114666875.825153 nChanged 87860 SP:Iteration 6F (30439.510000 sec): 3 clusters Score: Raw -114761217.155716 + Penalty 4468.731206 = -114756748.424510 nChanged 62557 SP:Iteration 7F (30443.910000 sec): 3 clusters Score: Raw -114827255.013367 + Penalty 4468.731206 = -114822786.282161 nChanged 26878 SP:Iteration 8Q (30448.010000 sec): 3 clusters Score: Raw -114854113.808713 + Penalty 4468.731206 = -114849645.077506 nChanged 6789 SP:Iteration 9Q (30451.730000 sec): 3 clusters Score: Raw -114860393.981285 + Penalty 4468.731206 = -114855925.250078 nChanged 1209 SP:Iteration 10Q (30455.490000 sec): 3 clusters Score: Raw -114861490.134500 + Penalty 4468.731206 = -114857021.403293 nChanged 207 SP:Iteration 11Q (30459.360000 sec): 3 clusters Score: Raw -114861728.778854 + Penalty 4468.731206 = -114857260.047648 nChanged 37 SP:Iteration 12Q (30463.130000 sec): 3 clusters Score: Raw -114861792.023320 + Penalty 4468.731206 = -114857323.292114 nChanged 9 SP:Iteration 13Q (30466.640000 sec): 3 clusters Score: Raw -114861811.263803 + Penalty 4468.731206 = -114857342.532596 nChanged 9 SP:Iteration 14Q (30470.260000 sec): 3 clusters Score: Raw -114861833.262538 + Penalty 4468.731206 = -114857364.531332 nChanged 2 SP:Iteration 15Q (30473.750000 sec): 3 clusters Score: Raw -114861837.218011 + Penalty 4468.731206 = -114857368.486805 nChanged 2 SP:Iteration 16Q (30477.250000 sec): 3 clusters Score: Raw -114861843.177442 + Penalty 4468.731206 = -114857374.446235 nChanged 2 SP:Iteration 17Q (30480.840000 sec): 3 clusters Score: Raw -114861846.040879 + Penalty 4468.731206 = -114857377.309672 nChanged 2 SP:Iteration 18Q (30484.550000 sec): 3 clusters Score: Raw -114861851.365484 + Penalty 4468.731206 = -114857382.634278 nChanged 1 SP:Iteration 19Q (30488.150000 sec): 3 clusters Score: Raw -114861855.295363 + Penalty 4468.731206 = -114857386.564157 nChanged 2 SP:Iteration 20F (30494.630000 sec): 3 clusters Score: Raw -114861858.440333 + Penalty 4468.731206 = -114857389.709127 nChanged 2 SP:Iteration 21Q (30498.800000 sec): 3 clusters Score: Raw -114861863.162099 + Penalty 4468.731206 = -114857394.430893 nChanged 1 SP:Iteration 22Q (30502.750000 sec): 3 clusters Score: Raw -114861865.243624 + Penalty 4468.731206 = -114857396.512418 nChanged 1 SP:Iteration 23Q (30506.160000 sec): 3 clusters Score: Raw -114861866.211456 + Penalty 4468.731206 = -114857397.480249 nChanged 0 SP:Iteration 24F (30510.440000 sec): 3 clusters Score: Raw -114861866.211456 + Penalty 4468.731206 = -114857397.480249 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30511.220000 sec): 2 clusters Score: Raw -96175.970605 + Penalty 1115.028093 = -95060.942513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30511.410000 sec): 3 clusters Score: Raw -96048.570533 + Penalty 2230.056186 = -93818.514347 nChanged 313 SP:Iteration 1F (30511.590000 sec): 3 clusters Score: Raw -96992.849692 + Penalty 2230.056186 = -94762.793507 nChanged 120 SP:Iteration 2F (30511.810000 sec): 3 clusters Score: Raw -97821.629174 + Penalty 2230.056186 = -95591.572988 nChanged 68 SP:Iteration 3F (30512.000000 sec): 3 clusters Score: Raw -98273.568793 + Penalty 2230.056186 = -96043.512608 nChanged 27 SP:Iteration 4Q (30512.180000 sec): 3 clusters Score: Raw -98637.138727 + Penalty 2230.056186 = -96407.082541 nChanged 19 SP:Iteration 5Q (30512.360000 sec): 3 clusters Score: Raw -98803.493747 + Penalty 2230.056186 = -96573.437562 nChanged 16 SP:Iteration 6Q (30512.540000 sec): 3 clusters Score: Raw -98863.629177 + Penalty 2230.056186 = -96633.572991 nChanged 18 SP:Iteration 7Q (30512.720000 sec): 3 clusters Score: Raw -98927.203901 + Penalty 2230.056186 = -96697.147715 nChanged 12 SP:Iteration 8Q (30512.910000 sec): 3 clusters Score: Raw -99015.093377 + Penalty 2230.056186 = -96785.037192 nChanged 14 SP:Iteration 9Q (30513.130000 sec): 3 clusters Score: Raw -99131.704757 + Penalty 2230.056186 = -96901.648571 nChanged 2 SP:Iteration 10Q (30513.310000 sec): 3 clusters Score: Raw -99140.513929 + Penalty 2230.056186 = -96910.457743 nChanged 1 SP:Iteration 11Q (30513.500000 sec): 3 clusters Score: Raw -99144.710588 + Penalty 2230.056186 = -96914.654403 nChanged 0 SP:Iteration 12F (30513.700000 sec): 3 clusters Score: Raw -99144.710588 + Penalty 2230.056186 = -96914.654403 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 8.69 GB. Trying to split cluster 15 (15907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30513.910000 sec): 2 clusters Score: Raw -2022436.628899 + Penalty 1572.108613 = -2020864.520286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30514.250000 sec): 3 clusters Score: Raw -2013087.183366 + Penalty 3144.217226 = -2009942.966139 nChanged 7104 SP:Iteration 1F (30514.510000 sec): 3 clusters Score: Raw -2016893.067246 + Penalty 3144.217226 = -2013748.850020 nChanged 784 SP:Iteration 2Q (30514.780000 sec): 3 clusters Score: Raw -2017156.233320 + Penalty 3144.217226 = -2014012.016094 nChanged 671 SP:Iteration 3Q (30515.030000 sec): 3 clusters Score: Raw -2017365.870125 + Penalty 3144.217226 = -2014221.652899 nChanged 589 SP:Iteration 4Q (30515.310000 sec): 3 clusters Score: Raw -2017551.603420 + Penalty 3144.217226 = -2014407.386194 nChanged 514 SP:Iteration 5Q (30515.660000 sec): 3 clusters Score: Raw -2017732.155072 + Penalty 3144.217226 = -2014587.937846 nChanged 540 SP:Iteration 6Q (30515.930000 sec): 3 clusters Score: Raw -2017953.342497 + Penalty 3144.217226 = -2014809.125270 nChanged 545 SP:Iteration 7Q (30516.210000 sec): 3 clusters Score: Raw -2018179.852282 + Penalty 3144.217226 = -2015035.635056 nChanged 617 SP:Iteration 8Q (30516.470000 sec): 3 clusters Score: Raw -2018466.584180 + Penalty 3144.217226 = -2015322.366953 nChanged 706 SP:Iteration 9Q (30516.810000 sec): 3 clusters Score: Raw -2018872.933720 + Penalty 3144.217226 = -2015728.716493 nChanged 804 SP:Iteration 10F (30517.110000 sec): 3 clusters Score: Raw -2019429.851305 + Penalty 3144.217226 = -2016285.634079 nChanged 917 SP:Iteration 11F (30517.430000 sec): 3 clusters Score: Raw -2020136.824126 + Penalty 3144.217226 = -2016992.606900 nChanged 913 SP:Iteration 12F (30517.730000 sec): 3 clusters Score: Raw -2020837.991675 + Penalty 3144.217226 = -2017693.774448 nChanged 710 SP:Iteration 13Q (30517.990000 sec): 3 clusters Score: Raw -2021217.820301 + Penalty 3144.217226 = -2018073.603074 nChanged 418 SP:Iteration 14Q (30518.300000 sec): 3 clusters Score: Raw -2021371.286210 + Penalty 3144.217226 = -2018227.068983 nChanged 270 SP:Iteration 15Q (30518.530000 sec): 3 clusters Score: Raw -2021459.302454 + Penalty 3144.217226 = -2018315.085227 nChanged 215 SP:Iteration 16Q (30518.790000 sec): 3 clusters Score: Raw -2021522.937536 + Penalty 3144.217226 = -2018378.720309 nChanged 177 SP:Iteration 17Q (30519.070000 sec): 3 clusters Score: Raw -2021566.173533 + Penalty 3144.217226 = -2018421.956306 nChanged 147 SP:Iteration 18Q (30519.350000 sec): 3 clusters Score: Raw -2021600.899916 + Penalty 3144.217226 = -2018456.682690 nChanged 124 SP:Iteration 19Q (30519.620000 sec): 3 clusters Score: Raw -2021629.197313 + Penalty 3144.217226 = -2018484.980087 nChanged 117 SP:Iteration 20F (30519.900000 sec): 3 clusters Score: Raw -2021653.796703 + Penalty 3144.217226 = -2018509.579477 nChanged 103 SP:Iteration 21Q (30520.180000 sec): 3 clusters Score: Raw -2021673.990377 + Penalty 3144.217226 = -2018529.773150 nChanged 91 SP:Iteration 22Q (30520.480000 sec): 3 clusters Score: Raw -2021689.358787 + Penalty 3144.217226 = -2018545.141561 nChanged 77 SP:Iteration 23Q (30520.780000 sec): 3 clusters Score: Raw -2021701.299365 + Penalty 3144.217226 = -2018557.082139 nChanged 58 SP:Iteration 24Q (30521.070000 sec): 3 clusters Score: Raw -2021711.483470 + Penalty 3144.217226 = -2018567.266243 nChanged 55 SP:Iteration 25Q (30521.370000 sec): 3 clusters Score: Raw -2021718.811453 + Penalty 3144.217226 = -2018574.594227 nChanged 55 SP:Iteration 26Q (30521.680000 sec): 3 clusters Score: Raw -2021726.287726 + Penalty 3144.217226 = -2018582.070500 nChanged 56 SP:Iteration 27Q (30521.940000 sec): 3 clusters Score: Raw -2021733.555883 + Penalty 3144.217226 = -2018589.338657 nChanged 47 SP:Iteration 28Q (30522.250000 sec): 3 clusters Score: Raw -2021739.573009 + Penalty 3144.217226 = -2018595.355783 nChanged 45 SP:Iteration 29Q (30522.530000 sec): 3 clusters Score: Raw -2021745.799156 + Penalty 3144.217226 = -2018601.581930 nChanged 49 SP:Iteration 30Q (30522.860000 sec): 3 clusters Score: Raw -2021752.651099 + Penalty 3144.217226 = -2018608.433873 nChanged 41 SP:Iteration 31Q (30523.180000 sec): 3 clusters Score: Raw -2021757.786772 + Penalty 3144.217226 = -2018613.569545 nChanged 27 SP:Iteration 32Q (30523.500000 sec): 3 clusters Score: Raw -2021761.209225 + Penalty 3144.217226 = -2018616.991999 nChanged 33 SP:Iteration 33Q (30523.820000 sec): 3 clusters Score: Raw -2021765.284207 + Penalty 3144.217226 = -2018621.066981 nChanged 36 SP:Iteration 34Q (30524.170000 sec): 3 clusters Score: Raw -2021769.747259 + Penalty 3144.217226 = -2018625.530033 nChanged 39 SP:Iteration 35Q (30524.480000 sec): 3 clusters Score: Raw -2021774.770914 + Penalty 3144.217226 = -2018630.553688 nChanged 41 SP:Iteration 36Q (30524.730000 sec): 3 clusters Score: Raw -2021780.145308 + Penalty 3144.217226 = -2018635.928081 nChanged 37 SP:Iteration 37Q (30525.040000 sec): 3 clusters Score: Raw -2021784.247498 + Penalty 3144.217226 = -2018640.030271 nChanged 35 SP:Iteration 38Q (30525.380000 sec): 3 clusters Score: Raw -2021788.651971 + Penalty 3144.217226 = -2018644.434745 nChanged 33 SP:Iteration 39Q (30525.610000 sec): 3 clusters Score: Raw -2021793.229388 + Penalty 3144.217226 = -2018649.012162 nChanged 42 SP:Iteration 40F (30525.900000 sec): 3 clusters Score: Raw -2021799.711858 + Penalty 3144.217226 = -2018655.494632 nChanged 41 SP:Iteration 41Q (30526.200000 sec): 3 clusters Score: Raw -2021806.208837 + Penalty 3144.217226 = -2018661.991610 nChanged 44 SP:Iteration 42Q (30526.460000 sec): 3 clusters Score: Raw -2021812.515580 + Penalty 3144.217226 = -2018668.298353 nChanged 40 SP:Iteration 43Q (30526.770000 sec): 3 clusters Score: Raw -2021817.234011 + Penalty 3144.217226 = -2018673.016785 nChanged 35 SP:Iteration 44Q (30527.040000 sec): 3 clusters Score: Raw -2021821.070363 + Penalty 3144.217226 = -2018676.853136 nChanged 31 SP:Iteration 45Q (30527.280000 sec): 3 clusters Score: Raw -2021824.908528 + Penalty 3144.217226 = -2018680.691302 nChanged 38 SP:Iteration 46Q (30527.580000 sec): 3 clusters Score: Raw -2021829.840722 + Penalty 3144.217226 = -2018685.623496 nChanged 36 SP:Iteration 47Q (30527.840000 sec): 3 clusters Score: Raw -2021834.146466 + Penalty 3144.217226 = -2018689.929240 nChanged 30 SP:Iteration 48Q (30528.150000 sec): 3 clusters Score: Raw -2021837.498256 + Penalty 3144.217226 = -2018693.281030 nChanged 30 SP:Iteration 49Q (30528.450000 sec): 3 clusters Score: Raw -2021840.201208 + Penalty 3144.217226 = -2018695.983982 nChanged 27 SP:Iteration 50Q (30528.760000 sec): 3 clusters Score: Raw -2021843.013335 + Penalty 3144.217226 = -2018698.796109 nChanged 27 SP:Iteration 51Q (30529.030000 sec): 3 clusters Score: Raw -2021846.584753 + Penalty 3144.217226 = -2018702.367527 nChanged 36 SP:Iteration 52Q (30529.330000 sec): 3 clusters Score: Raw -2021850.895763 + Penalty 3144.217226 = -2018706.678536 nChanged 43 SP:Iteration 53Q (30529.660000 sec): 3 clusters Score: Raw -2021856.110839 + Penalty 3144.217226 = -2018711.893612 nChanged 45 SP:Iteration 54Q (30529.960000 sec): 3 clusters Score: Raw -2021861.138005 + Penalty 3144.217226 = -2018716.920779 nChanged 40 SP:Iteration 55Q (30530.220000 sec): 3 clusters Score: Raw -2021866.043808 + Penalty 3144.217226 = -2018721.826581 nChanged 46 SP:Iteration 56Q (30530.520000 sec): 3 clusters Score: Raw -2021872.583371 + Penalty 3144.217226 = -2018728.366145 nChanged 54 SP:Iteration 57Q (30530.850000 sec): 3 clusters Score: Raw -2021880.956049 + Penalty 3144.217226 = -2018736.738823 nChanged 63 SP:Iteration 58Q (30531.160000 sec): 3 clusters Score: Raw -2021890.659261 + Penalty 3144.217226 = -2018746.442034 nChanged 58 SP:Iteration 59Q (30531.420000 sec): 3 clusters Score: Raw -2021900.336346 + Penalty 3144.217226 = -2018756.119119 nChanged 65 SP:Iteration 60F (30531.690000 sec): 3 clusters Score: Raw -2021910.822097 + Penalty 3144.217226 = -2018766.604871 nChanged 60 SP:Iteration 61Q (30532.010000 sec): 3 clusters Score: Raw -2021921.212628 + Penalty 3144.217226 = -2018776.995401 nChanged 60 SP:Iteration 62Q (30532.240000 sec): 3 clusters Score: Raw -2021931.086935 + Penalty 3144.217226 = -2018786.869708 nChanged 66 SP:Iteration 63Q (30532.510000 sec): 3 clusters Score: Raw -2021942.450158 + Penalty 3144.217226 = -2018798.232931 nChanged 62 SP:Iteration 64Q (30532.780000 sec): 3 clusters Score: Raw -2021952.177773 + Penalty 3144.217226 = -2018807.960547 nChanged 63 SP:Iteration 65Q (30533.090000 sec): 3 clusters Score: Raw -2021962.402105 + Penalty 3144.217226 = -2018818.184878 nChanged 50 SP:Iteration 66Q (30533.300000 sec): 3 clusters Score: Raw -2021969.191164 + Penalty 3144.217226 = -2018824.973938 nChanged 44 SP:Iteration 67Q (30533.600000 sec): 3 clusters Score: Raw -2021975.400178 + Penalty 3144.217226 = -2018831.182952 nChanged 45 SP:Iteration 68Q (30533.860000 sec): 3 clusters Score: Raw -2021982.005374 + Penalty 3144.217226 = -2018837.788147 nChanged 47 SP:Iteration 69Q (30534.180000 sec): 3 clusters Score: Raw -2021988.360293 + Penalty 3144.217226 = -2018844.143066 nChanged 38 SP:Iteration 70Q (30534.490000 sec): 3 clusters Score: Raw -2021993.566147 + Penalty 3144.217226 = -2018849.348920 nChanged 44 SP:Iteration 71Q (30534.760000 sec): 3 clusters Score: Raw -2021999.844332 + Penalty 3144.217226 = -2018855.627105 nChanged 52 SP:Iteration 72Q (30535.010000 sec): 3 clusters Score: Raw -2022007.573039 + Penalty 3144.217226 = -2018863.355812 nChanged 49 SP:Iteration 73Q (30535.300000 sec): 3 clusters Score: Raw -2022017.869702 + Penalty 3144.217226 = -2018873.652475 nChanged 73 SP:Iteration 74Q (30535.550000 sec): 3 clusters Score: Raw -2022033.814600 + Penalty 3144.217226 = -2018889.597374 nChanged 85 SP:Iteration 75Q (30535.780000 sec): 3 clusters Score: Raw -2022050.908426 + Penalty 3144.217226 = -2018906.691199 nChanged 73 SP:Iteration 76Q (30536.110000 sec): 3 clusters Score: Raw -2022068.202661 + Penalty 3144.217226 = -2018923.985434 nChanged 82 SP:Iteration 77Q (30536.340000 sec): 3 clusters Score: Raw -2022084.601622 + Penalty 3144.217226 = -2018940.384395 nChanged 60 SP:Iteration 78Q (30536.640000 sec): 3 clusters Score: Raw -2022097.758710 + Penalty 3144.217226 = -2018953.541483 nChanged 57 SP:Iteration 79Q (30536.830000 sec): 3 clusters Score: Raw -2022110.549535 + Penalty 3144.217226 = -2018966.332308 nChanged 55 SP:Iteration 80F (30537.090000 sec): 3 clusters Score: Raw -2022122.262316 + Penalty 3144.217226 = -2018978.045089 nChanged 55 SP:Iteration 81Q (30537.340000 sec): 3 clusters Score: Raw -2022132.800048 + Penalty 3144.217226 = -2018988.582822 nChanged 47 SP:Iteration 82Q (30537.590000 sec): 3 clusters Score: Raw -2022141.567410 + Penalty 3144.217226 = -2018997.350183 nChanged 37 SP:Iteration 83Q (30537.840000 sec): 3 clusters Score: Raw -2022148.342217 + Penalty 3144.217226 = -2019004.124990 nChanged 35 SP:Iteration 84Q (30538.070000 sec): 3 clusters Score: Raw -2022154.443157 + Penalty 3144.217226 = -2019010.225931 nChanged 43 SP:Iteration 85Q (30538.310000 sec): 3 clusters Score: Raw -2022162.527769 + Penalty 3144.217226 = -2019018.310543 nChanged 43 SP:Iteration 86Q (30538.580000 sec): 3 clusters Score: Raw -2022170.277798 + Penalty 3144.217226 = -2019026.060572 nChanged 43 SP:Iteration 87Q (30538.810000 sec): 3 clusters Score: Raw -2022179.813701 + Penalty 3144.217226 = -2019035.596475 nChanged 57 SP:Iteration 88Q (30539.020000 sec): 3 clusters Score: Raw -2022191.996594 + Penalty 3144.217226 = -2019047.779368 nChanged 56 SP:Iteration 89Q (30539.270000 sec): 3 clusters Score: Raw -2022202.711575 + Penalty 3144.217226 = -2019058.494349 nChanged 58 SP:Iteration 90Q (30539.560000 sec): 3 clusters Score: Raw -2022215.060030 + Penalty 3144.217226 = -2019070.842804 nChanged 61 SP:Iteration 91Q (30539.750000 sec): 3 clusters Score: Raw -2022227.812479 + Penalty 3144.217226 = -2019083.595252 nChanged 48 SP:Iteration 92Q (30539.990000 sec): 3 clusters Score: Raw -2022236.890488 + Penalty 3144.217226 = -2019092.673262 nChanged 58 SP:Iteration 93Q (30540.270000 sec): 3 clusters Score: Raw -2022251.047877 + Penalty 3144.217226 = -2019106.830650 nChanged 59 SP:Iteration 94Q (30540.510000 sec): 3 clusters Score: Raw -2022264.862319 + Penalty 3144.217226 = -2019120.645093 nChanged 54 SP:Iteration 95Q (30540.730000 sec): 3 clusters Score: Raw -2022277.705462 + Penalty 3144.217226 = -2019133.488235 nChanged 62 SP:Iteration 96Q (30540.980000 sec): 3 clusters Score: Raw -2022295.035455 + Penalty 3144.217226 = -2019150.818229 nChanged 62 SP:Iteration 97Q (30541.200000 sec): 3 clusters Score: Raw -2022312.906057 + Penalty 3144.217226 = -2019168.688831 nChanged 70 SP:Iteration 98Q (30541.490000 sec): 3 clusters Score: Raw -2022333.547427 + Penalty 3144.217226 = -2019189.330200 nChanged 62 SP:Iteration 99Q (30541.710000 sec): 3 clusters Score: Raw -2022352.651444 + Penalty 3144.217226 = -2019208.434218 nChanged 73 SP:Iteration 100F (30541.950000 sec): 3 clusters Score: Raw -2022374.856079 + Penalty 3144.217226 = -2019230.638852 nChanged 73 SP:Iteration 101Q (30542.230000 sec): 3 clusters Score: Raw -2022395.894658 + Penalty 3144.217226 = -2019251.677431 nChanged 68 SP:Iteration 102Q (30542.460000 sec): 3 clusters Score: Raw -2022419.414664 + Penalty 3144.217226 = -2019275.197437 nChanged 78 SP:Iteration 103Q (30542.750000 sec): 3 clusters Score: Raw -2022445.176613 + Penalty 3144.217226 = -2019300.959386 nChanged 68 SP:Iteration 104Q (30542.950000 sec): 3 clusters Score: Raw -2022465.343723 + Penalty 3144.217226 = -2019321.126497 nChanged 50 SP:Iteration 105Q (30543.180000 sec): 3 clusters Score: Raw -2022483.130557 + Penalty 3144.217226 = -2019338.913330 nChanged 65 SP:Iteration 106Q (30543.420000 sec): 3 clusters Score: Raw -2022502.707050 + Penalty 3144.217226 = -2019358.489823 nChanged 50 SP:Iteration 107Q (30543.710000 sec): 3 clusters Score: Raw -2022519.269610 + Penalty 3144.217226 = -2019375.052383 nChanged 54 SP:Iteration 108Q (30543.950000 sec): 3 clusters Score: Raw -2022538.822973 + Penalty 3144.217226 = -2019394.605747 nChanged 55 SP:Iteration 109Q (30544.130000 sec): 3 clusters Score: Raw -2022559.154499 + Penalty 3144.217226 = -2019414.937273 nChanged 57 SP:Iteration 110Q (30544.390000 sec): 3 clusters Score: Raw -2022576.706234 + Penalty 3144.217226 = -2019432.489008 nChanged 50 SP:Iteration 111Q (30544.650000 sec): 3 clusters Score: Raw -2022592.224035 + Penalty 3144.217226 = -2019448.006809 nChanged 34 SP:Iteration 112Q (30544.880000 sec): 3 clusters Score: Raw -2022603.177912 + Penalty 3144.217226 = -2019458.960685 nChanged 37 SP:Iteration 113Q (30545.170000 sec): 3 clusters Score: Raw -2022614.278346 + Penalty 3144.217226 = -2019470.061119 nChanged 34 SP:Iteration 114Q (30545.450000 sec): 3 clusters Score: Raw -2022624.456958 + Penalty 3144.217226 = -2019480.239731 nChanged 27 SP:Iteration 115Q (30545.670000 sec): 3 clusters Score: Raw -2022634.421253 + Penalty 3144.217226 = -2019490.204027 nChanged 26 SP:Iteration 116Q (30545.930000 sec): 3 clusters Score: Raw -2022643.975582 + Penalty 3144.217226 = -2019499.758355 nChanged 33 SP:Iteration 117Q (30546.140000 sec): 3 clusters Score: Raw -2022654.220460 + Penalty 3144.217226 = -2019510.003234 nChanged 26 SP:Iteration 118Q (30546.390000 sec): 3 clusters Score: Raw -2022665.923050 + Penalty 3144.217226 = -2019521.705823 nChanged 36 SP:Iteration 119Q (30546.670000 sec): 3 clusters Score: Raw -2022679.668071 + Penalty 3144.217226 = -2019535.450845 nChanged 27 SP:Iteration 120F (30546.970000 sec): 3 clusters Score: Raw -2022688.298274 + Penalty 3144.217226 = -2019544.081048 nChanged 21 SP:Iteration 121Q (30547.190000 sec): 3 clusters Score: Raw -2022695.140329 + Penalty 3144.217226 = -2019550.923103 nChanged 17 SP:Iteration 122Q (30547.440000 sec): 3 clusters Score: Raw -2022699.268264 + Penalty 3144.217226 = -2019555.051037 nChanged 16 SP:Iteration 123Q (30547.700000 sec): 3 clusters Score: Raw -2022704.555146 + Penalty 3144.217226 = -2019560.337919 nChanged 19 SP:Iteration 124Q (30548.000000 sec): 3 clusters Score: Raw -2022712.055165 + Penalty 3144.217226 = -2019567.837938 nChanged 12 SP:Iteration 125Q (30548.250000 sec): 3 clusters Score: Raw -2022715.366781 + Penalty 3144.217226 = -2019571.149554 nChanged 11 SP:Iteration 126Q (30548.490000 sec): 3 clusters Score: Raw -2022717.972368 + Penalty 3144.217226 = -2019573.755141 nChanged 7 SP:Iteration 127Q (30548.740000 sec): 3 clusters Score: Raw -2022720.051702 + Penalty 3144.217226 = -2019575.834475 nChanged 8 SP:Iteration 128Q (30549.000000 sec): 3 clusters Score: Raw -2022723.516650 + Penalty 3144.217226 = -2019579.299424 nChanged 13 SP:Iteration 129Q (30549.320000 sec): 3 clusters Score: Raw -2022729.968307 + Penalty 3144.217226 = -2019585.751080 nChanged 13 SP:Iteration 130Q (30549.550000 sec): 3 clusters Score: Raw -2022733.490505 + Penalty 3144.217226 = -2019589.273279 nChanged 9 SP:Iteration 131Q (30549.800000 sec): 3 clusters Score: Raw -2022735.974147 + Penalty 3144.217226 = -2019591.756921 nChanged 5 SP:Iteration 132Q (30550.080000 sec): 3 clusters Score: Raw -2022737.081292 + Penalty 3144.217226 = -2019592.864066 nChanged 2 SP:Iteration 133Q (30550.290000 sec): 3 clusters Score: Raw -2022737.447339 + Penalty 3144.217226 = -2019593.230113 nChanged 1 SP:Iteration 134Q (30550.580000 sec): 3 clusters Score: Raw -2022737.606089 + Penalty 3144.217226 = -2019593.388863 nChanged 1 SP:Iteration 135Q (30550.850000 sec): 3 clusters Score: Raw -2022737.837824 + Penalty 3144.217226 = -2019593.620597 nChanged 4 SP:Iteration 136Q (30551.060000 sec): 3 clusters Score: Raw -2022738.561350 + Penalty 3144.217226 = -2019594.344123 nChanged 1 SP:Iteration 137Q (30551.340000 sec): 3 clusters Score: Raw -2022738.898217 + Penalty 3144.217226 = -2019594.680991 nChanged 2 SP:Iteration 138Q (30551.590000 sec): 3 clusters Score: Raw -2022739.373828 + Penalty 3144.217226 = -2019595.156602 nChanged 5 SP:Iteration 139Q (30551.920000 sec): 3 clusters Score: Raw -2022740.844821 + Penalty 3144.217226 = -2019596.627595 nChanged 4 SP:Iteration 140F (30552.210000 sec): 3 clusters Score: Raw -2022741.724988 + Penalty 3144.217226 = -2019597.507761 nChanged 2 SP:Iteration 141Q (30552.500000 sec): 3 clusters Score: Raw -2022742.072254 + Penalty 3144.217226 = -2019597.855028 nChanged 1 SP:Iteration 142Q (30552.780000 sec): 3 clusters Score: Raw -2022742.529897 + Penalty 3144.217226 = -2019598.312671 nChanged 2 SP:Iteration 143Q (30553.050000 sec): 3 clusters Score: Raw -2022742.934590 + Penalty 3144.217226 = -2019598.717364 nChanged 0 SP:Iteration 144F (30553.300000 sec): 3 clusters Score: Raw -2022742.934590 + Penalty 3144.217226 = -2019598.717364 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30553.430000 sec): 2 clusters Score: Raw -1157443.741966 + Penalty 1482.724040 = -1155961.017925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30553.690000 sec): 3 clusters Score: Raw -1152367.294116 + Penalty 2965.448081 = -1149401.846035 nChanged 3877 SP:Iteration 1F (30553.890000 sec): 3 clusters Score: Raw -1154355.739873 + Penalty 2965.448081 = -1151390.291792 nChanged 525 SP:Iteration 2F (30554.110000 sec): 3 clusters Score: Raw -1154569.391769 + Penalty 2965.448081 = -1151603.943688 nChanged 386 SP:Iteration 3Q (30554.350000 sec): 3 clusters Score: Raw -1154731.033716 + Penalty 2965.448081 = -1151765.585635 nChanged 375 SP:Iteration 4Q (30554.640000 sec): 3 clusters Score: Raw -1154861.174948 + Penalty 2965.448081 = -1151895.726867 nChanged 305 SP:Iteration 5Q (30554.910000 sec): 3 clusters Score: Raw -1154973.750500 + Penalty 2965.448081 = -1152008.302419 nChanged 287 SP:Iteration 6Q (30555.230000 sec): 3 clusters Score: Raw -1155082.160021 + Penalty 2965.448081 = -1152116.711941 nChanged 278 SP:Iteration 7Q (30555.550000 sec): 3 clusters Score: Raw -1155202.871803 + Penalty 2965.448081 = -1152237.423722 nChanged 304 SP:Iteration 8Q (30555.790000 sec): 3 clusters Score: Raw -1155339.133814 + Penalty 2965.448081 = -1152373.685733 nChanged 317 SP:Iteration 9Q (30556.050000 sec): 3 clusters Score: Raw -1155489.021158 + Penalty 2965.448081 = -1152523.573077 nChanged 328 SP:Iteration 10Q (30556.260000 sec): 3 clusters Score: Raw -1155682.572347 + Penalty 2965.448081 = -1152717.124266 nChanged 391 SP:Iteration 11Q (30556.550000 sec): 3 clusters Score: Raw -1155940.890528 + Penalty 2965.448081 = -1152975.442447 nChanged 439 SP:Iteration 12Q (30556.810000 sec): 3 clusters Score: Raw -1156228.135850 + Penalty 2965.448081 = -1153262.687769 nChanged 416 SP:Iteration 13Q (30557.030000 sec): 3 clusters Score: Raw -1156492.044297 + Penalty 2965.448081 = -1153526.596216 nChanged 367 SP:Iteration 14Q (30557.290000 sec): 3 clusters Score: Raw -1156685.741914 + Penalty 2965.448081 = -1153720.293834 nChanged 282 SP:Iteration 15Q (30557.570000 sec): 3 clusters Score: Raw -1156814.449094 + Penalty 2965.448081 = -1153849.001014 nChanged 219 SP:Iteration 16Q (30557.830000 sec): 3 clusters Score: Raw -1156903.882951 + Penalty 2965.448081 = -1153938.434870 nChanged 163 SP:Iteration 17Q (30558.070000 sec): 3 clusters Score: Raw -1156956.011164 + Penalty 2965.448081 = -1153990.563083 nChanged 128 SP:Iteration 18Q (30558.320000 sec): 3 clusters Score: Raw -1156993.634321 + Penalty 2965.448081 = -1154028.186241 nChanged 108 SP:Iteration 19Q (30558.610000 sec): 3 clusters Score: Raw -1157024.218243 + Penalty 2965.448081 = -1154058.770162 nChanged 92 SP:Iteration 20F (30558.860000 sec): 3 clusters Score: Raw -1157049.904897 + Penalty 2965.448081 = -1154084.456816 nChanged 107 SP:Iteration 21Q (30559.080000 sec): 3 clusters Score: Raw -1157080.072806 + Penalty 2965.448081 = -1154114.624726 nChanged 81 SP:Iteration 22Q (30559.270000 sec): 3 clusters Score: Raw -1157097.699106 + Penalty 2965.448081 = -1154132.251025 nChanged 60 SP:Iteration 23Q (30559.480000 sec): 3 clusters Score: Raw -1157108.028189 + Penalty 2965.448081 = -1154142.580108 nChanged 57 SP:Iteration 24Q (30559.740000 sec): 3 clusters Score: Raw -1157119.559248 + Penalty 2965.448081 = -1154154.111168 nChanged 48 SP:Iteration 25Q (30559.990000 sec): 3 clusters Score: Raw -1157128.839171 + Penalty 2965.448081 = -1154163.391091 nChanged 38 SP:Iteration 26Q (30560.240000 sec): 3 clusters Score: Raw -1157136.486135 + Penalty 2965.448081 = -1154171.038054 nChanged 39 SP:Iteration 27Q (30560.500000 sec): 3 clusters Score: Raw -1157143.976811 + Penalty 2965.448081 = -1154178.528731 nChanged 34 SP:Iteration 28Q (30560.740000 sec): 3 clusters Score: Raw -1157149.656131 + Penalty 2965.448081 = -1154184.208050 nChanged 26 SP:Iteration 29Q (30561.000000 sec): 3 clusters Score: Raw -1157152.918384 + Penalty 2965.448081 = -1154187.470303 nChanged 19 SP:Iteration 30Q (30561.190000 sec): 3 clusters Score: Raw -1157155.088174 + Penalty 2965.448081 = -1154189.640093 nChanged 15 SP:Iteration 31Q (30561.450000 sec): 3 clusters Score: Raw -1157156.573660 + Penalty 2965.448081 = -1154191.125580 nChanged 11 SP:Iteration 32Q (30561.660000 sec): 3 clusters Score: Raw -1157158.014842 + Penalty 2965.448081 = -1154192.566761 nChanged 15 SP:Iteration 33Q (30561.930000 sec): 3 clusters Score: Raw -1157159.375175 + Penalty 2965.448081 = -1154193.927094 nChanged 9 SP:Iteration 34Q (30562.180000 sec): 3 clusters Score: Raw -1157160.097942 + Penalty 2965.448081 = -1154194.649862 nChanged 10 SP:Iteration 35Q (30562.460000 sec): 3 clusters Score: Raw -1157161.125485 + Penalty 2965.448081 = -1154195.677405 nChanged 12 SP:Iteration 36Q (30562.740000 sec): 3 clusters Score: Raw -1157163.015609 + Penalty 2965.448081 = -1154197.567528 nChanged 14 SP:Iteration 37Q (30562.960000 sec): 3 clusters Score: Raw -1157165.005509 + Penalty 2965.448081 = -1154199.557429 nChanged 17 SP:Iteration 38Q (30563.160000 sec): 3 clusters Score: Raw -1157167.636189 + Penalty 2965.448081 = -1154202.188108 nChanged 12 SP:Iteration 39Q (30563.400000 sec): 3 clusters Score: Raw -1157168.721749 + Penalty 2965.448081 = -1154203.273668 nChanged 11 SP:Iteration 40F (30563.590000 sec): 3 clusters Score: Raw -1157170.425665 + Penalty 2965.448081 = -1154204.977585 nChanged 12 SP:Iteration 41Q (30563.840000 sec): 3 clusters Score: Raw -1157172.796233 + Penalty 2965.448081 = -1154207.348152 nChanged 17 SP:Iteration 42Q (30564.060000 sec): 3 clusters Score: Raw -1157175.232587 + Penalty 2965.448081 = -1154209.784506 nChanged 13 SP:Iteration 43Q (30564.250000 sec): 3 clusters Score: Raw -1157177.535725 + Penalty 2965.448081 = -1154212.087644 nChanged 15 SP:Iteration 44Q (30564.520000 sec): 3 clusters Score: Raw -1157179.746618 + Penalty 2965.448081 = -1154214.298537 nChanged 12 SP:Iteration 45Q (30564.740000 sec): 3 clusters Score: Raw -1157181.202397 + Penalty 2965.448081 = -1154215.754316 nChanged 11 SP:Iteration 46Q (30564.910000 sec): 3 clusters Score: Raw -1157182.119887 + Penalty 2965.448081 = -1154216.671807 nChanged 5 SP:Iteration 47Q (30565.180000 sec): 3 clusters Score: Raw -1157182.613854 + Penalty 2965.448081 = -1154217.165774 nChanged 4 SP:Iteration 48Q (30565.380000 sec): 3 clusters Score: Raw -1157183.298209 + Penalty 2965.448081 = -1154217.850129 nChanged 4 SP:Iteration 49Q (30565.660000 sec): 3 clusters Score: Raw -1157183.661760 + Penalty 2965.448081 = -1154218.213680 nChanged 2 SP:Iteration 50Q (30565.860000 sec): 3 clusters Score: Raw -1157183.847471 + Penalty 2965.448081 = -1154218.399390 nChanged 4 SP:Iteration 51Q (30566.080000 sec): 3 clusters Score: Raw -1157184.190146 + Penalty 2965.448081 = -1154218.742065 nChanged 3 SP:Iteration 52Q (30566.300000 sec): 3 clusters Score: Raw -1157184.602957 + Penalty 2965.448081 = -1154219.154876 nChanged 7 SP:Iteration 53Q (30566.560000 sec): 3 clusters Score: Raw -1157185.262972 + Penalty 2965.448081 = -1154219.814891 nChanged 9 SP:Iteration 54Q (30566.810000 sec): 3 clusters Score: Raw -1157186.050565 + Penalty 2965.448081 = -1154220.602484 nChanged 3 SP:Iteration 55Q (30567.010000 sec): 3 clusters Score: Raw -1157186.499579 + Penalty 2965.448081 = -1154221.051499 nChanged 3 SP:Iteration 56Q (30567.260000 sec): 3 clusters Score: Raw -1157186.748706 + Penalty 2965.448081 = -1154221.300625 nChanged 5 SP:Iteration 57Q (30567.530000 sec): 3 clusters Score: Raw -1157187.198044 + Penalty 2965.448081 = -1154221.749963 nChanged 4 SP:Iteration 58Q (30567.760000 sec): 3 clusters Score: Raw -1157187.658574 + Penalty 2965.448081 = -1154222.210493 nChanged 4 SP:Iteration 59Q (30568.050000 sec): 3 clusters Score: Raw -1157188.279013 + Penalty 2965.448081 = -1154222.830932 nChanged 6 SP:Iteration 60F (30568.290000 sec): 3 clusters Score: Raw -1157189.244441 + Penalty 2965.448081 = -1154223.796360 nChanged 6 SP:Iteration 61Q (30568.550000 sec): 3 clusters Score: Raw -1157189.816371 + Penalty 2965.448081 = -1154224.368291 nChanged 3 SP:Iteration 62Q (30568.810000 sec): 3 clusters Score: Raw -1157190.009650 + Penalty 2965.448081 = -1154224.561569 nChanged 1 SP:Iteration 63Q (30569.070000 sec): 3 clusters Score: Raw -1157190.089585 + Penalty 2965.448081 = -1154224.641504 nChanged 1 SP:Iteration 64Q (30569.310000 sec): 3 clusters Score: Raw -1157190.152235 + Penalty 2965.448081 = -1154224.704154 nChanged 0 SP:Iteration 65F (30569.600000 sec): 3 clusters Score: Raw -1157190.152235 + Penalty 2965.448081 = -1154224.704154 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (17269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30569.790000 sec): 2 clusters Score: Raw -2103801.898863 + Penalty 1585.458593 = -2102216.440270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30570.080000 sec): 3 clusters Score: Raw -2093510.270959 + Penalty 3170.917186 = -2090339.353773 nChanged 7716 SP:Iteration 1F (30570.320000 sec): 3 clusters Score: Raw -2097674.332969 + Penalty 3170.917186 = -2094503.415783 nChanged 896 SP:Iteration 2F (30570.610000 sec): 3 clusters Score: Raw -2098037.914223 + Penalty 3170.917186 = -2094866.997036 nChanged 812 SP:Iteration 3Q (30570.900000 sec): 3 clusters Score: Raw -2098396.074973 + Penalty 3170.917186 = -2095225.157787 nChanged 752 SP:Iteration 4Q (30571.190000 sec): 3 clusters Score: Raw -2098757.085559 + Penalty 3170.917186 = -2095586.168373 nChanged 747 SP:Iteration 5Q (30571.450000 sec): 3 clusters Score: Raw -2099182.838832 + Penalty 3170.917186 = -2096011.921646 nChanged 785 SP:Iteration 6Q (30571.690000 sec): 3 clusters Score: Raw -2099707.807419 + Penalty 3170.917186 = -2096536.890232 nChanged 895 SP:Iteration 7F (30571.910000 sec): 3 clusters Score: Raw -2100379.184949 + Penalty 3170.917186 = -2097208.267763 nChanged 907 SP:Iteration 8F (30572.200000 sec): 3 clusters Score: Raw -2101083.974785 + Penalty 3170.917186 = -2097913.057598 nChanged 873 SP:Iteration 9F (30572.460000 sec): 3 clusters Score: Raw -2101823.913133 + Penalty 3170.917186 = -2098652.995947 nChanged 739 SP:Iteration 10Q (30572.710000 sec): 3 clusters Score: Raw -2102490.499169 + Penalty 3170.917186 = -2099319.581983 nChanged 559 SP:Iteration 11Q (30573.000000 sec): 3 clusters Score: Raw -2102964.709521 + Penalty 3170.917186 = -2099793.792334 nChanged 410 SP:Iteration 12Q (30573.270000 sec): 3 clusters Score: Raw -2103255.478336 + Penalty 3170.917186 = -2100084.561150 nChanged 304 SP:Iteration 13Q (30573.530000 sec): 3 clusters Score: Raw -2103460.598461 + Penalty 3170.917186 = -2100289.681275 nChanged 241 SP:Iteration 14Q (30573.760000 sec): 3 clusters Score: Raw -2103627.936322 + Penalty 3170.917186 = -2100457.019135 nChanged 203 SP:Iteration 15Q (30574.020000 sec): 3 clusters Score: Raw -2103762.097063 + Penalty 3170.917186 = -2100591.179877 nChanged 128 SP:Iteration 16Q (30574.250000 sec): 3 clusters Score: Raw -2103838.358406 + Penalty 3170.917186 = -2100667.441219 nChanged 112 SP:Iteration 17Q (30574.530000 sec): 3 clusters Score: Raw -2103901.785358 + Penalty 3170.917186 = -2100730.868171 nChanged 80 SP:Iteration 18Q (30574.770000 sec): 3 clusters Score: Raw -2103950.589451 + Penalty 3170.917186 = -2100779.672265 nChanged 64 SP:Iteration 19Q (30574.990000 sec): 3 clusters Score: Raw -2103982.506369 + Penalty 3170.917186 = -2100811.589183 nChanged 41 SP:Iteration 20F (30575.360000 sec): 3 clusters Score: Raw -2104002.998234 + Penalty 3170.917186 = -2100832.081047 nChanged 34 SP:Iteration 21Q (30575.610000 sec): 3 clusters Score: Raw -2104016.989648 + Penalty 3170.917186 = -2100846.072461 nChanged 22 SP:Iteration 22Q (30575.870000 sec): 3 clusters Score: Raw -2104027.134169 + Penalty 3170.917186 = -2100856.216983 nChanged 27 SP:Iteration 23Q (30576.140000 sec): 3 clusters Score: Raw -2104040.145751 + Penalty 3170.917186 = -2100869.228565 nChanged 23 SP:Iteration 24Q (30576.410000 sec): 3 clusters Score: Raw -2104049.590318 + Penalty 3170.917186 = -2100878.673132 nChanged 15 SP:Iteration 25Q (30576.700000 sec): 3 clusters Score: Raw -2104054.739329 + Penalty 3170.917186 = -2100883.822142 nChanged 11 SP:Iteration 26Q (30577.010000 sec): 3 clusters Score: Raw -2104061.134830 + Penalty 3170.917186 = -2100890.217644 nChanged 15 SP:Iteration 27Q (30577.300000 sec): 3 clusters Score: Raw -2104070.198959 + Penalty 3170.917186 = -2100899.281773 nChanged 20 SP:Iteration 28Q (30577.550000 sec): 3 clusters Score: Raw -2104082.782565 + Penalty 3170.917186 = -2100911.865379 nChanged 10 SP:Iteration 29Q (30577.910000 sec): 3 clusters Score: Raw -2104089.167484 + Penalty 3170.917186 = -2100918.250298 nChanged 14 SP:Iteration 30Q (30578.240000 sec): 3 clusters Score: Raw -2104096.630275 + Penalty 3170.917186 = -2100925.713088 nChanged 16 SP:Iteration 31Q (30578.460000 sec): 3 clusters Score: Raw -2104105.722439 + Penalty 3170.917186 = -2100934.805253 nChanged 13 SP:Iteration 32Q (30578.810000 sec): 3 clusters Score: Raw -2104110.494610 + Penalty 3170.917186 = -2100939.577424 nChanged 6 SP:Iteration 33Q (30579.100000 sec): 3 clusters Score: Raw -2104112.151843 + Penalty 3170.917186 = -2100941.234657 nChanged 8 SP:Iteration 34Q (30579.340000 sec): 3 clusters Score: Raw -2104116.280137 + Penalty 3170.917186 = -2100945.362950 nChanged 6 SP:Iteration 35Q (30579.650000 sec): 3 clusters Score: Raw -2104119.405630 + Penalty 3170.917186 = -2100948.488444 nChanged 8 SP:Iteration 36Q (30579.920000 sec): 3 clusters Score: Raw -2104123.821194 + Penalty 3170.917186 = -2100952.904007 nChanged 7 SP:Iteration 37Q (30580.180000 sec): 3 clusters Score: Raw -2104126.865146 + Penalty 3170.917186 = -2100955.947960 nChanged 9 SP:Iteration 38Q (30580.460000 sec): 3 clusters Score: Raw -2104131.691403 + Penalty 3170.917186 = -2100960.774217 nChanged 9 SP:Iteration 39Q (30580.720000 sec): 3 clusters Score: Raw -2104134.800419 + Penalty 3170.917186 = -2100963.883233 nChanged 3 SP:Iteration 40F (30581.000000 sec): 3 clusters Score: Raw -2104135.720436 + Penalty 3170.917186 = -2100964.803249 nChanged 1 SP:Iteration 41Q (30581.240000 sec): 3 clusters Score: Raw -2104136.169016 + Penalty 3170.917186 = -2100965.251830 nChanged 2 SP:Iteration 42Q (30581.490000 sec): 3 clusters Score: Raw -2104136.759946 + Penalty 3170.917186 = -2100965.842759 nChanged 2 SP:Iteration 43Q (30581.760000 sec): 3 clusters Score: Raw -2104137.305583 + Penalty 3170.917186 = -2100966.388396 nChanged 1 SP:Iteration 44Q (30582.040000 sec): 3 clusters Score: Raw -2104137.794503 + Penalty 3170.917186 = -2100966.877317 nChanged 1 SP:Iteration 45Q (30582.250000 sec): 3 clusters Score: Raw -2104138.444139 + Penalty 3170.917186 = -2100967.526953 nChanged 0 SP:Iteration 46F (30582.560000 sec): 3 clusters Score: Raw -2104138.444139 + Penalty 3170.917186 = -2100967.526953 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (32825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30582.800000 sec): 2 clusters Score: Raw -4007543.855048 + Penalty 1689.828676 = -4005854.026372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30583.200000 sec): 3 clusters Score: Raw -3987063.555387 + Penalty 3379.657352 = -3983683.898035 nChanged 15254 SP:Iteration 1F (30583.550000 sec): 3 clusters Score: Raw -3995349.423875 + Penalty 3379.657352 = -3991969.766523 nChanged 1162 SP:Iteration 2Q (30583.940000 sec): 3 clusters Score: Raw -3995606.287017 + Penalty 3379.657352 = -3992226.629665 nChanged 1045 SP:Iteration 3Q (30584.280000 sec): 3 clusters Score: Raw -3995844.302278 + Penalty 3379.657352 = -3992464.644926 nChanged 1015 SP:Iteration 4Q (30584.630000 sec): 3 clusters Score: Raw -3996078.703593 + Penalty 3379.657352 = -3992699.046241 nChanged 965 SP:Iteration 5Q (30584.970000 sec): 3 clusters Score: Raw -3996300.844077 + Penalty 3379.657352 = -3992921.186725 nChanged 927 SP:Iteration 6Q (30585.380000 sec): 3 clusters Score: Raw -3996531.969564 + Penalty 3379.657352 = -3993152.312212 nChanged 964 SP:Iteration 7Q (30585.780000 sec): 3 clusters Score: Raw -3996821.020607 + Penalty 3379.657352 = -3993441.363255 nChanged 1121 SP:Iteration 8Q (30586.200000 sec): 3 clusters Score: Raw -3997271.273239 + Penalty 3379.657352 = -3993891.615887 nChanged 1508 SP:Iteration 9Q (30586.580000 sec): 3 clusters Score: Raw -3998052.228633 + Penalty 3379.657352 = -3994672.571280 nChanged 1926 SP:Iteration 10F (30586.920000 sec): 3 clusters Score: Raw -3999329.099313 + Penalty 3379.657352 = -3995949.441960 nChanged 2206 SP:Iteration 11F (30587.290000 sec): 3 clusters Score: Raw -4001139.814307 + Penalty 3379.657352 = -3997760.156955 nChanged 2217 SP:Iteration 12F (30587.660000 sec): 3 clusters Score: Raw -4003333.094197 + Penalty 3379.657352 = -3999953.436845 nChanged 1866 SP:Iteration 13F (30588.050000 sec): 3 clusters Score: Raw -4005290.444752 + Penalty 3379.657352 = -4001910.787400 nChanged 1350 SP:Iteration 14Q (30588.480000 sec): 3 clusters Score: Raw -4006555.206575 + Penalty 3379.657352 = -4003175.549222 nChanged 859 SP:Iteration 15Q (30588.860000 sec): 3 clusters Score: Raw -4007245.735654 + Penalty 3379.657352 = -4003866.078301 nChanged 578 SP:Iteration 16Q (30589.210000 sec): 3 clusters Score: Raw -4007653.033314 + Penalty 3379.657352 = -4004273.375962 nChanged 482 SP:Iteration 17Q (30589.620000 sec): 3 clusters Score: Raw -4007928.949464 + Penalty 3379.657352 = -4004549.292112 nChanged 339 SP:Iteration 18Q (30590.000000 sec): 3 clusters Score: Raw -4008075.958218 + Penalty 3379.657352 = -4004696.300866 nChanged 254 SP:Iteration 19Q (30590.390000 sec): 3 clusters Score: Raw -4008161.409897 + Penalty 3379.657352 = -4004781.752545 nChanged 191 SP:Iteration 20F (30590.790000 sec): 3 clusters Score: Raw -4008202.559583 + Penalty 3379.657352 = -4004822.902231 nChanged 114 SP:Iteration 21Q (30591.090000 sec): 3 clusters Score: Raw -4008222.939861 + Penalty 3379.657352 = -4004843.282509 nChanged 84 SP:Iteration 22Q (30591.500000 sec): 3 clusters Score: Raw -4008236.771195 + Penalty 3379.657352 = -4004857.113843 nChanged 73 SP:Iteration 23Q (30591.850000 sec): 3 clusters Score: Raw -4008249.725144 + Penalty 3379.657352 = -4004870.067792 nChanged 73 SP:Iteration 24Q (30592.250000 sec): 3 clusters Score: Raw -4008260.697699 + Penalty 3379.657352 = -4004881.040347 nChanged 58 SP:Iteration 25Q (30592.560000 sec): 3 clusters Score: Raw -4008269.781936 + Penalty 3379.657352 = -4004890.124583 nChanged 57 SP:Iteration 26Q (30593.000000 sec): 3 clusters Score: Raw -4008276.567700 + Penalty 3379.657352 = -4004896.910347 nChanged 43 SP:Iteration 27Q (30593.340000 sec): 3 clusters Score: Raw -4008280.126832 + Penalty 3379.657352 = -4004900.469479 nChanged 25 SP:Iteration 28Q (30593.650000 sec): 3 clusters Score: Raw -4008281.948502 + Penalty 3379.657352 = -4004902.291150 nChanged 24 SP:Iteration 29Q (30594.010000 sec): 3 clusters Score: Raw -4008283.843796 + Penalty 3379.657352 = -4004904.186444 nChanged 21 SP:Iteration 30Q (30594.320000 sec): 3 clusters Score: Raw -4008286.024526 + Penalty 3379.657352 = -4004906.367173 nChanged 23 SP:Iteration 31Q (30594.690000 sec): 3 clusters Score: Raw -4008287.859503 + Penalty 3379.657352 = -4004908.202151 nChanged 15 SP:Iteration 32Q (30595.080000 sec): 3 clusters Score: Raw -4008288.753227 + Penalty 3379.657352 = -4004909.095875 nChanged 6 SP:Iteration 33Q (30595.410000 sec): 3 clusters Score: Raw -4008289.141717 + Penalty 3379.657352 = -4004909.484365 nChanged 4 SP:Iteration 34Q (30595.750000 sec): 3 clusters Score: Raw -4008289.481259 + Penalty 3379.657352 = -4004909.823907 nChanged 6 SP:Iteration 35Q (30596.100000 sec): 3 clusters Score: Raw -4008289.846666 + Penalty 3379.657352 = -4004910.189314 nChanged 2 SP:Iteration 36Q (30596.470000 sec): 3 clusters Score: Raw -4008289.952152 + Penalty 3379.657352 = -4004910.294799 nChanged 0 SP:Iteration 37F (30596.890000 sec): 3 clusters Score: Raw -4008289.952152 + Penalty 3379.657352 = -4004910.294799 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30597.000000 sec): 2 clusters Score: Raw -188628.945745 + Penalty 1195.083879 = -187433.861867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30597.150000 sec): 3 clusters Score: Raw -188022.715325 + Penalty 2390.167757 = -185632.547568 nChanged 541 SP:Iteration 1F (30597.420000 sec): 3 clusters Score: Raw -188380.863664 + Penalty 2390.167757 = -185990.695907 nChanged 101 SP:Iteration 2F (30597.620000 sec): 3 clusters Score: Raw -188449.225803 + Penalty 2390.167757 = -186059.058046 nChanged 55 SP:Iteration 3Q (30597.780000 sec): 3 clusters Score: Raw -188484.335528 + Penalty 2390.167757 = -186094.167771 nChanged 39 SP:Iteration 4Q (30597.890000 sec): 3 clusters Score: Raw -188512.129085 + Penalty 2390.167757 = -186121.961327 nChanged 29 SP:Iteration 5Q (30598.070000 sec): 3 clusters Score: Raw -188531.615817 + Penalty 2390.167757 = -186141.448059 nChanged 16 SP:Iteration 6Q (30598.290000 sec): 3 clusters Score: Raw -188540.849716 + Penalty 2390.167757 = -186150.681958 nChanged 14 SP:Iteration 7Q (30598.430000 sec): 3 clusters Score: Raw -188552.366797 + Penalty 2390.167757 = -186162.199040 nChanged 12 SP:Iteration 8Q (30598.600000 sec): 3 clusters Score: Raw -188559.052854 + Penalty 2390.167757 = -186168.885097 nChanged 9 SP:Iteration 9Q (30598.780000 sec): 3 clusters Score: Raw -188566.066177 + Penalty 2390.167757 = -186175.898419 nChanged 10 SP:Iteration 10Q (30598.940000 sec): 3 clusters Score: Raw -188571.891594 + Penalty 2390.167757 = -186181.723836 nChanged 14 SP:Iteration 11Q (30599.150000 sec): 3 clusters Score: Raw -188580.916385 + Penalty 2390.167757 = -186190.748628 nChanged 12 SP:Iteration 12Q (30599.340000 sec): 3 clusters Score: Raw -188585.532158 + Penalty 2390.167757 = -186195.364401 nChanged 8 SP:Iteration 13Q (30599.500000 sec): 3 clusters Score: Raw -188591.354758 + Penalty 2390.167757 = -186201.187000 nChanged 11 SP:Iteration 14Q (30599.700000 sec): 3 clusters Score: Raw -188597.184576 + Penalty 2390.167757 = -186207.016819 nChanged 7 SP:Iteration 15Q (30599.860000 sec): 3 clusters Score: Raw -188599.172097 + Penalty 2390.167757 = -186209.004340 nChanged 3 SP:Iteration 16Q (30600.030000 sec): 3 clusters Score: Raw -188600.863386 + Penalty 2390.167757 = -186210.695629 nChanged 2 SP:Iteration 17Q (30600.260000 sec): 3 clusters Score: Raw -188601.169116 + Penalty 2390.167757 = -186211.001359 nChanged 0 SP:Iteration 18F (30600.510000 sec): 3 clusters Score: Raw -188601.169116 + Penalty 2390.167757 = -186211.001359 nChanged 0 Iteration 99Q (30633.270000 sec): 24 clusters Score: Raw -146399038.470040 + Penalty 52327.232986 = -146346711.237054 nChanged 127 Iteration 100F (30681.060000 sec): 24 clusters Score: Raw -146399318.346244 + Penalty 52327.232986 = -146346991.113259 nChanged 136 Iteration 101Q (30714.270000 sec): 24 clusters Score: Raw -146399361.223778 + Penalty 52327.232986 = -146347033.990793 nChanged 106 Iteration 102Q (30747.530000 sec): 24 clusters Score: Raw -146399368.826905 + Penalty 52327.232986 = -146347041.593919 nChanged 96 Iteration 103Q (30779.210000 sec): 24 clusters Score: Raw -146399372.960377 + Penalty 52327.232986 = -146347045.727392 nChanged 87 Iteration 104Q (30811.850000 sec): 24 clusters Score: Raw -146399375.723483 + Penalty 52327.232986 = -146347048.490498 nChanged 82 Iteration 105Q (30846.170000 sec): 24 clusters Score: Raw -146399377.494584 + Penalty 52327.232986 = -146347050.261598 nChanged 76 Iteration 106Q (30876.820000 sec): 24 clusters Score: Raw -146399379.370032 + Penalty 52327.232986 = -146347052.137046 nChanged 87 Iteration 107Q (30906.580000 sec): 24 clusters Score: Raw -146399382.183690 + Penalty 52327.232986 = -146347054.950704 nChanged 97 Iteration 108Q (30937.480000 sec): 24 clusters Score: Raw -146399384.853775 + Penalty 52327.232986 = -146347057.620789 nChanged 122 Iteration 109Q (30967.980000 sec): 24 clusters Score: Raw -146399387.989698 + Penalty 52327.232986 = -146347060.756712 nChanged 126 Iteration 110Q (30999.990000 sec): 24 clusters Score: Raw -146399390.997551 + Penalty 52327.232986 = -146347063.764566 nChanged 119 Iteration 111Q (31031.000000 sec): 24 clusters Score: Raw -146399394.507356 + Penalty 52327.232986 = -146347067.274370 nChanged 137 Iteration 112Q (31061.160000 sec): 24 clusters Score: Raw -146399399.173106 + Penalty 52327.232986 = -146347071.940120 nChanged 136 Iteration 113Q (31093.420000 sec): 24 clusters Score: Raw -146399404.496743 + Penalty 52327.232986 = -146347077.263758 nChanged 137 Iteration 114Q (31124.530000 sec): 24 clusters Score: Raw -146399410.115618 + Penalty 52327.232986 = -146347082.882632 nChanged 148 Iteration 115Q (31155.650000 sec): 24 clusters Score: Raw -146399416.411744 + Penalty 52327.232986 = -146347089.178758 nChanged 152 Iteration 116Q (31202.820000 sec): 24 clusters Score: Raw -146399423.238475 + Penalty 52327.232986 = -146347096.005489 nChanged 175 Iteration 117Q (31235.360000 sec): 24 clusters Score: Raw -146399433.109906 + Penalty 52327.232986 = -146347105.876920 nChanged 196 Iteration 118Q (31270.280000 sec): 24 clusters Score: Raw -146399444.192669 + Penalty 52327.232986 = -146347116.959683 nChanged 229 Iteration 119Q (31304.430000 sec): 24 clusters Score: Raw -146399459.307823 + Penalty 52327.232986 = -146347132.074837 nChanged 244 Iteration 120F (31352.370000 sec): 24 clusters Score: Raw -146399477.931012 + Penalty 52327.232986 = -146347150.698026 nChanged 266 Iteration 121Q (31385.920000 sec): 24 clusters Score: Raw -146399500.632281 + Penalty 52327.232986 = -146347173.399295 nChanged 269 Iteration 122Q (31418.240000 sec): 24 clusters Score: Raw -146399518.909708 + Penalty 52327.232986 = -146347191.676723 nChanged 239 Iteration 123Q (31448.500000 sec): 24 clusters Score: Raw -146399535.110761 + Penalty 52327.232986 = -146347207.877775 nChanged 252 Iteration 124Q (31480.480000 sec): 24 clusters Score: Raw -146399546.918206 + Penalty 52327.232986 = -146347219.685221 nChanged 252 Iteration 125Q (31508.840000 sec): 24 clusters Score: Raw -146399558.032325 + Penalty 52327.232986 = -146347230.799340 nChanged 254 Iteration 126Q (31542.190000 sec): 24 clusters Score: Raw -146399566.922405 + Penalty 52327.232986 = -146347239.689420 nChanged 242 Iteration 127Q (31586.950000 sec): 24 clusters Score: Raw -146399575.656408 + Penalty 52327.232986 = -146347248.423422 nChanged 206 Iteration 128Q (31622.340000 sec): 24 clusters Score: Raw -146399583.091237 + Penalty 52327.232986 = -146347255.858252 nChanged 213 Iteration 129Q (31657.730000 sec): 24 clusters Score: Raw -146399589.174104 + Penalty 52327.232986 = -146347261.941118 nChanged 178 Iteration 130Q (31695.370000 sec): 24 clusters Score: Raw -146399594.527476 + Penalty 52327.232986 = -146347267.294490 nChanged 195 Iteration 131Q (31730.720000 sec): 24 clusters Score: Raw -146399600.028324 + Penalty 52327.232986 = -146347272.795338 nChanged 192 Iteration 132Q (31765.960000 sec): 24 clusters Score: Raw -146399605.816696 + Penalty 52327.232986 = -146347278.583710 nChanged 192 Iteration 133Q (31802.950000 sec): 24 clusters Score: Raw -146399611.415399 + Penalty 52327.232986 = -146347284.182413 nChanged 171 Iteration 134Q (31839.950000 sec): 24 clusters Score: Raw -146399615.726910 + Penalty 52327.232986 = -146347288.493924 nChanged 157 Iteration 135Q (31877.040000 sec): 24 clusters Score: Raw -146399620.068783 + Penalty 52327.232986 = -146347292.835797 nChanged 149 Iteration 136Q (31910.850000 sec): 24 clusters Score: Raw -146399623.443528 + Penalty 52327.232986 = -146347296.210543 nChanged 139 Iteration 137Q (31942.680000 sec): 24 clusters Score: Raw -146399626.678680 + Penalty 52327.232986 = -146347299.445695 nChanged 134 Iteration 138Q (31971.530000 sec): 24 clusters Score: Raw -146399629.750532 + Penalty 52327.232986 = -146347302.517547 nChanged 138 Writing temp clu file Because OldScore, -146347299.445695, is greater than current (better) Score,-146347302.517547 Compute initial score before splitting: Score: Raw -146399629.750532 + Penalty 52327.232986 = -146347302.517547 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (32732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31971.980000 sec): 2 clusters Score: Raw -4031230.230973 + Penalty 1689.367627 = -4029540.863346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31972.260000 sec): 3 clusters Score: Raw -4010769.365519 + Penalty 3378.735253 = -4007390.630266 nChanged 15165 SP:Iteration 1F (31972.580000 sec): 3 clusters Score: Raw -4019257.015580 + Penalty 3378.735253 = -4015878.280327 nChanged 1262 SP:Iteration 2Q (31972.910000 sec): 3 clusters Score: Raw -4019608.038060 + Penalty 3378.735253 = -4016229.302807 nChanged 1280 SP:Iteration 3Q (31973.240000 sec): 3 clusters Score: Raw -4020016.250046 + Penalty 3378.735253 = -4016637.514792 nChanged 1293 SP:Iteration 4Q (31973.550000 sec): 3 clusters Score: Raw -4020523.278854 + Penalty 3378.735253 = -4017144.543600 nChanged 1579 SP:Iteration 5Q (31973.860000 sec): 3 clusters Score: Raw -4021343.059603 + Penalty 3378.735253 = -4017964.324349 nChanged 2063 SP:Iteration 6F (31974.180000 sec): 3 clusters Score: Raw -4022648.419048 + Penalty 3378.735253 = -4019269.683795 nChanged 2442 SP:Iteration 7F (31974.430000 sec): 3 clusters Score: Raw -4024529.297721 + Penalty 3378.735253 = -4021150.562468 nChanged 2664 SP:Iteration 8F (31974.750000 sec): 3 clusters Score: Raw -4026942.064582 + Penalty 3378.735253 = -4023563.329329 nChanged 2239 SP:Iteration 9F (31975.080000 sec): 3 clusters Score: Raw -4029088.535816 + Penalty 3378.735253 = -4025709.800563 nChanged 1382 SP:Iteration 10Q (31975.340000 sec): 3 clusters Score: Raw -4030413.760789 + Penalty 3378.735253 = -4027035.025536 nChanged 624 SP:Iteration 11Q (31975.620000 sec): 3 clusters Score: Raw -4031017.503836 + Penalty 3378.735253 = -4027638.768583 nChanged 217 SP:Iteration 12Q (31975.910000 sec): 3 clusters Score: Raw -4031229.861092 + Penalty 3378.735253 = -4027851.125839 nChanged 79 SP:Iteration 13Q (31976.180000 sec): 3 clusters Score: Raw -4031319.118539 + Penalty 3378.735253 = -4027940.383285 nChanged 34 SP:Iteration 14Q (31976.430000 sec): 3 clusters Score: Raw -4031374.497934 + Penalty 3378.735253 = -4027995.762681 nChanged 22 SP:Iteration 15Q (31976.700000 sec): 3 clusters Score: Raw -4031413.281251 + Penalty 3378.735253 = -4028034.545997 nChanged 10 SP:Iteration 16Q (31976.990000 sec): 3 clusters Score: Raw -4031425.343682 + Penalty 3378.735253 = -4028046.608429 nChanged 2 SP:Iteration 17Q (31977.260000 sec): 3 clusters Score: Raw -4031427.351210 + Penalty 3378.735253 = -4028048.615957 nChanged 1 SP:Iteration 18Q (31977.610000 sec): 3 clusters Score: Raw -4031428.301582 + Penalty 3378.735253 = -4028049.566328 nChanged 1 SP:Iteration 19Q (31977.920000 sec): 3 clusters Score: Raw -4031430.455918 + Penalty 3378.735253 = -4028051.720665 nChanged 2 SP:Iteration 20F (31978.230000 sec): 3 clusters Score: Raw -4031433.194259 + Penalty 3378.735253 = -4028054.459006 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (47226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31978.530000 sec): 2 clusters Score: Raw -5789860.289112 + Penalty 1748.938728 = -5788111.350384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31978.900000 sec): 3 clusters Score: Raw -5759888.255083 + Penalty 3497.877457 = -5756390.377626 nChanged 22215 SP:Iteration 1F (31979.250000 sec): 3 clusters Score: Raw -5772265.899372 + Penalty 3497.877457 = -5768768.021915 nChanged 1536 SP:Iteration 2Q (31979.680000 sec): 3 clusters Score: Raw -5772578.555496 + Penalty 3497.877457 = -5769080.678039 nChanged 1427 SP:Iteration 3Q (31980.050000 sec): 3 clusters Score: Raw -5772856.006208 + Penalty 3497.877457 = -5769358.128751 nChanged 1277 SP:Iteration 4Q (31980.420000 sec): 3 clusters Score: Raw -5773087.347134 + Penalty 3497.877457 = -5769589.469677 nChanged 1178 SP:Iteration 5Q (31980.820000 sec): 3 clusters Score: Raw -5773289.319979 + Penalty 3497.877457 = -5769791.442522 nChanged 1105 SP:Iteration 6Q (31981.220000 sec): 3 clusters Score: Raw -5773484.788608 + Penalty 3497.877457 = -5769986.911151 nChanged 1072 SP:Iteration 7Q (31981.610000 sec): 3 clusters Score: Raw -5773665.724586 + Penalty 3497.877457 = -5770167.847129 nChanged 1017 SP:Iteration 8Q (31982.030000 sec): 3 clusters Score: Raw -5773844.203405 + Penalty 3497.877457 = -5770346.325948 nChanged 1016 SP:Iteration 9Q (31982.500000 sec): 3 clusters Score: Raw -5774034.811715 + Penalty 3497.877457 = -5770536.934258 nChanged 1055 SP:Iteration 10Q (31982.930000 sec): 3 clusters Score: Raw -5774251.887726 + Penalty 3497.877457 = -5770754.010269 nChanged 1140 SP:Iteration 11Q (31983.380000 sec): 3 clusters Score: Raw -5774528.342879 + Penalty 3497.877457 = -5771030.465422 nChanged 1233 SP:Iteration 12Q (31983.780000 sec): 3 clusters Score: Raw -5774888.257008 + Penalty 3497.877457 = -5771390.379551 nChanged 1438 SP:Iteration 13Q (31984.220000 sec): 3 clusters Score: Raw -5775424.064167 + Penalty 3497.877457 = -5771926.186710 nChanged 1788 SP:Iteration 14Q (31984.610000 sec): 3 clusters Score: Raw -5776345.003194 + Penalty 3497.877457 = -5772847.125737 nChanged 2292 SP:Iteration 15Q (31985.030000 sec): 3 clusters Score: Raw -5777946.546799 + Penalty 3497.877457 = -5774448.669342 nChanged 2741 SP:Iteration 16F (31985.390000 sec): 3 clusters Score: Raw -5780043.062912 + Penalty 3497.877457 = -5776545.185455 nChanged 2678 SP:Iteration 17F (31985.820000 sec): 3 clusters Score: Raw -5781531.855088 + Penalty 3497.877457 = -5778033.977631 nChanged 1757 SP:Iteration 18Q (31986.180000 sec): 3 clusters Score: Raw -5782074.941152 + Penalty 3497.877457 = -5778577.063695 nChanged 948 SP:Iteration 19Q (31986.570000 sec): 3 clusters Score: Raw -5782247.262412 + Penalty 3497.877457 = -5778749.384955 nChanged 552 SP:Iteration 20F (31986.960000 sec): 3 clusters Score: Raw -5782326.217810 + Penalty 3497.877457 = -5778828.340353 nChanged 381 SP:Iteration 21Q (31987.390000 sec): 3 clusters Score: Raw -5782380.476159 + Penalty 3497.877457 = -5778882.598703 nChanged 339 SP:Iteration 22Q (31987.840000 sec): 3 clusters Score: Raw -5782426.612348 + Penalty 3497.877457 = -5778928.734891 nChanged 285 SP:Iteration 23Q (31988.240000 sec): 3 clusters Score: Raw -5782460.467801 + Penalty 3497.877457 = -5778962.590344 nChanged 267 SP:Iteration 24Q (31988.650000 sec): 3 clusters Score: Raw -5782491.745016 + Penalty 3497.877457 = -5778993.867559 nChanged 263 SP:Iteration 25Q (31989.090000 sec): 3 clusters Score: Raw -5782523.718026 + Penalty 3497.877457 = -5779025.840569 nChanged 256 SP:Iteration 26Q (31989.520000 sec): 3 clusters Score: Raw -5782554.211287 + Penalty 3497.877457 = -5779056.333830 nChanged 236 SP:Iteration 27Q (31989.900000 sec): 3 clusters Score: Raw -5782582.528448 + Penalty 3497.877457 = -5779084.650991 nChanged 236 SP:Iteration 28Q (31990.330000 sec): 3 clusters Score: Raw -5782613.726579 + Penalty 3497.877457 = -5779115.849122 nChanged 257 SP:Iteration 29Q (31990.790000 sec): 3 clusters Score: Raw -5782650.660308 + Penalty 3497.877457 = -5779152.782851 nChanged 281 SP:Iteration 30Q (31991.160000 sec): 3 clusters Score: Raw -5782692.107653 + Penalty 3497.877457 = -5779194.230197 nChanged 305 SP:Iteration 31Q (31991.590000 sec): 3 clusters Score: Raw -5782739.676703 + Penalty 3497.877457 = -5779241.799246 nChanged 305 SP:Iteration 32Q (31992.050000 sec): 3 clusters Score: Raw -5782784.965813 + Penalty 3497.877457 = -5779287.088356 nChanged 294 SP:Iteration 33Q (31992.420000 sec): 3 clusters Score: Raw -5782825.415336 + Penalty 3497.877457 = -5779327.537879 nChanged 292 SP:Iteration 34Q (31992.850000 sec): 3 clusters Score: Raw -5782871.024129 + Penalty 3497.877457 = -5779373.146672 nChanged 337 SP:Iteration 35Q (31993.210000 sec): 3 clusters Score: Raw -5782926.710642 + Penalty 3497.877457 = -5779428.833185 nChanged 340 SP:Iteration 36Q (31993.580000 sec): 3 clusters Score: Raw -5782990.091633 + Penalty 3497.877457 = -5779492.214176 nChanged 371 SP:Iteration 37Q (31994.000000 sec): 3 clusters Score: Raw -5783059.820165 + Penalty 3497.877457 = -5779561.942708 nChanged 401 SP:Iteration 38Q (31994.430000 sec): 3 clusters Score: Raw -5783135.041395 + Penalty 3497.877457 = -5779637.163939 nChanged 456 SP:Iteration 39Q (31994.790000 sec): 3 clusters Score: Raw -5783226.992255 + Penalty 3497.877457 = -5779729.114798 nChanged 441 SP:Iteration 40F (31995.170000 sec): 3 clusters Score: Raw -5783318.090089 + Penalty 3497.877457 = -5779820.212632 nChanged 457 SP:Iteration 41Q (31995.510000 sec): 3 clusters Score: Raw -5783417.928833 + Penalty 3497.877457 = -5779920.051376 nChanged 508 SP:Iteration 42Q (31995.900000 sec): 3 clusters Score: Raw -5783537.729825 + Penalty 3497.877457 = -5780039.852368 nChanged 511 SP:Iteration 43Q (31996.260000 sec): 3 clusters Score: Raw -5783655.435642 + Penalty 3497.877457 = -5780157.558185 nChanged 503 SP:Iteration 44Q (31996.660000 sec): 3 clusters Score: Raw -5783776.225366 + Penalty 3497.877457 = -5780278.347909 nChanged 527 SP:Iteration 45Q (31997.040000 sec): 3 clusters Score: Raw -5783908.371177 + Penalty 3497.877457 = -5780410.493720 nChanged 590 SP:Iteration 46Q (31997.440000 sec): 3 clusters Score: Raw -5784061.287547 + Penalty 3497.877457 = -5780563.410090 nChanged 623 SP:Iteration 47Q (31997.850000 sec): 3 clusters Score: Raw -5784228.526864 + Penalty 3497.877457 = -5780730.649407 nChanged 612 SP:Iteration 48Q (31998.150000 sec): 3 clusters Score: Raw -5784399.646156 + Penalty 3497.877457 = -5780901.768699 nChanged 669 SP:Iteration 49Q (31998.520000 sec): 3 clusters Score: Raw -5784600.065523 + Penalty 3497.877457 = -5781102.188067 nChanged 674 SP:Iteration 50Q (31998.910000 sec): 3 clusters Score: Raw -5784813.161968 + Penalty 3497.877457 = -5781315.284511 nChanged 683 SP:Iteration 51Q (31999.240000 sec): 3 clusters Score: Raw -5785039.496691 + Penalty 3497.877457 = -5781541.619234 nChanged 667 SP:Iteration 52Q (31999.630000 sec): 3 clusters Score: Raw -5785259.177894 + Penalty 3497.877457 = -5781761.300437 nChanged 618 SP:Iteration 53Q (31999.990000 sec): 3 clusters Score: Raw -5785468.598730 + Penalty 3497.877457 = -5781970.721273 nChanged 615 SP:Iteration 54Q (32000.370000 sec): 3 clusters Score: Raw -5785674.552607 + Penalty 3497.877457 = -5782176.675150 nChanged 606 SP:Iteration 55Q (32000.790000 sec): 3 clusters Score: Raw -5785869.478197 + Penalty 3497.877457 = -5782371.600740 nChanged 561 SP:Iteration 56Q (32001.210000 sec): 3 clusters Score: Raw -5786056.550982 + Penalty 3497.877457 = -5782558.673525 nChanged 565 SP:Iteration 57Q (32001.580000 sec): 3 clusters Score: Raw -5786238.853638 + Penalty 3497.877457 = -5782740.976181 nChanged 567 SP:Iteration 58Q (32001.950000 sec): 3 clusters Score: Raw -5786425.101603 + Penalty 3497.877457 = -5782927.224146 nChanged 551 SP:Iteration 59Q (32002.330000 sec): 3 clusters Score: Raw -5786597.201460 + Penalty 3497.877457 = -5783099.324003 nChanged 490 SP:Iteration 60F (32002.700000 sec): 3 clusters Score: Raw -5786749.250985 + Penalty 3497.877457 = -5783251.373528 nChanged 482 SP:Iteration 61Q (32003.100000 sec): 3 clusters Score: Raw -5786889.699085 + Penalty 3497.877457 = -5783391.821628 nChanged 422 SP:Iteration 62Q (32003.510000 sec): 3 clusters Score: Raw -5787001.302488 + Penalty 3497.877457 = -5783503.425031 nChanged 377 SP:Iteration 63Q (32003.930000 sec): 3 clusters Score: Raw -5787101.663459 + Penalty 3497.877457 = -5783603.786002 nChanged 371 SP:Iteration 64Q (32004.380000 sec): 3 clusters Score: Raw -5787196.620311 + Penalty 3497.877457 = -5783698.742855 nChanged 356 SP:Iteration 65Q (32004.780000 sec): 3 clusters Score: Raw -5787296.760314 + Penalty 3497.877457 = -5783798.882858 nChanged 360 SP:Iteration 66Q (32005.180000 sec): 3 clusters Score: Raw -5787398.909900 + Penalty 3497.877457 = -5783901.032443 nChanged 354 SP:Iteration 67Q (32005.580000 sec): 3 clusters Score: Raw -5787500.162237 + Penalty 3497.877457 = -5784002.284780 nChanged 324 SP:Iteration 68Q (32006.010000 sec): 3 clusters Score: Raw -5787587.972153 + Penalty 3497.877457 = -5784090.094696 nChanged 319 SP:Iteration 69Q (32006.500000 sec): 3 clusters Score: Raw -5787685.418983 + Penalty 3497.877457 = -5784187.541526 nChanged 324 SP:Iteration 70Q (32006.890000 sec): 3 clusters Score: Raw -5787782.251038 + Penalty 3497.877457 = -5784284.373581 nChanged 324 SP:Iteration 71Q (32007.290000 sec): 3 clusters Score: Raw -5787888.716129 + Penalty 3497.877457 = -5784390.838672 nChanged 359 SP:Iteration 72Q (32007.660000 sec): 3 clusters Score: Raw -5788010.900676 + Penalty 3497.877457 = -5784513.023219 nChanged 350 SP:Iteration 73Q (32008.080000 sec): 3 clusters Score: Raw -5788129.924198 + Penalty 3497.877457 = -5784632.046741 nChanged 306 SP:Iteration 74Q (32008.470000 sec): 3 clusters Score: Raw -5788238.313213 + Penalty 3497.877457 = -5784740.435756 nChanged 344 SP:Iteration 75Q (32008.870000 sec): 3 clusters Score: Raw -5788370.202719 + Penalty 3497.877457 = -5784872.325262 nChanged 313 SP:Iteration 76Q (32009.280000 sec): 3 clusters Score: Raw -5788491.116308 + Penalty 3497.877457 = -5784993.238851 nChanged 318 SP:Iteration 77Q (32009.710000 sec): 3 clusters Score: Raw -5788621.600961 + Penalty 3497.877457 = -5785123.723504 nChanged 298 SP:Iteration 78Q (32010.090000 sec): 3 clusters Score: Raw -5788745.841467 + Penalty 3497.877457 = -5785247.964010 nChanged 300 SP:Iteration 79Q (32010.520000 sec): 3 clusters Score: Raw -5788869.403908 + Penalty 3497.877457 = -5785371.526452 nChanged 298 SP:Iteration 80F (32010.970000 sec): 3 clusters Score: Raw -5788995.168765 + Penalty 3497.877457 = -5785497.291308 nChanged 312 SP:Iteration 81Q (32011.350000 sec): 3 clusters Score: Raw -5789142.317242 + Penalty 3497.877457 = -5785644.439785 nChanged 293 SP:Iteration 82Q (32011.730000 sec): 3 clusters Score: Raw -5789290.046736 + Penalty 3497.877457 = -5785792.169279 nChanged 249 SP:Iteration 83Q (32012.100000 sec): 3 clusters Score: Raw -5789426.428225 + Penalty 3497.877457 = -5785928.550768 nChanged 246 SP:Iteration 84Q (32012.480000 sec): 3 clusters Score: Raw -5789579.030715 + Penalty 3497.877457 = -5786081.153258 nChanged 211 SP:Iteration 85Q (32012.860000 sec): 3 clusters Score: Raw -5789737.155093 + Penalty 3497.877457 = -5786239.277636 nChanged 173 SP:Iteration 86Q (32013.260000 sec): 3 clusters Score: Raw -5789863.497954 + Penalty 3497.877457 = -5786365.620497 nChanged 138 SP:Iteration 87Q (32013.660000 sec): 3 clusters Score: Raw -5789971.302413 + Penalty 3497.877457 = -5786473.424956 nChanged 104 SP:Iteration 88Q (32014.030000 sec): 3 clusters Score: Raw -5790052.404277 + Penalty 3497.877457 = -5786554.526820 nChanged 78 SP:Iteration 89Q (32014.420000 sec): 3 clusters Score: Raw -5790102.382174 + Penalty 3497.877457 = -5786604.504717 nChanged 64 SP:Iteration 90Q (32014.780000 sec): 3 clusters Score: Raw -5790146.625595 + Penalty 3497.877457 = -5786648.748138 nChanged 52 SP:Iteration 91Q (32015.150000 sec): 3 clusters Score: Raw -5790170.475072 + Penalty 3497.877457 = -5786672.597615 nChanged 23 SP:Iteration 92Q (32015.480000 sec): 3 clusters Score: Raw -5790180.216044 + Penalty 3497.877457 = -5786682.338587 nChanged 25 SP:Iteration 93Q (32015.880000 sec): 3 clusters Score: Raw -5790189.923599 + Penalty 3497.877457 = -5786692.046142 nChanged 21 SP:Iteration 94Q (32016.280000 sec): 3 clusters Score: Raw -5790201.465494 + Penalty 3497.877457 = -5786703.588037 nChanged 28 SP:Iteration 95Q (32016.670000 sec): 3 clusters Score: Raw -5790211.719938 + Penalty 3497.877457 = -5786713.842481 nChanged 12 SP:Iteration 96Q (32017.060000 sec): 3 clusters Score: Raw -5790215.751665 + Penalty 3497.877457 = -5786717.874209 nChanged 9 SP:Iteration 97Q (32017.430000 sec): 3 clusters Score: Raw -5790218.446089 + Penalty 3497.877457 = -5786720.568632 nChanged 9 SP:Iteration 98Q (32017.820000 sec): 3 clusters Score: Raw -5790222.471870 + Penalty 3497.877457 = -5786724.594413 nChanged 8 SP:Iteration 99Q (32018.170000 sec): 3 clusters Score: Raw -5790225.969449 + Penalty 3497.877457 = -5786728.091992 nChanged 12 SP:Iteration 100F (32018.490000 sec): 3 clusters Score: Raw -5790230.098652 + Penalty 3497.877457 = -5786732.221195 nChanged 8 SP:Iteration 101Q (32018.820000 sec): 3 clusters Score: Raw -5790233.149002 + Penalty 3497.877457 = -5786735.271545 nChanged 7 SP:Iteration 102Q (32019.180000 sec): 3 clusters Score: Raw -5790236.245901 + Penalty 3497.877457 = -5786738.368444 nChanged 5 SP:Iteration 103Q (32019.600000 sec): 3 clusters Score: Raw -5790237.677592 + Penalty 3497.877457 = -5786739.800135 nChanged 3 SP:Iteration 104Q (32019.990000 sec): 3 clusters Score: Raw -5790238.577225 + Penalty 3497.877457 = -5786740.699768 nChanged 4 SP:Iteration 105Q (32020.360000 sec): 3 clusters Score: Raw -5790240.561276 + Penalty 3497.877457 = -5786742.683819 nChanged 6 SP:Iteration 106Q (32020.740000 sec): 3 clusters Score: Raw -5790242.742562 + Penalty 3497.877457 = -5786744.865105 nChanged 5 SP:Iteration 107Q (32021.100000 sec): 3 clusters Score: Raw -5790244.763087 + Penalty 3497.877457 = -5786746.885630 nChanged 6 SP:Iteration 108Q (32021.420000 sec): 3 clusters Score: Raw -5790247.047394 + Penalty 3497.877457 = -5786749.169937 nChanged 5 SP:Iteration 109Q (32021.860000 sec): 3 clusters Score: Raw -5790249.489644 + Penalty 3497.877457 = -5786751.612187 nChanged 3 SP:Iteration 110Q (32022.310000 sec): 3 clusters Score: Raw -5790250.976952 + Penalty 3497.877457 = -5786753.099495 nChanged 5 SP:Iteration 111Q (32022.660000 sec): 3 clusters Score: Raw -5790253.213920 + Penalty 3497.877457 = -5786755.336463 nChanged 4 SP:Iteration 112Q (32023.100000 sec): 3 clusters Score: Raw -5790254.930953 + Penalty 3497.877457 = -5786757.053496 nChanged 2 SP:Iteration 113Q (32023.480000 sec): 3 clusters Score: Raw -5790255.702141 + Penalty 3497.877457 = -5786757.824684 nChanged 2 SP:Iteration 114Q (32023.810000 sec): 3 clusters Score: Raw -5790256.065775 + Penalty 3497.877457 = -5786758.188318 nChanged 0 SP:Iteration 115F (32024.260000 sec): 3 clusters Score: Raw -5790256.065775 + Penalty 3497.877457 = -5786758.188318 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32024.390000 sec): 2 clusters Score: Raw -192605.911417 + Penalty 1207.489901 = -191398.421516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32024.580000 sec): 3 clusters Score: Raw -191961.794061 + Penalty 2414.979802 = -189546.814259 nChanged 579 SP:Iteration 1F (32024.760000 sec): 3 clusters Score: Raw -192349.414481 + Penalty 2414.979802 = -189934.434679 nChanged 121 SP:Iteration 2F (32024.960000 sec): 3 clusters Score: Raw -192469.476833 + Penalty 2414.979802 = -190054.497031 nChanged 81 SP:Iteration 3Q (32025.120000 sec): 3 clusters Score: Raw -192563.475383 + Penalty 2414.979802 = -190148.495582 nChanged 75 SP:Iteration 4Q (32025.360000 sec): 3 clusters Score: Raw -192637.823729 + Penalty 2414.979802 = -190222.843927 nChanged 74 SP:Iteration 5Q (32025.540000 sec): 3 clusters Score: Raw -192699.664408 + Penalty 2414.979802 = -190284.684607 nChanged 64 SP:Iteration 6Q (32025.690000 sec): 3 clusters Score: Raw -192745.542827 + Penalty 2414.979802 = -190330.563025 nChanged 54 SP:Iteration 7Q (32025.870000 sec): 3 clusters Score: Raw -192784.403505 + Penalty 2414.979802 = -190369.423704 nChanged 63 SP:Iteration 8Q (32026.070000 sec): 3 clusters Score: Raw -192842.560467 + Penalty 2414.979802 = -190427.580665 nChanged 59 SP:Iteration 9Q (32026.250000 sec): 3 clusters Score: Raw -192906.035241 + Penalty 2414.979802 = -190491.055439 nChanged 67 SP:Iteration 10Q (32026.440000 sec): 3 clusters Score: Raw -192985.795076 + Penalty 2414.979802 = -190570.815274 nChanged 71 SP:Iteration 11Q (32026.690000 sec): 3 clusters Score: Raw -193081.473905 + Penalty 2414.979802 = -190666.494103 nChanged 61 SP:Iteration 12Q (32026.860000 sec): 3 clusters Score: Raw -193157.157819 + Penalty 2414.979802 = -190742.178017 nChanged 48 SP:Iteration 13Q (32027.060000 sec): 3 clusters Score: Raw -193217.900205 + Penalty 2414.979802 = -190802.920404 nChanged 38 SP:Iteration 14Q (32027.200000 sec): 3 clusters Score: Raw -193264.900010 + Penalty 2414.979802 = -190849.920208 nChanged 25 SP:Iteration 15Q (32027.400000 sec): 3 clusters Score: Raw -193294.911436 + Penalty 2414.979802 = -190879.931634 nChanged 24 SP:Iteration 16Q (32027.560000 sec): 3 clusters Score: Raw -193351.571934 + Penalty 2414.979802 = -190936.592132 nChanged 14 SP:Iteration 17Q (32027.820000 sec): 3 clusters Score: Raw -193410.965409 + Penalty 2414.979802 = -190995.985607 nChanged 26 SP:Iteration 18Q (32028.030000 sec): 3 clusters Score: Raw -193454.237729 + Penalty 2414.979802 = -191039.257927 nChanged 18 SP:Iteration 19Q (32028.230000 sec): 3 clusters Score: Raw -193474.151503 + Penalty 2414.979802 = -191059.171701 nChanged 10 SP:Iteration 20F (32028.400000 sec): 3 clusters Score: Raw -193482.565998 + Penalty 2414.979802 = -191067.586196 nChanged 7 SP:Iteration 21Q (32028.590000 sec): 3 clusters Score: Raw -193486.054085 + Penalty 2414.979802 = -191071.074283 nChanged 3 SP:Iteration 22Q (32028.840000 sec): 3 clusters Score: Raw -193489.543233 + Penalty 2414.979802 = -191074.563431 nChanged 3 SP:Iteration 23Q (32029.020000 sec): 3 clusters Score: Raw -193491.088169 + Penalty 2414.979802 = -191076.108367 nChanged 0 SP:Iteration 24F (32029.190000 sec): 3 clusters Score: Raw -193491.088169 + Penalty 2414.979802 = -191076.108367 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32029.400000 sec): 2 clusters Score: Raw -1465779.575993 + Penalty 1520.096616 = -1464259.479376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32029.660000 sec): 3 clusters Score: Raw -1459169.094174 + Penalty 3040.193233 = -1456128.900941 nChanged 5040 SP:Iteration 1F (32029.850000 sec): 3 clusters Score: Raw -1461766.945762 + Penalty 3040.193233 = -1458726.752530 nChanged 627 SP:Iteration 2F (32030.170000 sec): 3 clusters Score: Raw -1462019.287344 + Penalty 3040.193233 = -1458979.094111 nChanged 525 SP:Iteration 3Q (32030.440000 sec): 3 clusters Score: Raw -1462234.719790 + Penalty 3040.193233 = -1459194.526557 nChanged 505 SP:Iteration 4Q (32030.710000 sec): 3 clusters Score: Raw -1462453.476849 + Penalty 3040.193233 = -1459413.283617 nChanged 471 SP:Iteration 5Q (32030.950000 sec): 3 clusters Score: Raw -1462680.060625 + Penalty 3040.193233 = -1459639.867392 nChanged 504 SP:Iteration 6Q (32031.200000 sec): 3 clusters Score: Raw -1462958.327654 + Penalty 3040.193233 = -1459918.134421 nChanged 531 SP:Iteration 7Q (32031.480000 sec): 3 clusters Score: Raw -1463286.613524 + Penalty 3040.193233 = -1460246.420291 nChanged 539 SP:Iteration 8Q (32031.750000 sec): 3 clusters Score: Raw -1463674.929155 + Penalty 3040.193233 = -1460634.735922 nChanged 584 SP:Iteration 9F (32032.000000 sec): 3 clusters Score: Raw -1464148.444869 + Penalty 3040.193233 = -1461108.251636 nChanged 567 SP:Iteration 10Q (32032.270000 sec): 3 clusters Score: Raw -1464606.845536 + Penalty 3040.193233 = -1461566.652303 nChanged 499 SP:Iteration 11Q (32032.590000 sec): 3 clusters Score: Raw -1465022.390876 + Penalty 3040.193233 = -1461982.197644 nChanged 360 SP:Iteration 12Q (32032.810000 sec): 3 clusters Score: Raw -1465291.977625 + Penalty 3040.193233 = -1462251.784392 nChanged 265 SP:Iteration 13Q (32033.100000 sec): 3 clusters Score: Raw -1465472.393375 + Penalty 3040.193233 = -1462432.200142 nChanged 187 SP:Iteration 14Q (32033.300000 sec): 3 clusters Score: Raw -1465600.501964 + Penalty 3040.193233 = -1462560.308732 nChanged 132 SP:Iteration 15Q (32033.540000 sec): 3 clusters Score: Raw -1465699.418001 + Penalty 3040.193233 = -1462659.224769 nChanged 97 SP:Iteration 16Q (32033.810000 sec): 3 clusters Score: Raw -1465775.797371 + Penalty 3040.193233 = -1462735.604139 nChanged 70 SP:Iteration 17Q (32034.090000 sec): 3 clusters Score: Raw -1465837.434508 + Penalty 3040.193233 = -1462797.241275 nChanged 46 SP:Iteration 18Q (32034.340000 sec): 3 clusters Score: Raw -1465873.495320 + Penalty 3040.193233 = -1462833.302087 nChanged 38 SP:Iteration 19Q (32034.650000 sec): 3 clusters Score: Raw -1465905.797295 + Penalty 3040.193233 = -1462865.604062 nChanged 21 SP:Iteration 20F (32034.890000 sec): 3 clusters Score: Raw -1465923.520563 + Penalty 3040.193233 = -1462883.327331 nChanged 17 SP:Iteration 21Q (32035.150000 sec): 3 clusters Score: Raw -1465937.195012 + Penalty 3040.193233 = -1462897.001779 nChanged 13 SP:Iteration 22Q (32035.400000 sec): 3 clusters Score: Raw -1465948.199202 + Penalty 3040.193233 = -1462908.005969 nChanged 13 SP:Iteration 23Q (32035.650000 sec): 3 clusters Score: Raw -1465961.342857 + Penalty 3040.193233 = -1462921.149625 nChanged 10 SP:Iteration 24Q (32035.820000 sec): 3 clusters Score: Raw -1465971.301365 + Penalty 3040.193233 = -1462931.108132 nChanged 7 SP:Iteration 25Q (32036.040000 sec): 3 clusters Score: Raw -1465976.592292 + Penalty 3040.193233 = -1462936.399060 nChanged 7 SP:Iteration 26Q (32036.290000 sec): 3 clusters Score: Raw -1465982.408768 + Penalty 3040.193233 = -1462942.215535 nChanged 10 SP:Iteration 27Q (32036.530000 sec): 3 clusters Score: Raw -1465993.632801 + Penalty 3040.193233 = -1462953.439569 nChanged 8 SP:Iteration 28Q (32036.800000 sec): 3 clusters Score: Raw -1466000.389512 + Penalty 3040.193233 = -1462960.196279 nChanged 6 SP:Iteration 29Q (32037.040000 sec): 3 clusters Score: Raw -1466004.767635 + Penalty 3040.193233 = -1462964.574402 nChanged 3 SP:Iteration 30Q (32037.270000 sec): 3 clusters Score: Raw -1466006.850179 + Penalty 3040.193233 = -1462966.656947 nChanged 3 SP:Iteration 31Q (32037.540000 sec): 3 clusters Score: Raw -1466008.618874 + Penalty 3040.193233 = -1462968.425641 nChanged 1 SP:Iteration 32Q (32037.780000 sec): 3 clusters Score: Raw -1466009.020275 + Penalty 3040.193233 = -1462968.827042 nChanged 0 SP:Iteration 33F (32038.010000 sec): 3 clusters Score: Raw -1466009.020275 + Penalty 3040.193233 = -1462968.827042 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32038.260000 sec): 2 clusters Score: Raw -3474161.540634 + Penalty 1671.362658 = -3472490.177976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32038.620000 sec): 3 clusters Score: Raw -3456121.254131 + Penalty 3342.725316 = -3452778.528815 nChanged 13416 SP:Iteration 1F (32039.000000 sec): 3 clusters Score: Raw -3463640.253742 + Penalty 3342.725316 = -3460297.528426 nChanged 1270 SP:Iteration 2Q (32039.330000 sec): 3 clusters Score: Raw -3464052.003612 + Penalty 3342.725316 = -3460709.278296 nChanged 1229 SP:Iteration 3Q (32039.700000 sec): 3 clusters Score: Raw -3464492.350930 + Penalty 3342.725316 = -3461149.625614 nChanged 1223 SP:Iteration 4Q (32040.010000 sec): 3 clusters Score: Raw -3465019.317564 + Penalty 3342.725316 = -3461676.592248 nChanged 1357 SP:Iteration 5Q (32040.410000 sec): 3 clusters Score: Raw -3465703.160934 + Penalty 3342.725316 = -3462360.435618 nChanged 1530 SP:Iteration 6F (32040.690000 sec): 3 clusters Score: Raw -3466606.587620 + Penalty 3342.725316 = -3463263.862304 nChanged 1699 SP:Iteration 7F (32041.060000 sec): 3 clusters Score: Raw -3467765.466982 + Penalty 3342.725316 = -3464422.741666 nChanged 1762 SP:Iteration 8F (32041.330000 sec): 3 clusters Score: Raw -3469109.095267 + Penalty 3342.725316 = -3465766.369951 nChanged 1671 SP:Iteration 9F (32041.700000 sec): 3 clusters Score: Raw -3470528.976429 + Penalty 3342.725316 = -3467186.251113 nChanged 1374 SP:Iteration 10Q (32041.990000 sec): 3 clusters Score: Raw -3471566.623096 + Penalty 3342.725316 = -3468223.897780 nChanged 1045 SP:Iteration 11Q (32042.320000 sec): 3 clusters Score: Raw -3472211.055484 + Penalty 3342.725316 = -3468868.330168 nChanged 804 SP:Iteration 12Q (32042.650000 sec): 3 clusters Score: Raw -3472635.189930 + Penalty 3342.725316 = -3469292.464614 nChanged 652 SP:Iteration 13Q (32042.990000 sec): 3 clusters Score: Raw -3472969.829324 + Penalty 3342.725316 = -3469627.104008 nChanged 597 SP:Iteration 14Q (32043.340000 sec): 3 clusters Score: Raw -3473314.051672 + Penalty 3342.725316 = -3469971.326356 nChanged 526 SP:Iteration 15Q (32043.650000 sec): 3 clusters Score: Raw -3473673.325319 + Penalty 3342.725316 = -3470330.600003 nChanged 493 SP:Iteration 16Q (32044.010000 sec): 3 clusters Score: Raw -3474020.329568 + Penalty 3342.725316 = -3470677.604252 nChanged 413 SP:Iteration 17Q (32044.320000 sec): 3 clusters Score: Raw -3474298.816075 + Penalty 3342.725316 = -3470956.090759 nChanged 339 SP:Iteration 18Q (32044.660000 sec): 3 clusters Score: Raw -3474497.793403 + Penalty 3342.725316 = -3471155.068087 nChanged 267 SP:Iteration 19Q (32045.000000 sec): 3 clusters Score: Raw -3474630.160194 + Penalty 3342.725316 = -3471287.434878 nChanged 208 SP:Iteration 20F (32045.380000 sec): 3 clusters Score: Raw -3474727.989066 + Penalty 3342.725316 = -3471385.263750 nChanged 173 SP:Iteration 21Q (32045.680000 sec): 3 clusters Score: Raw -3474795.357365 + Penalty 3342.725316 = -3471452.632049 nChanged 135 SP:Iteration 22Q (32046.030000 sec): 3 clusters Score: Raw -3474841.430862 + Penalty 3342.725316 = -3471498.705546 nChanged 120 SP:Iteration 23Q (32046.370000 sec): 3 clusters Score: Raw -3474881.751336 + Penalty 3342.725316 = -3471539.026020 nChanged 100 SP:Iteration 24Q (32046.680000 sec): 3 clusters Score: Raw -3474912.522250 + Penalty 3342.725316 = -3471569.796934 nChanged 77 SP:Iteration 25Q (32047.040000 sec): 3 clusters Score: Raw -3474929.994895 + Penalty 3342.725316 = -3471587.269579 nChanged 63 SP:Iteration 26Q (32047.350000 sec): 3 clusters Score: Raw -3474944.983030 + Penalty 3342.725316 = -3471602.257714 nChanged 70 SP:Iteration 27Q (32047.670000 sec): 3 clusters Score: Raw -3474962.937987 + Penalty 3342.725316 = -3471620.212671 nChanged 56 SP:Iteration 28Q (32047.950000 sec): 3 clusters Score: Raw -3474976.661977 + Penalty 3342.725316 = -3471633.936661 nChanged 51 SP:Iteration 29Q (32048.280000 sec): 3 clusters Score: Raw -3474988.681636 + Penalty 3342.725316 = -3471645.956320 nChanged 49 SP:Iteration 30Q (32048.700000 sec): 3 clusters Score: Raw -3474999.384197 + Penalty 3342.725316 = -3471656.658881 nChanged 36 SP:Iteration 31Q (32049.060000 sec): 3 clusters Score: Raw -3475006.434949 + Penalty 3342.725316 = -3471663.709633 nChanged 26 SP:Iteration 32Q (32049.380000 sec): 3 clusters Score: Raw -3475011.836023 + Penalty 3342.725316 = -3471669.110707 nChanged 25 SP:Iteration 33Q (32049.750000 sec): 3 clusters Score: Raw -3475015.848757 + Penalty 3342.725316 = -3471673.123441 nChanged 15 SP:Iteration 34Q (32050.080000 sec): 3 clusters Score: Raw -3475017.977189 + Penalty 3342.725316 = -3471675.251873 nChanged 8 SP:Iteration 35Q (32050.340000 sec): 3 clusters Score: Raw -3475019.398165 + Penalty 3342.725316 = -3471676.672849 nChanged 7 SP:Iteration 36Q (32050.650000 sec): 3 clusters Score: Raw -3475020.370340 + Penalty 3342.725316 = -3471677.645024 nChanged 9 SP:Iteration 37Q (32050.930000 sec): 3 clusters Score: Raw -3475021.486347 + Penalty 3342.725316 = -3471678.761031 nChanged 10 SP:Iteration 38Q (32051.320000 sec): 3 clusters Score: Raw -3475022.676332 + Penalty 3342.725316 = -3471679.951016 nChanged 7 SP:Iteration 39Q (32051.660000 sec): 3 clusters Score: Raw -3475023.286146 + Penalty 3342.725316 = -3471680.560830 nChanged 4 SP:Iteration 40F (32051.980000 sec): 3 clusters Score: Raw -3475023.781339 + Penalty 3342.725316 = -3471681.056023 nChanged 4 SP:Iteration 41Q (32052.310000 sec): 3 clusters Score: Raw -3475024.433668 + Penalty 3342.725316 = -3471681.708352 nChanged 4 SP:Iteration 42Q (32052.640000 sec): 3 clusters Score: Raw -3475024.824190 + Penalty 3342.725316 = -3471682.098874 nChanged 3 SP:Iteration 43Q (32053.000000 sec): 3 clusters Score: Raw -3475025.049927 + Penalty 3342.725316 = -3471682.324611 nChanged 0 SP:Iteration 44F (32053.360000 sec): 3 clusters Score: Raw -3475025.049927 + Penalty 3342.725316 = -3471682.324611 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32053.480000 sec): 2 clusters Score: Raw -21000.547494 + Penalty 849.183834 = -20151.363660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32053.670000 sec): 3 clusters Score: Raw -21082.177585 + Penalty 1698.367669 = -19383.809916 nChanged 15 SP:Iteration 1F (32053.840000 sec): 3 clusters Score: Raw -21140.188088 + Penalty 1698.367669 = -19441.820419 nChanged 4 SP:Iteration 2Q (32054.030000 sec): 3 clusters Score: Raw -21163.039265 + Penalty 1698.367669 = -19464.671596 nChanged 1 SP:Iteration 3Q (32054.230000 sec): 3 clusters Score: Raw -21167.704274 + Penalty 1698.367669 = -19469.336605 nChanged 0 SP:Iteration 4F (32054.410000 sec): 3 clusters Score: Raw -21167.704274 + Penalty 1698.367669 = -19469.336605 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (41525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32054.690000 sec): 2 clusters Score: Raw -5258657.958609 + Penalty 1728.033277 = -5256929.925333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32055.110000 sec): 3 clusters Score: Raw -5232306.160690 + Penalty 3456.066554 = -5228850.094137 nChanged 19526 SP:Iteration 1F (32055.500000 sec): 3 clusters Score: Raw -5243288.641718 + Penalty 3456.066554 = -5239832.575164 nChanged 1543 SP:Iteration 2Q (32055.900000 sec): 3 clusters Score: Raw -5243684.954826 + Penalty 3456.066554 = -5240228.888272 nChanged 1433 SP:Iteration 3Q (32056.320000 sec): 3 clusters Score: Raw -5244070.791699 + Penalty 3456.066554 = -5240614.725145 nChanged 1368 SP:Iteration 4Q (32056.730000 sec): 3 clusters Score: Raw -5244474.053443 + Penalty 3456.066554 = -5241017.986889 nChanged 1463 SP:Iteration 5Q (32057.200000 sec): 3 clusters Score: Raw -5245017.582285 + Penalty 3456.066554 = -5241561.515732 nChanged 1774 SP:Iteration 6Q (32057.670000 sec): 3 clusters Score: Raw -5245846.760439 + Penalty 3456.066554 = -5242390.693885 nChanged 2107 SP:Iteration 7F (32058.150000 sec): 3 clusters Score: Raw -5247081.498120 + Penalty 3456.066554 = -5243625.431567 nChanged 2388 SP:Iteration 8F (32058.530000 sec): 3 clusters Score: Raw -5248743.086667 + Penalty 3456.066554 = -5245287.020113 nChanged 2500 SP:Iteration 9F (32058.920000 sec): 3 clusters Score: Raw -5250695.920267 + Penalty 3456.066554 = -5247239.853713 nChanged 2378 SP:Iteration 10F (32059.310000 sec): 3 clusters Score: Raw -5252646.625633 + Penalty 3456.066554 = -5249190.559079 nChanged 2040 SP:Iteration 11Q (32059.770000 sec): 3 clusters Score: Raw -5254273.853651 + Penalty 3456.066554 = -5250817.787097 nChanged 1643 SP:Iteration 12Q (32060.090000 sec): 3 clusters Score: Raw -5255534.862624 + Penalty 3456.066554 = -5252078.796070 nChanged 1278 SP:Iteration 13Q (32060.490000 sec): 3 clusters Score: Raw -5256520.320918 + Penalty 3456.066554 = -5253064.254365 nChanged 990 SP:Iteration 14Q (32060.850000 sec): 3 clusters Score: Raw -5257279.499126 + Penalty 3456.066554 = -5253823.432572 nChanged 727 SP:Iteration 15Q (32061.200000 sec): 3 clusters Score: Raw -5257828.392782 + Penalty 3456.066554 = -5254372.326228 nChanged 504 SP:Iteration 16Q (32061.610000 sec): 3 clusters Score: Raw -5258203.224280 + Penalty 3456.066554 = -5254747.157726 nChanged 343 SP:Iteration 17Q (32061.990000 sec): 3 clusters Score: Raw -5258458.855819 + Penalty 3456.066554 = -5255002.789265 nChanged 208 SP:Iteration 18Q (32062.380000 sec): 3 clusters Score: Raw -5258632.247190 + Penalty 3456.066554 = -5255176.180636 nChanged 124 SP:Iteration 19Q (32062.770000 sec): 3 clusters Score: Raw -5258740.010504 + Penalty 3456.066554 = -5255283.943950 nChanged 67 SP:Iteration 20F (32063.240000 sec): 3 clusters Score: Raw -5258799.112677 + Penalty 3456.066554 = -5255343.046123 nChanged 53 SP:Iteration 21Q (32063.660000 sec): 3 clusters Score: Raw -5258852.213989 + Penalty 3456.066554 = -5255396.147435 nChanged 25 SP:Iteration 22Q (32064.050000 sec): 3 clusters Score: Raw -5258878.150269 + Penalty 3456.066554 = -5255422.083715 nChanged 17 SP:Iteration 23Q (32064.450000 sec): 3 clusters Score: Raw -5258892.797016 + Penalty 3456.066554 = -5255436.730462 nChanged 8 SP:Iteration 24Q (32064.900000 sec): 3 clusters Score: Raw -5258899.989598 + Penalty 3456.066554 = -5255443.923044 nChanged 7 SP:Iteration 25Q (32065.280000 sec): 3 clusters Score: Raw -5258905.547313 + Penalty 3456.066554 = -5255449.480760 nChanged 5 SP:Iteration 26Q (32065.700000 sec): 3 clusters Score: Raw -5258911.511095 + Penalty 3456.066554 = -5255455.444541 nChanged 7 SP:Iteration 27Q (32066.140000 sec): 3 clusters Score: Raw -5258918.315361 + Penalty 3456.066554 = -5255462.248808 nChanged 4 SP:Iteration 28Q (32066.500000 sec): 3 clusters Score: Raw -5258922.451790 + Penalty 3456.066554 = -5255466.385236 nChanged 1 SP:Iteration 29Q (32066.890000 sec): 3 clusters Score: Raw -5258923.247027 + Penalty 3456.066554 = -5255467.180473 nChanged 1 SP:Iteration 30Q (32067.280000 sec): 3 clusters Score: Raw -5258923.626962 + Penalty 3456.066554 = -5255467.560409 nChanged 3 SP:Iteration 31Q (32067.580000 sec): 3 clusters Score: Raw -5258927.674792 + Penalty 3456.066554 = -5255471.608238 nChanged 4 SP:Iteration 32Q (32067.960000 sec): 3 clusters Score: Raw -5258931.681951 + Penalty 3456.066554 = -5255475.615397 nChanged 2 SP:Iteration 33Q (32068.400000 sec): 3 clusters Score: Raw -5258932.892244 + Penalty 3456.066554 = -5255476.825690 nChanged 3 SP:Iteration 34Q (32068.850000 sec): 3 clusters Score: Raw -5258935.113589 + Penalty 3456.066554 = -5255479.047036 nChanged 2 SP:Iteration 35Q (32069.300000 sec): 3 clusters Score: Raw -5258936.515629 + Penalty 3456.066554 = -5255480.449076 nChanged 0 SP:Iteration 36F (32069.670000 sec): 3 clusters Score: Raw -5258936.515629 + Penalty 3456.066554 = -5255480.449076 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (22370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32069.920000 sec): 2 clusters Score: Raw -2722311.856120 + Penalty 1627.514859 = -2720684.341261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32070.240000 sec): 3 clusters Score: Raw -2708679.058795 + Penalty 3255.029718 = -2705424.029078 nChanged 10155 SP:Iteration 1F (32070.570000 sec): 3 clusters Score: Raw -2714203.201175 + Penalty 3255.029718 = -2710948.171458 nChanged 990 SP:Iteration 2Q (32070.910000 sec): 3 clusters Score: Raw -2714541.754650 + Penalty 3255.029718 = -2711286.724932 nChanged 949 SP:Iteration 3Q (32071.220000 sec): 3 clusters Score: Raw -2714952.331401 + Penalty 3255.029718 = -2711697.301684 nChanged 1021 SP:Iteration 4Q (32071.530000 sec): 3 clusters Score: Raw -2715493.661347 + Penalty 3255.029718 = -2712238.631629 nChanged 1111 SP:Iteration 5Q (32071.790000 sec): 3 clusters Score: Raw -2716259.214637 + Penalty 3255.029718 = -2713004.184920 nChanged 1262 SP:Iteration 6F (32072.060000 sec): 3 clusters Score: Raw -2717307.914087 + Penalty 3255.029718 = -2714052.884369 nChanged 1447 SP:Iteration 7F (32072.370000 sec): 3 clusters Score: Raw -2718644.541014 + Penalty 3255.029718 = -2715389.511296 nChanged 1615 SP:Iteration 8F (32072.660000 sec): 3 clusters Score: Raw -2720223.259937 + Penalty 3255.029718 = -2716968.230219 nChanged 1504 SP:Iteration 9F (32072.950000 sec): 3 clusters Score: Raw -2721445.007490 + Penalty 3255.029718 = -2718189.977773 nChanged 1041 SP:Iteration 10Q (32073.230000 sec): 3 clusters Score: Raw -2722106.329245 + Penalty 3255.029718 = -2718851.299527 nChanged 648 SP:Iteration 11Q (32073.610000 sec): 3 clusters Score: Raw -2722477.078037 + Penalty 3255.029718 = -2719222.048320 nChanged 466 SP:Iteration 12Q (32073.860000 sec): 3 clusters Score: Raw -2722715.406216 + Penalty 3255.029718 = -2719460.376498 nChanged 330 SP:Iteration 13Q (32074.140000 sec): 3 clusters Score: Raw -2722836.609363 + Penalty 3255.029718 = -2719581.579645 nChanged 213 SP:Iteration 14Q (32074.410000 sec): 3 clusters Score: Raw -2722894.800693 + Penalty 3255.029718 = -2719639.770975 nChanged 165 SP:Iteration 15Q (32074.760000 sec): 3 clusters Score: Raw -2722927.715430 + Penalty 3255.029718 = -2719672.685712 nChanged 117 SP:Iteration 16Q (32075.090000 sec): 3 clusters Score: Raw -2722946.101291 + Penalty 3255.029718 = -2719691.071574 nChanged 75 SP:Iteration 17Q (32075.450000 sec): 3 clusters Score: Raw -2722955.423494 + Penalty 3255.029718 = -2719700.393776 nChanged 64 SP:Iteration 18Q (32075.830000 sec): 3 clusters Score: Raw -2722962.750650 + Penalty 3255.029718 = -2719707.720932 nChanged 56 SP:Iteration 19Q (32076.180000 sec): 3 clusters Score: Raw -2722968.489449 + Penalty 3255.029718 = -2719713.459731 nChanged 47 SP:Iteration 20F (32076.440000 sec): 3 clusters Score: Raw -2722973.218105 + Penalty 3255.029718 = -2719718.188387 nChanged 42 SP:Iteration 21Q (32076.740000 sec): 3 clusters Score: Raw -2722977.687186 + Penalty 3255.029718 = -2719722.657468 nChanged 51 SP:Iteration 22Q (32077.030000 sec): 3 clusters Score: Raw -2722982.086813 + Penalty 3255.029718 = -2719727.057095 nChanged 28 SP:Iteration 23Q (32077.400000 sec): 3 clusters Score: Raw -2722984.329755 + Penalty 3255.029718 = -2719729.300037 nChanged 25 SP:Iteration 24Q (32077.700000 sec): 3 clusters Score: Raw -2722986.156389 + Penalty 3255.029718 = -2719731.126672 nChanged 18 SP:Iteration 25Q (32078.020000 sec): 3 clusters Score: Raw -2722987.109288 + Penalty 3255.029718 = -2719732.079571 nChanged 12 SP:Iteration 26Q (32078.270000 sec): 3 clusters Score: Raw -2722987.701428 + Penalty 3255.029718 = -2719732.671710 nChanged 12 SP:Iteration 27Q (32078.610000 sec): 3 clusters Score: Raw -2722988.339508 + Penalty 3255.029718 = -2719733.309791 nChanged 13 SP:Iteration 28Q (32078.960000 sec): 3 clusters Score: Raw -2722989.000888 + Penalty 3255.029718 = -2719733.971170 nChanged 9 SP:Iteration 29Q (32079.220000 sec): 3 clusters Score: Raw -2722989.595566 + Penalty 3255.029718 = -2719734.565849 nChanged 8 SP:Iteration 30Q (32079.600000 sec): 3 clusters Score: Raw -2722990.021431 + Penalty 3255.029718 = -2719734.991713 nChanged 8 SP:Iteration 31Q (32079.920000 sec): 3 clusters Score: Raw -2722990.604233 + Penalty 3255.029718 = -2719735.574515 nChanged 7 SP:Iteration 32Q (32080.230000 sec): 3 clusters Score: Raw -2722991.255084 + Penalty 3255.029718 = -2719736.225366 nChanged 6 SP:Iteration 33Q (32080.530000 sec): 3 clusters Score: Raw -2722991.713379 + Penalty 3255.029718 = -2719736.683662 nChanged 6 SP:Iteration 34Q (32080.900000 sec): 3 clusters Score: Raw -2722992.111204 + Penalty 3255.029718 = -2719737.081487 nChanged 12 SP:Iteration 35Q (32081.230000 sec): 3 clusters Score: Raw -2722992.914076 + Penalty 3255.029718 = -2719737.884359 nChanged 12 SP:Iteration 36Q (32081.530000 sec): 3 clusters Score: Raw -2722993.520008 + Penalty 3255.029718 = -2719738.490290 nChanged 5 SP:Iteration 37Q (32081.880000 sec): 3 clusters Score: Raw -2722993.846409 + Penalty 3255.029718 = -2719738.816691 nChanged 10 SP:Iteration 38Q (32082.200000 sec): 3 clusters Score: Raw -2722994.598388 + Penalty 3255.029718 = -2719739.568670 nChanged 13 SP:Iteration 39Q (32082.520000 sec): 3 clusters Score: Raw -2722995.385712 + Penalty 3255.029718 = -2719740.355995 nChanged 9 SP:Iteration 40F (32082.860000 sec): 3 clusters Score: Raw -2722995.801903 + Penalty 3255.029718 = -2719740.772185 nChanged 10 SP:Iteration 41Q (32083.210000 sec): 3 clusters Score: Raw -2722996.203311 + Penalty 3255.029718 = -2719741.173593 nChanged 5 SP:Iteration 42Q (32083.500000 sec): 3 clusters Score: Raw -2722996.389949 + Penalty 3255.029718 = -2719741.360231 nChanged 3 SP:Iteration 43Q (32083.810000 sec): 3 clusters Score: Raw -2722996.528131 + Penalty 3255.029718 = -2719741.498413 nChanged 3 SP:Iteration 44Q (32084.060000 sec): 3 clusters Score: Raw -2722996.716993 + Penalty 3255.029718 = -2719741.687275 nChanged 4 SP:Iteration 45Q (32084.360000 sec): 3 clusters Score: Raw -2722996.982494 + Penalty 3255.029718 = -2719741.952777 nChanged 2 SP:Iteration 46Q (32084.690000 sec): 3 clusters Score: Raw -2722997.084150 + Penalty 3255.029718 = -2719742.054432 nChanged 1 SP:Iteration 47Q (32084.960000 sec): 3 clusters Score: Raw -2722997.119072 + Penalty 3255.029718 = -2719742.089354 nChanged 0 SP:Iteration 48F (32085.250000 sec): 3 clusters Score: Raw -2722997.119072 + Penalty 3255.029718 = -2719742.089354 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32085.360000 sec): 2 clusters Score: Raw -12645.012203 + Penalty 800.678724 = -11844.333479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32085.530000 sec): 3 clusters Score: Raw -12910.587975 + Penalty 1601.357448 = -11309.230527 nChanged 24 SP:Iteration 1F (32085.730000 sec): 3 clusters Score: Raw -13057.754900 + Penalty 1601.357448 = -11456.397453 nChanged 6 SP:Iteration 2Q (32085.940000 sec): 3 clusters Score: Raw -13210.364668 + Penalty 1601.357448 = -11609.007221 nChanged 3 SP:Iteration 3Q (32086.140000 sec): 3 clusters Score: Raw -13241.088401 + Penalty 1601.357448 = -11639.730953 nChanged 1 SP:Iteration 4Q (32086.330000 sec): 3 clusters Score: Raw -13263.304833 + Penalty 1601.357448 = -11661.947385 nChanged 0 SP:Iteration 5F (32086.540000 sec): 3 clusters Score: Raw -13263.304833 + Penalty 1601.357448 = -11661.947385 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32086.640000 sec): 2 clusters Score: Raw -91137.017429 + Penalty 1074.674935 = -90062.342493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32086.840000 sec): 3 clusters Score: Raw -90940.736680 + Penalty 2149.349871 = -88791.386809 nChanged 199 SP:Iteration 1F (32087.010000 sec): 3 clusters Score: Raw -91153.201475 + Penalty 2149.349871 = -89003.851604 nChanged 48 SP:Iteration 2F (32087.160000 sec): 3 clusters Score: Raw -91203.069292 + Penalty 2149.349871 = -89053.719421 nChanged 18 SP:Iteration 3Q (32087.370000 sec): 3 clusters Score: Raw -91226.244700 + Penalty 2149.349871 = -89076.894829 nChanged 13 SP:Iteration 4Q (32087.550000 sec): 3 clusters Score: Raw -91238.256705 + Penalty 2149.349871 = -89088.906834 nChanged 6 SP:Iteration 5Q (32087.710000 sec): 3 clusters Score: Raw -91246.452733 + Penalty 2149.349871 = -89097.102862 nChanged 3 SP:Iteration 6Q (32087.900000 sec): 3 clusters Score: Raw -91248.883290 + Penalty 2149.349871 = -89099.533419 nChanged 2 SP:Iteration 7Q (32088.080000 sec): 3 clusters Score: Raw -91251.921322 + Penalty 2149.349871 = -89102.571451 nChanged 3 SP:Iteration 8Q (32088.280000 sec): 3 clusters Score: Raw -91253.789100 + Penalty 2149.349871 = -89104.439229 nChanged 1 SP:Iteration 9Q (32088.480000 sec): 3 clusters Score: Raw -91254.633429 + Penalty 2149.349871 = -89105.283558 nChanged 0 SP:Iteration 10F (32088.700000 sec): 3 clusters Score: Raw -91254.633429 + Penalty 2149.349871 = -89105.283558 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32088.780000 sec): 2 clusters Score: Raw -43367.372457 + Penalty 970.330049 = -42397.042408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32088.970000 sec): 3 clusters Score: Raw -43406.738740 + Penalty 1940.660098 = -41466.078642 nChanged 86 SP:Iteration 1F (32089.190000 sec): 3 clusters Score: Raw -43606.116241 + Penalty 1940.660098 = -41665.456143 nChanged 38 SP:Iteration 2F (32089.390000 sec): 3 clusters Score: Raw -43746.572476 + Penalty 1940.660098 = -41805.912378 nChanged 28 SP:Iteration 3F (32089.600000 sec): 3 clusters Score: Raw -43840.525721 + Penalty 1940.660098 = -41899.865623 nChanged 13 SP:Iteration 4Q (32089.820000 sec): 3 clusters Score: Raw -43887.283874 + Penalty 1940.660098 = -41946.623776 nChanged 12 SP:Iteration 5Q (32090.060000 sec): 3 clusters Score: Raw -43942.415495 + Penalty 1940.660098 = -42001.755397 nChanged 15 SP:Iteration 6Q (32090.240000 sec): 3 clusters Score: Raw -44022.448780 + Penalty 1940.660098 = -42081.788682 nChanged 11 SP:Iteration 7Q (32090.470000 sec): 3 clusters Score: Raw -44054.282160 + Penalty 1940.660098 = -42113.622062 nChanged 5 SP:Iteration 8Q (32090.640000 sec): 3 clusters Score: Raw -44080.587606 + Penalty 1940.660098 = -42139.927508 nChanged 1 SP:Iteration 9Q (32090.840000 sec): 3 clusters Score: Raw -44083.914085 + Penalty 1940.660098 = -42143.253987 nChanged 1 SP:Iteration 10Q (32091.050000 sec): 3 clusters Score: Raw -44087.030183 + Penalty 1940.660098 = -42146.370086 nChanged 3 SP:Iteration 11Q (32091.230000 sec): 3 clusters Score: Raw -44095.832912 + Penalty 1940.660098 = -42155.172814 nChanged 3 SP:Iteration 12Q (32091.470000 sec): 3 clusters Score: Raw -44122.727181 + Penalty 1940.660098 = -42182.067083 nChanged 6 SP:Iteration 13Q (32091.670000 sec): 3 clusters Score: Raw -44158.256210 + Penalty 1940.660098 = -42217.596112 nChanged 7 SP:Iteration 14Q (32091.840000 sec): 3 clusters Score: Raw -44193.900571 + Penalty 1940.660098 = -42253.240473 nChanged 6 SP:Iteration 15Q (32092.030000 sec): 3 clusters Score: Raw -44228.084005 + Penalty 1940.660098 = -42287.423907 nChanged 4 SP:Iteration 16Q (32092.260000 sec): 3 clusters Score: Raw -44254.887055 + Penalty 1940.660098 = -42314.226957 nChanged 1 SP:Iteration 17Q (32092.450000 sec): 3 clusters Score: Raw -44258.512009 + Penalty 1940.660098 = -42317.851912 nChanged 1 SP:Iteration 18Q (32092.630000 sec): 3 clusters Score: Raw -44260.322031 + Penalty 1940.660098 = -42319.661933 nChanged 0 SP:Iteration 19F (32092.800000 sec): 3 clusters Score: Raw -44263.122442 + Penalty 1940.660098 = -42322.462344 nChanged 1 SP:Iteration 20F (32093.000000 sec): 3 clusters Score: Raw -44276.126423 + Penalty 1940.660098 = -42335.466325 nChanged 1 SP:Iteration 21Q (32093.200000 sec): 3 clusters Score: Raw -44279.146711 + Penalty 1940.660098 = -42338.486613 nChanged 0 SP:Iteration 22F (32093.400000 sec): 3 clusters Score: Raw -44279.146711 + Penalty 1940.660098 = -42338.486613 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32093.500000 sec): 2 clusters Score: Raw -25927.213332 + Penalty 875.724156 = -25051.489176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32093.700000 sec): 3 clusters Score: Raw -26010.889847 + Penalty 1751.448312 = -24259.441535 nChanged 28 SP:Iteration 1F (32093.890000 sec): 3 clusters Score: Raw -26078.329496 + Penalty 1751.448312 = -24326.881184 nChanged 5 SP:Iteration 2Q (32094.120000 sec): 3 clusters Score: Raw -26089.664256 + Penalty 1751.448312 = -24338.215943 nChanged 0 SP:Iteration 3F (32094.300000 sec): 3 clusters Score: Raw -26089.664256 + Penalty 1751.448312 = -24338.215943 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (937156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32098.080000 sec): 2 clusters Score: Raw -114935198.478034 + Penalty 2234.473318 = -114932964.004715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32102.590000 sec): 3 clusters Score: Raw -114298511.622381 + Penalty 4468.946637 = -114294042.675744 nChanged 462163 SP:Iteration 1F (32106.900000 sec): 3 clusters Score: Raw -114581503.923633 + Penalty 4468.946637 = -114577034.976996 nChanged 22682 SP:Iteration 2Q (32111.740000 sec): 3 clusters Score: Raw -114586791.056649 + Penalty 4468.946637 = -114582322.110012 nChanged 29232 SP:Iteration 3Q (32116.870000 sec): 3 clusters Score: Raw -114596183.702997 + Penalty 4468.946637 = -114591714.756360 nChanged 39943 SP:Iteration 4Q (32121.990000 sec): 3 clusters Score: Raw -114614067.542761 + Penalty 4468.946637 = -114609598.596124 nChanged 55991 SP:Iteration 5F (32127.000000 sec): 3 clusters Score: Raw -114647667.547295 + Penalty 4468.946637 = -114643198.600659 nChanged 73782 SP:Iteration 6F (32131.720000 sec): 3 clusters Score: Raw -114704579.338002 + Penalty 4468.946637 = -114700110.391365 nChanged 85158 SP:Iteration 7F (32136.300000 sec): 3 clusters Score: Raw -114782073.113339 + Penalty 4468.946637 = -114777604.166702 nChanged 76196 SP:Iteration 8F (32140.180000 sec): 3 clusters Score: Raw -114856932.078215 + Penalty 4468.946637 = -114852463.131578 nChanged 49631 SP:Iteration 9F (32143.910000 sec): 3 clusters Score: Raw -114906039.464401 + Penalty 4468.946637 = -114901570.517764 nChanged 22420 SP:Iteration 10Q (32147.430000 sec): 3 clusters Score: Raw -114927259.830352 + Penalty 4468.946637 = -114922790.883716 nChanged 6908 SP:Iteration 11Q (32151.240000 sec): 3 clusters Score: Raw -114933514.340573 + Penalty 4468.946637 = -114929045.393936 nChanged 1593 SP:Iteration 12Q (32154.380000 sec): 3 clusters Score: Raw -114934952.819571 + Penalty 4468.946637 = -114930483.872935 nChanged 280 SP:Iteration 13Q (32157.700000 sec): 3 clusters Score: Raw -114935227.044760 + Penalty 4468.946637 = -114930758.098123 nChanged 71 SP:Iteration 14Q (32161.240000 sec): 3 clusters Score: Raw -114935315.809005 + Penalty 4468.946637 = -114930846.862369 nChanged 34 SP:Iteration 15Q (32165.230000 sec): 3 clusters Score: Raw -114935363.952313 + Penalty 4468.946637 = -114930895.005676 nChanged 17 SP:Iteration 16Q (32168.870000 sec): 3 clusters Score: Raw -114935388.606803 + Penalty 4468.946637 = -114930919.660166 nChanged 11 SP:Iteration 17Q (32172.290000 sec): 3 clusters Score: Raw -114935404.884955 + Penalty 4468.946637 = -114930935.938318 nChanged 6 SP:Iteration 18Q (32176.240000 sec): 3 clusters Score: Raw -114935416.811011 + Penalty 4468.946637 = -114930947.864375 nChanged 10 SP:Iteration 19Q (32180.520000 sec): 3 clusters Score: Raw -114935428.862751 + Penalty 4468.946637 = -114930959.916115 nChanged 2 SP:Iteration 20F (32185.680000 sec): 3 clusters Score: Raw -114935430.746190 + Penalty 4468.946637 = -114930961.799554 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32186.180000 sec): 2 clusters Score: Raw -48437.510072 + Penalty 997.380646 = -47440.129426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32186.310000 sec): 3 clusters Score: Raw -48446.428721 + Penalty 1994.761293 = -46451.667429 nChanged 112 SP:Iteration 1F (32186.460000 sec): 3 clusters Score: Raw -48726.035436 + Penalty 1994.761293 = -46731.274144 nChanged 40 SP:Iteration 2F (32186.560000 sec): 3 clusters Score: Raw -48867.451283 + Penalty 1994.761293 = -46872.689991 nChanged 27 SP:Iteration 3F (32186.670000 sec): 3 clusters Score: Raw -49002.339871 + Penalty 1994.761293 = -47007.578579 nChanged 29 SP:Iteration 4F (32186.840000 sec): 3 clusters Score: Raw -49183.713096 + Penalty 1994.761293 = -47188.951803 nChanged 27 SP:Iteration 5F (32187.050000 sec): 3 clusters Score: Raw -49299.581467 + Penalty 1994.761293 = -47304.820175 nChanged 17 SP:Iteration 6Q (32187.170000 sec): 3 clusters Score: Raw -49378.741893 + Penalty 1994.761293 = -47383.980601 nChanged 11 SP:Iteration 7Q (32187.330000 sec): 3 clusters Score: Raw -49460.444308 + Penalty 1994.761293 = -47465.683015 nChanged 6 SP:Iteration 8Q (32187.490000 sec): 3 clusters Score: Raw -49516.134495 + Penalty 1994.761293 = -47521.373202 nChanged 7 SP:Iteration 9Q (32187.700000 sec): 3 clusters Score: Raw -49691.090222 + Penalty 1994.761293 = -47696.328929 nChanged 4 SP:Iteration 10Q (32187.830000 sec): 3 clusters Score: Raw -49779.243194 + Penalty 1994.761293 = -47784.481901 nChanged 4 SP:Iteration 11Q (32188.000000 sec): 3 clusters Score: Raw -49784.659598 + Penalty 1994.761293 = -47789.898305 nChanged 1 SP:Iteration 12Q (32188.180000 sec): 3 clusters Score: Raw -49789.084251 + Penalty 1994.761293 = -47794.322958 nChanged 0 SP:Iteration 13F (32188.300000 sec): 3 clusters Score: Raw -49789.084251 + Penalty 1994.761293 = -47794.322958 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 8.69 GB. Trying to split cluster 15 (15984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32188.460000 sec): 2 clusters Score: Raw -2032045.181678 + Penalty 1572.893319 = -2030472.288359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32188.770000 sec): 3 clusters Score: Raw -2022553.996690 + Penalty 3145.786638 = -2019408.210053 nChanged 7174 SP:Iteration 1F (32189.010000 sec): 3 clusters Score: Raw -2026401.654088 + Penalty 3145.786638 = -2023255.867450 nChanged 901 SP:Iteration 2F (32189.220000 sec): 3 clusters Score: Raw -2026794.901295 + Penalty 3145.786638 = -2023649.114657 nChanged 856 SP:Iteration 3F (32189.480000 sec): 3 clusters Score: Raw -2027245.625627 + Penalty 3145.786638 = -2024099.838990 nChanged 948 SP:Iteration 4F (32189.710000 sec): 3 clusters Score: Raw -2027773.615387 + Penalty 3145.786638 = -2024627.828750 nChanged 1008 SP:Iteration 5F (32189.950000 sec): 3 clusters Score: Raw -2028436.210522 + Penalty 3145.786638 = -2025290.423884 nChanged 1082 SP:Iteration 6F (32190.180000 sec): 3 clusters Score: Raw -2029294.712118 + Penalty 3145.786638 = -2026148.925480 nChanged 1020 SP:Iteration 7F (32190.420000 sec): 3 clusters Score: Raw -2030247.396088 + Penalty 3145.786638 = -2027101.609450 nChanged 862 SP:Iteration 8F (32190.680000 sec): 3 clusters Score: Raw -2031081.019541 + Penalty 3145.786638 = -2027935.232903 nChanged 570 SP:Iteration 9Q (32190.890000 sec): 3 clusters Score: Raw -2031500.217332 + Penalty 3145.786638 = -2028354.430695 nChanged 339 SP:Iteration 10Q (32191.110000 sec): 3 clusters Score: Raw -2031664.195475 + Penalty 3145.786638 = -2028518.408837 nChanged 197 SP:Iteration 11Q (32191.320000 sec): 3 clusters Score: Raw -2031736.057004 + Penalty 3145.786638 = -2028590.270366 nChanged 137 SP:Iteration 12Q (32191.510000 sec): 3 clusters Score: Raw -2031781.653892 + Penalty 3145.786638 = -2028635.867254 nChanged 102 SP:Iteration 13Q (32191.750000 sec): 3 clusters Score: Raw -2031810.322290 + Penalty 3145.786638 = -2028664.535653 nChanged 107 SP:Iteration 14Q (32192.050000 sec): 3 clusters Score: Raw -2031842.325353 + Penalty 3145.786638 = -2028696.538715 nChanged 101 SP:Iteration 15Q (32192.340000 sec): 3 clusters Score: Raw -2031877.038244 + Penalty 3145.786638 = -2028731.251606 nChanged 101 SP:Iteration 16Q (32192.570000 sec): 3 clusters Score: Raw -2031913.135214 + Penalty 3145.786638 = -2028767.348576 nChanged 95 SP:Iteration 17Q (32192.850000 sec): 3 clusters Score: Raw -2031946.342922 + Penalty 3145.786638 = -2028800.556285 nChanged 95 SP:Iteration 18Q (32193.140000 sec): 3 clusters Score: Raw -2031977.322180 + Penalty 3145.786638 = -2028831.535543 nChanged 80 SP:Iteration 19Q (32193.370000 sec): 3 clusters Score: Raw -2032001.046759 + Penalty 3145.786638 = -2028855.260121 nChanged 69 SP:Iteration 20F (32193.650000 sec): 3 clusters Score: Raw -2032022.316218 + Penalty 3145.786638 = -2028876.529581 nChanged 63 SP:Iteration 21Q (32193.860000 sec): 3 clusters Score: Raw -2032043.698539 + Penalty 3145.786638 = -2028897.911901 nChanged 62 SP:Iteration 22Q (32194.090000 sec): 3 clusters Score: Raw -2032063.896364 + Penalty 3145.786638 = -2028918.109726 nChanged 59 SP:Iteration 23Q (32194.360000 sec): 3 clusters Score: Raw -2032083.644457 + Penalty 3145.786638 = -2028937.857819 nChanged 62 SP:Iteration 24Q (32194.610000 sec): 3 clusters Score: Raw -2032104.361142 + Penalty 3145.786638 = -2028958.574504 nChanged 53 SP:Iteration 25Q (32194.840000 sec): 3 clusters Score: Raw -2032121.575658 + Penalty 3145.786638 = -2028975.789021 nChanged 50 SP:Iteration 26Q (32195.150000 sec): 3 clusters Score: Raw -2032137.057770 + Penalty 3145.786638 = -2028991.271132 nChanged 45 SP:Iteration 27Q (32195.400000 sec): 3 clusters Score: Raw -2032152.532512 + Penalty 3145.786638 = -2029006.745874 nChanged 53 SP:Iteration 28Q (32195.600000 sec): 3 clusters Score: Raw -2032168.714267 + Penalty 3145.786638 = -2029022.927629 nChanged 50 SP:Iteration 29Q (32195.860000 sec): 3 clusters Score: Raw -2032186.079212 + Penalty 3145.786638 = -2029040.292574 nChanged 50 SP:Iteration 30Q (32196.090000 sec): 3 clusters Score: Raw -2032205.876257 + Penalty 3145.786638 = -2029060.089619 nChanged 59 SP:Iteration 31Q (32196.320000 sec): 3 clusters Score: Raw -2032227.497725 + Penalty 3145.786638 = -2029081.711087 nChanged 41 SP:Iteration 32Q (32196.530000 sec): 3 clusters Score: Raw -2032241.354768 + Penalty 3145.786638 = -2029095.568131 nChanged 37 SP:Iteration 33Q (32196.820000 sec): 3 clusters Score: Raw -2032253.327713 + Penalty 3145.786638 = -2029107.541075 nChanged 24 SP:Iteration 34Q (32197.120000 sec): 3 clusters Score: Raw -2032261.238907 + Penalty 3145.786638 = -2029115.452269 nChanged 22 SP:Iteration 35Q (32197.370000 sec): 3 clusters Score: Raw -2032269.841888 + Penalty 3145.786638 = -2029124.055250 nChanged 22 SP:Iteration 36Q (32197.630000 sec): 3 clusters Score: Raw -2032277.565782 + Penalty 3145.786638 = -2029131.779145 nChanged 19 SP:Iteration 37Q (32197.850000 sec): 3 clusters Score: Raw -2032284.484819 + Penalty 3145.786638 = -2029138.698181 nChanged 21 SP:Iteration 38Q (32198.050000 sec): 3 clusters Score: Raw -2032291.781436 + Penalty 3145.786638 = -2029145.994798 nChanged 22 SP:Iteration 39Q (32198.290000 sec): 3 clusters Score: Raw -2032300.239683 + Penalty 3145.786638 = -2029154.453046 nChanged 19 SP:Iteration 40F (32198.540000 sec): 3 clusters Score: Raw -2032305.893153 + Penalty 3145.786638 = -2029160.106515 nChanged 8 SP:Iteration 41Q (32198.770000 sec): 3 clusters Score: Raw -2032308.068449 + Penalty 3145.786638 = -2029162.281811 nChanged 8 SP:Iteration 42Q (32199.020000 sec): 3 clusters Score: Raw -2032309.952048 + Penalty 3145.786638 = -2029164.165410 nChanged 11 SP:Iteration 43Q (32199.280000 sec): 3 clusters Score: Raw -2032313.232310 + Penalty 3145.786638 = -2029167.445672 nChanged 8 SP:Iteration 44Q (32199.530000 sec): 3 clusters Score: Raw -2032314.866887 + Penalty 3145.786638 = -2029169.080249 nChanged 5 SP:Iteration 45Q (32199.730000 sec): 3 clusters Score: Raw -2032315.709199 + Penalty 3145.786638 = -2029169.922562 nChanged 5 SP:Iteration 46Q (32199.970000 sec): 3 clusters Score: Raw -2032316.966354 + Penalty 3145.786638 = -2029171.179716 nChanged 8 SP:Iteration 47Q (32200.180000 sec): 3 clusters Score: Raw -2032318.862692 + Penalty 3145.786638 = -2029173.076054 nChanged 5 SP:Iteration 48Q (32200.430000 sec): 3 clusters Score: Raw -2032319.532820 + Penalty 3145.786638 = -2029173.746182 nChanged 3 SP:Iteration 49Q (32200.680000 sec): 3 clusters Score: Raw -2032320.052146 + Penalty 3145.786638 = -2029174.265508 nChanged 1 SP:Iteration 50Q (32200.930000 sec): 3 clusters Score: Raw -2032320.309156 + Penalty 3145.786638 = -2029174.522518 nChanged 1 SP:Iteration 51Q (32201.160000 sec): 3 clusters Score: Raw -2032320.538763 + Penalty 3145.786638 = -2029174.752126 nChanged 0 SP:Iteration 52F (32201.450000 sec): 3 clusters Score: Raw -2032320.538763 + Penalty 3145.786638 = -2029174.752126 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32201.530000 sec): 2 clusters Score: Raw -149359.562284 + Penalty 1171.757999 = -148187.804285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32201.760000 sec): 3 clusters Score: Raw -148933.760262 + Penalty 2343.515997 = -146590.244265 nChanged 486 SP:Iteration 1F (32201.940000 sec): 3 clusters Score: Raw -150110.831540 + Penalty 2343.515997 = -147767.315543 nChanged 222 SP:Iteration 2F (32202.110000 sec): 3 clusters Score: Raw -150709.695581 + Penalty 2343.515997 = -148366.179583 nChanged 139 SP:Iteration 3F (32202.320000 sec): 3 clusters Score: Raw -151057.470877 + Penalty 2343.515997 = -148713.954880 nChanged 72 SP:Iteration 4F (32202.490000 sec): 3 clusters Score: Raw -151265.993147 + Penalty 2343.515997 = -148922.477150 nChanged 52 SP:Iteration 5Q (32202.620000 sec): 3 clusters Score: Raw -151431.844856 + Penalty 2343.515997 = -149088.328859 nChanged 36 SP:Iteration 6Q (32202.830000 sec): 3 clusters Score: Raw -151582.794561 + Penalty 2343.515997 = -149239.278564 nChanged 28 SP:Iteration 7Q (32203.040000 sec): 3 clusters Score: Raw -151705.873544 + Penalty 2343.515997 = -149362.357547 nChanged 22 SP:Iteration 8Q (32203.200000 sec): 3 clusters Score: Raw -151817.492422 + Penalty 2343.515997 = -149473.976425 nChanged 18 SP:Iteration 9Q (32203.400000 sec): 3 clusters Score: Raw -151884.866320 + Penalty 2343.515997 = -149541.350323 nChanged 14 SP:Iteration 10Q (32203.650000 sec): 3 clusters Score: Raw -151958.203194 + Penalty 2343.515997 = -149614.687196 nChanged 19 SP:Iteration 11Q (32203.830000 sec): 3 clusters Score: Raw -152033.845340 + Penalty 2343.515997 = -149690.329342 nChanged 9 SP:Iteration 12Q (32203.980000 sec): 3 clusters Score: Raw -152061.347272 + Penalty 2343.515997 = -149717.831275 nChanged 5 SP:Iteration 13Q (32204.150000 sec): 3 clusters Score: Raw -152072.835061 + Penalty 2343.515997 = -149729.319063 nChanged 4 SP:Iteration 14Q (32204.390000 sec): 3 clusters Score: Raw -152083.513980 + Penalty 2343.515997 = -149739.997982 nChanged 3 SP:Iteration 15Q (32204.560000 sec): 3 clusters Score: Raw -152099.671715 + Penalty 2343.515997 = -149756.155717 nChanged 5 SP:Iteration 16Q (32204.770000 sec): 3 clusters Score: Raw -152120.886539 + Penalty 2343.515997 = -149777.370541 nChanged 1 SP:Iteration 17Q (32204.950000 sec): 3 clusters Score: Raw -152122.994055 + Penalty 2343.515997 = -149779.478058 nChanged 1 SP:Iteration 18Q (32205.120000 sec): 3 clusters Score: Raw -152125.261895 + Penalty 2343.515997 = -149781.745898 nChanged 1 SP:Iteration 19Q (32205.310000 sec): 3 clusters Score: Raw -152127.486403 + Penalty 2343.515997 = -149783.970405 nChanged 1 SP:Iteration 20F (32205.460000 sec): 3 clusters Score: Raw -152132.329310 + Penalty 2343.515997 = -149788.813313 nChanged 2 SP:Iteration 21Q (32205.680000 sec): 3 clusters Score: Raw -152135.256130 + Penalty 2343.515997 = -149791.740132 nChanged 2 SP:Iteration 22Q (32205.840000 sec): 3 clusters Score: Raw -152138.118795 + Penalty 2343.515997 = -149794.602798 nChanged 0 SP:Iteration 23F (32206.030000 sec): 3 clusters Score: Raw -152138.118795 + Penalty 2343.515997 = -149794.602798 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 8.69 GB. Trying to split cluster 17 (9183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32206.170000 sec): 2 clusters Score: Raw -1158183.085982 + Penalty 1482.830249 = -1156700.255733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32206.450000 sec): 3 clusters Score: Raw -1152985.655303 + Penalty 2965.660499 = -1150019.994804 nChanged 3953 SP:Iteration 1F (32206.690000 sec): 3 clusters Score: Raw -1155017.985789 + Penalty 2965.660499 = -1152052.325290 nChanged 543 SP:Iteration 2F (32206.880000 sec): 3 clusters Score: Raw -1155243.996568 + Penalty 2965.660499 = -1152278.336069 nChanged 462 SP:Iteration 3F (32207.070000 sec): 3 clusters Score: Raw -1155433.107934 + Penalty 2965.660499 = -1152467.447435 nChanged 404 SP:Iteration 4Q (32207.290000 sec): 3 clusters Score: Raw -1155590.637171 + Penalty 2965.660499 = -1152624.976672 nChanged 370 SP:Iteration 5Q (32207.510000 sec): 3 clusters Score: Raw -1155744.581043 + Penalty 2965.660499 = -1152778.920544 nChanged 390 SP:Iteration 6Q (32207.750000 sec): 3 clusters Score: Raw -1155927.707351 + Penalty 2965.660499 = -1152962.046852 nChanged 430 SP:Iteration 7Q (32207.970000 sec): 3 clusters Score: Raw -1156165.360623 + Penalty 2965.660499 = -1153199.700124 nChanged 465 SP:Iteration 8F (32208.200000 sec): 3 clusters Score: Raw -1156446.773444 + Penalty 2965.660499 = -1153481.112945 nChanged 472 SP:Iteration 9F (32208.440000 sec): 3 clusters Score: Raw -1156781.390328 + Penalty 2965.660499 = -1153815.729829 nChanged 452 SP:Iteration 10Q (32208.650000 sec): 3 clusters Score: Raw -1157116.802761 + Penalty 2965.660499 = -1154151.142262 nChanged 400 SP:Iteration 11Q (32208.880000 sec): 3 clusters Score: Raw -1157434.530211 + Penalty 2965.660499 = -1154468.869712 nChanged 337 SP:Iteration 12Q (32209.110000 sec): 3 clusters Score: Raw -1157715.959098 + Penalty 2965.660499 = -1154750.298599 nChanged 226 SP:Iteration 13Q (32209.350000 sec): 3 clusters Score: Raw -1157930.457622 + Penalty 2965.660499 = -1154964.797123 nChanged 166 SP:Iteration 14Q (32209.620000 sec): 3 clusters Score: Raw -1158085.798941 + Penalty 2965.660499 = -1155120.138442 nChanged 111 SP:Iteration 15Q (32209.850000 sec): 3 clusters Score: Raw -1158184.031434 + Penalty 2965.660499 = -1155218.370935 nChanged 73 SP:Iteration 16Q (32210.100000 sec): 3 clusters Score: Raw -1158246.684894 + Penalty 2965.660499 = -1155281.024395 nChanged 47 SP:Iteration 17Q (32210.350000 sec): 3 clusters Score: Raw -1158289.582417 + Penalty 2965.660499 = -1155323.921918 nChanged 27 SP:Iteration 18Q (32210.570000 sec): 3 clusters Score: Raw -1158314.759168 + Penalty 2965.660499 = -1155349.098669 nChanged 23 SP:Iteration 19Q (32210.820000 sec): 3 clusters Score: Raw -1158347.126639 + Penalty 2965.660499 = -1155381.466140 nChanged 15 SP:Iteration 20F (32211.040000 sec): 3 clusters Score: Raw -1158362.053211 + Penalty 2965.660499 = -1155396.392712 nChanged 10 SP:Iteration 21Q (32211.310000 sec): 3 clusters Score: Raw -1158381.386497 + Penalty 2965.660499 = -1155415.725998 nChanged 18 SP:Iteration 22Q (32211.530000 sec): 3 clusters Score: Raw -1158392.721024 + Penalty 2965.660499 = -1155427.060525 nChanged 12 SP:Iteration 23Q (32211.770000 sec): 3 clusters Score: Raw -1158404.588590 + Penalty 2965.660499 = -1155438.928091 nChanged 5 SP:Iteration 24Q (32212.020000 sec): 3 clusters Score: Raw -1158410.804887 + Penalty 2965.660499 = -1155445.144388 nChanged 8 SP:Iteration 25Q (32212.220000 sec): 3 clusters Score: Raw -1158415.893946 + Penalty 2965.660499 = -1155450.233447 nChanged 4 SP:Iteration 26Q (32212.430000 sec): 3 clusters Score: Raw -1158418.167712 + Penalty 2965.660499 = -1155452.507213 nChanged 2 SP:Iteration 27Q (32212.690000 sec): 3 clusters Score: Raw -1158420.010405 + Penalty 2965.660499 = -1155454.349906 nChanged 3 SP:Iteration 28Q (32212.890000 sec): 3 clusters Score: Raw -1158421.594230 + Penalty 2965.660499 = -1155455.933731 nChanged 2 SP:Iteration 29Q (32213.100000 sec): 3 clusters Score: Raw -1158422.638961 + Penalty 2965.660499 = -1155456.978462 nChanged 1 SP:Iteration 30Q (32213.310000 sec): 3 clusters Score: Raw -1158422.847106 + Penalty 2965.660499 = -1155457.186607 nChanged 1 SP:Iteration 31Q (32213.530000 sec): 3 clusters Score: Raw -1158424.486852 + Penalty 2965.660499 = -1155458.826353 nChanged 2 SP:Iteration 32Q (32213.750000 sec): 3 clusters Score: Raw -1158425.508512 + Penalty 2965.660499 = -1155459.848013 nChanged 1 SP:Iteration 33Q (32213.960000 sec): 3 clusters Score: Raw -1158426.156777 + Penalty 2965.660499 = -1155460.496278 nChanged 0 SP:Iteration 34F (32214.270000 sec): 3 clusters Score: Raw -1158426.156777 + Penalty 2965.660499 = -1155460.496278 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (15410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32214.480000 sec): 2 clusters Score: Raw -1879123.685378 + Penalty 1566.950438 = -1877556.734940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32214.790000 sec): 3 clusters Score: Raw -1870043.745455 + Penalty 3133.900877 = -1866909.844578 nChanged 6778 SP:Iteration 1F (32215.100000 sec): 3 clusters Score: Raw -1873670.887463 + Penalty 3133.900877 = -1870536.986587 nChanged 712 SP:Iteration 2Q (32215.370000 sec): 3 clusters Score: Raw -1873916.849041 + Penalty 3133.900877 = -1870782.948165 nChanged 644 SP:Iteration 3Q (32215.690000 sec): 3 clusters Score: Raw -1874150.401061 + Penalty 3133.900877 = -1871016.500184 nChanged 645 SP:Iteration 4Q (32215.960000 sec): 3 clusters Score: Raw -1874424.860583 + Penalty 3133.900877 = -1871290.959706 nChanged 720 SP:Iteration 5Q (32216.290000 sec): 3 clusters Score: Raw -1874780.202322 + Penalty 3133.900877 = -1871646.301446 nChanged 804 SP:Iteration 6F (32216.540000 sec): 3 clusters Score: Raw -1875264.718323 + Penalty 3133.900877 = -1872130.817447 nChanged 962 SP:Iteration 7F (32216.760000 sec): 3 clusters Score: Raw -1875988.845198 + Penalty 3133.900877 = -1872854.944322 nChanged 1067 SP:Iteration 8F (32217.040000 sec): 3 clusters Score: Raw -1876945.998024 + Penalty 3133.900877 = -1873812.097147 nChanged 1005 SP:Iteration 9F (32217.340000 sec): 3 clusters Score: Raw -1877945.684657 + Penalty 3133.900877 = -1874811.783781 nChanged 690 SP:Iteration 10Q (32217.590000 sec): 3 clusters Score: Raw -1878625.559268 + Penalty 3133.900877 = -1875491.658391 nChanged 361 SP:Iteration 11Q (32217.850000 sec): 3 clusters Score: Raw -1878980.585320 + Penalty 3133.900877 = -1875846.684444 nChanged 158 SP:Iteration 12Q (32218.080000 sec): 3 clusters Score: Raw -1879143.364793 + Penalty 3133.900877 = -1876009.463917 nChanged 60 SP:Iteration 13Q (32218.340000 sec): 3 clusters Score: Raw -1879218.484914 + Penalty 3133.900877 = -1876084.584037 nChanged 30 SP:Iteration 14Q (32218.570000 sec): 3 clusters Score: Raw -1879253.932247 + Penalty 3133.900877 = -1876120.031370 nChanged 18 SP:Iteration 15Q (32218.840000 sec): 3 clusters Score: Raw -1879274.998002 + Penalty 3133.900877 = -1876141.097125 nChanged 7 SP:Iteration 16Q (32219.070000 sec): 3 clusters Score: Raw -1879281.789277 + Penalty 3133.900877 = -1876147.888400 nChanged 2 SP:Iteration 17Q (32219.370000 sec): 3 clusters Score: Raw -1879284.914420 + Penalty 3133.900877 = -1876151.013543 nChanged 1 SP:Iteration 18Q (32219.620000 sec): 3 clusters Score: Raw -1879286.947594 + Penalty 3133.900877 = -1876153.046717 nChanged 0 SP:Iteration 19F (32219.900000 sec): 3 clusters Score: Raw -1879286.947594 + Penalty 3133.900877 = -1876153.046717 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (32107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32220.220000 sec): 2 clusters Score: Raw -3920536.327018 + Penalty 1686.234770 = -3918850.092248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32220.650000 sec): 3 clusters Score: Raw -3900649.887088 + Penalty 3372.469540 = -3897277.417548 nChanged 14849 SP:Iteration 1F (32221.050000 sec): 3 clusters Score: Raw -3908709.491483 + Penalty 3372.469540 = -3905337.021943 nChanged 1200 SP:Iteration 2Q (32221.390000 sec): 3 clusters Score: Raw -3909002.764742 + Penalty 3372.469540 = -3905630.295202 nChanged 1105 SP:Iteration 3Q (32221.790000 sec): 3 clusters Score: Raw -3909264.213007 + Penalty 3372.469540 = -3905891.743467 nChanged 1011 SP:Iteration 4Q (32222.130000 sec): 3 clusters Score: Raw -3909510.865940 + Penalty 3372.469540 = -3906138.396400 nChanged 1014 SP:Iteration 5Q (32222.440000 sec): 3 clusters Score: Raw -3909779.307694 + Penalty 3372.469540 = -3906406.838154 nChanged 1090 SP:Iteration 6Q (32222.810000 sec): 3 clusters Score: Raw -3910122.873978 + Penalty 3372.469540 = -3906750.404438 nChanged 1320 SP:Iteration 7Q (32223.200000 sec): 3 clusters Score: Raw -3910648.226644 + Penalty 3372.469540 = -3907275.757104 nChanged 1649 SP:Iteration 8F (32223.580000 sec): 3 clusters Score: Raw -3911467.789340 + Penalty 3372.469540 = -3908095.319800 nChanged 2062 SP:Iteration 9F (32223.890000 sec): 3 clusters Score: Raw -3912809.758004 + Penalty 3372.469540 = -3909437.288464 nChanged 2326 SP:Iteration 10F (32224.180000 sec): 3 clusters Score: Raw -3914706.310599 + Penalty 3372.469540 = -3911333.841058 nChanged 2310 SP:Iteration 11F (32224.530000 sec): 3 clusters Score: Raw -3916801.350379 + Penalty 3372.469540 = -3913428.880839 nChanged 1699 SP:Iteration 12F (32224.910000 sec): 3 clusters Score: Raw -3918570.394808 + Penalty 3372.469540 = -3915197.925268 nChanged 918 SP:Iteration 13Q (32225.270000 sec): 3 clusters Score: Raw -3919835.948684 + Penalty 3372.469540 = -3916463.479144 nChanged 489 SP:Iteration 14Q (32225.610000 sec): 3 clusters Score: Raw -3920586.856191 + Penalty 3372.469540 = -3917214.386651 nChanged 373 SP:Iteration 15Q (32225.930000 sec): 3 clusters Score: Raw -3920891.075135 + Penalty 3372.469540 = -3917518.605595 nChanged 225 SP:Iteration 16Q (32226.290000 sec): 3 clusters Score: Raw -3921013.983680 + Penalty 3372.469540 = -3917641.514140 nChanged 153 SP:Iteration 17Q (32226.590000 sec): 3 clusters Score: Raw -3921073.507234 + Penalty 3372.469540 = -3917701.037694 nChanged 103 SP:Iteration 18Q (32226.910000 sec): 3 clusters Score: Raw -3921106.419995 + Penalty 3372.469540 = -3917733.950455 nChanged 63 SP:Iteration 19Q (32227.270000 sec): 3 clusters Score: Raw -3921122.570927 + Penalty 3372.469540 = -3917750.101387 nChanged 45 SP:Iteration 20F (32227.620000 sec): 3 clusters Score: Raw -3921134.394177 + Penalty 3372.469540 = -3917761.924637 nChanged 39 SP:Iteration 21Q (32227.960000 sec): 3 clusters Score: Raw -3921141.342837 + Penalty 3372.469540 = -3917768.873297 nChanged 22 SP:Iteration 22Q (32228.290000 sec): 3 clusters Score: Raw -3921146.002994 + Penalty 3372.469540 = -3917773.533454 nChanged 22 SP:Iteration 23Q (32228.670000 sec): 3 clusters Score: Raw -3921150.051400 + Penalty 3372.469540 = -3917777.581860 nChanged 27 SP:Iteration 24Q (32229.060000 sec): 3 clusters Score: Raw -3921155.043328 + Penalty 3372.469540 = -3917782.573788 nChanged 22 SP:Iteration 25Q (32229.440000 sec): 3 clusters Score: Raw -3921158.704620 + Penalty 3372.469540 = -3917786.235080 nChanged 14 SP:Iteration 26Q (32229.810000 sec): 3 clusters Score: Raw -3921161.151392 + Penalty 3372.469540 = -3917788.681852 nChanged 13 SP:Iteration 27Q (32230.170000 sec): 3 clusters Score: Raw -3921163.728221 + Penalty 3372.469540 = -3917791.258681 nChanged 12 SP:Iteration 28Q (32230.540000 sec): 3 clusters Score: Raw -3921165.445365 + Penalty 3372.469540 = -3917792.975825 nChanged 9 SP:Iteration 29Q (32230.910000 sec): 3 clusters Score: Raw -3921166.753503 + Penalty 3372.469540 = -3917794.283963 nChanged 13 SP:Iteration 30Q (32231.230000 sec): 3 clusters Score: Raw -3921168.560464 + Penalty 3372.469540 = -3917796.090924 nChanged 8 SP:Iteration 31Q (32231.660000 sec): 3 clusters Score: Raw -3921169.303619 + Penalty 3372.469540 = -3917796.834079 nChanged 3 SP:Iteration 32Q (32232.070000 sec): 3 clusters Score: Raw -3921169.666546 + Penalty 3372.469540 = -3917797.197006 nChanged 3 SP:Iteration 33Q (32232.410000 sec): 3 clusters Score: Raw -3921170.299367 + Penalty 3372.469540 = -3917797.829827 nChanged 3 SP:Iteration 34Q (32232.750000 sec): 3 clusters Score: Raw -3921170.832521 + Penalty 3372.469540 = -3917798.362981 nChanged 3 SP:Iteration 35Q (32233.040000 sec): 3 clusters Score: Raw -3921171.127787 + Penalty 3372.469540 = -3917798.658247 nChanged 4 SP:Iteration 36Q (32233.340000 sec): 3 clusters Score: Raw -3921171.498049 + Penalty 3372.469540 = -3917799.028509 nChanged 4 SP:Iteration 37Q (32233.630000 sec): 3 clusters Score: Raw -3921172.034821 + Penalty 3372.469540 = -3917799.565281 nChanged 3 SP:Iteration 38Q (32233.950000 sec): 3 clusters Score: Raw -3921172.426881 + Penalty 3372.469540 = -3917799.957341 nChanged 3 SP:Iteration 39Q (32234.250000 sec): 3 clusters Score: Raw -3921172.797604 + Penalty 3372.469540 = -3917800.328064 nChanged 2 SP:Iteration 40F (32234.530000 sec): 3 clusters Score: Raw -3921173.122843 + Penalty 3372.469540 = -3917800.653303 nChanged 2 SP:Iteration 41Q (32234.830000 sec): 3 clusters Score: Raw -3921173.682028 + Penalty 3372.469540 = -3917801.212488 nChanged 4 SP:Iteration 42Q (32235.170000 sec): 3 clusters Score: Raw -3921174.204748 + Penalty 3372.469540 = -3917801.735208 nChanged 3 SP:Iteration 43Q (32235.530000 sec): 3 clusters Score: Raw -3921174.526566 + Penalty 3372.469540 = -3917802.057026 nChanged 3 SP:Iteration 44Q (32235.860000 sec): 3 clusters Score: Raw -3921174.889105 + Penalty 3372.469540 = -3917802.419565 nChanged 3 SP:Iteration 45Q (32236.260000 sec): 3 clusters Score: Raw -3921175.451564 + Penalty 3372.469540 = -3917802.982024 nChanged 4 SP:Iteration 46Q (32236.710000 sec): 3 clusters Score: Raw -3921175.873080 + Penalty 3372.469540 = -3917803.403540 nChanged 4 SP:Iteration 47Q (32237.080000 sec): 3 clusters Score: Raw -3921176.277672 + Penalty 3372.469540 = -3917803.808132 nChanged 2 SP:Iteration 48Q (32237.420000 sec): 3 clusters Score: Raw -3921176.421360 + Penalty 3372.469540 = -3917803.951820 nChanged 1 SP:Iteration 49Q (32237.820000 sec): 3 clusters Score: Raw -3921176.575721 + Penalty 3372.469540 = -3917804.106181 nChanged 1 SP:Iteration 50Q (32238.150000 sec): 3 clusters Score: Raw -3921176.646129 + Penalty 3372.469540 = -3917804.176589 nChanged 1 SP:Iteration 51Q (32238.540000 sec): 3 clusters Score: Raw -3921176.753894 + Penalty 3372.469540 = -3917804.284354 nChanged 0 SP:Iteration 52F (32238.930000 sec): 3 clusters Score: Raw -3921176.753894 + Penalty 3372.469540 = -3917804.284354 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32239.030000 sec): 2 clusters Score: Raw -183959.498070 + Penalty 1190.977732 = -182768.520338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32239.230000 sec): 3 clusters Score: Raw -183356.752995 + Penalty 2381.955464 = -180974.797531 nChanged 498 SP:Iteration 1F (32239.440000 sec): 3 clusters Score: Raw -183703.156441 + Penalty 2381.955464 = -181321.200976 nChanged 113 SP:Iteration 2F (32239.570000 sec): 3 clusters Score: Raw -183797.750106 + Penalty 2381.955464 = -181415.794641 nChanged 57 SP:Iteration 3Q (32239.780000 sec): 3 clusters Score: Raw -183836.815090 + Penalty 2381.955464 = -181454.859626 nChanged 33 SP:Iteration 4Q (32239.970000 sec): 3 clusters Score: Raw -183858.461030 + Penalty 2381.955464 = -181476.505566 nChanged 29 SP:Iteration 5Q (32240.110000 sec): 3 clusters Score: Raw -183873.713237 + Penalty 2381.955464 = -181491.757772 nChanged 20 SP:Iteration 6Q (32240.290000 sec): 3 clusters Score: Raw -183884.727372 + Penalty 2381.955464 = -181502.771907 nChanged 15 SP:Iteration 7Q (32240.460000 sec): 3 clusters Score: Raw -183895.948838 + Penalty 2381.955464 = -181513.993373 nChanged 16 SP:Iteration 8Q (32240.620000 sec): 3 clusters Score: Raw -183905.202772 + Penalty 2381.955464 = -181523.247307 nChanged 8 SP:Iteration 9Q (32240.790000 sec): 3 clusters Score: Raw -183910.467219 + Penalty 2381.955464 = -181528.511755 nChanged 13 SP:Iteration 10Q (32240.930000 sec): 3 clusters Score: Raw -183916.427910 + Penalty 2381.955464 = -181534.472446 nChanged 14 SP:Iteration 11Q (32241.110000 sec): 3 clusters Score: Raw -183923.823288 + Penalty 2381.955464 = -181541.867824 nChanged 13 SP:Iteration 12Q (32241.340000 sec): 3 clusters Score: Raw -183935.400162 + Penalty 2381.955464 = -181553.444698 nChanged 9 SP:Iteration 13Q (32241.550000 sec): 3 clusters Score: Raw -183939.913095 + Penalty 2381.955464 = -181557.957630 nChanged 9 SP:Iteration 14Q (32241.750000 sec): 3 clusters Score: Raw -183944.672703 + Penalty 2381.955464 = -181562.717238 nChanged 12 SP:Iteration 15Q (32241.970000 sec): 3 clusters Score: Raw -183954.347638 + Penalty 2381.955464 = -181572.392173 nChanged 15 SP:Iteration 16Q (32242.190000 sec): 3 clusters Score: Raw -183962.477730 + Penalty 2381.955464 = -181580.522265 nChanged 9 SP:Iteration 17Q (32242.390000 sec): 3 clusters Score: Raw -183966.766349 + Penalty 2381.955464 = -181584.810885 nChanged 8 SP:Iteration 18Q (32242.560000 sec): 3 clusters Score: Raw -183972.122981 + Penalty 2381.955464 = -181590.167517 nChanged 8 SP:Iteration 19Q (32242.690000 sec): 3 clusters Score: Raw -183976.855441 + Penalty 2381.955464 = -181594.899976 nChanged 6 SP:Iteration 20F (32242.830000 sec): 3 clusters Score: Raw -183979.398133 + Penalty 2381.955464 = -181597.442668 nChanged 4 SP:Iteration 21Q (32243.060000 sec): 3 clusters Score: Raw -183981.505660 + Penalty 2381.955464 = -181599.550196 nChanged 3 SP:Iteration 22Q (32243.250000 sec): 3 clusters Score: Raw -183982.934589 + Penalty 2381.955464 = -181600.979125 nChanged 1 SP:Iteration 23Q (32243.440000 sec): 3 clusters Score: Raw -183983.902919 + Penalty 2381.955464 = -181601.947455 nChanged 0 SP:Iteration 24F (32243.700000 sec): 3 clusters Score: Raw -183983.902919 + Penalty 2381.955464 = -181601.947455 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32243.790000 sec): 2 clusters Score: Raw -34435.542959 + Penalty 945.280563 = -33490.262395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32243.990000 sec): 3 clusters Score: Raw -34565.899302 + Penalty 1890.561127 = -32675.338175 nChanged 86 SP:Iteration 1F (32244.180000 sec): 3 clusters Score: Raw -34859.435015 + Penalty 1890.561127 = -32968.873888 nChanged 37 SP:Iteration 2F (32244.340000 sec): 3 clusters Score: Raw -35123.918628 + Penalty 1890.561127 = -33233.357501 nChanged 20 SP:Iteration 3F (32244.500000 sec): 3 clusters Score: Raw -35353.416248 + Penalty 1890.561127 = -33462.855121 nChanged 12 SP:Iteration 4Q (32244.750000 sec): 3 clusters Score: Raw -35538.414529 + Penalty 1890.561127 = -33647.853402 nChanged 7 SP:Iteration 5Q (32244.960000 sec): 3 clusters Score: Raw -35646.826785 + Penalty 1890.561127 = -33756.265658 nChanged 2 SP:Iteration 6Q (32245.110000 sec): 3 clusters Score: Raw -35710.271739 + Penalty 1890.561127 = -33819.710612 nChanged 0 SP:Iteration 7F (32245.290000 sec): 3 clusters Score: Raw -35710.271739 + Penalty 1890.561127 = -33819.710612 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 8.69 GB. Trying to split cluster 22 (1225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32245.370000 sec): 2 clusters Score: Raw -135165.970040 + Penalty 1155.488120 = -134010.481920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32245.560000 sec): 3 clusters Score: Raw -134760.228206 + Penalty 2310.976240 = -132449.251966 nChanged 405 SP:Iteration 1F (32245.810000 sec): 3 clusters Score: Raw -135100.907925 + Penalty 2310.976240 = -132789.931685 nChanged 92 SP:Iteration 2F (32246.000000 sec): 3 clusters Score: Raw -135226.818027 + Penalty 2310.976240 = -132915.841787 nChanged 73 SP:Iteration 3F (32246.170000 sec): 3 clusters Score: Raw -135388.377565 + Penalty 2310.976240 = -133077.401325 nChanged 85 SP:Iteration 4F (32246.410000 sec): 3 clusters Score: Raw -135572.598238 + Penalty 2310.976240 = -133261.621998 nChanged 67 SP:Iteration 5F (32246.560000 sec): 3 clusters Score: Raw -135723.084566 + Penalty 2310.976240 = -133412.108326 nChanged 59 SP:Iteration 6Q (32246.820000 sec): 3 clusters Score: Raw -135858.687008 + Penalty 2310.976240 = -133547.710768 nChanged 65 SP:Iteration 7F (32246.980000 sec): 3 clusters Score: Raw -136024.744390 + Penalty 2310.976240 = -133713.768150 nChanged 82 SP:Iteration 8F (32247.130000 sec): 3 clusters Score: Raw -136279.120409 + Penalty 2310.976240 = -133968.144169 nChanged 84 SP:Iteration 9F (32247.370000 sec): 3 clusters Score: Raw -136589.267034 + Penalty 2310.976240 = -134278.290794 nChanged 68 SP:Iteration 10F (32247.570000 sec): 3 clusters Score: Raw -136838.916799 + Penalty 2310.976240 = -134527.940559 nChanged 47 SP:Iteration 11Q (32247.720000 sec): 3 clusters Score: Raw -137034.648930 + Penalty 2310.976240 = -134723.672690 nChanged 21 SP:Iteration 12Q (32247.920000 sec): 3 clusters Score: Raw -137107.952730 + Penalty 2310.976240 = -134796.976490 nChanged 14 SP:Iteration 13Q (32248.140000 sec): 3 clusters Score: Raw -137197.970826 + Penalty 2310.976240 = -134886.994586 nChanged 8 SP:Iteration 14Q (32248.330000 sec): 3 clusters Score: Raw -137364.334650 + Penalty 2310.976240 = -135053.358410 nChanged 5 SP:Iteration 15Q (32248.510000 sec): 3 clusters Score: Raw -137497.065589 + Penalty 2310.976240 = -135186.089349 nChanged 3 SP:Iteration 16Q (32248.690000 sec): 3 clusters Score: Raw -137500.175652 + Penalty 2310.976240 = -135189.199412 nChanged 0 SP:Iteration 17F (32248.840000 sec): 3 clusters Score: Raw -137500.175652 + Penalty 2310.976240 = -135189.199412 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 8.69 GB. Trying to split cluster 23 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32248.950000 sec): 2 clusters Score: Raw -51222.482989 + Penalty 1006.590876 = -50215.892113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32249.100000 sec): 3 clusters Score: Raw -51188.872175 + Penalty 2013.181752 = -49175.690422 nChanged 136 SP:Iteration 1F (32249.340000 sec): 3 clusters Score: Raw -51474.766293 + Penalty 2013.181752 = -49461.584541 nChanged 36 SP:Iteration 2F (32249.490000 sec): 3 clusters Score: Raw -51593.965271 + Penalty 2013.181752 = -49580.783519 nChanged 22 SP:Iteration 3Q (32249.730000 sec): 3 clusters Score: Raw -51716.695106 + Penalty 2013.181752 = -49703.513354 nChanged 21 SP:Iteration 4Q (32249.900000 sec): 3 clusters Score: Raw -51819.709433 + Penalty 2013.181752 = -49806.527681 nChanged 29 SP:Iteration 5F (32250.150000 sec): 3 clusters Score: Raw -51915.927596 + Penalty 2013.181752 = -49902.745843 nChanged 18 SP:Iteration 6Q (32250.330000 sec): 3 clusters Score: Raw -51972.896021 + Penalty 2013.181752 = -49959.714269 nChanged 9 SP:Iteration 7Q (32250.520000 sec): 3 clusters Score: Raw -52011.141269 + Penalty 2013.181752 = -49997.959517 nChanged 12 SP:Iteration 8Q (32250.690000 sec): 3 clusters Score: Raw -52069.479318 + Penalty 2013.181752 = -50056.297566 nChanged 18 SP:Iteration 9Q (32250.910000 sec): 3 clusters Score: Raw -52161.858991 + Penalty 2013.181752 = -50148.677239 nChanged 17 SP:Iteration 10Q (32251.080000 sec): 3 clusters Score: Raw -52347.069638 + Penalty 2013.181752 = -50333.887886 nChanged 17 SP:Iteration 11Q (32251.240000 sec): 3 clusters Score: Raw -52996.936034 + Penalty 2013.181752 = -50983.754282 nChanged 25 SP:Iteration 12F (32251.420000 sec): 3 clusters Score: Raw -53114.497523 + Penalty 2013.181752 = -51101.315771 nChanged 15 SP:Iteration 13Q (32251.590000 sec): 3 clusters Score: Raw -53175.164119 + Penalty 2013.181752 = -51161.982367 nChanged 15 SP:Iteration 14Q (32251.820000 sec): 3 clusters Score: Raw -53244.937780 + Penalty 2013.181752 = -51231.756028 nChanged 15 SP:Iteration 15Q (32251.960000 sec): 3 clusters Score: Raw -53327.509142 + Penalty 2013.181752 = -51314.327390 nChanged 11 SP:Iteration 16Q (32252.140000 sec): 3 clusters Score: Raw -53418.584232 + Penalty 2013.181752 = -51405.402480 nChanged 6 SP:Iteration 17Q (32252.360000 sec): 3 clusters Score: Raw -53501.754434 + Penalty 2013.181752 = -51488.572681 nChanged 1 SP:Iteration 18Q (32252.550000 sec): 3 clusters Score: Raw -53504.478649 + Penalty 2013.181752 = -51491.296897 nChanged 0 SP:Iteration 19F (32252.750000 sec): 3 clusters Score: Raw -53504.478649 + Penalty 2013.181752 = -51491.296897 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Deleting Class 24 (256 points): Lose 2219.138789 but Gain 2275.097086 Iteration 139Q (32289.340000 sec): 28 clusters Score: Raw -146407474.862830 + Penalty 61427.621331 = -146346047.241499 nChanged 411 Iteration 140F (32344.770000 sec): 28 clusters Score: Raw -146409711.558429 + Penalty 61427.621331 = -146348283.937099 nChanged 171 Iteration 141Q (32384.560000 sec): 28 clusters Score: Raw -146409873.100156 + Penalty 61427.621331 = -146348445.478825 nChanged 163 Iteration 142Q (32422.040000 sec): 28 clusters Score: Raw -146410015.134189 + Penalty 61427.621331 = -146348587.512858 nChanged 144 Iteration 143Q (32458.300000 sec): 28 clusters Score: Raw -146410106.682752 + Penalty 61427.621331 = -146348679.061421 nChanged 128 Iteration 144Q (32493.000000 sec): 28 clusters Score: Raw -146410162.820080 + Penalty 61427.621331 = -146348735.198749 nChanged 135 Iteration 145Q (32530.860000 sec): 28 clusters Score: Raw -146410171.799164 + Penalty 61427.621331 = -146348744.177833 nChanged 109 Iteration 146Q (32587.070000 sec): 28 clusters Score: Raw -146410174.272737 + Penalty 61427.621331 = -146348746.651406 nChanged 104 Iteration 147Q (32626.850000 sec): 28 clusters Score: Raw -146410176.314160 + Penalty 61427.621331 = -146348748.692829 nChanged 111 Iteration 148Q (32662.260000 sec): 28 clusters Score: Raw -146410177.971049 + Penalty 61427.621331 = -146348750.349718 nChanged 89 Iteration 149Q (32703.770000 sec): 28 clusters Score: Raw -146410179.088612 + Penalty 61427.621331 = -146348751.467281 nChanged 65 Iteration 150Q (32741.460000 sec): 28 clusters Score: Raw -146410180.275037 + Penalty 61427.621331 = -146348752.653706 nChanged 68 Iteration 151Q (32779.780000 sec): 28 clusters Score: Raw -146410181.533091 + Penalty 61427.621331 = -146348753.911760 nChanged 77 Iteration 152Q (32817.530000 sec): 28 clusters Score: Raw -146410182.750579 + Penalty 61427.621331 = -146348755.129248 nChanged 66 Iteration 153Q (32854.730000 sec): 28 clusters Score: Raw -146410184.265047 + Penalty 61427.621331 = -146348756.643717 nChanged 69 Iteration 154Q (32895.110000 sec): 28 clusters Score: Raw -146410185.911183 + Penalty 61427.621331 = -146348758.289852 nChanged 61 Iteration 155Q (32934.900000 sec): 28 clusters Score: Raw -146410187.265300 + Penalty 61427.621331 = -146348759.643969 nChanged 66 Iteration 156Q (32986.450000 sec): 28 clusters Score: Raw -146410188.466615 + Penalty 61427.621331 = -146348760.845284 nChanged 58 Iteration 157Q (33029.620000 sec): 28 clusters Score: Raw -146410189.704379 + Penalty 61427.621331 = -146348762.083048 nChanged 63 Iteration 158Q (33070.630000 sec): 28 clusters Score: Raw -146410190.670729 + Penalty 61427.621331 = -146348763.049398 nChanged 45 Iteration 159Q (33110.650000 sec): 28 clusters Score: Raw -146410191.336053 + Penalty 61427.621331 = -146348763.714722 nChanged 37 Iteration 160F (33170.050000 sec): 28 clusters Score: Raw -146410191.857197 + Penalty 61427.621331 = -146348764.235866 nChanged 34 Iteration 161Q (33210.360000 sec): 28 clusters Score: Raw -146410192.368352 + Penalty 61427.621331 = -146348764.747021 nChanged 41 Iteration 162Q (33250.350000 sec): 28 clusters Score: Raw -146410192.997985 + Penalty 61427.621331 = -146348765.376654 nChanged 48 Iteration 163Q (33291.380000 sec): 28 clusters Score: Raw -146410193.783883 + Penalty 61427.621331 = -146348766.162552 nChanged 48 Iteration 164Q (33332.190000 sec): 28 clusters Score: Raw -146410194.514173 + Penalty 61427.621331 = -146348766.892842 nChanged 48 Iteration 165Q (33380.830000 sec): 28 clusters Score: Raw -146410195.253223 + Penalty 61427.621331 = -146348767.631892 nChanged 59 Iteration 166Q (33422.380000 sec): 28 clusters Score: Raw -146410196.197385 + Penalty 61427.621331 = -146348768.576054 nChanged 46 Iteration 167Q (33455.170000 sec): 28 clusters Score: Raw -146410196.896514 + Penalty 61427.621331 = -146348769.275183 nChanged 49 Iteration 168Q (33486.940000 sec): 28 clusters Score: Raw -146410197.530505 + Penalty 61427.621331 = -146348769.909174 nChanged 47 Iteration 169Q (33521.390000 sec): 28 clusters Score: Raw -146410198.217733 + Penalty 61427.621331 = -146348770.596402 nChanged 48 Iteration 170Q (33554.360000 sec): 28 clusters Score: Raw -146410198.965805 + Penalty 61427.621331 = -146348771.344474 nChanged 48 Iteration 171Q (33589.540000 sec): 28 clusters Score: Raw -146410199.748277 + Penalty 61427.621331 = -146348772.126946 nChanged 47 Iteration 172Q (33623.870000 sec): 28 clusters Score: Raw -146410200.528389 + Penalty 61427.621331 = -146348772.907058 nChanged 46 Iteration 173Q (33660.200000 sec): 28 clusters Score: Raw -146410201.544863 + Penalty 61427.621331 = -146348773.923532 nChanged 53 Iteration 174Q (33697.920000 sec): 28 clusters Score: Raw -146410202.518581 + Penalty 61427.621331 = -146348774.897250 nChanged 44 Iteration 175Q (33737.260000 sec): 28 clusters Score: Raw -146410203.427303 + Penalty 61427.621331 = -146348775.805972 nChanged 57 Iteration 176Q (33777.760000 sec): 28 clusters Score: Raw -146410204.390206 + Penalty 61427.621331 = -146348776.768875 nChanged 59 Iteration 177Q (33815.350000 sec): 28 clusters Score: Raw -146410205.429450 + Penalty 61427.621331 = -146348777.808119 nChanged 56 Iteration 178Q (33852.200000 sec): 28 clusters Score: Raw -146410206.595639 + Penalty 61427.621331 = -146348778.974309 nChanged 56 Writing temp clu file Because OldScore, -146348777.808119, is greater than current (better) Score,-146348778.974309 Compute initial score before splitting: Score: Raw -146410206.595639 + Penalty 61427.621331 = -146348778.974309 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (32019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33852.730000 sec): 2 clusters Score: Raw -3943823.656453 + Penalty 1685.788773 = -3942137.867680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33853.110000 sec): 3 clusters Score: Raw -3923956.573492 + Penalty 3371.577546 = -3920584.995947 nChanged 14778 SP:Iteration 1F (33853.490000 sec): 3 clusters Score: Raw -3932146.638576 + Penalty 3371.577546 = -3928775.061030 nChanged 1262 SP:Iteration 2Q (33853.860000 sec): 3 clusters Score: Raw -3932514.021041 + Penalty 3371.577546 = -3929142.443495 nChanged 1224 SP:Iteration 3Q (33854.230000 sec): 3 clusters Score: Raw -3932889.102920 + Penalty 3371.577546 = -3929517.525375 nChanged 1198 SP:Iteration 4Q (33854.590000 sec): 3 clusters Score: Raw -3933280.920782 + Penalty 3371.577546 = -3929909.343236 nChanged 1307 SP:Iteration 5Q (33855.010000 sec): 3 clusters Score: Raw -3933850.028609 + Penalty 3371.577546 = -3930478.451063 nChanged 1725 SP:Iteration 6F (33855.460000 sec): 3 clusters Score: Raw -3934812.678608 + Penalty 3371.577546 = -3931441.101063 nChanged 2188 SP:Iteration 7F (33855.850000 sec): 3 clusters Score: Raw -3936353.011634 + Penalty 3371.577546 = -3932981.434089 nChanged 2556 SP:Iteration 8F (33856.240000 sec): 3 clusters Score: Raw -3938538.433459 + Penalty 3371.577546 = -3935166.855914 nChanged 2471 SP:Iteration 9F (33856.670000 sec): 3 clusters Score: Raw -3940920.540650 + Penalty 3371.577546 = -3937548.963105 nChanged 1734 SP:Iteration 10F (33857.030000 sec): 3 clusters Score: Raw -3942595.976866 + Penalty 3371.577546 = -3939224.399321 nChanged 831 SP:Iteration 11Q (33857.430000 sec): 3 clusters Score: Raw -3943373.980297 + Penalty 3371.577546 = -3940002.402752 nChanged 339 SP:Iteration 12Q (33857.790000 sec): 3 clusters Score: Raw -3943706.465408 + Penalty 3371.577546 = -3940334.887862 nChanged 151 SP:Iteration 13Q (33858.130000 sec): 3 clusters Score: Raw -3943855.509271 + Penalty 3371.577546 = -3940483.931726 nChanged 77 SP:Iteration 14Q (33858.460000 sec): 3 clusters Score: Raw -3943937.307283 + Penalty 3371.577546 = -3940565.729737 nChanged 34 SP:Iteration 15Q (33858.760000 sec): 3 clusters Score: Raw -3943977.543547 + Penalty 3371.577546 = -3940605.966001 nChanged 26 SP:Iteration 16Q (33859.050000 sec): 3 clusters Score: Raw -3944005.370283 + Penalty 3371.577546 = -3940633.792738 nChanged 16 SP:Iteration 17Q (33859.340000 sec): 3 clusters Score: Raw -3944018.035127 + Penalty 3371.577546 = -3940646.457581 nChanged 13 SP:Iteration 18Q (33859.710000 sec): 3 clusters Score: Raw -3944029.655068 + Penalty 3371.577546 = -3940658.077523 nChanged 13 SP:Iteration 19Q (33860.050000 sec): 3 clusters Score: Raw -3944046.356243 + Penalty 3371.577546 = -3940674.778697 nChanged 11 SP:Iteration 20F (33860.380000 sec): 3 clusters Score: Raw -3944059.548613 + Penalty 3371.577546 = -3940687.971068 nChanged 5 SP:Iteration 21Q (33860.740000 sec): 3 clusters Score: Raw -3944063.392099 + Penalty 3371.577546 = -3940691.814554 nChanged 7 SP:Iteration 22Q (33861.050000 sec): 3 clusters Score: Raw -3944069.752652 + Penalty 3371.577546 = -3940698.175107 nChanged 2 SP:Iteration 23Q (33861.420000 sec): 3 clusters Score: Raw -3944078.444620 + Penalty 3371.577546 = -3940706.867075 nChanged 5 SP:Iteration 24Q (33861.730000 sec): 3 clusters Score: Raw -3944081.398347 + Penalty 3371.577546 = -3940709.820801 nChanged 0 SP:Iteration 25F (33862.090000 sec): 3 clusters Score: Raw -3944081.398347 + Penalty 3371.577546 = -3940709.820801 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (48510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33862.490000 sec): 2 clusters Score: Raw -5945310.483944 + Penalty 1753.297852 = -5943557.186093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33862.920000 sec): 3 clusters Score: Raw -5914609.098757 + Penalty 3506.595703 = -5911102.503054 nChanged 22743 SP:Iteration 1F (33863.430000 sec): 3 clusters Score: Raw -5927146.229585 + Penalty 3506.595703 = -5923639.633881 nChanged 1523 SP:Iteration 2Q (33863.880000 sec): 3 clusters Score: Raw -5927488.086805 + Penalty 3506.595703 = -5923981.491102 nChanged 1539 SP:Iteration 3Q (33864.310000 sec): 3 clusters Score: Raw -5927862.358550 + Penalty 3506.595703 = -5924355.762846 nChanged 1684 SP:Iteration 4Q (33864.780000 sec): 3 clusters Score: Raw -5928340.141655 + Penalty 3506.595703 = -5924833.545952 nChanged 1996 SP:Iteration 5Q (33865.180000 sec): 3 clusters Score: Raw -5929091.433337 + Penalty 3506.595703 = -5925584.837634 nChanged 2571 SP:Iteration 6F (33865.580000 sec): 3 clusters Score: Raw -5930359.409916 + Penalty 3506.595703 = -5926852.814212 nChanged 3379 SP:Iteration 7F (33866.030000 sec): 3 clusters Score: Raw -5932545.324327 + Penalty 3506.595703 = -5929038.728624 nChanged 4123 SP:Iteration 8F (33866.490000 sec): 3 clusters Score: Raw -5936019.036153 + Penalty 3506.595703 = -5932512.440450 nChanged 4321 SP:Iteration 9F (33866.930000 sec): 3 clusters Score: Raw -5940369.586187 + Penalty 3506.595703 = -5936862.990483 nChanged 3068 SP:Iteration 10F (33867.400000 sec): 3 clusters Score: Raw -5943591.586427 + Penalty 3506.595703 = -5940084.990723 nChanged 1311 SP:Iteration 11Q (33867.830000 sec): 3 clusters Score: Raw -5944921.991545 + Penalty 3506.595703 = -5941415.395841 nChanged 337 SP:Iteration 12Q (33868.280000 sec): 3 clusters Score: Raw -5945281.164305 + Penalty 3506.595703 = -5941774.568602 nChanged 72 SP:Iteration 13Q (33868.660000 sec): 3 clusters Score: Raw -5945385.409605 + Penalty 3506.595703 = -5941878.813902 nChanged 21 SP:Iteration 14Q (33869.060000 sec): 3 clusters Score: Raw -5945433.612977 + Penalty 3506.595703 = -5941927.017273 nChanged 11 SP:Iteration 15Q (33869.490000 sec): 3 clusters Score: Raw -5945457.149230 + Penalty 3506.595703 = -5941950.553527 nChanged 10 SP:Iteration 16Q (33869.830000 sec): 3 clusters Score: Raw -5945476.923925 + Penalty 3506.595703 = -5941970.328222 nChanged 7 SP:Iteration 17Q (33870.210000 sec): 3 clusters Score: Raw -5945487.202806 + Penalty 3506.595703 = -5941980.607103 nChanged 2 SP:Iteration 18Q (33870.620000 sec): 3 clusters Score: Raw -5945492.019943 + Penalty 3506.595703 = -5941985.424240 nChanged 1 SP:Iteration 19Q (33870.990000 sec): 3 clusters Score: Raw -5945492.672449 + Penalty 3506.595703 = -5941986.076746 nChanged 0 SP:Iteration 20F (33871.390000 sec): 3 clusters Score: Raw -5945492.672449 + Penalty 3506.595703 = -5941986.076746 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33871.520000 sec): 2 clusters Score: Raw -193473.591333 + Penalty 1208.162780 = -192265.428553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33871.750000 sec): 3 clusters Score: Raw -192771.580768 + Penalty 2416.325559 = -190355.255209 nChanged 603 SP:Iteration 1F (33871.920000 sec): 3 clusters Score: Raw -193247.421821 + Penalty 2416.325559 = -190831.096261 nChanged 165 SP:Iteration 2F (33872.080000 sec): 3 clusters Score: Raw -193393.743231 + Penalty 2416.325559 = -190977.417671 nChanged 89 SP:Iteration 3F (33872.320000 sec): 3 clusters Score: Raw -193462.363597 + Penalty 2416.325559 = -191046.038038 nChanged 48 SP:Iteration 4Q (33872.480000 sec): 3 clusters Score: Raw -193499.936549 + Penalty 2416.325559 = -191083.610990 nChanged 43 SP:Iteration 5Q (33872.720000 sec): 3 clusters Score: Raw -193537.032831 + Penalty 2416.325559 = -191120.707272 nChanged 46 SP:Iteration 6Q (33872.880000 sec): 3 clusters Score: Raw -193571.236018 + Penalty 2416.325559 = -191154.910459 nChanged 43 SP:Iteration 7Q (33873.060000 sec): 3 clusters Score: Raw -193604.080962 + Penalty 2416.325559 = -191187.755402 nChanged 31 SP:Iteration 8Q (33873.290000 sec): 3 clusters Score: Raw -193626.605449 + Penalty 2416.325559 = -191210.279889 nChanged 33 SP:Iteration 9Q (33873.510000 sec): 3 clusters Score: Raw -193647.521412 + Penalty 2416.325559 = -191231.195853 nChanged 25 SP:Iteration 10Q (33873.650000 sec): 3 clusters Score: Raw -193660.734098 + Penalty 2416.325559 = -191244.408539 nChanged 21 SP:Iteration 11Q (33873.820000 sec): 3 clusters Score: Raw -193671.142134 + Penalty 2416.325559 = -191254.816575 nChanged 15 SP:Iteration 12Q (33874.020000 sec): 3 clusters Score: Raw -193676.020340 + Penalty 2416.325559 = -191259.694781 nChanged 8 SP:Iteration 13Q (33874.200000 sec): 3 clusters Score: Raw -193681.490728 + Penalty 2416.325559 = -191265.165169 nChanged 8 SP:Iteration 14Q (33874.350000 sec): 3 clusters Score: Raw -193686.158212 + Penalty 2416.325559 = -191269.832653 nChanged 11 SP:Iteration 15Q (33874.540000 sec): 3 clusters Score: Raw -193691.695883 + Penalty 2416.325559 = -191275.370323 nChanged 12 SP:Iteration 16Q (33874.730000 sec): 3 clusters Score: Raw -193696.149466 + Penalty 2416.325559 = -191279.823907 nChanged 12 SP:Iteration 17Q (33874.900000 sec): 3 clusters Score: Raw -193703.299611 + Penalty 2416.325559 = -191286.974052 nChanged 11 SP:Iteration 18Q (33875.080000 sec): 3 clusters Score: Raw -193710.629534 + Penalty 2416.325559 = -191294.303974 nChanged 9 SP:Iteration 19Q (33875.260000 sec): 3 clusters Score: Raw -193717.393773 + Penalty 2416.325559 = -191301.068213 nChanged 13 SP:Iteration 20F (33875.420000 sec): 3 clusters Score: Raw -193729.468933 + Penalty 2416.325559 = -191313.143374 nChanged 11 SP:Iteration 21Q (33875.600000 sec): 3 clusters Score: Raw -193746.333132 + Penalty 2416.325559 = -191330.007573 nChanged 22 SP:Iteration 22Q (33875.770000 sec): 3 clusters Score: Raw -193765.245949 + Penalty 2416.325559 = -191348.920390 nChanged 18 SP:Iteration 23Q (33875.980000 sec): 3 clusters Score: Raw -193779.553179 + Penalty 2416.325559 = -191363.227619 nChanged 20 SP:Iteration 24Q (33876.200000 sec): 3 clusters Score: Raw -193789.807013 + Penalty 2416.325559 = -191373.481454 nChanged 19 SP:Iteration 25Q (33876.360000 sec): 3 clusters Score: Raw -193802.043030 + Penalty 2416.325559 = -191385.717471 nChanged 18 SP:Iteration 26Q (33876.530000 sec): 3 clusters Score: Raw -193813.930762 + Penalty 2416.325559 = -191397.605202 nChanged 23 SP:Iteration 27Q (33876.750000 sec): 3 clusters Score: Raw -193830.637089 + Penalty 2416.325559 = -191414.311529 nChanged 27 SP:Iteration 28Q (33876.920000 sec): 3 clusters Score: Raw -193852.117075 + Penalty 2416.325559 = -191435.791516 nChanged 23 SP:Iteration 29Q (33877.140000 sec): 3 clusters Score: Raw -193869.673847 + Penalty 2416.325559 = -191453.348288 nChanged 21 SP:Iteration 30Q (33877.350000 sec): 3 clusters Score: Raw -193882.196873 + Penalty 2416.325559 = -191465.871314 nChanged 18 SP:Iteration 31Q (33877.550000 sec): 3 clusters Score: Raw -193893.261006 + Penalty 2416.325559 = -191476.935446 nChanged 5 SP:Iteration 32Q (33877.760000 sec): 3 clusters Score: Raw -193895.348461 + Penalty 2416.325559 = -191479.022901 nChanged 2 SP:Iteration 33Q (33877.960000 sec): 3 clusters Score: Raw -193897.457273 + Penalty 2416.325559 = -191481.131714 nChanged 7 SP:Iteration 34Q (33878.150000 sec): 3 clusters Score: Raw -193901.771358 + Penalty 2416.325559 = -191485.445798 nChanged 7 SP:Iteration 35Q (33878.340000 sec): 3 clusters Score: Raw -193908.411512 + Penalty 2416.325559 = -191492.085953 nChanged 6 SP:Iteration 36Q (33878.560000 sec): 3 clusters Score: Raw -193912.042374 + Penalty 2416.325559 = -191495.716814 nChanged 6 SP:Iteration 37Q (33878.740000 sec): 3 clusters Score: Raw -193915.778616 + Penalty 2416.325559 = -191499.453056 nChanged 0 SP:Iteration 38F (33878.960000 sec): 3 clusters Score: Raw -193915.778616 + Penalty 2416.325559 = -191499.453056 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33879.140000 sec): 2 clusters Score: Raw -1471449.603608 + Penalty 1520.714488 = -1469928.889120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33879.380000 sec): 3 clusters Score: Raw -1464759.388598 + Penalty 3041.428976 = -1461717.959623 nChanged 4969 SP:Iteration 1F (33879.650000 sec): 3 clusters Score: Raw -1467311.028698 + Penalty 3041.428976 = -1464269.599722 nChanged 697 SP:Iteration 2F (33879.850000 sec): 3 clusters Score: Raw -1467599.182952 + Penalty 3041.428976 = -1464557.753977 nChanged 628 SP:Iteration 3F (33880.120000 sec): 3 clusters Score: Raw -1467892.654700 + Penalty 3041.428976 = -1464851.225724 nChanged 633 SP:Iteration 4F (33880.400000 sec): 3 clusters Score: Raw -1468242.640708 + Penalty 3041.428976 = -1465201.211733 nChanged 710 SP:Iteration 5F (33880.600000 sec): 3 clusters Score: Raw -1468717.305964 + Penalty 3041.428976 = -1465675.876988 nChanged 757 SP:Iteration 6F (33880.840000 sec): 3 clusters Score: Raw -1469313.852479 + Penalty 3041.428976 = -1466272.423504 nChanged 753 SP:Iteration 7F (33881.070000 sec): 3 clusters Score: Raw -1469954.486088 + Penalty 3041.428976 = -1466913.057113 nChanged 677 SP:Iteration 8F (33881.370000 sec): 3 clusters Score: Raw -1470544.918912 + Penalty 3041.428976 = -1467503.489936 nChanged 550 SP:Iteration 9Q (33881.590000 sec): 3 clusters Score: Raw -1470981.225896 + Penalty 3041.428976 = -1467939.796920 nChanged 337 SP:Iteration 10Q (33881.880000 sec): 3 clusters Score: Raw -1471222.031131 + Penalty 3041.428976 = -1468180.602156 nChanged 235 SP:Iteration 11Q (33882.130000 sec): 3 clusters Score: Raw -1471382.297312 + Penalty 3041.428976 = -1468340.868337 nChanged 186 SP:Iteration 12Q (33882.380000 sec): 3 clusters Score: Raw -1471482.912898 + Penalty 3041.428976 = -1468441.483923 nChanged 132 SP:Iteration 13Q (33882.640000 sec): 3 clusters Score: Raw -1471537.115840 + Penalty 3041.428976 = -1468495.686864 nChanged 96 SP:Iteration 14Q (33882.870000 sec): 3 clusters Score: Raw -1471568.230215 + Penalty 3041.428976 = -1468526.801240 nChanged 73 SP:Iteration 15Q (33883.090000 sec): 3 clusters Score: Raw -1471592.064179 + Penalty 3041.428976 = -1468550.635204 nChanged 71 SP:Iteration 16Q (33883.330000 sec): 3 clusters Score: Raw -1471614.430278 + Penalty 3041.428976 = -1468573.001302 nChanged 66 SP:Iteration 17Q (33883.590000 sec): 3 clusters Score: Raw -1471635.413900 + Penalty 3041.428976 = -1468593.984924 nChanged 46 SP:Iteration 18Q (33883.840000 sec): 3 clusters Score: Raw -1471648.451560 + Penalty 3041.428976 = -1468607.022584 nChanged 37 SP:Iteration 19Q (33884.050000 sec): 3 clusters Score: Raw -1471658.718048 + Penalty 3041.428976 = -1468617.289072 nChanged 50 SP:Iteration 20F (33884.300000 sec): 3 clusters Score: Raw -1471671.414037 + Penalty 3041.428976 = -1468629.985061 nChanged 36 SP:Iteration 21Q (33884.560000 sec): 3 clusters Score: Raw -1471679.595886 + Penalty 3041.428976 = -1468638.166910 nChanged 28 SP:Iteration 22Q (33884.790000 sec): 3 clusters Score: Raw -1471686.762125 + Penalty 3041.428976 = -1468645.333149 nChanged 21 SP:Iteration 23Q (33885.030000 sec): 3 clusters Score: Raw -1471692.819160 + Penalty 3041.428976 = -1468651.390185 nChanged 23 SP:Iteration 24Q (33885.300000 sec): 3 clusters Score: Raw -1471699.684556 + Penalty 3041.428976 = -1468658.255581 nChanged 26 SP:Iteration 25Q (33885.550000 sec): 3 clusters Score: Raw -1471707.897393 + Penalty 3041.428976 = -1468666.468417 nChanged 38 SP:Iteration 26Q (33885.790000 sec): 3 clusters Score: Raw -1471720.638450 + Penalty 3041.428976 = -1468679.209475 nChanged 34 SP:Iteration 27Q (33886.020000 sec): 3 clusters Score: Raw -1471730.998643 + Penalty 3041.428976 = -1468689.569667 nChanged 22 SP:Iteration 28Q (33886.280000 sec): 3 clusters Score: Raw -1471738.328841 + Penalty 3041.428976 = -1468696.899866 nChanged 26 SP:Iteration 29Q (33886.560000 sec): 3 clusters Score: Raw -1471745.735329 + Penalty 3041.428976 = -1468704.306353 nChanged 30 SP:Iteration 30Q (33886.810000 sec): 3 clusters Score: Raw -1471753.065496 + Penalty 3041.428976 = -1468711.636520 nChanged 32 SP:Iteration 31Q (33887.070000 sec): 3 clusters Score: Raw -1471763.112578 + Penalty 3041.428976 = -1468721.683602 nChanged 30 SP:Iteration 32Q (33887.320000 sec): 3 clusters Score: Raw -1471771.937111 + Penalty 3041.428976 = -1468730.508135 nChanged 26 SP:Iteration 33Q (33887.570000 sec): 3 clusters Score: Raw -1471780.380693 + Penalty 3041.428976 = -1468738.951718 nChanged 29 SP:Iteration 34Q (33887.830000 sec): 3 clusters Score: Raw -1471790.851337 + Penalty 3041.428976 = -1468749.422361 nChanged 27 SP:Iteration 35Q (33888.110000 sec): 3 clusters Score: Raw -1471799.614342 + Penalty 3041.428976 = -1468758.185366 nChanged 25 SP:Iteration 36Q (33888.330000 sec): 3 clusters Score: Raw -1471806.958607 + Penalty 3041.428976 = -1468765.529631 nChanged 16 SP:Iteration 37Q (33888.590000 sec): 3 clusters Score: Raw -1471811.094272 + Penalty 3041.428976 = -1468769.665297 nChanged 7 SP:Iteration 38Q (33888.880000 sec): 3 clusters Score: Raw -1471813.437744 + Penalty 3041.428976 = -1468772.008768 nChanged 8 SP:Iteration 39Q (33889.110000 sec): 3 clusters Score: Raw -1471815.185867 + Penalty 3041.428976 = -1468773.756892 nChanged 6 SP:Iteration 40F (33889.310000 sec): 3 clusters Score: Raw -1471816.553536 + Penalty 3041.428976 = -1468775.124560 nChanged 4 SP:Iteration 41Q (33889.560000 sec): 3 clusters Score: Raw -1471817.342448 + Penalty 3041.428976 = -1468775.913473 nChanged 5 SP:Iteration 42Q (33889.780000 sec): 3 clusters Score: Raw -1471818.446209 + Penalty 3041.428976 = -1468777.017234 nChanged 5 SP:Iteration 43Q (33889.990000 sec): 3 clusters Score: Raw -1471819.619495 + Penalty 3041.428976 = -1468778.190520 nChanged 5 SP:Iteration 44Q (33890.210000 sec): 3 clusters Score: Raw -1471820.751696 + Penalty 3041.428976 = -1468779.322720 nChanged 3 SP:Iteration 45Q (33890.410000 sec): 3 clusters Score: Raw -1471821.820592 + Penalty 3041.428976 = -1468780.391617 nChanged 4 SP:Iteration 46Q (33890.650000 sec): 3 clusters Score: Raw -1471823.235216 + Penalty 3041.428976 = -1468781.806241 nChanged 5 SP:Iteration 47Q (33890.870000 sec): 3 clusters Score: Raw -1471824.420367 + Penalty 3041.428976 = -1468782.991391 nChanged 5 SP:Iteration 48Q (33891.140000 sec): 3 clusters Score: Raw -1471825.223615 + Penalty 3041.428976 = -1468783.794640 nChanged 5 SP:Iteration 49Q (33891.350000 sec): 3 clusters Score: Raw -1471826.317320 + Penalty 3041.428976 = -1468784.888344 nChanged 2 SP:Iteration 50Q (33891.550000 sec): 3 clusters Score: Raw -1471826.813349 + Penalty 3041.428976 = -1468785.384374 nChanged 0 SP:Iteration 51F (33891.820000 sec): 3 clusters Score: Raw -1471826.813349 + Penalty 3041.428976 = -1468785.384374 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33892.080000 sec): 2 clusters Score: Raw -3476572.527582 + Penalty 1671.473545 = -3474901.054037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33892.510000 sec): 3 clusters Score: Raw -3458368.002357 + Penalty 3342.947091 = -3455025.055266 nChanged 13524 SP:Iteration 1F (33892.850000 sec): 3 clusters Score: Raw -3465702.348821 + Penalty 3342.947091 = -3462359.401730 nChanged 1163 SP:Iteration 2Q (33893.230000 sec): 3 clusters Score: Raw -3466017.703489 + Penalty 3342.947091 = -3462674.756398 nChanged 1070 SP:Iteration 3Q (33893.630000 sec): 3 clusters Score: Raw -3466295.064267 + Penalty 3342.947091 = -3462952.117176 nChanged 977 SP:Iteration 4Q (33893.970000 sec): 3 clusters Score: Raw -3466556.957639 + Penalty 3342.947091 = -3463214.010548 nChanged 1011 SP:Iteration 5Q (33894.320000 sec): 3 clusters Score: Raw -3466885.494013 + Penalty 3342.947091 = -3463542.546922 nChanged 1129 SP:Iteration 6Q (33894.690000 sec): 3 clusters Score: Raw -3467319.595085 + Penalty 3342.947091 = -3463976.647994 nChanged 1321 SP:Iteration 7Q (33895.030000 sec): 3 clusters Score: Raw -3467975.509298 + Penalty 3342.947091 = -3464632.562208 nChanged 1662 SP:Iteration 8F (33895.410000 sec): 3 clusters Score: Raw -3469059.584650 + Penalty 3342.947091 = -3465716.637559 nChanged 1977 SP:Iteration 9F (33895.770000 sec): 3 clusters Score: Raw -3470627.965360 + Penalty 3342.947091 = -3467285.018269 nChanged 2059 SP:Iteration 10F (33896.150000 sec): 3 clusters Score: Raw -3472587.298819 + Penalty 3342.947091 = -3469244.351728 nChanged 1718 SP:Iteration 11F (33896.480000 sec): 3 clusters Score: Raw -3474395.804852 + Penalty 3342.947091 = -3471052.857761 nChanged 1088 SP:Iteration 12Q (33896.850000 sec): 3 clusters Score: Raw -3475658.841008 + Penalty 3342.947091 = -3472315.893917 nChanged 586 SP:Iteration 13Q (33897.230000 sec): 3 clusters Score: Raw -3476345.340802 + Penalty 3342.947091 = -3473002.393711 nChanged 340 SP:Iteration 14Q (33897.630000 sec): 3 clusters Score: Raw -3476678.733022 + Penalty 3342.947091 = -3473335.785931 nChanged 235 SP:Iteration 15Q (33898.010000 sec): 3 clusters Score: Raw -3476839.379705 + Penalty 3342.947091 = -3473496.432614 nChanged 176 SP:Iteration 16Q (33898.330000 sec): 3 clusters Score: Raw -3476921.262973 + Penalty 3342.947091 = -3473578.315882 nChanged 131 SP:Iteration 17Q (33898.740000 sec): 3 clusters Score: Raw -3476972.138171 + Penalty 3342.947091 = -3473629.191080 nChanged 87 SP:Iteration 18Q (33899.090000 sec): 3 clusters Score: Raw -3477008.751654 + Penalty 3342.947091 = -3473665.804563 nChanged 72 SP:Iteration 19Q (33899.410000 sec): 3 clusters Score: Raw -3477035.901784 + Penalty 3342.947091 = -3473692.954693 nChanged 60 SP:Iteration 20F (33899.720000 sec): 3 clusters Score: Raw -3477056.567050 + Penalty 3342.947091 = -3473713.619959 nChanged 46 SP:Iteration 21Q (33900.080000 sec): 3 clusters Score: Raw -3477070.033651 + Penalty 3342.947091 = -3473727.086560 nChanged 46 SP:Iteration 22Q (33900.400000 sec): 3 clusters Score: Raw -3477082.968725 + Penalty 3342.947091 = -3473740.021634 nChanged 35 SP:Iteration 23Q (33900.740000 sec): 3 clusters Score: Raw -3477093.161349 + Penalty 3342.947091 = -3473750.214258 nChanged 35 SP:Iteration 24Q (33901.020000 sec): 3 clusters Score: Raw -3477101.426599 + Penalty 3342.947091 = -3473758.479508 nChanged 21 SP:Iteration 25Q (33901.330000 sec): 3 clusters Score: Raw -3477105.721618 + Penalty 3342.947091 = -3473762.774527 nChanged 16 SP:Iteration 26Q (33901.650000 sec): 3 clusters Score: Raw -3477108.865637 + Penalty 3342.947091 = -3473765.918546 nChanged 10 SP:Iteration 27Q (33901.980000 sec): 3 clusters Score: Raw -3477111.456215 + Penalty 3342.947091 = -3473768.509124 nChanged 13 SP:Iteration 28Q (33902.280000 sec): 3 clusters Score: Raw -3477114.366142 + Penalty 3342.947091 = -3473771.419051 nChanged 10 SP:Iteration 29Q (33902.640000 sec): 3 clusters Score: Raw -3477115.646114 + Penalty 3342.947091 = -3473772.699023 nChanged 4 SP:Iteration 30Q (33902.980000 sec): 3 clusters Score: Raw -3477116.473651 + Penalty 3342.947091 = -3473773.526560 nChanged 6 SP:Iteration 31Q (33903.320000 sec): 3 clusters Score: Raw -3477117.144637 + Penalty 3342.947091 = -3473774.197546 nChanged 2 SP:Iteration 32Q (33903.670000 sec): 3 clusters Score: Raw -3477117.393330 + Penalty 3342.947091 = -3473774.446239 nChanged 2 SP:Iteration 33Q (33904.020000 sec): 3 clusters Score: Raw -3477117.716827 + Penalty 3342.947091 = -3473774.769737 nChanged 4 SP:Iteration 34Q (33904.420000 sec): 3 clusters Score: Raw -3477118.398952 + Penalty 3342.947091 = -3473775.451861 nChanged 4 SP:Iteration 35Q (33904.750000 sec): 3 clusters Score: Raw -3477119.066005 + Penalty 3342.947091 = -3473776.118914 nChanged 4 SP:Iteration 36Q (33905.070000 sec): 3 clusters Score: Raw -3477119.823037 + Penalty 3342.947091 = -3473776.875946 nChanged 1 SP:Iteration 37Q (33905.430000 sec): 3 clusters Score: Raw -3477119.890323 + Penalty 3342.947091 = -3473776.943232 nChanged 1 SP:Iteration 38Q (33905.750000 sec): 3 clusters Score: Raw -3477120.097856 + Penalty 3342.947091 = -3473777.150765 nChanged 4 SP:Iteration 39Q (33906.050000 sec): 3 clusters Score: Raw -3477120.813278 + Penalty 3342.947091 = -3473777.866188 nChanged 4 SP:Iteration 40F (33906.440000 sec): 3 clusters Score: Raw -3477121.766315 + Penalty 3342.947091 = -3473778.819224 nChanged 5 SP:Iteration 41Q (33906.760000 sec): 3 clusters Score: Raw -3477122.484844 + Penalty 3342.947091 = -3473779.537753 nChanged 2 SP:Iteration 42Q (33907.080000 sec): 3 clusters Score: Raw -3477122.717524 + Penalty 3342.947091 = -3473779.770433 nChanged 2 SP:Iteration 43Q (33907.410000 sec): 3 clusters Score: Raw -3477123.058309 + Penalty 3342.947091 = -3473780.111218 nChanged 1 SP:Iteration 44Q (33907.730000 sec): 3 clusters Score: Raw -3477123.146322 + Penalty 3342.947091 = -3473780.199231 nChanged 1 SP:Iteration 45Q (33908.000000 sec): 3 clusters Score: Raw -3477123.291298 + Penalty 3342.947091 = -3473780.344208 nChanged 3 SP:Iteration 46Q (33908.310000 sec): 3 clusters Score: Raw -3477123.583891 + Penalty 3342.947091 = -3473780.636800 nChanged 3 SP:Iteration 47Q (33908.590000 sec): 3 clusters Score: Raw -3477124.042243 + Penalty 3342.947091 = -3473781.095152 nChanged 4 SP:Iteration 48Q (33908.900000 sec): 3 clusters Score: Raw -3477124.930802 + Penalty 3342.947091 = -3473781.983711 nChanged 4 SP:Iteration 49Q (33909.170000 sec): 3 clusters Score: Raw -3477125.294493 + Penalty 3342.947091 = -3473782.347403 nChanged 2 SP:Iteration 50Q (33909.480000 sec): 3 clusters Score: Raw -3477125.546587 + Penalty 3342.947091 = -3473782.599496 nChanged 2 SP:Iteration 51Q (33909.830000 sec): 3 clusters Score: Raw -3477125.789145 + Penalty 3342.947091 = -3473782.842054 nChanged 0 SP:Iteration 52F (33910.100000 sec): 3 clusters Score: Raw -3477125.789145 + Penalty 3342.947091 = -3473782.842054 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33910.220000 sec): 2 clusters Score: Raw -21097.897061 + Penalty 850.055150 = -20247.841911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33910.430000 sec): 3 clusters Score: Raw -21213.397610 + Penalty 1700.110300 = -19513.287309 nChanged 14 SP:Iteration 1F (33910.590000 sec): 3 clusters Score: Raw -21270.628703 + Penalty 1700.110300 = -19570.518403 nChanged 4 SP:Iteration 2Q (33910.750000 sec): 3 clusters Score: Raw -21292.902537 + Penalty 1700.110300 = -19592.792237 nChanged 2 SP:Iteration 3Q (33910.940000 sec): 3 clusters Score: Raw -21298.402524 + Penalty 1700.110300 = -19598.292224 nChanged 0 SP:Iteration 4F (33911.130000 sec): 3 clusters Score: Raw -21298.402524 + Penalty 1700.110300 = -19598.292224 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (41583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33911.450000 sec): 2 clusters Score: Raw -5265989.595755 + Penalty 1728.260090 = -5264261.335664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33911.900000 sec): 3 clusters Score: Raw -5239867.446143 + Penalty 3456.520180 = -5236410.925963 nChanged 19324 SP:Iteration 1F (33912.270000 sec): 3 clusters Score: Raw -5250875.557952 + Penalty 3456.520180 = -5247419.037772 nChanged 1678 SP:Iteration 2Q (33912.700000 sec): 3 clusters Score: Raw -5251358.365088 + Penalty 3456.520180 = -5247901.844907 nChanged 1608 SP:Iteration 3Q (33913.100000 sec): 3 clusters Score: Raw -5251879.566570 + Penalty 3456.520180 = -5248423.046390 nChanged 1809 SP:Iteration 4Q (33913.530000 sec): 3 clusters Score: Raw -5252601.368739 + Penalty 3456.520180 = -5249144.848559 nChanged 2143 SP:Iteration 5F (33913.850000 sec): 3 clusters Score: Raw -5253696.588731 + Penalty 3456.520180 = -5250240.068550 nChanged 2695 SP:Iteration 6F (33914.250000 sec): 3 clusters Score: Raw -5255458.718583 + Penalty 3456.520180 = -5252002.198403 nChanged 3167 SP:Iteration 7F (33914.630000 sec): 3 clusters Score: Raw -5257968.185172 + Penalty 3456.520180 = -5254511.664992 nChanged 3241 SP:Iteration 8F (33915.010000 sec): 3 clusters Score: Raw -5260922.790713 + Penalty 3456.520180 = -5257466.270533 nChanged 2676 SP:Iteration 9F (33915.520000 sec): 3 clusters Score: Raw -5263520.676633 + Penalty 3456.520180 = -5260064.156453 nChanged 1656 SP:Iteration 10Q (33915.970000 sec): 3 clusters Score: Raw -5265101.317617 + Penalty 3456.520180 = -5261644.797437 nChanged 722 SP:Iteration 11Q (33916.430000 sec): 3 clusters Score: Raw -5265756.280968 + Penalty 3456.520180 = -5262299.760787 nChanged 260 SP:Iteration 12Q (33916.880000 sec): 3 clusters Score: Raw -5265981.386138 + Penalty 3456.520180 = -5262524.865958 nChanged 103 SP:Iteration 13Q (33917.250000 sec): 3 clusters Score: Raw -5266079.478089 + Penalty 3456.520180 = -5262622.957909 nChanged 45 SP:Iteration 14Q (33917.640000 sec): 3 clusters Score: Raw -5266126.547064 + Penalty 3456.520180 = -5262670.026884 nChanged 32 SP:Iteration 15Q (33918.000000 sec): 3 clusters Score: Raw -5266163.266551 + Penalty 3456.520180 = -5262706.746371 nChanged 15 SP:Iteration 16Q (33918.380000 sec): 3 clusters Score: Raw -5266178.346840 + Penalty 3456.520180 = -5262721.826659 nChanged 14 SP:Iteration 17Q (33918.860000 sec): 3 clusters Score: Raw -5266194.748213 + Penalty 3456.520180 = -5262738.228032 nChanged 9 SP:Iteration 18Q (33919.280000 sec): 3 clusters Score: Raw -5266204.083926 + Penalty 3456.520180 = -5262747.563745 nChanged 8 SP:Iteration 19Q (33919.690000 sec): 3 clusters Score: Raw -5266211.491207 + Penalty 3456.520180 = -5262754.971027 nChanged 7 SP:Iteration 20F (33920.080000 sec): 3 clusters Score: Raw -5266216.394530 + Penalty 3456.520180 = -5262759.874349 nChanged 4 SP:Iteration 21Q (33920.420000 sec): 3 clusters Score: Raw -5266221.732083 + Penalty 3456.520180 = -5262765.211903 nChanged 2 SP:Iteration 22Q (33920.760000 sec): 3 clusters Score: Raw -5266223.044473 + Penalty 3456.520180 = -5262766.524293 nChanged 1 SP:Iteration 23Q (33921.180000 sec): 3 clusters Score: Raw -5266223.559405 + Penalty 3456.520180 = -5262767.039225 nChanged 0 SP:Iteration 24F (33921.550000 sec): 3 clusters Score: Raw -5266223.559405 + Penalty 3456.520180 = -5262767.039225 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (22306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33921.780000 sec): 2 clusters Score: Raw -2714644.499585 + Penalty 1627.049284 = -2713017.450301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33922.060000 sec): 3 clusters Score: Raw -2701100.947279 + Penalty 3254.098568 = -2697846.848711 nChanged 10029 SP:Iteration 1F (33922.370000 sec): 3 clusters Score: Raw -2706368.285328 + Penalty 3254.098568 = -2703114.186759 nChanged 922 SP:Iteration 2Q (33922.660000 sec): 3 clusters Score: Raw -2706629.019897 + Penalty 3254.098568 = -2703374.921328 nChanged 873 SP:Iteration 3Q (33923.070000 sec): 3 clusters Score: Raw -2706860.660047 + Penalty 3254.098568 = -2703606.561478 nChanged 762 SP:Iteration 4Q (33923.430000 sec): 3 clusters Score: Raw -2707047.442091 + Penalty 3254.098568 = -2703793.343522 nChanged 674 SP:Iteration 5Q (33923.820000 sec): 3 clusters Score: Raw -2707201.353449 + Penalty 3254.098568 = -2703947.254881 nChanged 613 SP:Iteration 6Q (33924.150000 sec): 3 clusters Score: Raw -2707341.579591 + Penalty 3254.098568 = -2704087.481023 nChanged 593 SP:Iteration 7Q (33924.540000 sec): 3 clusters Score: Raw -2707491.449551 + Penalty 3254.098568 = -2704237.350982 nChanged 638 SP:Iteration 8Q (33924.890000 sec): 3 clusters Score: Raw -2707673.469302 + Penalty 3254.098568 = -2704419.370734 nChanged 679 SP:Iteration 9Q (33925.250000 sec): 3 clusters Score: Raw -2707906.712953 + Penalty 3254.098568 = -2704652.614384 nChanged 838 SP:Iteration 10Q (33925.600000 sec): 3 clusters Score: Raw -2708255.513690 + Penalty 3254.098568 = -2705001.415121 nChanged 988 SP:Iteration 11Q (33925.920000 sec): 3 clusters Score: Raw -2708766.512604 + Penalty 3254.098568 = -2705512.414036 nChanged 1174 SP:Iteration 12F (33926.220000 sec): 3 clusters Score: Raw -2709544.520519 + Penalty 3254.098568 = -2706290.421951 nChanged 1326 SP:Iteration 13F (33926.580000 sec): 3 clusters Score: Raw -2710581.100207 + Penalty 3254.098568 = -2707327.001638 nChanged 1233 SP:Iteration 14F (33926.880000 sec): 3 clusters Score: Raw -2711617.659758 + Penalty 3254.098568 = -2708363.561190 nChanged 1016 SP:Iteration 15Q (33927.200000 sec): 3 clusters Score: Raw -2712505.598229 + Penalty 3254.098568 = -2709251.499661 nChanged 837 SP:Iteration 16Q (33927.480000 sec): 3 clusters Score: Raw -2713334.538400 + Penalty 3254.098568 = -2710080.439832 nChanged 610 SP:Iteration 17Q (33927.830000 sec): 3 clusters Score: Raw -2713970.794111 + Penalty 3254.098568 = -2710716.695543 nChanged 438 SP:Iteration 18Q (33928.150000 sec): 3 clusters Score: Raw -2714382.986721 + Penalty 3254.098568 = -2711128.888153 nChanged 352 SP:Iteration 19Q (33928.530000 sec): 3 clusters Score: Raw -2714642.001447 + Penalty 3254.098568 = -2711387.902878 nChanged 305 SP:Iteration 20F (33928.810000 sec): 3 clusters Score: Raw -2714817.680252 + Penalty 3254.098568 = -2711563.581684 nChanged 220 SP:Iteration 21Q (33929.120000 sec): 3 clusters Score: Raw -2714922.770592 + Penalty 3254.098568 = -2711668.672023 nChanged 178 SP:Iteration 22Q (33929.390000 sec): 3 clusters Score: Raw -2714994.656164 + Penalty 3254.098568 = -2711740.557596 nChanged 130 SP:Iteration 23Q (33929.700000 sec): 3 clusters Score: Raw -2715040.629093 + Penalty 3254.098568 = -2711786.530525 nChanged 112 SP:Iteration 24Q (33930.130000 sec): 3 clusters Score: Raw -2715077.288384 + Penalty 3254.098568 = -2711823.189816 nChanged 80 SP:Iteration 25Q (33930.410000 sec): 3 clusters Score: Raw -2715096.951048 + Penalty 3254.098568 = -2711842.852479 nChanged 69 SP:Iteration 26Q (33930.790000 sec): 3 clusters Score: Raw -2715111.141260 + Penalty 3254.098568 = -2711857.042692 nChanged 45 SP:Iteration 27Q (33931.150000 sec): 3 clusters Score: Raw -2715119.952143 + Penalty 3254.098568 = -2711865.853575 nChanged 35 SP:Iteration 28Q (33931.430000 sec): 3 clusters Score: Raw -2715126.835428 + Penalty 3254.098568 = -2711872.736859 nChanged 30 SP:Iteration 29Q (33931.700000 sec): 3 clusters Score: Raw -2715131.810010 + Penalty 3254.098568 = -2711877.711442 nChanged 27 SP:Iteration 30Q (33932.030000 sec): 3 clusters Score: Raw -2715135.435744 + Penalty 3254.098568 = -2711881.337176 nChanged 22 SP:Iteration 31Q (33932.290000 sec): 3 clusters Score: Raw -2715137.988796 + Penalty 3254.098568 = -2711883.890228 nChanged 16 SP:Iteration 32Q (33932.600000 sec): 3 clusters Score: Raw -2715139.869571 + Penalty 3254.098568 = -2711885.771002 nChanged 14 SP:Iteration 33Q (33932.920000 sec): 3 clusters Score: Raw -2715141.310963 + Penalty 3254.098568 = -2711887.212395 nChanged 6 SP:Iteration 34Q (33933.170000 sec): 3 clusters Score: Raw -2715141.766632 + Penalty 3254.098568 = -2711887.668063 nChanged 8 SP:Iteration 35Q (33933.480000 sec): 3 clusters Score: Raw -2715142.410831 + Penalty 3254.098568 = -2711888.312262 nChanged 6 SP:Iteration 36Q (33933.780000 sec): 3 clusters Score: Raw -2715142.952577 + Penalty 3254.098568 = -2711888.854008 nChanged 10 SP:Iteration 37Q (33934.140000 sec): 3 clusters Score: Raw -2715143.896729 + Penalty 3254.098568 = -2711889.798161 nChanged 7 SP:Iteration 38Q (33934.480000 sec): 3 clusters Score: Raw -2715144.701518 + Penalty 3254.098568 = -2711890.602949 nChanged 10 SP:Iteration 39Q (33934.800000 sec): 3 clusters Score: Raw -2715145.863135 + Penalty 3254.098568 = -2711891.764566 nChanged 12 SP:Iteration 40F (33935.110000 sec): 3 clusters Score: Raw -2715147.198523 + Penalty 3254.098568 = -2711893.099954 nChanged 9 SP:Iteration 41Q (33935.360000 sec): 3 clusters Score: Raw -2715147.945763 + Penalty 3254.098568 = -2711893.847195 nChanged 6 SP:Iteration 42Q (33935.660000 sec): 3 clusters Score: Raw -2715148.468541 + Penalty 3254.098568 = -2711894.369972 nChanged 7 SP:Iteration 43Q (33935.940000 sec): 3 clusters Score: Raw -2715149.022768 + Penalty 3254.098568 = -2711894.924200 nChanged 5 SP:Iteration 44Q (33936.210000 sec): 3 clusters Score: Raw -2715149.368202 + Penalty 3254.098568 = -2711895.269634 nChanged 1 SP:Iteration 45Q (33936.520000 sec): 3 clusters Score: Raw -2715149.404058 + Penalty 3254.098568 = -2711895.305490 nChanged 0 SP:Iteration 46F (33936.750000 sec): 3 clusters Score: Raw -2715149.404058 + Penalty 3254.098568 = -2711895.305490 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33936.850000 sec): 2 clusters Score: Raw -12731.135965 + Penalty 801.852014 = -11929.283951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33937.040000 sec): 3 clusters Score: Raw -12944.992631 + Penalty 1603.704028 = -11341.288602 nChanged 26 SP:Iteration 1F (33937.220000 sec): 3 clusters Score: Raw -13165.264527 + Penalty 1603.704028 = -11561.560498 nChanged 8 SP:Iteration 2F (33937.360000 sec): 3 clusters Score: Raw -13220.706487 + Penalty 1603.704028 = -11617.002459 nChanged 4 SP:Iteration 3Q (33937.550000 sec): 3 clusters Score: Raw -13264.352703 + Penalty 1603.704028 = -11660.648675 nChanged 1 SP:Iteration 4Q (33937.700000 sec): 3 clusters Score: Raw -13288.960308 + Penalty 1603.704028 = -11685.256280 nChanged 1 SP:Iteration 5Q (33937.840000 sec): 3 clusters Score: Raw -13405.821096 + Penalty 1603.704028 = -11802.117068 nChanged 1 SP:Iteration 6Q (33938.040000 sec): 3 clusters Score: Raw -13410.343663 + Penalty 1603.704028 = -11806.639635 nChanged 1 SP:Iteration 7Q (33938.200000 sec): 3 clusters Score: Raw -13420.323317 + Penalty 1603.704028 = -11816.619289 nChanged 0 SP:Iteration 8F (33938.410000 sec): 3 clusters Score: Raw -13420.323317 + Penalty 1603.704028 = -11816.619289 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33938.490000 sec): 2 clusters Score: Raw -90903.460784 + Penalty 1074.238107 = -89829.222677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33938.680000 sec): 3 clusters Score: Raw -90691.838289 + Penalty 2148.476215 = -88543.362074 nChanged 196 SP:Iteration 1F (33938.860000 sec): 3 clusters Score: Raw -90896.088265 + Penalty 2148.476215 = -88747.612050 nChanged 41 SP:Iteration 2F (33939.060000 sec): 3 clusters Score: Raw -90946.721654 + Penalty 2148.476215 = -88798.245439 nChanged 20 SP:Iteration 3Q (33939.270000 sec): 3 clusters Score: Raw -90968.770358 + Penalty 2148.476215 = -88820.294144 nChanged 9 SP:Iteration 4Q (33939.440000 sec): 3 clusters Score: Raw -90982.762437 + Penalty 2148.476215 = -88834.286222 nChanged 8 SP:Iteration 5Q (33939.640000 sec): 3 clusters Score: Raw -90990.399962 + Penalty 2148.476215 = -88841.923747 nChanged 3 SP:Iteration 6Q (33939.780000 sec): 3 clusters Score: Raw -90992.011047 + Penalty 2148.476215 = -88843.534832 nChanged 1 SP:Iteration 7Q (33939.970000 sec): 3 clusters Score: Raw -90992.835498 + Penalty 2148.476215 = -88844.359284 nChanged 1 SP:Iteration 8Q (33940.140000 sec): 3 clusters Score: Raw -90993.833529 + Penalty 2148.476215 = -88845.357314 nChanged 2 SP:Iteration 9Q (33940.280000 sec): 3 clusters Score: Raw -90995.193304 + Penalty 2148.476215 = -88846.717090 nChanged 2 SP:Iteration 10Q (33940.490000 sec): 3 clusters Score: Raw -90996.934594 + Penalty 2148.476215 = -88848.458380 nChanged 0 SP:Iteration 11F (33940.600000 sec): 3 clusters Score: Raw -90996.934594 + Penalty 2148.476215 = -88848.458380 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33940.690000 sec): 2 clusters Score: Raw -43151.296469 + Penalty 969.498845 = -42181.797624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33940.830000 sec): 3 clusters Score: Raw -43185.490208 + Penalty 1938.997690 = -41246.492518 nChanged 87 SP:Iteration 1F (33941.020000 sec): 3 clusters Score: Raw -43345.153066 + Penalty 1938.997690 = -41406.155376 nChanged 24 SP:Iteration 2F (33941.190000 sec): 3 clusters Score: Raw -43401.865981 + Penalty 1938.997690 = -41462.868291 nChanged 9 SP:Iteration 3Q (33941.360000 sec): 3 clusters Score: Raw -43419.522861 + Penalty 1938.997690 = -41480.525171 nChanged 2 SP:Iteration 4Q (33941.520000 sec): 3 clusters Score: Raw -43422.634957 + Penalty 1938.997690 = -41483.637267 nChanged 0 SP:Iteration 5F (33941.680000 sec): 3 clusters Score: Raw -43422.634957 + Penalty 1938.997690 = -41483.637267 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33941.760000 sec): 2 clusters Score: Raw -25633.677811 + Penalty 873.482741 = -24760.195069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33941.930000 sec): 3 clusters Score: Raw -25700.475950 + Penalty 1746.965482 = -23953.510467 nChanged 29 SP:Iteration 1F (33942.080000 sec): 3 clusters Score: Raw -25801.609951 + Penalty 1746.965482 = -24054.644469 nChanged 6 SP:Iteration 2Q (33942.230000 sec): 3 clusters Score: Raw -25818.252608 + Penalty 1746.965482 = -24071.287126 nChanged 3 SP:Iteration 3Q (33942.420000 sec): 3 clusters Score: Raw -25831.862550 + Penalty 1746.965482 = -24084.897067 nChanged 2 SP:Iteration 4Q (33942.580000 sec): 3 clusters Score: Raw -25838.772796 + Penalty 1746.965482 = -24091.807313 nChanged 1 SP:Iteration 5Q (33942.770000 sec): 3 clusters Score: Raw -25839.481344 + Penalty 1746.965482 = -24092.515861 nChanged 0 SP:Iteration 6F (33943.010000 sec): 3 clusters Score: Raw -25839.481344 + Penalty 1746.965482 = -24092.515861 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (937142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33947.490000 sec): 2 clusters Score: Raw -114933338.774569 + Penalty 2234.470891 = -114931104.303678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33952.150000 sec): 3 clusters Score: Raw -114297729.476522 + Penalty 4468.941782 = -114293260.534741 nChanged 461053 SP:Iteration 1F (33957.330000 sec): 3 clusters Score: Raw -114577444.473141 + Penalty 4468.941782 = -114572975.531359 nChanged 20605 SP:Iteration 2Q (33962.590000 sec): 3 clusters Score: Raw -114581084.481386 + Penalty 4468.941782 = -114576615.539604 nChanged 23235 SP:Iteration 3Q (33968.560000 sec): 3 clusters Score: Raw -114586143.140012 + Penalty 4468.941782 = -114581674.198230 nChanged 27564 SP:Iteration 4Q (33973.490000 sec): 3 clusters Score: Raw -114593801.247953 + Penalty 4468.941782 = -114589332.306171 nChanged 33268 SP:Iteration 5Q (33978.480000 sec): 3 clusters Score: Raw -114605709.011948 + Penalty 4468.941782 = -114601240.070166 nChanged 41214 SP:Iteration 6Q (33983.410000 sec): 3 clusters Score: Raw -114624768.905621 + Penalty 4468.941782 = -114620299.963839 nChanged 50297 SP:Iteration 7F (33987.770000 sec): 3 clusters Score: Raw -114653960.963641 + Penalty 4468.941782 = -114649492.021860 nChanged 57512 SP:Iteration 8F (33992.240000 sec): 3 clusters Score: Raw -114694042.886260 + Penalty 4468.941782 = -114689573.944478 nChanged 59987 SP:Iteration 9F (33997.920000 sec): 3 clusters Score: Raw -114739701.349078 + Penalty 4468.941782 = -114735232.407297 nChanged 53724 SP:Iteration 10F (34002.940000 sec): 3 clusters Score: Raw -114776992.264605 + Penalty 4468.941782 = -114772523.322823 nChanged 41027 SP:Iteration 11Q (34007.530000 sec): 3 clusters Score: Raw -114798336.932277 + Penalty 4468.941782 = -114793867.990495 nChanged 28141 SP:Iteration 12Q (34012.160000 sec): 3 clusters Score: Raw -114809769.488433 + Penalty 4468.941782 = -114805300.546651 nChanged 21364 SP:Iteration 13Q (34016.580000 sec): 3 clusters Score: Raw -114818175.243021 + Penalty 4468.941782 = -114813706.301239 nChanged 20297 SP:Iteration 14Q (34021.080000 sec): 3 clusters Score: Raw -114826485.522407 + Penalty 4468.941782 = -114822016.580626 nChanged 20745 SP:Iteration 15Q (34025.490000 sec): 3 clusters Score: Raw -114835597.760480 + Penalty 4468.941782 = -114831128.818698 nChanged 20897 SP:Iteration 16Q (34031.630000 sec): 3 clusters Score: Raw -114845574.721374 + Penalty 4468.941782 = -114841105.779592 nChanged 20685 SP:Iteration 17Q (34036.450000 sec): 3 clusters Score: Raw -114856372.940053 + Penalty 4468.941782 = -114851903.998271 nChanged 20217 SP:Iteration 18Q (34040.300000 sec): 3 clusters Score: Raw -114867885.237457 + Penalty 4468.941782 = -114863416.295675 nChanged 18877 SP:Iteration 19Q (34044.210000 sec): 3 clusters Score: Raw -114879487.873581 + Penalty 4468.941782 = -114875018.931799 nChanged 17284 SP:Iteration 20F (34048.470000 sec): 3 clusters Score: Raw -114890848.962349 + Penalty 4468.941782 = -114886380.020567 nChanged 15075 SP:Iteration 21Q (34052.400000 sec): 3 clusters Score: Raw -114901405.137129 + Penalty 4468.941782 = -114896936.195347 nChanged 12966 SP:Iteration 22Q (34056.170000 sec): 3 clusters Score: Raw -114911061.158392 + Penalty 4468.941782 = -114906592.216611 nChanged 10586 SP:Iteration 23Q (34060.430000 sec): 3 clusters Score: Raw -114919374.368486 + Penalty 4468.941782 = -114914905.426705 nChanged 8003 SP:Iteration 24Q (34064.210000 sec): 3 clusters Score: Raw -114925790.732872 + Penalty 4468.941782 = -114921321.791091 nChanged 5210 SP:Iteration 25Q (34068.190000 sec): 3 clusters Score: Raw -114929965.815535 + Penalty 4468.941782 = -114925496.873753 nChanged 2718 SP:Iteration 26Q (34072.100000 sec): 3 clusters Score: Raw -114932064.489593 + Penalty 4468.941782 = -114927595.547812 nChanged 1153 SP:Iteration 27Q (34075.750000 sec): 3 clusters Score: Raw -114932965.047866 + Penalty 4468.941782 = -114928496.106085 nChanged 513 SP:Iteration 28Q (34079.210000 sec): 3 clusters Score: Raw -114933397.406852 + Penalty 4468.941782 = -114928928.465071 nChanged 236 SP:Iteration 29Q (34082.750000 sec): 3 clusters Score: Raw -114933630.309767 + Penalty 4468.941782 = -114929161.367985 nChanged 165 SP:Iteration 30Q (34086.230000 sec): 3 clusters Score: Raw -114933774.813520 + Penalty 4468.941782 = -114929305.871739 nChanged 97 SP:Iteration 31Q (34090.080000 sec): 3 clusters Score: Raw -114933857.434246 + Penalty 4468.941782 = -114929388.492465 nChanged 76 SP:Iteration 32Q (34093.860000 sec): 3 clusters Score: Raw -114933904.477635 + Penalty 4468.941782 = -114929435.535854 nChanged 57 SP:Iteration 33Q (34097.880000 sec): 3 clusters Score: Raw -114933936.278484 + Penalty 4468.941782 = -114929467.336702 nChanged 39 SP:Iteration 34Q (34101.510000 sec): 3 clusters Score: Raw -114933957.193400 + Penalty 4468.941782 = -114929488.251619 nChanged 41 SP:Iteration 35Q (34105.840000 sec): 3 clusters Score: Raw -114933982.192386 + Penalty 4468.941782 = -114929513.250604 nChanged 34 SP:Iteration 36Q (34109.860000 sec): 3 clusters Score: Raw -114933995.838807 + Penalty 4468.941782 = -114929526.897025 nChanged 24 SP:Iteration 37Q (34113.550000 sec): 3 clusters Score: Raw -114934004.827151 + Penalty 4468.941782 = -114929535.885369 nChanged 18 SP:Iteration 38Q (34117.240000 sec): 3 clusters Score: Raw -114934015.502465 + Penalty 4468.941782 = -114929546.560683 nChanged 19 SP:Iteration 39Q (34120.710000 sec): 3 clusters Score: Raw -114934024.976069 + Penalty 4468.941782 = -114929556.034287 nChanged 24 SP:Iteration 40F (34125.240000 sec): 3 clusters Score: Raw -114934045.490332 + Penalty 4468.941782 = -114929576.548551 nChanged 41 SP:Iteration 41Q (34129.030000 sec): 3 clusters Score: Raw -114934067.169255 + Penalty 4468.941782 = -114929598.227473 nChanged 43 SP:Iteration 42Q (34132.870000 sec): 3 clusters Score: Raw -114934092.831979 + Penalty 4468.941782 = -114929623.890198 nChanged 45 SP:Iteration 43Q (34137.010000 sec): 3 clusters Score: Raw -114934121.681656 + Penalty 4468.941782 = -114929652.739874 nChanged 55 SP:Iteration 44Q (34141.070000 sec): 3 clusters Score: Raw -114934163.600216 + Penalty 4468.941782 = -114929694.658435 nChanged 68 SP:Iteration 45Q (34144.940000 sec): 3 clusters Score: Raw -114934206.728304 + Penalty 4468.941782 = -114929737.786523 nChanged 67 SP:Iteration 46Q (34148.670000 sec): 3 clusters Score: Raw -114934240.596227 + Penalty 4468.941782 = -114929771.654446 nChanged 64 SP:Iteration 47Q (34152.360000 sec): 3 clusters Score: Raw -114934271.998271 + Penalty 4468.941782 = -114929803.056489 nChanged 47 SP:Iteration 48Q (34156.190000 sec): 3 clusters Score: Raw -114934297.897823 + Penalty 4468.941782 = -114929828.956041 nChanged 38 SP:Iteration 49Q (34160.310000 sec): 3 clusters Score: Raw -114934314.816405 + Penalty 4468.941782 = -114929845.874623 nChanged 37 SP:Iteration 50Q (34164.800000 sec): 3 clusters Score: Raw -114934325.847396 + Penalty 4468.941782 = -114929856.905615 nChanged 26 SP:Iteration 51Q (34168.400000 sec): 3 clusters Score: Raw -114934333.979708 + Penalty 4468.941782 = -114929865.037927 nChanged 27 SP:Iteration 52Q (34172.010000 sec): 3 clusters Score: Raw -114934341.779522 + Penalty 4468.941782 = -114929872.837740 nChanged 23 SP:Iteration 53Q (34175.750000 sec): 3 clusters Score: Raw -114934349.295485 + Penalty 4468.941782 = -114929880.353703 nChanged 16 SP:Iteration 54Q (34179.560000 sec): 3 clusters Score: Raw -114934355.240386 + Penalty 4468.941782 = -114929886.298604 nChanged 24 SP:Iteration 55Q (34183.190000 sec): 3 clusters Score: Raw -114934362.546421 + Penalty 4468.941782 = -114929893.604640 nChanged 18 SP:Iteration 56Q (34187.060000 sec): 3 clusters Score: Raw -114934366.422423 + Penalty 4468.941782 = -114929897.480642 nChanged 8 SP:Iteration 57Q (34190.610000 sec): 3 clusters Score: Raw -114934367.794450 + Penalty 4468.941782 = -114929898.852669 nChanged 10 SP:Iteration 58Q (34195.100000 sec): 3 clusters Score: Raw -114934370.873344 + Penalty 4468.941782 = -114929901.931562 nChanged 13 SP:Iteration 59Q (34199.170000 sec): 3 clusters Score: Raw -114934374.285754 + Penalty 4468.941782 = -114929905.343972 nChanged 6 SP:Iteration 60F (34203.800000 sec): 3 clusters Score: Raw -114934396.335562 + Penalty 4468.941782 = -114929927.393781 nChanged 33 SP:Iteration 61Q (34207.590000 sec): 3 clusters Score: Raw -114934414.683286 + Penalty 4468.941782 = -114929945.741504 nChanged 27 SP:Iteration 62Q (34211.560000 sec): 3 clusters Score: Raw -114934423.555866 + Penalty 4468.941782 = -114929954.614084 nChanged 27 SP:Iteration 63Q (34215.440000 sec): 3 clusters Score: Raw -114934433.365797 + Penalty 4468.941782 = -114929964.424016 nChanged 26 SP:Iteration 64Q (34219.420000 sec): 3 clusters Score: Raw -114934442.892365 + Penalty 4468.941782 = -114929973.950583 nChanged 23 SP:Iteration 65Q (34223.480000 sec): 3 clusters Score: Raw -114934448.337899 + Penalty 4468.941782 = -114929979.396118 nChanged 16 SP:Iteration 66Q (34226.940000 sec): 3 clusters Score: Raw -114934452.450063 + Penalty 4468.941782 = -114929983.508282 nChanged 15 SP:Iteration 67Q (34230.890000 sec): 3 clusters Score: Raw -114934458.997010 + Penalty 4468.941782 = -114929990.055229 nChanged 23 SP:Iteration 68Q (34234.570000 sec): 3 clusters Score: Raw -114934466.018582 + Penalty 4468.941782 = -114929997.076800 nChanged 26 SP:Iteration 69Q (34238.670000 sec): 3 clusters Score: Raw -114934475.116256 + Penalty 4468.941782 = -114930006.174475 nChanged 35 SP:Iteration 70Q (34242.330000 sec): 3 clusters Score: Raw -114934485.837122 + Penalty 4468.941782 = -114930016.895341 nChanged 34 SP:Iteration 71Q (34246.230000 sec): 3 clusters Score: Raw -114934497.021722 + Penalty 4468.941782 = -114930028.079940 nChanged 40 SP:Iteration 72Q (34250.640000 sec): 3 clusters Score: Raw -114934509.743153 + Penalty 4468.941782 = -114930040.801372 nChanged 44 SP:Iteration 73Q (34254.460000 sec): 3 clusters Score: Raw -114934524.790393 + Penalty 4468.941782 = -114930055.848611 nChanged 42 SP:Iteration 74Q (34257.790000 sec): 3 clusters Score: Raw -114934538.304286 + Penalty 4468.941782 = -114930069.362504 nChanged 49 SP:Iteration 75Q (34261.370000 sec): 3 clusters Score: Raw -114934555.997079 + Penalty 4468.941782 = -114930087.055298 nChanged 46 SP:Iteration 76Q (34264.810000 sec): 3 clusters Score: Raw -114934569.669297 + Penalty 4468.941782 = -114930100.727516 nChanged 44 SP:Iteration 77Q (34268.810000 sec): 3 clusters Score: Raw -114934582.552821 + Penalty 4468.941782 = -114930113.611039 nChanged 43 SP:Iteration 78Q (34273.140000 sec): 3 clusters Score: Raw -114934592.912394 + Penalty 4468.941782 = -114930123.970612 nChanged 30 SP:Iteration 79Q (34278.200000 sec): 3 clusters Score: Raw -114934598.145777 + Penalty 4468.941782 = -114930129.203996 nChanged 20 SP:Iteration 80F (34284.490000 sec): 3 clusters Score: Raw -114934604.984552 + Penalty 4468.941782 = -114930136.042770 nChanged 29 SP:Iteration 81Q (34288.110000 sec): 3 clusters Score: Raw -114934613.518661 + Penalty 4468.941782 = -114930144.576880 nChanged 32 SP:Iteration 82Q (34292.060000 sec): 3 clusters Score: Raw -114934621.363714 + Penalty 4468.941782 = -114930152.421933 nChanged 25 SP:Iteration 83Q (34295.860000 sec): 3 clusters Score: Raw -114934626.807527 + Penalty 4468.941782 = -114930157.865745 nChanged 23 SP:Iteration 84Q (34299.690000 sec): 3 clusters Score: Raw -114934631.069054 + Penalty 4468.941782 = -114930162.127273 nChanged 19 SP:Iteration 85Q (34303.920000 sec): 3 clusters Score: Raw -114934634.933838 + Penalty 4468.941782 = -114930165.992057 nChanged 15 SP:Iteration 86Q (34307.490000 sec): 3 clusters Score: Raw -114934637.887788 + Penalty 4468.941782 = -114930168.946006 nChanged 13 SP:Iteration 87Q (34311.540000 sec): 3 clusters Score: Raw -114934639.821675 + Penalty 4468.941782 = -114930170.879893 nChanged 9 SP:Iteration 88Q (34315.280000 sec): 3 clusters Score: Raw -114934641.275042 + Penalty 4468.941782 = -114930172.333260 nChanged 8 SP:Iteration 89Q (34319.250000 sec): 3 clusters Score: Raw -114934642.903668 + Penalty 4468.941782 = -114930173.961886 nChanged 6 SP:Iteration 90Q (34322.820000 sec): 3 clusters Score: Raw -114934643.716410 + Penalty 4468.941782 = -114930174.774628 nChanged 8 SP:Iteration 91Q (34326.530000 sec): 3 clusters Score: Raw -114934644.934891 + Penalty 4468.941782 = -114930175.993109 nChanged 8 SP:Iteration 92Q (34330.160000 sec): 3 clusters Score: Raw -114934646.581419 + Penalty 4468.941782 = -114930177.639637 nChanged 11 SP:Iteration 93Q (34333.930000 sec): 3 clusters Score: Raw -114934648.506349 + Penalty 4468.941782 = -114930179.564567 nChanged 9 SP:Iteration 94Q (34337.840000 sec): 3 clusters Score: Raw -114934649.800124 + Penalty 4468.941782 = -114930180.858342 nChanged 5 SP:Iteration 95Q (34341.550000 sec): 3 clusters Score: Raw -114934650.371240 + Penalty 4468.941782 = -114930181.429459 nChanged 3 SP:Iteration 96Q (34345.470000 sec): 3 clusters Score: Raw -114934651.103413 + Penalty 4468.941782 = -114930182.161631 nChanged 5 SP:Iteration 97Q (34349.350000 sec): 3 clusters Score: Raw -114934652.186855 + Penalty 4468.941782 = -114930183.245073 nChanged 4 SP:Iteration 98Q (34353.060000 sec): 3 clusters Score: Raw -114934653.083009 + Penalty 4468.941782 = -114930184.141227 nChanged 9 SP:Iteration 99Q (34356.720000 sec): 3 clusters Score: Raw -114934654.952512 + Penalty 4468.941782 = -114930186.010730 nChanged 10 SP:Iteration 100F (34361.260000 sec): 3 clusters Score: Raw -114934656.744254 + Penalty 4468.941782 = -114930187.802473 nChanged 11 SP:Iteration 101Q (34365.480000 sec): 3 clusters Score: Raw -114934658.195499 + Penalty 4468.941782 = -114930189.253717 nChanged 7 SP:Iteration 102Q (34369.840000 sec): 3 clusters Score: Raw -114934659.766908 + Penalty 4468.941782 = -114930190.825127 nChanged 7 SP:Iteration 103Q (34373.160000 sec): 3 clusters Score: Raw -114934660.886129 + Penalty 4468.941782 = -114930191.944348 nChanged 8 SP:Iteration 104Q (34376.820000 sec): 3 clusters Score: Raw -114934661.795486 + Penalty 4468.941782 = -114930192.853704 nChanged 8 SP:Iteration 105Q (34380.620000 sec): 3 clusters Score: Raw -114934662.913007 + Penalty 4468.941782 = -114930193.971225 nChanged 7 SP:Iteration 106Q (34384.480000 sec): 3 clusters Score: Raw -114934664.499352 + Penalty 4468.941782 = -114930195.557570 nChanged 6 SP:Iteration 107Q (34388.440000 sec): 3 clusters Score: Raw -114934665.829966 + Penalty 4468.941782 = -114930196.888185 nChanged 4 SP:Iteration 108Q (34392.410000 sec): 3 clusters Score: Raw -114934666.970022 + Penalty 4468.941782 = -114930198.028240 nChanged 3 SP:Iteration 109Q (34396.780000 sec): 3 clusters Score: Raw -114934667.812141 + Penalty 4468.941782 = -114930198.870359 nChanged 10 SP:Iteration 110Q (34400.370000 sec): 3 clusters Score: Raw -114934669.196229 + Penalty 4468.941782 = -114930200.254448 nChanged 8 SP:Iteration 111Q (34404.290000 sec): 3 clusters Score: Raw -114934670.462592 + Penalty 4468.941782 = -114930201.520810 nChanged 4 SP:Iteration 112Q (34407.620000 sec): 3 clusters Score: Raw -114934670.822841 + Penalty 4468.941782 = -114930201.881060 nChanged 0 SP:Iteration 113F (34411.860000 sec): 3 clusters Score: Raw -114934670.822841 + Penalty 4468.941782 = -114930201.881060 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34412.660000 sec): 2 clusters Score: Raw -37513.026369 + Penalty 949.575968 = -36563.450401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34412.850000 sec): 3 clusters Score: Raw -37558.749156 + Penalty 1899.151936 = -35659.597220 nChanged 66 SP:Iteration 1F (34413.050000 sec): 3 clusters Score: Raw -37737.902252 + Penalty 1899.151936 = -35838.750317 nChanged 27 SP:Iteration 2F (34413.210000 sec): 3 clusters Score: Raw -37927.363106 + Penalty 1899.151936 = -36028.211170 nChanged 22 SP:Iteration 3F (34413.400000 sec): 3 clusters Score: Raw -38019.532881 + Penalty 1899.151936 = -36120.380946 nChanged 13 SP:Iteration 4Q (34413.590000 sec): 3 clusters Score: Raw -38062.228087 + Penalty 1899.151936 = -36163.076152 nChanged 8 SP:Iteration 5Q (34413.830000 sec): 3 clusters Score: Raw -38100.163307 + Penalty 1899.151936 = -36201.011371 nChanged 4 SP:Iteration 6Q (34413.970000 sec): 3 clusters Score: Raw -38125.079436 + Penalty 1899.151936 = -36225.927501 nChanged 6 SP:Iteration 7Q (34414.180000 sec): 3 clusters Score: Raw -38173.145455 + Penalty 1899.151936 = -36273.993519 nChanged 7 SP:Iteration 8Q (34414.370000 sec): 3 clusters Score: Raw -38259.979381 + Penalty 1899.151936 = -36360.827446 nChanged 3 SP:Iteration 9Q (34414.550000 sec): 3 clusters Score: Raw -38282.118304 + Penalty 1899.151936 = -36382.966369 nChanged 6 SP:Iteration 10Q (34414.730000 sec): 3 clusters Score: Raw -38340.038639 + Penalty 1899.151936 = -36440.886703 nChanged 3 SP:Iteration 11Q (34414.950000 sec): 3 clusters Score: Raw -38365.373019 + Penalty 1899.151936 = -36466.221083 nChanged 1 SP:Iteration 12Q (34415.160000 sec): 3 clusters Score: Raw -38381.276766 + Penalty 1899.151936 = -36482.124831 nChanged 1 SP:Iteration 13Q (34415.330000 sec): 3 clusters Score: Raw -38415.067246 + Penalty 1899.151936 = -36515.915311 nChanged 2 SP:Iteration 14Q (34415.520000 sec): 3 clusters Score: Raw -38451.707994 + Penalty 1899.151936 = -36552.556058 nChanged 1 SP:Iteration 15Q (34415.670000 sec): 3 clusters Score: Raw -38477.115571 + Penalty 1899.151936 = -36577.963636 nChanged 0 SP:Iteration 16F (34415.870000 sec): 3 clusters Score: Raw -38477.115571 + Penalty 1899.151936 = -36577.963636 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 8.69 GB. Trying to split cluster 15 (15984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34416.050000 sec): 2 clusters Score: Raw -2032104.519843 + Penalty 1572.893319 = -2030531.626524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34416.400000 sec): 3 clusters Score: Raw -2022715.412413 + Penalty 3145.786638 = -2019569.625776 nChanged 7037 SP:Iteration 1F (34416.680000 sec): 3 clusters Score: Raw -2026411.502437 + Penalty 3145.786638 = -2023265.715799 nChanged 867 SP:Iteration 2F (34416.950000 sec): 3 clusters Score: Raw -2026705.820755 + Penalty 3145.786638 = -2023560.034117 nChanged 705 SP:Iteration 3Q (34417.260000 sec): 3 clusters Score: Raw -2026924.952945 + Penalty 3145.786638 = -2023779.166308 nChanged 637 SP:Iteration 4Q (34417.580000 sec): 3 clusters Score: Raw -2027140.897130 + Penalty 3145.786638 = -2023995.110492 nChanged 652 SP:Iteration 5Q (34417.860000 sec): 3 clusters Score: Raw -2027385.544446 + Penalty 3145.786638 = -2024239.757808 nChanged 683 SP:Iteration 6Q (34418.170000 sec): 3 clusters Score: Raw -2027690.153229 + Penalty 3145.786638 = -2024544.366591 nChanged 754 SP:Iteration 7Q (34418.410000 sec): 3 clusters Score: Raw -2028086.073781 + Penalty 3145.786638 = -2024940.287144 nChanged 858 SP:Iteration 8F (34418.690000 sec): 3 clusters Score: Raw -2028617.953042 + Penalty 3145.786638 = -2025472.166404 nChanged 953 SP:Iteration 9F (34418.990000 sec): 3 clusters Score: Raw -2029315.515430 + Penalty 3145.786638 = -2026169.728793 nChanged 969 SP:Iteration 10F (34419.240000 sec): 3 clusters Score: Raw -2030103.709713 + Penalty 3145.786638 = -2026957.923075 nChanged 857 SP:Iteration 11F (34419.550000 sec): 3 clusters Score: Raw -2030879.584414 + Penalty 3145.786638 = -2027733.797776 nChanged 698 SP:Iteration 12Q (34419.860000 sec): 3 clusters Score: Raw -2031567.428129 + Penalty 3145.786638 = -2028421.641492 nChanged 414 SP:Iteration 13Q (34420.110000 sec): 3 clusters Score: Raw -2031975.818171 + Penalty 3145.786638 = -2028830.031534 nChanged 190 SP:Iteration 14Q (34420.360000 sec): 3 clusters Score: Raw -2032186.582413 + Penalty 3145.786638 = -2029040.795775 nChanged 77 SP:Iteration 15Q (34420.600000 sec): 3 clusters Score: Raw -2032264.513657 + Penalty 3145.786638 = -2029118.727019 nChanged 43 SP:Iteration 16Q (34420.870000 sec): 3 clusters Score: Raw -2032307.865344 + Penalty 3145.786638 = -2029162.078707 nChanged 26 SP:Iteration 17Q (34421.170000 sec): 3 clusters Score: Raw -2032331.591302 + Penalty 3145.786638 = -2029185.804664 nChanged 16 SP:Iteration 18Q (34421.450000 sec): 3 clusters Score: Raw -2032346.173205 + Penalty 3145.786638 = -2029200.386567 nChanged 4 SP:Iteration 19Q (34421.730000 sec): 3 clusters Score: Raw -2032349.693632 + Penalty 3145.786638 = -2029203.906994 nChanged 3 SP:Iteration 20F (34422.040000 sec): 3 clusters Score: Raw -2032352.712748 + Penalty 3145.786638 = -2029206.926111 nChanged 1 SP:Iteration 21Q (34422.370000 sec): 3 clusters Score: Raw -2032354.197548 + Penalty 3145.786638 = -2029208.410910 nChanged 3 SP:Iteration 22Q (34422.740000 sec): 3 clusters Score: Raw -2032357.294597 + Penalty 3145.786638 = -2029211.507959 nChanged 2 SP:Iteration 23Q (34423.090000 sec): 3 clusters Score: Raw -2032358.315440 + Penalty 3145.786638 = -2029212.528802 nChanged 1 SP:Iteration 24Q (34423.470000 sec): 3 clusters Score: Raw -2032359.320352 + Penalty 3145.786638 = -2029213.533715 nChanged 3 SP:Iteration 25Q (34423.800000 sec): 3 clusters Score: Raw -2032362.323378 + Penalty 3145.786638 = -2029216.536740 nChanged 1 SP:Iteration 26Q (34424.140000 sec): 3 clusters Score: Raw -2032363.396143 + Penalty 3145.786638 = -2029217.609505 nChanged 0 SP:Iteration 27F (34424.450000 sec): 3 clusters Score: Raw -2032363.396143 + Penalty 3145.786638 = -2029217.609505 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34424.550000 sec): 2 clusters Score: Raw -132000.243994 + Penalty 1148.439475 = -130851.804518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34424.730000 sec): 3 clusters Score: Raw -131580.070831 + Penalty 2296.878951 = -129283.191880 nChanged 372 SP:Iteration 1F (34424.930000 sec): 3 clusters Score: Raw -131933.240089 + Penalty 2296.878951 = -129636.361139 nChanged 103 SP:Iteration 2F (34425.150000 sec): 3 clusters Score: Raw -132068.050743 + Penalty 2296.878951 = -129771.171792 nChanged 62 SP:Iteration 3F (34425.350000 sec): 3 clusters Score: Raw -132167.108447 + Penalty 2296.878951 = -129870.229496 nChanged 54 SP:Iteration 4Q (34425.530000 sec): 3 clusters Score: Raw -132279.327139 + Penalty 2296.878951 = -129982.448188 nChanged 55 SP:Iteration 5Q (34425.680000 sec): 3 clusters Score: Raw -132409.819634 + Penalty 2296.878951 = -130112.940683 nChanged 52 SP:Iteration 6Q (34425.860000 sec): 3 clusters Score: Raw -132536.902739 + Penalty 2296.878951 = -130240.023789 nChanged 32 SP:Iteration 7Q (34426.020000 sec): 3 clusters Score: Raw -132596.435115 + Penalty 2296.878951 = -130299.556164 nChanged 45 SP:Iteration 8Q (34426.190000 sec): 3 clusters Score: Raw -132685.975012 + Penalty 2296.878951 = -130389.096061 nChanged 38 SP:Iteration 9Q (34426.390000 sec): 3 clusters Score: Raw -132767.058014 + Penalty 2296.878951 = -130470.179064 nChanged 33 SP:Iteration 10Q (34426.590000 sec): 3 clusters Score: Raw -132828.624717 + Penalty 2296.878951 = -130531.745766 nChanged 31 SP:Iteration 11Q (34426.830000 sec): 3 clusters Score: Raw -132941.161985 + Penalty 2296.878951 = -130644.283034 nChanged 30 SP:Iteration 12Q (34427.080000 sec): 3 clusters Score: Raw -133112.268361 + Penalty 2296.878951 = -130815.389410 nChanged 28 SP:Iteration 13Q (34427.250000 sec): 3 clusters Score: Raw -133201.064906 + Penalty 2296.878951 = -130904.185955 nChanged 27 SP:Iteration 14Q (34427.440000 sec): 3 clusters Score: Raw -133295.246062 + Penalty 2296.878951 = -130998.367111 nChanged 40 SP:Iteration 15Q (34427.630000 sec): 3 clusters Score: Raw -133501.510543 + Penalty 2296.878951 = -131204.631592 nChanged 26 SP:Iteration 16Q (34427.870000 sec): 3 clusters Score: Raw -133784.997821 + Penalty 2296.878951 = -131488.118870 nChanged 7 SP:Iteration 17Q (34428.100000 sec): 3 clusters Score: Raw -133833.210460 + Penalty 2296.878951 = -131536.331509 nChanged 3 SP:Iteration 18Q (34428.290000 sec): 3 clusters Score: Raw -133835.096290 + Penalty 2296.878951 = -131538.217339 nChanged 1 SP:Iteration 19Q (34428.460000 sec): 3 clusters Score: Raw -133837.297895 + Penalty 2296.878951 = -131540.418945 nChanged 0 SP:Iteration 20F (34428.650000 sec): 3 clusters Score: Raw -133837.297895 + Penalty 2296.878951 = -131540.418945 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 8.69 GB. Trying to split cluster 17 (9182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34428.770000 sec): 2 clusters Score: Raw -1158037.830356 + Penalty 1482.812553 = -1156555.017804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34429.030000 sec): 3 clusters Score: Raw -1152849.450065 + Penalty 2965.625106 = -1149883.824959 nChanged 3921 SP:Iteration 1F (34429.320000 sec): 3 clusters Score: Raw -1154911.504650 + Penalty 2965.625106 = -1151945.879544 nChanged 532 SP:Iteration 2F (34429.560000 sec): 3 clusters Score: Raw -1155121.911220 + Penalty 2965.625106 = -1152156.286114 nChanged 439 SP:Iteration 3Q (34429.770000 sec): 3 clusters Score: Raw -1155301.500570 + Penalty 2965.625106 = -1152335.875464 nChanged 424 SP:Iteration 4Q (34430.000000 sec): 3 clusters Score: Raw -1155501.467819 + Penalty 2965.625106 = -1152535.842713 nChanged 457 SP:Iteration 5Q (34430.210000 sec): 3 clusters Score: Raw -1155719.276953 + Penalty 2965.625106 = -1152753.651848 nChanged 441 SP:Iteration 6Q (34430.420000 sec): 3 clusters Score: Raw -1155940.871365 + Penalty 2965.625106 = -1152975.246259 nChanged 413 SP:Iteration 7Q (34430.680000 sec): 3 clusters Score: Raw -1156164.922907 + Penalty 2965.625106 = -1153199.297802 nChanged 420 SP:Iteration 8Q (34430.940000 sec): 3 clusters Score: Raw -1156416.267479 + Penalty 2965.625106 = -1153450.642373 nChanged 426 SP:Iteration 9Q (34431.200000 sec): 3 clusters Score: Raw -1156692.848939 + Penalty 2965.625106 = -1153727.223833 nChanged 389 SP:Iteration 10Q (34431.400000 sec): 3 clusters Score: Raw -1156958.016368 + Penalty 2965.625106 = -1153992.391263 nChanged 347 SP:Iteration 11Q (34431.690000 sec): 3 clusters Score: Raw -1157209.910138 + Penalty 2965.625106 = -1154244.285033 nChanged 291 SP:Iteration 12Q (34431.930000 sec): 3 clusters Score: Raw -1157424.058987 + Penalty 2965.625106 = -1154458.433882 nChanged 252 SP:Iteration 13Q (34432.130000 sec): 3 clusters Score: Raw -1157628.923171 + Penalty 2965.625106 = -1154663.298066 nChanged 212 SP:Iteration 14Q (34432.360000 sec): 3 clusters Score: Raw -1157806.096799 + Penalty 2965.625106 = -1154840.471693 nChanged 144 SP:Iteration 15Q (34432.610000 sec): 3 clusters Score: Raw -1157929.633070 + Penalty 2965.625106 = -1154964.007964 nChanged 92 SP:Iteration 16Q (34432.810000 sec): 3 clusters Score: Raw -1158011.537845 + Penalty 2965.625106 = -1155045.912739 nChanged 68 SP:Iteration 17Q (34433.060000 sec): 3 clusters Score: Raw -1158067.261704 + Penalty 2965.625106 = -1155101.636598 nChanged 49 SP:Iteration 18Q (34433.290000 sec): 3 clusters Score: Raw -1158104.786265 + Penalty 2965.625106 = -1155139.161159 nChanged 36 SP:Iteration 19Q (34433.490000 sec): 3 clusters Score: Raw -1158132.240138 + Penalty 2965.625106 = -1155166.615033 nChanged 27 SP:Iteration 20F (34433.800000 sec): 3 clusters Score: Raw -1158150.543069 + Penalty 2965.625106 = -1155184.917964 nChanged 16 SP:Iteration 21Q (34434.030000 sec): 3 clusters Score: Raw -1158161.442468 + Penalty 2965.625106 = -1155195.817362 nChanged 12 SP:Iteration 22Q (34434.240000 sec): 3 clusters Score: Raw -1158167.583615 + Penalty 2965.625106 = -1155201.958509 nChanged 15 SP:Iteration 23Q (34434.490000 sec): 3 clusters Score: Raw -1158173.823149 + Penalty 2965.625106 = -1155208.198043 nChanged 9 SP:Iteration 24Q (34434.720000 sec): 3 clusters Score: Raw -1158179.988748 + Penalty 2965.625106 = -1155214.363643 nChanged 9 SP:Iteration 25Q (34434.970000 sec): 3 clusters Score: Raw -1158187.639461 + Penalty 2965.625106 = -1155222.014356 nChanged 7 SP:Iteration 26Q (34435.210000 sec): 3 clusters Score: Raw -1158191.956232 + Penalty 2965.625106 = -1155226.331126 nChanged 11 SP:Iteration 27Q (34435.450000 sec): 3 clusters Score: Raw -1158198.739446 + Penalty 2965.625106 = -1155233.114341 nChanged 8 SP:Iteration 28Q (34435.670000 sec): 3 clusters Score: Raw -1158202.924879 + Penalty 2965.625106 = -1155237.299774 nChanged 6 SP:Iteration 29Q (34435.930000 sec): 3 clusters Score: Raw -1158207.254599 + Penalty 2965.625106 = -1155241.629493 nChanged 2 SP:Iteration 30Q (34436.180000 sec): 3 clusters Score: Raw -1158209.046661 + Penalty 2965.625106 = -1155243.421556 nChanged 4 SP:Iteration 31Q (34436.400000 sec): 3 clusters Score: Raw -1158211.100594 + Penalty 2965.625106 = -1155245.475489 nChanged 1 SP:Iteration 32Q (34436.630000 sec): 3 clusters Score: Raw -1158211.217024 + Penalty 2965.625106 = -1155245.591918 nChanged 0 SP:Iteration 33F (34436.850000 sec): 3 clusters Score: Raw -1158211.217024 + Penalty 2965.625106 = -1155245.591918 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (15025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34437.030000 sec): 2 clusters Score: Raw -1832603.733897 + Penalty 1562.838998 = -1831040.894899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34437.270000 sec): 3 clusters Score: Raw -1823707.826132 + Penalty 3125.677997 = -1820582.148135 nChanged 6667 SP:Iteration 1F (34437.580000 sec): 3 clusters Score: Raw -1827453.073736 + Penalty 3125.677997 = -1824327.395739 nChanged 778 SP:Iteration 2F (34437.800000 sec): 3 clusters Score: Raw -1827774.608805 + Penalty 3125.677997 = -1824648.930808 nChanged 738 SP:Iteration 3Q (34438.090000 sec): 3 clusters Score: Raw -1828163.367435 + Penalty 3125.677997 = -1825037.689438 nChanged 750 SP:Iteration 4Q (34438.340000 sec): 3 clusters Score: Raw -1828659.169146 + Penalty 3125.677997 = -1825533.491149 nChanged 891 SP:Iteration 5F (34438.590000 sec): 3 clusters Score: Raw -1829348.853861 + Penalty 3125.677997 = -1826223.175865 nChanged 1026 SP:Iteration 6F (34438.860000 sec): 3 clusters Score: Raw -1830239.867024 + Penalty 3125.677997 = -1827114.189028 nChanged 1077 SP:Iteration 7F (34439.170000 sec): 3 clusters Score: Raw -1831215.000299 + Penalty 3125.677997 = -1828089.322302 nChanged 1054 SP:Iteration 8F (34439.430000 sec): 3 clusters Score: Raw -1832292.805663 + Penalty 3125.677997 = -1829167.127666 nChanged 828 SP:Iteration 9F (34439.690000 sec): 3 clusters Score: Raw -1832952.941034 + Penalty 3125.677997 = -1829827.263037 nChanged 423 SP:Iteration 10Q (34440.000000 sec): 3 clusters Score: Raw -1833190.584717 + Penalty 3125.677997 = -1830064.906720 nChanged 225 SP:Iteration 11Q (34440.250000 sec): 3 clusters Score: Raw -1833286.332332 + Penalty 3125.677997 = -1830160.654335 nChanged 170 SP:Iteration 12Q (34440.520000 sec): 3 clusters Score: Raw -1833333.581898 + Penalty 3125.677997 = -1830207.903901 nChanged 105 SP:Iteration 13Q (34440.830000 sec): 3 clusters Score: Raw -1833355.905185 + Penalty 3125.677997 = -1830230.227189 nChanged 70 SP:Iteration 14Q (34441.140000 sec): 3 clusters Score: Raw -1833369.621415 + Penalty 3125.677997 = -1830243.943418 nChanged 54 SP:Iteration 15Q (34441.460000 sec): 3 clusters Score: Raw -1833378.010257 + Penalty 3125.677997 = -1830252.332260 nChanged 48 SP:Iteration 16Q (34441.750000 sec): 3 clusters Score: Raw -1833385.089534 + Penalty 3125.677997 = -1830259.411537 nChanged 26 SP:Iteration 17Q (34442.010000 sec): 3 clusters Score: Raw -1833387.919143 + Penalty 3125.677997 = -1830262.241146 nChanged 17 SP:Iteration 18Q (34442.300000 sec): 3 clusters Score: Raw -1833389.731374 + Penalty 3125.677997 = -1830264.053378 nChanged 14 SP:Iteration 19Q (34442.560000 sec): 3 clusters Score: Raw -1833391.405215 + Penalty 3125.677997 = -1830265.727219 nChanged 13 SP:Iteration 20F (34442.820000 sec): 3 clusters Score: Raw -1833392.797241 + Penalty 3125.677997 = -1830267.119244 nChanged 9 SP:Iteration 21Q (34443.120000 sec): 3 clusters Score: Raw -1833393.853602 + Penalty 3125.677997 = -1830268.175605 nChanged 10 SP:Iteration 22Q (34443.410000 sec): 3 clusters Score: Raw -1833394.392369 + Penalty 3125.677997 = -1830268.714372 nChanged 6 SP:Iteration 23Q (34443.730000 sec): 3 clusters Score: Raw -1833394.776806 + Penalty 3125.677997 = -1830269.098809 nChanged 3 SP:Iteration 24Q (34443.980000 sec): 3 clusters Score: Raw -1833395.019256 + Penalty 3125.677997 = -1830269.341259 nChanged 5 SP:Iteration 25Q (34444.320000 sec): 3 clusters Score: Raw -1833395.455897 + Penalty 3125.677997 = -1830269.777900 nChanged 3 SP:Iteration 26Q (34444.580000 sec): 3 clusters Score: Raw -1833395.748073 + Penalty 3125.677997 = -1830270.070076 nChanged 2 SP:Iteration 27Q (34444.830000 sec): 3 clusters Score: Raw -1833395.899007 + Penalty 3125.677997 = -1830270.221010 nChanged 3 SP:Iteration 28Q (34445.130000 sec): 3 clusters Score: Raw -1833396.053247 + Penalty 3125.677997 = -1830270.375250 nChanged 2 SP:Iteration 29Q (34445.380000 sec): 3 clusters Score: Raw -1833396.229234 + Penalty 3125.677997 = -1830270.551237 nChanged 3 SP:Iteration 30Q (34445.650000 sec): 3 clusters Score: Raw -1833396.432638 + Penalty 3125.677997 = -1830270.754641 nChanged 5 SP:Iteration 31Q (34445.980000 sec): 3 clusters Score: Raw -1833396.879482 + Penalty 3125.677997 = -1830271.201485 nChanged 10 SP:Iteration 32Q (34446.260000 sec): 3 clusters Score: Raw -1833397.630921 + Penalty 3125.677997 = -1830271.952924 nChanged 12 SP:Iteration 33Q (34446.540000 sec): 3 clusters Score: Raw -1833398.579329 + Penalty 3125.677997 = -1830272.901333 nChanged 8 SP:Iteration 34Q (34446.810000 sec): 3 clusters Score: Raw -1833399.108385 + Penalty 3125.677997 = -1830273.430388 nChanged 4 SP:Iteration 35Q (34447.130000 sec): 3 clusters Score: Raw -1833399.401824 + Penalty 3125.677997 = -1830273.723827 nChanged 5 SP:Iteration 36Q (34447.420000 sec): 3 clusters Score: Raw -1833399.766921 + Penalty 3125.677997 = -1830274.088925 nChanged 4 SP:Iteration 37Q (34447.720000 sec): 3 clusters Score: Raw -1833400.036123 + Penalty 3125.677997 = -1830274.358126 nChanged 3 SP:Iteration 38Q (34447.960000 sec): 3 clusters Score: Raw -1833400.210237 + Penalty 3125.677997 = -1830274.532240 nChanged 2 SP:Iteration 39Q (34448.290000 sec): 3 clusters Score: Raw -1833400.330096 + Penalty 3125.677997 = -1830274.652099 nChanged 2 SP:Iteration 40F (34448.590000 sec): 3 clusters Score: Raw -1833400.485644 + Penalty 3125.677997 = -1830274.807647 nChanged 2 SP:Iteration 41Q (34448.890000 sec): 3 clusters Score: Raw -1833400.635245 + Penalty 3125.677997 = -1830274.957248 nChanged 2 SP:Iteration 42Q (34449.120000 sec): 3 clusters Score: Raw -1833400.764721 + Penalty 3125.677997 = -1830275.086724 nChanged 3 SP:Iteration 43Q (34449.420000 sec): 3 clusters Score: Raw -1833400.938307 + Penalty 3125.677997 = -1830275.260310 nChanged 4 SP:Iteration 44Q (34449.660000 sec): 3 clusters Score: Raw -1833401.103044 + Penalty 3125.677997 = -1830275.425047 nChanged 2 SP:Iteration 45Q (34449.920000 sec): 3 clusters Score: Raw -1833401.253791 + Penalty 3125.677997 = -1830275.575794 nChanged 3 SP:Iteration 46Q (34450.220000 sec): 3 clusters Score: Raw -1833401.413941 + Penalty 3125.677997 = -1830275.735944 nChanged 1 SP:Iteration 47Q (34450.560000 sec): 3 clusters Score: Raw -1833401.497529 + Penalty 3125.677997 = -1830275.819532 nChanged 2 SP:Iteration 48Q (34450.820000 sec): 3 clusters Score: Raw -1833401.610947 + Penalty 3125.677997 = -1830275.932951 nChanged 2 SP:Iteration 49Q (34451.100000 sec): 3 clusters Score: Raw -1833401.748112 + Penalty 3125.677997 = -1830276.070115 nChanged 2 SP:Iteration 50Q (34451.400000 sec): 3 clusters Score: Raw -1833401.921007 + Penalty 3125.677997 = -1830276.243010 nChanged 2 SP:Iteration 51Q (34451.710000 sec): 3 clusters Score: Raw -1833402.014839 + Penalty 3125.677997 = -1830276.336842 nChanged 0 SP:Iteration 52F (34452.080000 sec): 3 clusters Score: Raw -1833402.014839 + Penalty 3125.677997 = -1830276.336842 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (31883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34452.280000 sec): 2 clusters Score: Raw -3893371.282072 + Penalty 1685.097088 = -3891686.184985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34452.680000 sec): 3 clusters Score: Raw -3873580.365643 + Penalty 3370.194175 = -3870210.171467 nChanged 14760 SP:Iteration 1F (34453.060000 sec): 3 clusters Score: Raw -3881847.442873 + Penalty 3370.194175 = -3878477.248697 nChanged 1257 SP:Iteration 2Q (34453.460000 sec): 3 clusters Score: Raw -3882212.599463 + Penalty 3370.194175 = -3878842.405288 nChanged 1235 SP:Iteration 3Q (34453.810000 sec): 3 clusters Score: Raw -3882612.537064 + Penalty 3370.194175 = -3879242.342889 nChanged 1234 SP:Iteration 4Q (34454.220000 sec): 3 clusters Score: Raw -3883057.030649 + Penalty 3370.194175 = -3879686.836474 nChanged 1299 SP:Iteration 5Q (34454.580000 sec): 3 clusters Score: Raw -3883614.544867 + Penalty 3370.194175 = -3880244.350691 nChanged 1526 SP:Iteration 6Q (34454.980000 sec): 3 clusters Score: Raw -3884444.932775 + Penalty 3370.194175 = -3881074.738600 nChanged 1872 SP:Iteration 7F (34455.360000 sec): 3 clusters Score: Raw -3885814.749582 + Penalty 3370.194175 = -3882444.555407 nChanged 2218 SP:Iteration 8F (34455.700000 sec): 3 clusters Score: Raw -3887799.688448 + Penalty 3370.194175 = -3884429.494272 nChanged 2364 SP:Iteration 9F (34456.040000 sec): 3 clusters Score: Raw -3889925.023098 + Penalty 3370.194175 = -3886554.828923 nChanged 1785 SP:Iteration 10F (34456.410000 sec): 3 clusters Score: Raw -3891326.505034 + Penalty 3370.194175 = -3887956.310859 nChanged 1172 SP:Iteration 11Q (34456.790000 sec): 3 clusters Score: Raw -3892096.847664 + Penalty 3370.194175 = -3888726.653489 nChanged 718 SP:Iteration 12Q (34457.120000 sec): 3 clusters Score: Raw -3892564.204585 + Penalty 3370.194175 = -3889194.010410 nChanged 580 SP:Iteration 13Q (34457.500000 sec): 3 clusters Score: Raw -3892855.942521 + Penalty 3370.194175 = -3889485.748346 nChanged 456 SP:Iteration 14Q (34457.870000 sec): 3 clusters Score: Raw -3893040.585431 + Penalty 3370.194175 = -3889670.391256 nChanged 391 SP:Iteration 15Q (34458.250000 sec): 3 clusters Score: Raw -3893168.891267 + Penalty 3370.194175 = -3889798.697092 nChanged 284 SP:Iteration 16Q (34458.660000 sec): 3 clusters Score: Raw -3893247.837493 + Penalty 3370.194175 = -3889877.643318 nChanged 260 SP:Iteration 17Q (34459.010000 sec): 3 clusters Score: Raw -3893320.506264 + Penalty 3370.194175 = -3889950.312089 nChanged 277 SP:Iteration 18Q (34459.360000 sec): 3 clusters Score: Raw -3893401.388956 + Penalty 3370.194175 = -3890031.194781 nChanged 246 SP:Iteration 19Q (34459.750000 sec): 3 clusters Score: Raw -3893463.144024 + Penalty 3370.194175 = -3890092.949849 nChanged 226 SP:Iteration 20F (34460.100000 sec): 3 clusters Score: Raw -3893516.740379 + Penalty 3370.194175 = -3890146.546204 nChanged 207 SP:Iteration 21Q (34460.440000 sec): 3 clusters Score: Raw -3893567.050774 + Penalty 3370.194175 = -3890196.856599 nChanged 198 SP:Iteration 22Q (34460.760000 sec): 3 clusters Score: Raw -3893618.910618 + Penalty 3370.194175 = -3890248.716443 nChanged 206 SP:Iteration 23Q (34461.060000 sec): 3 clusters Score: Raw -3893667.181853 + Penalty 3370.194175 = -3890296.987678 nChanged 196 SP:Iteration 24Q (34461.380000 sec): 3 clusters Score: Raw -3893709.956389 + Penalty 3370.194175 = -3890339.762214 nChanged 177 SP:Iteration 25Q (34461.750000 sec): 3 clusters Score: Raw -3893744.179753 + Penalty 3370.194175 = -3890373.985578 nChanged 151 SP:Iteration 26Q (34462.100000 sec): 3 clusters Score: Raw -3893772.265030 + Penalty 3370.194175 = -3890402.070855 nChanged 159 SP:Iteration 27Q (34462.500000 sec): 3 clusters Score: Raw -3893802.249890 + Penalty 3370.194175 = -3890432.055715 nChanged 147 SP:Iteration 28Q (34462.830000 sec): 3 clusters Score: Raw -3893828.555043 + Penalty 3370.194175 = -3890458.360868 nChanged 149 SP:Iteration 29Q (34463.210000 sec): 3 clusters Score: Raw -3893854.840860 + Penalty 3370.194175 = -3890484.646685 nChanged 136 SP:Iteration 30Q (34463.550000 sec): 3 clusters Score: Raw -3893879.274082 + Penalty 3370.194175 = -3890509.079907 nChanged 127 SP:Iteration 31Q (34463.870000 sec): 3 clusters Score: Raw -3893903.140585 + Penalty 3370.194175 = -3890532.946410 nChanged 126 SP:Iteration 32Q (34464.200000 sec): 3 clusters Score: Raw -3893927.527472 + Penalty 3370.194175 = -3890557.333297 nChanged 125 SP:Iteration 33Q (34464.550000 sec): 3 clusters Score: Raw -3893949.038938 + Penalty 3370.194175 = -3890578.844763 nChanged 101 SP:Iteration 34Q (34464.870000 sec): 3 clusters Score: Raw -3893963.734425 + Penalty 3370.194175 = -3890593.540250 nChanged 77 SP:Iteration 35Q (34465.210000 sec): 3 clusters Score: Raw -3893973.428686 + Penalty 3370.194175 = -3890603.234511 nChanged 67 SP:Iteration 36Q (34465.510000 sec): 3 clusters Score: Raw -3893981.390705 + Penalty 3370.194175 = -3890611.196530 nChanged 65 SP:Iteration 37Q (34465.860000 sec): 3 clusters Score: Raw -3893988.492468 + Penalty 3370.194175 = -3890618.298293 nChanged 56 SP:Iteration 38Q (34466.200000 sec): 3 clusters Score: Raw -3893994.708092 + Penalty 3370.194175 = -3890624.513917 nChanged 45 SP:Iteration 39Q (34466.580000 sec): 3 clusters Score: Raw -3893999.584695 + Penalty 3370.194175 = -3890629.390519 nChanged 41 SP:Iteration 40F (34467.000000 sec): 3 clusters Score: Raw -3894003.793838 + Penalty 3370.194175 = -3890633.599662 nChanged 38 SP:Iteration 41Q (34467.360000 sec): 3 clusters Score: Raw -3894007.410012 + Penalty 3370.194175 = -3890637.215837 nChanged 36 SP:Iteration 42Q (34467.680000 sec): 3 clusters Score: Raw -3894011.111924 + Penalty 3370.194175 = -3890640.917749 nChanged 39 SP:Iteration 43Q (34468.020000 sec): 3 clusters Score: Raw -3894015.772925 + Penalty 3370.194175 = -3890645.578750 nChanged 44 SP:Iteration 44Q (34468.390000 sec): 3 clusters Score: Raw -3894021.383458 + Penalty 3370.194175 = -3890651.189282 nChanged 41 SP:Iteration 45Q (34468.700000 sec): 3 clusters Score: Raw -3894025.714888 + Penalty 3370.194175 = -3890655.520713 nChanged 34 SP:Iteration 46Q (34469.100000 sec): 3 clusters Score: Raw -3894028.448654 + Penalty 3370.194175 = -3890658.254479 nChanged 13 SP:Iteration 47Q (34469.410000 sec): 3 clusters Score: Raw -3894029.277532 + Penalty 3370.194175 = -3890659.083357 nChanged 15 SP:Iteration 48Q (34469.800000 sec): 3 clusters Score: Raw -3894030.476330 + Penalty 3370.194175 = -3890660.282155 nChanged 10 SP:Iteration 49Q (34470.130000 sec): 3 clusters Score: Raw -3894031.100577 + Penalty 3370.194175 = -3890660.906402 nChanged 13 SP:Iteration 50Q (34470.460000 sec): 3 clusters Score: Raw -3894031.821702 + Penalty 3370.194175 = -3890661.627527 nChanged 11 SP:Iteration 51Q (34470.780000 sec): 3 clusters Score: Raw -3894032.585519 + Penalty 3370.194175 = -3890662.391344 nChanged 5 SP:Iteration 52Q (34471.040000 sec): 3 clusters Score: Raw -3894032.876664 + Penalty 3370.194175 = -3890662.682489 nChanged 6 SP:Iteration 53Q (34471.360000 sec): 3 clusters Score: Raw -3894033.195933 + Penalty 3370.194175 = -3890663.001758 nChanged 7 SP:Iteration 54Q (34471.670000 sec): 3 clusters Score: Raw -3894033.462306 + Penalty 3370.194175 = -3890663.268131 nChanged 3 SP:Iteration 55Q (34472.010000 sec): 3 clusters Score: Raw -3894033.622233 + Penalty 3370.194175 = -3890663.428058 nChanged 1 SP:Iteration 56Q (34472.320000 sec): 3 clusters Score: Raw -3894033.679629 + Penalty 3370.194175 = -3890663.485454 nChanged 1 SP:Iteration 57Q (34472.650000 sec): 3 clusters Score: Raw -3894033.711113 + Penalty 3370.194175 = -3890663.516938 nChanged 0 SP:Iteration 58F (34472.940000 sec): 3 clusters Score: Raw -3894033.711113 + Penalty 3370.194175 = -3890663.516938 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34473.100000 sec): 2 clusters Score: Raw -180534.063953 + Penalty 1187.855741 = -179346.208211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34473.310000 sec): 3 clusters Score: Raw -179934.903686 + Penalty 2375.711483 = -177559.192203 nChanged 484 SP:Iteration 1F (34473.470000 sec): 3 clusters Score: Raw -180228.870215 + Penalty 2375.711483 = -177853.158732 nChanged 94 SP:Iteration 2F (34473.670000 sec): 3 clusters Score: Raw -180302.147727 + Penalty 2375.711483 = -177926.436244 nChanged 60 SP:Iteration 3Q (34473.890000 sec): 3 clusters Score: Raw -180352.984886 + Penalty 2375.711483 = -177977.273403 nChanged 46 SP:Iteration 4Q (34474.050000 sec): 3 clusters Score: Raw -180392.469974 + Penalty 2375.711483 = -178016.758491 nChanged 34 SP:Iteration 5Q (34474.270000 sec): 3 clusters Score: Raw -180417.990214 + Penalty 2375.711483 = -178042.278731 nChanged 29 SP:Iteration 6Q (34474.470000 sec): 3 clusters Score: Raw -180435.723268 + Penalty 2375.711483 = -178060.011785 nChanged 24 SP:Iteration 7Q (34474.660000 sec): 3 clusters Score: Raw -180458.947205 + Penalty 2375.711483 = -178083.235722 nChanged 20 SP:Iteration 8Q (34474.810000 sec): 3 clusters Score: Raw -180473.352564 + Penalty 2375.711483 = -178097.641081 nChanged 17 SP:Iteration 9Q (34475.050000 sec): 3 clusters Score: Raw -180482.900910 + Penalty 2375.711483 = -178107.189427 nChanged 11 SP:Iteration 10Q (34475.240000 sec): 3 clusters Score: Raw -180490.122505 + Penalty 2375.711483 = -178114.411022 nChanged 10 SP:Iteration 11Q (34475.430000 sec): 3 clusters Score: Raw -180495.898669 + Penalty 2375.711483 = -178120.187187 nChanged 12 SP:Iteration 12Q (34475.620000 sec): 3 clusters Score: Raw -180504.422184 + Penalty 2375.711483 = -178128.710701 nChanged 15 SP:Iteration 13Q (34475.880000 sec): 3 clusters Score: Raw -180510.885974 + Penalty 2375.711483 = -178135.174491 nChanged 9 SP:Iteration 14Q (34476.090000 sec): 3 clusters Score: Raw -180516.741750 + Penalty 2375.711483 = -178141.030267 nChanged 11 SP:Iteration 15Q (34476.310000 sec): 3 clusters Score: Raw -180522.964758 + Penalty 2375.711483 = -178147.253276 nChanged 8 SP:Iteration 16Q (34476.570000 sec): 3 clusters Score: Raw -180527.977155 + Penalty 2375.711483 = -178152.265672 nChanged 7 SP:Iteration 17Q (34476.730000 sec): 3 clusters Score: Raw -180531.697098 + Penalty 2375.711483 = -178155.985615 nChanged 8 SP:Iteration 18Q (34476.950000 sec): 3 clusters Score: Raw -180537.351690 + Penalty 2375.711483 = -178161.640207 nChanged 8 SP:Iteration 19Q (34477.080000 sec): 3 clusters Score: Raw -180542.140992 + Penalty 2375.711483 = -178166.429509 nChanged 6 SP:Iteration 20F (34477.270000 sec): 3 clusters Score: Raw -180545.056338 + Penalty 2375.711483 = -178169.344855 nChanged 1 SP:Iteration 21Q (34477.520000 sec): 3 clusters Score: Raw -180545.503137 + Penalty 2375.711483 = -178169.791654 nChanged 0 SP:Iteration 22F (34477.660000 sec): 3 clusters Score: Raw -180545.503137 + Penalty 2375.711483 = -178169.791654 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34477.810000 sec): 2 clusters Score: Raw -14607.822934 + Penalty 801.852014 = -13805.970920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34477.990000 sec): 3 clusters Score: Raw -14768.454578 + Penalty 1603.704028 = -13164.750550 nChanged 16 SP:Iteration 1F (34478.190000 sec): 3 clusters Score: Raw -14852.492971 + Penalty 1603.704028 = -13248.788942 nChanged 3 SP:Iteration 2Q (34478.340000 sec): 3 clusters Score: Raw -14864.738149 + Penalty 1603.704028 = -13261.034121 nChanged 2 SP:Iteration 3Q (34478.550000 sec): 3 clusters Score: Raw -14871.700703 + Penalty 1603.704028 = -13267.996674 nChanged 0 SP:Iteration 4F (34478.690000 sec): 3 clusters Score: Raw -14871.700703 + Penalty 1603.704028 = -13267.996674 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 22 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34478.830000 sec): 2 clusters Score: Raw -70433.135545 + Penalty 1045.874435 = -69387.261110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34479.000000 sec): 3 clusters Score: Raw -70317.300400 + Penalty 2091.748870 = -68225.551531 nChanged 150 SP:Iteration 1F (34479.230000 sec): 3 clusters Score: Raw -70520.672767 + Penalty 2091.748870 = -68428.923897 nChanged 41 SP:Iteration 2F (34479.450000 sec): 3 clusters Score: Raw -70618.017720 + Penalty 2091.748870 = -68526.268850 nChanged 29 SP:Iteration 3Q (34479.670000 sec): 3 clusters Score: Raw -70676.390900 + Penalty 2091.748870 = -68584.642031 nChanged 22 SP:Iteration 4Q (34479.860000 sec): 3 clusters Score: Raw -70733.502592 + Penalty 2091.748870 = -68641.753722 nChanged 18 SP:Iteration 5Q (34480.050000 sec): 3 clusters Score: Raw -70774.162118 + Penalty 2091.748870 = -68682.413248 nChanged 11 SP:Iteration 6Q (34480.230000 sec): 3 clusters Score: Raw -70797.273693 + Penalty 2091.748870 = -68705.524824 nChanged 9 SP:Iteration 7Q (34480.400000 sec): 3 clusters Score: Raw -70812.720546 + Penalty 2091.748870 = -68720.971676 nChanged 9 SP:Iteration 8Q (34480.570000 sec): 3 clusters Score: Raw -70825.866888 + Penalty 2091.748870 = -68734.118018 nChanged 5 SP:Iteration 9Q (34480.740000 sec): 3 clusters Score: Raw -70832.496054 + Penalty 2091.748870 = -68740.747185 nChanged 2 SP:Iteration 10Q (34480.940000 sec): 3 clusters Score: Raw -70834.937950 + Penalty 2091.748870 = -68743.189080 nChanged 0 SP:Iteration 11F (34481.100000 sec): 3 clusters Score: Raw -70834.937950 + Penalty 2091.748870 = -68743.189080 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 23 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34481.200000 sec): 2 clusters Score: Raw -28551.592700 + Penalty 906.091729 = -27645.500971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34481.360000 sec): 3 clusters Score: Raw -28713.527282 + Penalty 1812.183459 = -26901.343824 nChanged 36 SP:Iteration 1F (34481.510000 sec): 3 clusters Score: Raw -28929.169144 + Penalty 1812.183459 = -27116.985685 nChanged 17 SP:Iteration 2F (34481.670000 sec): 3 clusters Score: Raw -28981.196858 + Penalty 1812.183459 = -27169.013399 nChanged 10 SP:Iteration 3Q (34481.850000 sec): 3 clusters Score: Raw -29018.096186 + Penalty 1812.183459 = -27205.912728 nChanged 7 SP:Iteration 4Q (34482.030000 sec): 3 clusters Score: Raw -29042.574336 + Penalty 1812.183459 = -27230.390877 nChanged 4 SP:Iteration 5Q (34482.190000 sec): 3 clusters Score: Raw -29058.700635 + Penalty 1812.183459 = -27246.517177 nChanged 1 SP:Iteration 6Q (34482.350000 sec): 3 clusters Score: Raw -29060.765135 + Penalty 1812.183459 = -27248.581677 nChanged 0 SP:Iteration 7F (34482.520000 sec): 3 clusters Score: Raw -29060.765135 + Penalty 1812.183459 = -27248.581677 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34482.610000 sec): 2 clusters Score: Raw -20860.896731 + Penalty 846.541500 = -20014.355231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34482.780000 sec): 3 clusters Score: Raw -20931.581480 + Penalty 1693.083000 = -19238.498480 nChanged 20 SP:Iteration 1F (34482.960000 sec): 3 clusters Score: Raw -21002.359567 + Penalty 1693.083000 = -19309.276567 nChanged 7 SP:Iteration 2Q (34483.130000 sec): 3 clusters Score: Raw -21035.102321 + Penalty 1693.083000 = -19342.019321 nChanged 4 SP:Iteration 3Q (34483.330000 sec): 3 clusters Score: Raw -21074.212881 + Penalty 1693.083000 = -19381.129881 nChanged 3 SP:Iteration 4Q (34483.490000 sec): 3 clusters Score: Raw -21089.833946 + Penalty 1693.083000 = -19396.750947 nChanged 2 SP:Iteration 5Q (34483.650000 sec): 3 clusters Score: Raw -21095.965064 + Penalty 1693.083000 = -19402.882065 nChanged 0 SP:Iteration 6F (34483.830000 sec): 3 clusters Score: Raw -21095.965064 + Penalty 1693.083000 = -19402.882065 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34483.930000 sec): 2 clusters Score: Raw -23671.050983 + Penalty 874.233320 = -22796.817663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34484.170000 sec): 3 clusters Score: Raw -23783.018565 + Penalty 1748.466640 = -22034.551925 nChanged 35 SP:Iteration 1F (34484.370000 sec): 3 clusters Score: Raw -23913.258290 + Penalty 1748.466640 = -22164.791650 nChanged 9 SP:Iteration 2Q (34484.570000 sec): 3 clusters Score: Raw -23942.096534 + Penalty 1748.466640 = -22193.629894 nChanged 2 SP:Iteration 3Q (34484.760000 sec): 3 clusters Score: Raw -23947.224905 + Penalty 1748.466640 = -22198.758265 nChanged 3 SP:Iteration 4Q (34484.950000 sec): 3 clusters Score: Raw -23960.583267 + Penalty 1748.466640 = -22212.116627 nChanged 1 SP:Iteration 5Q (34485.160000 sec): 3 clusters Score: Raw -23970.294709 + Penalty 1748.466640 = -22221.828069 nChanged 1 SP:Iteration 6Q (34485.370000 sec): 3 clusters Score: Raw -23974.682049 + Penalty 1748.466640 = -22226.215409 nChanged 1 SP:Iteration 7Q (34485.570000 sec): 3 clusters Score: Raw -23979.110433 + Penalty 1748.466640 = -22230.643793 nChanged 2 SP:Iteration 8Q (34485.730000 sec): 3 clusters Score: Raw -23990.978785 + Penalty 1748.466640 = -22242.512145 nChanged 2 SP:Iteration 9Q (34485.900000 sec): 3 clusters Score: Raw -24002.891617 + Penalty 1748.466640 = -22254.424977 nChanged 0 SP:Iteration 10F (34486.120000 sec): 3 clusters Score: Raw -24002.891617 + Penalty 1748.466640 = -22254.424977 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 27 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34486.250000 sec): 2 clusters Score: Raw -68004.443343 + Penalty 1040.041835 = -66964.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34486.440000 sec): 3 clusters Score: Raw -67885.616901 + Penalty 2080.083670 = -65805.533231 nChanged 162 SP:Iteration 1F (34486.620000 sec): 3 clusters Score: Raw -68072.861197 + Penalty 2080.083670 = -65992.777527 nChanged 39 SP:Iteration 2F (34486.820000 sec): 3 clusters Score: Raw -68155.395775 + Penalty 2080.083670 = -66075.312106 nChanged 23 SP:Iteration 3Q (34487.000000 sec): 3 clusters Score: Raw -68218.344840 + Penalty 2080.083670 = -66138.261170 nChanged 25 SP:Iteration 4Q (34487.150000 sec): 3 clusters Score: Raw -68275.245454 + Penalty 2080.083670 = -66195.161785 nChanged 23 SP:Iteration 5Q (34487.340000 sec): 3 clusters Score: Raw -68308.938669 + Penalty 2080.083670 = -66228.854999 nChanged 15 SP:Iteration 6Q (34487.580000 sec): 3 clusters Score: Raw -68333.225122 + Penalty 2080.083670 = -66253.141452 nChanged 13 SP:Iteration 7Q (34487.720000 sec): 3 clusters Score: Raw -68352.600283 + Penalty 2080.083670 = -66272.516613 nChanged 8 SP:Iteration 8Q (34488.000000 sec): 3 clusters Score: Raw -68364.444469 + Penalty 2080.083670 = -66284.360799 nChanged 7 SP:Iteration 9Q (34488.160000 sec): 3 clusters Score: Raw -68379.659075 + Penalty 2080.083670 = -66299.575405 nChanged 7 SP:Iteration 10Q (34488.410000 sec): 3 clusters Score: Raw -68387.745818 + Penalty 2080.083670 = -66307.662148 nChanged 9 SP:Iteration 11Q (34488.590000 sec): 3 clusters Score: Raw -68400.300634 + Penalty 2080.083670 = -66320.216964 nChanged 7 SP:Iteration 12Q (34488.780000 sec): 3 clusters Score: Raw -68410.453326 + Penalty 2080.083670 = -66330.369656 nChanged 4 SP:Iteration 13Q (34488.970000 sec): 3 clusters Score: Raw -68416.826022 + Penalty 2080.083670 = -66336.742352 nChanged 3 SP:Iteration 14Q (34489.200000 sec): 3 clusters Score: Raw -68421.671618 + Penalty 2080.083670 = -66341.587948 nChanged 6 SP:Iteration 15Q (34489.380000 sec): 3 clusters Score: Raw -68435.746034 + Penalty 2080.083670 = -66355.662364 nChanged 5 SP:Iteration 16Q (34489.580000 sec): 3 clusters Score: Raw -68449.691736 + Penalty 2080.083670 = -66369.608066 nChanged 6 SP:Iteration 17Q (34489.750000 sec): 3 clusters Score: Raw -68462.640855 + Penalty 2080.083670 = -66382.557185 nChanged 6 SP:Iteration 18Q (34489.920000 sec): 3 clusters Score: Raw -68470.434158 + Penalty 2080.083670 = -66390.350489 nChanged 4 SP:Iteration 19Q (34490.110000 sec): 3 clusters Score: Raw -68480.180624 + Penalty 2080.083670 = -66400.096954 nChanged 4 SP:Iteration 20F (34490.320000 sec): 3 clusters Score: Raw -68487.254569 + Penalty 2080.083670 = -66407.170899 nChanged 1 SP:Iteration 21Q (34490.460000 sec): 3 clusters Score: Raw -68487.874697 + Penalty 2080.083670 = -66407.791027 nChanged 1 SP:Iteration 22Q (34490.660000 sec): 3 clusters Score: Raw -68488.404821 + Penalty 2080.083670 = -66408.321151 nChanged 1 SP:Iteration 23Q (34490.840000 sec): 3 clusters Score: Raw -68488.869337 + Penalty 2080.083670 = -66408.785667 nChanged 0 SP:Iteration 24F (34491.010000 sec): 3 clusters Score: Raw -68488.869337 + Penalty 2080.083670 = -66408.785667 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 28 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34491.120000 sec): 2 clusters Score: Raw -37782.929875 + Penalty 948.156745 = -36834.773130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34491.330000 sec): 3 clusters Score: Raw -37798.842228 + Penalty 1896.313490 = -35902.528738 nChanged 56 SP:Iteration 1F (34491.570000 sec): 3 clusters Score: Raw -37918.616558 + Penalty 1896.313490 = -36022.303069 nChanged 23 SP:Iteration 2F (34491.750000 sec): 3 clusters Score: Raw -37985.779010 + Penalty 1896.313490 = -36089.465520 nChanged 8 SP:Iteration 3Q (34491.940000 sec): 3 clusters Score: Raw -38006.710556 + Penalty 1896.313490 = -36110.397067 nChanged 6 SP:Iteration 4Q (34492.120000 sec): 3 clusters Score: Raw -38024.750563 + Penalty 1896.313490 = -36128.437073 nChanged 6 SP:Iteration 5Q (34492.360000 sec): 3 clusters Score: Raw -38038.934832 + Penalty 1896.313490 = -36142.621343 nChanged 3 SP:Iteration 6Q (34492.540000 sec): 3 clusters Score: Raw -38044.081757 + Penalty 1896.313490 = -36147.768268 nChanged 3 SP:Iteration 7Q (34492.730000 sec): 3 clusters Score: Raw -38051.477552 + Penalty 1896.313490 = -36155.164063 nChanged 3 SP:Iteration 8Q (34492.900000 sec): 3 clusters Score: Raw -38065.602099 + Penalty 1896.313490 = -36169.288610 nChanged 3 SP:Iteration 9Q (34493.120000 sec): 3 clusters Score: Raw -38073.943327 + Penalty 1896.313490 = -36177.629837 nChanged 2 SP:Iteration 10Q (34493.300000 sec): 3 clusters Score: Raw -38086.887396 + Penalty 1896.313490 = -36190.573906 nChanged 3 SP:Iteration 11Q (34493.510000 sec): 3 clusters Score: Raw -38095.070458 + Penalty 1896.313490 = -36198.756969 nChanged 1 SP:Iteration 12Q (34493.660000 sec): 3 clusters Score: Raw -38097.406323 + Penalty 1896.313490 = -36201.092833 nChanged 0 SP:Iteration 13F (34493.870000 sec): 3 clusters Score: Raw -38097.406323 + Penalty 1896.313490 = -36201.092833 nChanged 0 Iteration 179Q (34525.450000 sec): 30 clusters Score: Raw -146413021.394379 + Penalty 65977.815504 = -146347043.578875 nChanged 76 Iteration 180F (34589.000000 sec): 30 clusters Score: Raw -146413072.042980 + Penalty 65977.815504 = -146347094.227476 nChanged 96 Iteration 181Q (34629.530000 sec): 30 clusters Score: Raw -146413163.225139 + Penalty 65977.815504 = -146347185.409635 nChanged 89 Iteration 182Q (34669.980000 sec): 30 clusters Score: Raw -146413319.495591 + Penalty 65977.815504 = -146347341.680087 nChanged 87 Iteration 183Q (34712.160000 sec): 30 clusters Score: Raw -146413466.368194 + Penalty 65977.815504 = -146347488.552691 nChanged 84 Iteration 184Q (34756.350000 sec): 30 clusters Score: Raw -146413473.413191 + Penalty 65977.815504 = -146347495.597687 nChanged 98 Iteration 185Q (34800.140000 sec): 30 clusters Score: Raw -146413478.166638 + Penalty 65977.815504 = -146347500.351135 nChanged 97 Iteration 186Q (34843.540000 sec): 30 clusters Score: Raw -146413484.940287 + Penalty 65977.815504 = -146347507.124784 nChanged 99 Iteration 187Q (34887.090000 sec): 30 clusters Score: Raw -146413492.190279 + Penalty 65977.815504 = -146347514.374775 nChanged 98 Iteration 188Q (34932.920000 sec): 30 clusters Score: Raw -146413497.396085 + Penalty 65977.815504 = -146347519.580582 nChanged 84 Iteration 189Q (34975.160000 sec): 30 clusters Score: Raw -146413501.235607 + Penalty 65977.815504 = -146347523.420104 nChanged 92 Iteration 190Q (35013.060000 sec): 30 clusters Score: Raw -146413504.409486 + Penalty 65977.815504 = -146347526.593983 nChanged 85 Iteration 191Q (35052.020000 sec): 30 clusters Score: Raw -146413506.244478 + Penalty 65977.815504 = -146347528.428975 nChanged 85 Iteration 192Q (35091.280000 sec): 30 clusters Score: Raw -146413507.834466 + Penalty 65977.815504 = -146347530.018962 nChanged 84 Iteration 193Q (35129.180000 sec): 30 clusters Score: Raw -146413509.292661 + Penalty 65977.815504 = -146347531.477158 nChanged 80 Iteration 194Q (35167.380000 sec): 30 clusters Score: Raw -146413510.990945 + Penalty 65977.815504 = -146347533.175441 nChanged 67 Iteration 195Q (35206.510000 sec): 30 clusters Score: Raw -146413512.279362 + Penalty 65977.815504 = -146347534.463859 nChanged 62 Iteration 196Q (35248.930000 sec): 30 clusters Score: Raw -146413515.734844 + Penalty 65977.815504 = -146347537.919341 nChanged 61 Iteration 197Q (35290.580000 sec): 30 clusters Score: Raw -146413517.851818 + Penalty 65977.815504 = -146347540.036314 nChanged 53 Iteration 198Q (35343.540000 sec): 30 clusters Score: Raw -146413519.038969 + Penalty 65977.815504 = -146347541.223466 nChanged 46 Iteration 199Q (35385.020000 sec): 30 clusters Score: Raw -146413519.847941 + Penalty 65977.815504 = -146347542.032438 nChanged 46 Iteration 200F (35449.560000 sec): 30 clusters Score: Raw -146413523.602001 + Penalty 65977.815504 = -146347545.786497 nChanged 47 Iteration 201Q (35489.720000 sec): 30 clusters Score: Raw -146413531.046790 + Penalty 65977.815504 = -146347553.231286 nChanged 41 Iteration 202Q (35528.450000 sec): 30 clusters Score: Raw -146413533.477312 + Penalty 65977.815504 = -146347555.661808 nChanged 38 Iteration 203Q (35567.250000 sec): 30 clusters Score: Raw -146413536.525968 + Penalty 65977.815504 = -146347558.710464 nChanged 39 Iteration 204Q (35604.960000 sec): 30 clusters Score: Raw -146413541.207096 + Penalty 65977.815504 = -146347563.391592 nChanged 31 Iteration 205Q (35640.750000 sec): 30 clusters Score: Raw -146413549.148644 + Penalty 65977.815504 = -146347571.333141 nChanged 34 Iteration 206Q (35681.270000 sec): 30 clusters Score: Raw -146413554.465769 + Penalty 65977.815504 = -146347576.650266 nChanged 39 Iteration 207Q (35730.740000 sec): 30 clusters Score: Raw -146413559.106205 + Penalty 65977.815504 = -146347581.290701 nChanged 46 Iteration 208Q (35770.160000 sec): 30 clusters Score: Raw -146413561.931107 + Penalty 65977.815504 = -146347584.115604 nChanged 49 Iteration 209Q (35809.610000 sec): 30 clusters Score: Raw -146413565.682178 + Penalty 65977.815504 = -146347587.866675 nChanged 47 Iteration 210Q (35850.020000 sec): 30 clusters Score: Raw -146413567.427466 + Penalty 65977.815504 = -146347589.611963 nChanged 47 Iteration 211Q (35891.970000 sec): 30 clusters Score: Raw -146413569.176525 + Penalty 65977.815504 = -146347591.361021 nChanged 59 Iteration 212Q (35933.750000 sec): 30 clusters Score: Raw -146413570.897573 + Penalty 65977.815504 = -146347593.082070 nChanged 52 Iteration 213Q (35974.810000 sec): 30 clusters Score: Raw -146413572.101157 + Penalty 65977.815504 = -146347594.285653 nChanged 47 Iteration 214Q (36016.630000 sec): 30 clusters Score: Raw -146413573.003075 + Penalty 65977.815504 = -146347595.187572 nChanged 48 Iteration 215Q (36058.000000 sec): 30 clusters Score: Raw -146413574.074868 + Penalty 65977.815504 = -146347596.259364 nChanged 52 Iteration 216Q (36097.350000 sec): 30 clusters Score: Raw -146413575.027058 + Penalty 65977.815504 = -146347597.211554 nChanged 55 Iteration 217Q (36135.080000 sec): 30 clusters Score: Raw -146413575.774253 + Penalty 65977.815504 = -146347597.958750 nChanged 46 Iteration 218Q (36174.920000 sec): 30 clusters Score: Raw -146413576.414780 + Penalty 65977.815504 = -146347598.599277 nChanged 43 Writing temp clu file Because OldScore, -146347597.958750, is greater than current (better) Score,-146347598.599277 Compute initial score before splitting: Score: Raw -146413576.414780 + Penalty 65977.815504 = -146347598.599277 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (31362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36175.430000 sec): 2 clusters Score: Raw -3863218.894539 + Penalty 1682.419740 = -3861536.474799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36175.860000 sec): 3 clusters Score: Raw -3843783.376674 + Penalty 3364.839481 = -3840418.537194 nChanged 14442 SP:Iteration 1F (36176.240000 sec): 3 clusters Score: Raw -3851528.656861 + Penalty 3364.839481 = -3848163.817380 nChanged 1239 SP:Iteration 2Q (36176.640000 sec): 3 clusters Score: Raw -3851868.112518 + Penalty 3364.839481 = -3848503.273037 nChanged 1178 SP:Iteration 3Q (36177.060000 sec): 3 clusters Score: Raw -3852195.972684 + Penalty 3364.839481 = -3848831.133204 nChanged 1176 SP:Iteration 4Q (36177.500000 sec): 3 clusters Score: Raw -3852524.245116 + Penalty 3364.839481 = -3849159.405636 nChanged 1111 SP:Iteration 5Q (36177.910000 sec): 3 clusters Score: Raw -3852872.951598 + Penalty 3364.839481 = -3849508.112118 nChanged 1182 SP:Iteration 6Q (36178.240000 sec): 3 clusters Score: Raw -3853311.974054 + Penalty 3364.839481 = -3849947.134573 nChanged 1353 SP:Iteration 7Q (36178.620000 sec): 3 clusters Score: Raw -3853940.295709 + Penalty 3364.839481 = -3850575.456229 nChanged 1634 SP:Iteration 8F (36178.950000 sec): 3 clusters Score: Raw -3854913.398838 + Penalty 3364.839481 = -3851548.559358 nChanged 1747 SP:Iteration 9F (36179.290000 sec): 3 clusters Score: Raw -3856197.838363 + Penalty 3364.839481 = -3852832.998883 nChanged 1826 SP:Iteration 10F (36179.660000 sec): 3 clusters Score: Raw -3857822.768352 + Penalty 3364.839481 = -3854457.928872 nChanged 1776 SP:Iteration 11F (36180.050000 sec): 3 clusters Score: Raw -3859571.011069 + Penalty 3364.839481 = -3856206.171589 nChanged 1451 SP:Iteration 12Q (36180.420000 sec): 3 clusters Score: Raw -3861049.779220 + Penalty 3364.839481 = -3857684.939740 nChanged 999 SP:Iteration 13Q (36180.780000 sec): 3 clusters Score: Raw -3861903.591133 + Penalty 3364.839481 = -3858538.751652 nChanged 718 SP:Iteration 14Q (36181.100000 sec): 3 clusters Score: Raw -3862428.631766 + Penalty 3364.839481 = -3859063.792285 nChanged 587 SP:Iteration 15Q (36181.500000 sec): 3 clusters Score: Raw -3862788.586160 + Penalty 3364.839481 = -3859423.746679 nChanged 480 SP:Iteration 16Q (36181.910000 sec): 3 clusters Score: Raw -3862988.207434 + Penalty 3364.839481 = -3859623.367953 nChanged 339 SP:Iteration 17Q (36182.290000 sec): 3 clusters Score: Raw -3863099.631991 + Penalty 3364.839481 = -3859734.792511 nChanged 226 SP:Iteration 18Q (36182.700000 sec): 3 clusters Score: Raw -3863153.775392 + Penalty 3364.839481 = -3859788.935912 nChanged 160 SP:Iteration 19Q (36183.070000 sec): 3 clusters Score: Raw -3863184.511339 + Penalty 3364.839481 = -3859819.671859 nChanged 117 SP:Iteration 20F (36183.440000 sec): 3 clusters Score: Raw -3863203.314397 + Penalty 3364.839481 = -3859838.474916 nChanged 85 SP:Iteration 21Q (36183.830000 sec): 3 clusters Score: Raw -3863213.582340 + Penalty 3364.839481 = -3859848.742859 nChanged 65 SP:Iteration 22Q (36184.220000 sec): 3 clusters Score: Raw -3863221.507979 + Penalty 3364.839481 = -3859856.668499 nChanged 59 SP:Iteration 23Q (36184.550000 sec): 3 clusters Score: Raw -3863227.638917 + Penalty 3364.839481 = -3859862.799437 nChanged 43 SP:Iteration 24Q (36184.900000 sec): 3 clusters Score: Raw -3863232.140086 + Penalty 3364.839481 = -3859867.300605 nChanged 52 SP:Iteration 25Q (36185.300000 sec): 3 clusters Score: Raw -3863237.678501 + Penalty 3364.839481 = -3859872.839021 nChanged 50 SP:Iteration 26Q (36185.670000 sec): 3 clusters Score: Raw -3863243.057042 + Penalty 3364.839481 = -3859878.217561 nChanged 55 SP:Iteration 27Q (36186.030000 sec): 3 clusters Score: Raw -3863248.951068 + Penalty 3364.839481 = -3859884.111588 nChanged 50 SP:Iteration 28Q (36186.390000 sec): 3 clusters Score: Raw -3863255.138572 + Penalty 3364.839481 = -3859890.299091 nChanged 70 SP:Iteration 29Q (36186.770000 sec): 3 clusters Score: Raw -3863263.784078 + Penalty 3364.839481 = -3859898.944598 nChanged 56 SP:Iteration 30Q (36187.100000 sec): 3 clusters Score: Raw -3863269.182477 + Penalty 3364.839481 = -3859904.342996 nChanged 43 SP:Iteration 31Q (36187.480000 sec): 3 clusters Score: Raw -3863273.894552 + Penalty 3364.839481 = -3859909.055071 nChanged 47 SP:Iteration 32Q (36187.890000 sec): 3 clusters Score: Raw -3863279.116974 + Penalty 3364.839481 = -3859914.277494 nChanged 47 SP:Iteration 33Q (36188.300000 sec): 3 clusters Score: Raw -3863283.203563 + Penalty 3364.839481 = -3859918.364082 nChanged 37 SP:Iteration 34Q (36188.630000 sec): 3 clusters Score: Raw -3863286.235058 + Penalty 3364.839481 = -3859921.395578 nChanged 37 SP:Iteration 35Q (36189.040000 sec): 3 clusters Score: Raw -3863289.660953 + Penalty 3364.839481 = -3859924.821472 nChanged 40 SP:Iteration 36Q (36189.380000 sec): 3 clusters Score: Raw -3863292.795320 + Penalty 3364.839481 = -3859927.955839 nChanged 36 SP:Iteration 37Q (36189.770000 sec): 3 clusters Score: Raw -3863295.822093 + Penalty 3364.839481 = -3859930.982613 nChanged 32 SP:Iteration 38Q (36190.130000 sec): 3 clusters Score: Raw -3863298.620469 + Penalty 3364.839481 = -3859933.780989 nChanged 30 SP:Iteration 39Q (36190.440000 sec): 3 clusters Score: Raw -3863301.094502 + Penalty 3364.839481 = -3859936.255022 nChanged 34 SP:Iteration 40F (36190.810000 sec): 3 clusters Score: Raw -3863304.009275 + Penalty 3364.839481 = -3859939.169794 nChanged 24 SP:Iteration 41Q (36191.090000 sec): 3 clusters Score: Raw -3863305.938405 + Penalty 3364.839481 = -3859941.098925 nChanged 28 SP:Iteration 42Q (36191.430000 sec): 3 clusters Score: Raw -3863307.755952 + Penalty 3364.839481 = -3859942.916471 nChanged 27 SP:Iteration 43Q (36191.750000 sec): 3 clusters Score: Raw -3863309.611568 + Penalty 3364.839481 = -3859944.772088 nChanged 28 SP:Iteration 44Q (36192.040000 sec): 3 clusters Score: Raw -3863311.583908 + Penalty 3364.839481 = -3859946.744427 nChanged 22 SP:Iteration 45Q (36192.420000 sec): 3 clusters Score: Raw -3863312.828047 + Penalty 3364.839481 = -3859947.988567 nChanged 15 SP:Iteration 46Q (36192.710000 sec): 3 clusters Score: Raw -3863313.621726 + Penalty 3364.839481 = -3859948.782245 nChanged 9 SP:Iteration 47Q (36193.130000 sec): 3 clusters Score: Raw -3863314.309975 + Penalty 3364.839481 = -3859949.470495 nChanged 8 SP:Iteration 48Q (36193.480000 sec): 3 clusters Score: Raw -3863314.601467 + Penalty 3364.839481 = -3859949.761986 nChanged 4 SP:Iteration 49Q (36193.760000 sec): 3 clusters Score: Raw -3863314.784050 + Penalty 3364.839481 = -3859949.944569 nChanged 4 SP:Iteration 50Q (36194.110000 sec): 3 clusters Score: Raw -3863314.998742 + Penalty 3364.839481 = -3859950.159261 nChanged 8 SP:Iteration 51Q (36194.480000 sec): 3 clusters Score: Raw -3863315.560544 + Penalty 3364.839481 = -3859950.721063 nChanged 7 SP:Iteration 52Q (36194.790000 sec): 3 clusters Score: Raw -3863315.954405 + Penalty 3364.839481 = -3859951.114925 nChanged 11 SP:Iteration 53Q (36195.110000 sec): 3 clusters Score: Raw -3863316.542251 + Penalty 3364.839481 = -3859951.702771 nChanged 8 SP:Iteration 54Q (36195.430000 sec): 3 clusters Score: Raw -3863316.863223 + Penalty 3364.839481 = -3859952.023742 nChanged 8 SP:Iteration 55Q (36195.810000 sec): 3 clusters Score: Raw -3863317.198650 + Penalty 3364.839481 = -3859952.359169 nChanged 6 SP:Iteration 56Q (36196.090000 sec): 3 clusters Score: Raw -3863317.501997 + Penalty 3364.839481 = -3859952.662516 nChanged 11 SP:Iteration 57Q (36196.440000 sec): 3 clusters Score: Raw -3863318.326144 + Penalty 3364.839481 = -3859953.486663 nChanged 17 SP:Iteration 58Q (36196.780000 sec): 3 clusters Score: Raw -3863319.700491 + Penalty 3364.839481 = -3859954.861011 nChanged 18 SP:Iteration 59Q (36197.110000 sec): 3 clusters Score: Raw -3863321.085038 + Penalty 3364.839481 = -3859956.245558 nChanged 13 SP:Iteration 60F (36197.480000 sec): 3 clusters Score: Raw -3863322.160965 + Penalty 3364.839481 = -3859957.321485 nChanged 23 SP:Iteration 61Q (36197.830000 sec): 3 clusters Score: Raw -3863323.658407 + Penalty 3364.839481 = -3859958.818927 nChanged 23 SP:Iteration 62Q (36198.140000 sec): 3 clusters Score: Raw -3863325.115320 + Penalty 3364.839481 = -3859960.275839 nChanged 22 SP:Iteration 63Q (36198.480000 sec): 3 clusters Score: Raw -3863326.592176 + Penalty 3364.839481 = -3859961.752696 nChanged 16 SP:Iteration 64Q (36198.830000 sec): 3 clusters Score: Raw -3863328.070772 + Penalty 3364.839481 = -3859963.231291 nChanged 16 SP:Iteration 65Q (36199.250000 sec): 3 clusters Score: Raw -3863329.400666 + Penalty 3364.839481 = -3859964.561185 nChanged 19 SP:Iteration 66Q (36199.620000 sec): 3 clusters Score: Raw -3863330.415105 + Penalty 3364.839481 = -3859965.575624 nChanged 11 SP:Iteration 67Q (36199.950000 sec): 3 clusters Score: Raw -3863331.089945 + Penalty 3364.839481 = -3859966.250465 nChanged 7 SP:Iteration 68Q (36200.340000 sec): 3 clusters Score: Raw -3863331.386694 + Penalty 3364.839481 = -3859966.547214 nChanged 4 SP:Iteration 69Q (36200.680000 sec): 3 clusters Score: Raw -3863331.519830 + Penalty 3364.839481 = -3859966.680349 nChanged 4 SP:Iteration 70Q (36201.030000 sec): 3 clusters Score: Raw -3863331.696317 + Penalty 3364.839481 = -3859966.856837 nChanged 7 SP:Iteration 71Q (36201.400000 sec): 3 clusters Score: Raw -3863332.018744 + Penalty 3364.839481 = -3859967.179263 nChanged 6 SP:Iteration 72Q (36201.800000 sec): 3 clusters Score: Raw -3863332.375596 + Penalty 3364.839481 = -3859967.536115 nChanged 11 SP:Iteration 73Q (36202.150000 sec): 3 clusters Score: Raw -3863333.123099 + Penalty 3364.839481 = -3859968.283618 nChanged 17 SP:Iteration 74Q (36202.530000 sec): 3 clusters Score: Raw -3863334.118831 + Penalty 3364.839481 = -3859969.279351 nChanged 13 SP:Iteration 75Q (36202.970000 sec): 3 clusters Score: Raw -3863334.846181 + Penalty 3364.839481 = -3859970.006700 nChanged 13 SP:Iteration 76Q (36203.320000 sec): 3 clusters Score: Raw -3863335.622121 + Penalty 3364.839481 = -3859970.782640 nChanged 11 SP:Iteration 77Q (36203.750000 sec): 3 clusters Score: Raw -3863336.528473 + Penalty 3364.839481 = -3859971.688992 nChanged 14 SP:Iteration 78Q (36204.130000 sec): 3 clusters Score: Raw -3863337.791525 + Penalty 3364.839481 = -3859972.952045 nChanged 20 SP:Iteration 79Q (36204.440000 sec): 3 clusters Score: Raw -3863339.198717 + Penalty 3364.839481 = -3859974.359236 nChanged 13 SP:Iteration 80F (36204.830000 sec): 3 clusters Score: Raw -3863340.421050 + Penalty 3364.839481 = -3859975.581570 nChanged 20 SP:Iteration 81Q (36205.140000 sec): 3 clusters Score: Raw -3863342.079485 + Penalty 3364.839481 = -3859977.240004 nChanged 28 SP:Iteration 82Q (36205.450000 sec): 3 clusters Score: Raw -3863344.193063 + Penalty 3364.839481 = -3859979.353583 nChanged 28 SP:Iteration 83Q (36205.840000 sec): 3 clusters Score: Raw -3863346.396801 + Penalty 3364.839481 = -3859981.557320 nChanged 27 SP:Iteration 84Q (36206.210000 sec): 3 clusters Score: Raw -3863348.306934 + Penalty 3364.839481 = -3859983.467454 nChanged 17 SP:Iteration 85Q (36206.510000 sec): 3 clusters Score: Raw -3863349.400202 + Penalty 3364.839481 = -3859984.560722 nChanged 15 SP:Iteration 86Q (36206.880000 sec): 3 clusters Score: Raw -3863350.434898 + Penalty 3364.839481 = -3859985.595418 nChanged 14 SP:Iteration 87Q (36207.190000 sec): 3 clusters Score: Raw -3863351.389539 + Penalty 3364.839481 = -3859986.550058 nChanged 8 SP:Iteration 88Q (36207.550000 sec): 3 clusters Score: Raw -3863351.853562 + Penalty 3364.839481 = -3859987.014082 nChanged 8 SP:Iteration 89Q (36207.880000 sec): 3 clusters Score: Raw -3863352.281661 + Penalty 3364.839481 = -3859987.442180 nChanged 9 SP:Iteration 90Q (36208.230000 sec): 3 clusters Score: Raw -3863352.776920 + Penalty 3364.839481 = -3859987.937440 nChanged 12 SP:Iteration 91Q (36208.550000 sec): 3 clusters Score: Raw -3863353.661677 + Penalty 3364.839481 = -3859988.822197 nChanged 10 SP:Iteration 92Q (36208.890000 sec): 3 clusters Score: Raw -3863354.170705 + Penalty 3364.839481 = -3859989.331225 nChanged 9 SP:Iteration 93Q (36209.210000 sec): 3 clusters Score: Raw -3863354.529144 + Penalty 3364.839481 = -3859989.689663 nChanged 6 SP:Iteration 94Q (36209.520000 sec): 3 clusters Score: Raw -3863354.856880 + Penalty 3364.839481 = -3859990.017400 nChanged 10 SP:Iteration 95Q (36209.860000 sec): 3 clusters Score: Raw -3863355.323817 + Penalty 3364.839481 = -3859990.484336 nChanged 8 SP:Iteration 96Q (36210.250000 sec): 3 clusters Score: Raw -3863355.906496 + Penalty 3364.839481 = -3859991.067015 nChanged 11 SP:Iteration 97Q (36210.620000 sec): 3 clusters Score: Raw -3863356.648846 + Penalty 3364.839481 = -3859991.809365 nChanged 7 SP:Iteration 98Q (36210.950000 sec): 3 clusters Score: Raw -3863356.951924 + Penalty 3364.839481 = -3859992.112444 nChanged 4 SP:Iteration 99Q (36211.290000 sec): 3 clusters Score: Raw -3863357.153142 + Penalty 3364.839481 = -3859992.313661 nChanged 6 SP:Iteration 100F (36211.700000 sec): 3 clusters Score: Raw -3863357.411664 + Penalty 3364.839481 = -3859992.572183 nChanged 5 SP:Iteration 101Q (36212.010000 sec): 3 clusters Score: Raw -3863357.712269 + Penalty 3364.839481 = -3859992.872788 nChanged 5 SP:Iteration 102Q (36212.350000 sec): 3 clusters Score: Raw -3863357.913649 + Penalty 3364.839481 = -3859993.074168 nChanged 8 SP:Iteration 103Q (36212.730000 sec): 3 clusters Score: Raw -3863358.382317 + Penalty 3364.839481 = -3859993.542836 nChanged 5 SP:Iteration 104Q (36213.110000 sec): 3 clusters Score: Raw -3863358.685642 + Penalty 3364.839481 = -3859993.846161 nChanged 9 SP:Iteration 105Q (36213.450000 sec): 3 clusters Score: Raw -3863359.372412 + Penalty 3364.839481 = -3859994.532931 nChanged 13 SP:Iteration 106Q (36213.810000 sec): 3 clusters Score: Raw -3863360.182860 + Penalty 3364.839481 = -3859995.343380 nChanged 10 SP:Iteration 107Q (36214.140000 sec): 3 clusters Score: Raw -3863361.005890 + Penalty 3364.839481 = -3859996.166409 nChanged 21 SP:Iteration 108Q (36214.490000 sec): 3 clusters Score: Raw -3863362.775282 + Penalty 3364.839481 = -3859997.935801 nChanged 21 SP:Iteration 109Q (36214.870000 sec): 3 clusters Score: Raw -3863364.344606 + Penalty 3364.839481 = -3859999.505126 nChanged 18 SP:Iteration 110Q (36215.270000 sec): 3 clusters Score: Raw -3863365.851956 + Penalty 3364.839481 = -3860001.012476 nChanged 16 SP:Iteration 111Q (36215.600000 sec): 3 clusters Score: Raw -3863366.815755 + Penalty 3364.839481 = -3860001.976274 nChanged 21 SP:Iteration 112Q (36215.900000 sec): 3 clusters Score: Raw -3863368.406884 + Penalty 3364.839481 = -3860003.567404 nChanged 18 SP:Iteration 113Q (36216.260000 sec): 3 clusters Score: Raw -3863370.209655 + Penalty 3364.839481 = -3860005.370174 nChanged 21 SP:Iteration 114Q (36216.560000 sec): 3 clusters Score: Raw -3863372.243860 + Penalty 3364.839481 = -3860007.404379 nChanged 23 SP:Iteration 115Q (36216.840000 sec): 3 clusters Score: Raw -3863374.269478 + Penalty 3364.839481 = -3860009.429998 nChanged 28 SP:Iteration 116Q (36217.190000 sec): 3 clusters Score: Raw -3863376.526281 + Penalty 3364.839481 = -3860011.686801 nChanged 20 SP:Iteration 117Q (36217.540000 sec): 3 clusters Score: Raw -3863377.694417 + Penalty 3364.839481 = -3860012.854936 nChanged 19 SP:Iteration 118Q (36217.870000 sec): 3 clusters Score: Raw -3863378.992201 + Penalty 3364.839481 = -3860014.152720 nChanged 14 SP:Iteration 119Q (36218.210000 sec): 3 clusters Score: Raw -3863379.863449 + Penalty 3364.839481 = -3860015.023969 nChanged 8 SP:Iteration 120F (36218.530000 sec): 3 clusters Score: Raw -3863380.400670 + Penalty 3364.839481 = -3860015.561190 nChanged 9 SP:Iteration 121Q (36218.870000 sec): 3 clusters Score: Raw -3863380.804305 + Penalty 3364.839481 = -3860015.964824 nChanged 5 SP:Iteration 122Q (36219.240000 sec): 3 clusters Score: Raw -3863380.991626 + Penalty 3364.839481 = -3860016.152145 nChanged 3 SP:Iteration 123Q (36219.540000 sec): 3 clusters Score: Raw -3863381.189554 + Penalty 3364.839481 = -3860016.350074 nChanged 4 SP:Iteration 124Q (36219.910000 sec): 3 clusters Score: Raw -3863381.609554 + Penalty 3364.839481 = -3860016.770073 nChanged 5 SP:Iteration 125Q (36220.260000 sec): 3 clusters Score: Raw -3863381.854430 + Penalty 3364.839481 = -3860017.014949 nChanged 4 SP:Iteration 126Q (36220.670000 sec): 3 clusters Score: Raw -3863382.091213 + Penalty 3364.839481 = -3860017.251733 nChanged 3 SP:Iteration 127Q (36220.980000 sec): 3 clusters Score: Raw -3863382.229648 + Penalty 3364.839481 = -3860017.390168 nChanged 3 SP:Iteration 128Q (36221.290000 sec): 3 clusters Score: Raw -3863382.408649 + Penalty 3364.839481 = -3860017.569169 nChanged 2 SP:Iteration 129Q (36221.650000 sec): 3 clusters Score: Raw -3863382.542591 + Penalty 3364.839481 = -3860017.703110 nChanged 4 SP:Iteration 130Q (36221.970000 sec): 3 clusters Score: Raw -3863382.738436 + Penalty 3364.839481 = -3860017.898955 nChanged 6 SP:Iteration 131Q (36222.340000 sec): 3 clusters Score: Raw -3863383.109188 + Penalty 3364.839481 = -3860018.269707 nChanged 10 SP:Iteration 132Q (36222.700000 sec): 3 clusters Score: Raw -3863383.676243 + Penalty 3364.839481 = -3860018.836762 nChanged 9 SP:Iteration 133Q (36223.030000 sec): 3 clusters Score: Raw -3863384.179306 + Penalty 3364.839481 = -3860019.339826 nChanged 8 SP:Iteration 134Q (36223.340000 sec): 3 clusters Score: Raw -3863384.875009 + Penalty 3364.839481 = -3860020.035528 nChanged 11 SP:Iteration 135Q (36223.660000 sec): 3 clusters Score: Raw -3863385.490421 + Penalty 3364.839481 = -3860020.650940 nChanged 9 SP:Iteration 136Q (36224.030000 sec): 3 clusters Score: Raw -3863385.954909 + Penalty 3364.839481 = -3860021.115429 nChanged 10 SP:Iteration 137Q (36224.320000 sec): 3 clusters Score: Raw -3863386.586407 + Penalty 3364.839481 = -3860021.746927 nChanged 12 SP:Iteration 138Q (36224.710000 sec): 3 clusters Score: Raw -3863387.658399 + Penalty 3364.839481 = -3860022.818919 nChanged 16 SP:Iteration 139Q (36225.040000 sec): 3 clusters Score: Raw -3863388.712545 + Penalty 3364.839481 = -3860023.873065 nChanged 12 SP:Iteration 140F (36225.420000 sec): 3 clusters Score: Raw -3863389.450923 + Penalty 3364.839481 = -3860024.611443 nChanged 13 SP:Iteration 141Q (36225.780000 sec): 3 clusters Score: Raw -3863390.065899 + Penalty 3364.839481 = -3860025.226419 nChanged 11 SP:Iteration 142Q (36226.180000 sec): 3 clusters Score: Raw -3863390.571897 + Penalty 3364.839481 = -3860025.732417 nChanged 9 SP:Iteration 143Q (36226.550000 sec): 3 clusters Score: Raw -3863391.045371 + Penalty 3364.839481 = -3860026.205890 nChanged 12 SP:Iteration 144Q (36226.960000 sec): 3 clusters Score: Raw -3863391.757751 + Penalty 3364.839481 = -3860026.918270 nChanged 13 SP:Iteration 145Q (36227.310000 sec): 3 clusters Score: Raw -3863392.757696 + Penalty 3364.839481 = -3860027.918215 nChanged 20 SP:Iteration 146Q (36227.650000 sec): 3 clusters Score: Raw -3863394.129678 + Penalty 3364.839481 = -3860029.290198 nChanged 20 SP:Iteration 147Q (36228.010000 sec): 3 clusters Score: Raw -3863395.954600 + Penalty 3364.839481 = -3860031.115120 nChanged 16 SP:Iteration 148Q (36228.340000 sec): 3 clusters Score: Raw -3863397.331215 + Penalty 3364.839481 = -3860032.491734 nChanged 17 SP:Iteration 149Q (36228.660000 sec): 3 clusters Score: Raw -3863398.450115 + Penalty 3364.839481 = -3860033.610635 nChanged 12 SP:Iteration 150Q (36229.000000 sec): 3 clusters Score: Raw -3863399.009075 + Penalty 3364.839481 = -3860034.169594 nChanged 10 SP:Iteration 151Q (36229.310000 sec): 3 clusters Score: Raw -3863399.562825 + Penalty 3364.839481 = -3860034.723345 nChanged 8 SP:Iteration 152Q (36229.660000 sec): 3 clusters Score: Raw -3863399.995315 + Penalty 3364.839481 = -3860035.155834 nChanged 14 SP:Iteration 153Q (36229.910000 sec): 3 clusters Score: Raw -3863401.058845 + Penalty 3364.839481 = -3860036.219365 nChanged 10 SP:Iteration 154Q (36230.280000 sec): 3 clusters Score: Raw -3863401.643229 + Penalty 3364.839481 = -3860036.803748 nChanged 16 SP:Iteration 155Q (36230.610000 sec): 3 clusters Score: Raw -3863403.544126 + Penalty 3364.839481 = -3860038.704646 nChanged 19 SP:Iteration 156Q (36230.940000 sec): 3 clusters Score: Raw -3863404.870775 + Penalty 3364.839481 = -3860040.031295 nChanged 15 SP:Iteration 157Q (36231.280000 sec): 3 clusters Score: Raw -3863405.991743 + Penalty 3364.839481 = -3860041.152262 nChanged 12 SP:Iteration 158Q (36231.650000 sec): 3 clusters Score: Raw -3863406.989769 + Penalty 3364.839481 = -3860042.150288 nChanged 15 SP:Iteration 159Q (36232.010000 sec): 3 clusters Score: Raw -3863408.136485 + Penalty 3364.839481 = -3860043.297004 nChanged 7 SP:Iteration 160F (36232.390000 sec): 3 clusters Score: Raw -3863408.473162 + Penalty 3364.839481 = -3860043.633681 nChanged 3 SP:Iteration 161Q (36232.730000 sec): 3 clusters Score: Raw -3863408.661372 + Penalty 3364.839481 = -3860043.821891 nChanged 5 SP:Iteration 162Q (36233.130000 sec): 3 clusters Score: Raw -3863408.890205 + Penalty 3364.839481 = -3860044.050724 nChanged 3 SP:Iteration 163Q (36233.470000 sec): 3 clusters Score: Raw -3863409.099376 + Penalty 3364.839481 = -3860044.259895 nChanged 4 SP:Iteration 164Q (36233.790000 sec): 3 clusters Score: Raw -3863409.329397 + Penalty 3364.839481 = -3860044.489916 nChanged 4 SP:Iteration 165Q (36234.110000 sec): 3 clusters Score: Raw -3863409.606014 + Penalty 3364.839481 = -3860044.766534 nChanged 4 SP:Iteration 166Q (36234.430000 sec): 3 clusters Score: Raw -3863409.787087 + Penalty 3364.839481 = -3860044.947606 nChanged 6 SP:Iteration 167Q (36234.740000 sec): 3 clusters Score: Raw -3863410.229792 + Penalty 3364.839481 = -3860045.390311 nChanged 11 SP:Iteration 168Q (36235.070000 sec): 3 clusters Score: Raw -3863410.727016 + Penalty 3364.839481 = -3860045.887535 nChanged 6 SP:Iteration 169Q (36235.360000 sec): 3 clusters Score: Raw -3863411.026486 + Penalty 3364.839481 = -3860046.187005 nChanged 5 SP:Iteration 170Q (36235.670000 sec): 3 clusters Score: Raw -3863411.326533 + Penalty 3364.839481 = -3860046.487053 nChanged 5 SP:Iteration 171Q (36236.020000 sec): 3 clusters Score: Raw -3863411.561311 + Penalty 3364.839481 = -3860046.721830 nChanged 4 SP:Iteration 172Q (36236.320000 sec): 3 clusters Score: Raw -3863411.714413 + Penalty 3364.839481 = -3860046.874933 nChanged 6 SP:Iteration 173Q (36236.640000 sec): 3 clusters Score: Raw -3863411.848017 + Penalty 3364.839481 = -3860047.008536 nChanged 2 SP:Iteration 174Q (36236.990000 sec): 3 clusters Score: Raw -3863411.932655 + Penalty 3364.839481 = -3860047.093174 nChanged 3 SP:Iteration 175Q (36237.290000 sec): 3 clusters Score: Raw -3863412.030157 + Penalty 3364.839481 = -3860047.190676 nChanged 2 SP:Iteration 176Q (36237.640000 sec): 3 clusters Score: Raw -3863412.149121 + Penalty 3364.839481 = -3860047.309640 nChanged 1 SP:Iteration 177Q (36237.930000 sec): 3 clusters Score: Raw -3863412.232265 + Penalty 3364.839481 = -3860047.392784 nChanged 1 SP:Iteration 178Q (36238.250000 sec): 3 clusters Score: Raw -3863412.301885 + Penalty 3364.839481 = -3860047.462404 nChanged 3 SP:Iteration 179Q (36238.600000 sec): 3 clusters Score: Raw -3863412.494704 + Penalty 3364.839481 = -3860047.655224 nChanged 4 SP:Iteration 180F (36238.980000 sec): 3 clusters Score: Raw -3863412.670058 + Penalty 3364.839481 = -3860047.830577 nChanged 1 SP:Iteration 181Q (36239.320000 sec): 3 clusters Score: Raw -3863412.701465 + Penalty 3364.839481 = -3860047.861985 nChanged 1 SP:Iteration 182Q (36239.670000 sec): 3 clusters Score: Raw -3863412.729150 + Penalty 3364.839481 = -3860047.889670 nChanged 0 SP:Iteration 183F (36240.040000 sec): 3 clusters Score: Raw -3863412.729150 + Penalty 3364.839481 = -3860047.889670 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (49231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36240.340000 sec): 2 clusters Score: Raw -6032368.569137 + Penalty 1755.695303 = -6030612.873835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36240.790000 sec): 3 clusters Score: Raw -6001234.101500 + Penalty 3511.390605 = -5997722.710894 nChanged 23061 SP:Iteration 1F (36241.250000 sec): 3 clusters Score: Raw -6014178.780001 + Penalty 3511.390605 = -6010667.389396 nChanged 1727 SP:Iteration 2Q (36241.660000 sec): 3 clusters Score: Raw -6014599.221964 + Penalty 3511.390605 = -6011087.831359 nChanged 1804 SP:Iteration 3Q (36242.110000 sec): 3 clusters Score: Raw -6015126.947256 + Penalty 3511.390605 = -6011615.556650 nChanged 2107 SP:Iteration 4Q (36242.560000 sec): 3 clusters Score: Raw -6015943.012133 + Penalty 3511.390605 = -6012431.621528 nChanged 2724 SP:Iteration 5F (36242.970000 sec): 3 clusters Score: Raw -6017339.375751 + Penalty 3511.390605 = -6013827.985146 nChanged 3520 SP:Iteration 6F (36243.370000 sec): 3 clusters Score: Raw -6019751.693343 + Penalty 3511.390605 = -6016240.302738 nChanged 4282 SP:Iteration 7F (36243.820000 sec): 3 clusters Score: Raw -6023537.461059 + Penalty 3511.390605 = -6020026.070454 nChanged 4233 SP:Iteration 8F (36244.150000 sec): 3 clusters Score: Raw -6027920.212378 + Penalty 3511.390605 = -6024408.821773 nChanged 2866 SP:Iteration 9F (36244.580000 sec): 3 clusters Score: Raw -6030979.312073 + Penalty 3511.390605 = -6027467.921468 nChanged 1117 SP:Iteration 10Q (36245.020000 sec): 3 clusters Score: Raw -6032135.543016 + Penalty 3511.390605 = -6028624.152411 nChanged 229 SP:Iteration 11Q (36245.430000 sec): 3 clusters Score: Raw -6032410.570084 + Penalty 3511.390605 = -6028899.179479 nChanged 51 SP:Iteration 12Q (36245.800000 sec): 3 clusters Score: Raw -6032491.713287 + Penalty 3511.390605 = -6028980.322681 nChanged 15 SP:Iteration 13Q (36246.250000 sec): 3 clusters Score: Raw -6032528.442577 + Penalty 3511.390605 = -6029017.051972 nChanged 7 SP:Iteration 14Q (36246.660000 sec): 3 clusters Score: Raw -6032543.064602 + Penalty 3511.390605 = -6029031.673997 nChanged 3 SP:Iteration 15Q (36247.040000 sec): 3 clusters Score: Raw -6032547.267480 + Penalty 3511.390605 = -6029035.876875 nChanged 0 SP:Iteration 16F (36247.530000 sec): 3 clusters Score: Raw -6032547.267480 + Penalty 3511.390605 = -6029035.876875 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36247.660000 sec): 2 clusters Score: Raw -208459.188324 + Penalty 1219.999638 = -207239.188687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36247.850000 sec): 3 clusters Score: Raw -207763.706654 + Penalty 2439.999275 = -205323.707378 nChanged 618 SP:Iteration 1F (36248.030000 sec): 3 clusters Score: Raw -208234.862453 + Penalty 2439.999275 = -205794.863178 nChanged 151 SP:Iteration 2F (36248.200000 sec): 3 clusters Score: Raw -208406.335124 + Penalty 2439.999275 = -205966.335849 nChanged 126 SP:Iteration 3F (36248.420000 sec): 3 clusters Score: Raw -208547.924191 + Penalty 2439.999275 = -206107.924916 nChanged 105 SP:Iteration 4F (36248.600000 sec): 3 clusters Score: Raw -208661.719962 + Penalty 2439.999275 = -206221.720687 nChanged 98 SP:Iteration 5F (36248.770000 sec): 3 clusters Score: Raw -208780.312570 + Penalty 2439.999275 = -206340.313294 nChanged 77 SP:Iteration 6Q (36248.960000 sec): 3 clusters Score: Raw -208931.687964 + Penalty 2439.999275 = -206491.688689 nChanged 95 SP:Iteration 7F (36249.150000 sec): 3 clusters Score: Raw -209046.283118 + Penalty 2439.999275 = -206606.283843 nChanged 83 SP:Iteration 8Q (36249.300000 sec): 3 clusters Score: Raw -209139.115887 + Penalty 2439.999275 = -206699.116612 nChanged 60 SP:Iteration 9Q (36249.470000 sec): 3 clusters Score: Raw -209206.925101 + Penalty 2439.999275 = -206766.925826 nChanged 44 SP:Iteration 10Q (36249.690000 sec): 3 clusters Score: Raw -209245.946871 + Penalty 2439.999275 = -206805.947596 nChanged 20 SP:Iteration 11Q (36249.900000 sec): 3 clusters Score: Raw -209268.389509 + Penalty 2439.999275 = -206828.390233 nChanged 16 SP:Iteration 12Q (36250.090000 sec): 3 clusters Score: Raw -209279.293190 + Penalty 2439.999275 = -206839.293914 nChanged 13 SP:Iteration 13Q (36250.260000 sec): 3 clusters Score: Raw -209289.499559 + Penalty 2439.999275 = -206849.500284 nChanged 13 SP:Iteration 14Q (36250.420000 sec): 3 clusters Score: Raw -209294.928751 + Penalty 2439.999275 = -206854.929475 nChanged 2 SP:Iteration 15Q (36250.590000 sec): 3 clusters Score: Raw -209296.756650 + Penalty 2439.999275 = -206856.757374 nChanged 2 SP:Iteration 16Q (36250.770000 sec): 3 clusters Score: Raw -209298.010577 + Penalty 2439.999275 = -206858.011302 nChanged 2 SP:Iteration 17Q (36250.930000 sec): 3 clusters Score: Raw -209300.997681 + Penalty 2439.999275 = -206860.998405 nChanged 3 SP:Iteration 18Q (36251.140000 sec): 3 clusters Score: Raw -209303.085983 + Penalty 2439.999275 = -206863.086708 nChanged 2 SP:Iteration 19Q (36251.310000 sec): 3 clusters Score: Raw -209304.252728 + Penalty 2439.999275 = -206864.253453 nChanged 2 SP:Iteration 20F (36251.490000 sec): 3 clusters Score: Raw -209305.311898 + Penalty 2439.999275 = -206865.312623 nChanged 2 SP:Iteration 21Q (36251.700000 sec): 3 clusters Score: Raw -209307.342924 + Penalty 2439.999275 = -206867.343649 nChanged 2 SP:Iteration 22Q (36251.900000 sec): 3 clusters Score: Raw -209308.520594 + Penalty 2439.999275 = -206868.521319 nChanged 2 SP:Iteration 23Q (36252.080000 sec): 3 clusters Score: Raw -209309.244502 + Penalty 2439.999275 = -206869.245226 nChanged 0 SP:Iteration 24F (36252.260000 sec): 3 clusters Score: Raw -209309.244502 + Penalty 2439.999275 = -206869.245226 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36252.420000 sec): 2 clusters Score: Raw -1471702.377716 + Penalty 1520.742517 = -1470181.635199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36252.730000 sec): 3 clusters Score: Raw -1465090.393839 + Penalty 3041.485034 = -1462048.908805 nChanged 5052 SP:Iteration 1F (36252.990000 sec): 3 clusters Score: Raw -1467812.582898 + Penalty 3041.485034 = -1464771.097864 nChanged 628 SP:Iteration 2F (36253.250000 sec): 3 clusters Score: Raw -1468055.585760 + Penalty 3041.485034 = -1465014.100726 nChanged 498 SP:Iteration 3Q (36253.520000 sec): 3 clusters Score: Raw -1468257.492373 + Penalty 3041.485034 = -1465216.007339 nChanged 456 SP:Iteration 4Q (36253.810000 sec): 3 clusters Score: Raw -1468436.123338 + Penalty 3041.485034 = -1465394.638304 nChanged 451 SP:Iteration 5Q (36254.070000 sec): 3 clusters Score: Raw -1468611.544587 + Penalty 3041.485034 = -1465570.059553 nChanged 452 SP:Iteration 6Q (36254.370000 sec): 3 clusters Score: Raw -1468821.308117 + Penalty 3041.485034 = -1465779.823082 nChanged 490 SP:Iteration 7Q (36254.600000 sec): 3 clusters Score: Raw -1469060.673130 + Penalty 3041.485034 = -1466019.188095 nChanged 511 SP:Iteration 8Q (36254.840000 sec): 3 clusters Score: Raw -1469343.247282 + Penalty 3041.485034 = -1466301.762248 nChanged 555 SP:Iteration 9Q (36255.100000 sec): 3 clusters Score: Raw -1469709.578442 + Penalty 3041.485034 = -1466668.093407 nChanged 604 SP:Iteration 10F (36255.290000 sec): 3 clusters Score: Raw -1470151.875345 + Penalty 3041.485034 = -1467110.390311 nChanged 593 SP:Iteration 11F (36255.550000 sec): 3 clusters Score: Raw -1470599.743093 + Penalty 3041.485034 = -1467558.258058 nChanged 518 SP:Iteration 12Q (36255.830000 sec): 3 clusters Score: Raw -1470962.364556 + Penalty 3041.485034 = -1467920.879522 nChanged 399 SP:Iteration 13Q (36256.050000 sec): 3 clusters Score: Raw -1471197.262840 + Penalty 3041.485034 = -1468155.777806 nChanged 292 SP:Iteration 14Q (36256.280000 sec): 3 clusters Score: Raw -1471330.630967 + Penalty 3041.485034 = -1468289.145933 nChanged 223 SP:Iteration 15Q (36256.570000 sec): 3 clusters Score: Raw -1471430.905544 + Penalty 3041.485034 = -1468389.420510 nChanged 167 SP:Iteration 16Q (36256.790000 sec): 3 clusters Score: Raw -1471501.214629 + Penalty 3041.485034 = -1468459.729595 nChanged 149 SP:Iteration 17Q (36257.040000 sec): 3 clusters Score: Raw -1471555.758011 + Penalty 3041.485034 = -1468514.272977 nChanged 121 SP:Iteration 18Q (36257.300000 sec): 3 clusters Score: Raw -1471595.624130 + Penalty 3041.485034 = -1468554.139095 nChanged 94 SP:Iteration 19Q (36257.560000 sec): 3 clusters Score: Raw -1471621.227721 + Penalty 3041.485034 = -1468579.742687 nChanged 74 SP:Iteration 20F (36257.790000 sec): 3 clusters Score: Raw -1471641.494765 + Penalty 3041.485034 = -1468600.009731 nChanged 73 SP:Iteration 21Q (36258.140000 sec): 3 clusters Score: Raw -1471660.614195 + Penalty 3041.485034 = -1468619.129161 nChanged 81 SP:Iteration 22Q (36258.360000 sec): 3 clusters Score: Raw -1471683.854270 + Penalty 3041.485034 = -1468642.369236 nChanged 70 SP:Iteration 23Q (36258.620000 sec): 3 clusters Score: Raw -1471702.100051 + Penalty 3041.485034 = -1468660.615017 nChanged 59 SP:Iteration 24Q (36258.890000 sec): 3 clusters Score: Raw -1471717.786499 + Penalty 3041.485034 = -1468676.301465 nChanged 56 SP:Iteration 25Q (36259.190000 sec): 3 clusters Score: Raw -1471733.701260 + Penalty 3041.485034 = -1468692.216226 nChanged 58 SP:Iteration 26Q (36259.420000 sec): 3 clusters Score: Raw -1471748.344862 + Penalty 3041.485034 = -1468706.859828 nChanged 48 SP:Iteration 27Q (36259.670000 sec): 3 clusters Score: Raw -1471758.467795 + Penalty 3041.485034 = -1468716.982760 nChanged 47 SP:Iteration 28Q (36259.930000 sec): 3 clusters Score: Raw -1471767.462991 + Penalty 3041.485034 = -1468725.977956 nChanged 35 SP:Iteration 29Q (36260.150000 sec): 3 clusters Score: Raw -1471773.976717 + Penalty 3041.485034 = -1468732.491682 nChanged 36 SP:Iteration 30Q (36260.380000 sec): 3 clusters Score: Raw -1471779.540617 + Penalty 3041.485034 = -1468738.055582 nChanged 30 SP:Iteration 31Q (36260.620000 sec): 3 clusters Score: Raw -1471785.426633 + Penalty 3041.485034 = -1468743.941599 nChanged 29 SP:Iteration 32Q (36260.860000 sec): 3 clusters Score: Raw -1471791.245183 + Penalty 3041.485034 = -1468749.760149 nChanged 35 SP:Iteration 33Q (36261.110000 sec): 3 clusters Score: Raw -1471798.833360 + Penalty 3041.485034 = -1468757.348326 nChanged 41 SP:Iteration 34Q (36261.360000 sec): 3 clusters Score: Raw -1471809.301759 + Penalty 3041.485034 = -1468767.816725 nChanged 43 SP:Iteration 35Q (36261.610000 sec): 3 clusters Score: Raw -1471818.957252 + Penalty 3041.485034 = -1468777.472218 nChanged 33 SP:Iteration 36Q (36261.850000 sec): 3 clusters Score: Raw -1471826.902011 + Penalty 3041.485034 = -1468785.416977 nChanged 34 SP:Iteration 37Q (36262.050000 sec): 3 clusters Score: Raw -1471834.678104 + Penalty 3041.485034 = -1468793.193069 nChanged 32 SP:Iteration 38Q (36262.300000 sec): 3 clusters Score: Raw -1471840.758345 + Penalty 3041.485034 = -1468799.273310 nChanged 26 SP:Iteration 39Q (36262.540000 sec): 3 clusters Score: Raw -1471847.039070 + Penalty 3041.485034 = -1468805.554035 nChanged 34 SP:Iteration 40F (36262.810000 sec): 3 clusters Score: Raw -1471853.248716 + Penalty 3041.485034 = -1468811.763681 nChanged 22 SP:Iteration 41Q (36263.010000 sec): 3 clusters Score: Raw -1471856.851188 + Penalty 3041.485034 = -1468815.366154 nChanged 22 SP:Iteration 42Q (36263.250000 sec): 3 clusters Score: Raw -1471861.469753 + Penalty 3041.485034 = -1468819.984719 nChanged 19 SP:Iteration 43Q (36263.510000 sec): 3 clusters Score: Raw -1471865.930509 + Penalty 3041.485034 = -1468824.445474 nChanged 24 SP:Iteration 44Q (36263.740000 sec): 3 clusters Score: Raw -1471869.859566 + Penalty 3041.485034 = -1468828.374532 nChanged 17 SP:Iteration 45Q (36263.990000 sec): 3 clusters Score: Raw -1471872.795282 + Penalty 3041.485034 = -1468831.310248 nChanged 17 SP:Iteration 46Q (36264.270000 sec): 3 clusters Score: Raw -1471875.730427 + Penalty 3041.485034 = -1468834.245393 nChanged 14 SP:Iteration 47Q (36264.480000 sec): 3 clusters Score: Raw -1471877.719397 + Penalty 3041.485034 = -1468836.234363 nChanged 12 SP:Iteration 48Q (36264.730000 sec): 3 clusters Score: Raw -1471879.534878 + Penalty 3041.485034 = -1468838.049844 nChanged 14 SP:Iteration 49Q (36264.980000 sec): 3 clusters Score: Raw -1471882.663146 + Penalty 3041.485034 = -1468841.178111 nChanged 16 SP:Iteration 50Q (36265.250000 sec): 3 clusters Score: Raw -1471885.869457 + Penalty 3041.485034 = -1468844.384423 nChanged 16 SP:Iteration 51Q (36265.490000 sec): 3 clusters Score: Raw -1471889.471560 + Penalty 3041.485034 = -1468847.986526 nChanged 18 SP:Iteration 52Q (36265.820000 sec): 3 clusters Score: Raw -1471893.025337 + Penalty 3041.485034 = -1468851.540303 nChanged 15 SP:Iteration 53Q (36266.040000 sec): 3 clusters Score: Raw -1471895.807689 + Penalty 3041.485034 = -1468854.322655 nChanged 14 SP:Iteration 54Q (36266.280000 sec): 3 clusters Score: Raw -1471898.590373 + Penalty 3041.485034 = -1468857.105338 nChanged 16 SP:Iteration 55Q (36266.530000 sec): 3 clusters Score: Raw -1471902.007355 + Penalty 3041.485034 = -1468860.522321 nChanged 12 SP:Iteration 56Q (36266.750000 sec): 3 clusters Score: Raw -1471903.855511 + Penalty 3041.485034 = -1468862.370477 nChanged 12 SP:Iteration 57Q (36266.970000 sec): 3 clusters Score: Raw -1471905.475252 + Penalty 3041.485034 = -1468863.990218 nChanged 8 SP:Iteration 58Q (36267.190000 sec): 3 clusters Score: Raw -1471906.571384 + Penalty 3041.485034 = -1468865.086349 nChanged 9 SP:Iteration 59Q (36267.470000 sec): 3 clusters Score: Raw -1471907.825783 + Penalty 3041.485034 = -1468866.340749 nChanged 6 SP:Iteration 60F (36267.690000 sec): 3 clusters Score: Raw -1471908.786254 + Penalty 3041.485034 = -1468867.301219 nChanged 2 SP:Iteration 61Q (36267.920000 sec): 3 clusters Score: Raw -1471909.183807 + Penalty 3041.485034 = -1468867.698773 nChanged 2 SP:Iteration 62Q (36268.160000 sec): 3 clusters Score: Raw -1471909.344557 + Penalty 3041.485034 = -1468867.859522 nChanged 2 SP:Iteration 63Q (36268.380000 sec): 3 clusters Score: Raw -1471909.909972 + Penalty 3041.485034 = -1468868.424937 nChanged 5 SP:Iteration 64Q (36268.590000 sec): 3 clusters Score: Raw -1471910.491209 + Penalty 3041.485034 = -1468869.006175 nChanged 5 SP:Iteration 65Q (36268.850000 sec): 3 clusters Score: Raw -1471911.312202 + Penalty 3041.485034 = -1468869.827168 nChanged 7 SP:Iteration 66Q (36269.030000 sec): 3 clusters Score: Raw -1471912.949461 + Penalty 3041.485034 = -1468871.464427 nChanged 8 SP:Iteration 67Q (36269.330000 sec): 3 clusters Score: Raw -1471914.084098 + Penalty 3041.485034 = -1468872.599064 nChanged 5 SP:Iteration 68Q (36269.550000 sec): 3 clusters Score: Raw -1471915.155586 + Penalty 3041.485034 = -1468873.670552 nChanged 10 SP:Iteration 69Q (36269.830000 sec): 3 clusters Score: Raw -1471917.376157 + Penalty 3041.485034 = -1468875.891123 nChanged 9 SP:Iteration 70Q (36270.080000 sec): 3 clusters Score: Raw -1471919.280299 + Penalty 3041.485034 = -1468877.795265 nChanged 19 SP:Iteration 71Q (36270.310000 sec): 3 clusters Score: Raw -1471923.597330 + Penalty 3041.485034 = -1468882.112295 nChanged 22 SP:Iteration 72Q (36270.620000 sec): 3 clusters Score: Raw -1471927.719996 + Penalty 3041.485034 = -1468886.234962 nChanged 17 SP:Iteration 73Q (36270.840000 sec): 3 clusters Score: Raw -1471931.594824 + Penalty 3041.485034 = -1468890.109790 nChanged 19 SP:Iteration 74Q (36271.060000 sec): 3 clusters Score: Raw -1471935.500147 + Penalty 3041.485034 = -1468894.015113 nChanged 21 SP:Iteration 75Q (36271.430000 sec): 3 clusters Score: Raw -1471941.477112 + Penalty 3041.485034 = -1468899.992078 nChanged 26 SP:Iteration 76Q (36271.720000 sec): 3 clusters Score: Raw -1471948.996592 + Penalty 3041.485034 = -1468907.511558 nChanged 29 SP:Iteration 77Q (36271.910000 sec): 3 clusters Score: Raw -1471956.498638 + Penalty 3041.485034 = -1468915.013604 nChanged 28 SP:Iteration 78Q (36272.150000 sec): 3 clusters Score: Raw -1471964.567637 + Penalty 3041.485034 = -1468923.082602 nChanged 33 SP:Iteration 79Q (36272.490000 sec): 3 clusters Score: Raw -1471973.633897 + Penalty 3041.485034 = -1468932.148863 nChanged 20 SP:Iteration 80F (36272.710000 sec): 3 clusters Score: Raw -1471980.172684 + Penalty 3041.485034 = -1468938.687650 nChanged 30 SP:Iteration 81Q (36272.930000 sec): 3 clusters Score: Raw -1471989.944822 + Penalty 3041.485034 = -1468948.459788 nChanged 26 SP:Iteration 82Q (36273.160000 sec): 3 clusters Score: Raw -1471997.618134 + Penalty 3041.485034 = -1468956.133100 nChanged 22 SP:Iteration 83Q (36273.510000 sec): 3 clusters Score: Raw -1472005.513304 + Penalty 3041.485034 = -1468964.028270 nChanged 26 SP:Iteration 84Q (36273.740000 sec): 3 clusters Score: Raw -1472014.216056 + Penalty 3041.485034 = -1468972.731022 nChanged 26 SP:Iteration 85Q (36274.000000 sec): 3 clusters Score: Raw -1472022.017879 + Penalty 3041.485034 = -1468980.532845 nChanged 15 SP:Iteration 86Q (36274.160000 sec): 3 clusters Score: Raw -1472025.558189 + Penalty 3041.485034 = -1468984.073155 nChanged 14 SP:Iteration 87Q (36274.440000 sec): 3 clusters Score: Raw -1472028.760612 + Penalty 3041.485034 = -1468987.275577 nChanged 8 SP:Iteration 88Q (36274.730000 sec): 3 clusters Score: Raw -1472030.913070 + Penalty 3041.485034 = -1468989.428036 nChanged 8 SP:Iteration 89Q (36274.950000 sec): 3 clusters Score: Raw -1472032.099780 + Penalty 3041.485034 = -1468990.614746 nChanged 7 SP:Iteration 90Q (36275.190000 sec): 3 clusters Score: Raw -1472034.045645 + Penalty 3041.485034 = -1468992.560610 nChanged 7 SP:Iteration 91Q (36275.520000 sec): 3 clusters Score: Raw -1472035.971407 + Penalty 3041.485034 = -1468994.486373 nChanged 5 SP:Iteration 92Q (36275.730000 sec): 3 clusters Score: Raw -1472036.891743 + Penalty 3041.485034 = -1468995.406708 nChanged 6 SP:Iteration 93Q (36276.060000 sec): 3 clusters Score: Raw -1472038.084496 + Penalty 3041.485034 = -1468996.599462 nChanged 4 SP:Iteration 94Q (36276.250000 sec): 3 clusters Score: Raw -1472038.710636 + Penalty 3041.485034 = -1468997.225602 nChanged 5 SP:Iteration 95Q (36276.530000 sec): 3 clusters Score: Raw -1472039.358159 + Penalty 3041.485034 = -1468997.873124 nChanged 4 SP:Iteration 96Q (36276.850000 sec): 3 clusters Score: Raw -1472039.839279 + Penalty 3041.485034 = -1468998.354245 nChanged 3 SP:Iteration 97Q (36277.050000 sec): 3 clusters Score: Raw -1472040.359203 + Penalty 3041.485034 = -1468998.874168 nChanged 7 SP:Iteration 98Q (36277.310000 sec): 3 clusters Score: Raw -1472041.839150 + Penalty 3041.485034 = -1469000.354116 nChanged 6 SP:Iteration 99Q (36277.600000 sec): 3 clusters Score: Raw -1472043.699234 + Penalty 3041.485034 = -1469002.214199 nChanged 9 SP:Iteration 100F (36277.850000 sec): 3 clusters Score: Raw -1472046.736595 + Penalty 3041.485034 = -1469005.251561 nChanged 7 SP:Iteration 101Q (36278.160000 sec): 3 clusters Score: Raw -1472048.578081 + Penalty 3041.485034 = -1469007.093047 nChanged 9 SP:Iteration 102Q (36278.430000 sec): 3 clusters Score: Raw -1472050.434115 + Penalty 3041.485034 = -1469008.949081 nChanged 10 SP:Iteration 103Q (36278.720000 sec): 3 clusters Score: Raw -1472053.707816 + Penalty 3041.485034 = -1469012.222782 nChanged 10 SP:Iteration 104Q (36279.000000 sec): 3 clusters Score: Raw -1472056.569529 + Penalty 3041.485034 = -1469015.084494 nChanged 18 SP:Iteration 105Q (36279.280000 sec): 3 clusters Score: Raw -1472060.872285 + Penalty 3041.485034 = -1469019.387251 nChanged 18 SP:Iteration 106Q (36279.560000 sec): 3 clusters Score: Raw -1472065.604302 + Penalty 3041.485034 = -1469024.119268 nChanged 12 SP:Iteration 107Q (36279.830000 sec): 3 clusters Score: Raw -1472068.651330 + Penalty 3041.485034 = -1469027.166295 nChanged 13 SP:Iteration 108Q (36280.080000 sec): 3 clusters Score: Raw -1472071.591253 + Penalty 3041.485034 = -1469030.106219 nChanged 7 SP:Iteration 109Q (36280.360000 sec): 3 clusters Score: Raw -1472073.781792 + Penalty 3041.485034 = -1469032.296758 nChanged 8 SP:Iteration 110Q (36280.600000 sec): 3 clusters Score: Raw -1472075.631341 + Penalty 3041.485034 = -1469034.146306 nChanged 4 SP:Iteration 111Q (36280.870000 sec): 3 clusters Score: Raw -1472076.780618 + Penalty 3041.485034 = -1469035.295584 nChanged 1 SP:Iteration 112Q (36281.180000 sec): 3 clusters Score: Raw -1472076.997634 + Penalty 3041.485034 = -1469035.512600 nChanged 3 SP:Iteration 113Q (36281.460000 sec): 3 clusters Score: Raw -1472077.786158 + Penalty 3041.485034 = -1469036.301124 nChanged 5 SP:Iteration 114Q (36281.740000 sec): 3 clusters Score: Raw -1472078.558273 + Penalty 3041.485034 = -1469037.073238 nChanged 1 SP:Iteration 115Q (36281.970000 sec): 3 clusters Score: Raw -1472078.628472 + Penalty 3041.485034 = -1469037.143437 nChanged 1 SP:Iteration 116Q (36282.200000 sec): 3 clusters Score: Raw -1472078.718844 + Penalty 3041.485034 = -1469037.233810 nChanged 2 SP:Iteration 117Q (36282.470000 sec): 3 clusters Score: Raw -1472079.100150 + Penalty 3041.485034 = -1469037.615116 nChanged 1 SP:Iteration 118Q (36282.720000 sec): 3 clusters Score: Raw -1472079.357039 + Penalty 3041.485034 = -1469037.872005 nChanged 1 SP:Iteration 119Q (36283.030000 sec): 3 clusters Score: Raw -1472079.832572 + Penalty 3041.485034 = -1469038.347538 nChanged 0 SP:Iteration 120F (36283.260000 sec): 3 clusters Score: Raw -1472079.832572 + Penalty 3041.485034 = -1469038.347538 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36283.460000 sec): 2 clusters Score: Raw -3474804.601309 + Penalty 1671.362658 = -3473133.238651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36283.760000 sec): 3 clusters Score: Raw -3456645.929697 + Penalty 3342.725316 = -3453303.204381 nChanged 13485 SP:Iteration 1F (36284.120000 sec): 3 clusters Score: Raw -3464142.492925 + Penalty 3342.725316 = -3460799.767609 nChanged 1182 SP:Iteration 2Q (36284.450000 sec): 3 clusters Score: Raw -3464486.290568 + Penalty 3342.725316 = -3461143.565252 nChanged 1148 SP:Iteration 3Q (36284.780000 sec): 3 clusters Score: Raw -3464904.562025 + Penalty 3342.725316 = -3461561.836709 nChanged 1317 SP:Iteration 4Q (36285.150000 sec): 3 clusters Score: Raw -3465516.912436 + Penalty 3342.725316 = -3462174.187120 nChanged 1557 SP:Iteration 5F (36285.540000 sec): 3 clusters Score: Raw -3466420.088922 + Penalty 3342.725316 = -3463077.363606 nChanged 1891 SP:Iteration 6F (36285.890000 sec): 3 clusters Score: Raw -3467825.984443 + Penalty 3342.725316 = -3464483.259127 nChanged 2073 SP:Iteration 7F (36286.300000 sec): 3 clusters Score: Raw -3469607.218423 + Penalty 3342.725316 = -3466264.493107 nChanged 1888 SP:Iteration 8F (36286.640000 sec): 3 clusters Score: Raw -3471365.256482 + Penalty 3342.725316 = -3468022.531166 nChanged 1484 SP:Iteration 9F (36287.060000 sec): 3 clusters Score: Raw -3472819.441827 + Penalty 3342.725316 = -3469476.716511 nChanged 1004 SP:Iteration 10Q (36287.410000 sec): 3 clusters Score: Raw -3473806.036895 + Penalty 3342.725316 = -3470463.311579 nChanged 602 SP:Iteration 11Q (36287.720000 sec): 3 clusters Score: Raw -3474417.290560 + Penalty 3342.725316 = -3471074.565244 nChanged 370 SP:Iteration 12Q (36288.030000 sec): 3 clusters Score: Raw -3474753.629923 + Penalty 3342.725316 = -3471410.904607 nChanged 255 SP:Iteration 13Q (36288.400000 sec): 3 clusters Score: Raw -3474948.281165 + Penalty 3342.725316 = -3471605.555849 nChanged 183 SP:Iteration 14Q (36288.700000 sec): 3 clusters Score: Raw -3475061.948656 + Penalty 3342.725316 = -3471719.223340 nChanged 124 SP:Iteration 15Q (36289.050000 sec): 3 clusters Score: Raw -3475123.604871 + Penalty 3342.725316 = -3471780.879555 nChanged 99 SP:Iteration 16Q (36289.330000 sec): 3 clusters Score: Raw -3475162.917906 + Penalty 3342.725316 = -3471820.192590 nChanged 76 SP:Iteration 17Q (36289.660000 sec): 3 clusters Score: Raw -3475196.707728 + Penalty 3342.725316 = -3471853.982412 nChanged 64 SP:Iteration 18Q (36289.940000 sec): 3 clusters Score: Raw -3475221.192526 + Penalty 3342.725316 = -3471878.467210 nChanged 49 SP:Iteration 19Q (36290.280000 sec): 3 clusters Score: Raw -3475238.914492 + Penalty 3342.725316 = -3471896.189176 nChanged 40 SP:Iteration 20F (36290.630000 sec): 3 clusters Score: Raw -3475249.959905 + Penalty 3342.725316 = -3471907.234589 nChanged 28 SP:Iteration 21Q (36290.970000 sec): 3 clusters Score: Raw -3475257.594472 + Penalty 3342.725316 = -3471914.869156 nChanged 27 SP:Iteration 22Q (36291.310000 sec): 3 clusters Score: Raw -3475266.492864 + Penalty 3342.725316 = -3471923.767548 nChanged 31 SP:Iteration 23Q (36291.660000 sec): 3 clusters Score: Raw -3475274.755012 + Penalty 3342.725316 = -3471932.029696 nChanged 28 SP:Iteration 24Q (36292.020000 sec): 3 clusters Score: Raw -3475282.012402 + Penalty 3342.725316 = -3471939.287086 nChanged 26 SP:Iteration 25Q (36292.360000 sec): 3 clusters Score: Raw -3475288.790521 + Penalty 3342.725316 = -3471946.065205 nChanged 26 SP:Iteration 26Q (36292.620000 sec): 3 clusters Score: Raw -3475297.190460 + Penalty 3342.725316 = -3471954.465144 nChanged 21 SP:Iteration 27Q (36292.950000 sec): 3 clusters Score: Raw -3475302.247613 + Penalty 3342.725316 = -3471959.522297 nChanged 9 SP:Iteration 28Q (36293.250000 sec): 3 clusters Score: Raw -3475303.829403 + Penalty 3342.725316 = -3471961.104087 nChanged 6 SP:Iteration 29Q (36293.560000 sec): 3 clusters Score: Raw -3475305.015951 + Penalty 3342.725316 = -3471962.290635 nChanged 3 SP:Iteration 30Q (36293.910000 sec): 3 clusters Score: Raw -3475305.508152 + Penalty 3342.725316 = -3471962.782836 nChanged 2 SP:Iteration 31Q (36294.210000 sec): 3 clusters Score: Raw -3475305.793013 + Penalty 3342.725316 = -3471963.067697 nChanged 1 SP:Iteration 32Q (36294.490000 sec): 3 clusters Score: Raw -3475305.837249 + Penalty 3342.725316 = -3471963.111933 nChanged 0 SP:Iteration 33F (36294.770000 sec): 3 clusters Score: Raw -3475305.837249 + Penalty 3342.725316 = -3471963.111933 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36294.900000 sec): 2 clusters Score: Raw -21097.897061 + Penalty 850.055150 = -20247.841911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36295.070000 sec): 3 clusters Score: Raw -21208.093628 + Penalty 1700.110300 = -19507.983328 nChanged 20 SP:Iteration 1F (36295.230000 sec): 3 clusters Score: Raw -21274.245152 + Penalty 1700.110300 = -19574.134852 nChanged 1 SP:Iteration 2Q (36295.420000 sec): 3 clusters Score: Raw -21280.441815 + Penalty 1700.110300 = -19580.331514 nChanged 2 SP:Iteration 3Q (36295.580000 sec): 3 clusters Score: Raw -21288.643999 + Penalty 1700.110300 = -19588.533699 nChanged 0 SP:Iteration 4F (36295.700000 sec): 3 clusters Score: Raw -21288.643999 + Penalty 1700.110300 = -19588.533699 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (41729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36296.050000 sec): 2 clusters Score: Raw -5284413.698158 + Penalty 1728.829637 = -5282684.868521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36296.420000 sec): 3 clusters Score: Raw -5258289.372273 + Penalty 3457.659273 = -5254831.713000 nChanged 19327 SP:Iteration 1F (36296.860000 sec): 3 clusters Score: Raw -5269147.821224 + Penalty 3457.659273 = -5265690.161951 nChanged 1540 SP:Iteration 2Q (36297.260000 sec): 3 clusters Score: Raw -5269528.975213 + Penalty 3457.659273 = -5266071.315940 nChanged 1412 SP:Iteration 3Q (36297.730000 sec): 3 clusters Score: Raw -5269883.598654 + Penalty 3457.659273 = -5266425.939381 nChanged 1412 SP:Iteration 4Q (36298.160000 sec): 3 clusters Score: Raw -5270295.710885 + Penalty 3457.659273 = -5266838.051611 nChanged 1473 SP:Iteration 5Q (36298.620000 sec): 3 clusters Score: Raw -5270768.791509 + Penalty 3457.659273 = -5267311.132236 nChanged 1455 SP:Iteration 6Q (36299.090000 sec): 3 clusters Score: Raw -5271307.315105 + Penalty 3457.659273 = -5267849.655832 nChanged 1612 SP:Iteration 7Q (36299.500000 sec): 3 clusters Score: Raw -5272027.367373 + Penalty 3457.659273 = -5268569.708099 nChanged 1849 SP:Iteration 8Q (36299.970000 sec): 3 clusters Score: Raw -5273075.232887 + Penalty 3457.659273 = -5269617.573614 nChanged 2160 SP:Iteration 9F (36300.430000 sec): 3 clusters Score: Raw -5274508.405743 + Penalty 3457.659273 = -5271050.746470 nChanged 2360 SP:Iteration 10F (36300.830000 sec): 3 clusters Score: Raw -5276221.580620 + Penalty 3457.659273 = -5272763.921347 nChanged 2386 SP:Iteration 11F (36301.250000 sec): 3 clusters Score: Raw -5277843.253039 + Penalty 3457.659273 = -5274385.593766 nChanged 2025 SP:Iteration 12Q (36301.630000 sec): 3 clusters Score: Raw -5278880.310310 + Penalty 3457.659273 = -5275422.651037 nChanged 1367 SP:Iteration 13Q (36302.090000 sec): 3 clusters Score: Raw -5279359.341597 + Penalty 3457.659273 = -5275901.682324 nChanged 927 SP:Iteration 14Q (36302.450000 sec): 3 clusters Score: Raw -5279636.231330 + Penalty 3457.659273 = -5276178.572057 nChanged 719 SP:Iteration 15Q (36302.860000 sec): 3 clusters Score: Raw -5279848.242602 + Penalty 3457.659273 = -5276390.583329 nChanged 637 SP:Iteration 16Q (36303.290000 sec): 3 clusters Score: Raw -5280040.456006 + Penalty 3457.659273 = -5276582.796733 nChanged 663 SP:Iteration 17Q (36303.650000 sec): 3 clusters Score: Raw -5280259.210255 + Penalty 3457.659273 = -5276801.550982 nChanged 658 SP:Iteration 18Q (36304.030000 sec): 3 clusters Score: Raw -5280509.427622 + Penalty 3457.659273 = -5277051.768349 nChanged 660 SP:Iteration 19Q (36304.450000 sec): 3 clusters Score: Raw -5280804.910742 + Penalty 3457.659273 = -5277347.251469 nChanged 695 SP:Iteration 20F (36304.780000 sec): 3 clusters Score: Raw -5281140.001678 + Penalty 3457.659273 = -5277682.342405 nChanged 656 SP:Iteration 21Q (36305.220000 sec): 3 clusters Score: Raw -5281507.715846 + Penalty 3457.659273 = -5278050.056573 nChanged 661 SP:Iteration 22Q (36305.590000 sec): 3 clusters Score: Raw -5281965.601834 + Penalty 3457.659273 = -5278507.942561 nChanged 657 SP:Iteration 23Q (36306.010000 sec): 3 clusters Score: Raw -5282464.244584 + Penalty 3457.659273 = -5279006.585311 nChanged 593 SP:Iteration 24Q (36306.470000 sec): 3 clusters Score: Raw -5282908.538776 + Penalty 3457.659273 = -5279450.879502 nChanged 540 SP:Iteration 25Q (36306.860000 sec): 3 clusters Score: Raw -5283208.807125 + Penalty 3457.659273 = -5279751.147852 nChanged 469 SP:Iteration 26Q (36307.260000 sec): 3 clusters Score: Raw -5283424.181314 + Penalty 3457.659273 = -5279966.522041 nChanged 394 SP:Iteration 27Q (36307.680000 sec): 3 clusters Score: Raw -5283569.296432 + Penalty 3457.659273 = -5280111.637159 nChanged 323 SP:Iteration 28Q (36308.060000 sec): 3 clusters Score: Raw -5283670.002464 + Penalty 3457.659273 = -5280212.343191 nChanged 282 SP:Iteration 29Q (36308.500000 sec): 3 clusters Score: Raw -5283742.530900 + Penalty 3457.659273 = -5280284.871627 nChanged 244 SP:Iteration 30Q (36308.910000 sec): 3 clusters Score: Raw -5283800.174889 + Penalty 3457.659273 = -5280342.515616 nChanged 224 SP:Iteration 31Q (36309.280000 sec): 3 clusters Score: Raw -5283846.891708 + Penalty 3457.659273 = -5280389.232435 nChanged 184 SP:Iteration 32Q (36309.670000 sec): 3 clusters Score: Raw -5283882.995267 + Penalty 3457.659273 = -5280425.335994 nChanged 163 SP:Iteration 33Q (36310.090000 sec): 3 clusters Score: Raw -5283913.852027 + Penalty 3457.659273 = -5280456.192753 nChanged 146 SP:Iteration 34Q (36310.490000 sec): 3 clusters Score: Raw -5283941.584676 + Penalty 3457.659273 = -5280483.925403 nChanged 134 SP:Iteration 35Q (36310.880000 sec): 3 clusters Score: Raw -5283965.714020 + Penalty 3457.659273 = -5280508.054747 nChanged 133 SP:Iteration 36Q (36311.260000 sec): 3 clusters Score: Raw -5283987.576541 + Penalty 3457.659273 = -5280529.917268 nChanged 110 SP:Iteration 37Q (36311.680000 sec): 3 clusters Score: Raw -5284003.916804 + Penalty 3457.659273 = -5280546.257530 nChanged 94 SP:Iteration 38Q (36312.160000 sec): 3 clusters Score: Raw -5284017.239759 + Penalty 3457.659273 = -5280559.580485 nChanged 93 SP:Iteration 39Q (36312.580000 sec): 3 clusters Score: Raw -5284031.675944 + Penalty 3457.659273 = -5280574.016670 nChanged 94 SP:Iteration 40F (36313.080000 sec): 3 clusters Score: Raw -5284044.477338 + Penalty 3457.659273 = -5280586.818065 nChanged 89 SP:Iteration 41Q (36313.510000 sec): 3 clusters Score: Raw -5284055.818603 + Penalty 3457.659273 = -5280598.159329 nChanged 90 SP:Iteration 42Q (36313.940000 sec): 3 clusters Score: Raw -5284068.797040 + Penalty 3457.659273 = -5280611.137767 nChanged 80 SP:Iteration 43Q (36314.300000 sec): 3 clusters Score: Raw -5284080.701609 + Penalty 3457.659273 = -5280623.042336 nChanged 88 SP:Iteration 44Q (36314.750000 sec): 3 clusters Score: Raw -5284092.057696 + Penalty 3457.659273 = -5280634.398423 nChanged 77 SP:Iteration 45Q (36315.100000 sec): 3 clusters Score: Raw -5284102.513957 + Penalty 3457.659273 = -5280644.854684 nChanged 78 SP:Iteration 46Q (36315.520000 sec): 3 clusters Score: Raw -5284114.827021 + Penalty 3457.659273 = -5280657.167748 nChanged 82 SP:Iteration 47Q (36315.960000 sec): 3 clusters Score: Raw -5284128.239076 + Penalty 3457.659273 = -5280670.579803 nChanged 77 SP:Iteration 48Q (36316.400000 sec): 3 clusters Score: Raw -5284140.386927 + Penalty 3457.659273 = -5280682.727653 nChanged 77 SP:Iteration 49Q (36316.800000 sec): 3 clusters Score: Raw -5284151.237614 + Penalty 3457.659273 = -5280693.578340 nChanged 57 SP:Iteration 50Q (36317.170000 sec): 3 clusters Score: Raw -5284158.870736 + Penalty 3457.659273 = -5280701.211463 nChanged 48 SP:Iteration 51Q (36317.550000 sec): 3 clusters Score: Raw -5284165.215258 + Penalty 3457.659273 = -5280707.555985 nChanged 48 SP:Iteration 52Q (36318.010000 sec): 3 clusters Score: Raw -5284172.000208 + Penalty 3457.659273 = -5280714.340935 nChanged 50 SP:Iteration 53Q (36318.380000 sec): 3 clusters Score: Raw -5284179.196950 + Penalty 3457.659273 = -5280721.537677 nChanged 55 SP:Iteration 54Q (36318.870000 sec): 3 clusters Score: Raw -5284186.984209 + Penalty 3457.659273 = -5280729.324936 nChanged 53 SP:Iteration 55Q (36319.220000 sec): 3 clusters Score: Raw -5284195.150903 + Penalty 3457.659273 = -5280737.491630 nChanged 54 SP:Iteration 56Q (36319.690000 sec): 3 clusters Score: Raw -5284203.056635 + Penalty 3457.659273 = -5280745.397362 nChanged 55 SP:Iteration 57Q (36320.060000 sec): 3 clusters Score: Raw -5284209.817762 + Penalty 3457.659273 = -5280752.158488 nChanged 42 SP:Iteration 58Q (36320.480000 sec): 3 clusters Score: Raw -5284214.569722 + Penalty 3457.659273 = -5280756.910449 nChanged 36 SP:Iteration 59Q (36320.850000 sec): 3 clusters Score: Raw -5284219.007246 + Penalty 3457.659273 = -5280761.347972 nChanged 34 SP:Iteration 60F (36321.250000 sec): 3 clusters Score: Raw -5284222.949672 + Penalty 3457.659273 = -5280765.290399 nChanged 33 SP:Iteration 61Q (36321.660000 sec): 3 clusters Score: Raw -5284226.453498 + Penalty 3457.659273 = -5280768.794225 nChanged 38 SP:Iteration 62Q (36322.010000 sec): 3 clusters Score: Raw -5284231.755639 + Penalty 3457.659273 = -5280774.096366 nChanged 38 SP:Iteration 63Q (36322.410000 sec): 3 clusters Score: Raw -5284237.118333 + Penalty 3457.659273 = -5280779.459060 nChanged 46 SP:Iteration 64Q (36322.780000 sec): 3 clusters Score: Raw -5284244.669955 + Penalty 3457.659273 = -5280787.010682 nChanged 49 SP:Iteration 65Q (36323.110000 sec): 3 clusters Score: Raw -5284253.652216 + Penalty 3457.659273 = -5280795.992943 nChanged 50 SP:Iteration 66Q (36323.570000 sec): 3 clusters Score: Raw -5284262.708422 + Penalty 3457.659273 = -5280805.049149 nChanged 54 SP:Iteration 67Q (36323.900000 sec): 3 clusters Score: Raw -5284273.318599 + Penalty 3457.659273 = -5280815.659326 nChanged 42 SP:Iteration 68Q (36324.270000 sec): 3 clusters Score: Raw -5284279.958617 + Penalty 3457.659273 = -5280822.299344 nChanged 49 SP:Iteration 69Q (36324.590000 sec): 3 clusters Score: Raw -5284288.653824 + Penalty 3457.659273 = -5280830.994551 nChanged 57 SP:Iteration 70Q (36324.970000 sec): 3 clusters Score: Raw -5284300.458079 + Penalty 3457.659273 = -5280842.798806 nChanged 64 SP:Iteration 71Q (36325.380000 sec): 3 clusters Score: Raw -5284312.878801 + Penalty 3457.659273 = -5280855.219528 nChanged 53 SP:Iteration 72Q (36325.740000 sec): 3 clusters Score: Raw -5284322.810875 + Penalty 3457.659273 = -5280865.151602 nChanged 53 SP:Iteration 73Q (36326.080000 sec): 3 clusters Score: Raw -5284332.512498 + Penalty 3457.659273 = -5280874.853225 nChanged 52 SP:Iteration 74Q (36326.520000 sec): 3 clusters Score: Raw -5284340.847507 + Penalty 3457.659273 = -5280883.188234 nChanged 46 SP:Iteration 75Q (36326.870000 sec): 3 clusters Score: Raw -5284349.101740 + Penalty 3457.659273 = -5280891.442467 nChanged 38 SP:Iteration 76Q (36327.230000 sec): 3 clusters Score: Raw -5284354.453205 + Penalty 3457.659273 = -5280896.793932 nChanged 28 SP:Iteration 77Q (36327.610000 sec): 3 clusters Score: Raw -5284359.273630 + Penalty 3457.659273 = -5280901.614357 nChanged 29 SP:Iteration 78Q (36328.050000 sec): 3 clusters Score: Raw -5284364.899356 + Penalty 3457.659273 = -5280907.240083 nChanged 35 SP:Iteration 79Q (36328.470000 sec): 3 clusters Score: Raw -5284371.138019 + Penalty 3457.659273 = -5280913.478746 nChanged 38 SP:Iteration 80F (36328.870000 sec): 3 clusters Score: Raw -5284377.105847 + Penalty 3457.659273 = -5280919.446574 nChanged 30 SP:Iteration 81Q (36329.280000 sec): 3 clusters Score: Raw -5284382.249265 + Penalty 3457.659273 = -5280924.589992 nChanged 23 SP:Iteration 82Q (36329.640000 sec): 3 clusters Score: Raw -5284385.847468 + Penalty 3457.659273 = -5280928.188195 nChanged 28 SP:Iteration 83Q (36330.070000 sec): 3 clusters Score: Raw -5284390.289809 + Penalty 3457.659273 = -5280932.630535 nChanged 32 SP:Iteration 84Q (36330.430000 sec): 3 clusters Score: Raw -5284395.742603 + Penalty 3457.659273 = -5280938.083330 nChanged 40 SP:Iteration 85Q (36330.830000 sec): 3 clusters Score: Raw -5284401.945720 + Penalty 3457.659273 = -5280944.286447 nChanged 28 SP:Iteration 86Q (36331.160000 sec): 3 clusters Score: Raw -5284406.173591 + Penalty 3457.659273 = -5280948.514318 nChanged 31 SP:Iteration 87Q (36331.500000 sec): 3 clusters Score: Raw -5284411.426229 + Penalty 3457.659273 = -5280953.766955 nChanged 32 SP:Iteration 88Q (36331.900000 sec): 3 clusters Score: Raw -5284416.156985 + Penalty 3457.659273 = -5280958.497712 nChanged 23 SP:Iteration 89Q (36332.290000 sec): 3 clusters Score: Raw -5284419.030141 + Penalty 3457.659273 = -5280961.370868 nChanged 20 SP:Iteration 90Q (36332.660000 sec): 3 clusters Score: Raw -5284421.641712 + Penalty 3457.659273 = -5280963.982438 nChanged 22 SP:Iteration 91Q (36333.070000 sec): 3 clusters Score: Raw -5284424.570641 + Penalty 3457.659273 = -5280966.911368 nChanged 24 SP:Iteration 92Q (36333.520000 sec): 3 clusters Score: Raw -5284428.426317 + Penalty 3457.659273 = -5280970.767044 nChanged 25 SP:Iteration 93Q (36333.910000 sec): 3 clusters Score: Raw -5284432.631584 + Penalty 3457.659273 = -5280974.972311 nChanged 31 SP:Iteration 94Q (36334.340000 sec): 3 clusters Score: Raw -5284438.597681 + Penalty 3457.659273 = -5280980.938408 nChanged 33 SP:Iteration 95Q (36334.760000 sec): 3 clusters Score: Raw -5284444.570278 + Penalty 3457.659273 = -5280986.911004 nChanged 28 SP:Iteration 96Q (36335.180000 sec): 3 clusters Score: Raw -5284449.944304 + Penalty 3457.659273 = -5280992.285030 nChanged 29 SP:Iteration 97Q (36335.560000 sec): 3 clusters Score: Raw -5284455.952471 + Penalty 3457.659273 = -5280998.293198 nChanged 36 SP:Iteration 98Q (36335.940000 sec): 3 clusters Score: Raw -5284461.947623 + Penalty 3457.659273 = -5281004.288349 nChanged 30 SP:Iteration 99Q (36336.310000 sec): 3 clusters Score: Raw -5284467.014195 + Penalty 3457.659273 = -5281009.354922 nChanged 36 SP:Iteration 100F (36336.710000 sec): 3 clusters Score: Raw -5284472.230020 + Penalty 3457.659273 = -5281014.570747 nChanged 31 SP:Iteration 101Q (36337.040000 sec): 3 clusters Score: Raw -5284477.310870 + Penalty 3457.659273 = -5281019.651597 nChanged 24 SP:Iteration 102Q (36337.390000 sec): 3 clusters Score: Raw -5284481.078539 + Penalty 3457.659273 = -5281023.419266 nChanged 23 SP:Iteration 103Q (36337.770000 sec): 3 clusters Score: Raw -5284484.321329 + Penalty 3457.659273 = -5281026.662056 nChanged 16 SP:Iteration 104Q (36338.090000 sec): 3 clusters Score: Raw -5284486.557664 + Penalty 3457.659273 = -5281028.898391 nChanged 13 SP:Iteration 105Q (36338.420000 sec): 3 clusters Score: Raw -5284487.790036 + Penalty 3457.659273 = -5281030.130763 nChanged 12 SP:Iteration 106Q (36338.730000 sec): 3 clusters Score: Raw -5284489.110693 + Penalty 3457.659273 = -5281031.451420 nChanged 10 SP:Iteration 107Q (36339.090000 sec): 3 clusters Score: Raw -5284490.315882 + Penalty 3457.659273 = -5281032.656609 nChanged 11 SP:Iteration 108Q (36339.430000 sec): 3 clusters Score: Raw -5284491.936588 + Penalty 3457.659273 = -5281034.277314 nChanged 7 SP:Iteration 109Q (36339.790000 sec): 3 clusters Score: Raw -5284492.928928 + Penalty 3457.659273 = -5281035.269654 nChanged 5 SP:Iteration 110Q (36340.210000 sec): 3 clusters Score: Raw -5284493.564035 + Penalty 3457.659273 = -5281035.904762 nChanged 6 SP:Iteration 111Q (36340.660000 sec): 3 clusters Score: Raw -5284494.476289 + Penalty 3457.659273 = -5281036.817015 nChanged 8 SP:Iteration 112Q (36341.050000 sec): 3 clusters Score: Raw -5284495.373307 + Penalty 3457.659273 = -5281037.714034 nChanged 7 SP:Iteration 113Q (36341.490000 sec): 3 clusters Score: Raw -5284496.312703 + Penalty 3457.659273 = -5281038.653430 nChanged 12 SP:Iteration 114Q (36341.830000 sec): 3 clusters Score: Raw -5284498.074992 + Penalty 3457.659273 = -5281040.415719 nChanged 9 SP:Iteration 115Q (36342.300000 sec): 3 clusters Score: Raw -5284499.291214 + Penalty 3457.659273 = -5281041.631941 nChanged 9 SP:Iteration 116Q (36342.730000 sec): 3 clusters Score: Raw -5284500.359222 + Penalty 3457.659273 = -5281042.699949 nChanged 2 SP:Iteration 117Q (36343.110000 sec): 3 clusters Score: Raw -5284500.583033 + Penalty 3457.659273 = -5281042.923760 nChanged 2 SP:Iteration 118Q (36343.520000 sec): 3 clusters Score: Raw -5284500.768420 + Penalty 3457.659273 = -5281043.109146 nChanged 1 SP:Iteration 119Q (36343.920000 sec): 3 clusters Score: Raw -5284500.829917 + Penalty 3457.659273 = -5281043.170644 nChanged 0 SP:Iteration 120F (36344.390000 sec): 3 clusters Score: Raw -5284500.829917 + Penalty 3457.659273 = -5281043.170644 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (22070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36344.640000 sec): 2 clusters Score: Raw -2686167.856796 + Penalty 1625.320856 = -2684542.535940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36344.990000 sec): 3 clusters Score: Raw -2672739.961205 + Penalty 3250.641712 = -2669489.319492 nChanged 10071 SP:Iteration 1F (36345.390000 sec): 3 clusters Score: Raw -2678091.089565 + Penalty 3250.641712 = -2674840.447853 nChanged 978 SP:Iteration 2Q (36345.700000 sec): 3 clusters Score: Raw -2678413.448062 + Penalty 3250.641712 = -2675162.806350 nChanged 1012 SP:Iteration 3Q (36346.070000 sec): 3 clusters Score: Raw -2678828.055615 + Penalty 3250.641712 = -2675577.413903 nChanged 1182 SP:Iteration 4F (36346.430000 sec): 3 clusters Score: Raw -2679414.418620 + Penalty 3250.641712 = -2676163.776908 nChanged 1424 SP:Iteration 5F (36346.710000 sec): 3 clusters Score: Raw -2680299.393793 + Penalty 3250.641712 = -2677048.752081 nChanged 1620 SP:Iteration 6F (36347.080000 sec): 3 clusters Score: Raw -2681507.110084 + Penalty 3250.641712 = -2678256.468372 nChanged 1650 SP:Iteration 7F (36347.390000 sec): 3 clusters Score: Raw -2682943.184326 + Penalty 3250.641712 = -2679692.542613 nChanged 1424 SP:Iteration 8F (36347.710000 sec): 3 clusters Score: Raw -2684287.940041 + Penalty 3250.641712 = -2681037.298329 nChanged 962 SP:Iteration 9Q (36348.010000 sec): 3 clusters Score: Raw -2685268.883868 + Penalty 3250.641712 = -2682018.242156 nChanged 522 SP:Iteration 10Q (36348.310000 sec): 3 clusters Score: Raw -2685882.090562 + Penalty 3250.641712 = -2682631.448850 nChanged 236 SP:Iteration 11Q (36348.580000 sec): 3 clusters Score: Raw -2686205.391196 + Penalty 3250.641712 = -2682954.749484 nChanged 144 SP:Iteration 12Q (36348.870000 sec): 3 clusters Score: Raw -2686342.754657 + Penalty 3250.641712 = -2683092.112944 nChanged 77 SP:Iteration 13Q (36349.170000 sec): 3 clusters Score: Raw -2686405.632166 + Penalty 3250.641712 = -2683154.990453 nChanged 44 SP:Iteration 14Q (36349.420000 sec): 3 clusters Score: Raw -2686436.262609 + Penalty 3250.641712 = -2683185.620897 nChanged 34 SP:Iteration 15Q (36349.710000 sec): 3 clusters Score: Raw -2686456.911229 + Penalty 3250.641712 = -2683206.269517 nChanged 24 SP:Iteration 16Q (36349.960000 sec): 3 clusters Score: Raw -2686469.986881 + Penalty 3250.641712 = -2683219.345169 nChanged 12 SP:Iteration 17Q (36350.290000 sec): 3 clusters Score: Raw -2686476.449843 + Penalty 3250.641712 = -2683225.808131 nChanged 7 SP:Iteration 18Q (36350.540000 sec): 3 clusters Score: Raw -2686480.623547 + Penalty 3250.641712 = -2683229.981835 nChanged 10 SP:Iteration 19Q (36350.900000 sec): 3 clusters Score: Raw -2686486.875110 + Penalty 3250.641712 = -2683236.233398 nChanged 11 SP:Iteration 20F (36351.220000 sec): 3 clusters Score: Raw -2686494.127444 + Penalty 3250.641712 = -2683243.485732 nChanged 7 SP:Iteration 21Q (36351.500000 sec): 3 clusters Score: Raw -2686497.178330 + Penalty 3250.641712 = -2683246.536617 nChanged 2 SP:Iteration 22Q (36351.760000 sec): 3 clusters Score: Raw -2686498.833538 + Penalty 3250.641712 = -2683248.191826 nChanged 1 SP:Iteration 23Q (36352.120000 sec): 3 clusters Score: Raw -2686499.330741 + Penalty 3250.641712 = -2683248.689029 nChanged 1 SP:Iteration 24Q (36352.460000 sec): 3 clusters Score: Raw -2686499.533784 + Penalty 3250.641712 = -2683248.892072 nChanged 0 SP:Iteration 25F (36352.840000 sec): 3 clusters Score: Raw -2686499.533784 + Penalty 3250.641712 = -2683248.892072 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36352.950000 sec): 2 clusters Score: Raw -12210.940227 + Penalty 795.898967 = -11415.041259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36353.160000 sec): 3 clusters Score: Raw -12416.907255 + Penalty 1591.797935 = -10825.109320 nChanged 30 SP:Iteration 1F (36353.350000 sec): 3 clusters Score: Raw -12588.284510 + Penalty 1591.797935 = -10996.486575 nChanged 9 SP:Iteration 2F (36353.530000 sec): 3 clusters Score: Raw -12696.810788 + Penalty 1591.797935 = -11105.012853 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36353.680000 sec): 2 clusters Score: Raw -90530.117978 + Penalty 1073.580655 = -89456.537323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36353.860000 sec): 3 clusters Score: Raw -90324.536668 + Penalty 2147.161311 = -88177.375357 nChanged 194 SP:Iteration 1F (36354.040000 sec): 3 clusters Score: Raw -90547.571399 + Penalty 2147.161311 = -88400.410088 nChanged 47 SP:Iteration 2F (36354.200000 sec): 3 clusters Score: Raw -90608.321535 + Penalty 2147.161311 = -88461.160224 nChanged 26 SP:Iteration 3Q (36354.390000 sec): 3 clusters Score: Raw -90638.291187 + Penalty 2147.161311 = -88491.129876 nChanged 13 SP:Iteration 4Q (36354.610000 sec): 3 clusters Score: Raw -90652.190969 + Penalty 2147.161311 = -88505.029658 nChanged 10 SP:Iteration 5Q (36354.790000 sec): 3 clusters Score: Raw -90661.402031 + Penalty 2147.161311 = -88514.240720 nChanged 3 SP:Iteration 6Q (36354.930000 sec): 3 clusters Score: Raw -90664.294658 + Penalty 2147.161311 = -88517.133347 nChanged 1 SP:Iteration 7Q (36355.120000 sec): 3 clusters Score: Raw -90665.018867 + Penalty 2147.161311 = -88517.857557 nChanged 0 SP:Iteration 8F (36355.300000 sec): 3 clusters Score: Raw -90665.018867 + Penalty 2147.161311 = -88517.857557 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36355.390000 sec): 2 clusters Score: Raw -41255.934139 + Penalty 963.125479 = -40292.808660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36355.560000 sec): 3 clusters Score: Raw -41280.889029 + Penalty 1926.250958 = -39354.638070 nChanged 84 SP:Iteration 1F (36355.780000 sec): 3 clusters Score: Raw -41451.672954 + Penalty 1926.250958 = -39525.421996 nChanged 28 SP:Iteration 2F (36355.940000 sec): 3 clusters Score: Raw -41518.033208 + Penalty 1926.250958 = -39591.782250 nChanged 13 SP:Iteration 3Q (36356.100000 sec): 3 clusters Score: Raw -41546.623627 + Penalty 1926.250958 = -39620.372668 nChanged 8 SP:Iteration 4Q (36356.290000 sec): 3 clusters Score: Raw -41578.535926 + Penalty 1926.250958 = -39652.284967 nChanged 6 SP:Iteration 5Q (36356.460000 sec): 3 clusters Score: Raw -41599.230392 + Penalty 1926.250958 = -39672.979434 nChanged 3 SP:Iteration 6Q (36356.660000 sec): 3 clusters Score: Raw -41602.170121 + Penalty 1926.250958 = -39675.919162 nChanged 0 SP:Iteration 7F (36356.830000 sec): 3 clusters Score: Raw -41602.170121 + Penalty 1926.250958 = -39675.919162 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36356.950000 sec): 2 clusters Score: Raw -25633.677811 + Penalty 873.482741 = -24760.195069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36357.130000 sec): 3 clusters Score: Raw -25713.862167 + Penalty 1746.965482 = -23966.896684 nChanged 27 SP:Iteration 1F (36357.330000 sec): 3 clusters Score: Raw -25786.925273 + Penalty 1746.965482 = -24039.959790 nChanged 9 SP:Iteration 2Q (36357.550000 sec): 3 clusters Score: Raw -25812.125515 + Penalty 1746.965482 = -24065.160033 nChanged 1 SP:Iteration 3Q (36357.770000 sec): 3 clusters Score: Raw -25814.042727 + Penalty 1746.965482 = -24067.077245 nChanged 0 SP:Iteration 4F (36357.920000 sec): 3 clusters Score: Raw -25814.042727 + Penalty 1746.965482 = -24067.077245 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (937398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36362.140000 sec): 2 clusters Score: Raw -114963244.955360 + Penalty 2234.515275 = -114961010.440085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36366.570000 sec): 3 clusters Score: Raw -114326518.968813 + Penalty 4469.030550 = -114322049.938263 nChanged 461853 SP:Iteration 1F (36371.890000 sec): 3 clusters Score: Raw -114606407.532005 + Penalty 4469.030550 = -114601938.501455 nChanged 18802 SP:Iteration 2Q (36379.040000 sec): 3 clusters Score: Raw -114609225.345020 + Penalty 4469.030550 = -114604756.314470 nChanged 20687 SP:Iteration 3Q (36385.350000 sec): 3 clusters Score: Raw -114612890.005107 + Penalty 4469.030550 = -114608420.974557 nChanged 23631 SP:Iteration 4Q (36390.130000 sec): 3 clusters Score: Raw -114617984.114987 + Penalty 4469.030550 = -114613515.084437 nChanged 28014 SP:Iteration 5Q (36394.900000 sec): 3 clusters Score: Raw -114625509.757993 + Penalty 4469.030550 = -114621040.727443 nChanged 34469 SP:Iteration 6Q (36399.540000 sec): 3 clusters Score: Raw -114637545.369057 + Penalty 4469.030550 = -114633076.338507 nChanged 43927 SP:Iteration 7Q (36404.460000 sec): 3 clusters Score: Raw -114658202.587851 + Penalty 4469.030550 = -114653733.557301 nChanged 55850 SP:Iteration 8F (36409.350000 sec): 3 clusters Score: Raw -114693702.225321 + Penalty 4469.030550 = -114689233.194771 nChanged 67845 SP:Iteration 9F (36413.740000 sec): 3 clusters Score: Raw -114748772.260579 + Penalty 4469.030550 = -114744303.230029 nChanged 71343 SP:Iteration 10F (36418.310000 sec): 3 clusters Score: Raw -114815245.973357 + Penalty 4469.030550 = -114810776.942807 nChanged 60174 SP:Iteration 11F (36423.220000 sec): 3 clusters Score: Raw -114873477.953289 + Penalty 4469.030550 = -114869008.922738 nChanged 40948 SP:Iteration 12Q (36427.630000 sec): 3 clusters Score: Raw -114912042.628592 + Penalty 4469.030550 = -114907573.598042 nChanged 25577 SP:Iteration 13Q (36431.830000 sec): 3 clusters Score: Raw -114935238.629641 + Penalty 4469.030550 = -114930769.599091 nChanged 15710 SP:Iteration 14Q (36435.600000 sec): 3 clusters Score: Raw -114948903.460026 + Penalty 4469.030550 = -114944434.429476 nChanged 9337 SP:Iteration 15Q (36439.230000 sec): 3 clusters Score: Raw -114956577.947863 + Penalty 4469.030550 = -114952108.917313 nChanged 5323 SP:Iteration 16Q (36443.000000 sec): 3 clusters Score: Raw -114960655.558749 + Penalty 4469.030550 = -114956186.528199 nChanged 3194 SP:Iteration 17Q (36446.520000 sec): 3 clusters Score: Raw -114962883.127006 + Penalty 4469.030550 = -114958414.096456 nChanged 2051 SP:Iteration 18Q (36449.920000 sec): 3 clusters Score: Raw -114964214.173878 + Penalty 4469.030550 = -114959745.143328 nChanged 1359 SP:Iteration 19Q (36453.620000 sec): 3 clusters Score: Raw -114964955.547041 + Penalty 4469.030550 = -114960486.516491 nChanged 966 SP:Iteration 20F (36458.550000 sec): 3 clusters Score: Raw -114965450.246701 + Penalty 4469.030550 = -114960981.216151 nChanged 764 SP:Iteration 21Q (36462.300000 sec): 3 clusters Score: Raw -114965764.607704 + Penalty 4469.030550 = -114961295.577153 nChanged 589 SP:Iteration 22Q (36466.420000 sec): 3 clusters Score: Raw -114965951.808691 + Penalty 4469.030550 = -114961482.778141 nChanged 439 SP:Iteration 23Q (36470.410000 sec): 3 clusters Score: Raw -114966054.972859 + Penalty 4469.030550 = -114961585.942309 nChanged 317 SP:Iteration 24Q (36474.210000 sec): 3 clusters Score: Raw -114966113.934633 + Penalty 4469.030550 = -114961644.904083 nChanged 236 SP:Iteration 25Q (36478.030000 sec): 3 clusters Score: Raw -114966146.248834 + Penalty 4469.030550 = -114961677.218284 nChanged 156 SP:Iteration 26Q (36482.090000 sec): 3 clusters Score: Raw -114966165.302881 + Penalty 4469.030550 = -114961696.272331 nChanged 135 SP:Iteration 27Q (36486.310000 sec): 3 clusters Score: Raw -114966179.564513 + Penalty 4469.030550 = -114961710.533963 nChanged 118 SP:Iteration 28Q (36490.050000 sec): 3 clusters Score: Raw -114966190.968894 + Penalty 4469.030550 = -114961721.938344 nChanged 93 SP:Iteration 29Q (36493.990000 sec): 3 clusters Score: Raw -114966199.386720 + Penalty 4469.030550 = -114961730.356170 nChanged 79 SP:Iteration 30Q (36497.720000 sec): 3 clusters Score: Raw -114966206.156515 + Penalty 4469.030550 = -114961737.125965 nChanged 62 SP:Iteration 31Q (36501.390000 sec): 3 clusters Score: Raw -114966210.780528 + Penalty 4469.030550 = -114961741.749978 nChanged 50 SP:Iteration 32Q (36505.020000 sec): 3 clusters Score: Raw -114966215.031633 + Penalty 4469.030550 = -114961746.001083 nChanged 47 SP:Iteration 33Q (36508.960000 sec): 3 clusters Score: Raw -114966217.471431 + Penalty 4469.030550 = -114961748.440881 nChanged 36 SP:Iteration 34Q (36513.310000 sec): 3 clusters Score: Raw -114966219.501241 + Penalty 4469.030550 = -114961750.470691 nChanged 24 SP:Iteration 35Q (36517.480000 sec): 3 clusters Score: Raw -114966220.812531 + Penalty 4469.030550 = -114961751.781981 nChanged 18 SP:Iteration 36Q (36521.290000 sec): 3 clusters Score: Raw -114966221.709054 + Penalty 4469.030550 = -114961752.678504 nChanged 13 SP:Iteration 37Q (36525.060000 sec): 3 clusters Score: Raw -114966222.292058 + Penalty 4469.030550 = -114961753.261508 nChanged 13 SP:Iteration 38Q (36528.840000 sec): 3 clusters Score: Raw -114966222.888661 + Penalty 4469.030550 = -114961753.858111 nChanged 12 SP:Iteration 39Q (36532.590000 sec): 3 clusters Score: Raw -114966223.451824 + Penalty 4469.030550 = -114961754.421274 nChanged 10 SP:Iteration 40F (36536.950000 sec): 3 clusters Score: Raw -114966223.863552 + Penalty 4469.030550 = -114961754.833002 nChanged 8 SP:Iteration 41Q (36540.870000 sec): 3 clusters Score: Raw -114966224.380735 + Penalty 4469.030550 = -114961755.350185 nChanged 8 SP:Iteration 42Q (36544.890000 sec): 3 clusters Score: Raw -114966224.830257 + Penalty 4469.030550 = -114961755.799707 nChanged 10 SP:Iteration 43Q (36548.640000 sec): 3 clusters Score: Raw -114966225.300295 + Penalty 4469.030550 = -114961756.269745 nChanged 8 SP:Iteration 44Q (36552.540000 sec): 3 clusters Score: Raw -114966225.701237 + Penalty 4469.030550 = -114961756.670686 nChanged 7 SP:Iteration 45Q (36556.200000 sec): 3 clusters Score: Raw -114966226.024871 + Penalty 4469.030550 = -114961756.994321 nChanged 7 SP:Iteration 46Q (36559.730000 sec): 3 clusters Score: Raw -114966226.320247 + Penalty 4469.030550 = -114961757.289697 nChanged 8 SP:Iteration 47Q (36563.840000 sec): 3 clusters Score: Raw -114966226.594463 + Penalty 4469.030550 = -114961757.563913 nChanged 5 SP:Iteration 48Q (36567.820000 sec): 3 clusters Score: Raw -114966226.752446 + Penalty 4469.030550 = -114961757.721895 nChanged 5 SP:Iteration 49Q (36572.000000 sec): 3 clusters Score: Raw -114966226.894655 + Penalty 4469.030550 = -114961757.864105 nChanged 3 SP:Iteration 50Q (36575.780000 sec): 3 clusters Score: Raw -114966227.018909 + Penalty 4469.030550 = -114961757.988359 nChanged 2 SP:Iteration 51Q (36579.720000 sec): 3 clusters Score: Raw -114966227.078816 + Penalty 4469.030550 = -114961758.048266 nChanged 0 SP:Iteration 52F (36584.000000 sec): 3 clusters Score: Raw -114966227.078816 + Penalty 4469.030550 = -114961758.048266 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 8.69 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36584.790000 sec): 2 clusters Score: Raw -15110.271045 + Penalty 800.678724 = -14309.592321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36584.990000 sec): 3 clusters Score: Raw -15253.828514 + Penalty 1601.357448 = -13652.471066 nChanged 7 SP:Iteration 1F (36585.160000 sec): 3 clusters Score: Raw -15280.762304 + Penalty 1601.357448 = -13679.404857 nChanged 2 SP:Iteration 2Q (36585.380000 sec): 3 clusters Score: Raw -15302.623398 + Penalty 1601.357448 = -13701.265951 nChanged 0 SP:Iteration 3F (36585.580000 sec): 3 clusters Score: Raw -15302.623398 + Penalty 1601.357448 = -13701.265951 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (16007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36585.790000 sec): 2 clusters Score: Raw -2034976.775300 + Penalty 1573.126978 = -2033403.648322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36586.070000 sec): 3 clusters Score: Raw -2025530.150727 + Penalty 3146.253957 = -2022383.896770 nChanged 7179 SP:Iteration 1F (36586.350000 sec): 3 clusters Score: Raw -2029321.008297 + Penalty 3146.253957 = -2026174.754340 nChanged 782 SP:Iteration 2Q (36586.650000 sec): 3 clusters Score: Raw -2029566.372863 + Penalty 3146.253957 = -2026420.118906 nChanged 651 SP:Iteration 3Q (36587.000000 sec): 3 clusters Score: Raw -2029768.885751 + Penalty 3146.253957 = -2026622.631794 nChanged 590 SP:Iteration 4Q (36587.280000 sec): 3 clusters Score: Raw -2029958.124911 + Penalty 3146.253957 = -2026811.870955 nChanged 555 SP:Iteration 5Q (36587.510000 sec): 3 clusters Score: Raw -2030157.539641 + Penalty 3146.253957 = -2027011.285685 nChanged 566 SP:Iteration 6Q (36587.820000 sec): 3 clusters Score: Raw -2030382.232575 + Penalty 3146.253957 = -2027235.978619 nChanged 604 SP:Iteration 7Q (36588.150000 sec): 3 clusters Score: Raw -2030663.430059 + Penalty 3146.253957 = -2027517.176102 nChanged 660 SP:Iteration 8Q (36588.380000 sec): 3 clusters Score: Raw -2031042.663096 + Penalty 3146.253957 = -2027896.409139 nChanged 689 SP:Iteration 9Q (36588.660000 sec): 3 clusters Score: Raw -2031523.760437 + Penalty 3146.253957 = -2028377.506480 nChanged 764 SP:Iteration 10Q (36588.910000 sec): 3 clusters Score: Raw -2032093.122609 + Penalty 3146.253957 = -2028946.868652 nChanged 707 SP:Iteration 11Q (36589.180000 sec): 3 clusters Score: Raw -2032572.307087 + Penalty 3146.253957 = -2029426.053130 nChanged 579 SP:Iteration 12Q (36589.490000 sec): 3 clusters Score: Raw -2032904.586485 + Penalty 3146.253957 = -2029758.332528 nChanged 462 SP:Iteration 13Q (36589.850000 sec): 3 clusters Score: Raw -2033146.103827 + Penalty 3146.253957 = -2029999.849870 nChanged 378 SP:Iteration 14Q (36590.070000 sec): 3 clusters Score: Raw -2033333.513102 + Penalty 3146.253957 = -2030187.259145 nChanged 333 SP:Iteration 15Q (36590.360000 sec): 3 clusters Score: Raw -2033501.289285 + Penalty 3146.253957 = -2030355.035328 nChanged 316 SP:Iteration 16Q (36590.680000 sec): 3 clusters Score: Raw -2033670.967370 + Penalty 3146.253957 = -2030524.713414 nChanged 306 SP:Iteration 17Q (36590.950000 sec): 3 clusters Score: Raw -2033840.834066 + Penalty 3146.253957 = -2030694.580109 nChanged 280 SP:Iteration 18Q (36591.190000 sec): 3 clusters Score: Raw -2033989.372507 + Penalty 3146.253957 = -2030843.118550 nChanged 267 SP:Iteration 19Q (36591.540000 sec): 3 clusters Score: Raw -2034141.402376 + Penalty 3146.253957 = -2030995.148420 nChanged 254 SP:Iteration 20F (36591.860000 sec): 3 clusters Score: Raw -2034285.913063 + Penalty 3146.253957 = -2031139.659106 nChanged 227 SP:Iteration 21Q (36592.140000 sec): 3 clusters Score: Raw -2034428.991147 + Penalty 3146.253957 = -2031282.737190 nChanged 221 SP:Iteration 22Q (36592.420000 sec): 3 clusters Score: Raw -2034590.018989 + Penalty 3146.253957 = -2031443.765033 nChanged 208 SP:Iteration 23Q (36592.690000 sec): 3 clusters Score: Raw -2034733.469210 + Penalty 3146.253957 = -2031587.215253 nChanged 160 SP:Iteration 24Q (36592.970000 sec): 3 clusters Score: Raw -2034850.872798 + Penalty 3146.253957 = -2031704.618841 nChanged 153 SP:Iteration 25Q (36593.230000 sec): 3 clusters Score: Raw -2034966.489833 + Penalty 3146.253957 = -2031820.235877 nChanged 115 SP:Iteration 26Q (36593.480000 sec): 3 clusters Score: Raw -2035045.588958 + Penalty 3146.253957 = -2031899.335002 nChanged 88 SP:Iteration 27Q (36593.750000 sec): 3 clusters Score: Raw -2035103.033205 + Penalty 3146.253957 = -2031956.779248 nChanged 60 SP:Iteration 28Q (36594.000000 sec): 3 clusters Score: Raw -2035144.388536 + Penalty 3146.253957 = -2031998.134580 nChanged 55 SP:Iteration 29Q (36594.250000 sec): 3 clusters Score: Raw -2035187.436564 + Penalty 3146.253957 = -2032041.182607 nChanged 43 SP:Iteration 30Q (36594.520000 sec): 3 clusters Score: Raw -2035217.808123 + Penalty 3146.253957 = -2032071.554166 nChanged 29 SP:Iteration 31Q (36594.780000 sec): 3 clusters Score: Raw -2035240.690868 + Penalty 3146.253957 = -2032094.436912 nChanged 14 SP:Iteration 32Q (36595.100000 sec): 3 clusters Score: Raw -2035248.596958 + Penalty 3146.253957 = -2032102.343001 nChanged 18 SP:Iteration 33Q (36595.360000 sec): 3 clusters Score: Raw -2035258.643004 + Penalty 3146.253957 = -2032112.389048 nChanged 14 SP:Iteration 34Q (36595.680000 sec): 3 clusters Score: Raw -2035266.599653 + Penalty 3146.253957 = -2032120.345697 nChanged 16 SP:Iteration 35Q (36595.990000 sec): 3 clusters Score: Raw -2035276.317052 + Penalty 3146.253957 = -2032130.063095 nChanged 12 SP:Iteration 36Q (36596.310000 sec): 3 clusters Score: Raw -2035284.308303 + Penalty 3146.253957 = -2032138.054346 nChanged 13 SP:Iteration 37Q (36596.600000 sec): 3 clusters Score: Raw -2035294.762551 + Penalty 3146.253957 = -2032148.508594 nChanged 14 SP:Iteration 38Q (36596.910000 sec): 3 clusters Score: Raw -2035303.207672 + Penalty 3146.253957 = -2032156.953716 nChanged 7 SP:Iteration 39Q (36597.150000 sec): 3 clusters Score: Raw -2035306.418452 + Penalty 3146.253957 = -2032160.164495 nChanged 2 SP:Iteration 40F (36597.450000 sec): 3 clusters Score: Raw -2035312.264472 + Penalty 3146.253957 = -2032166.010515 nChanged 5 SP:Iteration 41Q (36597.730000 sec): 3 clusters Score: Raw -2035319.255340 + Penalty 3146.253957 = -2032173.001383 nChanged 4 SP:Iteration 42Q (36597.990000 sec): 3 clusters Score: Raw -2035321.180094 + Penalty 3146.253957 = -2032174.926138 nChanged 2 SP:Iteration 43Q (36598.270000 sec): 3 clusters Score: Raw -2035322.458314 + Penalty 3146.253957 = -2032176.204358 nChanged 3 SP:Iteration 44Q (36598.540000 sec): 3 clusters Score: Raw -2035324.089444 + Penalty 3146.253957 = -2032177.835487 nChanged 1 SP:Iteration 45Q (36598.820000 sec): 3 clusters Score: Raw -2035324.306571 + Penalty 3146.253957 = -2032178.052614 nChanged 0 SP:Iteration 46F (36599.090000 sec): 3 clusters Score: Raw -2035324.306571 + Penalty 3146.253957 = -2032178.052614 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36599.210000 sec): 2 clusters Score: Raw -62309.764498 + Penalty 1022.980725 = -61286.783773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36599.410000 sec): 3 clusters Score: Raw -62202.632530 + Penalty 2045.961450 = -60156.671080 nChanged 135 SP:Iteration 1F (36599.600000 sec): 3 clusters Score: Raw -62390.405632 + Penalty 2045.961450 = -60344.444181 nChanged 42 SP:Iteration 2F (36599.750000 sec): 3 clusters Score: Raw -62452.458166 + Penalty 2045.961450 = -60406.496716 nChanged 15 SP:Iteration 3Q (36599.960000 sec): 3 clusters Score: Raw -62478.230933 + Penalty 2045.961450 = -60432.269483 nChanged 6 SP:Iteration 4Q (36600.110000 sec): 3 clusters Score: Raw -62490.791976 + Penalty 2045.961450 = -60444.830526 nChanged 7 SP:Iteration 5Q (36600.260000 sec): 3 clusters Score: Raw -62506.464796 + Penalty 2045.961450 = -60460.503345 nChanged 7 SP:Iteration 6Q (36600.410000 sec): 3 clusters Score: Raw -62519.303198 + Penalty 2045.961450 = -60473.341747 nChanged 3 SP:Iteration 7Q (36600.560000 sec): 3 clusters Score: Raw -62523.828441 + Penalty 2045.961450 = -60477.866991 nChanged 1 SP:Iteration 8Q (36600.710000 sec): 3 clusters Score: Raw -62524.900218 + Penalty 2045.961450 = -60478.938767 nChanged 0 SP:Iteration 9F (36600.850000 sec): 3 clusters Score: Raw -62524.900218 + Penalty 2045.961450 = -60478.938767 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36600.990000 sec): 2 clusters Score: Raw -1157791.801747 + Penalty 1482.777154 = -1156309.024594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36601.250000 sec): 3 clusters Score: Raw -1152637.959308 + Penalty 2965.554307 = -1149672.405001 nChanged 3903 SP:Iteration 1F (36601.490000 sec): 3 clusters Score: Raw -1154744.565903 + Penalty 2965.554307 = -1151779.011596 nChanged 574 SP:Iteration 2F (36601.790000 sec): 3 clusters Score: Raw -1155012.868336 + Penalty 2965.554307 = -1152047.314028 nChanged 493 SP:Iteration 3F (36602.090000 sec): 3 clusters Score: Raw -1155245.787784 + Penalty 2965.554307 = -1152280.233477 nChanged 460 SP:Iteration 4F (36602.350000 sec): 3 clusters Score: Raw -1155488.015159 + Penalty 2965.554307 = -1152522.460852 nChanged 483 SP:Iteration 5F (36602.530000 sec): 3 clusters Score: Raw -1155793.163077 + Penalty 2965.554307 = -1152827.608770 nChanged 534 SP:Iteration 6F (36602.780000 sec): 3 clusters Score: Raw -1156164.684391 + Penalty 2965.554307 = -1153199.130084 nChanged 535 SP:Iteration 7F (36603.010000 sec): 3 clusters Score: Raw -1156583.263171 + Penalty 2965.554307 = -1153617.708864 nChanged 491 SP:Iteration 8F (36603.290000 sec): 3 clusters Score: Raw -1157016.593000 + Penalty 2965.554307 = -1154051.038693 nChanged 411 SP:Iteration 9Q (36603.540000 sec): 3 clusters Score: Raw -1157406.158620 + Penalty 2965.554307 = -1154440.604313 nChanged 285 SP:Iteration 10Q (36603.790000 sec): 3 clusters Score: Raw -1157699.996683 + Penalty 2965.554307 = -1154734.442376 nChanged 162 SP:Iteration 11Q (36604.030000 sec): 3 clusters Score: Raw -1157848.983459 + Penalty 2965.554307 = -1154883.429152 nChanged 73 SP:Iteration 12Q (36604.270000 sec): 3 clusters Score: Raw -1157924.832986 + Penalty 2965.554307 = -1154959.278679 nChanged 47 SP:Iteration 13Q (36604.470000 sec): 3 clusters Score: Raw -1157973.509839 + Penalty 2965.554307 = -1155007.955531 nChanged 15 SP:Iteration 14Q (36604.690000 sec): 3 clusters Score: Raw -1157993.627839 + Penalty 2965.554307 = -1155028.073532 nChanged 9 SP:Iteration 15Q (36604.870000 sec): 3 clusters Score: Raw -1158003.381462 + Penalty 2965.554307 = -1155037.827155 nChanged 8 SP:Iteration 16Q (36605.130000 sec): 3 clusters Score: Raw -1158014.369749 + Penalty 2965.554307 = -1155048.815442 nChanged 5 SP:Iteration 17Q (36605.350000 sec): 3 clusters Score: Raw -1158020.070090 + Penalty 2965.554307 = -1155054.515783 nChanged 5 SP:Iteration 18Q (36605.600000 sec): 3 clusters Score: Raw -1158028.797875 + Penalty 2965.554307 = -1155063.243568 nChanged 4 SP:Iteration 19Q (36605.840000 sec): 3 clusters Score: Raw -1158032.314774 + Penalty 2965.554307 = -1155066.760467 nChanged 1 SP:Iteration 20F (36606.030000 sec): 3 clusters Score: Raw -1158034.234705 + Penalty 2965.554307 = -1155068.680398 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (14768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36606.180000 sec): 2 clusters Score: Raw -1801523.404936 + Penalty 1560.035418 = -1799963.369518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36606.550000 sec): 3 clusters Score: Raw -1792845.460219 + Penalty 3120.070836 = -1789725.389383 nChanged 6584 SP:Iteration 1F (36606.810000 sec): 3 clusters Score: Raw -1796397.057374 + Penalty 3120.070836 = -1793276.986538 nChanged 793 SP:Iteration 2F (36607.040000 sec): 3 clusters Score: Raw -1796727.438862 + Penalty 3120.070836 = -1793607.368026 nChanged 739 SP:Iteration 3F (36607.330000 sec): 3 clusters Score: Raw -1797088.711678 + Penalty 3120.070836 = -1793968.640842 nChanged 750 SP:Iteration 4F (36607.620000 sec): 3 clusters Score: Raw -1797500.887708 + Penalty 3120.070836 = -1794380.816872 nChanged 835 SP:Iteration 5F (36607.870000 sec): 3 clusters Score: Raw -1798065.013236 + Penalty 3120.070836 = -1794944.942400 nChanged 968 SP:Iteration 6F (36608.120000 sec): 3 clusters Score: Raw -1798851.587973 + Penalty 3120.070836 = -1795731.517137 nChanged 1088 SP:Iteration 7F (36608.370000 sec): 3 clusters Score: Raw -1799905.893016 + Penalty 3120.070836 = -1796785.822180 nChanged 1025 SP:Iteration 8F (36608.690000 sec): 3 clusters Score: Raw -1801012.177073 + Penalty 3120.070836 = -1797892.106237 nChanged 744 SP:Iteration 9F (36608.940000 sec): 3 clusters Score: Raw -1801689.599009 + Penalty 3120.070836 = -1798569.528173 nChanged 449 SP:Iteration 10Q (36609.200000 sec): 3 clusters Score: Raw -1802008.380166 + Penalty 3120.070836 = -1798888.309330 nChanged 265 SP:Iteration 11Q (36609.510000 sec): 3 clusters Score: Raw -1802146.187820 + Penalty 3120.070836 = -1799026.116984 nChanged 179 SP:Iteration 12Q (36609.730000 sec): 3 clusters Score: Raw -1802216.742004 + Penalty 3120.070836 = -1799096.671168 nChanged 119 SP:Iteration 13Q (36610.080000 sec): 3 clusters Score: Raw -1802250.035201 + Penalty 3120.070836 = -1799129.964365 nChanged 89 SP:Iteration 14Q (36610.390000 sec): 3 clusters Score: Raw -1802269.412109 + Penalty 3120.070836 = -1799149.341273 nChanged 63 SP:Iteration 15Q (36610.630000 sec): 3 clusters Score: Raw -1802279.790954 + Penalty 3120.070836 = -1799159.720118 nChanged 51 SP:Iteration 16Q (36610.850000 sec): 3 clusters Score: Raw -1802288.292859 + Penalty 3120.070836 = -1799168.222023 nChanged 35 SP:Iteration 17Q (36611.120000 sec): 3 clusters Score: Raw -1802292.764608 + Penalty 3120.070836 = -1799172.693772 nChanged 25 SP:Iteration 18Q (36611.330000 sec): 3 clusters Score: Raw -1802295.867000 + Penalty 3120.070836 = -1799175.796164 nChanged 23 SP:Iteration 19Q (36611.560000 sec): 3 clusters Score: Raw -1802298.929522 + Penalty 3120.070836 = -1799178.858686 nChanged 22 SP:Iteration 20F (36611.820000 sec): 3 clusters Score: Raw -1802302.627855 + Penalty 3120.070836 = -1799182.557019 nChanged 21 SP:Iteration 21Q (36612.080000 sec): 3 clusters Score: Raw -1802305.284720 + Penalty 3120.070836 = -1799185.213884 nChanged 19 SP:Iteration 22Q (36612.310000 sec): 3 clusters Score: Raw -1802307.464867 + Penalty 3120.070836 = -1799187.394031 nChanged 13 SP:Iteration 23Q (36612.590000 sec): 3 clusters Score: Raw -1802308.707585 + Penalty 3120.070836 = -1799188.636749 nChanged 10 SP:Iteration 24Q (36612.920000 sec): 3 clusters Score: Raw -1802309.774298 + Penalty 3120.070836 = -1799189.703462 nChanged 9 SP:Iteration 25Q (36613.140000 sec): 3 clusters Score: Raw -1802310.748732 + Penalty 3120.070836 = -1799190.677897 nChanged 10 SP:Iteration 26Q (36613.430000 sec): 3 clusters Score: Raw -1802311.612628 + Penalty 3120.070836 = -1799191.541792 nChanged 4 SP:Iteration 27Q (36613.670000 sec): 3 clusters Score: Raw -1802311.976332 + Penalty 3120.070836 = -1799191.905496 nChanged 5 SP:Iteration 28Q (36613.870000 sec): 3 clusters Score: Raw -1802312.474209 + Penalty 3120.070836 = -1799192.403373 nChanged 4 SP:Iteration 29Q (36614.170000 sec): 3 clusters Score: Raw -1802313.098086 + Penalty 3120.070836 = -1799193.027250 nChanged 6 SP:Iteration 30Q (36614.390000 sec): 3 clusters Score: Raw -1802313.641804 + Penalty 3120.070836 = -1799193.570968 nChanged 5 SP:Iteration 31Q (36614.690000 sec): 3 clusters Score: Raw -1802314.244134 + Penalty 3120.070836 = -1799194.173298 nChanged 6 SP:Iteration 32Q (36614.990000 sec): 3 clusters Score: Raw -1802314.676922 + Penalty 3120.070836 = -1799194.606086 nChanged 7 SP:Iteration 33Q (36615.240000 sec): 3 clusters Score: Raw -1802315.767634 + Penalty 3120.070836 = -1799195.696798 nChanged 7 SP:Iteration 34Q (36615.510000 sec): 3 clusters Score: Raw -1802316.396682 + Penalty 3120.070836 = -1799196.325846 nChanged 11 SP:Iteration 35Q (36615.810000 sec): 3 clusters Score: Raw -1802317.361905 + Penalty 3120.070836 = -1799197.291069 nChanged 9 SP:Iteration 36Q (36616.070000 sec): 3 clusters Score: Raw -1802318.202243 + Penalty 3120.070836 = -1799198.131407 nChanged 12 SP:Iteration 37Q (36616.290000 sec): 3 clusters Score: Raw -1802319.302751 + Penalty 3120.070836 = -1799199.231915 nChanged 11 SP:Iteration 38Q (36616.590000 sec): 3 clusters Score: Raw -1802320.711026 + Penalty 3120.070836 = -1799200.640190 nChanged 14 SP:Iteration 39Q (36616.810000 sec): 3 clusters Score: Raw -1802321.821902 + Penalty 3120.070836 = -1799201.751066 nChanged 9 SP:Iteration 40F (36617.090000 sec): 3 clusters Score: Raw -1802322.486705 + Penalty 3120.070836 = -1799202.415869 nChanged 8 SP:Iteration 41Q (36617.360000 sec): 3 clusters Score: Raw -1802323.505475 + Penalty 3120.070836 = -1799203.434639 nChanged 7 SP:Iteration 42Q (36617.650000 sec): 3 clusters Score: Raw -1802324.046937 + Penalty 3120.070836 = -1799203.976101 nChanged 3 SP:Iteration 43Q (36617.920000 sec): 3 clusters Score: Raw -1802324.341953 + Penalty 3120.070836 = -1799204.271117 nChanged 3 SP:Iteration 44Q (36618.180000 sec): 3 clusters Score: Raw -1802324.523455 + Penalty 3120.070836 = -1799204.452619 nChanged 3 SP:Iteration 45Q (36618.480000 sec): 3 clusters Score: Raw -1802324.711291 + Penalty 3120.070836 = -1799204.640455 nChanged 3 SP:Iteration 46Q (36618.830000 sec): 3 clusters Score: Raw -1802324.872042 + Penalty 3120.070836 = -1799204.801206 nChanged 4 SP:Iteration 47Q (36619.040000 sec): 3 clusters Score: Raw -1802325.289830 + Penalty 3120.070836 = -1799205.218994 nChanged 2 SP:Iteration 48Q (36619.270000 sec): 3 clusters Score: Raw -1802325.508960 + Penalty 3120.070836 = -1799205.438124 nChanged 4 SP:Iteration 49Q (36619.520000 sec): 3 clusters Score: Raw -1802325.850997 + Penalty 3120.070836 = -1799205.780161 nChanged 5 SP:Iteration 50Q (36619.750000 sec): 3 clusters Score: Raw -1802326.207675 + Penalty 3120.070836 = -1799206.136839 nChanged 4 SP:Iteration 51Q (36620.000000 sec): 3 clusters Score: Raw -1802326.546710 + Penalty 3120.070836 = -1799206.475874 nChanged 4 SP:Iteration 52Q (36620.320000 sec): 3 clusters Score: Raw -1802326.931964 + Penalty 3120.070836 = -1799206.861128 nChanged 3 SP:Iteration 53Q (36620.550000 sec): 3 clusters Score: Raw -1802327.200822 + Penalty 3120.070836 = -1799207.129986 nChanged 3 SP:Iteration 54Q (36620.810000 sec): 3 clusters Score: Raw -1802327.601172 + Penalty 3120.070836 = -1799207.530336 nChanged 2 SP:Iteration 55Q (36621.040000 sec): 3 clusters Score: Raw -1802327.726046 + Penalty 3120.070836 = -1799207.655210 nChanged 1 SP:Iteration 56Q (36621.310000 sec): 3 clusters Score: Raw -1802327.744227 + Penalty 3120.070836 = -1799207.673391 nChanged 0 SP:Iteration 57F (36621.620000 sec): 3 clusters Score: Raw -1802327.744227 + Penalty 3120.070836 = -1799207.673391 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (31814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36621.890000 sec): 2 clusters Score: Raw -3885089.915941 + Penalty 1684.745030 = -3883405.170910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36622.180000 sec): 3 clusters Score: Raw -3865305.221182 + Penalty 3369.490060 = -3861935.731122 nChanged 14722 SP:Iteration 1F (36622.490000 sec): 3 clusters Score: Raw -3873527.017442 + Penalty 3369.490060 = -3870157.527382 nChanged 1278 SP:Iteration 2Q (36622.820000 sec): 3 clusters Score: Raw -3873971.093527 + Penalty 3369.490060 = -3870601.603467 nChanged 1353 SP:Iteration 3Q (36623.130000 sec): 3 clusters Score: Raw -3874558.253589 + Penalty 3369.490060 = -3871188.763529 nChanged 1503 SP:Iteration 4Q (36623.480000 sec): 3 clusters Score: Raw -3875379.745848 + Penalty 3369.490060 = -3872010.255788 nChanged 1714 SP:Iteration 5F (36623.850000 sec): 3 clusters Score: Raw -3876513.421899 + Penalty 3369.490060 = -3873143.931839 nChanged 1892 SP:Iteration 6F (36624.180000 sec): 3 clusters Score: Raw -3877981.838967 + Penalty 3369.490060 = -3874612.348907 nChanged 2058 SP:Iteration 7F (36624.530000 sec): 3 clusters Score: Raw -3879783.468474 + Penalty 3369.490060 = -3876413.978414 nChanged 1949 SP:Iteration 8F (36624.900000 sec): 3 clusters Score: Raw -3881514.872528 + Penalty 3369.490060 = -3878145.382468 nChanged 1560 SP:Iteration 9Q (36625.200000 sec): 3 clusters Score: Raw -3882828.848250 + Penalty 3369.490060 = -3879459.358190 nChanged 1150 SP:Iteration 10Q (36625.460000 sec): 3 clusters Score: Raw -3883735.698446 + Penalty 3369.490060 = -3880366.208386 nChanged 782 SP:Iteration 11Q (36625.800000 sec): 3 clusters Score: Raw -3884325.186565 + Penalty 3369.490060 = -3880955.696505 nChanged 484 SP:Iteration 12Q (36626.090000 sec): 3 clusters Score: Raw -3884697.755455 + Penalty 3369.490060 = -3881328.265395 nChanged 288 SP:Iteration 13Q (36626.380000 sec): 3 clusters Score: Raw -3884913.457581 + Penalty 3369.490060 = -3881543.967521 nChanged 180 SP:Iteration 14Q (36626.740000 sec): 3 clusters Score: Raw -3885043.475519 + Penalty 3369.490060 = -3881673.985458 nChanged 120 SP:Iteration 15Q (36627.020000 sec): 3 clusters Score: Raw -3885136.774056 + Penalty 3369.490060 = -3881767.283996 nChanged 81 SP:Iteration 16Q (36627.320000 sec): 3 clusters Score: Raw -3885198.058579 + Penalty 3369.490060 = -3881828.568519 nChanged 49 SP:Iteration 17Q (36627.650000 sec): 3 clusters Score: Raw -3885236.391590 + Penalty 3369.490060 = -3881866.901530 nChanged 34 SP:Iteration 18Q (36627.980000 sec): 3 clusters Score: Raw -3885261.398411 + Penalty 3369.490060 = -3881891.908351 nChanged 16 SP:Iteration 19Q (36628.290000 sec): 3 clusters Score: Raw -3885275.314129 + Penalty 3369.490060 = -3881905.824069 nChanged 14 SP:Iteration 20F (36628.680000 sec): 3 clusters Score: Raw -3885286.098200 + Penalty 3369.490060 = -3881916.608140 nChanged 12 SP:Iteration 21Q (36629.010000 sec): 3 clusters Score: Raw -3885293.129111 + Penalty 3369.490060 = -3881923.639051 nChanged 4 SP:Iteration 22Q (36629.310000 sec): 3 clusters Score: Raw -3885294.950648 + Penalty 3369.490060 = -3881925.460588 nChanged 1 SP:Iteration 23Q (36629.680000 sec): 3 clusters Score: Raw -3885295.925407 + Penalty 3369.490060 = -3881926.435347 nChanged 1 SP:Iteration 24Q (36629.970000 sec): 3 clusters Score: Raw -3885296.951209 + Penalty 3369.490060 = -3881927.461149 nChanged 1 SP:Iteration 25Q (36630.280000 sec): 3 clusters Score: Raw -3885297.354183 + Penalty 3369.490060 = -3881927.864123 nChanged 0 SP:Iteration 26F (36630.620000 sec): 3 clusters Score: Raw -3885297.354183 + Penalty 3369.490060 = -3881927.864123 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36630.780000 sec): 2 clusters Score: Raw -178918.916415 + Penalty 1186.326832 = -177732.589583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36630.940000 sec): 3 clusters Score: Raw -178335.890489 + Penalty 2372.653665 = -175963.236824 nChanged 479 SP:Iteration 1F (36631.160000 sec): 3 clusters Score: Raw -178691.613454 + Penalty 2372.653665 = -176318.959790 nChanged 114 SP:Iteration 2F (36631.320000 sec): 3 clusters Score: Raw -178784.177504 + Penalty 2372.653665 = -176411.523839 nChanged 57 SP:Iteration 3Q (36631.530000 sec): 3 clusters Score: Raw -178824.320992 + Penalty 2372.653665 = -176451.667327 nChanged 34 SP:Iteration 4Q (36631.660000 sec): 3 clusters Score: Raw -178847.043991 + Penalty 2372.653665 = -176474.390327 nChanged 21 SP:Iteration 5Q (36631.780000 sec): 3 clusters Score: Raw -178861.590112 + Penalty 2372.653665 = -176488.936448 nChanged 13 SP:Iteration 6Q (36631.950000 sec): 3 clusters Score: Raw -178869.927125 + Penalty 2372.653665 = -176497.273460 nChanged 12 SP:Iteration 7Q (36632.140000 sec): 3 clusters Score: Raw -178879.987489 + Penalty 2372.653665 = -176507.333825 nChanged 12 SP:Iteration 8Q (36632.280000 sec): 3 clusters Score: Raw -178891.145810 + Penalty 2372.653665 = -176518.492145 nChanged 13 SP:Iteration 9Q (36632.490000 sec): 3 clusters Score: Raw -178900.467923 + Penalty 2372.653665 = -176527.814259 nChanged 15 SP:Iteration 10Q (36632.640000 sec): 3 clusters Score: Raw -178911.738287 + Penalty 2372.653665 = -176539.084622 nChanged 12 SP:Iteration 11Q (36632.870000 sec): 3 clusters Score: Raw -178918.257381 + Penalty 2372.653665 = -176545.603717 nChanged 9 SP:Iteration 12Q (36633.050000 sec): 3 clusters Score: Raw -178923.759473 + Penalty 2372.653665 = -176551.105808 nChanged 5 SP:Iteration 13Q (36633.280000 sec): 3 clusters Score: Raw -178926.699216 + Penalty 2372.653665 = -176554.045551 nChanged 6 SP:Iteration 14Q (36633.440000 sec): 3 clusters Score: Raw -178928.785752 + Penalty 2372.653665 = -176556.132088 nChanged 4 SP:Iteration 15Q (36633.670000 sec): 3 clusters Score: Raw -178931.466506 + Penalty 2372.653665 = -176558.812841 nChanged 5 SP:Iteration 16Q (36633.840000 sec): 3 clusters Score: Raw -178934.677885 + Penalty 2372.653665 = -176562.024220 nChanged 3 SP:Iteration 17Q (36634.040000 sec): 3 clusters Score: Raw -178935.626105 + Penalty 2372.653665 = -176562.972440 nChanged 2 SP:Iteration 18Q (36634.200000 sec): 3 clusters Score: Raw -178936.498014 + Penalty 2372.653665 = -176563.844349 nChanged 2 SP:Iteration 19Q (36634.360000 sec): 3 clusters Score: Raw -178937.309467 + Penalty 2372.653665 = -176564.655803 nChanged 0 SP:Iteration 20F (36634.580000 sec): 3 clusters Score: Raw -178937.309467 + Penalty 2372.653665 = -176564.655803 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36634.630000 sec): 2 clusters Score: Raw -14819.177904 + Penalty 804.173482 = -14015.004422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36634.850000 sec): 3 clusters Score: Raw -14969.482130 + Penalty 1608.346964 = -13361.135166 nChanged 10 SP:Iteration 1F (36635.040000 sec): 3 clusters Score: Raw -15040.582865 + Penalty 1608.346964 = -13432.235901 nChanged 2 SP:Iteration 2Q (36635.240000 sec): 3 clusters Score: Raw -15055.361658 + Penalty 1608.346964 = -13447.014694 nChanged 1 SP:Iteration 3Q (36635.460000 sec): 3 clusters Score: Raw -15060.228100 + Penalty 1608.346964 = -13451.881135 nChanged 0 SP:Iteration 4F (36635.660000 sec): 3 clusters Score: Raw -15060.228100 + Penalty 1608.346964 = -13451.881135 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 22 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36635.730000 sec): 2 clusters Score: Raw -70433.135545 + Penalty 1045.874435 = -69387.261110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36635.940000 sec): 3 clusters Score: Raw -70299.501062 + Penalty 2091.748870 = -68207.752192 nChanged 161 SP:Iteration 1F (36636.190000 sec): 3 clusters Score: Raw -70578.355156 + Penalty 2091.748870 = -68486.606286 nChanged 44 SP:Iteration 2F (36636.320000 sec): 3 clusters Score: Raw -70717.015694 + Penalty 2091.748870 = -68625.266824 nChanged 34 SP:Iteration 3F (36636.490000 sec): 3 clusters Score: Raw -70813.269113 + Penalty 2091.748870 = -68721.520244 nChanged 25 SP:Iteration 4Q (36636.660000 sec): 3 clusters Score: Raw -70897.514331 + Penalty 2091.748870 = -68805.765461 nChanged 21 SP:Iteration 5Q (36636.820000 sec): 3 clusters Score: Raw -70962.817221 + Penalty 2091.748870 = -68871.068351 nChanged 19 SP:Iteration 6Q (36636.980000 sec): 3 clusters Score: Raw -70999.200022 + Penalty 2091.748870 = -68907.451152 nChanged 19 SP:Iteration 7Q (36637.160000 sec): 3 clusters Score: Raw -71052.374149 + Penalty 2091.748870 = -68960.625279 nChanged 18 SP:Iteration 8Q (36637.350000 sec): 3 clusters Score: Raw -71135.367242 + Penalty 2091.748870 = -69043.618372 nChanged 23 SP:Iteration 9Q (36637.570000 sec): 3 clusters Score: Raw -71219.332851 + Penalty 2091.748870 = -69127.583981 nChanged 14 SP:Iteration 10Q (36637.750000 sec): 3 clusters Score: Raw -71279.571932 + Penalty 2091.748870 = -69187.823062 nChanged 12 SP:Iteration 11Q (36637.930000 sec): 3 clusters Score: Raw -71319.315542 + Penalty 2091.748870 = -69227.566672 nChanged 6 SP:Iteration 12Q (36638.130000 sec): 3 clusters Score: Raw -71334.816405 + Penalty 2091.748870 = -69243.067536 nChanged 4 SP:Iteration 13Q (36638.270000 sec): 3 clusters Score: Raw -71345.136945 + Penalty 2091.748870 = -69253.388075 nChanged 3 SP:Iteration 14Q (36638.430000 sec): 3 clusters Score: Raw -71352.073397 + Penalty 2091.748870 = -69260.324527 nChanged 3 SP:Iteration 15Q (36638.640000 sec): 3 clusters Score: Raw -71361.443337 + Penalty 2091.748870 = -69269.694467 nChanged 3 SP:Iteration 16Q (36638.750000 sec): 3 clusters Score: Raw -71364.661932 + Penalty 2091.748870 = -69272.913062 nChanged 0 SP:Iteration 17F (36638.930000 sec): 3 clusters Score: Raw -71365.934089 + Penalty 2091.748870 = -69274.185219 nChanged 1 SP:Iteration 18Q (36639.070000 sec): 3 clusters Score: Raw -71368.229907 + Penalty 2091.748870 = -69276.481038 nChanged 1 SP:Iteration 19Q (36639.230000 sec): 3 clusters Score: Raw -71369.691834 + Penalty 2091.748870 = -69277.942965 nChanged 0 SP:Iteration 20F (36639.360000 sec): 3 clusters Score: Raw -71369.691834 + Penalty 2091.748870 = -69277.942965 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36639.450000 sec): 2 clusters Score: Raw -28352.486123 + Penalty 902.355933 = -27450.130190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36639.560000 sec): 3 clusters Score: Raw -28434.268231 + Penalty 1804.711865 = -26629.556366 nChanged 35 SP:Iteration 1F (36639.690000 sec): 3 clusters Score: Raw -28522.822537 + Penalty 1804.711865 = -26718.110672 nChanged 8 SP:Iteration 2Q (36639.810000 sec): 3 clusters Score: Raw -28551.041190 + Penalty 1804.711865 = -26746.329325 nChanged 5 SP:Iteration 3Q (36639.940000 sec): 3 clusters Score: Raw -28566.155379 + Penalty 1804.711865 = -26761.443514 nChanged 0 SP:Iteration 4F (36640.070000 sec): 3 clusters Score: Raw -28566.155379 + Penalty 1804.711865 = -26761.443514 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36640.110000 sec): 2 clusters Score: Raw -24198.338629 + Penalty 871.209977 = -23327.128652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36640.250000 sec): 3 clusters Score: Raw -24349.435122 + Penalty 1742.419954 = -22607.015169 nChanged 31 SP:Iteration 1F (36640.370000 sec): 3 clusters Score: Raw -24515.161207 + Penalty 1742.419954 = -22772.741253 nChanged 14 SP:Iteration 2F (36640.500000 sec): 3 clusters Score: Raw -24777.357339 + Penalty 1742.419954 = -23034.937385 nChanged 16 SP:Iteration 3F (36640.630000 sec): 3 clusters Score: Raw -24847.779474 + Penalty 1742.419954 = -23105.359521 nChanged 8 SP:Iteration 4Q (36640.750000 sec): 3 clusters Score: Raw -24906.660200 + Penalty 1742.419954 = -23164.240246 nChanged 4 SP:Iteration 5Q (36640.880000 sec): 3 clusters Score: Raw -24928.622438 + Penalty 1742.419954 = -23186.202484 nChanged 3 SP:Iteration 6Q (36641.010000 sec): 3 clusters Score: Raw -24946.570332 + Penalty 1742.419954 = -23204.150378 nChanged 1 SP:Iteration 7Q (36641.140000 sec): 3 clusters Score: Raw -24952.723337 + Penalty 1742.419954 = -23210.303383 nChanged 0 SP:Iteration 8F (36641.270000 sec): 3 clusters Score: Raw -24952.723337 + Penalty 1742.419954 = -23210.303383 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36641.330000 sec): 2 clusters Score: Raw -20860.896731 + Penalty 846.541500 = -20014.355231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36641.460000 sec): 3 clusters Score: Raw -20920.953785 + Penalty 1693.083000 = -19227.870786 nChanged 22 SP:Iteration 1F (36641.590000 sec): 3 clusters Score: Raw -21012.498376 + Penalty 1693.083000 = -19319.415377 nChanged 4 SP:Iteration 2Q (36641.710000 sec): 3 clusters Score: Raw -21028.405301 + Penalty 1693.083000 = -19335.322302 nChanged 2 SP:Iteration 3Q (36641.840000 sec): 3 clusters Score: Raw -21038.569129 + Penalty 1693.083000 = -19345.486129 nChanged 2 SP:Iteration 4Q (36641.970000 sec): 3 clusters Score: Raw -21047.565802 + Penalty 1693.083000 = -19354.482802 nChanged 3 SP:Iteration 5Q (36642.100000 sec): 3 clusters Score: Raw -21065.325325 + Penalty 1693.083000 = -19372.242326 nChanged 2 SP:Iteration 6Q (36642.230000 sec): 3 clusters Score: Raw -21075.314371 + Penalty 1693.083000 = -19382.231371 nChanged 0 SP:Iteration 7F (36642.350000 sec): 3 clusters Score: Raw -21075.314371 + Penalty 1693.083000 = -19382.231371 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36642.420000 sec): 2 clusters Score: Raw -23671.050983 + Penalty 874.233320 = -22796.817663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36642.550000 sec): 3 clusters Score: Raw -23767.464039 + Penalty 1748.466640 = -22018.997399 nChanged 34 SP:Iteration 1F (36642.670000 sec): 3 clusters Score: Raw -23881.241347 + Penalty 1748.466640 = -22132.774707 nChanged 8 SP:Iteration 2Q (36642.800000 sec): 3 clusters Score: Raw -23921.579875 + Penalty 1748.466640 = -22173.113235 nChanged 4 SP:Iteration 3Q (36642.930000 sec): 3 clusters Score: Raw -23932.492173 + Penalty 1748.466640 = -22184.025533 nChanged 1 SP:Iteration 4Q (36643.060000 sec): 3 clusters Score: Raw -23945.383932 + Penalty 1748.466640 = -22196.917292 nChanged 1 SP:Iteration 5Q (36643.190000 sec): 3 clusters Score: Raw -23947.163999 + Penalty 1748.466640 = -22198.697359 nChanged 0 SP:Iteration 6F (36643.310000 sec): 3 clusters Score: Raw -23947.163999 + Penalty 1748.466640 = -22198.697359 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 27 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36643.430000 sec): 2 clusters Score: Raw -68004.443343 + Penalty 1040.041835 = -66964.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36643.550000 sec): 3 clusters Score: Raw -67876.616805 + Penalty 2080.083670 = -65796.533135 nChanged 143 SP:Iteration 1F (36643.680000 sec): 3 clusters Score: Raw -68082.484403 + Penalty 2080.083670 = -66002.400733 nChanged 40 SP:Iteration 2F (36643.790000 sec): 3 clusters Score: Raw -68131.579495 + Penalty 2080.083670 = -66051.495825 nChanged 17 SP:Iteration 3Q (36643.910000 sec): 3 clusters Score: Raw -68159.495838 + Penalty 2080.083670 = -66079.412168 nChanged 11 SP:Iteration 4Q (36644.030000 sec): 3 clusters Score: Raw -68187.102593 + Penalty 2080.083670 = -66107.018923 nChanged 10 SP:Iteration 5Q (36644.160000 sec): 3 clusters Score: Raw -68217.128433 + Penalty 2080.083670 = -66137.044763 nChanged 9 SP:Iteration 6Q (36644.290000 sec): 3 clusters Score: Raw -68239.131581 + Penalty 2080.083670 = -66159.047912 nChanged 8 SP:Iteration 7Q (36644.420000 sec): 3 clusters Score: Raw -68253.472091 + Penalty 2080.083670 = -66173.388421 nChanged 10 SP:Iteration 8Q (36644.550000 sec): 3 clusters Score: Raw -68265.184010 + Penalty 2080.083670 = -66185.100341 nChanged 7 SP:Iteration 9Q (36644.710000 sec): 3 clusters Score: Raw -68275.347613 + Penalty 2080.083670 = -66195.263944 nChanged 6 SP:Iteration 10Q (36644.830000 sec): 3 clusters Score: Raw -68283.959910 + Penalty 2080.083670 = -66203.876241 nChanged 5 SP:Iteration 11Q (36644.960000 sec): 3 clusters Score: Raw -68288.314935 + Penalty 2080.083670 = -66208.231265 nChanged 2 SP:Iteration 12Q (36645.090000 sec): 3 clusters Score: Raw -68291.126974 + Penalty 2080.083670 = -66211.043304 nChanged 2 SP:Iteration 13Q (36645.220000 sec): 3 clusters Score: Raw -68295.160002 + Penalty 2080.083670 = -66215.076332 nChanged 3 SP:Iteration 14Q (36645.340000 sec): 3 clusters Score: Raw -68299.990571 + Penalty 2080.083670 = -66219.906902 nChanged 4 SP:Iteration 15Q (36645.470000 sec): 3 clusters Score: Raw -68304.685132 + Penalty 2080.083670 = -66224.601462 nChanged 2 SP:Iteration 16Q (36645.600000 sec): 3 clusters Score: Raw -68309.343967 + Penalty 2080.083670 = -66229.260297 nChanged 2 SP:Iteration 17Q (36645.730000 sec): 3 clusters Score: Raw -68312.783764 + Penalty 2080.083670 = -66232.700094 nChanged 1 SP:Iteration 18Q (36645.860000 sec): 3 clusters Score: Raw -68315.221591 + Penalty 2080.083670 = -66235.137921 nChanged 3 SP:Iteration 19Q (36645.980000 sec): 3 clusters Score: Raw -68318.778192 + Penalty 2080.083670 = -66238.694523 nChanged 3 SP:Iteration 20F (36646.110000 sec): 3 clusters Score: Raw -68321.276817 + Penalty 2080.083670 = -66241.193147 nChanged 1 SP:Iteration 21Q (36646.240000 sec): 3 clusters Score: Raw -68321.695837 + Penalty 2080.083670 = -66241.612167 nChanged 0 SP:Iteration 22F (36646.370000 sec): 3 clusters Score: Raw -68321.695837 + Penalty 2080.083670 = -66241.612167 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 28 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36646.430000 sec): 2 clusters Score: Raw -37270.785386 + Penalty 945.280563 = -36325.504822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36646.560000 sec): 3 clusters Score: Raw -37296.769392 + Penalty 1890.561127 = -35406.208265 nChanged 60 SP:Iteration 1F (36646.690000 sec): 3 clusters Score: Raw -37469.043569 + Penalty 1890.561127 = -35578.482442 nChanged 18 SP:Iteration 2F (36646.820000 sec): 3 clusters Score: Raw -37549.565348 + Penalty 1890.561127 = -35659.004221 nChanged 14 SP:Iteration 3Q (36646.940000 sec): 3 clusters Score: Raw -37589.395455 + Penalty 1890.561127 = -35698.834328 nChanged 6 SP:Iteration 4Q (36647.110000 sec): 3 clusters Score: Raw -37608.597556 + Penalty 1890.561127 = -35718.036429 nChanged 4 SP:Iteration 5Q (36647.260000 sec): 3 clusters Score: Raw -37623.562040 + Penalty 1890.561127 = -35733.000913 nChanged 3 SP:Iteration 6Q (36647.410000 sec): 3 clusters Score: Raw -37636.448602 + Penalty 1890.561127 = -35745.887475 nChanged 4 SP:Iteration 7Q (36647.560000 sec): 3 clusters Score: Raw -37672.349367 + Penalty 1890.561127 = -35781.788240 nChanged 5 SP:Iteration 8Q (36647.740000 sec): 3 clusters Score: Raw -37692.249414 + Penalty 1890.561127 = -35801.688287 nChanged 3 SP:Iteration 9Q (36647.940000 sec): 3 clusters Score: Raw -37699.350281 + Penalty 1890.561127 = -35808.789154 nChanged 2 SP:Iteration 10Q (36648.100000 sec): 3 clusters Score: Raw -37713.084612 + Penalty 1890.561127 = -35822.523485 nChanged 2 SP:Iteration 11Q (36648.290000 sec): 3 clusters Score: Raw -37723.503996 + Penalty 1890.561127 = -35832.942869 nChanged 1 SP:Iteration 12Q (36648.430000 sec): 3 clusters Score: Raw -37733.507193 + Penalty 1890.561127 = -35842.946066 nChanged 2 SP:Iteration 13Q (36648.590000 sec): 3 clusters Score: Raw -37749.588470 + Penalty 1890.561127 = -35859.027343 nChanged 4 SP:Iteration 14Q (36648.740000 sec): 3 clusters Score: Raw -37778.244303 + Penalty 1890.561127 = -35887.683176 nChanged 4 SP:Iteration 15Q (36648.900000 sec): 3 clusters Score: Raw -37797.591803 + Penalty 1890.561127 = -35907.030676 nChanged 5 SP:Iteration 16Q (36649.060000 sec): 3 clusters Score: Raw -37816.934038 + Penalty 1890.561127 = -35926.372911 nChanged 4 SP:Iteration 17Q (36649.250000 sec): 3 clusters Score: Raw -37845.266261 + Penalty 1890.561127 = -35954.705134 nChanged 1 SP:Iteration 18Q (36649.390000 sec): 3 clusters Score: Raw -37850.052794 + Penalty 1890.561127 = -35959.491667 nChanged 4 SP:Iteration 19Q (36649.540000 sec): 3 clusters Score: Raw -37899.473676 + Penalty 1890.561127 = -36008.912549 nChanged 2 SP:Iteration 20F (36649.690000 sec): 3 clusters Score: Raw -37934.012685 + Penalty 1890.561127 = -36043.451558 nChanged 1 SP:Iteration 21Q (36649.880000 sec): 3 clusters Score: Raw -37937.543226 + Penalty 1890.561127 = -36046.982099 nChanged 2 SP:Iteration 22Q (36650.010000 sec): 3 clusters Score: Raw -37946.871440 + Penalty 1890.561127 = -36056.310313 nChanged 1 SP:Iteration 23Q (36650.170000 sec): 3 clusters Score: Raw -37952.937878 + Penalty 1890.561127 = -36062.376751 nChanged 0 SP:Iteration 24F (36650.320000 sec): 3 clusters Score: Raw -37952.937878 + Penalty 1890.561127 = -36062.376751 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 29 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36650.390000 sec): 2 clusters Score: Raw -72913.639403 + Penalty 1049.225069 = -71864.414334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36650.570000 sec): 3 clusters Score: Raw -72812.497216 + Penalty 2098.450138 = -70714.047078 nChanged 168 SP:Iteration 1F (36650.730000 sec): 3 clusters Score: Raw -73023.127632 + Penalty 2098.450138 = -70924.677494 nChanged 44 SP:Iteration 2F (36650.890000 sec): 3 clusters Score: Raw -73072.152351 + Penalty 2098.450138 = -70973.702213 nChanged 12 SP:Iteration 3Q (36651.030000 sec): 3 clusters Score: Raw -73087.160360 + Penalty 2098.450138 = -70988.710221 nChanged 15 SP:Iteration 4Q (36651.170000 sec): 3 clusters Score: Raw -73107.320759 + Penalty 2098.450138 = -71008.870621 nChanged 7 SP:Iteration 5Q (36651.290000 sec): 3 clusters Score: Raw -73116.244578 + Penalty 2098.450138 = -71017.794440 nChanged 7 SP:Iteration 6Q (36651.420000 sec): 3 clusters Score: Raw -73125.827477 + Penalty 2098.450138 = -71027.377338 nChanged 11 SP:Iteration 7Q (36651.570000 sec): 3 clusters Score: Raw -73138.010881 + Penalty 2098.450138 = -71039.560742 nChanged 5 SP:Iteration 8Q (36651.710000 sec): 3 clusters Score: Raw -73147.089456 + Penalty 2098.450138 = -71048.639318 nChanged 8 SP:Iteration 9Q (36651.880000 sec): 3 clusters Score: Raw -73156.671025 + Penalty 2098.450138 = -71058.220887 nChanged 5 SP:Iteration 10Q (36652.040000 sec): 3 clusters Score: Raw -73164.031825 + Penalty 2098.450138 = -71065.581687 nChanged 4 SP:Iteration 11Q (36652.190000 sec): 3 clusters Score: Raw -73167.381879 + Penalty 2098.450138 = -71068.931741 nChanged 2 SP:Iteration 12Q (36652.370000 sec): 3 clusters Score: Raw -73169.571015 + Penalty 2098.450138 = -71071.120877 nChanged 0 SP:Iteration 13F (36652.560000 sec): 3 clusters Score: Raw -73169.571015 + Penalty 2098.450138 = -71071.120877 nChanged 0 Iteration 219Q (36705.660000 sec): 31 clusters Score: Raw -146416604.664871 + Penalty 68252.912590 = -146348351.752281 nChanged 460 Iteration 220F (36772.570000 sec): 31 clusters Score: Raw -146416623.666779 + Penalty 68252.912590 = -146348370.754189 nChanged 663 Iteration 221Q (36815.070000 sec): 31 clusters Score: Raw -146416637.345959 + Penalty 68252.912590 = -146348384.433369 nChanged 451 Iteration 222Q (36855.970000 sec): 31 clusters Score: Raw -146416646.395750 + Penalty 68252.912590 = -146348393.483161 nChanged 354 Iteration 223Q (36895.420000 sec): 31 clusters Score: Raw -146416653.397865 + Penalty 68252.912590 = -146348400.485275 nChanged 298 Iteration 224Q (36937.340000 sec): 31 clusters Score: Raw -146416658.809694 + Penalty 68252.912590 = -146348405.897104 nChanged 237 Iteration 225Q (36979.070000 sec): 31 clusters Score: Raw -146416662.546384 + Penalty 68252.912590 = -146348409.633795 nChanged 201 Iteration 226Q (37028.090000 sec): 31 clusters Score: Raw -146416665.789843 + Penalty 68252.912590 = -146348412.877253 nChanged 179 Iteration 227Q (37067.800000 sec): 31 clusters Score: Raw -146416668.721027 + Penalty 68252.912590 = -146348415.808437 nChanged 163 Iteration 228Q (37106.580000 sec): 31 clusters Score: Raw -146416671.282246 + Penalty 68252.912590 = -146348418.369656 nChanged 150 Iteration 229Q (37144.880000 sec): 31 clusters Score: Raw -146416673.339008 + Penalty 68252.912590 = -146348420.426418 nChanged 127 Iteration 230Q (37183.360000 sec): 31 clusters Score: Raw -146416675.187886 + Penalty 68252.912590 = -146348422.275296 nChanged 126 Iteration 231Q (37223.210000 sec): 31 clusters Score: Raw -146416677.632113 + Penalty 68252.912590 = -146348424.719523 nChanged 124 Iteration 232Q (37261.580000 sec): 31 clusters Score: Raw -146416680.130087 + Penalty 68252.912590 = -146348427.217497 nChanged 113 Iteration 233Q (37300.740000 sec): 31 clusters Score: Raw -146416682.136479 + Penalty 68252.912590 = -146348429.223889 nChanged 122 Iteration 234Q (37339.510000 sec): 31 clusters Score: Raw -146416684.184562 + Penalty 68252.912590 = -146348431.271972 nChanged 113 Iteration 235Q (37377.080000 sec): 31 clusters Score: Raw -146416686.326745 + Penalty 68252.912590 = -146348433.414155 nChanged 109 Iteration 236Q (37411.220000 sec): 31 clusters Score: Raw -146416688.505433 + Penalty 68252.912590 = -146348435.592843 nChanged 127 Iteration 237Q (37444.790000 sec): 31 clusters Score: Raw -146416690.984829 + Penalty 68252.912590 = -146348438.072239 nChanged 145 Iteration 238Q (37476.820000 sec): 31 clusters Score: Raw -146416693.615870 + Penalty 68252.912590 = -146348440.703280 nChanged 134 Iteration 239Q (37510.820000 sec): 31 clusters Score: Raw -146416696.105598 + Penalty 68252.912590 = -146348443.193008 nChanged 125 Iteration 240F (37571.140000 sec): 31 clusters Score: Raw -146416698.993253 + Penalty 68252.912590 = -146348446.080663 nChanged 117 Iteration 241Q (37612.920000 sec): 31 clusters Score: Raw -146416701.012844 + Penalty 68252.912590 = -146348448.100254 nChanged 103 Iteration 242Q (37650.190000 sec): 31 clusters Score: Raw -146416702.733531 + Penalty 68252.912590 = -146348449.820941 nChanged 110 Iteration 243Q (37687.350000 sec): 31 clusters Score: Raw -146416705.049106 + Penalty 68252.912590 = -146348452.136516 nChanged 123 Iteration 244Q (37722.430000 sec): 31 clusters Score: Raw -146416707.526438 + Penalty 68252.912590 = -146348454.613848 nChanged 111 Iteration 245Q (37759.090000 sec): 31 clusters Score: Raw -146416709.927621 + Penalty 68252.912590 = -146348457.015031 nChanged 124 Iteration 246Q (37795.830000 sec): 31 clusters Score: Raw -146416712.107938 + Penalty 68252.912590 = -146348459.195348 nChanged 100 Iteration 247Q (37835.270000 sec): 31 clusters Score: Raw -146416714.249566 + Penalty 68252.912590 = -146348461.336976 nChanged 93 Iteration 248Q (37873.100000 sec): 31 clusters Score: Raw -146416716.049693 + Penalty 68252.912590 = -146348463.137103 nChanged 89 Iteration 249Q (37911.130000 sec): 31 clusters Score: Raw -146416717.507737 + Penalty 68252.912590 = -146348464.595147 nChanged 92 Iteration 250Q (37952.400000 sec): 31 clusters Score: Raw -146416718.899949 + Penalty 68252.912590 = -146348465.987359 nChanged 87 Iteration 251Q (37995.380000 sec): 31 clusters Score: Raw -146416720.285042 + Penalty 68252.912590 = -146348467.372452 nChanged 87 Iteration 252Q (38035.230000 sec): 31 clusters Score: Raw -146416721.861701 + Penalty 68252.912590 = -146348468.949111 nChanged 97 Iteration 253Q (38075.840000 sec): 31 clusters Score: Raw -146416723.714703 + Penalty 68252.912590 = -146348470.802113 nChanged 110 Iteration 254Q (38117.800000 sec): 31 clusters Score: Raw -146416725.813780 + Penalty 68252.912590 = -146348472.901190 nChanged 94 Iteration 255Q (38157.680000 sec): 31 clusters Score: Raw -146416727.426113 + Penalty 68252.912590 = -146348474.513523 nChanged 84 Iteration 256Q (38197.920000 sec): 31 clusters Score: Raw -146416728.819449 + Penalty 68252.912590 = -146348475.906859 nChanged 76 Iteration 257Q (38238.180000 sec): 31 clusters Score: Raw -146416730.125252 + Penalty 68252.912590 = -146348477.212662 nChanged 91 Iteration 258Q (38278.740000 sec): 31 clusters Score: Raw -146416731.863149 + Penalty 68252.912590 = -146348478.950559 nChanged 86 Writing temp clu file Because OldScore, -146348477.212662, is greater than current (better) Score,-146348478.950559 Compute initial score before splitting: Score: Raw -146416731.863149 + Penalty 68252.912590 = -146348478.950559 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (30220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38279.170000 sec): 2 clusters Score: Raw -3722894.760923 + Penalty 1676.392126 = -3721218.368798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38279.520000 sec): 3 clusters Score: Raw -3704132.203876 + Penalty 3352.784252 = -3700779.419624 nChanged 13987 SP:Iteration 1F (38279.870000 sec): 3 clusters Score: Raw -3711846.623770 + Penalty 3352.784252 = -3708493.839519 nChanged 1074 SP:Iteration 2Q (38280.240000 sec): 3 clusters Score: Raw -3712118.027720 + Penalty 3352.784252 = -3708765.243469 nChanged 1000 SP:Iteration 3Q (38280.580000 sec): 3 clusters Score: Raw -3712366.496539 + Penalty 3352.784252 = -3709013.712287 nChanged 942 SP:Iteration 4Q (38280.950000 sec): 3 clusters Score: Raw -3712605.194445 + Penalty 3352.784252 = -3709252.410194 nChanged 918 SP:Iteration 5Q (38281.300000 sec): 3 clusters Score: Raw -3712836.680351 + Penalty 3352.784252 = -3709483.896099 nChanged 922 SP:Iteration 6Q (38281.620000 sec): 3 clusters Score: Raw -3713107.373042 + Penalty 3352.784252 = -3709754.588791 nChanged 1045 SP:Iteration 7Q (38281.970000 sec): 3 clusters Score: Raw -3713487.004453 + Penalty 3352.784252 = -3710134.220201 nChanged 1247 SP:Iteration 8Q (38282.310000 sec): 3 clusters Score: Raw -3714059.019459 + Penalty 3352.784252 = -3710706.235207 nChanged 1433 SP:Iteration 9Q (38282.680000 sec): 3 clusters Score: Raw -3714910.807610 + Penalty 3352.784252 = -3711558.023358 nChanged 1658 SP:Iteration 10F (38283.040000 sec): 3 clusters Score: Raw -3716175.787154 + Penalty 3352.784252 = -3712823.002902 nChanged 1690 SP:Iteration 11F (38283.430000 sec): 3 clusters Score: Raw -3717737.000489 + Penalty 3352.784252 = -3714384.216237 nChanged 1552 SP:Iteration 12F (38283.780000 sec): 3 clusters Score: Raw -3719168.131062 + Penalty 3352.784252 = -3715815.346811 nChanged 1262 SP:Iteration 13Q (38284.170000 sec): 3 clusters Score: Raw -3720213.463757 + Penalty 3352.784252 = -3716860.679506 nChanged 917 SP:Iteration 14Q (38284.470000 sec): 3 clusters Score: Raw -3720963.467942 + Penalty 3352.784252 = -3717610.683691 nChanged 718 SP:Iteration 15Q (38284.820000 sec): 3 clusters Score: Raw -3721579.417150 + Penalty 3352.784252 = -3718226.632899 nChanged 608 SP:Iteration 16Q (38285.210000 sec): 3 clusters Score: Raw -3722046.429150 + Penalty 3352.784252 = -3718693.644899 nChanged 527 SP:Iteration 17Q (38285.530000 sec): 3 clusters Score: Raw -3722400.460502 + Penalty 3352.784252 = -3719047.676251 nChanged 453 SP:Iteration 18Q (38285.830000 sec): 3 clusters Score: Raw -3722651.356302 + Penalty 3352.784252 = -3719298.572051 nChanged 352 SP:Iteration 19Q (38286.150000 sec): 3 clusters Score: Raw -3722818.961407 + Penalty 3352.784252 = -3719466.177155 nChanged 287 SP:Iteration 20F (38286.500000 sec): 3 clusters Score: Raw -3722931.956871 + Penalty 3352.784252 = -3719579.172619 nChanged 228 SP:Iteration 21Q (38286.840000 sec): 3 clusters Score: Raw -3722995.774807 + Penalty 3352.784252 = -3719642.990555 nChanged 151 SP:Iteration 22Q (38287.180000 sec): 3 clusters Score: Raw -3723027.944838 + Penalty 3352.784252 = -3719675.160586 nChanged 121 SP:Iteration 23Q (38287.530000 sec): 3 clusters Score: Raw -3723051.994608 + Penalty 3352.784252 = -3719699.210356 nChanged 89 SP:Iteration 24Q (38287.930000 sec): 3 clusters Score: Raw -3723064.698133 + Penalty 3352.784252 = -3719711.913881 nChanged 60 SP:Iteration 25Q (38288.300000 sec): 3 clusters Score: Raw -3723071.572162 + Penalty 3352.784252 = -3719718.787910 nChanged 37 SP:Iteration 26Q (38288.610000 sec): 3 clusters Score: Raw -3723076.170136 + Penalty 3352.784252 = -3719723.385884 nChanged 33 SP:Iteration 27Q (38288.960000 sec): 3 clusters Score: Raw -3723079.572578 + Penalty 3352.784252 = -3719726.788326 nChanged 29 SP:Iteration 28Q (38289.310000 sec): 3 clusters Score: Raw -3723082.269176 + Penalty 3352.784252 = -3719729.484925 nChanged 27 SP:Iteration 29Q (38289.650000 sec): 3 clusters Score: Raw -3723084.417772 + Penalty 3352.784252 = -3719731.633521 nChanged 24 SP:Iteration 30Q (38289.950000 sec): 3 clusters Score: Raw -3723086.208755 + Penalty 3352.784252 = -3719733.424503 nChanged 19 SP:Iteration 31Q (38290.220000 sec): 3 clusters Score: Raw -3723087.520395 + Penalty 3352.784252 = -3719734.736144 nChanged 18 SP:Iteration 32Q (38290.560000 sec): 3 clusters Score: Raw -3723089.084115 + Penalty 3352.784252 = -3719736.299863 nChanged 18 SP:Iteration 33Q (38290.850000 sec): 3 clusters Score: Raw -3723090.284890 + Penalty 3352.784252 = -3719737.500638 nChanged 14 SP:Iteration 34Q (38291.260000 sec): 3 clusters Score: Raw -3723091.433950 + Penalty 3352.784252 = -3719738.649699 nChanged 9 SP:Iteration 35Q (38291.580000 sec): 3 clusters Score: Raw -3723092.166524 + Penalty 3352.784252 = -3719739.382273 nChanged 8 SP:Iteration 36Q (38291.920000 sec): 3 clusters Score: Raw -3723092.577698 + Penalty 3352.784252 = -3719739.793447 nChanged 10 SP:Iteration 37Q (38292.200000 sec): 3 clusters Score: Raw -3723093.077151 + Penalty 3352.784252 = -3719740.292899 nChanged 6 SP:Iteration 38Q (38292.520000 sec): 3 clusters Score: Raw -3723093.538276 + Penalty 3352.784252 = -3719740.754025 nChanged 7 SP:Iteration 39Q (38292.840000 sec): 3 clusters Score: Raw -3723094.046362 + Penalty 3352.784252 = -3719741.262110 nChanged 7 SP:Iteration 40F (38293.140000 sec): 3 clusters Score: Raw -3723094.365773 + Penalty 3352.784252 = -3719741.581521 nChanged 6 SP:Iteration 41Q (38293.480000 sec): 3 clusters Score: Raw -3723094.746462 + Penalty 3352.784252 = -3719741.962210 nChanged 9 SP:Iteration 42Q (38293.800000 sec): 3 clusters Score: Raw -3723095.248987 + Penalty 3352.784252 = -3719742.464735 nChanged 4 SP:Iteration 43Q (38294.060000 sec): 3 clusters Score: Raw -3723095.472280 + Penalty 3352.784252 = -3719742.688029 nChanged 5 SP:Iteration 44Q (38294.360000 sec): 3 clusters Score: Raw -3723095.647137 + Penalty 3352.784252 = -3719742.862886 nChanged 3 SP:Iteration 45Q (38294.660000 sec): 3 clusters Score: Raw -3723095.856738 + Penalty 3352.784252 = -3719743.072487 nChanged 2 SP:Iteration 46Q (38295.060000 sec): 3 clusters Score: Raw -3723095.945392 + Penalty 3352.784252 = -3719743.161140 nChanged 2 SP:Iteration 47Q (38295.420000 sec): 3 clusters Score: Raw -3723095.995741 + Penalty 3352.784252 = -3719743.211489 nChanged 3 SP:Iteration 48Q (38295.840000 sec): 3 clusters Score: Raw -3723096.123436 + Penalty 3352.784252 = -3719743.339184 nChanged 3 SP:Iteration 49Q (38296.150000 sec): 3 clusters Score: Raw -3723096.171055 + Penalty 3352.784252 = -3719743.386804 nChanged 2 SP:Iteration 50Q (38296.540000 sec): 3 clusters Score: Raw -3723096.241740 + Penalty 3352.784252 = -3719743.457489 nChanged 1 SP:Iteration 51Q (38296.890000 sec): 3 clusters Score: Raw -3723096.265186 + Penalty 3352.784252 = -3719743.480935 nChanged 0 SP:Iteration 52F (38297.300000 sec): 3 clusters Score: Raw -3723096.265186 + Penalty 3352.784252 = -3719743.480935 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (49879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38297.630000 sec): 2 clusters Score: Raw -6110227.530554 + Penalty 1757.820245 = -6108469.710310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38298.110000 sec): 3 clusters Score: Raw -6078676.036525 + Penalty 3515.640489 = -6075160.396036 nChanged 23404 SP:Iteration 1F (38298.490000 sec): 3 clusters Score: Raw -6091842.915089 + Penalty 3515.640489 = -6088327.274600 nChanged 1491 SP:Iteration 2Q (38298.940000 sec): 3 clusters Score: Raw -6092138.321712 + Penalty 3515.640489 = -6088622.681223 nChanged 1343 SP:Iteration 3Q (38299.460000 sec): 3 clusters Score: Raw -6092394.339989 + Penalty 3515.640489 = -6088878.699499 nChanged 1300 SP:Iteration 4Q (38299.920000 sec): 3 clusters Score: Raw -6092642.233801 + Penalty 3515.640489 = -6089126.593312 nChanged 1208 SP:Iteration 5Q (38300.400000 sec): 3 clusters Score: Raw -6092873.853377 + Penalty 3515.640489 = -6089358.212887 nChanged 1144 SP:Iteration 6Q (38300.900000 sec): 3 clusters Score: Raw -6093096.918426 + Penalty 3515.640489 = -6089581.277937 nChanged 1183 SP:Iteration 7Q (38301.380000 sec): 3 clusters Score: Raw -6093385.041573 + Penalty 3515.640489 = -6089869.401084 nChanged 1444 SP:Iteration 8Q (38301.870000 sec): 3 clusters Score: Raw -6093833.480707 + Penalty 3515.640489 = -6090317.840218 nChanged 1889 SP:Iteration 9Q (38302.300000 sec): 3 clusters Score: Raw -6094598.734507 + Penalty 3515.640489 = -6091083.094018 nChanged 2610 SP:Iteration 10F (38302.800000 sec): 3 clusters Score: Raw -6095991.888933 + Penalty 3515.640489 = -6092476.248444 nChanged 3496 SP:Iteration 11F (38303.280000 sec): 3 clusters Score: Raw -6098365.969656 + Penalty 3515.640489 = -6094850.329167 nChanged 4121 SP:Iteration 12F (38303.700000 sec): 3 clusters Score: Raw -6101783.015542 + Penalty 3515.640489 = -6098267.375053 nChanged 4042 SP:Iteration 13F (38304.160000 sec): 3 clusters Score: Raw -6105547.606887 + Penalty 3515.640489 = -6102031.966398 nChanged 2887 SP:Iteration 14F (38304.670000 sec): 3 clusters Score: Raw -6108328.045447 + Penalty 3515.640489 = -6104812.404958 nChanged 1432 SP:Iteration 15Q (38305.130000 sec): 3 clusters Score: Raw -6109710.524431 + Penalty 3515.640489 = -6106194.883942 nChanged 460 SP:Iteration 16Q (38305.550000 sec): 3 clusters Score: Raw -6110157.967490 + Penalty 3515.640489 = -6106642.327001 nChanged 102 SP:Iteration 17Q (38306.040000 sec): 3 clusters Score: Raw -6110278.982832 + Penalty 3515.640489 = -6106763.342343 nChanged 34 SP:Iteration 18Q (38306.550000 sec): 3 clusters Score: Raw -6110340.571314 + Penalty 3515.640489 = -6106824.930824 nChanged 23 SP:Iteration 19Q (38307.030000 sec): 3 clusters Score: Raw -6110379.113823 + Penalty 3515.640489 = -6106863.473334 nChanged 10 SP:Iteration 20F (38307.450000 sec): 3 clusters Score: Raw -6110391.785438 + Penalty 3515.640489 = -6106876.144949 nChanged 6 SP:Iteration 21Q (38307.890000 sec): 3 clusters Score: Raw -6110404.798023 + Penalty 3515.640489 = -6106889.157533 nChanged 4 SP:Iteration 22Q (38308.310000 sec): 3 clusters Score: Raw -6110411.438615 + Penalty 3515.640489 = -6106895.798126 nChanged 3 SP:Iteration 23Q (38308.730000 sec): 3 clusters Score: Raw -6110415.431863 + Penalty 3515.640489 = -6106899.791373 nChanged 1 SP:Iteration 24Q (38309.220000 sec): 3 clusters Score: Raw -6110417.124850 + Penalty 3515.640489 = -6106901.484361 nChanged 2 SP:Iteration 25Q (38309.720000 sec): 3 clusters Score: Raw -6110420.512293 + Penalty 3515.640489 = -6106904.871804 nChanged 2 SP:Iteration 26Q (38310.200000 sec): 3 clusters Score: Raw -6110427.018245 + Penalty 3515.640489 = -6106911.377756 nChanged 1 SP:Iteration 27Q (38310.670000 sec): 3 clusters Score: Raw -6110428.803539 + Penalty 3515.640489 = -6106913.163050 nChanged 3 SP:Iteration 28Q (38311.120000 sec): 3 clusters Score: Raw -6110437.327712 + Penalty 3515.640489 = -6106921.687223 nChanged 2 SP:Iteration 29Q (38311.560000 sec): 3 clusters Score: Raw -6110441.188575 + Penalty 3515.640489 = -6106925.548086 nChanged 1 SP:Iteration 30Q (38312.010000 sec): 3 clusters Score: Raw -6110442.880441 + Penalty 3515.640489 = -6106927.239952 nChanged 1 SP:Iteration 31Q (38312.420000 sec): 3 clusters Score: Raw -6110444.395685 + Penalty 3515.640489 = -6106928.755195 nChanged 2 SP:Iteration 32Q (38312.840000 sec): 3 clusters Score: Raw -6110447.492424 + Penalty 3515.640489 = -6106931.851935 nChanged 1 SP:Iteration 33Q (38313.280000 sec): 3 clusters Score: Raw -6110449.040067 + Penalty 3515.640489 = -6106933.399578 nChanged 0 SP:Iteration 34F (38313.740000 sec): 3 clusters Score: Raw -6110449.040067 + Penalty 3515.640489 = -6106933.399578 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38313.880000 sec): 2 clusters Score: Raw -210318.228026 + Penalty 1221.420412 = -209096.807615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38314.120000 sec): 3 clusters Score: Raw -209600.598711 + Penalty 2442.840823 = -207157.757888 nChanged 625 SP:Iteration 1F (38314.330000 sec): 3 clusters Score: Raw -210128.418194 + Penalty 2442.840823 = -207685.577370 nChanged 161 SP:Iteration 2F (38314.500000 sec): 3 clusters Score: Raw -210280.768942 + Penalty 2442.840823 = -207837.928118 nChanged 111 SP:Iteration 3F (38314.700000 sec): 3 clusters Score: Raw -210390.995950 + Penalty 2442.840823 = -207948.155126 nChanged 103 SP:Iteration 4F (38314.890000 sec): 3 clusters Score: Raw -210569.740338 + Penalty 2442.840823 = -208126.899514 nChanged 117 SP:Iteration 5F (38315.100000 sec): 3 clusters Score: Raw -210773.337249 + Penalty 2442.840823 = -208330.496425 nChanged 120 SP:Iteration 6F (38315.220000 sec): 3 clusters Score: Raw -210912.184067 + Penalty 2442.840823 = -208469.343244 nChanged 82 SP:Iteration 7Q (38315.420000 sec): 3 clusters Score: Raw -211007.577151 + Penalty 2442.840823 = -208564.736327 nChanged 59 SP:Iteration 8Q (38315.610000 sec): 3 clusters Score: Raw -211068.527412 + Penalty 2442.840823 = -208625.686589 nChanged 48 SP:Iteration 9Q (38315.790000 sec): 3 clusters Score: Raw -211122.181721 + Penalty 2442.840823 = -208679.340898 nChanged 33 SP:Iteration 10Q (38315.910000 sec): 3 clusters Score: Raw -211154.906864 + Penalty 2442.840823 = -208712.066041 nChanged 15 SP:Iteration 11Q (38316.090000 sec): 3 clusters Score: Raw -211168.979829 + Penalty 2442.840823 = -208726.139005 nChanged 10 SP:Iteration 12Q (38316.250000 sec): 3 clusters Score: Raw -211176.579325 + Penalty 2442.840823 = -208733.738501 nChanged 6 SP:Iteration 13Q (38316.440000 sec): 3 clusters Score: Raw -211179.663432 + Penalty 2442.840823 = -208736.822608 nChanged 5 SP:Iteration 14Q (38316.600000 sec): 3 clusters Score: Raw -211182.294624 + Penalty 2442.840823 = -208739.453801 nChanged 5 SP:Iteration 15Q (38316.800000 sec): 3 clusters Score: Raw -211187.407337 + Penalty 2442.840823 = -208744.566514 nChanged 5 SP:Iteration 16Q (38316.950000 sec): 3 clusters Score: Raw -211190.249113 + Penalty 2442.840823 = -208747.408289 nChanged 3 SP:Iteration 17Q (38317.180000 sec): 3 clusters Score: Raw -211191.813412 + Penalty 2442.840823 = -208748.972589 nChanged 2 SP:Iteration 18Q (38317.330000 sec): 3 clusters Score: Raw -211192.712292 + Penalty 2442.840823 = -208749.871468 nChanged 0 SP:Iteration 19F (38317.520000 sec): 3 clusters Score: Raw -211192.712292 + Penalty 2442.840823 = -208749.871468 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38317.670000 sec): 2 clusters Score: Raw -1487215.863240 + Penalty 1522.443228 = -1485693.420012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38317.910000 sec): 3 clusters Score: Raw -1480529.802611 + Penalty 3044.886455 = -1477484.916156 nChanged 5091 SP:Iteration 1F (38318.180000 sec): 3 clusters Score: Raw -1483184.543728 + Penalty 3044.886455 = -1480139.657273 nChanged 632 SP:Iteration 2F (38318.430000 sec): 3 clusters Score: Raw -1483412.967731 + Penalty 3044.886455 = -1480368.081276 nChanged 515 SP:Iteration 3Q (38318.660000 sec): 3 clusters Score: Raw -1483578.839303 + Penalty 3044.886455 = -1480533.952848 nChanged 425 SP:Iteration 4Q (38318.860000 sec): 3 clusters Score: Raw -1483700.866112 + Penalty 3044.886455 = -1480655.979657 nChanged 366 SP:Iteration 5Q (38319.100000 sec): 3 clusters Score: Raw -1483801.344418 + Penalty 3044.886455 = -1480756.457963 nChanged 301 SP:Iteration 6Q (38319.390000 sec): 3 clusters Score: Raw -1483884.689736 + Penalty 3044.886455 = -1480839.803281 nChanged 282 SP:Iteration 7Q (38319.630000 sec): 3 clusters Score: Raw -1483959.195065 + Penalty 3044.886455 = -1480914.308610 nChanged 248 SP:Iteration 8Q (38319.850000 sec): 3 clusters Score: Raw -1484035.404386 + Penalty 3044.886455 = -1480990.517931 nChanged 254 SP:Iteration 9Q (38320.070000 sec): 3 clusters Score: Raw -1484116.871502 + Penalty 3044.886455 = -1481071.985047 nChanged 286 SP:Iteration 10Q (38320.340000 sec): 3 clusters Score: Raw -1484216.246972 + Penalty 3044.886455 = -1481171.360517 nChanged 312 SP:Iteration 11Q (38320.610000 sec): 3 clusters Score: Raw -1484334.986093 + Penalty 3044.886455 = -1481290.099638 nChanged 350 SP:Iteration 12Q (38320.810000 sec): 3 clusters Score: Raw -1484510.000093 + Penalty 3044.886455 = -1481465.113638 nChanged 416 SP:Iteration 13Q (38321.050000 sec): 3 clusters Score: Raw -1484748.601734 + Penalty 3044.886455 = -1481703.715279 nChanged 441 SP:Iteration 14Q (38321.330000 sec): 3 clusters Score: Raw -1485035.323727 + Penalty 3044.886455 = -1481990.437272 nChanged 509 SP:Iteration 15Q (38321.590000 sec): 3 clusters Score: Raw -1485396.827230 + Penalty 3044.886455 = -1482351.940775 nChanged 491 SP:Iteration 16Q (38321.780000 sec): 3 clusters Score: Raw -1485756.520973 + Penalty 3044.886455 = -1482711.634518 nChanged 455 SP:Iteration 17Q (38322.060000 sec): 3 clusters Score: Raw -1486101.242776 + Penalty 3044.886455 = -1483056.356321 nChanged 409 SP:Iteration 18Q (38322.310000 sec): 3 clusters Score: Raw -1486408.288811 + Penalty 3044.886455 = -1483363.402356 nChanged 321 SP:Iteration 19Q (38322.490000 sec): 3 clusters Score: Raw -1486661.471544 + Penalty 3044.886455 = -1483616.585089 nChanged 247 SP:Iteration 20F (38322.760000 sec): 3 clusters Score: Raw -1486847.533973 + Penalty 3044.886455 = -1483802.647518 nChanged 193 SP:Iteration 21Q (38323.000000 sec): 3 clusters Score: Raw -1486998.899827 + Penalty 3044.886455 = -1483954.013372 nChanged 150 SP:Iteration 22Q (38323.300000 sec): 3 clusters Score: Raw -1487121.919248 + Penalty 3044.886455 = -1484077.032793 nChanged 100 SP:Iteration 23Q (38323.610000 sec): 3 clusters Score: Raw -1487194.490416 + Penalty 3044.886455 = -1484149.603961 nChanged 64 SP:Iteration 24Q (38323.780000 sec): 3 clusters Score: Raw -1487248.375077 + Penalty 3044.886455 = -1484203.488622 nChanged 53 SP:Iteration 25Q (38324.080000 sec): 3 clusters Score: Raw -1487283.892347 + Penalty 3044.886455 = -1484239.005892 nChanged 30 SP:Iteration 26Q (38324.330000 sec): 3 clusters Score: Raw -1487308.220825 + Penalty 3044.886455 = -1484263.334370 nChanged 26 SP:Iteration 27Q (38324.620000 sec): 3 clusters Score: Raw -1487333.173890 + Penalty 3044.886455 = -1484288.287435 nChanged 29 SP:Iteration 28Q (38324.900000 sec): 3 clusters Score: Raw -1487357.761701 + Penalty 3044.886455 = -1484312.875246 nChanged 17 SP:Iteration 29Q (38325.120000 sec): 3 clusters Score: Raw -1487371.796171 + Penalty 3044.886455 = -1484326.909716 nChanged 12 SP:Iteration 30Q (38325.350000 sec): 3 clusters Score: Raw -1487380.065720 + Penalty 3044.886455 = -1484335.179265 nChanged 8 SP:Iteration 31Q (38325.600000 sec): 3 clusters Score: Raw -1487386.201579 + Penalty 3044.886455 = -1484341.315124 nChanged 6 SP:Iteration 32Q (38325.790000 sec): 3 clusters Score: Raw -1487392.483711 + Penalty 3044.886455 = -1484347.597256 nChanged 7 SP:Iteration 33Q (38326.010000 sec): 3 clusters Score: Raw -1487397.134488 + Penalty 3044.886455 = -1484352.248033 nChanged 6 SP:Iteration 34Q (38326.230000 sec): 3 clusters Score: Raw -1487399.696874 + Penalty 3044.886455 = -1484354.810419 nChanged 5 SP:Iteration 35Q (38326.430000 sec): 3 clusters Score: Raw -1487403.211184 + Penalty 3044.886455 = -1484358.324729 nChanged 5 SP:Iteration 36Q (38326.710000 sec): 3 clusters Score: Raw -1487405.791545 + Penalty 3044.886455 = -1484360.905090 nChanged 1 SP:Iteration 37Q (38326.890000 sec): 3 clusters Score: Raw -1487407.013614 + Penalty 3044.886455 = -1484362.127159 nChanged 3 SP:Iteration 38Q (38327.120000 sec): 3 clusters Score: Raw -1487410.905022 + Penalty 3044.886455 = -1484366.018567 nChanged 6 SP:Iteration 39Q (38327.330000 sec): 3 clusters Score: Raw -1487415.097421 + Penalty 3044.886455 = -1484370.210966 nChanged 6 SP:Iteration 40F (38327.610000 sec): 3 clusters Score: Raw -1487417.764368 + Penalty 3044.886455 = -1484372.877913 nChanged 3 SP:Iteration 41Q (38327.830000 sec): 3 clusters Score: Raw -1487420.207245 + Penalty 3044.886455 = -1484375.320790 nChanged 4 SP:Iteration 42Q (38328.050000 sec): 3 clusters Score: Raw -1487422.565479 + Penalty 3044.886455 = -1484377.679024 nChanged 0 SP:Iteration 43F (38328.350000 sec): 3 clusters Score: Raw -1487422.565479 + Penalty 3044.886455 = -1484377.679024 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38328.630000 sec): 2 clusters Score: Raw -3485517.342427 + Penalty 1671.844468 = -3483845.497959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38328.930000 sec): 3 clusters Score: Raw -3467387.338624 + Penalty 3343.688936 = -3464043.649688 nChanged 13490 SP:Iteration 1F (38329.270000 sec): 3 clusters Score: Raw -3474953.952000 + Penalty 3343.688936 = -3471610.263064 nChanged 1368 SP:Iteration 2Q (38329.680000 sec): 3 clusters Score: Raw -3475473.408444 + Penalty 3343.688936 = -3472129.719508 nChanged 1398 SP:Iteration 3Q (38330.020000 sec): 3 clusters Score: Raw -3476049.535897 + Penalty 3343.688936 = -3472705.846961 nChanged 1396 SP:Iteration 4Q (38330.410000 sec): 3 clusters Score: Raw -3476722.625140 + Penalty 3343.688936 = -3473378.936204 nChanged 1429 SP:Iteration 5Q (38330.760000 sec): 3 clusters Score: Raw -3477480.459125 + Penalty 3343.688936 = -3474136.770189 nChanged 1516 SP:Iteration 6F (38331.170000 sec): 3 clusters Score: Raw -3478309.593070 + Penalty 3343.688936 = -3474965.904134 nChanged 1554 SP:Iteration 7F (38331.470000 sec): 3 clusters Score: Raw -3479261.012000 + Penalty 3343.688936 = -3475917.323064 nChanged 1547 SP:Iteration 8F (38331.780000 sec): 3 clusters Score: Raw -3480265.407394 + Penalty 3343.688936 = -3476921.718458 nChanged 1397 SP:Iteration 9Q (38332.140000 sec): 3 clusters Score: Raw -3481144.635425 + Penalty 3343.688936 = -3477800.946489 nChanged 1184 SP:Iteration 10Q (38332.530000 sec): 3 clusters Score: Raw -3481846.716677 + Penalty 3343.688936 = -3478503.027741 nChanged 927 SP:Iteration 11Q (38332.980000 sec): 3 clusters Score: Raw -3482313.475644 + Penalty 3343.688936 = -3478969.786708 nChanged 751 SP:Iteration 12Q (38333.350000 sec): 3 clusters Score: Raw -3482648.894970 + Penalty 3343.688936 = -3479305.206034 nChanged 587 SP:Iteration 13Q (38333.800000 sec): 3 clusters Score: Raw -3482868.420475 + Penalty 3343.688936 = -3479524.731539 nChanged 471 SP:Iteration 14Q (38334.170000 sec): 3 clusters Score: Raw -3483032.842363 + Penalty 3343.688936 = -3479689.153427 nChanged 430 SP:Iteration 15Q (38334.520000 sec): 3 clusters Score: Raw -3483176.354312 + Penalty 3343.688936 = -3479832.665376 nChanged 422 SP:Iteration 16Q (38334.900000 sec): 3 clusters Score: Raw -3483303.838098 + Penalty 3343.688936 = -3479960.149162 nChanged 392 SP:Iteration 17Q (38335.210000 sec): 3 clusters Score: Raw -3483426.693958 + Penalty 3343.688936 = -3480083.005022 nChanged 382 SP:Iteration 18Q (38335.520000 sec): 3 clusters Score: Raw -3483545.176341 + Penalty 3343.688936 = -3480201.487405 nChanged 374 SP:Iteration 19Q (38335.850000 sec): 3 clusters Score: Raw -3483669.330317 + Penalty 3343.688936 = -3480325.641381 nChanged 405 SP:Iteration 20F (38336.170000 sec): 3 clusters Score: Raw -3483815.111577 + Penalty 3343.688936 = -3480471.422641 nChanged 405 SP:Iteration 21Q (38336.510000 sec): 3 clusters Score: Raw -3483988.287036 + Penalty 3343.688936 = -3480644.598100 nChanged 421 SP:Iteration 22Q (38336.850000 sec): 3 clusters Score: Raw -3484222.826655 + Penalty 3343.688936 = -3480879.137719 nChanged 453 SP:Iteration 23Q (38337.250000 sec): 3 clusters Score: Raw -3484540.317213 + Penalty 3343.688936 = -3481196.628277 nChanged 448 SP:Iteration 24Q (38337.610000 sec): 3 clusters Score: Raw -3484925.507716 + Penalty 3343.688936 = -3481581.818780 nChanged 395 SP:Iteration 25Q (38337.890000 sec): 3 clusters Score: Raw -3485240.334974 + Penalty 3343.688936 = -3481896.646038 nChanged 338 SP:Iteration 26Q (38338.230000 sec): 3 clusters Score: Raw -3485479.313777 + Penalty 3343.688936 = -3482135.624841 nChanged 290 SP:Iteration 27Q (38338.570000 sec): 3 clusters Score: Raw -3485648.517086 + Penalty 3343.688936 = -3482304.828150 nChanged 239 SP:Iteration 28Q (38338.950000 sec): 3 clusters Score: Raw -3485784.640464 + Penalty 3343.688936 = -3482440.951528 nChanged 196 SP:Iteration 29Q (38339.320000 sec): 3 clusters Score: Raw -3485903.637868 + Penalty 3343.688936 = -3482559.948932 nChanged 194 SP:Iteration 30Q (38339.620000 sec): 3 clusters Score: Raw -3486002.663808 + Penalty 3343.688936 = -3482658.974872 nChanged 163 SP:Iteration 31Q (38339.940000 sec): 3 clusters Score: Raw -3486089.316806 + Penalty 3343.688936 = -3482745.627870 nChanged 124 SP:Iteration 32Q (38340.290000 sec): 3 clusters Score: Raw -3486155.256983 + Penalty 3343.688936 = -3482811.568047 nChanged 104 SP:Iteration 33Q (38340.570000 sec): 3 clusters Score: Raw -3486201.371921 + Penalty 3343.688936 = -3482857.682985 nChanged 83 SP:Iteration 34Q (38340.900000 sec): 3 clusters Score: Raw -3486244.790276 + Penalty 3343.688936 = -3482901.101340 nChanged 82 SP:Iteration 35Q (38341.260000 sec): 3 clusters Score: Raw -3486283.366667 + Penalty 3343.688936 = -3482939.677731 nChanged 72 SP:Iteration 36Q (38341.540000 sec): 3 clusters Score: Raw -3486306.187037 + Penalty 3343.688936 = -3482962.498101 nChanged 46 SP:Iteration 37Q (38341.830000 sec): 3 clusters Score: Raw -3486319.000030 + Penalty 3343.688936 = -3482975.311094 nChanged 42 SP:Iteration 38Q (38342.140000 sec): 3 clusters Score: Raw -3486329.512294 + Penalty 3343.688936 = -3482985.823358 nChanged 38 SP:Iteration 39Q (38342.530000 sec): 3 clusters Score: Raw -3486338.546217 + Penalty 3343.688936 = -3482994.857281 nChanged 32 SP:Iteration 40F (38342.920000 sec): 3 clusters Score: Raw -3486345.641661 + Penalty 3343.688936 = -3483001.952725 nChanged 32 SP:Iteration 41Q (38343.220000 sec): 3 clusters Score: Raw -3486353.403835 + Penalty 3343.688936 = -3483009.714899 nChanged 18 SP:Iteration 42Q (38343.600000 sec): 3 clusters Score: Raw -3486356.222259 + Penalty 3343.688936 = -3483012.533323 nChanged 12 SP:Iteration 43Q (38343.970000 sec): 3 clusters Score: Raw -3486358.107896 + Penalty 3343.688936 = -3483014.418960 nChanged 9 SP:Iteration 44Q (38344.340000 sec): 3 clusters Score: Raw -3486360.217980 + Penalty 3343.688936 = -3483016.529044 nChanged 11 SP:Iteration 45Q (38344.660000 sec): 3 clusters Score: Raw -3486363.017121 + Penalty 3343.688936 = -3483019.328185 nChanged 11 SP:Iteration 46Q (38344.950000 sec): 3 clusters Score: Raw -3486364.716828 + Penalty 3343.688936 = -3483021.027891 nChanged 6 SP:Iteration 47Q (38345.240000 sec): 3 clusters Score: Raw -3486365.443992 + Penalty 3343.688936 = -3483021.755056 nChanged 5 SP:Iteration 48Q (38345.620000 sec): 3 clusters Score: Raw -3486366.190084 + Penalty 3343.688936 = -3483022.501148 nChanged 5 SP:Iteration 49Q (38345.970000 sec): 3 clusters Score: Raw -3486366.940863 + Penalty 3343.688936 = -3483023.251927 nChanged 4 SP:Iteration 50Q (38346.280000 sec): 3 clusters Score: Raw -3486367.451754 + Penalty 3343.688936 = -3483023.762818 nChanged 4 SP:Iteration 51Q (38346.630000 sec): 3 clusters Score: Raw -3486368.031237 + Penalty 3343.688936 = -3483024.342301 nChanged 4 SP:Iteration 52Q (38346.890000 sec): 3 clusters Score: Raw -3486368.518982 + Penalty 3343.688936 = -3483024.830046 nChanged 3 SP:Iteration 53Q (38347.170000 sec): 3 clusters Score: Raw -3486368.974113 + Penalty 3343.688936 = -3483025.285177 nChanged 5 SP:Iteration 54Q (38347.490000 sec): 3 clusters Score: Raw -3486369.519541 + Penalty 3343.688936 = -3483025.830605 nChanged 4 SP:Iteration 55Q (38347.860000 sec): 3 clusters Score: Raw -3486370.093687 + Penalty 3343.688936 = -3483026.404751 nChanged 4 SP:Iteration 56Q (38348.260000 sec): 3 clusters Score: Raw -3486370.557656 + Penalty 3343.688936 = -3483026.868720 nChanged 3 SP:Iteration 57Q (38348.620000 sec): 3 clusters Score: Raw -3486371.003450 + Penalty 3343.688936 = -3483027.314514 nChanged 4 SP:Iteration 58Q (38348.980000 sec): 3 clusters Score: Raw -3486371.554546 + Penalty 3343.688936 = -3483027.865610 nChanged 1 SP:Iteration 59Q (38349.290000 sec): 3 clusters Score: Raw -3486371.670591 + Penalty 3343.688936 = -3483027.981654 nChanged 2 SP:Iteration 60F (38349.670000 sec): 3 clusters Score: Raw -3486371.825157 + Penalty 3343.688936 = -3483028.136221 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38349.790000 sec): 2 clusters Score: Raw -21097.897061 + Penalty 850.055150 = -20247.841911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38349.970000 sec): 3 clusters Score: Raw -21173.436034 + Penalty 1700.110300 = -19473.325733 nChanged 20 SP:Iteration 1F (38350.180000 sec): 3 clusters Score: Raw -21258.711059 + Penalty 1700.110300 = -19558.600758 nChanged 3 SP:Iteration 2Q (38350.380000 sec): 3 clusters Score: Raw -21269.713641 + Penalty 1700.110300 = -19569.603340 nChanged 1 SP:Iteration 3Q (38350.530000 sec): 3 clusters Score: Raw -21273.496215 + Penalty 1700.110300 = -19573.385914 nChanged 0 SP:Iteration 4F (38350.710000 sec): 3 clusters Score: Raw -21273.496215 + Penalty 1700.110300 = -19573.385914 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (42581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38351.020000 sec): 2 clusters Score: Raw -5391683.172195 + Penalty 1732.114056 = -5389951.058139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38351.410000 sec): 3 clusters Score: Raw -5364920.903440 + Penalty 3464.228113 = -5361456.675327 nChanged 19932 SP:Iteration 1F (38351.810000 sec): 3 clusters Score: Raw -5376196.104922 + Penalty 3464.228113 = -5372731.876809 nChanged 1683 SP:Iteration 2Q (38352.250000 sec): 3 clusters Score: Raw -5376677.016213 + Penalty 3464.228113 = -5373212.788101 nChanged 1578 SP:Iteration 3Q (38352.620000 sec): 3 clusters Score: Raw -5377133.328443 + Penalty 3464.228113 = -5373669.100331 nChanged 1618 SP:Iteration 4Q (38353.040000 sec): 3 clusters Score: Raw -5377675.692941 + Penalty 3464.228113 = -5374211.464828 nChanged 1693 SP:Iteration 5Q (38353.500000 sec): 3 clusters Score: Raw -5378341.517980 + Penalty 3464.228113 = -5374877.289868 nChanged 1925 SP:Iteration 6Q (38353.900000 sec): 3 clusters Score: Raw -5379263.821252 + Penalty 3464.228113 = -5375799.593139 nChanged 2156 SP:Iteration 7F (38354.330000 sec): 3 clusters Score: Raw -5380505.219728 + Penalty 3464.228113 = -5377040.991616 nChanged 2444 SP:Iteration 8F (38354.820000 sec): 3 clusters Score: Raw -5382159.604471 + Penalty 3464.228113 = -5378695.376358 nChanged 2548 SP:Iteration 9F (38355.180000 sec): 3 clusters Score: Raw -5383912.081357 + Penalty 3464.228113 = -5380447.853244 nChanged 2306 SP:Iteration 10F (38355.600000 sec): 3 clusters Score: Raw -5385214.914163 + Penalty 3464.228113 = -5381750.686050 nChanged 1551 SP:Iteration 11Q (38355.980000 sec): 3 clusters Score: Raw -5385765.930280 + Penalty 3464.228113 = -5382301.702168 nChanged 918 SP:Iteration 12Q (38356.470000 sec): 3 clusters Score: Raw -5385987.066463 + Penalty 3464.228113 = -5382522.838350 nChanged 604 SP:Iteration 13Q (38356.860000 sec): 3 clusters Score: Raw -5386128.236840 + Penalty 3464.228113 = -5382664.008727 nChanged 501 SP:Iteration 14Q (38357.230000 sec): 3 clusters Score: Raw -5386248.892555 + Penalty 3464.228113 = -5382784.664442 nChanged 516 SP:Iteration 15Q (38357.670000 sec): 3 clusters Score: Raw -5386380.394039 + Penalty 3464.228113 = -5382916.165927 nChanged 526 SP:Iteration 16Q (38358.050000 sec): 3 clusters Score: Raw -5386527.335478 + Penalty 3464.228113 = -5383063.107366 nChanged 535 SP:Iteration 17Q (38358.500000 sec): 3 clusters Score: Raw -5386671.566068 + Penalty 3464.228113 = -5383207.337956 nChanged 530 SP:Iteration 18Q (38358.890000 sec): 3 clusters Score: Raw -5386819.381419 + Penalty 3464.228113 = -5383355.153307 nChanged 566 SP:Iteration 19Q (38359.350000 sec): 3 clusters Score: Raw -5386984.832929 + Penalty 3464.228113 = -5383520.604816 nChanged 555 SP:Iteration 20F (38359.790000 sec): 3 clusters Score: Raw -5387152.267856 + Penalty 3464.228113 = -5383688.039744 nChanged 564 SP:Iteration 21Q (38360.150000 sec): 3 clusters Score: Raw -5387334.583983 + Penalty 3464.228113 = -5383870.355870 nChanged 600 SP:Iteration 22Q (38360.500000 sec): 3 clusters Score: Raw -5387530.889404 + Penalty 3464.228113 = -5384066.661291 nChanged 597 SP:Iteration 23Q (38360.860000 sec): 3 clusters Score: Raw -5387726.080531 + Penalty 3464.228113 = -5384261.852418 nChanged 591 SP:Iteration 24Q (38361.220000 sec): 3 clusters Score: Raw -5387924.418215 + Penalty 3464.228113 = -5384460.190103 nChanged 592 SP:Iteration 25Q (38361.620000 sec): 3 clusters Score: Raw -5388114.504693 + Penalty 3464.228113 = -5384650.276580 nChanged 546 SP:Iteration 26Q (38361.980000 sec): 3 clusters Score: Raw -5388280.442154 + Penalty 3464.228113 = -5384816.214041 nChanged 565 SP:Iteration 27Q (38362.370000 sec): 3 clusters Score: Raw -5388455.502444 + Penalty 3464.228113 = -5384991.274332 nChanged 543 SP:Iteration 28Q (38362.810000 sec): 3 clusters Score: Raw -5388622.748910 + Penalty 3464.228113 = -5385158.520797 nChanged 510 SP:Iteration 29Q (38363.260000 sec): 3 clusters Score: Raw -5388769.320683 + Penalty 3464.228113 = -5385305.092570 nChanged 504 SP:Iteration 30Q (38363.700000 sec): 3 clusters Score: Raw -5388916.050693 + Penalty 3464.228113 = -5385451.822581 nChanged 504 SP:Iteration 31Q (38364.120000 sec): 3 clusters Score: Raw -5389077.747089 + Penalty 3464.228113 = -5385613.518976 nChanged 544 SP:Iteration 32Q (38364.480000 sec): 3 clusters Score: Raw -5389247.539765 + Penalty 3464.228113 = -5385783.311653 nChanged 510 SP:Iteration 33Q (38364.890000 sec): 3 clusters Score: Raw -5389405.728276 + Penalty 3464.228113 = -5385941.500163 nChanged 450 SP:Iteration 34Q (38365.250000 sec): 3 clusters Score: Raw -5389551.809299 + Penalty 3464.228113 = -5386087.581186 nChanged 464 SP:Iteration 35Q (38365.600000 sec): 3 clusters Score: Raw -5389704.592105 + Penalty 3464.228113 = -5386240.363992 nChanged 446 SP:Iteration 36Q (38365.940000 sec): 3 clusters Score: Raw -5389850.817661 + Penalty 3464.228113 = -5386386.589549 nChanged 448 SP:Iteration 37Q (38366.300000 sec): 3 clusters Score: Raw -5390004.916163 + Penalty 3464.228113 = -5386540.688051 nChanged 406 SP:Iteration 38Q (38366.710000 sec): 3 clusters Score: Raw -5390139.043517 + Penalty 3464.228113 = -5386674.815404 nChanged 377 SP:Iteration 39Q (38367.070000 sec): 3 clusters Score: Raw -5390259.335161 + Penalty 3464.228113 = -5386795.107048 nChanged 353 SP:Iteration 40F (38367.460000 sec): 3 clusters Score: Raw -5390371.754102 + Penalty 3464.228113 = -5386907.525990 nChanged 332 SP:Iteration 41Q (38367.830000 sec): 3 clusters Score: Raw -5390486.126605 + Penalty 3464.228113 = -5387021.898493 nChanged 363 SP:Iteration 42Q (38368.200000 sec): 3 clusters Score: Raw -5390623.769647 + Penalty 3464.228113 = -5387159.541534 nChanged 350 SP:Iteration 43Q (38368.640000 sec): 3 clusters Score: Raw -5390758.882786 + Penalty 3464.228113 = -5387294.654673 nChanged 348 SP:Iteration 44Q (38368.990000 sec): 3 clusters Score: Raw -5390902.195674 + Penalty 3464.228113 = -5387437.967562 nChanged 315 SP:Iteration 45Q (38369.380000 sec): 3 clusters Score: Raw -5391030.222751 + Penalty 3464.228113 = -5387565.994638 nChanged 274 SP:Iteration 46Q (38369.760000 sec): 3 clusters Score: Raw -5391137.968731 + Penalty 3464.228113 = -5387673.740618 nChanged 237 SP:Iteration 47Q (38370.160000 sec): 3 clusters Score: Raw -5391227.024779 + Penalty 3464.228113 = -5387762.796666 nChanged 199 SP:Iteration 48Q (38370.560000 sec): 3 clusters Score: Raw -5391302.530003 + Penalty 3464.228113 = -5387838.301891 nChanged 205 SP:Iteration 49Q (38370.860000 sec): 3 clusters Score: Raw -5391387.245097 + Penalty 3464.228113 = -5387923.016984 nChanged 180 SP:Iteration 50Q (38371.160000 sec): 3 clusters Score: Raw -5391459.428391 + Penalty 3464.228113 = -5387995.200279 nChanged 132 SP:Iteration 51Q (38371.490000 sec): 3 clusters Score: Raw -5391505.155589 + Penalty 3464.228113 = -5388040.927477 nChanged 110 SP:Iteration 52Q (38371.860000 sec): 3 clusters Score: Raw -5391540.549848 + Penalty 3464.228113 = -5388076.321735 nChanged 101 SP:Iteration 53Q (38372.270000 sec): 3 clusters Score: Raw -5391578.925240 + Penalty 3464.228113 = -5388114.697128 nChanged 102 SP:Iteration 54Q (38372.580000 sec): 3 clusters Score: Raw -5391620.866324 + Penalty 3464.228113 = -5388156.638211 nChanged 88 SP:Iteration 55Q (38372.980000 sec): 3 clusters Score: Raw -5391655.494739 + Penalty 3464.228113 = -5388191.266627 nChanged 76 SP:Iteration 56Q (38373.340000 sec): 3 clusters Score: Raw -5391684.987510 + Penalty 3464.228113 = -5388220.759398 nChanged 67 SP:Iteration 57Q (38373.760000 sec): 3 clusters Score: Raw -5391712.996587 + Penalty 3464.228113 = -5388248.768475 nChanged 62 SP:Iteration 58Q (38374.180000 sec): 3 clusters Score: Raw -5391735.818309 + Penalty 3464.228113 = -5388271.590197 nChanged 59 SP:Iteration 59Q (38374.490000 sec): 3 clusters Score: Raw -5391759.845820 + Penalty 3464.228113 = -5388295.617708 nChanged 54 SP:Iteration 60F (38374.880000 sec): 3 clusters Score: Raw -5391776.795319 + Penalty 3464.228113 = -5388312.567207 nChanged 40 SP:Iteration 61Q (38375.220000 sec): 3 clusters Score: Raw -5391795.595991 + Penalty 3464.228113 = -5388331.367878 nChanged 41 SP:Iteration 62Q (38375.580000 sec): 3 clusters Score: Raw -5391813.508460 + Penalty 3464.228113 = -5388349.280348 nChanged 40 SP:Iteration 63Q (38375.980000 sec): 3 clusters Score: Raw -5391829.248514 + Penalty 3464.228113 = -5388365.020402 nChanged 35 SP:Iteration 64Q (38376.360000 sec): 3 clusters Score: Raw -5391843.366890 + Penalty 3464.228113 = -5388379.138777 nChanged 26 SP:Iteration 65Q (38376.730000 sec): 3 clusters Score: Raw -5391854.149623 + Penalty 3464.228113 = -5388389.921510 nChanged 24 SP:Iteration 66Q (38377.120000 sec): 3 clusters Score: Raw -5391862.381839 + Penalty 3464.228113 = -5388398.153727 nChanged 17 SP:Iteration 67Q (38377.500000 sec): 3 clusters Score: Raw -5391868.926304 + Penalty 3464.228113 = -5388404.698191 nChanged 19 SP:Iteration 68Q (38377.820000 sec): 3 clusters Score: Raw -5391875.993825 + Penalty 3464.228113 = -5388411.765713 nChanged 15 SP:Iteration 69Q (38378.240000 sec): 3 clusters Score: Raw -5391881.239134 + Penalty 3464.228113 = -5388417.011021 nChanged 10 SP:Iteration 70Q (38378.620000 sec): 3 clusters Score: Raw -5391884.782854 + Penalty 3464.228113 = -5388420.554741 nChanged 12 SP:Iteration 71Q (38378.970000 sec): 3 clusters Score: Raw -5391888.815759 + Penalty 3464.228113 = -5388424.587647 nChanged 5 SP:Iteration 72Q (38379.320000 sec): 3 clusters Score: Raw -5391890.034914 + Penalty 3464.228113 = -5388425.806802 nChanged 6 SP:Iteration 73Q (38379.690000 sec): 3 clusters Score: Raw -5391891.503450 + Penalty 3464.228113 = -5388427.275338 nChanged 3 SP:Iteration 74Q (38380.080000 sec): 3 clusters Score: Raw -5391892.195814 + Penalty 3464.228113 = -5388427.967701 nChanged 3 SP:Iteration 75Q (38380.480000 sec): 3 clusters Score: Raw -5391893.036829 + Penalty 3464.228113 = -5388428.808717 nChanged 1 SP:Iteration 76Q (38380.870000 sec): 3 clusters Score: Raw -5391893.398224 + Penalty 3464.228113 = -5388429.170111 nChanged 1 SP:Iteration 77Q (38381.270000 sec): 3 clusters Score: Raw -5391893.838612 + Penalty 3464.228113 = -5388429.610499 nChanged 2 SP:Iteration 78Q (38381.640000 sec): 3 clusters Score: Raw -5391894.384682 + Penalty 3464.228113 = -5388430.156569 nChanged 1 SP:Iteration 79Q (38382.010000 sec): 3 clusters Score: Raw -5391894.719763 + Penalty 3464.228113 = -5388430.491650 nChanged 1 SP:Iteration 80F (38382.310000 sec): 3 clusters Score: Raw -5391895.213119 + Penalty 3464.228113 = -5388430.985006 nChanged 2 SP:Iteration 81Q (38382.620000 sec): 3 clusters Score: Raw -5391895.570123 + Penalty 3464.228113 = -5388431.342011 nChanged 0 SP:Iteration 82F (38383.000000 sec): 3 clusters Score: Raw -5391895.570123 + Penalty 3464.228113 = -5388431.342011 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (21952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38383.220000 sec): 2 clusters Score: Raw -2672168.456528 + Penalty 1624.449699 = -2670544.006829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38383.510000 sec): 3 clusters Score: Raw -2658779.077347 + Penalty 3248.899397 = -2655530.177950 nChanged 10060 SP:Iteration 1F (38383.820000 sec): 3 clusters Score: Raw -2664129.504384 + Penalty 3248.899397 = -2660880.604987 nChanged 845 SP:Iteration 2Q (38384.090000 sec): 3 clusters Score: Raw -2664341.376203 + Penalty 3248.899397 = -2661092.476806 nChanged 741 SP:Iteration 3Q (38384.430000 sec): 3 clusters Score: Raw -2664521.584488 + Penalty 3248.899397 = -2661272.685090 nChanged 695 SP:Iteration 4Q (38384.790000 sec): 3 clusters Score: Raw -2664700.153998 + Penalty 3248.899397 = -2661451.254601 nChanged 649 SP:Iteration 5Q (38385.070000 sec): 3 clusters Score: Raw -2664881.177742 + Penalty 3248.899397 = -2661632.278345 nChanged 644 SP:Iteration 6Q (38385.370000 sec): 3 clusters Score: Raw -2665076.408683 + Penalty 3248.899397 = -2661827.509286 nChanged 660 SP:Iteration 7Q (38385.670000 sec): 3 clusters Score: Raw -2665290.947662 + Penalty 3248.899397 = -2662042.048265 nChanged 724 SP:Iteration 8Q (38385.990000 sec): 3 clusters Score: Raw -2665580.615651 + Penalty 3248.899397 = -2662331.716254 nChanged 884 SP:Iteration 9Q (38386.370000 sec): 3 clusters Score: Raw -2666003.453863 + Penalty 3248.899397 = -2662754.554465 nChanged 1044 SP:Iteration 10Q (38386.620000 sec): 3 clusters Score: Raw -2666638.599125 + Penalty 3248.899397 = -2663389.699728 nChanged 1264 SP:Iteration 11F (38386.910000 sec): 3 clusters Score: Raw -2667588.687019 + Penalty 3248.899397 = -2664339.787622 nChanged 1281 SP:Iteration 12F (38387.210000 sec): 3 clusters Score: Raw -2668703.757824 + Penalty 3248.899397 = -2665454.858426 nChanged 1148 SP:Iteration 13F (38387.490000 sec): 3 clusters Score: Raw -2669774.378036 + Penalty 3248.899397 = -2666525.478639 nChanged 933 SP:Iteration 14Q (38387.760000 sec): 3 clusters Score: Raw -2670622.556708 + Penalty 3248.899397 = -2667373.657310 nChanged 711 SP:Iteration 15Q (38388.080000 sec): 3 clusters Score: Raw -2671209.892526 + Penalty 3248.899397 = -2667960.993129 nChanged 480 SP:Iteration 16Q (38388.370000 sec): 3 clusters Score: Raw -2671608.713079 + Penalty 3248.899397 = -2668359.813682 nChanged 326 SP:Iteration 17Q (38388.650000 sec): 3 clusters Score: Raw -2671875.061994 + Penalty 3248.899397 = -2668626.162597 nChanged 235 SP:Iteration 18Q (38388.930000 sec): 3 clusters Score: Raw -2672060.794804 + Penalty 3248.899397 = -2668811.895407 nChanged 161 SP:Iteration 19Q (38389.300000 sec): 3 clusters Score: Raw -2672155.928086 + Penalty 3248.899397 = -2668907.028689 nChanged 99 SP:Iteration 20F (38389.640000 sec): 3 clusters Score: Raw -2672220.415509 + Penalty 3248.899397 = -2668971.516111 nChanged 78 SP:Iteration 21Q (38389.950000 sec): 3 clusters Score: Raw -2672264.414008 + Penalty 3248.899397 = -2669015.514611 nChanged 53 SP:Iteration 22Q (38390.210000 sec): 3 clusters Score: Raw -2672297.641409 + Penalty 3248.899397 = -2669048.742012 nChanged 47 SP:Iteration 23Q (38390.550000 sec): 3 clusters Score: Raw -2672326.416112 + Penalty 3248.899397 = -2669077.516715 nChanged 32 SP:Iteration 24Q (38390.820000 sec): 3 clusters Score: Raw -2672347.613212 + Penalty 3248.899397 = -2669098.713815 nChanged 25 SP:Iteration 25Q (38391.120000 sec): 3 clusters Score: Raw -2672362.546843 + Penalty 3248.899397 = -2669113.647446 nChanged 19 SP:Iteration 26Q (38391.430000 sec): 3 clusters Score: Raw -2672370.573553 + Penalty 3248.899397 = -2669121.674156 nChanged 7 SP:Iteration 27Q (38391.750000 sec): 3 clusters Score: Raw -2672373.597181 + Penalty 3248.899397 = -2669124.697783 nChanged 5 SP:Iteration 28Q (38391.980000 sec): 3 clusters Score: Raw -2672375.967862 + Penalty 3248.899397 = -2669127.068465 nChanged 4 SP:Iteration 29Q (38392.260000 sec): 3 clusters Score: Raw -2672377.807703 + Penalty 3248.899397 = -2669128.908305 nChanged 4 SP:Iteration 30Q (38392.470000 sec): 3 clusters Score: Raw -2672380.088670 + Penalty 3248.899397 = -2669131.189273 nChanged 4 SP:Iteration 31Q (38392.800000 sec): 3 clusters Score: Raw -2672381.931862 + Penalty 3248.899397 = -2669133.032464 nChanged 6 SP:Iteration 32Q (38393.060000 sec): 3 clusters Score: Raw -2672384.005982 + Penalty 3248.899397 = -2669135.106585 nChanged 8 SP:Iteration 33Q (38393.340000 sec): 3 clusters Score: Raw -2672387.375996 + Penalty 3248.899397 = -2669138.476599 nChanged 4 SP:Iteration 34Q (38393.640000 sec): 3 clusters Score: Raw -2672388.832471 + Penalty 3248.899397 = -2669139.933073 nChanged 5 SP:Iteration 35Q (38393.860000 sec): 3 clusters Score: Raw -2672391.021910 + Penalty 3248.899397 = -2669142.122512 nChanged 5 SP:Iteration 36Q (38394.220000 sec): 3 clusters Score: Raw -2672392.868009 + Penalty 3248.899397 = -2669143.968611 nChanged 4 SP:Iteration 37Q (38394.520000 sec): 3 clusters Score: Raw -2672393.989953 + Penalty 3248.899397 = -2669145.090555 nChanged 2 SP:Iteration 38Q (38394.860000 sec): 3 clusters Score: Raw -2672394.705191 + Penalty 3248.899397 = -2669145.805794 nChanged 2 SP:Iteration 39Q (38395.150000 sec): 3 clusters Score: Raw -2672395.758246 + Penalty 3248.899397 = -2669146.858849 nChanged 3 SP:Iteration 40F (38395.400000 sec): 3 clusters Score: Raw -2672397.130130 + Penalty 3248.899397 = -2669148.230732 nChanged 1 SP:Iteration 41Q (38395.710000 sec): 3 clusters Score: Raw -2672397.752080 + Penalty 3248.899397 = -2669148.852682 nChanged 1 SP:Iteration 42Q (38396.000000 sec): 3 clusters Score: Raw -2672398.154327 + Penalty 3248.899397 = -2669149.254929 nChanged 2 SP:Iteration 43Q (38396.280000 sec): 3 clusters Score: Raw -2672398.736657 + Penalty 3248.899397 = -2669149.837260 nChanged 1 SP:Iteration 44Q (38396.630000 sec): 3 clusters Score: Raw -2672399.117732 + Penalty 3248.899397 = -2669150.218334 nChanged 1 SP:Iteration 45Q (38396.880000 sec): 3 clusters Score: Raw -2672399.638916 + Penalty 3248.899397 = -2669150.739518 nChanged 2 SP:Iteration 46Q (38397.160000 sec): 3 clusters Score: Raw -2672402.011228 + Penalty 3248.899397 = -2669153.111830 nChanged 4 SP:Iteration 47Q (38397.440000 sec): 3 clusters Score: Raw -2672406.444988 + Penalty 3248.899397 = -2669157.545591 nChanged 8 SP:Iteration 48Q (38397.690000 sec): 3 clusters Score: Raw -2672410.420354 + Penalty 3248.899397 = -2669161.520957 nChanged 8 SP:Iteration 49Q (38398.000000 sec): 3 clusters Score: Raw -2672418.065071 + Penalty 3248.899397 = -2669169.165673 nChanged 7 SP:Iteration 50Q (38398.270000 sec): 3 clusters Score: Raw -2672420.208282 + Penalty 3248.899397 = -2669171.308884 nChanged 0 SP:Iteration 51F (38398.600000 sec): 3 clusters Score: Raw -2672420.208282 + Penalty 3248.899397 = -2669171.308884 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38398.700000 sec): 2 clusters Score: Raw -12210.940227 + Penalty 795.898967 = -11415.041259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38398.850000 sec): 3 clusters Score: Raw -12397.758385 + Penalty 1591.797935 = -10805.960450 nChanged 16 SP:Iteration 1F (38399.030000 sec): 3 clusters Score: Raw -12498.135272 + Penalty 1591.797935 = -10906.337337 nChanged 3 SP:Iteration 2Q (38399.240000 sec): 3 clusters Score: Raw -12513.224704 + Penalty 1591.797935 = -10921.426769 nChanged 1 SP:Iteration 3Q (38399.420000 sec): 3 clusters Score: Raw -12522.442690 + Penalty 1591.797935 = -10930.644755 nChanged 1 SP:Iteration 4Q (38399.620000 sec): 3 clusters Score: Raw -12552.881264 + Penalty 1591.797935 = -10961.083329 nChanged 0 SP:Iteration 5F (38399.800000 sec): 3 clusters Score: Raw -12552.881264 + Penalty 1591.797935 = -10961.083329 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38399.890000 sec): 2 clusters Score: Raw -90530.117978 + Penalty 1073.580655 = -89456.537323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38400.060000 sec): 3 clusters Score: Raw -90358.675427 + Penalty 2147.161311 = -88211.514117 nChanged 185 SP:Iteration 1F (38400.230000 sec): 3 clusters Score: Raw -90535.989233 + Penalty 2147.161311 = -88388.827923 nChanged 37 SP:Iteration 2Q (38400.400000 sec): 3 clusters Score: Raw -90570.662531 + Penalty 2147.161311 = -88423.501220 nChanged 15 SP:Iteration 3Q (38400.600000 sec): 3 clusters Score: Raw -90589.927988 + Penalty 2147.161311 = -88442.766677 nChanged 13 SP:Iteration 4Q (38400.750000 sec): 3 clusters Score: Raw -90604.844665 + Penalty 2147.161311 = -88457.683355 nChanged 4 SP:Iteration 5Q (38400.930000 sec): 3 clusters Score: Raw -90609.626941 + Penalty 2147.161311 = -88462.465630 nChanged 5 SP:Iteration 6Q (38401.080000 sec): 3 clusters Score: Raw -90614.249012 + Penalty 2147.161311 = -88467.087702 nChanged 3 SP:Iteration 7Q (38401.230000 sec): 3 clusters Score: Raw -90617.947171 + Penalty 2147.161311 = -88470.785861 nChanged 3 SP:Iteration 8Q (38401.370000 sec): 3 clusters Score: Raw -90620.684339 + Penalty 2147.161311 = -88473.523029 nChanged 1 SP:Iteration 9Q (38401.570000 sec): 3 clusters Score: Raw -90621.181410 + Penalty 2147.161311 = -88474.020100 nChanged 0 SP:Iteration 10F (38401.760000 sec): 3 clusters Score: Raw -90621.181410 + Penalty 2147.161311 = -88474.020100 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38401.900000 sec): 2 clusters Score: Raw -41255.934139 + Penalty 963.125479 = -40292.808660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38402.040000 sec): 3 clusters Score: Raw -41308.299213 + Penalty 1926.250958 = -39382.048254 nChanged 86 SP:Iteration 1F (38402.240000 sec): 3 clusters Score: Raw -41486.931111 + Penalty 1926.250958 = -39560.680153 nChanged 31 SP:Iteration 2F (38402.400000 sec): 3 clusters Score: Raw -41573.951229 + Penalty 1926.250958 = -39647.700270 nChanged 13 SP:Iteration 3Q (38402.550000 sec): 3 clusters Score: Raw -41606.226696 + Penalty 1926.250958 = -39679.975737 nChanged 7 SP:Iteration 4Q (38402.700000 sec): 3 clusters Score: Raw -41621.117751 + Penalty 1926.250958 = -39694.866793 nChanged 3 SP:Iteration 5Q (38402.850000 sec): 3 clusters Score: Raw -41642.242264 + Penalty 1926.250958 = -39715.991306 nChanged 8 SP:Iteration 6Q (38403.020000 sec): 3 clusters Score: Raw -41679.018559 + Penalty 1926.250958 = -39752.767601 nChanged 8 SP:Iteration 7Q (38403.180000 sec): 3 clusters Score: Raw -41709.194042 + Penalty 1926.250958 = -39782.943083 nChanged 7 SP:Iteration 8Q (38403.340000 sec): 3 clusters Score: Raw -41754.094156 + Penalty 1926.250958 = -39827.843198 nChanged 4 SP:Iteration 9Q (38403.560000 sec): 3 clusters Score: Raw -41776.513700 + Penalty 1926.250958 = -39850.262742 nChanged 2 SP:Iteration 10Q (38403.720000 sec): 3 clusters Score: Raw -41779.569621 + Penalty 1926.250958 = -39853.318662 nChanged 1 SP:Iteration 11Q (38403.900000 sec): 3 clusters Score: Raw -41781.760960 + Penalty 1926.250958 = -39855.510002 nChanged 1 SP:Iteration 12Q (38404.080000 sec): 3 clusters Score: Raw -41783.373333 + Penalty 1926.250958 = -39857.122374 nChanged 0 SP:Iteration 13F (38404.270000 sec): 3 clusters Score: Raw -41783.373333 + Penalty 1926.250958 = -39857.122374 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38404.400000 sec): 2 clusters Score: Raw -25633.677811 + Penalty 873.482741 = -24760.195069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38404.590000 sec): 3 clusters Score: Raw -25691.712401 + Penalty 1746.965482 = -23944.746918 nChanged 20 SP:Iteration 1F (38404.800000 sec): 3 clusters Score: Raw -25738.207886 + Penalty 1746.965482 = -23991.242404 nChanged 5 SP:Iteration 2Q (38404.980000 sec): 3 clusters Score: Raw -25770.434489 + Penalty 1746.965482 = -24023.469006 nChanged 5 SP:Iteration 3Q (38405.160000 sec): 3 clusters Score: Raw -25802.285518 + Penalty 1746.965482 = -24055.320036 nChanged 2 SP:Iteration 4Q (38405.330000 sec): 3 clusters Score: Raw -25816.161355 + Penalty 1746.965482 = -24069.195872 nChanged 2 SP:Iteration 5Q (38405.540000 sec): 3 clusters Score: Raw -25834.477203 + Penalty 1746.965482 = -24087.511720 nChanged 3 SP:Iteration 6Q (38405.740000 sec): 3 clusters Score: Raw -25853.782849 + Penalty 1746.965482 = -24106.817367 nChanged 1 SP:Iteration 7Q (38405.960000 sec): 3 clusters Score: Raw -25859.066367 + Penalty 1746.965482 = -24112.100884 nChanged 2 SP:Iteration 8Q (38406.160000 sec): 3 clusters Score: Raw -25867.075346 + Penalty 1746.965482 = -24120.109864 nChanged 1 SP:Iteration 9Q (38406.380000 sec): 3 clusters Score: Raw -25871.126594 + Penalty 1746.965482 = -24124.161111 nChanged 0 SP:Iteration 10F (38406.520000 sec): 3 clusters Score: Raw -25871.126594 + Penalty 1746.965482 = -24124.161111 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (5747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38406.650000 sec): 2 clusters Score: Raw -732736.345276 + Penalty 1406.670405 = -731329.674872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38406.850000 sec): 3 clusters Score: Raw -729695.251508 + Penalty 2813.340809 = -726881.910699 nChanged 2346 SP:Iteration 1F (38407.090000 sec): 3 clusters Score: Raw -730935.409717 + Penalty 2813.340809 = -728122.068908 nChanged 382 SP:Iteration 2F (38407.320000 sec): 3 clusters Score: Raw -731117.447582 + Penalty 2813.340809 = -728304.106773 nChanged 285 SP:Iteration 3Q (38407.540000 sec): 3 clusters Score: Raw -731249.251710 + Penalty 2813.340809 = -728435.910901 nChanged 257 SP:Iteration 4Q (38407.710000 sec): 3 clusters Score: Raw -731381.339139 + Penalty 2813.340809 = -728567.998330 nChanged 259 SP:Iteration 5Q (38407.940000 sec): 3 clusters Score: Raw -731538.077143 + Penalty 2813.340809 = -728724.736334 nChanged 275 SP:Iteration 6Q (38408.140000 sec): 3 clusters Score: Raw -731728.589371 + Penalty 2813.340809 = -728915.248562 nChanged 289 SP:Iteration 7F (38408.330000 sec): 3 clusters Score: Raw -731943.871615 + Penalty 2813.340809 = -729130.530806 nChanged 280 SP:Iteration 8Q (38408.520000 sec): 3 clusters Score: Raw -732147.052160 + Penalty 2813.340809 = -729333.711351 nChanged 251 SP:Iteration 9Q (38408.750000 sec): 3 clusters Score: Raw -732345.136818 + Penalty 2813.340809 = -729531.796009 nChanged 201 SP:Iteration 10Q (38408.970000 sec): 3 clusters Score: Raw -732498.327563 + Penalty 2813.340809 = -729684.986754 nChanged 158 SP:Iteration 11Q (38409.240000 sec): 3 clusters Score: Raw -732631.743342 + Penalty 2813.340809 = -729818.402533 nChanged 121 SP:Iteration 12Q (38409.440000 sec): 3 clusters Score: Raw -732733.805666 + Penalty 2813.340809 = -729920.464857 nChanged 90 SP:Iteration 13Q (38409.640000 sec): 3 clusters Score: Raw -732808.126586 + Penalty 2813.340809 = -729994.785776 nChanged 73 SP:Iteration 14Q (38409.830000 sec): 3 clusters Score: Raw -732864.005896 + Penalty 2813.340809 = -730050.665087 nChanged 61 SP:Iteration 15Q (38410.060000 sec): 3 clusters Score: Raw -732912.518026 + Penalty 2813.340809 = -730099.177217 nChanged 49 SP:Iteration 16Q (38410.300000 sec): 3 clusters Score: Raw -732946.488578 + Penalty 2813.340809 = -730133.147769 nChanged 34 SP:Iteration 17Q (38410.550000 sec): 3 clusters Score: Raw -732965.318236 + Penalty 2813.340809 = -730151.977427 nChanged 19 SP:Iteration 18Q (38410.790000 sec): 3 clusters Score: Raw -732976.918604 + Penalty 2813.340809 = -730163.577795 nChanged 13 SP:Iteration 19Q (38410.980000 sec): 3 clusters Score: Raw -732982.154572 + Penalty 2813.340809 = -730168.813762 nChanged 12 SP:Iteration 20F (38411.210000 sec): 3 clusters Score: Raw -732985.679204 + Penalty 2813.340809 = -730172.338395 nChanged 6 SP:Iteration 21Q (38411.390000 sec): 3 clusters Score: Raw -732988.119014 + Penalty 2813.340809 = -730174.778205 nChanged 7 SP:Iteration 22Q (38411.570000 sec): 3 clusters Score: Raw -732992.903901 + Penalty 2813.340809 = -730179.563092 nChanged 13 SP:Iteration 23Q (38411.790000 sec): 3 clusters Score: Raw -732998.941074 + Penalty 2813.340809 = -730185.600265 nChanged 3 SP:Iteration 24Q (38412.030000 sec): 3 clusters Score: Raw -732999.723459 + Penalty 2813.340809 = -730186.382650 nChanged 2 SP:Iteration 25Q (38412.190000 sec): 3 clusters Score: Raw -733001.040917 + Penalty 2813.340809 = -730187.700108 nChanged 5 SP:Iteration 26Q (38412.410000 sec): 3 clusters Score: Raw -733002.271344 + Penalty 2813.340809 = -730188.930535 nChanged 3 SP:Iteration 27Q (38412.590000 sec): 3 clusters Score: Raw -733003.125140 + Penalty 2813.340809 = -730189.784331 nChanged 1 SP:Iteration 28Q (38412.850000 sec): 3 clusters Score: Raw -733003.619847 + Penalty 2813.340809 = -730190.279038 nChanged 1 SP:Iteration 29Q (38413.020000 sec): 3 clusters Score: Raw -733003.824722 + Penalty 2813.340809 = -730190.483913 nChanged 2 SP:Iteration 30Q (38413.250000 sec): 3 clusters Score: Raw -733004.988361 + Penalty 2813.340809 = -730191.647552 nChanged 5 SP:Iteration 31Q (38413.460000 sec): 3 clusters Score: Raw -733007.262740 + Penalty 2813.340809 = -730193.921931 nChanged 2 SP:Iteration 32Q (38413.700000 sec): 3 clusters Score: Raw -733008.211943 + Penalty 2813.340809 = -730194.871134 nChanged 0 SP:Iteration 33F (38413.880000 sec): 3 clusters Score: Raw -733008.211943 + Penalty 2813.340809 = -730194.871134 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38414.010000 sec): 2 clusters Score: Raw -15110.271045 + Penalty 800.678724 = -14309.592321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38414.210000 sec): 3 clusters Score: Raw -15261.948032 + Penalty 1601.357448 = -13660.590584 nChanged 10 SP:Iteration 1F (38414.400000 sec): 3 clusters Score: Raw -15324.086305 + Penalty 1601.357448 = -13722.728857 nChanged 1 SP:Iteration 2Q (38414.580000 sec): 3 clusters Score: Raw -15332.824699 + Penalty 1601.357448 = -13731.467251 nChanged 0 SP:Iteration 3F (38414.740000 sec): 3 clusters Score: Raw -15332.824699 + Penalty 1601.357448 = -13731.467251 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (16172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38414.970000 sec): 2 clusters Score: Raw -2055878.072702 + Penalty 1574.793452 = -2054303.279250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38415.230000 sec): 3 clusters Score: Raw -2046267.106944 + Penalty 3149.586905 = -2043117.520039 nChanged 7175 SP:Iteration 1F (38415.540000 sec): 3 clusters Score: Raw -2050106.361978 + Penalty 3149.586905 = -2046956.775073 nChanged 778 SP:Iteration 2Q (38415.840000 sec): 3 clusters Score: Raw -2050358.323759 + Penalty 3149.586905 = -2047208.736854 nChanged 672 SP:Iteration 3Q (38416.140000 sec): 3 clusters Score: Raw -2050585.303319 + Penalty 3149.586905 = -2047435.716414 nChanged 611 SP:Iteration 4Q (38416.460000 sec): 3 clusters Score: Raw -2050795.771933 + Penalty 3149.586905 = -2047646.185028 nChanged 579 SP:Iteration 5Q (38416.780000 sec): 3 clusters Score: Raw -2051030.916090 + Penalty 3149.586905 = -2047881.329185 nChanged 551 SP:Iteration 6Q (38417.010000 sec): 3 clusters Score: Raw -2051286.505967 + Penalty 3149.586905 = -2048136.919062 nChanged 589 SP:Iteration 7Q (38417.320000 sec): 3 clusters Score: Raw -2051599.495287 + Penalty 3149.586905 = -2048449.908382 nChanged 663 SP:Iteration 8Q (38417.610000 sec): 3 clusters Score: Raw -2051983.745339 + Penalty 3149.586905 = -2048834.158434 nChanged 745 SP:Iteration 9Q (38417.880000 sec): 3 clusters Score: Raw -2052446.377159 + Penalty 3149.586905 = -2049296.790254 nChanged 765 SP:Iteration 10Q (38418.130000 sec): 3 clusters Score: Raw -2052965.245123 + Penalty 3149.586905 = -2049815.658218 nChanged 806 SP:Iteration 11Q (38418.330000 sec): 3 clusters Score: Raw -2053564.443885 + Penalty 3149.586905 = -2050414.856980 nChanged 772 SP:Iteration 12Q (38418.630000 sec): 3 clusters Score: Raw -2054138.555800 + Penalty 3149.586905 = -2050988.968895 nChanged 702 SP:Iteration 13Q (38418.870000 sec): 3 clusters Score: Raw -2054668.101968 + Penalty 3149.586905 = -2051518.515063 nChanged 532 SP:Iteration 14Q (38419.170000 sec): 3 clusters Score: Raw -2055066.611140 + Penalty 3149.586905 = -2051917.024235 nChanged 432 SP:Iteration 15Q (38419.500000 sec): 3 clusters Score: Raw -2055411.770851 + Penalty 3149.586905 = -2052262.183946 nChanged 284 SP:Iteration 16Q (38419.750000 sec): 3 clusters Score: Raw -2055638.885954 + Penalty 3149.586905 = -2052489.299049 nChanged 193 SP:Iteration 17Q (38420.040000 sec): 3 clusters Score: Raw -2055787.644130 + Penalty 3149.586905 = -2052638.057225 nChanged 122 SP:Iteration 18Q (38420.300000 sec): 3 clusters Score: Raw -2055885.671289 + Penalty 3149.586905 = -2052736.084384 nChanged 75 SP:Iteration 19Q (38420.620000 sec): 3 clusters Score: Raw -2055944.093436 + Penalty 3149.586905 = -2052794.506531 nChanged 48 SP:Iteration 20F (38420.850000 sec): 3 clusters Score: Raw -2055989.658646 + Penalty 3149.586905 = -2052840.071741 nChanged 31 SP:Iteration 21Q (38421.140000 sec): 3 clusters Score: Raw -2056015.555271 + Penalty 3149.586905 = -2052865.968366 nChanged 18 SP:Iteration 22Q (38421.400000 sec): 3 clusters Score: Raw -2056033.944774 + Penalty 3149.586905 = -2052884.357869 nChanged 12 SP:Iteration 23Q (38421.620000 sec): 3 clusters Score: Raw -2056044.173270 + Penalty 3149.586905 = -2052894.586365 nChanged 10 SP:Iteration 24Q (38421.860000 sec): 3 clusters Score: Raw -2056053.024857 + Penalty 3149.586905 = -2052903.437953 nChanged 4 SP:Iteration 25Q (38422.140000 sec): 3 clusters Score: Raw -2056056.408603 + Penalty 3149.586905 = -2052906.821698 nChanged 2 SP:Iteration 26Q (38422.410000 sec): 3 clusters Score: Raw -2056058.181336 + Penalty 3149.586905 = -2052908.594431 nChanged 3 SP:Iteration 27Q (38422.610000 sec): 3 clusters Score: Raw -2056060.933778 + Penalty 3149.586905 = -2052911.346873 nChanged 3 SP:Iteration 28Q (38422.900000 sec): 3 clusters Score: Raw -2056063.598863 + Penalty 3149.586905 = -2052914.011958 nChanged 5 SP:Iteration 29Q (38423.150000 sec): 3 clusters Score: Raw -2056066.403548 + Penalty 3149.586905 = -2052916.816643 nChanged 3 SP:Iteration 30Q (38423.420000 sec): 3 clusters Score: Raw -2056068.703306 + Penalty 3149.586905 = -2052919.116401 nChanged 5 SP:Iteration 31Q (38423.620000 sec): 3 clusters Score: Raw -2056071.955452 + Penalty 3149.586905 = -2052922.368547 nChanged 4 SP:Iteration 32Q (38423.870000 sec): 3 clusters Score: Raw -2056074.755449 + Penalty 3149.586905 = -2052925.168544 nChanged 3 SP:Iteration 33Q (38424.120000 sec): 3 clusters Score: Raw -2056077.346657 + Penalty 3149.586905 = -2052927.759752 nChanged 3 SP:Iteration 34Q (38424.400000 sec): 3 clusters Score: Raw -2056079.364243 + Penalty 3149.586905 = -2052929.777338 nChanged 1 SP:Iteration 35Q (38424.660000 sec): 3 clusters Score: Raw -2056080.685200 + Penalty 3149.586905 = -2052931.098295 nChanged 3 SP:Iteration 36Q (38424.940000 sec): 3 clusters Score: Raw -2056083.369301 + Penalty 3149.586905 = -2052933.782396 nChanged 7 SP:Iteration 37Q (38425.160000 sec): 3 clusters Score: Raw -2056091.843019 + Penalty 3149.586905 = -2052942.256114 nChanged 9 SP:Iteration 38Q (38425.420000 sec): 3 clusters Score: Raw -2056098.842609 + Penalty 3149.586905 = -2052949.255704 nChanged 5 SP:Iteration 39Q (38425.660000 sec): 3 clusters Score: Raw -2056103.482943 + Penalty 3149.586905 = -2052953.896038 nChanged 4 SP:Iteration 40F (38425.950000 sec): 3 clusters Score: Raw -2056108.346191 + Penalty 3149.586905 = -2052958.759286 nChanged 7 SP:Iteration 41Q (38426.200000 sec): 3 clusters Score: Raw -2056115.729053 + Penalty 3149.586905 = -2052966.142148 nChanged 7 SP:Iteration 42Q (38426.620000 sec): 3 clusters Score: Raw -2056121.162571 + Penalty 3149.586905 = -2052971.575666 nChanged 3 SP:Iteration 43Q (38426.950000 sec): 3 clusters Score: Raw -2056122.845972 + Penalty 3149.586905 = -2052973.259067 nChanged 1 SP:Iteration 44Q (38427.250000 sec): 3 clusters Score: Raw -2056123.788835 + Penalty 3149.586905 = -2052974.201930 nChanged 1 SP:Iteration 45Q (38427.520000 sec): 3 clusters Score: Raw -2056124.181991 + Penalty 3149.586905 = -2052974.595086 nChanged 0 SP:Iteration 46F (38427.810000 sec): 3 clusters Score: Raw -2056124.181991 + Penalty 3149.586905 = -2052974.595086 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38427.900000 sec): 2 clusters Score: Raw -62309.764498 + Penalty 1022.980725 = -61286.783773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38428.070000 sec): 3 clusters Score: Raw -62198.993732 + Penalty 2045.961450 = -60153.032281 nChanged 124 SP:Iteration 1F (38428.250000 sec): 3 clusters Score: Raw -62395.216877 + Penalty 2045.961450 = -60349.255427 nChanged 46 SP:Iteration 2F (38428.470000 sec): 3 clusters Score: Raw -62471.037121 + Penalty 2045.961450 = -60425.075671 nChanged 20 SP:Iteration 3Q (38428.610000 sec): 3 clusters Score: Raw -62504.860365 + Penalty 2045.961450 = -60458.898915 nChanged 10 SP:Iteration 4Q (38428.770000 sec): 3 clusters Score: Raw -62521.278109 + Penalty 2045.961450 = -60475.316658 nChanged 6 SP:Iteration 5Q (38428.930000 sec): 3 clusters Score: Raw -62530.313080 + Penalty 2045.961450 = -60484.351630 nChanged 5 SP:Iteration 6Q (38429.130000 sec): 3 clusters Score: Raw -62539.128198 + Penalty 2045.961450 = -60493.166747 nChanged 2 SP:Iteration 7Q (38429.330000 sec): 3 clusters Score: Raw -62541.918620 + Penalty 2045.961450 = -60495.957169 nChanged 3 SP:Iteration 8Q (38429.540000 sec): 3 clusters Score: Raw -62545.824064 + Penalty 2045.961450 = -60499.862613 nChanged 0 SP:Iteration 9F (38429.740000 sec): 3 clusters Score: Raw -62545.824064 + Penalty 2045.961450 = -60499.862613 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38429.900000 sec): 2 clusters Score: Raw -1162226.161511 + Penalty 1483.395529 = -1160742.765982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38430.120000 sec): 3 clusters Score: Raw -1157033.841773 + Penalty 2966.791058 = -1154067.050716 nChanged 3947 SP:Iteration 1F (38430.290000 sec): 3 clusters Score: Raw -1159132.661106 + Penalty 2966.791058 = -1156165.870048 nChanged 488 SP:Iteration 2F (38430.490000 sec): 3 clusters Score: Raw -1159336.233558 + Penalty 2966.791058 = -1156369.442500 nChanged 421 SP:Iteration 3Q (38430.700000 sec): 3 clusters Score: Raw -1159529.883863 + Penalty 2966.791058 = -1156563.092806 nChanged 394 SP:Iteration 4Q (38430.950000 sec): 3 clusters Score: Raw -1159721.817614 + Penalty 2966.791058 = -1156755.026556 nChanged 365 SP:Iteration 5Q (38431.220000 sec): 3 clusters Score: Raw -1159909.274738 + Penalty 2966.791058 = -1156942.483680 nChanged 368 SP:Iteration 6Q (38431.500000 sec): 3 clusters Score: Raw -1160122.766148 + Penalty 2966.791058 = -1157155.975090 nChanged 384 SP:Iteration 7Q (38431.710000 sec): 3 clusters Score: Raw -1160381.725255 + Penalty 2966.791058 = -1157414.934197 nChanged 425 SP:Iteration 8Q (38431.950000 sec): 3 clusters Score: Raw -1160685.434395 + Penalty 2966.791058 = -1157718.643337 nChanged 412 SP:Iteration 9Q (38432.260000 sec): 3 clusters Score: Raw -1160991.418090 + Penalty 2966.791058 = -1158024.627033 nChanged 367 SP:Iteration 10Q (38432.500000 sec): 3 clusters Score: Raw -1161295.905285 + Penalty 2966.791058 = -1158329.114227 nChanged 336 SP:Iteration 11Q (38432.730000 sec): 3 clusters Score: Raw -1161554.445173 + Penalty 2966.791058 = -1158587.654115 nChanged 285 SP:Iteration 12Q (38432.960000 sec): 3 clusters Score: Raw -1161778.035872 + Penalty 2966.791058 = -1158811.244815 nChanged 234 SP:Iteration 13Q (38433.230000 sec): 3 clusters Score: Raw -1161959.093866 + Penalty 2966.791058 = -1158992.302808 nChanged 185 SP:Iteration 14Q (38433.500000 sec): 3 clusters Score: Raw -1162092.653526 + Penalty 2966.791058 = -1159125.862468 nChanged 122 SP:Iteration 15Q (38433.770000 sec): 3 clusters Score: Raw -1162184.879546 + Penalty 2966.791058 = -1159218.088488 nChanged 80 SP:Iteration 16Q (38434.040000 sec): 3 clusters Score: Raw -1162244.173664 + Penalty 2966.791058 = -1159277.382606 nChanged 61 SP:Iteration 17Q (38434.240000 sec): 3 clusters Score: Raw -1162291.588599 + Penalty 2966.791058 = -1159324.797542 nChanged 55 SP:Iteration 18Q (38434.500000 sec): 3 clusters Score: Raw -1162327.935140 + Penalty 2966.791058 = -1159361.144082 nChanged 26 SP:Iteration 19Q (38434.710000 sec): 3 clusters Score: Raw -1162352.375011 + Penalty 2966.791058 = -1159385.583953 nChanged 21 SP:Iteration 20F (38434.960000 sec): 3 clusters Score: Raw -1162373.840839 + Penalty 2966.791058 = -1159407.049781 nChanged 20 SP:Iteration 21Q (38435.170000 sec): 3 clusters Score: Raw -1162391.105934 + Penalty 2966.791058 = -1159424.314876 nChanged 20 SP:Iteration 22Q (38435.440000 sec): 3 clusters Score: Raw -1162405.807580 + Penalty 2966.791058 = -1159439.016522 nChanged 13 SP:Iteration 23Q (38435.780000 sec): 3 clusters Score: Raw -1162415.376269 + Penalty 2966.791058 = -1159448.585212 nChanged 8 SP:Iteration 24Q (38436.030000 sec): 3 clusters Score: Raw -1162420.636094 + Penalty 2966.791058 = -1159453.845036 nChanged 7 SP:Iteration 25Q (38436.300000 sec): 3 clusters Score: Raw -1162428.362034 + Penalty 2966.791058 = -1159461.570976 nChanged 7 SP:Iteration 26Q (38436.540000 sec): 3 clusters Score: Raw -1162434.610629 + Penalty 2966.791058 = -1159467.819571 nChanged 4 SP:Iteration 27Q (38436.800000 sec): 3 clusters Score: Raw -1162437.596702 + Penalty 2966.791058 = -1159470.805644 nChanged 0 SP:Iteration 28F (38436.990000 sec): 3 clusters Score: Raw -1162437.596702 + Penalty 2966.791058 = -1159470.805644 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (14335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38437.180000 sec): 2 clusters Score: Raw -1749204.423913 + Penalty 1555.199649 = -1747649.224264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38437.470000 sec): 3 clusters Score: Raw -1740765.491696 + Penalty 3110.399298 = -1737655.092398 nChanged 6335 SP:Iteration 1F (38437.770000 sec): 3 clusters Score: Raw -1744215.869806 + Penalty 3110.399298 = -1741105.470508 nChanged 771 SP:Iteration 2F (38437.980000 sec): 3 clusters Score: Raw -1744521.022461 + Penalty 3110.399298 = -1741410.623163 nChanged 669 SP:Iteration 3Q (38438.290000 sec): 3 clusters Score: Raw -1744843.169004 + Penalty 3110.399298 = -1741732.769707 nChanged 641 SP:Iteration 4Q (38438.530000 sec): 3 clusters Score: Raw -1745250.543626 + Penalty 3110.399298 = -1742140.144328 nChanged 686 SP:Iteration 5Q (38438.880000 sec): 3 clusters Score: Raw -1745764.402997 + Penalty 3110.399298 = -1742654.003699 nChanged 686 SP:Iteration 6Q (38439.180000 sec): 3 clusters Score: Raw -1746339.451216 + Penalty 3110.399298 = -1743229.051918 nChanged 715 SP:Iteration 7Q (38439.460000 sec): 3 clusters Score: Raw -1746896.740326 + Penalty 3110.399298 = -1743786.341028 nChanged 686 SP:Iteration 8Q (38439.730000 sec): 3 clusters Score: Raw -1747399.692616 + Penalty 3110.399298 = -1744289.293318 nChanged 669 SP:Iteration 9Q (38439.990000 sec): 3 clusters Score: Raw -1747841.745620 + Penalty 3110.399298 = -1744731.346323 nChanged 628 SP:Iteration 10Q (38440.190000 sec): 3 clusters Score: Raw -1748237.912912 + Penalty 3110.399298 = -1745127.513614 nChanged 564 SP:Iteration 11Q (38440.440000 sec): 3 clusters Score: Raw -1748573.066537 + Penalty 3110.399298 = -1745462.667239 nChanged 519 SP:Iteration 12Q (38440.720000 sec): 3 clusters Score: Raw -1748862.982544 + Penalty 3110.399298 = -1745752.583246 nChanged 442 SP:Iteration 13Q (38440.990000 sec): 3 clusters Score: Raw -1749085.722491 + Penalty 3110.399298 = -1745975.323193 nChanged 371 SP:Iteration 14Q (38441.280000 sec): 3 clusters Score: Raw -1749267.147036 + Penalty 3110.399298 = -1746156.747738 nChanged 302 SP:Iteration 15Q (38441.500000 sec): 3 clusters Score: Raw -1749397.771173 + Penalty 3110.399298 = -1746287.371875 nChanged 257 SP:Iteration 16Q (38441.770000 sec): 3 clusters Score: Raw -1749513.061200 + Penalty 3110.399298 = -1746402.661902 nChanged 214 SP:Iteration 17Q (38441.990000 sec): 3 clusters Score: Raw -1749609.506361 + Penalty 3110.399298 = -1746499.107063 nChanged 188 SP:Iteration 18Q (38442.240000 sec): 3 clusters Score: Raw -1749690.313965 + Penalty 3110.399298 = -1746579.914667 nChanged 165 SP:Iteration 19Q (38442.480000 sec): 3 clusters Score: Raw -1749744.197250 + Penalty 3110.399298 = -1746633.797952 nChanged 128 SP:Iteration 20F (38442.720000 sec): 3 clusters Score: Raw -1749776.481686 + Penalty 3110.399298 = -1746666.082388 nChanged 82 SP:Iteration 21Q (38442.950000 sec): 3 clusters Score: Raw -1749793.315587 + Penalty 3110.399298 = -1746682.916289 nChanged 53 SP:Iteration 22Q (38443.220000 sec): 3 clusters Score: Raw -1749802.087043 + Penalty 3110.399298 = -1746691.687746 nChanged 43 SP:Iteration 23Q (38443.420000 sec): 3 clusters Score: Raw -1749807.866296 + Penalty 3110.399298 = -1746697.466998 nChanged 36 SP:Iteration 24Q (38443.660000 sec): 3 clusters Score: Raw -1749812.255110 + Penalty 3110.399298 = -1746701.855812 nChanged 30 SP:Iteration 25Q (38443.910000 sec): 3 clusters Score: Raw -1749815.568863 + Penalty 3110.399298 = -1746705.169565 nChanged 24 SP:Iteration 26Q (38444.130000 sec): 3 clusters Score: Raw -1749818.371061 + Penalty 3110.399298 = -1746707.971763 nChanged 19 SP:Iteration 27Q (38444.360000 sec): 3 clusters Score: Raw -1749819.969032 + Penalty 3110.399298 = -1746709.569734 nChanged 11 SP:Iteration 28Q (38444.600000 sec): 3 clusters Score: Raw -1749820.755725 + Penalty 3110.399298 = -1746710.356427 nChanged 7 SP:Iteration 29Q (38444.860000 sec): 3 clusters Score: Raw -1749821.115157 + Penalty 3110.399298 = -1746710.715859 nChanged 1 SP:Iteration 30Q (38445.140000 sec): 3 clusters Score: Raw -1749821.169937 + Penalty 3110.399298 = -1746710.770639 nChanged 0 SP:Iteration 31F (38445.380000 sec): 3 clusters Score: Raw -1749821.169937 + Penalty 3110.399298 = -1746710.770639 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (31232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38445.640000 sec): 2 clusters Score: Raw -3813730.815750 + Penalty 1681.744754 = -3812049.070995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38446.000000 sec): 3 clusters Score: Raw -3794452.798775 + Penalty 3363.489509 = -3791089.309266 nChanged 14345 SP:Iteration 1F (38446.320000 sec): 3 clusters Score: Raw -3802346.948427 + Penalty 3363.489509 = -3798983.458918 nChanged 1170 SP:Iteration 2Q (38446.680000 sec): 3 clusters Score: Raw -3802624.754843 + Penalty 3363.489509 = -3799261.265334 nChanged 982 SP:Iteration 3Q (38447.040000 sec): 3 clusters Score: Raw -3802860.972513 + Penalty 3363.489509 = -3799497.483004 nChanged 943 SP:Iteration 4Q (38447.390000 sec): 3 clusters Score: Raw -3803076.557227 + Penalty 3363.489509 = -3799713.067718 nChanged 886 SP:Iteration 5Q (38447.740000 sec): 3 clusters Score: Raw -3803290.081127 + Penalty 3363.489509 = -3799926.591618 nChanged 927 SP:Iteration 6Q (38448.050000 sec): 3 clusters Score: Raw -3803566.644301 + Penalty 3363.489509 = -3800203.154792 nChanged 1111 SP:Iteration 7Q (38448.390000 sec): 3 clusters Score: Raw -3803979.574664 + Penalty 3363.489509 = -3800616.085155 nChanged 1414 SP:Iteration 8Q (38448.750000 sec): 3 clusters Score: Raw -3804646.129430 + Penalty 3363.489509 = -3801282.639921 nChanged 1737 SP:Iteration 9F (38449.140000 sec): 3 clusters Score: Raw -3805690.889990 + Penalty 3363.489509 = -3802327.400481 nChanged 2128 SP:Iteration 10F (38449.560000 sec): 3 clusters Score: Raw -3807298.141823 + Penalty 3363.489509 = -3803934.652314 nChanged 2220 SP:Iteration 11F (38449.950000 sec): 3 clusters Score: Raw -3809250.016455 + Penalty 3363.489509 = -3805886.526946 nChanged 1869 SP:Iteration 12F (38450.380000 sec): 3 clusters Score: Raw -3811036.683106 + Penalty 3363.489509 = -3807673.193597 nChanged 1230 SP:Iteration 13Q (38450.800000 sec): 3 clusters Score: Raw -3812401.489521 + Penalty 3363.489509 = -3809038.000012 nChanged 672 SP:Iteration 14Q (38451.080000 sec): 3 clusters Score: Raw -3813304.811801 + Penalty 3363.489509 = -3809941.322292 nChanged 476 SP:Iteration 15Q (38451.450000 sec): 3 clusters Score: Raw -3813826.774670 + Penalty 3363.489509 = -3810463.285161 nChanged 351 SP:Iteration 16Q (38451.770000 sec): 3 clusters Score: Raw -3814078.219400 + Penalty 3363.489509 = -3810714.729891 nChanged 239 SP:Iteration 17Q (38452.090000 sec): 3 clusters Score: Raw -3814197.972367 + Penalty 3363.489509 = -3810834.482858 nChanged 150 SP:Iteration 18Q (38452.320000 sec): 3 clusters Score: Raw -3814259.031164 + Penalty 3363.489509 = -3810895.541655 nChanged 97 SP:Iteration 19Q (38452.550000 sec): 3 clusters Score: Raw -3814289.950181 + Penalty 3363.489509 = -3810926.460672 nChanged 68 SP:Iteration 20F (38452.850000 sec): 3 clusters Score: Raw -3814309.787439 + Penalty 3363.489509 = -3810946.297930 nChanged 62 SP:Iteration 21Q (38453.080000 sec): 3 clusters Score: Raw -3814326.295015 + Penalty 3363.489509 = -3810962.805506 nChanged 40 SP:Iteration 22Q (38453.330000 sec): 3 clusters Score: Raw -3814334.584595 + Penalty 3363.489509 = -3810971.095086 nChanged 36 SP:Iteration 23Q (38453.570000 sec): 3 clusters Score: Raw -3814342.288835 + Penalty 3363.489509 = -3810978.799326 nChanged 28 SP:Iteration 24Q (38453.830000 sec): 3 clusters Score: Raw -3814348.057308 + Penalty 3363.489509 = -3810984.567799 nChanged 28 SP:Iteration 25Q (38454.130000 sec): 3 clusters Score: Raw -3814353.237843 + Penalty 3363.489509 = -3810989.748334 nChanged 20 SP:Iteration 26Q (38454.510000 sec): 3 clusters Score: Raw -3814356.648119 + Penalty 3363.489509 = -3810993.158610 nChanged 26 SP:Iteration 27Q (38454.840000 sec): 3 clusters Score: Raw -3814360.959087 + Penalty 3363.489509 = -3810997.469578 nChanged 15 SP:Iteration 28Q (38455.170000 sec): 3 clusters Score: Raw -3814363.425528 + Penalty 3363.489509 = -3810999.936019 nChanged 19 SP:Iteration 29Q (38455.480000 sec): 3 clusters Score: Raw -3814366.257845 + Penalty 3363.489509 = -3811002.768336 nChanged 16 SP:Iteration 30Q (38455.750000 sec): 3 clusters Score: Raw -3814368.965634 + Penalty 3363.489509 = -3811005.476125 nChanged 17 SP:Iteration 31Q (38456.080000 sec): 3 clusters Score: Raw -3814371.088129 + Penalty 3363.489509 = -3811007.598620 nChanged 13 SP:Iteration 32Q (38456.370000 sec): 3 clusters Score: Raw -3814372.300735 + Penalty 3363.489509 = -3811008.811226 nChanged 11 SP:Iteration 33Q (38456.730000 sec): 3 clusters Score: Raw -3814373.517010 + Penalty 3363.489509 = -3811010.027501 nChanged 12 SP:Iteration 34Q (38457.080000 sec): 3 clusters Score: Raw -3814375.161352 + Penalty 3363.489509 = -3811011.671843 nChanged 11 SP:Iteration 35Q (38457.370000 sec): 3 clusters Score: Raw -3814376.326448 + Penalty 3363.489509 = -3811012.836939 nChanged 9 SP:Iteration 36Q (38457.710000 sec): 3 clusters Score: Raw -3814377.784688 + Penalty 3363.489509 = -3811014.295179 nChanged 8 SP:Iteration 37Q (38458.030000 sec): 3 clusters Score: Raw -3814378.720842 + Penalty 3363.489509 = -3811015.231333 nChanged 7 SP:Iteration 38Q (38458.330000 sec): 3 clusters Score: Raw -3814379.668916 + Penalty 3363.489509 = -3811016.179407 nChanged 6 SP:Iteration 39Q (38458.630000 sec): 3 clusters Score: Raw -3814380.220402 + Penalty 3363.489509 = -3811016.730893 nChanged 3 SP:Iteration 40F (38458.960000 sec): 3 clusters Score: Raw -3814380.588359 + Penalty 3363.489509 = -3811017.098850 nChanged 4 SP:Iteration 41Q (38459.250000 sec): 3 clusters Score: Raw -3814381.042681 + Penalty 3363.489509 = -3811017.553172 nChanged 1 SP:Iteration 42Q (38459.610000 sec): 3 clusters Score: Raw -3814381.087224 + Penalty 3363.489509 = -3811017.597715 nChanged 0 SP:Iteration 43F (38459.980000 sec): 3 clusters Score: Raw -3814381.087224 + Penalty 3363.489509 = -3811017.597715 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38460.050000 sec): 2 clusters Score: Raw -179287.080515 + Penalty 1186.655669 = -178100.424846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38460.190000 sec): 3 clusters Score: Raw -178683.642221 + Penalty 2373.311338 = -176310.330883 nChanged 481 SP:Iteration 1F (38460.350000 sec): 3 clusters Score: Raw -179048.369197 + Penalty 2373.311338 = -176675.057860 nChanged 109 SP:Iteration 2F (38460.530000 sec): 3 clusters Score: Raw -179143.656436 + Penalty 2373.311338 = -176770.345098 nChanged 63 SP:Iteration 3Q (38460.680000 sec): 3 clusters Score: Raw -179195.407301 + Penalty 2373.311338 = -176822.095963 nChanged 43 SP:Iteration 4Q (38460.800000 sec): 3 clusters Score: Raw -179224.265257 + Penalty 2373.311338 = -176850.953919 nChanged 32 SP:Iteration 5Q (38460.910000 sec): 3 clusters Score: Raw -179246.189565 + Penalty 2373.311338 = -176872.878227 nChanged 18 SP:Iteration 6Q (38461.050000 sec): 3 clusters Score: Raw -179256.288328 + Penalty 2373.311338 = -176882.976990 nChanged 10 SP:Iteration 7Q (38461.210000 sec): 3 clusters Score: Raw -179261.197534 + Penalty 2373.311338 = -176887.886196 nChanged 5 SP:Iteration 8Q (38461.350000 sec): 3 clusters Score: Raw -179263.277953 + Penalty 2373.311338 = -176889.966615 nChanged 3 SP:Iteration 9Q (38461.460000 sec): 3 clusters Score: Raw -179265.700319 + Penalty 2373.311338 = -176892.388981 nChanged 3 SP:Iteration 10Q (38461.570000 sec): 3 clusters Score: Raw -179267.383897 + Penalty 2373.311338 = -176894.072559 nChanged 2 SP:Iteration 11Q (38461.690000 sec): 3 clusters Score: Raw -179267.860595 + Penalty 2373.311338 = -176894.549257 nChanged 1 SP:Iteration 12Q (38461.800000 sec): 3 clusters Score: Raw -179268.360800 + Penalty 2373.311338 = -176895.049462 nChanged 0 SP:Iteration 13F (38461.960000 sec): 3 clusters Score: Raw -179268.360800 + Penalty 2373.311338 = -176895.049462 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38462.040000 sec): 2 clusters Score: Raw -14819.177904 + Penalty 804.173482 = -14015.004422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38462.190000 sec): 3 clusters Score: Raw -15010.735762 + Penalty 1608.346964 = -13402.388797 nChanged 16 SP:Iteration 1F (38462.330000 sec): 3 clusters Score: Raw -15104.205843 + Penalty 1608.346964 = -13495.858879 nChanged 2 SP:Iteration 2Q (38462.470000 sec): 3 clusters Score: Raw -15124.208161 + Penalty 1608.346964 = -13515.861197 nChanged 1 SP:Iteration 3Q (38462.590000 sec): 3 clusters Score: Raw -15126.740870 + Penalty 1608.346964 = -13518.393906 nChanged 1 SP:Iteration 4Q (38462.720000 sec): 3 clusters Score: Raw -15130.226762 + Penalty 1608.346964 = -13521.879797 nChanged 1 SP:Iteration 5Q (38462.850000 sec): 3 clusters Score: Raw -15132.809422 + Penalty 1608.346964 = -13524.462458 nChanged 0 SP:Iteration 6F (38462.980000 sec): 3 clusters Score: Raw -15132.809422 + Penalty 1608.346964 = -13524.462458 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 22 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38463.030000 sec): 2 clusters Score: Raw -70433.135545 + Penalty 1045.874435 = -69387.261110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38463.170000 sec): 3 clusters Score: Raw -70300.896887 + Penalty 2091.748870 = -68209.148017 nChanged 164 SP:Iteration 1F (38463.360000 sec): 3 clusters Score: Raw -70548.269087 + Penalty 2091.748870 = -68456.520218 nChanged 47 SP:Iteration 2F (38463.480000 sec): 3 clusters Score: Raw -70662.440270 + Penalty 2091.748870 = -68570.691400 nChanged 26 SP:Iteration 3Q (38463.630000 sec): 3 clusters Score: Raw -70728.294503 + Penalty 2091.748870 = -68636.545633 nChanged 24 SP:Iteration 4Q (38463.770000 sec): 3 clusters Score: Raw -70783.548948 + Penalty 2091.748870 = -68691.800078 nChanged 18 SP:Iteration 5Q (38463.920000 sec): 3 clusters Score: Raw -70839.665042 + Penalty 2091.748870 = -68747.916172 nChanged 16 SP:Iteration 6Q (38464.070000 sec): 3 clusters Score: Raw -70861.464706 + Penalty 2091.748870 = -68769.715836 nChanged 10 SP:Iteration 7Q (38464.220000 sec): 3 clusters Score: Raw -70880.557235 + Penalty 2091.748870 = -68788.808365 nChanged 5 SP:Iteration 8Q (38464.350000 sec): 3 clusters Score: Raw -70892.397448 + Penalty 2091.748870 = -68800.648579 nChanged 9 SP:Iteration 9Q (38464.480000 sec): 3 clusters Score: Raw -70922.947222 + Penalty 2091.748870 = -68831.198352 nChanged 10 SP:Iteration 10Q (38464.610000 sec): 3 clusters Score: Raw -70986.460714 + Penalty 2091.748870 = -68894.711844 nChanged 16 SP:Iteration 11Q (38464.730000 sec): 3 clusters Score: Raw -71066.146936 + Penalty 2091.748870 = -68974.398067 nChanged 15 SP:Iteration 12Q (38464.860000 sec): 3 clusters Score: Raw -71103.303198 + Penalty 2091.748870 = -69011.554328 nChanged 19 SP:Iteration 13Q (38464.990000 sec): 3 clusters Score: Raw -71167.321313 + Penalty 2091.748870 = -69075.572444 nChanged 16 SP:Iteration 14Q (38465.120000 sec): 3 clusters Score: Raw -71224.656752 + Penalty 2091.748870 = -69132.907882 nChanged 10 SP:Iteration 15Q (38465.290000 sec): 3 clusters Score: Raw -71256.991303 + Penalty 2091.748870 = -69165.242433 nChanged 8 SP:Iteration 16Q (38465.470000 sec): 3 clusters Score: Raw -71302.438417 + Penalty 2091.748870 = -69210.689548 nChanged 8 SP:Iteration 17Q (38465.620000 sec): 3 clusters Score: Raw -71345.185370 + Penalty 2091.748870 = -69253.436500 nChanged 6 SP:Iteration 18Q (38465.730000 sec): 3 clusters Score: Raw -71364.159440 + Penalty 2091.748870 = -69272.410570 nChanged 4 SP:Iteration 19Q (38465.840000 sec): 3 clusters Score: Raw -71378.118960 + Penalty 2091.748870 = -69286.370090 nChanged 1 SP:Iteration 20F (38465.950000 sec): 3 clusters Score: Raw -71381.163253 + Penalty 2091.748870 = -69289.414383 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38466.000000 sec): 2 clusters Score: Raw -28352.486123 + Penalty 902.355933 = -27450.130190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38466.130000 sec): 3 clusters Score: Raw -28411.028053 + Penalty 1804.711865 = -26606.316188 nChanged 42 SP:Iteration 1F (38466.230000 sec): 3 clusters Score: Raw -28507.456365 + Penalty 1804.711865 = -26702.744500 nChanged 9 SP:Iteration 2Q (38466.340000 sec): 3 clusters Score: Raw -28532.201595 + Penalty 1804.711865 = -26727.489730 nChanged 6 SP:Iteration 3Q (38466.450000 sec): 3 clusters Score: Raw -28549.194643 + Penalty 1804.711865 = -26744.482778 nChanged 0 SP:Iteration 4F (38466.560000 sec): 3 clusters Score: Raw -28549.194643 + Penalty 1804.711865 = -26744.482778 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38466.650000 sec): 2 clusters Score: Raw -24198.338629 + Penalty 871.209977 = -23327.128652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38466.860000 sec): 3 clusters Score: Raw -24353.553698 + Penalty 1742.419954 = -22611.133744 nChanged 30 SP:Iteration 1F (38466.980000 sec): 3 clusters Score: Raw -24440.893144 + Penalty 1742.419954 = -22698.473190 nChanged 4 SP:Iteration 2Q (38467.130000 sec): 3 clusters Score: Raw -24447.068984 + Penalty 1742.419954 = -22704.649030 nChanged 0 SP:Iteration 3F (38467.240000 sec): 3 clusters Score: Raw -24447.068984 + Penalty 1742.419954 = -22704.649030 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38467.290000 sec): 2 clusters Score: Raw -20860.896731 + Penalty 846.541500 = -20014.355231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38467.400000 sec): 3 clusters Score: Raw -20944.797672 + Penalty 1693.083000 = -19251.714672 nChanged 21 SP:Iteration 1F (38467.510000 sec): 3 clusters Score: Raw -21021.725427 + Penalty 1693.083000 = -19328.642428 nChanged 6 SP:Iteration 2Q (38467.630000 sec): 3 clusters Score: Raw -21086.120491 + Penalty 1693.083000 = -19393.037491 nChanged 3 SP:Iteration 3Q (38467.740000 sec): 3 clusters Score: Raw -21107.592480 + Penalty 1693.083000 = -19414.509480 nChanged 4 SP:Iteration 4Q (38467.850000 sec): 3 clusters Score: Raw -21125.328013 + Penalty 1693.083000 = -19432.245013 nChanged 1 SP:Iteration 5Q (38467.970000 sec): 3 clusters Score: Raw -21130.743463 + Penalty 1693.083000 = -19437.660463 nChanged 2 SP:Iteration 6Q (38468.170000 sec): 3 clusters Score: Raw -21140.472297 + Penalty 1693.083000 = -19447.389297 nChanged 0 SP:Iteration 7F (38468.420000 sec): 3 clusters Score: Raw -21140.472297 + Penalty 1693.083000 = -19447.389297 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38468.530000 sec): 2 clusters Score: Raw -23671.050983 + Penalty 874.233320 = -22796.817663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38468.720000 sec): 3 clusters Score: Raw -23747.182066 + Penalty 1748.466640 = -21998.715426 nChanged 31 SP:Iteration 1F (38468.910000 sec): 3 clusters Score: Raw -23849.102568 + Penalty 1748.466640 = -22100.635928 nChanged 9 SP:Iteration 2Q (38469.060000 sec): 3 clusters Score: Raw -23883.037911 + Penalty 1748.466640 = -22134.571272 nChanged 3 SP:Iteration 3Q (38469.290000 sec): 3 clusters Score: Raw -23896.191042 + Penalty 1748.466640 = -22147.724402 nChanged 5 SP:Iteration 4Q (38469.460000 sec): 3 clusters Score: Raw -23917.981956 + Penalty 1748.466640 = -22169.515316 nChanged 3 SP:Iteration 5Q (38469.610000 sec): 3 clusters Score: Raw -23923.593215 + Penalty 1748.466640 = -22175.126575 nChanged 1 SP:Iteration 6Q (38469.770000 sec): 3 clusters Score: Raw -23927.893613 + Penalty 1748.466640 = -22179.426973 nChanged 1 SP:Iteration 7Q (38469.930000 sec): 3 clusters Score: Raw -23930.447565 + Penalty 1748.466640 = -22181.980925 nChanged 0 SP:Iteration 8F (38470.110000 sec): 3 clusters Score: Raw -23930.447565 + Penalty 1748.466640 = -22181.980925 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 27 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38470.220000 sec): 2 clusters Score: Raw -68004.443343 + Penalty 1040.041835 = -66964.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38470.430000 sec): 3 clusters Score: Raw -67872.635540 + Penalty 2080.083670 = -65792.551870 nChanged 150 SP:Iteration 1F (38470.630000 sec): 3 clusters Score: Raw -68079.860111 + Penalty 2080.083670 = -65999.776441 nChanged 55 SP:Iteration 2F (38470.770000 sec): 3 clusters Score: Raw -68203.287361 + Penalty 2080.083670 = -66123.203692 nChanged 31 SP:Iteration 3F (38470.980000 sec): 3 clusters Score: Raw -68261.754258 + Penalty 2080.083670 = -66181.670588 nChanged 20 SP:Iteration 4Q (38471.160000 sec): 3 clusters Score: Raw -68297.410505 + Penalty 2080.083670 = -66217.326835 nChanged 13 SP:Iteration 5Q (38471.360000 sec): 3 clusters Score: Raw -68322.911336 + Penalty 2080.083670 = -66242.827666 nChanged 11 SP:Iteration 6Q (38471.530000 sec): 3 clusters Score: Raw -68339.605529 + Penalty 2080.083670 = -66259.521859 nChanged 8 SP:Iteration 7Q (38471.690000 sec): 3 clusters Score: Raw -68348.622700 + Penalty 2080.083670 = -66268.539030 nChanged 8 SP:Iteration 8Q (38471.890000 sec): 3 clusters Score: Raw -68358.792048 + Penalty 2080.083670 = -66278.708378 nChanged 9 SP:Iteration 9Q (38472.090000 sec): 3 clusters Score: Raw -68370.992655 + Penalty 2080.083670 = -66290.908985 nChanged 7 SP:Iteration 10Q (38472.230000 sec): 3 clusters Score: Raw -68381.195423 + Penalty 2080.083670 = -66301.111753 nChanged 7 SP:Iteration 11Q (38472.440000 sec): 3 clusters Score: Raw -68392.474637 + Penalty 2080.083670 = -66312.390967 nChanged 4 SP:Iteration 12Q (38472.680000 sec): 3 clusters Score: Raw -68398.298765 + Penalty 2080.083670 = -66318.215096 nChanged 3 SP:Iteration 13Q (38472.820000 sec): 3 clusters Score: Raw -68403.279117 + Penalty 2080.083670 = -66323.195447 nChanged 5 SP:Iteration 14Q (38473.010000 sec): 3 clusters Score: Raw -68411.744534 + Penalty 2080.083670 = -66331.660865 nChanged 3 SP:Iteration 15Q (38473.210000 sec): 3 clusters Score: Raw -68415.572495 + Penalty 2080.083670 = -66335.488825 nChanged 2 SP:Iteration 16Q (38473.490000 sec): 3 clusters Score: Raw -68419.382660 + Penalty 2080.083670 = -66339.298990 nChanged 3 SP:Iteration 17Q (38473.670000 sec): 3 clusters Score: Raw -68424.392079 + Penalty 2080.083670 = -66344.308410 nChanged 2 SP:Iteration 18Q (38473.870000 sec): 3 clusters Score: Raw -68427.361713 + Penalty 2080.083670 = -66347.278043 nChanged 0 SP:Iteration 19F (38474.100000 sec): 3 clusters Score: Raw -68427.361713 + Penalty 2080.083670 = -66347.278043 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 28 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38474.160000 sec): 2 clusters Score: Raw -37270.785386 + Penalty 945.280563 = -36325.504822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38474.390000 sec): 3 clusters Score: Raw -37339.263226 + Penalty 1890.561127 = -35448.702099 nChanged 68 SP:Iteration 1F (38474.550000 sec): 3 clusters Score: Raw -37540.974697 + Penalty 1890.561127 = -35650.413570 nChanged 16 SP:Iteration 2Q (38474.760000 sec): 3 clusters Score: Raw -37602.547109 + Penalty 1890.561127 = -35711.985982 nChanged 13 SP:Iteration 3Q (38474.920000 sec): 3 clusters Score: Raw -37652.624217 + Penalty 1890.561127 = -35762.063090 nChanged 5 SP:Iteration 4Q (38475.150000 sec): 3 clusters Score: Raw -37663.652026 + Penalty 1890.561127 = -35773.090899 nChanged 0 SP:Iteration 5F (38475.310000 sec): 3 clusters Score: Raw -37663.652026 + Penalty 1890.561127 = -35773.090899 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 29 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38475.410000 sec): 2 clusters Score: Raw -72913.639403 + Penalty 1049.225069 = -71864.414334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38475.650000 sec): 3 clusters Score: Raw -72832.612197 + Penalty 2098.450138 = -70734.162059 nChanged 146 SP:Iteration 1F (38475.860000 sec): 3 clusters Score: Raw -72984.052108 + Penalty 2098.450138 = -70885.601970 nChanged 30 SP:Iteration 2Q (38476.060000 sec): 3 clusters Score: Raw -73023.856274 + Penalty 2098.450138 = -70925.406136 nChanged 17 SP:Iteration 3Q (38476.200000 sec): 3 clusters Score: Raw -73039.874351 + Penalty 2098.450138 = -70941.424213 nChanged 6 SP:Iteration 4Q (38476.410000 sec): 3 clusters Score: Raw -73047.794266 + Penalty 2098.450138 = -70949.344128 nChanged 5 SP:Iteration 5Q (38476.610000 sec): 3 clusters Score: Raw -73053.050729 + Penalty 2098.450138 = -70954.600591 nChanged 4 SP:Iteration 6Q (38476.820000 sec): 3 clusters Score: Raw -73060.237697 + Penalty 2098.450138 = -70961.787559 nChanged 3 SP:Iteration 7Q (38477.020000 sec): 3 clusters Score: Raw -73063.166762 + Penalty 2098.450138 = -70964.716624 nChanged 3 SP:Iteration 8Q (38477.200000 sec): 3 clusters Score: Raw -73065.718783 + Penalty 2098.450138 = -70967.268645 nChanged 4 SP:Iteration 9Q (38477.400000 sec): 3 clusters Score: Raw -73071.383999 + Penalty 2098.450138 = -70972.933861 nChanged 2 SP:Iteration 10Q (38477.600000 sec): 3 clusters Score: Raw -73072.875217 + Penalty 2098.450138 = -70974.425079 nChanged 3 SP:Iteration 11Q (38477.780000 sec): 3 clusters Score: Raw -73076.741755 + Penalty 2098.450138 = -70978.291617 nChanged 4 SP:Iteration 12Q (38477.960000 sec): 3 clusters Score: Raw -73080.615299 + Penalty 2098.450138 = -70982.165161 nChanged 1 SP:Iteration 13Q (38478.150000 sec): 3 clusters Score: Raw -73082.193918 + Penalty 2098.450138 = -70983.743780 nChanged 0 SP:Iteration 14F (38478.340000 sec): 3 clusters Score: Raw -73082.193918 + Penalty 2098.450138 = -70983.743780 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 30 (931998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38482.960000 sec): 2 clusters Score: Raw -114305971.435438 + Penalty 2233.576467 = -114303737.858972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38488.010000 sec): 3 clusters Score: Raw -113672484.703461 + Penalty 4467.152933 = -113668017.550528 nChanged 459908 SP:Iteration 1F (38493.070000 sec): 3 clusters Score: Raw -113955695.870598 + Penalty 4467.152933 = -113951228.717665 nChanged 27101 SP:Iteration 2Q (38498.480000 sec): 3 clusters Score: Raw -113963335.271659 + Penalty 4467.152933 = -113958868.118726 nChanged 37130 SP:Iteration 3Q (38503.850000 sec): 3 clusters Score: Raw -113978143.488802 + Penalty 4467.152933 = -113973676.335869 nChanged 52725 SP:Iteration 4F (38508.450000 sec): 3 clusters Score: Raw -114007621.767159 + Penalty 4467.152933 = -114003154.614226 nChanged 71160 SP:Iteration 5F (38512.440000 sec): 3 clusters Score: Raw -114061029.609889 + Penalty 4467.152933 = -114056562.456956 nChanged 84495 SP:Iteration 6F (38516.510000 sec): 3 clusters Score: Raw -114138710.187185 + Penalty 4467.152933 = -114134243.034252 nChanged 78741 SP:Iteration 7F (38520.910000 sec): 3 clusters Score: Raw -114217768.414865 + Penalty 4467.152933 = -114213301.261932 nChanged 52641 SP:Iteration 8F (38525.400000 sec): 3 clusters Score: Raw -114270505.892718 + Penalty 4467.152933 = -114266038.739785 nChanged 25475 SP:Iteration 9Q (38529.700000 sec): 3 clusters Score: Raw -114294874.103956 + Penalty 4467.152933 = -114290406.951023 nChanged 9137 SP:Iteration 10Q (38533.490000 sec): 3 clusters Score: Raw -114303103.128592 + Penalty 4467.152933 = -114298635.975659 nChanged 2576 SP:Iteration 11Q (38537.390000 sec): 3 clusters Score: Raw -114305344.603828 + Penalty 4467.152933 = -114300877.450895 nChanged 620 SP:Iteration 12Q (38541.730000 sec): 3 clusters Score: Raw -114305913.070092 + Penalty 4467.152933 = -114301445.917159 nChanged 140 SP:Iteration 13Q (38545.900000 sec): 3 clusters Score: Raw -114306060.026695 + Penalty 4467.152933 = -114301592.873762 nChanged 52 SP:Iteration 14Q (38550.250000 sec): 3 clusters Score: Raw -114306133.224965 + Penalty 4467.152933 = -114301666.072032 nChanged 19 SP:Iteration 15Q (38554.200000 sec): 3 clusters Score: Raw -114306160.830091 + Penalty 4467.152933 = -114301693.677158 nChanged 9 SP:Iteration 16Q (38558.500000 sec): 3 clusters Score: Raw -114306175.009839 + Penalty 4467.152933 = -114301707.856906 nChanged 3 SP:Iteration 17Q (38561.940000 sec): 3 clusters Score: Raw -114306180.501928 + Penalty 4467.152933 = -114301713.348995 nChanged 3 SP:Iteration 18Q (38565.560000 sec): 3 clusters Score: Raw -114306185.586970 + Penalty 4467.152933 = -114301718.434037 nChanged 3 SP:Iteration 19Q (38569.580000 sec): 3 clusters Score: Raw -114306199.215027 + Penalty 4467.152933 = -114301732.062094 nChanged 7 SP:Iteration 20F (38573.930000 sec): 3 clusters Score: Raw -114306213.490505 + Penalty 4467.152933 = -114301746.337572 nChanged 5 SP:Iteration 21Q (38578.260000 sec): 3 clusters Score: Raw -114306220.161956 + Penalty 4467.152933 = -114301753.009023 nChanged 6 SP:Iteration 22Q (38582.460000 sec): 3 clusters Score: Raw -114306230.787317 + Penalty 4467.152933 = -114301763.634384 nChanged 2 SP:Iteration 23Q (38586.470000 sec): 3 clusters Score: Raw -114306235.502189 + Penalty 4467.152933 = -114301768.349256 nChanged 0 SP:Iteration 24F (38591.220000 sec): 3 clusters Score: Raw -114306235.502189 + Penalty 4467.152933 = -114301768.349256 nChanged 0 Iteration 259Q (38632.310000 sec): 31 clusters Score: Raw -146416733.466043 + Penalty 68252.912590 = -146348480.553454 nChanged 83 Iteration 260F (38700.310000 sec): 31 clusters Score: Raw -146416735.049034 + Penalty 68252.912590 = -146348482.136444 nChanged 92 Iteration 261Q (38741.050000 sec): 31 clusters Score: Raw -146416736.671987 + Penalty 68252.912590 = -146348483.759398 nChanged 88 Iteration 262Q (38785.310000 sec): 31 clusters Score: Raw -146416738.052071 + Penalty 68252.912590 = -146348485.139482 nChanged 71 Iteration 263Q (38830.670000 sec): 31 clusters Score: Raw -146416738.961149 + Penalty 68252.912590 = -146348486.048559 nChanged 71 Iteration 264Q (38869.580000 sec): 31 clusters Score: Raw -146416739.906639 + Penalty 68252.912590 = -146348486.994049 nChanged 62 Iteration 265Q (38908.240000 sec): 31 clusters Score: Raw -146416740.983019 + Penalty 68252.912590 = -146348488.070429 nChanged 63 Iteration 266Q (38947.540000 sec): 31 clusters Score: Raw -146416742.421706 + Penalty 68252.912590 = -146348489.509116 nChanged 77 Iteration 267Q (38983.890000 sec): 31 clusters Score: Raw -146416744.220342 + Penalty 68252.912590 = -146348491.307752 nChanged 97 Iteration 268Q (39022.440000 sec): 31 clusters Score: Raw -146416746.180370 + Penalty 68252.912590 = -146348493.267780 nChanged 89 Iteration 269Q (39065.300000 sec): 31 clusters Score: Raw -146416747.736877 + Penalty 68252.912590 = -146348494.824287 nChanged 96 Iteration 270Q (39104.620000 sec): 31 clusters Score: Raw -146416749.435422 + Penalty 68252.912590 = -146348496.522832 nChanged 84 Iteration 271Q (39143.210000 sec): 31 clusters Score: Raw -146416750.966939 + Penalty 68252.912590 = -146348498.054349 nChanged 101 Iteration 272Q (39192.580000 sec): 31 clusters Score: Raw -146416753.083492 + Penalty 68252.912590 = -146348500.170902 nChanged 103 Iteration 273Q (39228.950000 sec): 31 clusters Score: Raw -146416755.283762 + Penalty 68252.912590 = -146348502.371172 nChanged 112 Iteration 274Q (39265.690000 sec): 31 clusters Score: Raw -146416757.974679 + Penalty 68252.912590 = -146348505.062089 nChanged 128 Iteration 275Q (39300.290000 sec): 31 clusters Score: Raw -146416760.068966 + Penalty 68252.912590 = -146348507.156376 nChanged 105 Iteration 276Q (39335.830000 sec): 31 clusters Score: Raw -146416762.370327 + Penalty 68252.912590 = -146348509.457737 nChanged 128 Iteration 277Q (39371.160000 sec): 31 clusters Score: Raw -146416765.258357 + Penalty 68252.912590 = -146348512.345767 nChanged 131 Iteration 278Q (39403.960000 sec): 31 clusters Score: Raw -146416768.007686 + Penalty 68252.912590 = -146348515.095096 nChanged 138 Iteration 279Q (39436.110000 sec): 31 clusters Score: Raw -146416770.909154 + Penalty 68252.912590 = -146348517.996564 nChanged 134 Iteration 280F (39498.250000 sec): 31 clusters Score: Raw -146416773.955251 + Penalty 68252.912590 = -146348521.042661 nChanged 138 Iteration 281Q (39534.060000 sec): 31 clusters Score: Raw -146416776.920511 + Penalty 68252.912590 = -146348524.007921 nChanged 131 Iteration 282Q (39574.900000 sec): 31 clusters Score: Raw -146416779.891609 + Penalty 68252.912590 = -146348526.979019 nChanged 141 Iteration 283Q (39614.550000 sec): 31 clusters Score: Raw -146416783.264875 + Penalty 68252.912590 = -146348530.352285 nChanged 128 Iteration 284Q (39653.350000 sec): 31 clusters Score: Raw -146416786.325834 + Penalty 68252.912590 = -146348533.413245 nChanged 122 Iteration 285Q (39690.080000 sec): 31 clusters Score: Raw -146416789.102531 + Penalty 68252.912590 = -146348536.189941 nChanged 112 Iteration 286Q (39726.610000 sec): 31 clusters Score: Raw -146416791.114488 + Penalty 68252.912590 = -146348538.201899 nChanged 110 Iteration 287Q (39761.580000 sec): 31 clusters Score: Raw -146416793.276254 + Penalty 68252.912590 = -146348540.363665 nChanged 99 Iteration 288Q (39796.780000 sec): 31 clusters Score: Raw -146416795.195451 + Penalty 68252.912590 = -146348542.282861 nChanged 95 Iteration 289Q (39831.530000 sec): 31 clusters Score: Raw -146416796.816018 + Penalty 68252.912590 = -146348543.903428 nChanged 94 Iteration 290Q (39864.580000 sec): 31 clusters Score: Raw -146416798.674258 + Penalty 68252.912590 = -146348545.761668 nChanged 91 Iteration 291Q (39898.790000 sec): 31 clusters Score: Raw -146416800.455559 + Penalty 68252.912590 = -146348547.542969 nChanged 94 Iteration 292Q (39935.510000 sec): 31 clusters Score: Raw -146416802.020563 + Penalty 68252.912590 = -146348549.107973 nChanged 96 Iteration 293Q (39971.850000 sec): 31 clusters Score: Raw -146416803.646607 + Penalty 68252.912590 = -146348550.734017 nChanged 88 Iteration 294Q (40017.600000 sec): 31 clusters Score: Raw -146416805.515913 + Penalty 68252.912590 = -146348552.603323 nChanged 99 Iteration 295Q (40067.370000 sec): 31 clusters Score: Raw -146416807.855419 + Penalty 68252.912590 = -146348554.942829 nChanged 93 Iteration 296Q (40117.130000 sec): 31 clusters Score: Raw -146416809.819026 + Penalty 68252.912590 = -146348556.906437 nChanged 88 Iteration 297Q (40168.320000 sec): 31 clusters Score: Raw -146416811.484065 + Penalty 68252.912590 = -146348558.571475 nChanged 89 Iteration 298Q (40218.930000 sec): 31 clusters Score: Raw -146416813.313302 + Penalty 68252.912590 = -146348560.400712 nChanged 98 Writing temp clu file Because OldScore, -146348558.571475, is greater than current (better) Score,-146348560.400712 Compute initial score before splitting: Score: Raw -146416813.313302 + Penalty 68252.912590 = -146348560.400712 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (29446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40219.770000 sec): 2 clusters Score: Raw -3628234.792388 + Penalty 1672.175920 = -3626562.616468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40220.100000 sec): 3 clusters Score: Raw -3610160.186284 + Penalty 3344.351841 = -3606815.834443 nChanged 13549 SP:Iteration 1F (40220.390000 sec): 3 clusters Score: Raw -3617442.817118 + Penalty 3344.351841 = -3614098.465277 nChanged 1161 SP:Iteration 2Q (40220.740000 sec): 3 clusters Score: Raw -3617729.517400 + Penalty 3344.351841 = -3614385.165559 nChanged 1036 SP:Iteration 3Q (40221.010000 sec): 3 clusters Score: Raw -3618012.181873 + Penalty 3344.351841 = -3614667.830032 nChanged 1042 SP:Iteration 4Q (40221.390000 sec): 3 clusters Score: Raw -3618298.372292 + Penalty 3344.351841 = -3614954.020452 nChanged 1060 SP:Iteration 5Q (40221.660000 sec): 3 clusters Score: Raw -3618632.580778 + Penalty 3344.351841 = -3615288.228937 nChanged 1120 SP:Iteration 6Q (40222.060000 sec): 3 clusters Score: Raw -3619073.274057 + Penalty 3344.351841 = -3615728.922216 nChanged 1395 SP:Iteration 7Q (40222.380000 sec): 3 clusters Score: Raw -3619802.329371 + Penalty 3344.351841 = -3616457.977531 nChanged 1738 SP:Iteration 8F (40222.680000 sec): 3 clusters Score: Raw -3620943.193044 + Penalty 3344.351841 = -3617598.841203 nChanged 2064 SP:Iteration 9F (40223.010000 sec): 3 clusters Score: Raw -3622573.562174 + Penalty 3344.351841 = -3619229.210333 nChanged 2085 SP:Iteration 10F (40223.370000 sec): 3 clusters Score: Raw -3624489.059397 + Penalty 3344.351841 = -3621144.707556 nChanged 1759 SP:Iteration 11F (40223.700000 sec): 3 clusters Score: Raw -3626213.533475 + Penalty 3344.351841 = -3622869.181634 nChanged 1107 SP:Iteration 12Q (40224.040000 sec): 3 clusters Score: Raw -3627274.009276 + Penalty 3344.351841 = -3623929.657436 nChanged 597 SP:Iteration 13Q (40224.290000 sec): 3 clusters Score: Raw -3627824.993736 + Penalty 3344.351841 = -3624480.641895 nChanged 291 SP:Iteration 14Q (40224.590000 sec): 3 clusters Score: Raw -3628100.241926 + Penalty 3344.351841 = -3624755.890085 nChanged 135 SP:Iteration 15Q (40224.960000 sec): 3 clusters Score: Raw -3628218.848476 + Penalty 3344.351841 = -3624874.496635 nChanged 87 SP:Iteration 16Q (40225.210000 sec): 3 clusters Score: Raw -3628305.607067 + Penalty 3344.351841 = -3624961.255227 nChanged 54 SP:Iteration 17Q (40225.540000 sec): 3 clusters Score: Raw -3628371.627668 + Penalty 3344.351841 = -3625027.275827 nChanged 38 SP:Iteration 18Q (40225.820000 sec): 3 clusters Score: Raw -3628410.320295 + Penalty 3344.351841 = -3625065.968454 nChanged 19 SP:Iteration 19Q (40226.120000 sec): 3 clusters Score: Raw -3628432.464802 + Penalty 3344.351841 = -3625088.112961 nChanged 10 SP:Iteration 20F (40226.450000 sec): 3 clusters Score: Raw -3628444.547490 + Penalty 3344.351841 = -3625100.195649 nChanged 8 SP:Iteration 21Q (40226.700000 sec): 3 clusters Score: Raw -3628451.737236 + Penalty 3344.351841 = -3625107.385395 nChanged 2 SP:Iteration 22Q (40227.010000 sec): 3 clusters Score: Raw -3628452.855920 + Penalty 3344.351841 = -3625108.504079 nChanged 0 SP:Iteration 23F (40227.350000 sec): 3 clusters Score: Raw -3628452.855920 + Penalty 3344.351841 = -3625108.504079 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (51188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40227.680000 sec): 2 clusters Score: Raw -6268091.460184 + Penalty 1762.029816 = -6266329.430368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40228.090000 sec): 3 clusters Score: Raw -6235612.415960 + Penalty 3524.059633 = -6232088.356327 nChanged 24145 SP:Iteration 1F (40228.540000 sec): 3 clusters Score: Raw -6248751.482464 + Penalty 3524.059633 = -6245227.422832 nChanged 1600 SP:Iteration 2Q (40228.980000 sec): 3 clusters Score: Raw -6249058.268615 + Penalty 3524.059633 = -6245534.208982 nChanged 1468 SP:Iteration 3Q (40229.460000 sec): 3 clusters Score: Raw -6249328.633915 + Penalty 3524.059633 = -6245804.574282 nChanged 1361 SP:Iteration 4Q (40229.990000 sec): 3 clusters Score: Raw -6249578.411089 + Penalty 3524.059633 = -6246054.351457 nChanged 1293 SP:Iteration 5Q (40230.410000 sec): 3 clusters Score: Raw -6249809.292346 + Penalty 3524.059633 = -6246285.232713 nChanged 1236 SP:Iteration 6Q (40230.870000 sec): 3 clusters Score: Raw -6250034.724592 + Penalty 3524.059633 = -6246510.664959 nChanged 1247 SP:Iteration 7Q (40231.260000 sec): 3 clusters Score: Raw -6250287.745680 + Penalty 3524.059633 = -6246763.686048 nChanged 1396 SP:Iteration 8Q (40231.790000 sec): 3 clusters Score: Raw -6250638.698166 + Penalty 3524.059633 = -6247114.638533 nChanged 1663 SP:Iteration 9Q (40232.270000 sec): 3 clusters Score: Raw -6251167.781205 + Penalty 3524.059633 = -6247643.721572 nChanged 2003 SP:Iteration 10Q (40232.810000 sec): 3 clusters Score: Raw -6251982.807775 + Penalty 3524.059633 = -6248458.748142 nChanged 2588 SP:Iteration 11F (40233.210000 sec): 3 clusters Score: Raw -6253424.846251 + Penalty 3524.059633 = -6249900.786618 nChanged 3154 SP:Iteration 12F (40233.660000 sec): 3 clusters Score: Raw -6255679.336966 + Penalty 3524.059633 = -6252155.277333 nChanged 3580 SP:Iteration 13F (40234.150000 sec): 3 clusters Score: Raw -6258645.384677 + Penalty 3524.059633 = -6255121.325044 nChanged 3237 SP:Iteration 14F (40234.580000 sec): 3 clusters Score: Raw -6261577.408071 + Penalty 3524.059633 = -6258053.348438 nChanged 2601 SP:Iteration 15F (40235.020000 sec): 3 clusters Score: Raw -6263935.659354 + Penalty 3524.059633 = -6260411.599722 nChanged 1825 SP:Iteration 16Q (40235.480000 sec): 3 clusters Score: Raw -6265605.166950 + Penalty 3524.059633 = -6262081.107317 nChanged 1255 SP:Iteration 17Q (40235.900000 sec): 3 clusters Score: Raw -6266775.207230 + Penalty 3524.059633 = -6263251.147598 nChanged 783 SP:Iteration 18Q (40236.360000 sec): 3 clusters Score: Raw -6267516.940294 + Penalty 3524.059633 = -6263992.880661 nChanged 400 SP:Iteration 19Q (40236.730000 sec): 3 clusters Score: Raw -6267901.752696 + Penalty 3524.059633 = -6264377.693063 nChanged 175 SP:Iteration 20F (40237.220000 sec): 3 clusters Score: Raw -6268091.327395 + Penalty 3524.059633 = -6264567.267762 nChanged 63 SP:Iteration 21Q (40237.650000 sec): 3 clusters Score: Raw -6268172.156485 + Penalty 3524.059633 = -6264648.096852 nChanged 27 SP:Iteration 22Q (40238.030000 sec): 3 clusters Score: Raw -6268216.228484 + Penalty 3524.059633 = -6264692.168851 nChanged 17 SP:Iteration 23Q (40238.460000 sec): 3 clusters Score: Raw -6268238.865466 + Penalty 3524.059633 = -6264714.805833 nChanged 16 SP:Iteration 24Q (40238.870000 sec): 3 clusters Score: Raw -6268262.549616 + Penalty 3524.059633 = -6264738.489984 nChanged 15 SP:Iteration 25Q (40239.290000 sec): 3 clusters Score: Raw -6268285.352676 + Penalty 3524.059633 = -6264761.293043 nChanged 4 SP:Iteration 26Q (40239.680000 sec): 3 clusters Score: Raw -6268293.571608 + Penalty 3524.059633 = -6264769.511975 nChanged 4 SP:Iteration 27Q (40240.080000 sec): 3 clusters Score: Raw -6268300.524033 + Penalty 3524.059633 = -6264776.464400 nChanged 4 SP:Iteration 28Q (40240.500000 sec): 3 clusters Score: Raw -6268305.988872 + Penalty 3524.059633 = -6264781.929240 nChanged 2 SP:Iteration 29Q (40240.850000 sec): 3 clusters Score: Raw -6268311.786326 + Penalty 3524.059633 = -6264787.726694 nChanged 1 SP:Iteration 30Q (40241.230000 sec): 3 clusters Score: Raw -6268313.053067 + Penalty 3524.059633 = -6264788.993434 nChanged 1 SP:Iteration 31Q (40241.550000 sec): 3 clusters Score: Raw -6268314.150548 + Penalty 3524.059633 = -6264790.090916 nChanged 1 SP:Iteration 32Q (40242.000000 sec): 3 clusters Score: Raw -6268315.441960 + Penalty 3524.059633 = -6264791.382328 nChanged 0 SP:Iteration 33F (40242.480000 sec): 3 clusters Score: Raw -6268315.441960 + Penalty 3524.059633 = -6264791.382328 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40242.590000 sec): 2 clusters Score: Raw -211012.318507 + Penalty 1221.950016 = -209790.368492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40242.730000 sec): 3 clusters Score: Raw -210237.531622 + Penalty 2443.900031 = -207793.631590 nChanged 661 SP:Iteration 1F (40242.950000 sec): 3 clusters Score: Raw -210807.014840 + Penalty 2443.900031 = -208363.114809 nChanged 164 SP:Iteration 2F (40243.170000 sec): 3 clusters Score: Raw -211069.700286 + Penalty 2443.900031 = -208625.800254 nChanged 147 SP:Iteration 3F (40243.330000 sec): 3 clusters Score: Raw -211340.208777 + Penalty 2443.900031 = -208896.308746 nChanged 155 SP:Iteration 4F (40243.540000 sec): 3 clusters Score: Raw -211591.426596 + Penalty 2443.900031 = -209147.526565 nChanged 120 SP:Iteration 5F (40243.730000 sec): 3 clusters Score: Raw -211721.042503 + Penalty 2443.900031 = -209277.142471 nChanged 64 SP:Iteration 6Q (40243.900000 sec): 3 clusters Score: Raw -211777.861859 + Penalty 2443.900031 = -209333.961827 nChanged 52 SP:Iteration 7Q (40244.130000 sec): 3 clusters Score: Raw -211824.951022 + Penalty 2443.900031 = -209381.050991 nChanged 29 SP:Iteration 8Q (40244.320000 sec): 3 clusters Score: Raw -211842.741550 + Penalty 2443.900031 = -209398.841518 nChanged 13 SP:Iteration 9Q (40244.490000 sec): 3 clusters Score: Raw -211851.164578 + Penalty 2443.900031 = -209407.264547 nChanged 13 SP:Iteration 10Q (40244.700000 sec): 3 clusters Score: Raw -211859.795005 + Penalty 2443.900031 = -209415.894974 nChanged 10 SP:Iteration 11Q (40244.900000 sec): 3 clusters Score: Raw -211865.761594 + Penalty 2443.900031 = -209421.861563 nChanged 7 SP:Iteration 12Q (40245.110000 sec): 3 clusters Score: Raw -211870.086092 + Penalty 2443.900031 = -209426.186060 nChanged 3 SP:Iteration 13Q (40245.320000 sec): 3 clusters Score: Raw -211871.939029 + Penalty 2443.900031 = -209428.038997 nChanged 1 SP:Iteration 14Q (40245.490000 sec): 3 clusters Score: Raw -211872.151118 + Penalty 2443.900031 = -209428.251087 nChanged 1 SP:Iteration 15Q (40245.600000 sec): 3 clusters Score: Raw -211872.687132 + Penalty 2443.900031 = -209428.787100 nChanged 1 SP:Iteration 16Q (40245.740000 sec): 3 clusters Score: Raw -211873.285371 + Penalty 2443.900031 = -209429.385340 nChanged 0 SP:Iteration 17F (40245.850000 sec): 3 clusters Score: Raw -211873.285371 + Penalty 2443.900031 = -209429.385340 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40246.030000 sec): 2 clusters Score: Raw -1488610.342984 + Penalty 1522.595699 = -1487087.747285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40246.270000 sec): 3 clusters Score: Raw -1481820.140698 + Penalty 3045.191398 = -1478774.949299 nChanged 5130 SP:Iteration 1F (40246.500000 sec): 3 clusters Score: Raw -1484592.709965 + Penalty 3045.191398 = -1481547.518567 nChanged 714 SP:Iteration 2F (40246.670000 sec): 3 clusters Score: Raw -1484920.675534 + Penalty 3045.191398 = -1481875.484136 nChanged 605 SP:Iteration 3F (40246.890000 sec): 3 clusters Score: Raw -1485259.942598 + Penalty 3045.191398 = -1482214.751200 nChanged 625 SP:Iteration 4F (40247.090000 sec): 3 clusters Score: Raw -1485609.002750 + Penalty 3045.191398 = -1482563.811352 nChanged 652 SP:Iteration 5F (40247.350000 sec): 3 clusters Score: Raw -1486032.079090 + Penalty 3045.191398 = -1482986.887692 nChanged 700 SP:Iteration 6F (40247.560000 sec): 3 clusters Score: Raw -1486555.061437 + Penalty 3045.191398 = -1483509.870039 nChanged 774 SP:Iteration 7F (40247.770000 sec): 3 clusters Score: Raw -1487172.253903 + Penalty 3045.191398 = -1484127.062505 nChanged 685 SP:Iteration 8F (40247.970000 sec): 3 clusters Score: Raw -1487701.838545 + Penalty 3045.191398 = -1484656.647147 nChanged 515 SP:Iteration 9Q (40248.170000 sec): 3 clusters Score: Raw -1488035.144920 + Penalty 3045.191398 = -1484989.953522 nChanged 346 SP:Iteration 10Q (40248.430000 sec): 3 clusters Score: Raw -1488237.416899 + Penalty 3045.191398 = -1485192.225501 nChanged 233 SP:Iteration 11Q (40248.640000 sec): 3 clusters Score: Raw -1488354.582999 + Penalty 3045.191398 = -1485309.391601 nChanged 165 SP:Iteration 12Q (40248.900000 sec): 3 clusters Score: Raw -1488424.480450 + Penalty 3045.191398 = -1485379.289052 nChanged 130 SP:Iteration 13Q (40249.080000 sec): 3 clusters Score: Raw -1488470.766821 + Penalty 3045.191398 = -1485425.575423 nChanged 115 SP:Iteration 14Q (40249.310000 sec): 3 clusters Score: Raw -1488511.204028 + Penalty 3045.191398 = -1485466.012630 nChanged 108 SP:Iteration 15Q (40249.540000 sec): 3 clusters Score: Raw -1488545.213402 + Penalty 3045.191398 = -1485500.022004 nChanged 96 SP:Iteration 16Q (40249.770000 sec): 3 clusters Score: Raw -1488577.065053 + Penalty 3045.191398 = -1485531.873655 nChanged 93 SP:Iteration 17Q (40249.990000 sec): 3 clusters Score: Raw -1488604.715025 + Penalty 3045.191398 = -1485559.523627 nChanged 82 SP:Iteration 18Q (40250.160000 sec): 3 clusters Score: Raw -1488628.379258 + Penalty 3045.191398 = -1485583.187860 nChanged 80 SP:Iteration 19Q (40250.400000 sec): 3 clusters Score: Raw -1488649.766199 + Penalty 3045.191398 = -1485604.574801 nChanged 67 SP:Iteration 20F (40250.630000 sec): 3 clusters Score: Raw -1488667.013193 + Penalty 3045.191398 = -1485621.821795 nChanged 63 SP:Iteration 21Q (40250.850000 sec): 3 clusters Score: Raw -1488683.578204 + Penalty 3045.191398 = -1485638.386806 nChanged 58 SP:Iteration 22Q (40251.070000 sec): 3 clusters Score: Raw -1488697.082411 + Penalty 3045.191398 = -1485651.891013 nChanged 41 SP:Iteration 23Q (40251.280000 sec): 3 clusters Score: Raw -1488708.626790 + Penalty 3045.191398 = -1485663.435392 nChanged 47 SP:Iteration 24Q (40251.520000 sec): 3 clusters Score: Raw -1488723.185082 + Penalty 3045.191398 = -1485677.993684 nChanged 52 SP:Iteration 25Q (40251.750000 sec): 3 clusters Score: Raw -1488737.978490 + Penalty 3045.191398 = -1485692.787092 nChanged 38 SP:Iteration 26Q (40252.020000 sec): 3 clusters Score: Raw -1488747.382408 + Penalty 3045.191398 = -1485702.191009 nChanged 37 SP:Iteration 27Q (40252.260000 sec): 3 clusters Score: Raw -1488754.066960 + Penalty 3045.191398 = -1485708.875562 nChanged 24 SP:Iteration 28Q (40252.500000 sec): 3 clusters Score: Raw -1488758.911751 + Penalty 3045.191398 = -1485713.720352 nChanged 28 SP:Iteration 29Q (40252.730000 sec): 3 clusters Score: Raw -1488763.666642 + Penalty 3045.191398 = -1485718.475244 nChanged 23 SP:Iteration 30Q (40252.970000 sec): 3 clusters Score: Raw -1488767.770116 + Penalty 3045.191398 = -1485722.578718 nChanged 24 SP:Iteration 31Q (40253.190000 sec): 3 clusters Score: Raw -1488772.194199 + Penalty 3045.191398 = -1485727.002801 nChanged 22 SP:Iteration 32Q (40253.430000 sec): 3 clusters Score: Raw -1488775.843743 + Penalty 3045.191398 = -1485730.652344 nChanged 24 SP:Iteration 33Q (40253.660000 sec): 3 clusters Score: Raw -1488779.825205 + Penalty 3045.191398 = -1485734.633807 nChanged 21 SP:Iteration 34Q (40253.880000 sec): 3 clusters Score: Raw -1488783.763650 + Penalty 3045.191398 = -1485738.572252 nChanged 18 SP:Iteration 35Q (40254.100000 sec): 3 clusters Score: Raw -1488786.996276 + Penalty 3045.191398 = -1485741.804878 nChanged 18 SP:Iteration 36Q (40254.310000 sec): 3 clusters Score: Raw -1488790.055799 + Penalty 3045.191398 = -1485744.864401 nChanged 19 SP:Iteration 37Q (40254.500000 sec): 3 clusters Score: Raw -1488793.815700 + Penalty 3045.191398 = -1485748.624302 nChanged 20 SP:Iteration 38Q (40254.780000 sec): 3 clusters Score: Raw -1488797.428974 + Penalty 3045.191398 = -1485752.237576 nChanged 23 SP:Iteration 39Q (40254.970000 sec): 3 clusters Score: Raw -1488802.521957 + Penalty 3045.191398 = -1485757.330559 nChanged 23 SP:Iteration 40F (40255.190000 sec): 3 clusters Score: Raw -1488806.789335 + Penalty 3045.191398 = -1485761.597936 nChanged 18 SP:Iteration 41Q (40255.450000 sec): 3 clusters Score: Raw -1488810.302945 + Penalty 3045.191398 = -1485765.111546 nChanged 10 SP:Iteration 42Q (40255.630000 sec): 3 clusters Score: Raw -1488812.155444 + Penalty 3045.191398 = -1485766.964046 nChanged 17 SP:Iteration 43Q (40255.830000 sec): 3 clusters Score: Raw -1488815.918895 + Penalty 3045.191398 = -1485770.727497 nChanged 23 SP:Iteration 44Q (40256.040000 sec): 3 clusters Score: Raw -1488822.021307 + Penalty 3045.191398 = -1485776.829909 nChanged 29 SP:Iteration 45Q (40256.230000 sec): 3 clusters Score: Raw -1488828.273721 + Penalty 3045.191398 = -1485783.082323 nChanged 28 SP:Iteration 46Q (40256.440000 sec): 3 clusters Score: Raw -1488833.962933 + Penalty 3045.191398 = -1485788.771535 nChanged 26 SP:Iteration 47Q (40256.670000 sec): 3 clusters Score: Raw -1488841.066927 + Penalty 3045.191398 = -1485795.875529 nChanged 27 SP:Iteration 48Q (40256.900000 sec): 3 clusters Score: Raw -1488848.292101 + Penalty 3045.191398 = -1485803.100702 nChanged 28 SP:Iteration 49Q (40257.150000 sec): 3 clusters Score: Raw -1488855.554260 + Penalty 3045.191398 = -1485810.362862 nChanged 28 SP:Iteration 50Q (40257.350000 sec): 3 clusters Score: Raw -1488861.781618 + Penalty 3045.191398 = -1485816.590220 nChanged 20 SP:Iteration 51Q (40257.600000 sec): 3 clusters Score: Raw -1488867.457976 + Penalty 3045.191398 = -1485822.266577 nChanged 24 SP:Iteration 52Q (40257.800000 sec): 3 clusters Score: Raw -1488874.247412 + Penalty 3045.191398 = -1485829.056014 nChanged 27 SP:Iteration 53Q (40257.940000 sec): 3 clusters Score: Raw -1488881.623690 + Penalty 3045.191398 = -1485836.432292 nChanged 28 SP:Iteration 54Q (40258.130000 sec): 3 clusters Score: Raw -1488889.302484 + Penalty 3045.191398 = -1485844.111086 nChanged 27 SP:Iteration 55Q (40258.360000 sec): 3 clusters Score: Raw -1488897.528261 + Penalty 3045.191398 = -1485852.336862 nChanged 23 SP:Iteration 56Q (40258.590000 sec): 3 clusters Score: Raw -1488904.492918 + Penalty 3045.191398 = -1485859.301520 nChanged 28 SP:Iteration 57Q (40258.810000 sec): 3 clusters Score: Raw -1488913.309017 + Penalty 3045.191398 = -1485868.117619 nChanged 28 SP:Iteration 58Q (40259.000000 sec): 3 clusters Score: Raw -1488921.020483 + Penalty 3045.191398 = -1485875.829085 nChanged 22 SP:Iteration 59Q (40259.230000 sec): 3 clusters Score: Raw -1488928.097539 + Penalty 3045.191398 = -1485882.906141 nChanged 18 SP:Iteration 60F (40259.410000 sec): 3 clusters Score: Raw -1488933.264442 + Penalty 3045.191398 = -1485888.073043 nChanged 20 SP:Iteration 61Q (40259.600000 sec): 3 clusters Score: Raw -1488938.254548 + Penalty 3045.191398 = -1485893.063149 nChanged 20 SP:Iteration 62Q (40259.830000 sec): 3 clusters Score: Raw -1488943.116353 + Penalty 3045.191398 = -1485897.924955 nChanged 16 SP:Iteration 63Q (40260.070000 sec): 3 clusters Score: Raw -1488947.878493 + Penalty 3045.191398 = -1485902.687095 nChanged 12 SP:Iteration 64Q (40260.290000 sec): 3 clusters Score: Raw -1488950.812334 + Penalty 3045.191398 = -1485905.620935 nChanged 11 SP:Iteration 65Q (40260.510000 sec): 3 clusters Score: Raw -1488953.083247 + Penalty 3045.191398 = -1485907.891849 nChanged 8 SP:Iteration 66Q (40260.740000 sec): 3 clusters Score: Raw -1488955.585504 + Penalty 3045.191398 = -1485910.394106 nChanged 14 SP:Iteration 67Q (40260.990000 sec): 3 clusters Score: Raw -1488958.726298 + Penalty 3045.191398 = -1485913.534900 nChanged 12 SP:Iteration 68Q (40261.230000 sec): 3 clusters Score: Raw -1488961.114024 + Penalty 3045.191398 = -1485915.922625 nChanged 6 SP:Iteration 69Q (40261.500000 sec): 3 clusters Score: Raw -1488962.614349 + Penalty 3045.191398 = -1485917.422951 nChanged 6 SP:Iteration 70Q (40261.680000 sec): 3 clusters Score: Raw -1488964.478086 + Penalty 3045.191398 = -1485919.286688 nChanged 8 SP:Iteration 71Q (40261.890000 sec): 3 clusters Score: Raw -1488966.934276 + Penalty 3045.191398 = -1485921.742877 nChanged 9 SP:Iteration 72Q (40262.160000 sec): 3 clusters Score: Raw -1488969.891806 + Penalty 3045.191398 = -1485924.700408 nChanged 11 SP:Iteration 73Q (40262.390000 sec): 3 clusters Score: Raw -1488972.157600 + Penalty 3045.191398 = -1485926.966201 nChanged 9 SP:Iteration 74Q (40262.650000 sec): 3 clusters Score: Raw -1488973.992611 + Penalty 3045.191398 = -1485928.801213 nChanged 7 SP:Iteration 75Q (40262.880000 sec): 3 clusters Score: Raw -1488975.415642 + Penalty 3045.191398 = -1485930.224244 nChanged 8 SP:Iteration 76Q (40263.050000 sec): 3 clusters Score: Raw -1488977.882891 + Penalty 3045.191398 = -1485932.691493 nChanged 13 SP:Iteration 77Q (40263.290000 sec): 3 clusters Score: Raw -1488981.080168 + Penalty 3045.191398 = -1485935.888770 nChanged 14 SP:Iteration 78Q (40263.470000 sec): 3 clusters Score: Raw -1488983.968136 + Penalty 3045.191398 = -1485938.776738 nChanged 8 SP:Iteration 79Q (40263.720000 sec): 3 clusters Score: Raw -1488985.126879 + Penalty 3045.191398 = -1485939.935481 nChanged 5 SP:Iteration 80F (40263.920000 sec): 3 clusters Score: Raw -1488986.308423 + Penalty 3045.191398 = -1485941.117025 nChanged 5 SP:Iteration 81Q (40264.100000 sec): 3 clusters Score: Raw -1488987.178544 + Penalty 3045.191398 = -1485941.987146 nChanged 3 SP:Iteration 82Q (40264.300000 sec): 3 clusters Score: Raw -1488987.739455 + Penalty 3045.191398 = -1485942.548057 nChanged 1 SP:Iteration 83Q (40264.530000 sec): 3 clusters Score: Raw -1488988.033734 + Penalty 3045.191398 = -1485942.842336 nChanged 2 SP:Iteration 84Q (40264.770000 sec): 3 clusters Score: Raw -1488988.414545 + Penalty 3045.191398 = -1485943.223147 nChanged 6 SP:Iteration 85Q (40264.970000 sec): 3 clusters Score: Raw -1488989.280262 + Penalty 3045.191398 = -1485944.088864 nChanged 4 SP:Iteration 86Q (40265.220000 sec): 3 clusters Score: Raw -1488990.353395 + Penalty 3045.191398 = -1485945.161997 nChanged 5 SP:Iteration 87Q (40265.450000 sec): 3 clusters Score: Raw -1488992.045963 + Penalty 3045.191398 = -1485946.854565 nChanged 6 SP:Iteration 88Q (40265.620000 sec): 3 clusters Score: Raw -1488993.667480 + Penalty 3045.191398 = -1485948.476082 nChanged 5 SP:Iteration 89Q (40265.810000 sec): 3 clusters Score: Raw -1488994.606757 + Penalty 3045.191398 = -1485949.415359 nChanged 3 SP:Iteration 90Q (40266.100000 sec): 3 clusters Score: Raw -1488995.473875 + Penalty 3045.191398 = -1485950.282477 nChanged 2 SP:Iteration 91Q (40266.280000 sec): 3 clusters Score: Raw -1488995.721368 + Penalty 3045.191398 = -1485950.529970 nChanged 0 SP:Iteration 92F (40266.500000 sec): 3 clusters Score: Raw -1488995.721368 + Penalty 3045.191398 = -1485950.529970 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40266.780000 sec): 2 clusters Score: Raw -3497158.478898 + Penalty 1672.374468 = -3495486.104430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40267.080000 sec): 3 clusters Score: Raw -3478940.885318 + Penalty 3344.748936 = -3475596.136382 nChanged 13589 SP:Iteration 1F (40267.400000 sec): 3 clusters Score: Raw -3486377.958426 + Penalty 3344.748936 = -3483033.209491 nChanged 1272 SP:Iteration 2Q (40267.770000 sec): 3 clusters Score: Raw -3486848.619742 + Penalty 3344.748936 = -3483503.870806 nChanged 1338 SP:Iteration 3Q (40268.170000 sec): 3 clusters Score: Raw -3487428.368628 + Penalty 3344.748936 = -3484083.619692 nChanged 1504 SP:Iteration 4F (40268.470000 sec): 3 clusters Score: Raw -3488303.404110 + Penalty 3344.748936 = -3484958.655174 nChanged 1922 SP:Iteration 5F (40268.770000 sec): 3 clusters Score: Raw -3489722.090382 + Penalty 3344.748936 = -3486377.341446 nChanged 2228 SP:Iteration 6F (40269.130000 sec): 3 clusters Score: Raw -3491629.643069 + Penalty 3344.748936 = -3488284.894133 nChanged 2225 SP:Iteration 7F (40269.410000 sec): 3 clusters Score: Raw -3493683.348017 + Penalty 3344.748936 = -3490338.599082 nChanged 1767 SP:Iteration 8F (40269.730000 sec): 3 clusters Score: Raw -3495305.340736 + Penalty 3344.748936 = -3491960.591800 nChanged 1109 SP:Iteration 9Q (40270.070000 sec): 3 clusters Score: Raw -3496283.309736 + Penalty 3344.748936 = -3492938.560800 nChanged 587 SP:Iteration 10Q (40270.350000 sec): 3 clusters Score: Raw -3496811.102724 + Penalty 3344.748936 = -3493466.353788 nChanged 287 SP:Iteration 11Q (40270.630000 sec): 3 clusters Score: Raw -3497090.565297 + Penalty 3344.748936 = -3493745.816361 nChanged 114 SP:Iteration 12Q (40270.930000 sec): 3 clusters Score: Raw -3497213.042573 + Penalty 3344.748936 = -3493868.293638 nChanged 51 SP:Iteration 13Q (40271.250000 sec): 3 clusters Score: Raw -3497276.518117 + Penalty 3344.748936 = -3493931.769181 nChanged 29 SP:Iteration 14Q (40271.550000 sec): 3 clusters Score: Raw -3497320.117914 + Penalty 3344.748936 = -3493975.368979 nChanged 26 SP:Iteration 15Q (40271.810000 sec): 3 clusters Score: Raw -3497360.664664 + Penalty 3344.748936 = -3494015.915729 nChanged 22 SP:Iteration 16Q (40272.070000 sec): 3 clusters Score: Raw -3497385.625013 + Penalty 3344.748936 = -3494040.876077 nChanged 8 SP:Iteration 17Q (40272.310000 sec): 3 clusters Score: Raw -3497393.101187 + Penalty 3344.748936 = -3494048.352251 nChanged 5 SP:Iteration 18Q (40272.660000 sec): 3 clusters Score: Raw -3497399.291773 + Penalty 3344.748936 = -3494054.542837 nChanged 3 SP:Iteration 19Q (40272.980000 sec): 3 clusters Score: Raw -3497402.541433 + Penalty 3344.748936 = -3494057.792497 nChanged 4 SP:Iteration 20F (40273.270000 sec): 3 clusters Score: Raw -3497407.989982 + Penalty 3344.748936 = -3494063.241047 nChanged 6 SP:Iteration 21Q (40273.590000 sec): 3 clusters Score: Raw -3497417.560634 + Penalty 3344.748936 = -3494072.811699 nChanged 3 SP:Iteration 22Q (40273.860000 sec): 3 clusters Score: Raw -3497421.164500 + Penalty 3344.748936 = -3494076.415564 nChanged 2 SP:Iteration 23Q (40274.140000 sec): 3 clusters Score: Raw -3497423.508516 + Penalty 3344.748936 = -3494078.759580 nChanged 1 SP:Iteration 24Q (40274.440000 sec): 3 clusters Score: Raw -3497424.123951 + Penalty 3344.748936 = -3494079.375015 nChanged 1 SP:Iteration 25Q (40274.720000 sec): 3 clusters Score: Raw -3497424.681738 + Penalty 3344.748936 = -3494079.932802 nChanged 0 SP:Iteration 26F (40275.060000 sec): 3 clusters Score: Raw -3497424.681738 + Penalty 3344.748936 = -3494079.932802 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40275.150000 sec): 2 clusters Score: Raw -21097.897061 + Penalty 850.055150 = -20247.841911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40275.300000 sec): 3 clusters Score: Raw -21187.442836 + Penalty 1700.110300 = -19487.332536 nChanged 15 SP:Iteration 1F (40275.460000 sec): 3 clusters Score: Raw -21237.125594 + Penalty 1700.110300 = -19537.015294 nChanged 3 SP:Iteration 2Q (40275.620000 sec): 3 clusters Score: Raw -21248.779224 + Penalty 1700.110300 = -19548.668923 nChanged 0 SP:Iteration 3F (40275.800000 sec): 3 clusters Score: Raw -21248.779224 + Penalty 1700.110300 = -19548.668923 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (42811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40276.110000 sec): 2 clusters Score: Raw -5420569.362876 + Penalty 1732.989433 = -5418836.373443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40276.430000 sec): 3 clusters Score: Raw -5393820.348836 + Penalty 3465.978866 = -5390354.369970 nChanged 19783 SP:Iteration 1F (40276.830000 sec): 3 clusters Score: Raw -5405055.447099 + Penalty 3465.978866 = -5401589.468233 nChanged 1665 SP:Iteration 2Q (40277.170000 sec): 3 clusters Score: Raw -5405543.334691 + Penalty 3465.978866 = -5402077.355825 nChanged 1697 SP:Iteration 3Q (40277.580000 sec): 3 clusters Score: Raw -5406088.133876 + Penalty 3465.978866 = -5402622.155009 nChanged 1782 SP:Iteration 4Q (40277.930000 sec): 3 clusters Score: Raw -5406698.333113 + Penalty 3465.978866 = -5403232.354247 nChanged 1799 SP:Iteration 5Q (40278.310000 sec): 3 clusters Score: Raw -5407402.082644 + Penalty 3465.978866 = -5403936.103777 nChanged 1937 SP:Iteration 6Q (40278.710000 sec): 3 clusters Score: Raw -5408305.568520 + Penalty 3465.978866 = -5404839.589654 nChanged 2119 SP:Iteration 7Q (40279.060000 sec): 3 clusters Score: Raw -5409485.604083 + Penalty 3465.978866 = -5406019.625217 nChanged 2379 SP:Iteration 8F (40279.440000 sec): 3 clusters Score: Raw -5411035.003793 + Penalty 3465.978866 = -5407569.024926 nChanged 2446 SP:Iteration 9F (40279.800000 sec): 3 clusters Score: Raw -5412568.357046 + Penalty 3465.978866 = -5409102.378179 nChanged 2115 SP:Iteration 10Q (40280.240000 sec): 3 clusters Score: Raw -5413535.972006 + Penalty 3465.978866 = -5410069.993139 nChanged 1472 SP:Iteration 11Q (40280.690000 sec): 3 clusters Score: Raw -5413979.298539 + Penalty 3465.978866 = -5410513.319672 nChanged 874 SP:Iteration 12Q (40281.080000 sec): 3 clusters Score: Raw -5414157.949878 + Penalty 3465.978866 = -5410691.971012 nChanged 582 SP:Iteration 13Q (40281.470000 sec): 3 clusters Score: Raw -5414273.521796 + Penalty 3465.978866 = -5410807.542929 nChanged 496 SP:Iteration 14Q (40281.850000 sec): 3 clusters Score: Raw -5414368.613951 + Penalty 3465.978866 = -5410902.635085 nChanged 431 SP:Iteration 15Q (40282.260000 sec): 3 clusters Score: Raw -5414446.727299 + Penalty 3465.978866 = -5410980.748433 nChanged 403 SP:Iteration 16Q (40282.610000 sec): 3 clusters Score: Raw -5414520.921860 + Penalty 3465.978866 = -5411054.942993 nChanged 412 SP:Iteration 17Q (40282.990000 sec): 3 clusters Score: Raw -5414601.119918 + Penalty 3465.978866 = -5411135.141051 nChanged 399 SP:Iteration 18Q (40283.300000 sec): 3 clusters Score: Raw -5414674.965755 + Penalty 3465.978866 = -5411208.986889 nChanged 394 SP:Iteration 19Q (40283.690000 sec): 3 clusters Score: Raw -5414750.204409 + Penalty 3465.978866 = -5411284.225543 nChanged 424 SP:Iteration 20F (40284.030000 sec): 3 clusters Score: Raw -5414829.578324 + Penalty 3465.978866 = -5411363.599457 nChanged 406 SP:Iteration 21Q (40284.370000 sec): 3 clusters Score: Raw -5414910.734445 + Penalty 3465.978866 = -5411444.755578 nChanged 424 SP:Iteration 22Q (40284.690000 sec): 3 clusters Score: Raw -5415004.336178 + Penalty 3465.978866 = -5411538.357311 nChanged 432 SP:Iteration 23Q (40285.070000 sec): 3 clusters Score: Raw -5415100.525707 + Penalty 3465.978866 = -5411634.546841 nChanged 411 SP:Iteration 24Q (40285.470000 sec): 3 clusters Score: Raw -5415190.343988 + Penalty 3465.978866 = -5411724.365122 nChanged 428 SP:Iteration 25Q (40285.830000 sec): 3 clusters Score: Raw -5415282.322590 + Penalty 3465.978866 = -5411816.343724 nChanged 401 SP:Iteration 26Q (40286.210000 sec): 3 clusters Score: Raw -5415366.483962 + Penalty 3465.978866 = -5411900.505096 nChanged 424 SP:Iteration 27Q (40286.560000 sec): 3 clusters Score: Raw -5415449.834141 + Penalty 3465.978866 = -5411983.855275 nChanged 415 SP:Iteration 28Q (40286.910000 sec): 3 clusters Score: Raw -5415536.523579 + Penalty 3465.978866 = -5412070.544713 nChanged 452 SP:Iteration 29Q (40287.300000 sec): 3 clusters Score: Raw -5415653.465181 + Penalty 3465.978866 = -5412187.486315 nChanged 526 SP:Iteration 30Q (40287.660000 sec): 3 clusters Score: Raw -5415794.704867 + Penalty 3465.978866 = -5412328.726001 nChanged 560 SP:Iteration 31Q (40288.060000 sec): 3 clusters Score: Raw -5415940.936019 + Penalty 3465.978866 = -5412474.957152 nChanged 558 SP:Iteration 32Q (40288.420000 sec): 3 clusters Score: Raw -5416091.325313 + Penalty 3465.978866 = -5412625.346447 nChanged 545 SP:Iteration 33Q (40288.840000 sec): 3 clusters Score: Raw -5416238.567315 + Penalty 3465.978866 = -5412772.588449 nChanged 558 SP:Iteration 34Q (40289.200000 sec): 3 clusters Score: Raw -5416388.522759 + Penalty 3465.978866 = -5412922.543892 nChanged 533 SP:Iteration 35Q (40289.580000 sec): 3 clusters Score: Raw -5416531.722668 + Penalty 3465.978866 = -5413065.743801 nChanged 556 SP:Iteration 36Q (40289.990000 sec): 3 clusters Score: Raw -5416690.062417 + Penalty 3465.978866 = -5413224.083551 nChanged 574 SP:Iteration 37Q (40290.350000 sec): 3 clusters Score: Raw -5416845.537584 + Penalty 3465.978866 = -5413379.558717 nChanged 534 SP:Iteration 38Q (40290.740000 sec): 3 clusters Score: Raw -5416990.780060 + Penalty 3465.978866 = -5413524.801193 nChanged 515 SP:Iteration 39Q (40291.130000 sec): 3 clusters Score: Raw -5417127.757229 + Penalty 3465.978866 = -5413661.778363 nChanged 487 SP:Iteration 40F (40291.480000 sec): 3 clusters Score: Raw -5417257.833764 + Penalty 3465.978866 = -5413791.854898 nChanged 484 SP:Iteration 41Q (40291.830000 sec): 3 clusters Score: Raw -5417394.953407 + Penalty 3465.978866 = -5413928.974540 nChanged 515 SP:Iteration 42Q (40292.200000 sec): 3 clusters Score: Raw -5417548.990979 + Penalty 3465.978866 = -5414083.012113 nChanged 530 SP:Iteration 43Q (40292.540000 sec): 3 clusters Score: Raw -5417711.719974 + Penalty 3465.978866 = -5414245.741108 nChanged 535 SP:Iteration 44Q (40292.890000 sec): 3 clusters Score: Raw -5417883.712622 + Penalty 3465.978866 = -5414417.733755 nChanged 521 SP:Iteration 45Q (40293.230000 sec): 3 clusters Score: Raw -5418053.403440 + Penalty 3465.978866 = -5414587.424573 nChanged 544 SP:Iteration 46Q (40293.620000 sec): 3 clusters Score: Raw -5418233.719837 + Penalty 3465.978866 = -5414767.740970 nChanged 525 SP:Iteration 47Q (40293.990000 sec): 3 clusters Score: Raw -5418416.299310 + Penalty 3465.978866 = -5414950.320443 nChanged 542 SP:Iteration 48Q (40294.370000 sec): 3 clusters Score: Raw -5418613.961716 + Penalty 3465.978866 = -5415147.982850 nChanged 527 SP:Iteration 49Q (40294.730000 sec): 3 clusters Score: Raw -5418800.401047 + Penalty 3465.978866 = -5415334.422181 nChanged 465 SP:Iteration 50Q (40295.130000 sec): 3 clusters Score: Raw -5418966.664489 + Penalty 3465.978866 = -5415500.685623 nChanged 454 SP:Iteration 51Q (40295.470000 sec): 3 clusters Score: Raw -5419126.982104 + Penalty 3465.978866 = -5415661.003238 nChanged 425 SP:Iteration 52Q (40295.840000 sec): 3 clusters Score: Raw -5419277.430823 + Penalty 3465.978866 = -5415811.451956 nChanged 379 SP:Iteration 53Q (40296.220000 sec): 3 clusters Score: Raw -5419411.469570 + Penalty 3465.978866 = -5415945.490704 nChanged 364 SP:Iteration 54Q (40296.610000 sec): 3 clusters Score: Raw -5419540.823921 + Penalty 3465.978866 = -5416074.845054 nChanged 346 SP:Iteration 55Q (40296.950000 sec): 3 clusters Score: Raw -5419670.306466 + Penalty 3465.978866 = -5416204.327600 nChanged 322 SP:Iteration 56Q (40297.320000 sec): 3 clusters Score: Raw -5419792.113960 + Penalty 3465.978866 = -5416326.135093 nChanged 316 SP:Iteration 57Q (40297.620000 sec): 3 clusters Score: Raw -5419916.772076 + Penalty 3465.978866 = -5416450.793209 nChanged 281 SP:Iteration 58Q (40297.970000 sec): 3 clusters Score: Raw -5420029.342990 + Penalty 3465.978866 = -5416563.364124 nChanged 253 SP:Iteration 59Q (40298.330000 sec): 3 clusters Score: Raw -5420133.626554 + Penalty 3465.978866 = -5416667.647687 nChanged 223 SP:Iteration 60F (40298.660000 sec): 3 clusters Score: Raw -5420225.134009 + Penalty 3465.978866 = -5416759.155143 nChanged 195 SP:Iteration 61Q (40299.020000 sec): 3 clusters Score: Raw -5420306.834682 + Penalty 3465.978866 = -5416840.855816 nChanged 176 SP:Iteration 62Q (40299.360000 sec): 3 clusters Score: Raw -5420378.894018 + Penalty 3465.978866 = -5416912.915152 nChanged 161 SP:Iteration 63Q (40299.680000 sec): 3 clusters Score: Raw -5420439.998991 + Penalty 3465.978866 = -5416974.020125 nChanged 126 SP:Iteration 64Q (40300.010000 sec): 3 clusters Score: Raw -5420483.819152 + Penalty 3465.978866 = -5417017.840286 nChanged 87 SP:Iteration 65Q (40300.340000 sec): 3 clusters Score: Raw -5420514.142688 + Penalty 3465.978866 = -5417048.163822 nChanged 65 SP:Iteration 66Q (40300.710000 sec): 3 clusters Score: Raw -5420532.906693 + Penalty 3465.978866 = -5417066.927827 nChanged 58 SP:Iteration 67Q (40301.050000 sec): 3 clusters Score: Raw -5420551.814877 + Penalty 3465.978866 = -5417085.836011 nChanged 57 SP:Iteration 68Q (40301.400000 sec): 3 clusters Score: Raw -5420572.267198 + Penalty 3465.978866 = -5417106.288332 nChanged 75 SP:Iteration 69Q (40301.740000 sec): 3 clusters Score: Raw -5420605.749609 + Penalty 3465.978866 = -5417139.770743 nChanged 67 SP:Iteration 70Q (40302.070000 sec): 3 clusters Score: Raw -5420632.113499 + Penalty 3465.978866 = -5417166.134632 nChanged 55 SP:Iteration 71Q (40302.390000 sec): 3 clusters Score: Raw -5420652.275078 + Penalty 3465.978866 = -5417186.296211 nChanged 53 SP:Iteration 72Q (40302.710000 sec): 3 clusters Score: Raw -5420673.638922 + Penalty 3465.978866 = -5417207.660056 nChanged 50 SP:Iteration 73Q (40303.010000 sec): 3 clusters Score: Raw -5420691.898980 + Penalty 3465.978866 = -5417225.920114 nChanged 39 SP:Iteration 74Q (40303.250000 sec): 3 clusters Score: Raw -5420704.053695 + Penalty 3465.978866 = -5417238.074829 nChanged 33 SP:Iteration 75Q (40303.590000 sec): 3 clusters Score: Raw -5420716.619309 + Penalty 3465.978866 = -5417250.640443 nChanged 26 SP:Iteration 76Q (40303.970000 sec): 3 clusters Score: Raw -5420725.293166 + Penalty 3465.978866 = -5417259.314300 nChanged 24 SP:Iteration 77Q (40304.310000 sec): 3 clusters Score: Raw -5420733.968025 + Penalty 3465.978866 = -5417267.989158 nChanged 29 SP:Iteration 78Q (40304.680000 sec): 3 clusters Score: Raw -5420745.190819 + Penalty 3465.978866 = -5417279.211953 nChanged 23 SP:Iteration 79Q (40304.990000 sec): 3 clusters Score: Raw -5420752.787748 + Penalty 3465.978866 = -5417286.808881 nChanged 14 SP:Iteration 80F (40305.400000 sec): 3 clusters Score: Raw -5420756.601918 + Penalty 3465.978866 = -5417290.623052 nChanged 11 SP:Iteration 81Q (40305.730000 sec): 3 clusters Score: Raw -5420759.829005 + Penalty 3465.978866 = -5417293.850139 nChanged 7 SP:Iteration 82Q (40306.050000 sec): 3 clusters Score: Raw -5420761.981569 + Penalty 3465.978866 = -5417296.002702 nChanged 5 SP:Iteration 83Q (40306.430000 sec): 3 clusters Score: Raw -5420763.111514 + Penalty 3465.978866 = -5417297.132647 nChanged 6 SP:Iteration 84Q (40306.790000 sec): 3 clusters Score: Raw -5420764.888298 + Penalty 3465.978866 = -5417298.909432 nChanged 5 SP:Iteration 85Q (40307.110000 sec): 3 clusters Score: Raw -5420766.443568 + Penalty 3465.978866 = -5417300.464702 nChanged 6 SP:Iteration 86Q (40307.460000 sec): 3 clusters Score: Raw -5420768.226590 + Penalty 3465.978866 = -5417302.247724 nChanged 3 SP:Iteration 87Q (40307.810000 sec): 3 clusters Score: Raw -5420769.262818 + Penalty 3465.978866 = -5417303.283951 nChanged 5 SP:Iteration 88Q (40308.150000 sec): 3 clusters Score: Raw -5420770.279759 + Penalty 3465.978866 = -5417304.300892 nChanged 4 SP:Iteration 89Q (40308.480000 sec): 3 clusters Score: Raw -5420771.231078 + Penalty 3465.978866 = -5417305.252212 nChanged 2 SP:Iteration 90Q (40308.770000 sec): 3 clusters Score: Raw -5420771.498885 + Penalty 3465.978866 = -5417305.520018 nChanged 3 SP:Iteration 91Q (40309.100000 sec): 3 clusters Score: Raw -5420772.390779 + Penalty 3465.978866 = -5417306.411913 nChanged 2 SP:Iteration 92Q (40309.390000 sec): 3 clusters Score: Raw -5420772.832089 + Penalty 3465.978866 = -5417306.853222 nChanged 1 SP:Iteration 93Q (40309.690000 sec): 3 clusters Score: Raw -5420773.273031 + Penalty 3465.978866 = -5417307.294165 nChanged 1 SP:Iteration 94Q (40309.990000 sec): 3 clusters Score: Raw -5420773.843089 + Penalty 3465.978866 = -5417307.864223 nChanged 5 SP:Iteration 95Q (40310.250000 sec): 3 clusters Score: Raw -5420775.259800 + Penalty 3465.978866 = -5417309.280933 nChanged 4 SP:Iteration 96Q (40310.590000 sec): 3 clusters Score: Raw -5420776.441070 + Penalty 3465.978866 = -5417310.462204 nChanged 5 SP:Iteration 97Q (40310.920000 sec): 3 clusters Score: Raw -5420777.214720 + Penalty 3465.978866 = -5417311.235853 nChanged 2 SP:Iteration 98Q (40311.210000 sec): 3 clusters Score: Raw -5420777.884646 + Penalty 3465.978866 = -5417311.905779 nChanged 3 SP:Iteration 99Q (40311.540000 sec): 3 clusters Score: Raw -5420778.627786 + Penalty 3465.978866 = -5417312.648920 nChanged 1 SP:Iteration 100F (40311.920000 sec): 3 clusters Score: Raw -5420778.816812 + Penalty 3465.978866 = -5417312.837946 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (21547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40312.110000 sec): 2 clusters Score: Raw -2623325.590610 + Penalty 1621.423680 = -2621704.166931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40312.350000 sec): 3 clusters Score: Raw -2610329.478546 + Penalty 3242.847359 = -2607086.631187 nChanged 9747 SP:Iteration 1F (40312.630000 sec): 3 clusters Score: Raw -2615594.064255 + Penalty 3242.847359 = -2612351.216895 nChanged 991 SP:Iteration 2Q (40312.930000 sec): 3 clusters Score: Raw -2615950.297090 + Penalty 3242.847359 = -2612707.449731 nChanged 935 SP:Iteration 3Q (40313.200000 sec): 3 clusters Score: Raw -2616335.897716 + Penalty 3242.847359 = -2613093.050356 nChanged 999 SP:Iteration 4Q (40313.490000 sec): 3 clusters Score: Raw -2616842.418815 + Penalty 3242.847359 = -2613599.571456 nChanged 1128 SP:Iteration 5F (40313.710000 sec): 3 clusters Score: Raw -2617570.286944 + Penalty 3242.847359 = -2614327.439585 nChanged 1296 SP:Iteration 6F (40314.010000 sec): 3 clusters Score: Raw -2618674.424320 + Penalty 3242.847359 = -2615431.576961 nChanged 1317 SP:Iteration 7F (40314.300000 sec): 3 clusters Score: Raw -2619943.847137 + Penalty 3242.847359 = -2616700.999778 nChanged 1111 SP:Iteration 8F (40314.560000 sec): 3 clusters Score: Raw -2621039.228879 + Penalty 3242.847359 = -2617796.381520 nChanged 853 SP:Iteration 9Q (40314.850000 sec): 3 clusters Score: Raw -2621831.737763 + Penalty 3242.847359 = -2618588.890404 nChanged 660 SP:Iteration 10Q (40315.140000 sec): 3 clusters Score: Raw -2622358.235484 + Penalty 3242.847359 = -2619115.388124 nChanged 468 SP:Iteration 11Q (40315.390000 sec): 3 clusters Score: Raw -2622698.368870 + Penalty 3242.847359 = -2619455.521511 nChanged 337 SP:Iteration 12Q (40315.700000 sec): 3 clusters Score: Raw -2622911.070358 + Penalty 3242.847359 = -2619668.222999 nChanged 265 SP:Iteration 13Q (40315.970000 sec): 3 clusters Score: Raw -2623053.551080 + Penalty 3242.847359 = -2619810.703721 nChanged 180 SP:Iteration 14Q (40316.200000 sec): 3 clusters Score: Raw -2623143.316533 + Penalty 3242.847359 = -2619900.469174 nChanged 149 SP:Iteration 15Q (40316.490000 sec): 3 clusters Score: Raw -2623215.539690 + Penalty 3242.847359 = -2619972.692331 nChanged 121 SP:Iteration 16Q (40316.740000 sec): 3 clusters Score: Raw -2623265.242859 + Penalty 3242.847359 = -2620022.395499 nChanged 100 SP:Iteration 17Q (40316.990000 sec): 3 clusters Score: Raw -2623306.796832 + Penalty 3242.847359 = -2620063.949473 nChanged 87 SP:Iteration 18Q (40317.210000 sec): 3 clusters Score: Raw -2623345.035263 + Penalty 3242.847359 = -2620102.187904 nChanged 93 SP:Iteration 19Q (40317.470000 sec): 3 clusters Score: Raw -2623387.079713 + Penalty 3242.847359 = -2620144.232353 nChanged 72 SP:Iteration 20F (40317.780000 sec): 3 clusters Score: Raw -2623416.437844 + Penalty 3242.847359 = -2620173.590485 nChanged 63 SP:Iteration 21Q (40318.040000 sec): 3 clusters Score: Raw -2623438.768929 + Penalty 3242.847359 = -2620195.921570 nChanged 59 SP:Iteration 22Q (40318.300000 sec): 3 clusters Score: Raw -2623459.707605 + Penalty 3242.847359 = -2620216.860245 nChanged 50 SP:Iteration 23Q (40318.570000 sec): 3 clusters Score: Raw -2623477.259829 + Penalty 3242.847359 = -2620234.412469 nChanged 44 SP:Iteration 24Q (40318.810000 sec): 3 clusters Score: Raw -2623493.902611 + Penalty 3242.847359 = -2620251.055252 nChanged 29 SP:Iteration 25Q (40319.070000 sec): 3 clusters Score: Raw -2623505.824681 + Penalty 3242.847359 = -2620262.977322 nChanged 30 SP:Iteration 26Q (40319.310000 sec): 3 clusters Score: Raw -2623516.229707 + Penalty 3242.847359 = -2620273.382348 nChanged 29 SP:Iteration 27Q (40319.560000 sec): 3 clusters Score: Raw -2623524.668637 + Penalty 3242.847359 = -2620281.821278 nChanged 27 SP:Iteration 28Q (40319.810000 sec): 3 clusters Score: Raw -2623533.829895 + Penalty 3242.847359 = -2620290.982536 nChanged 25 SP:Iteration 29Q (40320.090000 sec): 3 clusters Score: Raw -2623541.453391 + Penalty 3242.847359 = -2620298.606032 nChanged 20 SP:Iteration 30Q (40320.350000 sec): 3 clusters Score: Raw -2623548.001318 + Penalty 3242.847359 = -2620305.153959 nChanged 21 SP:Iteration 31Q (40320.590000 sec): 3 clusters Score: Raw -2623555.797326 + Penalty 3242.847359 = -2620312.949966 nChanged 22 SP:Iteration 32Q (40320.810000 sec): 3 clusters Score: Raw -2623563.025377 + Penalty 3242.847359 = -2620320.178018 nChanged 18 SP:Iteration 33Q (40321.080000 sec): 3 clusters Score: Raw -2623569.383870 + Penalty 3242.847359 = -2620326.536511 nChanged 14 SP:Iteration 34Q (40321.390000 sec): 3 clusters Score: Raw -2623574.737002 + Penalty 3242.847359 = -2620331.889643 nChanged 17 SP:Iteration 35Q (40321.600000 sec): 3 clusters Score: Raw -2623580.702396 + Penalty 3242.847359 = -2620337.855037 nChanged 14 SP:Iteration 36Q (40321.840000 sec): 3 clusters Score: Raw -2623585.525742 + Penalty 3242.847359 = -2620342.678382 nChanged 8 SP:Iteration 37Q (40322.130000 sec): 3 clusters Score: Raw -2623588.501978 + Penalty 3242.847359 = -2620345.654619 nChanged 11 SP:Iteration 38Q (40322.340000 sec): 3 clusters Score: Raw -2623592.589963 + Penalty 3242.847359 = -2620349.742604 nChanged 5 SP:Iteration 39Q (40322.620000 sec): 3 clusters Score: Raw -2623594.937887 + Penalty 3242.847359 = -2620352.090527 nChanged 11 SP:Iteration 40F (40322.830000 sec): 3 clusters Score: Raw -2623598.213780 + Penalty 3242.847359 = -2620355.366421 nChanged 4 SP:Iteration 41Q (40323.100000 sec): 3 clusters Score: Raw -2623599.914308 + Penalty 3242.847359 = -2620357.066948 nChanged 4 SP:Iteration 42Q (40323.330000 sec): 3 clusters Score: Raw -2623601.534009 + Penalty 3242.847359 = -2620358.686650 nChanged 5 SP:Iteration 43Q (40323.610000 sec): 3 clusters Score: Raw -2623603.234765 + Penalty 3242.847359 = -2620360.387406 nChanged 4 SP:Iteration 44Q (40323.800000 sec): 3 clusters Score: Raw -2623604.415719 + Penalty 3242.847359 = -2620361.568359 nChanged 3 SP:Iteration 45Q (40324.040000 sec): 3 clusters Score: Raw -2623605.293297 + Penalty 3242.847359 = -2620362.445938 nChanged 2 SP:Iteration 46Q (40324.280000 sec): 3 clusters Score: Raw -2623606.072838 + Penalty 3242.847359 = -2620363.225479 nChanged 1 SP:Iteration 47Q (40324.560000 sec): 3 clusters Score: Raw -2623606.529764 + Penalty 3242.847359 = -2620363.682405 nChanged 2 SP:Iteration 48Q (40324.780000 sec): 3 clusters Score: Raw -2623606.720603 + Penalty 3242.847359 = -2620363.873244 nChanged 0 SP:Iteration 49F (40325.090000 sec): 3 clusters Score: Raw -2623606.720603 + Penalty 3242.847359 = -2620363.873244 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40325.160000 sec): 2 clusters Score: Raw -12210.940227 + Penalty 795.898967 = -11415.041259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40325.380000 sec): 3 clusters Score: Raw -12416.104501 + Penalty 1591.797935 = -10824.306566 nChanged 23 SP:Iteration 1F (40325.540000 sec): 3 clusters Score: Raw -12545.931994 + Penalty 1591.797935 = -10954.134059 nChanged 4 SP:Iteration 2Q (40325.710000 sec): 3 clusters Score: Raw -12591.072436 + Penalty 1591.797935 = -10999.274501 nChanged 1 SP:Iteration 3Q (40325.870000 sec): 3 clusters Score: Raw -12597.995448 + Penalty 1591.797935 = -11006.197513 nChanged 2 SP:Iteration 4Q (40326.070000 sec): 3 clusters Score: Raw -12618.311505 + Penalty 1591.797935 = -11026.513570 nChanged 1 SP:Iteration 5Q (40326.240000 sec): 3 clusters Score: Raw -12623.791833 + Penalty 1591.797935 = -11031.993898 nChanged 0 SP:Iteration 6F (40326.380000 sec): 3 clusters Score: Raw -12623.791833 + Penalty 1591.797935 = -11031.993898 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40326.500000 sec): 2 clusters Score: Raw -90648.092513 + Penalty 1073.800102 = -89574.292411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40326.660000 sec): 3 clusters Score: Raw -90433.006167 + Penalty 2147.600203 = -88285.405964 nChanged 177 SP:Iteration 1F (40326.810000 sec): 3 clusters Score: Raw -90626.528867 + Penalty 2147.600203 = -88478.928664 nChanged 48 SP:Iteration 2F (40326.980000 sec): 3 clusters Score: Raw -90688.898666 + Penalty 2147.600203 = -88541.298463 nChanged 16 SP:Iteration 3Q (40327.130000 sec): 3 clusters Score: Raw -90701.767276 + Penalty 2147.600203 = -88554.167073 nChanged 9 SP:Iteration 4Q (40327.330000 sec): 3 clusters Score: Raw -90712.674548 + Penalty 2147.600203 = -88565.074344 nChanged 5 SP:Iteration 5Q (40327.500000 sec): 3 clusters Score: Raw -90720.136512 + Penalty 2147.600203 = -88572.536308 nChanged 10 SP:Iteration 6Q (40327.660000 sec): 3 clusters Score: Raw -90733.563216 + Penalty 2147.600203 = -88585.963013 nChanged 10 SP:Iteration 7Q (40327.830000 sec): 3 clusters Score: Raw -90742.190688 + Penalty 2147.600203 = -88594.590485 nChanged 2 SP:Iteration 8Q (40328.030000 sec): 3 clusters Score: Raw -90744.337563 + Penalty 2147.600203 = -88596.737359 nChanged 1 SP:Iteration 9Q (40328.160000 sec): 3 clusters Score: Raw -90745.431176 + Penalty 2147.600203 = -88597.830973 nChanged 3 SP:Iteration 10Q (40328.320000 sec): 3 clusters Score: Raw -90751.181719 + Penalty 2147.600203 = -88603.581516 nChanged 3 SP:Iteration 11Q (40328.440000 sec): 3 clusters Score: Raw -90754.724735 + Penalty 2147.600203 = -88607.124532 nChanged 4 SP:Iteration 12Q (40328.610000 sec): 3 clusters Score: Raw -90758.568643 + Penalty 2147.600203 = -88610.968440 nChanged 5 SP:Iteration 13Q (40328.790000 sec): 3 clusters Score: Raw -90763.924051 + Penalty 2147.600203 = -88616.323848 nChanged 4 SP:Iteration 14Q (40329.010000 sec): 3 clusters Score: Raw -90767.833527 + Penalty 2147.600203 = -88620.233324 nChanged 1 SP:Iteration 15Q (40329.160000 sec): 3 clusters Score: Raw -90770.113938 + Penalty 2147.600203 = -88622.513735 nChanged 1 SP:Iteration 16Q (40329.350000 sec): 3 clusters Score: Raw -90771.371455 + Penalty 2147.600203 = -88623.771252 nChanged 1 SP:Iteration 17Q (40329.530000 sec): 3 clusters Score: Raw -90772.695005 + Penalty 2147.600203 = -88625.094802 nChanged 0 SP:Iteration 18F (40329.690000 sec): 3 clusters Score: Raw -90772.695005 + Penalty 2147.600203 = -88625.094802 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40329.810000 sec): 2 clusters Score: Raw -41255.934139 + Penalty 963.125479 = -40292.808660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40329.940000 sec): 3 clusters Score: Raw -41305.323693 + Penalty 1926.250958 = -39379.072735 nChanged 83 SP:Iteration 1F (40330.120000 sec): 3 clusters Score: Raw -41454.587550 + Penalty 1926.250958 = -39528.336591 nChanged 17 SP:Iteration 2Q (40330.290000 sec): 3 clusters Score: Raw -41503.095838 + Penalty 1926.250958 = -39576.844879 nChanged 18 SP:Iteration 3Q (40330.470000 sec): 3 clusters Score: Raw -41542.047405 + Penalty 1926.250958 = -39615.796446 nChanged 12 SP:Iteration 4Q (40330.690000 sec): 3 clusters Score: Raw -41567.863990 + Penalty 1926.250958 = -39641.613031 nChanged 11 SP:Iteration 5Q (40330.860000 sec): 3 clusters Score: Raw -41597.903085 + Penalty 1926.250958 = -39671.652127 nChanged 4 SP:Iteration 6Q (40331.020000 sec): 3 clusters Score: Raw -41605.226929 + Penalty 1926.250958 = -39678.975970 nChanged 4 SP:Iteration 7Q (40331.200000 sec): 3 clusters Score: Raw -41611.544319 + Penalty 1926.250958 = -39685.293360 nChanged 1 SP:Iteration 8Q (40331.350000 sec): 3 clusters Score: Raw -41613.070298 + Penalty 1926.250958 = -39686.819339 nChanged 1 SP:Iteration 9Q (40331.510000 sec): 3 clusters Score: Raw -41614.142674 + Penalty 1926.250958 = -39687.891715 nChanged 0 SP:Iteration 10F (40331.690000 sec): 3 clusters Score: Raw -41614.142674 + Penalty 1926.250958 = -39687.891715 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40331.790000 sec): 2 clusters Score: Raw -25633.677811 + Penalty 873.482741 = -24760.195069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40331.970000 sec): 3 clusters Score: Raw -25703.156820 + Penalty 1746.965482 = -23956.191338 nChanged 23 SP:Iteration 1F (40332.140000 sec): 3 clusters Score: Raw -25777.612426 + Penalty 1746.965482 = -24030.646944 nChanged 9 SP:Iteration 2Q (40332.280000 sec): 3 clusters Score: Raw -25794.853205 + Penalty 1746.965482 = -24047.887722 nChanged 2 SP:Iteration 3Q (40332.470000 sec): 3 clusters Score: Raw -25803.736598 + Penalty 1746.965482 = -24056.771116 nChanged 0 SP:Iteration 4F (40332.630000 sec): 3 clusters Score: Raw -25803.736598 + Penalty 1746.965482 = -24056.771116 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (5748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40332.740000 sec): 2 clusters Score: Raw -732875.603969 + Penalty 1406.698678 = -731468.905291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40332.960000 sec): 3 clusters Score: Raw -729822.407047 + Penalty 2813.397355 = -727009.009692 nChanged 2354 SP:Iteration 1F (40333.120000 sec): 3 clusters Score: Raw -731080.985530 + Penalty 2813.397355 = -728267.588174 nChanged 410 SP:Iteration 2F (40333.350000 sec): 3 clusters Score: Raw -731322.244404 + Penalty 2813.397355 = -728508.847049 nChanged 342 SP:Iteration 3F (40333.540000 sec): 3 clusters Score: Raw -731509.076023 + Penalty 2813.397355 = -728695.678668 nChanged 284 SP:Iteration 4Q (40333.710000 sec): 3 clusters Score: Raw -731670.610461 + Penalty 2813.397355 = -728857.213106 nChanged 252 SP:Iteration 5Q (40333.930000 sec): 3 clusters Score: Raw -731812.562641 + Penalty 2813.397355 = -728999.165286 nChanged 240 SP:Iteration 6Q (40334.090000 sec): 3 clusters Score: Raw -731946.213893 + Penalty 2813.397355 = -729132.816538 nChanged 230 SP:Iteration 7Q (40334.290000 sec): 3 clusters Score: Raw -732100.125488 + Penalty 2813.397355 = -729286.728133 nChanged 244 SP:Iteration 8Q (40334.470000 sec): 3 clusters Score: Raw -732270.948073 + Penalty 2813.397355 = -729457.550718 nChanged 237 SP:Iteration 9Q (40334.650000 sec): 3 clusters Score: Raw -732452.156245 + Penalty 2813.397355 = -729638.758890 nChanged 240 SP:Iteration 10Q (40334.830000 sec): 3 clusters Score: Raw -732636.666927 + Penalty 2813.397355 = -729823.269572 nChanged 214 SP:Iteration 11Q (40335.020000 sec): 3 clusters Score: Raw -732765.093752 + Penalty 2813.397355 = -729951.696397 nChanged 142 SP:Iteration 12Q (40335.180000 sec): 3 clusters Score: Raw -732842.052193 + Penalty 2813.397355 = -730028.654837 nChanged 105 SP:Iteration 13Q (40335.370000 sec): 3 clusters Score: Raw -732887.094680 + Penalty 2813.397355 = -730073.697324 nChanged 63 SP:Iteration 14Q (40335.590000 sec): 3 clusters Score: Raw -732910.150159 + Penalty 2813.397355 = -730096.752803 nChanged 41 SP:Iteration 15Q (40335.800000 sec): 3 clusters Score: Raw -732922.973092 + Penalty 2813.397355 = -730109.575737 nChanged 31 SP:Iteration 16Q (40335.960000 sec): 3 clusters Score: Raw -732932.549923 + Penalty 2813.397355 = -730119.152568 nChanged 29 SP:Iteration 17Q (40336.180000 sec): 3 clusters Score: Raw -732940.350783 + Penalty 2813.397355 = -730126.953428 nChanged 20 SP:Iteration 18Q (40336.340000 sec): 3 clusters Score: Raw -732946.188367 + Penalty 2813.397355 = -730132.791012 nChanged 23 SP:Iteration 19Q (40336.520000 sec): 3 clusters Score: Raw -732953.542637 + Penalty 2813.397355 = -730140.145281 nChanged 20 SP:Iteration 20F (40336.730000 sec): 3 clusters Score: Raw -732958.642339 + Penalty 2813.397355 = -730145.244983 nChanged 16 SP:Iteration 21Q (40336.880000 sec): 3 clusters Score: Raw -732963.462428 + Penalty 2813.397355 = -730150.065073 nChanged 19 SP:Iteration 22Q (40337.100000 sec): 3 clusters Score: Raw -732968.132914 + Penalty 2813.397355 = -730154.735558 nChanged 14 SP:Iteration 23Q (40337.260000 sec): 3 clusters Score: Raw -732973.548545 + Penalty 2813.397355 = -730160.151190 nChanged 19 SP:Iteration 24Q (40337.500000 sec): 3 clusters Score: Raw -732979.570656 + Penalty 2813.397355 = -730166.173301 nChanged 19 SP:Iteration 25Q (40337.700000 sec): 3 clusters Score: Raw -732983.720765 + Penalty 2813.397355 = -730170.323409 nChanged 15 SP:Iteration 26Q (40337.870000 sec): 3 clusters Score: Raw -732986.778078 + Penalty 2813.397355 = -730173.380723 nChanged 14 SP:Iteration 27Q (40338.120000 sec): 3 clusters Score: Raw -732990.163987 + Penalty 2813.397355 = -730176.766632 nChanged 16 SP:Iteration 28Q (40338.280000 sec): 3 clusters Score: Raw -732994.094913 + Penalty 2813.397355 = -730180.697558 nChanged 8 SP:Iteration 29Q (40338.520000 sec): 3 clusters Score: Raw -732997.010334 + Penalty 2813.397355 = -730183.612979 nChanged 11 SP:Iteration 30Q (40338.720000 sec): 3 clusters Score: Raw -732998.952165 + Penalty 2813.397355 = -730185.554809 nChanged 6 SP:Iteration 31Q (40338.880000 sec): 3 clusters Score: Raw -733000.184072 + Penalty 2813.397355 = -730186.786717 nChanged 7 SP:Iteration 32Q (40339.080000 sec): 3 clusters Score: Raw -733002.557342 + Penalty 2813.397355 = -730189.159987 nChanged 10 SP:Iteration 33Q (40339.260000 sec): 3 clusters Score: Raw -733005.217735 + Penalty 2813.397355 = -730191.820379 nChanged 12 SP:Iteration 34Q (40339.480000 sec): 3 clusters Score: Raw -733007.870418 + Penalty 2813.397355 = -730194.473063 nChanged 10 SP:Iteration 35Q (40339.640000 sec): 3 clusters Score: Raw -733009.481957 + Penalty 2813.397355 = -730196.084602 nChanged 6 SP:Iteration 36Q (40339.840000 sec): 3 clusters Score: Raw -733010.656258 + Penalty 2813.397355 = -730197.258903 nChanged 4 SP:Iteration 37Q (40340.030000 sec): 3 clusters Score: Raw -733011.395536 + Penalty 2813.397355 = -730197.998181 nChanged 2 SP:Iteration 38Q (40340.230000 sec): 3 clusters Score: Raw -733011.591682 + Penalty 2813.397355 = -730198.194327 nChanged 1 SP:Iteration 39Q (40340.390000 sec): 3 clusters Score: Raw -733011.948247 + Penalty 2813.397355 = -730198.550892 nChanged 3 SP:Iteration 40F (40340.560000 sec): 3 clusters Score: Raw -733012.601940 + Penalty 2813.397355 = -730199.204585 nChanged 6 SP:Iteration 41Q (40340.750000 sec): 3 clusters Score: Raw -733013.920273 + Penalty 2813.397355 = -730200.522918 nChanged 9 SP:Iteration 42Q (40340.930000 sec): 3 clusters Score: Raw -733015.810915 + Penalty 2813.397355 = -730202.413559 nChanged 3 SP:Iteration 43Q (40341.120000 sec): 3 clusters Score: Raw -733017.127739 + Penalty 2813.397355 = -730203.730384 nChanged 4 SP:Iteration 44Q (40341.330000 sec): 3 clusters Score: Raw -733017.983012 + Penalty 2813.397355 = -730204.585656 nChanged 5 SP:Iteration 45Q (40341.500000 sec): 3 clusters Score: Raw -733019.121860 + Penalty 2813.397355 = -730205.724505 nChanged 5 SP:Iteration 46Q (40341.700000 sec): 3 clusters Score: Raw -733019.967343 + Penalty 2813.397355 = -730206.569987 nChanged 5 SP:Iteration 47Q (40341.900000 sec): 3 clusters Score: Raw -733021.592638 + Penalty 2813.397355 = -730208.195283 nChanged 5 SP:Iteration 48Q (40342.060000 sec): 3 clusters Score: Raw -733022.748644 + Penalty 2813.397355 = -730209.351289 nChanged 6 SP:Iteration 49Q (40342.240000 sec): 3 clusters Score: Raw -733024.832070 + Penalty 2813.397355 = -730211.434715 nChanged 6 SP:Iteration 50Q (40342.450000 sec): 3 clusters Score: Raw -733025.916025 + Penalty 2813.397355 = -730212.518669 nChanged 3 SP:Iteration 51Q (40342.650000 sec): 3 clusters Score: Raw -733026.574554 + Penalty 2813.397355 = -730213.177198 nChanged 3 SP:Iteration 52Q (40342.840000 sec): 3 clusters Score: Raw -733027.147578 + Penalty 2813.397355 = -730213.750222 nChanged 1 SP:Iteration 53Q (40343.000000 sec): 3 clusters Score: Raw -733027.388221 + Penalty 2813.397355 = -730213.990866 nChanged 4 SP:Iteration 54Q (40343.210000 sec): 3 clusters Score: Raw -733027.920219 + Penalty 2813.397355 = -730214.522864 nChanged 2 SP:Iteration 55Q (40343.420000 sec): 3 clusters Score: Raw -733028.148471 + Penalty 2813.397355 = -730214.751116 nChanged 0 SP:Iteration 56F (40343.600000 sec): 3 clusters Score: Raw -733028.148471 + Penalty 2813.397355 = -730214.751116 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40343.720000 sec): 2 clusters Score: Raw -15110.271045 + Penalty 800.678724 = -14309.592321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40343.850000 sec): 3 clusters Score: Raw -15282.100556 + Penalty 1601.357448 = -13680.743108 nChanged 10 SP:Iteration 1F (40344.020000 sec): 3 clusters Score: Raw -15313.551483 + Penalty 1601.357448 = -13712.194035 nChanged 1 SP:Iteration 2Q (40344.210000 sec): 3 clusters Score: Raw -15318.464172 + Penalty 1601.357448 = -13717.106724 nChanged 1 SP:Iteration 3Q (40344.420000 sec): 3 clusters Score: Raw -15321.308517 + Penalty 1601.357448 = -13719.951069 nChanged 0 SP:Iteration 4F (40344.540000 sec): 3 clusters Score: Raw -15321.308517 + Penalty 1601.357448 = -13719.951069 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (16184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40344.720000 sec): 2 clusters Score: Raw -2057371.318768 + Penalty 1574.913987 = -2055796.404782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40345.000000 sec): 3 clusters Score: Raw -2047719.104703 + Penalty 3149.827973 = -2044569.276730 nChanged 7212 SP:Iteration 1F (40345.250000 sec): 3 clusters Score: Raw -2051658.085045 + Penalty 3149.827973 = -2048508.257072 nChanged 735 SP:Iteration 2Q (40345.510000 sec): 3 clusters Score: Raw -2051865.169662 + Penalty 3149.827973 = -2048715.341689 nChanged 606 SP:Iteration 3Q (40345.740000 sec): 3 clusters Score: Raw -2052041.755249 + Penalty 3149.827973 = -2048891.927276 nChanged 568 SP:Iteration 4Q (40345.970000 sec): 3 clusters Score: Raw -2052227.968951 + Penalty 3149.827973 = -2049078.140978 nChanged 580 SP:Iteration 5Q (40346.220000 sec): 3 clusters Score: Raw -2052423.550435 + Penalty 3149.827973 = -2049273.722462 nChanged 586 SP:Iteration 6Q (40346.440000 sec): 3 clusters Score: Raw -2052650.501333 + Penalty 3149.827973 = -2049500.673360 nChanged 668 SP:Iteration 7Q (40346.650000 sec): 3 clusters Score: Raw -2052974.886261 + Penalty 3149.827973 = -2049825.058288 nChanged 768 SP:Iteration 8Q (40346.920000 sec): 3 clusters Score: Raw -2053435.433042 + Penalty 3149.827973 = -2050285.605069 nChanged 879 SP:Iteration 9F (40347.150000 sec): 3 clusters Score: Raw -2054070.492617 + Penalty 3149.827973 = -2050920.664644 nChanged 922 SP:Iteration 10F (40347.380000 sec): 3 clusters Score: Raw -2054788.516481 + Penalty 3149.827973 = -2051638.688507 nChanged 877 SP:Iteration 11F (40347.620000 sec): 3 clusters Score: Raw -2055521.115366 + Penalty 3149.827973 = -2052371.287393 nChanged 748 SP:Iteration 12Q (40347.880000 sec): 3 clusters Score: Raw -2056087.724606 + Penalty 3149.827973 = -2052937.896633 nChanged 537 SP:Iteration 13Q (40348.140000 sec): 3 clusters Score: Raw -2056418.546751 + Penalty 3149.827973 = -2053268.718777 nChanged 379 SP:Iteration 14Q (40348.400000 sec): 3 clusters Score: Raw -2056599.678768 + Penalty 3149.827973 = -2053449.850795 nChanged 262 SP:Iteration 15Q (40348.680000 sec): 3 clusters Score: Raw -2056710.006559 + Penalty 3149.827973 = -2053560.178585 nChanged 214 SP:Iteration 16Q (40348.890000 sec): 3 clusters Score: Raw -2056796.925333 + Penalty 3149.827973 = -2053647.097360 nChanged 176 SP:Iteration 17Q (40349.140000 sec): 3 clusters Score: Raw -2056862.644496 + Penalty 3149.827973 = -2053712.816523 nChanged 152 SP:Iteration 18Q (40349.390000 sec): 3 clusters Score: Raw -2056916.314908 + Penalty 3149.827973 = -2053766.486935 nChanged 151 SP:Iteration 19Q (40349.630000 sec): 3 clusters Score: Raw -2056968.419999 + Penalty 3149.827973 = -2053818.592025 nChanged 137 SP:Iteration 20F (40349.890000 sec): 3 clusters Score: Raw -2057014.020598 + Penalty 3149.827973 = -2053864.192625 nChanged 129 SP:Iteration 21Q (40350.110000 sec): 3 clusters Score: Raw -2057063.673348 + Penalty 3149.827973 = -2053913.845375 nChanged 118 SP:Iteration 22Q (40350.410000 sec): 3 clusters Score: Raw -2057099.950026 + Penalty 3149.827973 = -2053950.122053 nChanged 104 SP:Iteration 23Q (40350.640000 sec): 3 clusters Score: Raw -2057132.806685 + Penalty 3149.827973 = -2053982.978712 nChanged 96 SP:Iteration 24Q (40350.830000 sec): 3 clusters Score: Raw -2057160.616853 + Penalty 3149.827973 = -2054010.788880 nChanged 95 SP:Iteration 25Q (40351.100000 sec): 3 clusters Score: Raw -2057189.974441 + Penalty 3149.827973 = -2054040.146468 nChanged 89 SP:Iteration 26Q (40351.330000 sec): 3 clusters Score: Raw -2057216.328055 + Penalty 3149.827973 = -2054066.500081 nChanged 82 SP:Iteration 27Q (40351.560000 sec): 3 clusters Score: Raw -2057239.962534 + Penalty 3149.827973 = -2054090.134561 nChanged 86 SP:Iteration 28Q (40351.760000 sec): 3 clusters Score: Raw -2057266.502806 + Penalty 3149.827973 = -2054116.674833 nChanged 79 SP:Iteration 29Q (40351.990000 sec): 3 clusters Score: Raw -2057290.296120 + Penalty 3149.827973 = -2054140.468147 nChanged 76 SP:Iteration 30Q (40352.220000 sec): 3 clusters Score: Raw -2057316.240120 + Penalty 3149.827973 = -2054166.412147 nChanged 61 SP:Iteration 31Q (40352.460000 sec): 3 clusters Score: Raw -2057335.858472 + Penalty 3149.827973 = -2054186.030499 nChanged 64 SP:Iteration 32Q (40352.650000 sec): 3 clusters Score: Raw -2057357.333979 + Penalty 3149.827973 = -2054207.506006 nChanged 78 SP:Iteration 33Q (40352.860000 sec): 3 clusters Score: Raw -2057384.711727 + Penalty 3149.827973 = -2054234.883754 nChanged 62 SP:Iteration 34Q (40353.140000 sec): 3 clusters Score: Raw -2057403.099805 + Penalty 3149.827973 = -2054253.271832 nChanged 58 SP:Iteration 35Q (40353.360000 sec): 3 clusters Score: Raw -2057419.797627 + Penalty 3149.827973 = -2054269.969654 nChanged 49 SP:Iteration 36Q (40353.590000 sec): 3 clusters Score: Raw -2057432.886155 + Penalty 3149.827973 = -2054283.058182 nChanged 51 SP:Iteration 37Q (40353.830000 sec): 3 clusters Score: Raw -2057448.893072 + Penalty 3149.827973 = -2054299.065099 nChanged 52 SP:Iteration 38Q (40354.060000 sec): 3 clusters Score: Raw -2057466.728927 + Penalty 3149.827973 = -2054316.900954 nChanged 50 SP:Iteration 39Q (40354.340000 sec): 3 clusters Score: Raw -2057482.390540 + Penalty 3149.827973 = -2054332.562567 nChanged 44 SP:Iteration 40F (40354.540000 sec): 3 clusters Score: Raw -2057497.799465 + Penalty 3149.827973 = -2054347.971492 nChanged 48 SP:Iteration 41Q (40354.780000 sec): 3 clusters Score: Raw -2057515.696485 + Penalty 3149.827973 = -2054365.868511 nChanged 54 SP:Iteration 42Q (40355.030000 sec): 3 clusters Score: Raw -2057536.895009 + Penalty 3149.827973 = -2054387.067036 nChanged 60 SP:Iteration 43Q (40355.270000 sec): 3 clusters Score: Raw -2057558.686744 + Penalty 3149.827973 = -2054408.858771 nChanged 44 SP:Iteration 44Q (40355.500000 sec): 3 clusters Score: Raw -2057580.656495 + Penalty 3149.827973 = -2054430.828522 nChanged 44 SP:Iteration 45Q (40355.740000 sec): 3 clusters Score: Raw -2057598.886897 + Penalty 3149.827973 = -2054449.058924 nChanged 36 SP:Iteration 46Q (40355.990000 sec): 3 clusters Score: Raw -2057609.270138 + Penalty 3149.827973 = -2054459.442165 nChanged 24 SP:Iteration 47Q (40356.200000 sec): 3 clusters Score: Raw -2057615.770133 + Penalty 3149.827973 = -2054465.942160 nChanged 19 SP:Iteration 48Q (40356.420000 sec): 3 clusters Score: Raw -2057621.107241 + Penalty 3149.827973 = -2054471.279268 nChanged 24 SP:Iteration 49Q (40356.690000 sec): 3 clusters Score: Raw -2057627.815893 + Penalty 3149.827973 = -2054477.987920 nChanged 22 SP:Iteration 50Q (40356.940000 sec): 3 clusters Score: Raw -2057633.835428 + Penalty 3149.827973 = -2054484.007455 nChanged 12 SP:Iteration 51Q (40357.170000 sec): 3 clusters Score: Raw -2057636.547073 + Penalty 3149.827973 = -2054486.719099 nChanged 8 SP:Iteration 52Q (40357.350000 sec): 3 clusters Score: Raw -2057638.720972 + Penalty 3149.827973 = -2054488.892999 nChanged 6 SP:Iteration 53Q (40357.550000 sec): 3 clusters Score: Raw -2057640.360126 + Penalty 3149.827973 = -2054490.532153 nChanged 6 SP:Iteration 54Q (40357.810000 sec): 3 clusters Score: Raw -2057641.644458 + Penalty 3149.827973 = -2054491.816485 nChanged 2 SP:Iteration 55Q (40358.020000 sec): 3 clusters Score: Raw -2057641.946004 + Penalty 3149.827973 = -2054492.118031 nChanged 0 SP:Iteration 56F (40358.260000 sec): 3 clusters Score: Raw -2057641.946004 + Penalty 3149.827973 = -2054492.118031 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40358.380000 sec): 2 clusters Score: Raw -62309.764498 + Penalty 1022.980725 = -61286.783773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40358.550000 sec): 3 clusters Score: Raw -62210.167221 + Penalty 2045.961450 = -60164.205771 nChanged 132 SP:Iteration 1F (40358.710000 sec): 3 clusters Score: Raw -62393.672061 + Penalty 2045.961450 = -60347.710610 nChanged 28 SP:Iteration 2F (40358.910000 sec): 3 clusters Score: Raw -62439.580102 + Penalty 2045.961450 = -60393.618652 nChanged 14 SP:Iteration 3Q (40359.060000 sec): 3 clusters Score: Raw -62467.532821 + Penalty 2045.961450 = -60421.571370 nChanged 12 SP:Iteration 4Q (40359.280000 sec): 3 clusters Score: Raw -62502.390736 + Penalty 2045.961450 = -60456.429285 nChanged 18 SP:Iteration 5Q (40359.430000 sec): 3 clusters Score: Raw -62549.373126 + Penalty 2045.961450 = -60503.411675 nChanged 7 SP:Iteration 6Q (40359.580000 sec): 3 clusters Score: Raw -62565.246963 + Penalty 2045.961450 = -60519.285513 nChanged 6 SP:Iteration 7Q (40359.820000 sec): 3 clusters Score: Raw -62575.602332 + Penalty 2045.961450 = -60529.640881 nChanged 3 SP:Iteration 8Q (40359.990000 sec): 3 clusters Score: Raw -62580.778509 + Penalty 2045.961450 = -60534.817059 nChanged 3 SP:Iteration 9Q (40360.110000 sec): 3 clusters Score: Raw -62585.999247 + Penalty 2045.961450 = -60540.037796 nChanged 3 SP:Iteration 10Q (40360.250000 sec): 3 clusters Score: Raw -62591.425846 + Penalty 2045.961450 = -60545.464396 nChanged 0 SP:Iteration 11F (40360.400000 sec): 3 clusters Score: Raw -62591.425846 + Penalty 2045.961450 = -60545.464396 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40360.540000 sec): 2 clusters Score: Raw -1162856.006810 + Penalty 1483.483676 = -1161372.523134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40360.720000 sec): 3 clusters Score: Raw -1157698.906768 + Penalty 2966.967353 = -1154731.939415 nChanged 3878 SP:Iteration 1F (40360.920000 sec): 3 clusters Score: Raw -1159747.745252 + Penalty 2966.967353 = -1156780.777899 nChanged 649 SP:Iteration 2F (40361.160000 sec): 3 clusters Score: Raw -1160130.639359 + Penalty 2966.967353 = -1157163.672006 nChanged 615 SP:Iteration 3F (40361.370000 sec): 3 clusters Score: Raw -1160518.689474 + Penalty 2966.967353 = -1157551.722121 nChanged 591 SP:Iteration 4F (40361.530000 sec): 3 clusters Score: Raw -1160928.261400 + Penalty 2966.967353 = -1157961.294047 nChanged 579 SP:Iteration 5F (40361.760000 sec): 3 clusters Score: Raw -1161396.423238 + Penalty 2966.967353 = -1158429.455885 nChanged 555 SP:Iteration 6F (40361.930000 sec): 3 clusters Score: Raw -1161885.881981 + Penalty 2966.967353 = -1158918.914628 nChanged 459 SP:Iteration 7Q (40362.070000 sec): 3 clusters Score: Raw -1162280.121711 + Penalty 2966.967353 = -1159313.154358 nChanged 330 SP:Iteration 8Q (40362.290000 sec): 3 clusters Score: Raw -1162539.965187 + Penalty 2966.967353 = -1159572.997834 nChanged 231 SP:Iteration 9Q (40362.490000 sec): 3 clusters Score: Raw -1162666.298836 + Penalty 2966.967353 = -1159699.331483 nChanged 126 SP:Iteration 10Q (40362.680000 sec): 3 clusters Score: Raw -1162728.525570 + Penalty 2966.967353 = -1159761.558217 nChanged 90 SP:Iteration 11Q (40362.870000 sec): 3 clusters Score: Raw -1162770.191914 + Penalty 2966.967353 = -1159803.224561 nChanged 72 SP:Iteration 12Q (40363.090000 sec): 3 clusters Score: Raw -1162801.699059 + Penalty 2966.967353 = -1159834.731706 nChanged 68 SP:Iteration 13Q (40363.290000 sec): 3 clusters Score: Raw -1162832.530246 + Penalty 2966.967353 = -1159865.562893 nChanged 73 SP:Iteration 14Q (40363.480000 sec): 3 clusters Score: Raw -1162865.123293 + Penalty 2966.967353 = -1159898.155940 nChanged 50 SP:Iteration 15Q (40363.690000 sec): 3 clusters Score: Raw -1162883.630292 + Penalty 2966.967353 = -1159916.662940 nChanged 46 SP:Iteration 16Q (40363.890000 sec): 3 clusters Score: Raw -1162907.082781 + Penalty 2966.967353 = -1159940.115428 nChanged 53 SP:Iteration 17Q (40364.110000 sec): 3 clusters Score: Raw -1162929.770854 + Penalty 2966.967353 = -1159962.803501 nChanged 45 SP:Iteration 18Q (40364.290000 sec): 3 clusters Score: Raw -1162946.231366 + Penalty 2966.967353 = -1159979.264013 nChanged 29 SP:Iteration 19Q (40364.480000 sec): 3 clusters Score: Raw -1162955.690251 + Penalty 2966.967353 = -1159988.722898 nChanged 26 SP:Iteration 20F (40364.660000 sec): 3 clusters Score: Raw -1162963.311948 + Penalty 2966.967353 = -1159996.344595 nChanged 20 SP:Iteration 21Q (40364.880000 sec): 3 clusters Score: Raw -1162969.190358 + Penalty 2966.967353 = -1160002.223005 nChanged 16 SP:Iteration 22Q (40365.080000 sec): 3 clusters Score: Raw -1162973.645744 + Penalty 2966.967353 = -1160006.678391 nChanged 6 SP:Iteration 23Q (40365.260000 sec): 3 clusters Score: Raw -1162975.195009 + Penalty 2966.967353 = -1160008.227657 nChanged 6 SP:Iteration 24Q (40365.440000 sec): 3 clusters Score: Raw -1162976.520666 + Penalty 2966.967353 = -1160009.553313 nChanged 6 SP:Iteration 25Q (40365.610000 sec): 3 clusters Score: Raw -1162977.970076 + Penalty 2966.967353 = -1160011.002723 nChanged 6 SP:Iteration 26Q (40365.850000 sec): 3 clusters Score: Raw -1162979.614128 + Penalty 2966.967353 = -1160012.646775 nChanged 7 SP:Iteration 27Q (40366.090000 sec): 3 clusters Score: Raw -1162981.702571 + Penalty 2966.967353 = -1160014.735218 nChanged 8 SP:Iteration 28Q (40366.280000 sec): 3 clusters Score: Raw -1162983.328935 + Penalty 2966.967353 = -1160016.361582 nChanged 5 SP:Iteration 29Q (40366.500000 sec): 3 clusters Score: Raw -1162984.320434 + Penalty 2966.967353 = -1160017.353081 nChanged 3 SP:Iteration 30Q (40366.680000 sec): 3 clusters Score: Raw -1162984.881643 + Penalty 2966.967353 = -1160017.914290 nChanged 2 SP:Iteration 31Q (40366.880000 sec): 3 clusters Score: Raw -1162985.220574 + Penalty 2966.967353 = -1160018.253221 nChanged 3 SP:Iteration 32Q (40367.110000 sec): 3 clusters Score: Raw -1162985.812593 + Penalty 2966.967353 = -1160018.845240 nChanged 2 SP:Iteration 33Q (40367.310000 sec): 3 clusters Score: Raw -1162986.294327 + Penalty 2966.967353 = -1160019.326974 nChanged 2 SP:Iteration 34Q (40367.550000 sec): 3 clusters Score: Raw -1162986.540334 + Penalty 2966.967353 = -1160019.572981 nChanged 3 SP:Iteration 35Q (40367.730000 sec): 3 clusters Score: Raw -1162987.105036 + Penalty 2966.967353 = -1160020.137684 nChanged 3 SP:Iteration 36Q (40367.960000 sec): 3 clusters Score: Raw -1162987.578305 + Penalty 2966.967353 = -1160020.610953 nChanged 4 SP:Iteration 37Q (40368.180000 sec): 3 clusters Score: Raw -1162988.273613 + Penalty 2966.967353 = -1160021.306260 nChanged 4 SP:Iteration 38Q (40368.380000 sec): 3 clusters Score: Raw -1162989.067154 + Penalty 2966.967353 = -1160022.099801 nChanged 3 SP:Iteration 39Q (40368.560000 sec): 3 clusters Score: Raw -1162989.638857 + Penalty 2966.967353 = -1160022.671504 nChanged 5 SP:Iteration 40F (40368.790000 sec): 3 clusters Score: Raw -1162990.610988 + Penalty 2966.967353 = -1160023.643635 nChanged 5 SP:Iteration 41Q (40368.990000 sec): 3 clusters Score: Raw -1162991.343361 + Penalty 2966.967353 = -1160024.376008 nChanged 5 SP:Iteration 42Q (40369.190000 sec): 3 clusters Score: Raw -1162992.055613 + Penalty 2966.967353 = -1160025.088260 nChanged 2 SP:Iteration 43Q (40369.400000 sec): 3 clusters Score: Raw -1162992.413704 + Penalty 2966.967353 = -1160025.446351 nChanged 0 SP:Iteration 44F (40369.620000 sec): 3 clusters Score: Raw -1162992.413704 + Penalty 2966.967353 = -1160025.446351 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (13856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40369.750000 sec): 2 clusters Score: Raw -1691184.125276 + Penalty 1549.676965 = -1689634.448311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40370.000000 sec): 3 clusters Score: Raw -1683041.632701 + Penalty 3099.353930 = -1679942.278771 nChanged 6061 SP:Iteration 1F (40370.200000 sec): 3 clusters Score: Raw -1686294.758764 + Penalty 3099.353930 = -1683195.404834 nChanged 673 SP:Iteration 2Q (40370.400000 sec): 3 clusters Score: Raw -1686520.406910 + Penalty 3099.353930 = -1683421.052980 nChanged 578 SP:Iteration 3Q (40370.630000 sec): 3 clusters Score: Raw -1686707.100012 + Penalty 3099.353930 = -1683607.746082 nChanged 530 SP:Iteration 4Q (40370.910000 sec): 3 clusters Score: Raw -1686895.797239 + Penalty 3099.353930 = -1683796.443309 nChanged 545 SP:Iteration 5Q (40371.220000 sec): 3 clusters Score: Raw -1687113.869421 + Penalty 3099.353930 = -1684014.515491 nChanged 581 SP:Iteration 6Q (40371.450000 sec): 3 clusters Score: Raw -1687383.331508 + Penalty 3099.353930 = -1684283.977578 nChanged 665 SP:Iteration 7Q (40371.730000 sec): 3 clusters Score: Raw -1687772.388909 + Penalty 3099.353930 = -1684673.034979 nChanged 767 SP:Iteration 8F (40371.990000 sec): 3 clusters Score: Raw -1688301.588821 + Penalty 3099.353930 = -1685202.234891 nChanged 865 SP:Iteration 9F (40372.220000 sec): 3 clusters Score: Raw -1689048.118491 + Penalty 3099.353930 = -1685948.764561 nChanged 870 SP:Iteration 10F (40372.500000 sec): 3 clusters Score: Raw -1689901.221332 + Penalty 3099.353930 = -1686801.867401 nChanged 791 SP:Iteration 11F (40372.690000 sec): 3 clusters Score: Raw -1690735.258114 + Penalty 3099.353930 = -1687635.904184 nChanged 614 SP:Iteration 12Q (40372.990000 sec): 3 clusters Score: Raw -1691319.365576 + Penalty 3099.353930 = -1688220.011646 nChanged 388 SP:Iteration 13Q (40373.240000 sec): 3 clusters Score: Raw -1691650.304805 + Penalty 3099.353930 = -1688550.950875 nChanged 269 SP:Iteration 14Q (40373.440000 sec): 3 clusters Score: Raw -1691827.518989 + Penalty 3099.353930 = -1688728.165059 nChanged 171 SP:Iteration 15Q (40373.690000 sec): 3 clusters Score: Raw -1691887.774811 + Penalty 3099.353930 = -1688788.420881 nChanged 89 SP:Iteration 16Q (40373.950000 sec): 3 clusters Score: Raw -1691914.361367 + Penalty 3099.353930 = -1688815.007437 nChanged 62 SP:Iteration 17Q (40374.150000 sec): 3 clusters Score: Raw -1691929.257128 + Penalty 3099.353930 = -1688829.903198 nChanged 48 SP:Iteration 18Q (40374.360000 sec): 3 clusters Score: Raw -1691938.756162 + Penalty 3099.353930 = -1688839.402232 nChanged 34 SP:Iteration 19Q (40374.630000 sec): 3 clusters Score: Raw -1691944.366652 + Penalty 3099.353930 = -1688845.012722 nChanged 18 SP:Iteration 20F (40374.870000 sec): 3 clusters Score: Raw -1691946.650105 + Penalty 3099.353930 = -1688847.296175 nChanged 15 SP:Iteration 21Q (40375.110000 sec): 3 clusters Score: Raw -1691948.853160 + Penalty 3099.353930 = -1688849.499230 nChanged 10 SP:Iteration 22Q (40375.340000 sec): 3 clusters Score: Raw -1691950.047269 + Penalty 3099.353930 = -1688850.693339 nChanged 12 SP:Iteration 23Q (40375.580000 sec): 3 clusters Score: Raw -1691951.331098 + Penalty 3099.353930 = -1688851.977168 nChanged 4 SP:Iteration 24Q (40375.770000 sec): 3 clusters Score: Raw -1691951.827258 + Penalty 3099.353930 = -1688852.473328 nChanged 3 SP:Iteration 25Q (40376.000000 sec): 3 clusters Score: Raw -1691952.055587 + Penalty 3099.353930 = -1688852.701657 nChanged 2 SP:Iteration 26Q (40376.270000 sec): 3 clusters Score: Raw -1691952.282522 + Penalty 3099.353930 = -1688852.928592 nChanged 2 SP:Iteration 27Q (40376.490000 sec): 3 clusters Score: Raw -1691952.548837 + Penalty 3099.353930 = -1688853.194907 nChanged 3 SP:Iteration 28Q (40376.730000 sec): 3 clusters Score: Raw -1691952.775047 + Penalty 3099.353930 = -1688853.421117 nChanged 1 SP:Iteration 29Q (40376.920000 sec): 3 clusters Score: Raw -1691952.842881 + Penalty 3099.353930 = -1688853.488951 nChanged 0 SP:Iteration 30F (40377.150000 sec): 3 clusters Score: Raw -1691952.842881 + Penalty 3099.353930 = -1688853.488951 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (30812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40377.370000 sec): 2 clusters Score: Raw -3762357.132756 + Penalty 1679.544669 = -3760677.588087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40377.730000 sec): 3 clusters Score: Raw -3743404.892801 + Penalty 3359.089339 = -3740045.803463 nChanged 14268 SP:Iteration 1F (40378.010000 sec): 3 clusters Score: Raw -3751254.440116 + Penalty 3359.089339 = -3747895.350778 nChanged 1507 SP:Iteration 2Q (40378.320000 sec): 3 clusters Score: Raw -3751828.858887 + Penalty 3359.089339 = -3748469.769548 nChanged 1608 SP:Iteration 3F (40378.650000 sec): 3 clusters Score: Raw -3752611.613026 + Penalty 3359.089339 = -3749252.523688 nChanged 2014 SP:Iteration 4F (40378.930000 sec): 3 clusters Score: Raw -3753901.658528 + Penalty 3359.089339 = -3750542.569189 nChanged 2440 SP:Iteration 5F (40379.230000 sec): 3 clusters Score: Raw -3755872.906406 + Penalty 3359.089339 = -3752513.817067 nChanged 2521 SP:Iteration 6F (40379.530000 sec): 3 clusters Score: Raw -3758297.507859 + Penalty 3359.089339 = -3754938.418521 nChanged 2033 SP:Iteration 7F (40379.830000 sec): 3 clusters Score: Raw -3760334.084236 + Penalty 3359.089339 = -3756974.994897 nChanged 1136 SP:Iteration 8Q (40380.120000 sec): 3 clusters Score: Raw -3761467.710320 + Penalty 3359.089339 = -3758108.620982 nChanged 512 SP:Iteration 9Q (40380.390000 sec): 3 clusters Score: Raw -3762048.900001 + Penalty 3359.089339 = -3758689.810662 nChanged 216 SP:Iteration 10Q (40380.690000 sec): 3 clusters Score: Raw -3762375.686235 + Penalty 3359.089339 = -3759016.596897 nChanged 145 SP:Iteration 11Q (40380.980000 sec): 3 clusters Score: Raw -3762542.809834 + Penalty 3359.089339 = -3759183.720495 nChanged 99 SP:Iteration 12Q (40381.260000 sec): 3 clusters Score: Raw -3762622.585809 + Penalty 3359.089339 = -3759263.496470 nChanged 73 SP:Iteration 13Q (40381.550000 sec): 3 clusters Score: Raw -3762680.270413 + Penalty 3359.089339 = -3759321.181074 nChanged 63 SP:Iteration 14Q (40381.840000 sec): 3 clusters Score: Raw -3762722.287327 + Penalty 3359.089339 = -3759363.197988 nChanged 52 SP:Iteration 15Q (40382.110000 sec): 3 clusters Score: Raw -3762753.184534 + Penalty 3359.089339 = -3759394.095195 nChanged 53 SP:Iteration 16Q (40382.380000 sec): 3 clusters Score: Raw -3762777.884059 + Penalty 3359.089339 = -3759418.794720 nChanged 38 SP:Iteration 17Q (40382.690000 sec): 3 clusters Score: Raw -3762794.276218 + Penalty 3359.089339 = -3759435.186879 nChanged 19 SP:Iteration 18Q (40383.000000 sec): 3 clusters Score: Raw -3762801.139146 + Penalty 3359.089339 = -3759442.049808 nChanged 16 SP:Iteration 19Q (40383.280000 sec): 3 clusters Score: Raw -3762807.979235 + Penalty 3359.089339 = -3759448.889896 nChanged 16 SP:Iteration 20F (40383.630000 sec): 3 clusters Score: Raw -3762814.145060 + Penalty 3359.089339 = -3759455.055722 nChanged 16 SP:Iteration 21Q (40383.900000 sec): 3 clusters Score: Raw -3762819.587441 + Penalty 3359.089339 = -3759460.498103 nChanged 9 SP:Iteration 22Q (40384.190000 sec): 3 clusters Score: Raw -3762822.062853 + Penalty 3359.089339 = -3759462.973514 nChanged 10 SP:Iteration 23Q (40384.460000 sec): 3 clusters Score: Raw -3762825.416328 + Penalty 3359.089339 = -3759466.326989 nChanged 12 SP:Iteration 24Q (40384.800000 sec): 3 clusters Score: Raw -3762829.298057 + Penalty 3359.089339 = -3759470.208718 nChanged 6 SP:Iteration 25Q (40385.120000 sec): 3 clusters Score: Raw -3762831.633653 + Penalty 3359.089339 = -3759472.544314 nChanged 7 SP:Iteration 26Q (40385.400000 sec): 3 clusters Score: Raw -3762834.027375 + Penalty 3359.089339 = -3759474.938037 nChanged 7 SP:Iteration 27Q (40385.670000 sec): 3 clusters Score: Raw -3762836.047598 + Penalty 3359.089339 = -3759476.958259 nChanged 4 SP:Iteration 28Q (40385.940000 sec): 3 clusters Score: Raw -3762837.743791 + Penalty 3359.089339 = -3759478.654452 nChanged 4 SP:Iteration 29Q (40386.210000 sec): 3 clusters Score: Raw -3762838.816227 + Penalty 3359.089339 = -3759479.726888 nChanged 7 SP:Iteration 30Q (40386.480000 sec): 3 clusters Score: Raw -3762841.679275 + Penalty 3359.089339 = -3759482.589937 nChanged 10 SP:Iteration 31Q (40386.780000 sec): 3 clusters Score: Raw -3762845.446714 + Penalty 3359.089339 = -3759486.357376 nChanged 9 SP:Iteration 32Q (40387.070000 sec): 3 clusters Score: Raw -3762848.582211 + Penalty 3359.089339 = -3759489.492873 nChanged 12 SP:Iteration 33Q (40387.380000 sec): 3 clusters Score: Raw -3762853.876206 + Penalty 3359.089339 = -3759494.786868 nChanged 9 SP:Iteration 34Q (40387.640000 sec): 3 clusters Score: Raw -3762856.984816 + Penalty 3359.089339 = -3759497.895477 nChanged 11 SP:Iteration 35Q (40387.950000 sec): 3 clusters Score: Raw -3762860.381034 + Penalty 3359.089339 = -3759501.291695 nChanged 10 SP:Iteration 36Q (40388.190000 sec): 3 clusters Score: Raw -3762863.957740 + Penalty 3359.089339 = -3759504.868401 nChanged 8 SP:Iteration 37Q (40388.510000 sec): 3 clusters Score: Raw -3762866.630178 + Penalty 3359.089339 = -3759507.540839 nChanged 8 SP:Iteration 38Q (40388.770000 sec): 3 clusters Score: Raw -3762868.537245 + Penalty 3359.089339 = -3759509.447906 nChanged 8 SP:Iteration 39Q (40389.030000 sec): 3 clusters Score: Raw -3762871.162844 + Penalty 3359.089339 = -3759512.073505 nChanged 4 SP:Iteration 40F (40389.380000 sec): 3 clusters Score: Raw -3762872.684220 + Penalty 3359.089339 = -3759513.594881 nChanged 8 SP:Iteration 41Q (40389.660000 sec): 3 clusters Score: Raw -3762875.663110 + Penalty 3359.089339 = -3759516.573771 nChanged 8 SP:Iteration 42Q (40389.930000 sec): 3 clusters Score: Raw -3762877.418717 + Penalty 3359.089339 = -3759518.329378 nChanged 6 SP:Iteration 43Q (40390.190000 sec): 3 clusters Score: Raw -3762878.829315 + Penalty 3359.089339 = -3759519.739976 nChanged 6 SP:Iteration 44Q (40390.450000 sec): 3 clusters Score: Raw -3762880.726032 + Penalty 3359.089339 = -3759521.636693 nChanged 8 SP:Iteration 45Q (40390.770000 sec): 3 clusters Score: Raw -3762882.689273 + Penalty 3359.089339 = -3759523.599935 nChanged 5 SP:Iteration 46Q (40391.100000 sec): 3 clusters Score: Raw -3762884.521110 + Penalty 3359.089339 = -3759525.431771 nChanged 4 SP:Iteration 47Q (40391.370000 sec): 3 clusters Score: Raw -3762885.476276 + Penalty 3359.089339 = -3759526.386937 nChanged 1 SP:Iteration 48Q (40391.670000 sec): 3 clusters Score: Raw -3762885.762000 + Penalty 3359.089339 = -3759526.672661 nChanged 1 SP:Iteration 49Q (40391.950000 sec): 3 clusters Score: Raw -3762885.994633 + Penalty 3359.089339 = -3759526.905294 nChanged 0 SP:Iteration 50F (40392.230000 sec): 3 clusters Score: Raw -3762885.994633 + Penalty 3359.089339 = -3759526.905294 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40392.380000 sec): 2 clusters Score: Raw -179908.768503 + Penalty 1187.202255 = -178721.566248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40392.550000 sec): 3 clusters Score: Raw -179318.142882 + Penalty 2374.404511 = -176943.738372 nChanged 496 SP:Iteration 1F (40392.750000 sec): 3 clusters Score: Raw -179650.530862 + Penalty 2374.404511 = -177276.126352 nChanged 114 SP:Iteration 2F (40392.900000 sec): 3 clusters Score: Raw -179741.586257 + Penalty 2374.404511 = -177367.181747 nChanged 58 SP:Iteration 3Q (40393.090000 sec): 3 clusters Score: Raw -179786.933739 + Penalty 2374.404511 = -177412.529229 nChanged 44 SP:Iteration 4Q (40393.270000 sec): 3 clusters Score: Raw -179818.189401 + Penalty 2374.404511 = -177443.784890 nChanged 32 SP:Iteration 5Q (40393.470000 sec): 3 clusters Score: Raw -179837.546784 + Penalty 2374.404511 = -177463.142274 nChanged 24 SP:Iteration 6Q (40393.680000 sec): 3 clusters Score: Raw -179850.773378 + Penalty 2374.404511 = -177476.368868 nChanged 18 SP:Iteration 7Q (40393.850000 sec): 3 clusters Score: Raw -179861.365300 + Penalty 2374.404511 = -177486.960790 nChanged 16 SP:Iteration 8Q (40394.040000 sec): 3 clusters Score: Raw -179868.281366 + Penalty 2374.404511 = -177493.876855 nChanged 10 SP:Iteration 9Q (40394.180000 sec): 3 clusters Score: Raw -179873.985298 + Penalty 2374.404511 = -177499.580788 nChanged 7 SP:Iteration 10Q (40394.370000 sec): 3 clusters Score: Raw -179877.457944 + Penalty 2374.404511 = -177503.053433 nChanged 7 SP:Iteration 11Q (40394.530000 sec): 3 clusters Score: Raw -179881.377275 + Penalty 2374.404511 = -177506.972764 nChanged 5 SP:Iteration 12Q (40394.690000 sec): 3 clusters Score: Raw -179883.742025 + Penalty 2374.404511 = -177509.337514 nChanged 6 SP:Iteration 13Q (40394.870000 sec): 3 clusters Score: Raw -179886.321410 + Penalty 2374.404511 = -177511.916899 nChanged 7 SP:Iteration 14Q (40395.080000 sec): 3 clusters Score: Raw -179889.559032 + Penalty 2374.404511 = -177515.154522 nChanged 12 SP:Iteration 15Q (40395.220000 sec): 3 clusters Score: Raw -179896.483491 + Penalty 2374.404511 = -177522.078981 nChanged 11 SP:Iteration 16Q (40395.440000 sec): 3 clusters Score: Raw -179901.631176 + Penalty 2374.404511 = -177527.226666 nChanged 7 SP:Iteration 17Q (40395.570000 sec): 3 clusters Score: Raw -179904.983467 + Penalty 2374.404511 = -177530.578956 nChanged 10 SP:Iteration 18Q (40395.770000 sec): 3 clusters Score: Raw -179909.041892 + Penalty 2374.404511 = -177534.637381 nChanged 5 SP:Iteration 19Q (40395.940000 sec): 3 clusters Score: Raw -179911.235453 + Penalty 2374.404511 = -177536.830943 nChanged 4 SP:Iteration 20F (40396.100000 sec): 3 clusters Score: Raw -179913.732246 + Penalty 2374.404511 = -177539.327736 nChanged 2 SP:Iteration 21Q (40396.280000 sec): 3 clusters Score: Raw -179914.333146 + Penalty 2374.404511 = -177539.928635 nChanged 1 SP:Iteration 22Q (40396.440000 sec): 3 clusters Score: Raw -179914.669918 + Penalty 2374.404511 = -177540.265407 nChanged 1 SP:Iteration 23Q (40396.620000 sec): 3 clusters Score: Raw -179914.843412 + Penalty 2374.404511 = -177540.438901 nChanged 1 SP:Iteration 24Q (40396.780000 sec): 3 clusters Score: Raw -179915.046199 + Penalty 2374.404511 = -177540.641689 nChanged 2 SP:Iteration 25Q (40396.950000 sec): 3 clusters Score: Raw -179915.550363 + Penalty 2374.404511 = -177541.145852 nChanged 2 SP:Iteration 26Q (40397.160000 sec): 3 clusters Score: Raw -179916.897221 + Penalty 2374.404511 = -177542.492711 nChanged 2 SP:Iteration 27Q (40397.320000 sec): 3 clusters Score: Raw -179917.978027 + Penalty 2374.404511 = -177543.573516 nChanged 0 SP:Iteration 28F (40397.470000 sec): 3 clusters Score: Raw -179917.978027 + Penalty 2374.404511 = -177543.573516 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40397.550000 sec): 2 clusters Score: Raw -14819.177904 + Penalty 804.173482 = -14015.004422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40397.730000 sec): 3 clusters Score: Raw -14949.891445 + Penalty 1608.346964 = -13341.544481 nChanged 16 SP:Iteration 1F (40397.940000 sec): 3 clusters Score: Raw -15015.175047 + Penalty 1608.346964 = -13406.828082 nChanged 2 SP:Iteration 2Q (40398.080000 sec): 3 clusters Score: Raw -15021.327237 + Penalty 1608.346964 = -13412.980272 nChanged 1 SP:Iteration 3Q (40398.270000 sec): 3 clusters Score: Raw -15022.694670 + Penalty 1608.346964 = -13414.347706 nChanged 0 SP:Iteration 4F (40398.440000 sec): 3 clusters Score: Raw -15022.694670 + Penalty 1608.346964 = -13414.347706 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 22 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40398.550000 sec): 2 clusters Score: Raw -70433.135545 + Penalty 1045.874435 = -69387.261110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40398.710000 sec): 3 clusters Score: Raw -70309.188999 + Penalty 2091.748870 = -68217.440129 nChanged 151 SP:Iteration 1F (40398.900000 sec): 3 clusters Score: Raw -70493.124316 + Penalty 2091.748870 = -68401.375446 nChanged 41 SP:Iteration 2F (40399.020000 sec): 3 clusters Score: Raw -70573.176408 + Penalty 2091.748870 = -68481.427539 nChanged 27 SP:Iteration 3Q (40399.200000 sec): 3 clusters Score: Raw -70638.616166 + Penalty 2091.748870 = -68546.867296 nChanged 23 SP:Iteration 4Q (40399.370000 sec): 3 clusters Score: Raw -70683.268505 + Penalty 2091.748870 = -68591.519636 nChanged 16 SP:Iteration 5Q (40399.560000 sec): 3 clusters Score: Raw -70720.110321 + Penalty 2091.748870 = -68628.361451 nChanged 17 SP:Iteration 6Q (40399.770000 sec): 3 clusters Score: Raw -70756.261154 + Penalty 2091.748870 = -68664.512284 nChanged 13 SP:Iteration 7Q (40399.900000 sec): 3 clusters Score: Raw -70780.002831 + Penalty 2091.748870 = -68688.253961 nChanged 12 SP:Iteration 8Q (40400.060000 sec): 3 clusters Score: Raw -70801.583919 + Penalty 2091.748870 = -68709.835049 nChanged 9 SP:Iteration 9Q (40400.240000 sec): 3 clusters Score: Raw -70819.095598 + Penalty 2091.748870 = -68727.346728 nChanged 12 SP:Iteration 10Q (40400.390000 sec): 3 clusters Score: Raw -70847.418997 + Penalty 2091.748870 = -68755.670128 nChanged 5 SP:Iteration 11Q (40400.550000 sec): 3 clusters Score: Raw -70857.186038 + Penalty 2091.748870 = -68765.437169 nChanged 4 SP:Iteration 12Q (40400.740000 sec): 3 clusters Score: Raw -70866.026602 + Penalty 2091.748870 = -68774.277732 nChanged 4 SP:Iteration 13Q (40400.920000 sec): 3 clusters Score: Raw -70871.892903 + Penalty 2091.748870 = -68780.144033 nChanged 3 SP:Iteration 14Q (40401.110000 sec): 3 clusters Score: Raw -70875.860400 + Penalty 2091.748870 = -68784.111530 nChanged 0 SP:Iteration 15F (40401.300000 sec): 3 clusters Score: Raw -70875.860400 + Penalty 2091.748870 = -68784.111530 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40401.400000 sec): 2 clusters Score: Raw -28352.486123 + Penalty 902.355933 = -27450.130190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40401.580000 sec): 3 clusters Score: Raw -28394.176222 + Penalty 1804.711865 = -26589.464357 nChanged 42 SP:Iteration 1F (40401.730000 sec): 3 clusters Score: Raw -28490.462222 + Penalty 1804.711865 = -26685.750357 nChanged 11 SP:Iteration 2Q (40401.900000 sec): 3 clusters Score: Raw -28525.741646 + Penalty 1804.711865 = -26721.029781 nChanged 6 SP:Iteration 3Q (40402.070000 sec): 3 clusters Score: Raw -28539.394724 + Penalty 1804.711865 = -26734.682859 nChanged 0 SP:Iteration 4F (40402.280000 sec): 3 clusters Score: Raw -28539.394724 + Penalty 1804.711865 = -26734.682859 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40402.340000 sec): 2 clusters Score: Raw -24198.338629 + Penalty 871.209977 = -23327.128652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40402.570000 sec): 3 clusters Score: Raw -24271.441570 + Penalty 1742.419954 = -22529.021616 nChanged 29 SP:Iteration 1F (40402.720000 sec): 3 clusters Score: Raw -24370.110522 + Penalty 1742.419954 = -22627.690568 nChanged 10 SP:Iteration 2Q (40402.900000 sec): 3 clusters Score: Raw -24470.994028 + Penalty 1742.419954 = -22728.574074 nChanged 4 SP:Iteration 3Q (40403.040000 sec): 3 clusters Score: Raw -24491.559903 + Penalty 1742.419954 = -22749.139949 nChanged 1 SP:Iteration 4Q (40403.240000 sec): 3 clusters Score: Raw -24492.300370 + Penalty 1742.419954 = -22749.880416 nChanged 0 SP:Iteration 5F (40403.400000 sec): 3 clusters Score: Raw -24492.300370 + Penalty 1742.419954 = -22749.880416 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40403.500000 sec): 2 clusters Score: Raw -20860.896731 + Penalty 846.541500 = -20014.355231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40403.700000 sec): 3 clusters Score: Raw -20930.248890 + Penalty 1693.083000 = -19237.165891 nChanged 15 SP:Iteration 1F (40403.860000 sec): 3 clusters Score: Raw -20983.195194 + Penalty 1693.083000 = -19290.112194 nChanged 3 SP:Iteration 2Q (40404.050000 sec): 3 clusters Score: Raw -20994.206080 + Penalty 1693.083000 = -19301.123080 nChanged 2 SP:Iteration 3Q (40404.200000 sec): 3 clusters Score: Raw -21006.310603 + Penalty 1693.083000 = -19313.227603 nChanged 2 SP:Iteration 4Q (40404.400000 sec): 3 clusters Score: Raw -21014.916285 + Penalty 1693.083000 = -19321.833285 nChanged 2 SP:Iteration 5Q (40404.550000 sec): 3 clusters Score: Raw -21028.004361 + Penalty 1693.083000 = -19334.921361 nChanged 2 SP:Iteration 6Q (40404.760000 sec): 3 clusters Score: Raw -21064.643909 + Penalty 1693.083000 = -19371.560910 nChanged 4 SP:Iteration 7Q (40404.920000 sec): 3 clusters Score: Raw -21105.514103 + Penalty 1693.083000 = -19412.431103 nChanged 2 SP:Iteration 8Q (40405.140000 sec): 3 clusters Score: Raw -21111.694095 + Penalty 1693.083000 = -19418.611096 nChanged 2 SP:Iteration 9Q (40405.300000 sec): 3 clusters Score: Raw -21116.338110 + Penalty 1693.083000 = -19423.255111 nChanged 1 SP:Iteration 10Q (40405.460000 sec): 3 clusters Score: Raw -21118.608568 + Penalty 1693.083000 = -19425.525568 nChanged 1 SP:Iteration 11Q (40405.640000 sec): 3 clusters Score: Raw -21122.187456 + Penalty 1693.083000 = -19429.104456 nChanged 0 SP:Iteration 12F (40405.820000 sec): 3 clusters Score: Raw -21122.187456 + Penalty 1693.083000 = -19429.104456 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40405.930000 sec): 2 clusters Score: Raw -23671.050983 + Penalty 874.233320 = -22796.817663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40406.090000 sec): 3 clusters Score: Raw -23781.688852 + Penalty 1748.466640 = -22033.222212 nChanged 32 SP:Iteration 1F (40406.270000 sec): 3 clusters Score: Raw -23897.039654 + Penalty 1748.466640 = -22148.573014 nChanged 8 SP:Iteration 2Q (40406.450000 sec): 3 clusters Score: Raw -23924.174474 + Penalty 1748.466640 = -22175.707834 nChanged 2 SP:Iteration 3Q (40406.600000 sec): 3 clusters Score: Raw -23930.892722 + Penalty 1748.466640 = -22182.426082 nChanged 2 SP:Iteration 4Q (40406.790000 sec): 3 clusters Score: Raw -23939.894751 + Penalty 1748.466640 = -22191.428111 nChanged 1 SP:Iteration 5Q (40406.970000 sec): 3 clusters Score: Raw -23942.193735 + Penalty 1748.466640 = -22193.727095 nChanged 0 SP:Iteration 6F (40407.160000 sec): 3 clusters Score: Raw -23942.193735 + Penalty 1748.466640 = -22193.727095 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 27 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40407.210000 sec): 2 clusters Score: Raw -68004.443343 + Penalty 1040.041835 = -66964.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40407.400000 sec): 3 clusters Score: Raw -67894.789749 + Penalty 2080.083670 = -65814.706080 nChanged 125 SP:Iteration 1F (40407.580000 sec): 3 clusters Score: Raw -68063.034034 + Penalty 2080.083670 = -65982.950365 nChanged 40 SP:Iteration 2F (40407.770000 sec): 3 clusters Score: Raw -68146.297982 + Penalty 2080.083670 = -66066.214312 nChanged 27 SP:Iteration 3Q (40407.940000 sec): 3 clusters Score: Raw -68208.319103 + Penalty 2080.083670 = -66128.235433 nChanged 25 SP:Iteration 4Q (40408.110000 sec): 3 clusters Score: Raw -68252.642231 + Penalty 2080.083670 = -66172.558561 nChanged 13 SP:Iteration 5Q (40408.260000 sec): 3 clusters Score: Raw -68270.162580 + Penalty 2080.083670 = -66190.078910 nChanged 13 SP:Iteration 6Q (40408.450000 sec): 3 clusters Score: Raw -68290.403209 + Penalty 2080.083670 = -66210.319539 nChanged 12 SP:Iteration 7Q (40408.640000 sec): 3 clusters Score: Raw -68307.310029 + Penalty 2080.083670 = -66227.226359 nChanged 12 SP:Iteration 8Q (40408.780000 sec): 3 clusters Score: Raw -68328.870361 + Penalty 2080.083670 = -66248.786692 nChanged 6 SP:Iteration 9Q (40408.960000 sec): 3 clusters Score: Raw -68340.580872 + Penalty 2080.083670 = -66260.497202 nChanged 9 SP:Iteration 10Q (40409.100000 sec): 3 clusters Score: Raw -68353.605151 + Penalty 2080.083670 = -66273.521481 nChanged 6 SP:Iteration 11Q (40409.270000 sec): 3 clusters Score: Raw -68368.145766 + Penalty 2080.083670 = -66288.062096 nChanged 9 SP:Iteration 12Q (40409.440000 sec): 3 clusters Score: Raw -68383.305865 + Penalty 2080.083670 = -66303.222196 nChanged 6 SP:Iteration 13Q (40409.620000 sec): 3 clusters Score: Raw -68397.370392 + Penalty 2080.083670 = -66317.286723 nChanged 5 SP:Iteration 14Q (40409.830000 sec): 3 clusters Score: Raw -68403.193752 + Penalty 2080.083670 = -66323.110083 nChanged 4 SP:Iteration 15Q (40409.980000 sec): 3 clusters Score: Raw -68411.298829 + Penalty 2080.083670 = -66331.215159 nChanged 6 SP:Iteration 16Q (40410.150000 sec): 3 clusters Score: Raw -68420.558666 + Penalty 2080.083670 = -66340.474997 nChanged 0 SP:Iteration 17F (40410.370000 sec): 3 clusters Score: Raw -68420.558666 + Penalty 2080.083670 = -66340.474997 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 28 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40410.460000 sec): 2 clusters Score: Raw -37270.785386 + Penalty 945.280563 = -36325.504822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40410.640000 sec): 3 clusters Score: Raw -37277.942214 + Penalty 1890.561127 = -35387.381087 nChanged 68 SP:Iteration 1F (40410.810000 sec): 3 clusters Score: Raw -37395.588793 + Penalty 1890.561127 = -35505.027666 nChanged 10 SP:Iteration 2Q (40410.960000 sec): 3 clusters Score: Raw -37421.445634 + Penalty 1890.561127 = -35530.884507 nChanged 6 SP:Iteration 3Q (40411.180000 sec): 3 clusters Score: Raw -37431.726833 + Penalty 1890.561127 = -35541.165706 nChanged 5 SP:Iteration 4Q (40411.360000 sec): 3 clusters Score: Raw -37443.049893 + Penalty 1890.561127 = -35552.488766 nChanged 5 SP:Iteration 5Q (40411.530000 sec): 3 clusters Score: Raw -37463.709557 + Penalty 1890.561127 = -35573.148430 nChanged 5 SP:Iteration 6Q (40411.720000 sec): 3 clusters Score: Raw -37474.513364 + Penalty 1890.561127 = -35583.952237 nChanged 5 SP:Iteration 7Q (40411.880000 sec): 3 clusters Score: Raw -37495.432505 + Penalty 1890.561127 = -35604.871378 nChanged 5 SP:Iteration 8Q (40412.040000 sec): 3 clusters Score: Raw -37503.960754 + Penalty 1890.561127 = -35613.399627 nChanged 1 SP:Iteration 9Q (40412.150000 sec): 3 clusters Score: Raw -37507.595664 + Penalty 1890.561127 = -35617.034537 nChanged 0 SP:Iteration 10F (40412.290000 sec): 3 clusters Score: Raw -37507.595664 + Penalty 1890.561127 = -35617.034537 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 29 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40412.390000 sec): 2 clusters Score: Raw -72913.639403 + Penalty 1049.225069 = -71864.414334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40412.580000 sec): 3 clusters Score: Raw -72788.493708 + Penalty 2098.450138 = -70690.043570 nChanged 160 SP:Iteration 1F (40412.720000 sec): 3 clusters Score: Raw -72928.578251 + Penalty 2098.450138 = -70830.128113 nChanged 36 SP:Iteration 2F (40412.900000 sec): 3 clusters Score: Raw -72979.257909 + Penalty 2098.450138 = -70880.807771 nChanged 13 SP:Iteration 3Q (40413.070000 sec): 3 clusters Score: Raw -72997.296230 + Penalty 2098.450138 = -70898.846092 nChanged 10 SP:Iteration 4Q (40413.260000 sec): 3 clusters Score: Raw -73010.120995 + Penalty 2098.450138 = -70911.670857 nChanged 5 SP:Iteration 5Q (40413.440000 sec): 3 clusters Score: Raw -73014.930055 + Penalty 2098.450138 = -70916.479916 nChanged 3 SP:Iteration 6Q (40413.610000 sec): 3 clusters Score: Raw -73022.318900 + Penalty 2098.450138 = -70923.868762 nChanged 5 SP:Iteration 7Q (40413.760000 sec): 3 clusters Score: Raw -73030.130409 + Penalty 2098.450138 = -70931.680271 nChanged 4 SP:Iteration 8Q (40413.940000 sec): 3 clusters Score: Raw -73035.459734 + Penalty 2098.450138 = -70937.009596 nChanged 3 SP:Iteration 9Q (40414.110000 sec): 3 clusters Score: Raw -73039.034393 + Penalty 2098.450138 = -70940.584255 nChanged 1 SP:Iteration 10Q (40414.290000 sec): 3 clusters Score: Raw -73039.438009 + Penalty 2098.450138 = -70940.987871 nChanged 0 SP:Iteration 11F (40414.470000 sec): 3 clusters Score: Raw -73039.438009 + Penalty 2098.450138 = -70940.987871 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 30 (932400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40418.320000 sec): 2 clusters Score: Raw -114352903.536941 + Penalty 2233.646543 = -114350669.890398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40422.660000 sec): 3 clusters Score: Raw -113719823.624143 + Penalty 4467.293085 = -113715356.331058 nChanged 458764 SP:Iteration 1F (40427.140000 sec): 3 clusters Score: Raw -113998604.200186 + Penalty 4467.293085 = -113994136.907101 nChanged 19095 SP:Iteration 2Q (40432.130000 sec): 3 clusters Score: Raw -114001683.830665 + Penalty 4467.293085 = -113997216.537579 nChanged 22862 SP:Iteration 3Q (40436.650000 sec): 3 clusters Score: Raw -114006259.132477 + Penalty 4467.293085 = -114001791.839391 nChanged 28272 SP:Iteration 4Q (40441.320000 sec): 3 clusters Score: Raw -114013724.846114 + Penalty 4467.293085 = -114009257.553029 nChanged 37211 SP:Iteration 5Q (40445.950000 sec): 3 clusters Score: Raw -114027132.533128 + Penalty 4467.293085 = -114022665.240042 nChanged 49196 SP:Iteration 6F (40450.050000 sec): 3 clusters Score: Raw -114052085.613483 + Penalty 4467.293085 = -114047618.320398 nChanged 65024 SP:Iteration 7F (40454.290000 sec): 3 clusters Score: Raw -114097139.432007 + Penalty 4467.293085 = -114092672.138922 nChanged 77782 SP:Iteration 8F (40458.410000 sec): 3 clusters Score: Raw -114165198.206592 + Penalty 4467.293085 = -114160730.913506 nChanged 75579 SP:Iteration 9F (40462.660000 sec): 3 clusters Score: Raw -114239637.710961 + Penalty 4467.293085 = -114235170.417875 nChanged 55111 SP:Iteration 10F (40467.010000 sec): 3 clusters Score: Raw -114294619.076389 + Penalty 4467.293085 = -114290151.783304 nChanged 31816 SP:Iteration 11Q (40471.450000 sec): 3 clusters Score: Raw -114325050.106230 + Penalty 4467.293085 = -114320582.813144 nChanged 16954 SP:Iteration 12Q (40475.310000 sec): 3 clusters Score: Raw -114340391.848391 + Penalty 4467.293085 = -114335924.555305 nChanged 8714 SP:Iteration 13Q (40479.650000 sec): 3 clusters Score: Raw -114347514.144188 + Penalty 4467.293085 = -114343046.851102 nChanged 4560 SP:Iteration 14Q (40483.980000 sec): 3 clusters Score: Raw -114350716.768594 + Penalty 4467.293085 = -114346249.475508 nChanged 2519 SP:Iteration 15Q (40488.160000 sec): 3 clusters Score: Raw -114352252.369537 + Penalty 4467.293085 = -114347785.076451 nChanged 1534 SP:Iteration 16Q (40492.270000 sec): 3 clusters Score: Raw -114353070.522877 + Penalty 4467.293085 = -114348603.229792 nChanged 1006 SP:Iteration 17Q (40496.740000 sec): 3 clusters Score: Raw -114353550.971233 + Penalty 4467.293085 = -114349083.678147 nChanged 629 SP:Iteration 18Q (40501.190000 sec): 3 clusters Score: Raw -114353799.792530 + Penalty 4467.293085 = -114349332.499445 nChanged 443 SP:Iteration 19Q (40505.780000 sec): 3 clusters Score: Raw -114353938.059211 + Penalty 4467.293085 = -114349470.766126 nChanged 293 SP:Iteration 20F (40510.630000 sec): 3 clusters Score: Raw -114354014.902634 + Penalty 4467.293085 = -114349547.609548 nChanged 221 SP:Iteration 21Q (40515.580000 sec): 3 clusters Score: Raw -114354066.412815 + Penalty 4467.293085 = -114349599.119729 nChanged 173 SP:Iteration 22Q (40519.360000 sec): 3 clusters Score: Raw -114354106.211134 + Penalty 4467.293085 = -114349638.918048 nChanged 148 SP:Iteration 23Q (40523.210000 sec): 3 clusters Score: Raw -114354137.153652 + Penalty 4467.293085 = -114349669.860566 nChanged 111 SP:Iteration 24Q (40526.930000 sec): 3 clusters Score: Raw -114354161.847322 + Penalty 4467.293085 = -114349694.554236 nChanged 100 SP:Iteration 25Q (40530.480000 sec): 3 clusters Score: Raw -114354182.450592 + Penalty 4467.293085 = -114349715.157507 nChanged 83 SP:Iteration 26Q (40534.000000 sec): 3 clusters Score: Raw -114354198.111396 + Penalty 4467.293085 = -114349730.818310 nChanged 78 SP:Iteration 27Q (40539.110000 sec): 3 clusters Score: Raw -114354212.953814 + Penalty 4467.293085 = -114349745.660728 nChanged 59 SP:Iteration 28Q (40542.580000 sec): 3 clusters Score: Raw -114354221.535244 + Penalty 4467.293085 = -114349754.242158 nChanged 41 SP:Iteration 29Q (40546.240000 sec): 3 clusters Score: Raw -114354227.998265 + Penalty 4467.293085 = -114349760.705180 nChanged 31 SP:Iteration 30Q (40550.190000 sec): 3 clusters Score: Raw -114354233.265986 + Penalty 4467.293085 = -114349765.972901 nChanged 29 SP:Iteration 31Q (40553.980000 sec): 3 clusters Score: Raw -114354237.851199 + Penalty 4467.293085 = -114349770.558114 nChanged 23 SP:Iteration 32Q (40557.150000 sec): 3 clusters Score: Raw -114354240.677302 + Penalty 4467.293085 = -114349773.384216 nChanged 22 SP:Iteration 33Q (40560.700000 sec): 3 clusters Score: Raw -114354243.418230 + Penalty 4467.293085 = -114349776.125145 nChanged 17 SP:Iteration 34Q (40563.990000 sec): 3 clusters Score: Raw -114354244.835248 + Penalty 4467.293085 = -114349777.542163 nChanged 10 SP:Iteration 35Q (40567.770000 sec): 3 clusters Score: Raw -114354246.136686 + Penalty 4467.293085 = -114349778.843600 nChanged 12 SP:Iteration 36Q (40571.190000 sec): 3 clusters Score: Raw -114354248.091552 + Penalty 4467.293085 = -114349780.798466 nChanged 10 SP:Iteration 37Q (40574.600000 sec): 3 clusters Score: Raw -114354249.316201 + Penalty 4467.293085 = -114349782.023115 nChanged 11 SP:Iteration 38Q (40578.400000 sec): 3 clusters Score: Raw -114354250.221671 + Penalty 4467.293085 = -114349782.928586 nChanged 10 SP:Iteration 39Q (40581.770000 sec): 3 clusters Score: Raw -114354251.198493 + Penalty 4467.293085 = -114349783.905408 nChanged 6 SP:Iteration 40F (40586.440000 sec): 3 clusters Score: Raw -114354251.826668 + Penalty 4467.293085 = -114349784.533583 nChanged 7 SP:Iteration 41Q (40589.450000 sec): 3 clusters Score: Raw -114354252.381906 + Penalty 4467.293085 = -114349785.088821 nChanged 5 SP:Iteration 42Q (40592.730000 sec): 3 clusters Score: Raw -114354252.843631 + Penalty 4467.293085 = -114349785.550545 nChanged 6 SP:Iteration 43Q (40596.090000 sec): 3 clusters Score: Raw -114354253.276510 + Penalty 4467.293085 = -114349785.983425 nChanged 1 SP:Iteration 44Q (40599.550000 sec): 3 clusters Score: Raw -114354253.319355 + Penalty 4467.293085 = -114349786.026270 nChanged 0 SP:Iteration 45F (40604.080000 sec): 3 clusters Score: Raw -114354253.319355 + Penalty 4467.293085 = -114349786.026270 nChanged 0 Iteration 299Q (40640.650000 sec): 31 clusters Score: Raw -146416815.725506 + Penalty 68252.912590 = -146348562.812916 nChanged 89 Iteration 300F (40701.720000 sec): 31 clusters Score: Raw -146416817.492384 + Penalty 68252.912590 = -146348564.579794 nChanged 89 Iteration 301Q (40736.840000 sec): 31 clusters Score: Raw -146416819.340024 + Penalty 68252.912590 = -146348566.427434 nChanged 103 Iteration 302Q (40771.440000 sec): 31 clusters Score: Raw -146416821.392648 + Penalty 68252.912590 = -146348568.480058 nChanged 107 Iteration 303Q (40808.820000 sec): 31 clusters Score: Raw -146416823.793450 + Penalty 68252.912590 = -146348570.880860 nChanged 112 Iteration 304Q (40840.690000 sec): 31 clusters Score: Raw -146416826.382442 + Penalty 68252.912590 = -146348573.469852 nChanged 130 Iteration 305Q (40880.820000 sec): 31 clusters Score: Raw -146416829.188361 + Penalty 68252.912590 = -146348576.275771 nChanged 128 Iteration 306Q (40923.420000 sec): 31 clusters Score: Raw -146416831.486666 + Penalty 68252.912590 = -146348578.574077 nChanged 118 Iteration 307Q (40965.240000 sec): 31 clusters Score: Raw -146416833.587870 + Penalty 68252.912590 = -146348580.675280 nChanged 95 Iteration 308Q (41001.680000 sec): 31 clusters Score: Raw -146416835.303680 + Penalty 68252.912590 = -146348582.391090 nChanged 91 Iteration 309Q (41036.560000 sec): 31 clusters Score: Raw -146416836.903399 + Penalty 68252.912590 = -146348583.990809 nChanged 80 Iteration 310Q (41073.110000 sec): 31 clusters Score: Raw -146416838.321349 + Penalty 68252.912590 = -146348585.408759 nChanged 83 Iteration 311Q (41109.170000 sec): 31 clusters Score: Raw -146416839.717925 + Penalty 68252.912590 = -146348586.805335 nChanged 69 Iteration 312Q (41144.900000 sec): 31 clusters Score: Raw -146416841.065079 + Penalty 68252.912590 = -146348588.152489 nChanged 74 Iteration 313Q (41180.820000 sec): 31 clusters Score: Raw -146416842.321850 + Penalty 68252.912590 = -146348589.409260 nChanged 76 Iteration 314Q (41216.070000 sec): 31 clusters Score: Raw -146416843.590679 + Penalty 68252.912590 = -146348590.678089 nChanged 69 Iteration 315Q (41249.960000 sec): 31 clusters Score: Raw -146416844.911135 + Penalty 68252.912590 = -146348591.998545 nChanged 62 Iteration 316Q (41285.250000 sec): 31 clusters Score: Raw -146416846.262542 + Penalty 68252.912590 = -146348593.349952 nChanged 69 Iteration 317Q (41326.230000 sec): 31 clusters Score: Raw -146416847.426516 + Penalty 68252.912590 = -146348594.513926 nChanged 61 Iteration 318Q (41372.270000 sec): 31 clusters Score: Raw -146416848.644759 + Penalty 68252.912590 = -146348595.732169 nChanged 69 Iteration 319Q (41417.180000 sec): 31 clusters Score: Raw -146416849.987034 + Penalty 68252.912590 = -146348597.074444 nChanged 54 Iteration 320F (41489.650000 sec): 31 clusters Score: Raw -146416850.998858 + Penalty 68252.912590 = -146348598.086268 nChanged 51 Iteration 321Q (41535.800000 sec): 31 clusters Score: Raw -146416851.972453 + Penalty 68252.912590 = -146348599.059863 nChanged 57 Iteration 322Q (41578.200000 sec): 31 clusters Score: Raw -146416853.106239 + Penalty 68252.912590 = -146348600.193649 nChanged 50 Iteration 323Q (41615.520000 sec): 31 clusters Score: Raw -146416853.806035 + Penalty 68252.912590 = -146348600.893445 nChanged 40 Iteration 324Q (41651.790000 sec): 31 clusters Score: Raw -146416854.556897 + Penalty 68252.912590 = -146348601.644307 nChanged 44 Iteration 325Q (41687.030000 sec): 31 clusters Score: Raw -146416855.358391 + Penalty 68252.912590 = -146348602.445801 nChanged 49 Iteration 326Q (41723.160000 sec): 31 clusters Score: Raw -146416855.998032 + Penalty 68252.912590 = -146348603.085442 nChanged 50 Iteration 327Q (41757.450000 sec): 31 clusters Score: Raw -146416856.711382 + Penalty 68252.912590 = -146348603.798792 nChanged 50 Iteration 328Q (41790.740000 sec): 31 clusters Score: Raw -146416857.495122 + Penalty 68252.912590 = -146348604.582532 nChanged 46 Iteration 329Q (41826.290000 sec): 31 clusters Score: Raw -146416858.242257 + Penalty 68252.912590 = -146348605.329667 nChanged 52 Iteration 330Q (41863.480000 sec): 31 clusters Score: Raw -146416859.087185 + Penalty 68252.912590 = -146348606.174595 nChanged 41 Iteration 331Q (41899.670000 sec): 31 clusters Score: Raw -146416859.716221 + Penalty 68252.912590 = -146348606.803631 nChanged 47 Iteration 332Q (41933.870000 sec): 31 clusters Score: Raw -146416860.430920 + Penalty 68252.912590 = -146348607.518330 nChanged 38 Iteration 333Q (41975.750000 sec): 31 clusters Score: Raw -146416860.876576 + Penalty 68252.912590 = -146348607.963986 nChanged 31 Iteration 334Q (42006.660000 sec): 31 clusters Score: Raw -146416861.198738 + Penalty 68252.912590 = -146348608.286148 nChanged 26 Iteration 335Q (42039.410000 sec): 31 clusters Score: Raw -146416861.577551 + Penalty 68252.912590 = -146348608.664961 nChanged 25 Iteration 336Q (42077.470000 sec): 31 clusters Score: Raw -146416861.928178 + Penalty 68252.912590 = -146348609.015588 nChanged 23 Iteration 337Q (42114.760000 sec): 31 clusters Score: Raw -146416862.177313 + Penalty 68252.912590 = -146348609.264723 nChanged 22 Iteration 338Q (42150.030000 sec): 31 clusters Score: Raw -146416862.489039 + Penalty 68252.912590 = -146348609.576449 nChanged 25 Writing temp clu file Because OldScore, -146348609.264723, is greater than current (better) Score,-146348609.576449 Compute initial score before splitting: Score: Raw -146416862.489039 + Penalty 68252.912590 = -146348609.576449 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (28923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42150.990000 sec): 2 clusters Score: Raw -3564025.127753 + Penalty 1669.263766 = -3562355.863987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42151.300000 sec): 3 clusters Score: Raw -3546139.750331 + Penalty 3338.527532 = -3542801.222799 nChanged 13354 SP:Iteration 1F (42151.560000 sec): 3 clusters Score: Raw -3553517.296274 + Penalty 3338.527532 = -3550178.768742 nChanged 1293 SP:Iteration 2Q (42151.870000 sec): 3 clusters Score: Raw -3553947.686528 + Penalty 3338.527532 = -3550609.158996 nChanged 1257 SP:Iteration 3Q (42152.210000 sec): 3 clusters Score: Raw -3554437.822222 + Penalty 3338.527532 = -3551099.294690 nChanged 1426 SP:Iteration 4Q (42152.540000 sec): 3 clusters Score: Raw -3555106.209283 + Penalty 3338.527532 = -3551767.681751 nChanged 1745 SP:Iteration 5F (42152.840000 sec): 3 clusters Score: Raw -3556169.349015 + Penalty 3338.527532 = -3552830.821483 nChanged 2212 SP:Iteration 6F (42153.120000 sec): 3 clusters Score: Raw -3557813.731694 + Penalty 3338.527532 = -3554475.204162 nChanged 2405 SP:Iteration 7F (42153.420000 sec): 3 clusters Score: Raw -3559948.118016 + Penalty 3338.527532 = -3556609.590484 nChanged 2095 SP:Iteration 8F (42153.720000 sec): 3 clusters Score: Raw -3562034.344152 + Penalty 3338.527532 = -3558695.816620 nChanged 1329 SP:Iteration 9Q (42154.020000 sec): 3 clusters Score: Raw -3563353.814069 + Penalty 3338.527532 = -3560015.286538 nChanged 523 SP:Iteration 10Q (42154.320000 sec): 3 clusters Score: Raw -3563876.755928 + Penalty 3338.527532 = -3560538.228396 nChanged 156 SP:Iteration 11Q (42154.570000 sec): 3 clusters Score: Raw -3564050.558923 + Penalty 3338.527532 = -3560712.031391 nChanged 52 SP:Iteration 12Q (42154.850000 sec): 3 clusters Score: Raw -3564124.963136 + Penalty 3338.527532 = -3560786.435605 nChanged 20 SP:Iteration 13Q (42155.120000 sec): 3 clusters Score: Raw -3564154.044580 + Penalty 3338.527532 = -3560815.517048 nChanged 9 SP:Iteration 14Q (42155.380000 sec): 3 clusters Score: Raw -3564171.351604 + Penalty 3338.527532 = -3560832.824072 nChanged 6 SP:Iteration 15Q (42155.730000 sec): 3 clusters Score: Raw -3564181.427108 + Penalty 3338.527532 = -3560842.899577 nChanged 4 SP:Iteration 16Q (42156.060000 sec): 3 clusters Score: Raw -3564185.864491 + Penalty 3338.527532 = -3560847.336959 nChanged 2 SP:Iteration 17Q (42156.400000 sec): 3 clusters Score: Raw -3564193.430748 + Penalty 3338.527532 = -3560854.903217 nChanged 3 SP:Iteration 18Q (42156.740000 sec): 3 clusters Score: Raw -3564197.350705 + Penalty 3338.527532 = -3560858.823173 nChanged 2 SP:Iteration 19Q (42157.000000 sec): 3 clusters Score: Raw -3564199.347401 + Penalty 3338.527532 = -3560860.819869 nChanged 0 SP:Iteration 20F (42157.340000 sec): 3 clusters Score: Raw -3564199.347401 + Penalty 3338.527532 = -3560860.819869 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (51884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42157.690000 sec): 2 clusters Score: Raw -6352368.358696 + Penalty 1764.224432 = -6350604.134264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42158.090000 sec): 3 clusters Score: Raw -6319191.632446 + Penalty 3528.448864 = -6315663.183581 nChanged 24471 SP:Iteration 1F (42158.490000 sec): 3 clusters Score: Raw -6333007.021363 + Penalty 3528.448864 = -6329478.572499 nChanged 1620 SP:Iteration 2Q (42158.900000 sec): 3 clusters Score: Raw -6333335.358068 + Penalty 3528.448864 = -6329806.909204 nChanged 1492 SP:Iteration 3Q (42159.260000 sec): 3 clusters Score: Raw -6333626.026999 + Penalty 3528.448864 = -6330097.578134 nChanged 1392 SP:Iteration 4Q (42159.710000 sec): 3 clusters Score: Raw -6333902.715395 + Penalty 3528.448864 = -6330374.266530 nChanged 1342 SP:Iteration 5Q (42160.110000 sec): 3 clusters Score: Raw -6334184.029224 + Penalty 3528.448864 = -6330655.580360 nChanged 1341 SP:Iteration 6Q (42160.510000 sec): 3 clusters Score: Raw -6334508.815975 + Penalty 3528.448864 = -6330980.367110 nChanged 1580 SP:Iteration 7Q (42160.930000 sec): 3 clusters Score: Raw -6335006.345524 + Penalty 3528.448864 = -6331477.896659 nChanged 1970 SP:Iteration 8Q (42161.400000 sec): 3 clusters Score: Raw -6335817.017382 + Penalty 3528.448864 = -6332288.568517 nChanged 2609 SP:Iteration 9F (42161.860000 sec): 3 clusters Score: Raw -6337202.131088 + Penalty 3528.448864 = -6333673.682223 nChanged 3472 SP:Iteration 10F (42162.300000 sec): 3 clusters Score: Raw -6339565.586260 + Penalty 3528.448864 = -6336037.137396 nChanged 4162 SP:Iteration 11F (42162.710000 sec): 3 clusters Score: Raw -6343046.481234 + Penalty 3528.448864 = -6339518.032370 nChanged 4194 SP:Iteration 12F (42163.100000 sec): 3 clusters Score: Raw -6347010.223215 + Penalty 3528.448864 = -6343481.774350 nChanged 3134 SP:Iteration 13F (42163.550000 sec): 3 clusters Score: Raw -6350056.732336 + Penalty 3528.448864 = -6346528.283472 nChanged 1660 SP:Iteration 14Q (42163.890000 sec): 3 clusters Score: Raw -6351617.098637 + Penalty 3528.448864 = -6348088.649772 nChanged 616 SP:Iteration 15Q (42164.340000 sec): 3 clusters Score: Raw -6352187.517302 + Penalty 3528.448864 = -6348659.068437 nChanged 204 SP:Iteration 16Q (42164.760000 sec): 3 clusters Score: Raw -6352387.166199 + Penalty 3528.448864 = -6348858.717335 nChanged 66 SP:Iteration 17Q (42165.120000 sec): 3 clusters Score: Raw -6352459.026644 + Penalty 3528.448864 = -6348930.577779 nChanged 27 SP:Iteration 18Q (42165.490000 sec): 3 clusters Score: Raw -6352492.421615 + Penalty 3528.448864 = -6348963.972751 nChanged 16 SP:Iteration 19Q (42165.820000 sec): 3 clusters Score: Raw -6352512.234169 + Penalty 3528.448864 = -6348983.785304 nChanged 6 SP:Iteration 20F (42166.200000 sec): 3 clusters Score: Raw -6352519.543391 + Penalty 3528.448864 = -6348991.094526 nChanged 7 SP:Iteration 21Q (42166.570000 sec): 3 clusters Score: Raw -6352527.525946 + Penalty 3528.448864 = -6348999.077082 nChanged 4 SP:Iteration 22Q (42166.900000 sec): 3 clusters Score: Raw -6352532.129667 + Penalty 3528.448864 = -6349003.680803 nChanged 2 SP:Iteration 23Q (42167.230000 sec): 3 clusters Score: Raw -6352534.494347 + Penalty 3528.448864 = -6349006.045483 nChanged 3 SP:Iteration 24Q (42167.600000 sec): 3 clusters Score: Raw -6352538.721758 + Penalty 3528.448864 = -6349010.272894 nChanged 2 SP:Iteration 25Q (42167.910000 sec): 3 clusters Score: Raw -6352540.979424 + Penalty 3528.448864 = -6349012.530559 nChanged 0 SP:Iteration 26F (42168.320000 sec): 3 clusters Score: Raw -6352540.979424 + Penalty 3528.448864 = -6349012.530559 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42168.430000 sec): 2 clusters Score: Raw -211596.902560 + Penalty 1222.390038 = -210374.512522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42168.600000 sec): 3 clusters Score: Raw -210879.023405 + Penalty 2444.780075 = -208434.243330 nChanged 666 SP:Iteration 1F (42168.790000 sec): 3 clusters Score: Raw -211433.315895 + Penalty 2444.780075 = -208988.535819 nChanged 179 SP:Iteration 2F (42169.000000 sec): 3 clusters Score: Raw -211683.954258 + Penalty 2444.780075 = -209239.174183 nChanged 151 SP:Iteration 3F (42169.160000 sec): 3 clusters Score: Raw -211868.660525 + Penalty 2444.780075 = -209423.880450 nChanged 108 SP:Iteration 4F (42169.340000 sec): 3 clusters Score: Raw -212029.181772 + Penalty 2444.780075 = -209584.401696 nChanged 79 SP:Iteration 5Q (42169.530000 sec): 3 clusters Score: Raw -212157.246748 + Penalty 2444.780075 = -209712.466673 nChanged 68 SP:Iteration 6Q (42169.700000 sec): 3 clusters Score: Raw -212267.127808 + Penalty 2444.780075 = -209822.347733 nChanged 59 SP:Iteration 7Q (42169.900000 sec): 3 clusters Score: Raw -212351.526412 + Penalty 2444.780075 = -209906.746337 nChanged 45 SP:Iteration 8Q (42170.060000 sec): 3 clusters Score: Raw -212404.264922 + Penalty 2444.780075 = -209959.484846 nChanged 32 SP:Iteration 9Q (42170.240000 sec): 3 clusters Score: Raw -212433.675569 + Penalty 2444.780075 = -209988.895493 nChanged 15 SP:Iteration 10Q (42170.400000 sec): 3 clusters Score: Raw -212446.124403 + Penalty 2444.780075 = -210001.344328 nChanged 9 SP:Iteration 11Q (42170.590000 sec): 3 clusters Score: Raw -212453.375346 + Penalty 2444.780075 = -210008.595271 nChanged 2 SP:Iteration 12Q (42170.770000 sec): 3 clusters Score: Raw -212454.798747 + Penalty 2444.780075 = -210010.018672 nChanged 2 SP:Iteration 13Q (42170.980000 sec): 3 clusters Score: Raw -212456.047565 + Penalty 2444.780075 = -210011.267490 nChanged 0 SP:Iteration 14F (42171.150000 sec): 3 clusters Score: Raw -212456.047565 + Penalty 2444.780075 = -210011.267490 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42171.280000 sec): 2 clusters Score: Raw -1489253.780858 + Penalty 1522.664957 = -1487731.115901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42171.500000 sec): 3 clusters Score: Raw -1482569.328953 + Penalty 3045.329914 = -1479523.999039 nChanged 5082 SP:Iteration 1F (42171.710000 sec): 3 clusters Score: Raw -1485286.091378 + Penalty 3045.329914 = -1482240.761463 nChanged 647 SP:Iteration 2F (42171.940000 sec): 3 clusters Score: Raw -1485543.131826 + Penalty 3045.329914 = -1482497.801912 nChanged 544 SP:Iteration 3Q (42172.210000 sec): 3 clusters Score: Raw -1485768.718287 + Penalty 3045.329914 = -1482723.388372 nChanged 524 SP:Iteration 4Q (42172.420000 sec): 3 clusters Score: Raw -1486036.036778 + Penalty 3045.329914 = -1482990.706864 nChanged 570 SP:Iteration 5Q (42172.620000 sec): 3 clusters Score: Raw -1486337.539930 + Penalty 3045.329914 = -1483292.210016 nChanged 595 SP:Iteration 6F (42172.840000 sec): 3 clusters Score: Raw -1486662.116387 + Penalty 3045.329914 = -1483616.786473 nChanged 615 SP:Iteration 7F (42173.070000 sec): 3 clusters Score: Raw -1487063.085207 + Penalty 3045.329914 = -1484017.755293 nChanged 655 SP:Iteration 8F (42173.250000 sec): 3 clusters Score: Raw -1487549.660248 + Penalty 3045.329914 = -1484504.330333 nChanged 643 SP:Iteration 9F (42173.460000 sec): 3 clusters Score: Raw -1488081.135567 + Penalty 3045.329914 = -1485035.805653 nChanged 561 SP:Iteration 10Q (42173.660000 sec): 3 clusters Score: Raw -1488548.861769 + Penalty 3045.329914 = -1485503.531855 nChanged 435 SP:Iteration 11Q (42173.840000 sec): 3 clusters Score: Raw -1488859.680184 + Penalty 3045.329914 = -1485814.350270 nChanged 304 SP:Iteration 12Q (42174.040000 sec): 3 clusters Score: Raw -1489069.656510 + Penalty 3045.329914 = -1486024.326596 nChanged 223 SP:Iteration 13Q (42174.260000 sec): 3 clusters Score: Raw -1489208.544584 + Penalty 3045.329914 = -1486163.214670 nChanged 187 SP:Iteration 14Q (42174.460000 sec): 3 clusters Score: Raw -1489301.670116 + Penalty 3045.329914 = -1486256.340202 nChanged 128 SP:Iteration 15Q (42174.690000 sec): 3 clusters Score: Raw -1489355.800090 + Penalty 3045.329914 = -1486310.470175 nChanged 115 SP:Iteration 16Q (42174.870000 sec): 3 clusters Score: Raw -1489396.899613 + Penalty 3045.329914 = -1486351.569698 nChanged 75 SP:Iteration 17Q (42175.080000 sec): 3 clusters Score: Raw -1489424.822507 + Penalty 3045.329914 = -1486379.492593 nChanged 77 SP:Iteration 18Q (42175.330000 sec): 3 clusters Score: Raw -1489450.924660 + Penalty 3045.329914 = -1486405.594746 nChanged 57 SP:Iteration 19Q (42175.540000 sec): 3 clusters Score: Raw -1489470.060128 + Penalty 3045.329914 = -1486424.730214 nChanged 55 SP:Iteration 20F (42175.730000 sec): 3 clusters Score: Raw -1489487.699393 + Penalty 3045.329914 = -1486442.369479 nChanged 52 SP:Iteration 21Q (42175.880000 sec): 3 clusters Score: Raw -1489502.204222 + Penalty 3045.329914 = -1486456.874308 nChanged 41 SP:Iteration 22Q (42176.100000 sec): 3 clusters Score: Raw -1489512.901921 + Penalty 3045.329914 = -1486467.572007 nChanged 38 SP:Iteration 23Q (42176.310000 sec): 3 clusters Score: Raw -1489523.455353 + Penalty 3045.329914 = -1486478.125439 nChanged 34 SP:Iteration 24Q (42176.510000 sec): 3 clusters Score: Raw -1489531.505677 + Penalty 3045.329914 = -1486486.175763 nChanged 24 SP:Iteration 25Q (42176.710000 sec): 3 clusters Score: Raw -1489538.593894 + Penalty 3045.329914 = -1486493.263979 nChanged 24 SP:Iteration 26Q (42176.950000 sec): 3 clusters Score: Raw -1489546.087057 + Penalty 3045.329914 = -1486500.757143 nChanged 22 SP:Iteration 27Q (42177.160000 sec): 3 clusters Score: Raw -1489553.614302 + Penalty 3045.329914 = -1486508.284388 nChanged 25 SP:Iteration 28Q (42177.380000 sec): 3 clusters Score: Raw -1489561.061403 + Penalty 3045.329914 = -1486515.731489 nChanged 24 SP:Iteration 29Q (42177.570000 sec): 3 clusters Score: Raw -1489568.754044 + Penalty 3045.329914 = -1486523.424130 nChanged 22 SP:Iteration 30Q (42177.750000 sec): 3 clusters Score: Raw -1489575.997088 + Penalty 3045.329914 = -1486530.667174 nChanged 26 SP:Iteration 31Q (42177.990000 sec): 3 clusters Score: Raw -1489584.540965 + Penalty 3045.329914 = -1486539.211051 nChanged 20 SP:Iteration 32Q (42178.210000 sec): 3 clusters Score: Raw -1489592.046746 + Penalty 3045.329914 = -1486546.716832 nChanged 23 SP:Iteration 33Q (42178.390000 sec): 3 clusters Score: Raw -1489601.310789 + Penalty 3045.329914 = -1486555.980875 nChanged 32 SP:Iteration 34Q (42178.630000 sec): 3 clusters Score: Raw -1489612.944769 + Penalty 3045.329914 = -1486567.614855 nChanged 26 SP:Iteration 35Q (42178.870000 sec): 3 clusters Score: Raw -1489619.238197 + Penalty 3045.329914 = -1486573.908283 nChanged 13 SP:Iteration 36Q (42179.130000 sec): 3 clusters Score: Raw -1489622.095117 + Penalty 3045.329914 = -1486576.765203 nChanged 12 SP:Iteration 37Q (42179.330000 sec): 3 clusters Score: Raw -1489626.047772 + Penalty 3045.329914 = -1486580.717858 nChanged 11 SP:Iteration 38Q (42179.570000 sec): 3 clusters Score: Raw -1489629.491413 + Penalty 3045.329914 = -1486584.161499 nChanged 14 SP:Iteration 39Q (42179.810000 sec): 3 clusters Score: Raw -1489632.772975 + Penalty 3045.329914 = -1486587.443061 nChanged 8 SP:Iteration 40F (42180.000000 sec): 3 clusters Score: Raw -1489635.287857 + Penalty 3045.329914 = -1486589.957943 nChanged 9 SP:Iteration 41Q (42180.240000 sec): 3 clusters Score: Raw -1489637.800691 + Penalty 3045.329914 = -1486592.470777 nChanged 7 SP:Iteration 42Q (42180.410000 sec): 3 clusters Score: Raw -1489639.436678 + Penalty 3045.329914 = -1486594.106764 nChanged 7 SP:Iteration 43Q (42180.650000 sec): 3 clusters Score: Raw -1489641.909471 + Penalty 3045.329914 = -1486596.579557 nChanged 12 SP:Iteration 44Q (42180.840000 sec): 3 clusters Score: Raw -1489645.133480 + Penalty 3045.329914 = -1486599.803566 nChanged 7 SP:Iteration 45Q (42181.050000 sec): 3 clusters Score: Raw -1489647.408228 + Penalty 3045.329914 = -1486602.078314 nChanged 8 SP:Iteration 46Q (42181.260000 sec): 3 clusters Score: Raw -1489649.477575 + Penalty 3045.329914 = -1486604.147661 nChanged 7 SP:Iteration 47Q (42181.510000 sec): 3 clusters Score: Raw -1489651.257975 + Penalty 3045.329914 = -1486605.928061 nChanged 5 SP:Iteration 48Q (42181.720000 sec): 3 clusters Score: Raw -1489652.339932 + Penalty 3045.329914 = -1486607.010018 nChanged 3 SP:Iteration 49Q (42181.910000 sec): 3 clusters Score: Raw -1489652.973181 + Penalty 3045.329914 = -1486607.643267 nChanged 2 SP:Iteration 50Q (42182.110000 sec): 3 clusters Score: Raw -1489653.458521 + Penalty 3045.329914 = -1486608.128607 nChanged 1 SP:Iteration 51Q (42182.340000 sec): 3 clusters Score: Raw -1489653.725280 + Penalty 3045.329914 = -1486608.395366 nChanged 0 SP:Iteration 52F (42182.560000 sec): 3 clusters Score: Raw -1489653.725280 + Penalty 3045.329914 = -1486608.395366 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42182.790000 sec): 2 clusters Score: Raw -3500267.806001 + Penalty 1672.512205 = -3498595.293795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42183.080000 sec): 3 clusters Score: Raw -3481992.034834 + Penalty 3345.024411 = -3478647.010423 nChanged 13746 SP:Iteration 1F (42183.380000 sec): 3 clusters Score: Raw -3489751.250953 + Penalty 3345.024411 = -3486406.226542 nChanged 1315 SP:Iteration 2Q (42183.660000 sec): 3 clusters Score: Raw -3490256.338289 + Penalty 3345.024411 = -3486911.313878 nChanged 1385 SP:Iteration 3Q (42183.980000 sec): 3 clusters Score: Raw -3490880.461651 + Penalty 3345.024411 = -3487535.437241 nChanged 1525 SP:Iteration 4F (42184.270000 sec): 3 clusters Score: Raw -3491655.833761 + Penalty 3345.024411 = -3488310.809350 nChanged 1684 SP:Iteration 5F (42184.540000 sec): 3 clusters Score: Raw -3492604.251926 + Penalty 3345.024411 = -3489259.227515 nChanged 1748 SP:Iteration 6F (42184.830000 sec): 3 clusters Score: Raw -3493641.582193 + Penalty 3345.024411 = -3490296.557782 nChanged 1729 SP:Iteration 7F (42185.110000 sec): 3 clusters Score: Raw -3494690.887439 + Penalty 3345.024411 = -3491345.863028 nChanged 1596 SP:Iteration 8F (42185.380000 sec): 3 clusters Score: Raw -3495683.162951 + Penalty 3345.024411 = -3492338.138540 nChanged 1437 SP:Iteration 9Q (42185.720000 sec): 3 clusters Score: Raw -3496475.606643 + Penalty 3345.024411 = -3493130.582232 nChanged 1113 SP:Iteration 10Q (42186.020000 sec): 3 clusters Score: Raw -3496907.432100 + Penalty 3345.024411 = -3493562.407689 nChanged 779 SP:Iteration 11Q (42186.380000 sec): 3 clusters Score: Raw -3497121.782636 + Penalty 3345.024411 = -3493776.758226 nChanged 491 SP:Iteration 12Q (42186.700000 sec): 3 clusters Score: Raw -3497234.167524 + Penalty 3345.024411 = -3493889.143113 nChanged 379 SP:Iteration 13Q (42187.000000 sec): 3 clusters Score: Raw -3497314.402561 + Penalty 3345.024411 = -3493969.378150 nChanged 291 SP:Iteration 14Q (42187.320000 sec): 3 clusters Score: Raw -3497366.672114 + Penalty 3345.024411 = -3494021.647703 nChanged 247 SP:Iteration 15Q (42187.640000 sec): 3 clusters Score: Raw -3497407.363670 + Penalty 3345.024411 = -3494062.339259 nChanged 196 SP:Iteration 16Q (42187.940000 sec): 3 clusters Score: Raw -3497433.374740 + Penalty 3345.024411 = -3494088.350329 nChanged 158 SP:Iteration 17Q (42188.230000 sec): 3 clusters Score: Raw -3497452.215306 + Penalty 3345.024411 = -3494107.190895 nChanged 141 SP:Iteration 18Q (42188.560000 sec): 3 clusters Score: Raw -3497468.791868 + Penalty 3345.024411 = -3494123.767457 nChanged 142 SP:Iteration 19Q (42188.870000 sec): 3 clusters Score: Raw -3497486.040202 + Penalty 3345.024411 = -3494141.015792 nChanged 118 SP:Iteration 20F (42189.140000 sec): 3 clusters Score: Raw -3497497.633425 + Penalty 3345.024411 = -3494152.609014 nChanged 113 SP:Iteration 21Q (42189.440000 sec): 3 clusters Score: Raw -3497507.756227 + Penalty 3345.024411 = -3494162.731816 nChanged 104 SP:Iteration 22Q (42189.720000 sec): 3 clusters Score: Raw -3497517.637623 + Penalty 3345.024411 = -3494172.613212 nChanged 93 SP:Iteration 23Q (42190.010000 sec): 3 clusters Score: Raw -3497525.399037 + Penalty 3345.024411 = -3494180.374626 nChanged 78 SP:Iteration 24Q (42190.330000 sec): 3 clusters Score: Raw -3497533.705725 + Penalty 3345.024411 = -3494188.681314 nChanged 89 SP:Iteration 25Q (42190.600000 sec): 3 clusters Score: Raw -3497544.381594 + Penalty 3345.024411 = -3494199.357184 nChanged 86 SP:Iteration 26Q (42190.920000 sec): 3 clusters Score: Raw -3497554.762912 + Penalty 3345.024411 = -3494209.738501 nChanged 84 SP:Iteration 27Q (42191.200000 sec): 3 clusters Score: Raw -3497565.359793 + Penalty 3345.024411 = -3494220.335383 nChanged 89 SP:Iteration 28Q (42191.540000 sec): 3 clusters Score: Raw -3497579.072637 + Penalty 3345.024411 = -3494234.048226 nChanged 85 SP:Iteration 29Q (42191.810000 sec): 3 clusters Score: Raw -3497593.666728 + Penalty 3345.024411 = -3494248.642318 nChanged 103 SP:Iteration 30Q (42192.110000 sec): 3 clusters Score: Raw -3497610.706107 + Penalty 3345.024411 = -3494265.681696 nChanged 101 SP:Iteration 31Q (42192.460000 sec): 3 clusters Score: Raw -3497635.078865 + Penalty 3345.024411 = -3494290.054454 nChanged 137 SP:Iteration 32Q (42192.770000 sec): 3 clusters Score: Raw -3497664.137937 + Penalty 3345.024411 = -3494319.113526 nChanged 131 SP:Iteration 33Q (42193.050000 sec): 3 clusters Score: Raw -3497692.738204 + Penalty 3345.024411 = -3494347.713793 nChanged 151 SP:Iteration 34Q (42193.360000 sec): 3 clusters Score: Raw -3497730.243595 + Penalty 3345.024411 = -3494385.219184 nChanged 163 SP:Iteration 35Q (42193.690000 sec): 3 clusters Score: Raw -3497779.513678 + Penalty 3345.024411 = -3494434.489267 nChanged 182 SP:Iteration 36Q (42193.990000 sec): 3 clusters Score: Raw -3497835.862160 + Penalty 3345.024411 = -3494490.837749 nChanged 169 SP:Iteration 37Q (42194.270000 sec): 3 clusters Score: Raw -3497894.155060 + Penalty 3345.024411 = -3494549.130649 nChanged 182 SP:Iteration 38Q (42194.560000 sec): 3 clusters Score: Raw -3497959.276491 + Penalty 3345.024411 = -3494614.252081 nChanged 214 SP:Iteration 39Q (42194.880000 sec): 3 clusters Score: Raw -3498045.712547 + Penalty 3345.024411 = -3494700.688136 nChanged 262 SP:Iteration 40F (42195.170000 sec): 3 clusters Score: Raw -3498149.976680 + Penalty 3345.024411 = -3494804.952269 nChanged 276 SP:Iteration 41Q (42195.430000 sec): 3 clusters Score: Raw -3498256.679816 + Penalty 3345.024411 = -3494911.655405 nChanged 277 SP:Iteration 42Q (42195.710000 sec): 3 clusters Score: Raw -3498369.362648 + Penalty 3345.024411 = -3495024.338237 nChanged 304 SP:Iteration 43Q (42196.050000 sec): 3 clusters Score: Raw -3498503.492010 + Penalty 3345.024411 = -3495158.467599 nChanged 362 SP:Iteration 44Q (42196.370000 sec): 3 clusters Score: Raw -3498655.976432 + Penalty 3345.024411 = -3495310.952021 nChanged 376 SP:Iteration 45Q (42196.730000 sec): 3 clusters Score: Raw -3498822.931951 + Penalty 3345.024411 = -3495477.907540 nChanged 375 SP:Iteration 46Q (42197.050000 sec): 3 clusters Score: Raw -3498988.687566 + Penalty 3345.024411 = -3495643.663155 nChanged 377 SP:Iteration 47Q (42197.300000 sec): 3 clusters Score: Raw -3499151.315459 + Penalty 3345.024411 = -3495806.291048 nChanged 371 SP:Iteration 48Q (42197.610000 sec): 3 clusters Score: Raw -3499300.481763 + Penalty 3345.024411 = -3495955.457352 nChanged 356 SP:Iteration 49Q (42197.920000 sec): 3 clusters Score: Raw -3499447.772616 + Penalty 3345.024411 = -3496102.748206 nChanged 334 SP:Iteration 50Q (42198.200000 sec): 3 clusters Score: Raw -3499582.246387 + Penalty 3345.024411 = -3496237.221976 nChanged 324 SP:Iteration 51Q (42198.500000 sec): 3 clusters Score: Raw -3499710.854667 + Penalty 3345.024411 = -3496365.830256 nChanged 342 SP:Iteration 52Q (42198.760000 sec): 3 clusters Score: Raw -3499850.560716 + Penalty 3345.024411 = -3496505.536305 nChanged 299 SP:Iteration 53Q (42199.010000 sec): 3 clusters Score: Raw -3499966.022582 + Penalty 3345.024411 = -3496620.998171 nChanged 268 SP:Iteration 54Q (42199.320000 sec): 3 clusters Score: Raw -3500066.275602 + Penalty 3345.024411 = -3496721.251191 nChanged 247 SP:Iteration 55Q (42199.600000 sec): 3 clusters Score: Raw -3500153.215616 + Penalty 3345.024411 = -3496808.191206 nChanged 208 SP:Iteration 56Q (42199.900000 sec): 3 clusters Score: Raw -3500220.785458 + Penalty 3345.024411 = -3496875.761047 nChanged 181 SP:Iteration 57Q (42200.200000 sec): 3 clusters Score: Raw -3500282.201248 + Penalty 3345.024411 = -3496937.176837 nChanged 172 SP:Iteration 58Q (42200.480000 sec): 3 clusters Score: Raw -3500345.968385 + Penalty 3345.024411 = -3497000.943975 nChanged 152 SP:Iteration 59Q (42200.770000 sec): 3 clusters Score: Raw -3500396.816089 + Penalty 3345.024411 = -3497051.791678 nChanged 142 SP:Iteration 60F (42201.060000 sec): 3 clusters Score: Raw -3500466.976499 + Penalty 3345.024411 = -3497121.952088 nChanged 145 SP:Iteration 61Q (42201.340000 sec): 3 clusters Score: Raw -3500542.069266 + Penalty 3345.024411 = -3497197.044855 nChanged 121 SP:Iteration 62Q (42201.600000 sec): 3 clusters Score: Raw -3500602.777788 + Penalty 3345.024411 = -3497257.753377 nChanged 109 SP:Iteration 63Q (42201.850000 sec): 3 clusters Score: Raw -3500685.019272 + Penalty 3345.024411 = -3497339.994861 nChanged 114 SP:Iteration 64Q (42202.130000 sec): 3 clusters Score: Raw -3500764.026983 + Penalty 3345.024411 = -3497419.002572 nChanged 87 SP:Iteration 65Q (42202.350000 sec): 3 clusters Score: Raw -3500819.350323 + Penalty 3345.024411 = -3497474.325912 nChanged 93 SP:Iteration 66Q (42202.620000 sec): 3 clusters Score: Raw -3500883.550230 + Penalty 3345.024411 = -3497538.525819 nChanged 67 SP:Iteration 67Q (42202.880000 sec): 3 clusters Score: Raw -3500936.039825 + Penalty 3345.024411 = -3497591.015414 nChanged 75 SP:Iteration 68Q (42203.200000 sec): 3 clusters Score: Raw -3500980.097575 + Penalty 3345.024411 = -3497635.073164 nChanged 72 SP:Iteration 69Q (42203.470000 sec): 3 clusters Score: Raw -3501022.077849 + Penalty 3345.024411 = -3497677.053438 nChanged 62 SP:Iteration 70Q (42203.730000 sec): 3 clusters Score: Raw -3501048.183599 + Penalty 3345.024411 = -3497703.159188 nChanged 44 SP:Iteration 71Q (42204.000000 sec): 3 clusters Score: Raw -3501061.939967 + Penalty 3345.024411 = -3497716.915557 nChanged 29 SP:Iteration 72Q (42204.290000 sec): 3 clusters Score: Raw -3501068.938749 + Penalty 3345.024411 = -3497723.914338 nChanged 26 SP:Iteration 73Q (42204.600000 sec): 3 clusters Score: Raw -3501076.937641 + Penalty 3345.024411 = -3497731.913230 nChanged 27 SP:Iteration 74Q (42204.880000 sec): 3 clusters Score: Raw -3501082.604699 + Penalty 3345.024411 = -3497737.580288 nChanged 29 SP:Iteration 75Q (42205.190000 sec): 3 clusters Score: Raw -3501089.887855 + Penalty 3345.024411 = -3497744.863444 nChanged 26 SP:Iteration 76Q (42205.470000 sec): 3 clusters Score: Raw -3501095.597542 + Penalty 3345.024411 = -3497750.573131 nChanged 25 SP:Iteration 77Q (42205.740000 sec): 3 clusters Score: Raw -3501102.675615 + Penalty 3345.024411 = -3497757.651204 nChanged 20 SP:Iteration 78Q (42206.040000 sec): 3 clusters Score: Raw -3501108.342967 + Penalty 3345.024411 = -3497763.318556 nChanged 24 SP:Iteration 79Q (42206.310000 sec): 3 clusters Score: Raw -3501112.196073 + Penalty 3345.024411 = -3497767.171662 nChanged 10 SP:Iteration 80F (42206.610000 sec): 3 clusters Score: Raw -3501114.010850 + Penalty 3345.024411 = -3497768.986439 nChanged 11 SP:Iteration 81Q (42206.900000 sec): 3 clusters Score: Raw -3501115.838618 + Penalty 3345.024411 = -3497770.814207 nChanged 6 SP:Iteration 82Q (42207.200000 sec): 3 clusters Score: Raw -3501116.737615 + Penalty 3345.024411 = -3497771.713204 nChanged 5 SP:Iteration 83Q (42207.460000 sec): 3 clusters Score: Raw -3501117.260040 + Penalty 3345.024411 = -3497772.235629 nChanged 4 SP:Iteration 84Q (42207.770000 sec): 3 clusters Score: Raw -3501117.707561 + Penalty 3345.024411 = -3497772.683150 nChanged 3 SP:Iteration 85Q (42208.010000 sec): 3 clusters Score: Raw -3501118.337220 + Penalty 3345.024411 = -3497773.312809 nChanged 6 SP:Iteration 86Q (42208.300000 sec): 3 clusters Score: Raw -3501119.164422 + Penalty 3345.024411 = -3497774.140011 nChanged 4 SP:Iteration 87Q (42208.610000 sec): 3 clusters Score: Raw -3501119.566817 + Penalty 3345.024411 = -3497774.542406 nChanged 1 SP:Iteration 88Q (42208.880000 sec): 3 clusters Score: Raw -3501119.710395 + Penalty 3345.024411 = -3497774.685984 nChanged 1 SP:Iteration 89Q (42209.130000 sec): 3 clusters Score: Raw -3501119.925863 + Penalty 3345.024411 = -3497774.901452 nChanged 2 SP:Iteration 90Q (42209.440000 sec): 3 clusters Score: Raw -3501120.280681 + Penalty 3345.024411 = -3497775.256270 nChanged 1 SP:Iteration 91Q (42209.680000 sec): 3 clusters Score: Raw -3501120.334690 + Penalty 3345.024411 = -3497775.310279 nChanged 0 SP:Iteration 92F (42209.980000 sec): 3 clusters Score: Raw -3501120.334690 + Penalty 3345.024411 = -3497775.310279 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42210.090000 sec): 2 clusters Score: Raw -21097.897061 + Penalty 850.055150 = -20247.841911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42210.290000 sec): 3 clusters Score: Raw -21143.928267 + Penalty 1700.110300 = -19443.817967 nChanged 24 SP:Iteration 1F (42210.480000 sec): 3 clusters Score: Raw -21232.276555 + Penalty 1700.110300 = -19532.166254 nChanged 6 SP:Iteration 2Q (42210.680000 sec): 3 clusters Score: Raw -21272.492372 + Penalty 1700.110300 = -19572.382071 nChanged 5 SP:Iteration 3Q (42210.820000 sec): 3 clusters Score: Raw -21303.418332 + Penalty 1700.110300 = -19603.308031 nChanged 2 SP:Iteration 4Q (42210.990000 sec): 3 clusters Score: Raw -21317.176029 + Penalty 1700.110300 = -19617.065729 nChanged 1 SP:Iteration 5Q (42211.180000 sec): 3 clusters Score: Raw -21320.742080 + Penalty 1700.110300 = -19620.631779 nChanged 1 SP:Iteration 6Q (42211.380000 sec): 3 clusters Score: Raw -21330.451439 + Penalty 1700.110300 = -19630.341139 nChanged 0 SP:Iteration 7F (42211.530000 sec): 3 clusters Score: Raw -21330.451439 + Penalty 1700.110300 = -19630.341139 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (42870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42211.780000 sec): 2 clusters Score: Raw -5427972.306409 + Penalty 1733.213228 = -5426239.093180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42212.140000 sec): 3 clusters Score: Raw -5400842.040590 + Penalty 3466.426457 = -5397375.614133 nChanged 20165 SP:Iteration 1F (42212.490000 sec): 3 clusters Score: Raw -5413111.669410 + Penalty 3466.426457 = -5409645.242953 nChanged 2617 SP:Iteration 2F (42212.860000 sec): 3 clusters Score: Raw -5414541.791375 + Penalty 3466.426457 = -5411075.364918 nChanged 3022 SP:Iteration 3F (42213.240000 sec): 3 clusters Score: Raw -5416595.651801 + Penalty 3466.426457 = -5413129.225344 nChanged 3514 SP:Iteration 4F (42213.620000 sec): 3 clusters Score: Raw -5419512.731827 + Penalty 3466.426457 = -5416046.305370 nChanged 3603 SP:Iteration 5F (42213.980000 sec): 3 clusters Score: Raw -5422942.539935 + Penalty 3466.426457 = -5419476.113478 nChanged 2814 SP:Iteration 6F (42214.340000 sec): 3 clusters Score: Raw -5425787.204389 + Penalty 3466.426457 = -5422320.777932 nChanged 1532 SP:Iteration 7Q (42214.680000 sec): 3 clusters Score: Raw -5427277.726733 + Penalty 3466.426457 = -5423811.300276 nChanged 612 SP:Iteration 8Q (42215.030000 sec): 3 clusters Score: Raw -5427851.273486 + Penalty 3466.426457 = -5424384.847029 nChanged 199 SP:Iteration 9Q (42215.380000 sec): 3 clusters Score: Raw -5428056.736011 + Penalty 3466.426457 = -5424590.309554 nChanged 57 SP:Iteration 10Q (42215.700000 sec): 3 clusters Score: Raw -5428116.937175 + Penalty 3466.426457 = -5424650.510718 nChanged 27 SP:Iteration 11Q (42216.020000 sec): 3 clusters Score: Raw -5428151.941493 + Penalty 3466.426457 = -5424685.515036 nChanged 21 SP:Iteration 12Q (42216.350000 sec): 3 clusters Score: Raw -5428177.484762 + Penalty 3466.426457 = -5424711.058305 nChanged 16 SP:Iteration 13Q (42216.710000 sec): 3 clusters Score: Raw -5428194.906982 + Penalty 3466.426457 = -5424728.480525 nChanged 11 SP:Iteration 14Q (42217.040000 sec): 3 clusters Score: Raw -5428209.613872 + Penalty 3466.426457 = -5424743.187415 nChanged 8 SP:Iteration 15Q (42217.380000 sec): 3 clusters Score: Raw -5428218.957557 + Penalty 3466.426457 = -5424752.531100 nChanged 6 SP:Iteration 16Q (42217.720000 sec): 3 clusters Score: Raw -5428227.521346 + Penalty 3466.426457 = -5424761.094889 nChanged 3 SP:Iteration 17Q (42218.050000 sec): 3 clusters Score: Raw -5428230.742648 + Penalty 3466.426457 = -5424764.316191 nChanged 3 SP:Iteration 18Q (42218.370000 sec): 3 clusters Score: Raw -5428234.521421 + Penalty 3466.426457 = -5424768.094964 nChanged 3 SP:Iteration 19Q (42218.780000 sec): 3 clusters Score: Raw -5428238.652960 + Penalty 3466.426457 = -5424772.226503 nChanged 0 SP:Iteration 20F (42219.170000 sec): 3 clusters Score: Raw -5428238.652960 + Penalty 3466.426457 = -5424772.226503 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (21460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42219.290000 sec): 2 clusters Score: Raw -2612837.693683 + Penalty 1620.766228 = -2611216.927456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42219.560000 sec): 3 clusters Score: Raw -2599989.913766 + Penalty 3241.532455 = -2596748.381311 nChanged 9665 SP:Iteration 1F (42219.880000 sec): 3 clusters Score: Raw -2605203.695637 + Penalty 3241.532455 = -2601962.163182 nChanged 1012 SP:Iteration 2Q (42220.170000 sec): 3 clusters Score: Raw -2605536.531001 + Penalty 3241.532455 = -2602294.998546 nChanged 929 SP:Iteration 3Q (42220.400000 sec): 3 clusters Score: Raw -2605858.820613 + Penalty 3241.532455 = -2602617.288158 nChanged 916 SP:Iteration 4Q (42220.700000 sec): 3 clusters Score: Raw -2606205.870286 + Penalty 3241.532455 = -2602964.337830 nChanged 969 SP:Iteration 5Q (42221.020000 sec): 3 clusters Score: Raw -2606665.740585 + Penalty 3241.532455 = -2603424.208130 nChanged 1151 SP:Iteration 6F (42221.290000 sec): 3 clusters Score: Raw -2607352.702908 + Penalty 3241.532455 = -2604111.170453 nChanged 1420 SP:Iteration 7F (42221.520000 sec): 3 clusters Score: Raw -2608487.242785 + Penalty 3241.532455 = -2605245.710330 nChanged 1535 SP:Iteration 8F (42221.770000 sec): 3 clusters Score: Raw -2609919.075901 + Penalty 3241.532455 = -2606677.543445 nChanged 1301 SP:Iteration 9F (42222.040000 sec): 3 clusters Score: Raw -2611169.494413 + Penalty 3241.532455 = -2607927.961958 nChanged 894 SP:Iteration 10Q (42222.320000 sec): 3 clusters Score: Raw -2612033.302739 + Penalty 3241.532455 = -2608791.770284 nChanged 490 SP:Iteration 11Q (42222.640000 sec): 3 clusters Score: Raw -2612503.119599 + Penalty 3241.532455 = -2609261.587144 nChanged 268 SP:Iteration 12Q (42222.920000 sec): 3 clusters Score: Raw -2612737.540852 + Penalty 3241.532455 = -2609496.008397 nChanged 145 SP:Iteration 13Q (42223.180000 sec): 3 clusters Score: Raw -2612868.731401 + Penalty 3241.532455 = -2609627.198946 nChanged 85 SP:Iteration 14Q (42223.360000 sec): 3 clusters Score: Raw -2612936.738841 + Penalty 3241.532455 = -2609695.206386 nChanged 42 SP:Iteration 15Q (42223.670000 sec): 3 clusters Score: Raw -2612974.087587 + Penalty 3241.532455 = -2609732.555131 nChanged 35 SP:Iteration 16Q (42223.870000 sec): 3 clusters Score: Raw -2612996.969895 + Penalty 3241.532455 = -2609755.437440 nChanged 16 SP:Iteration 17Q (42224.160000 sec): 3 clusters Score: Raw -2613006.960589 + Penalty 3241.532455 = -2609765.428133 nChanged 16 SP:Iteration 18Q (42224.360000 sec): 3 clusters Score: Raw -2613022.481915 + Penalty 3241.532455 = -2609780.949460 nChanged 14 SP:Iteration 19Q (42224.590000 sec): 3 clusters Score: Raw -2613032.765395 + Penalty 3241.532455 = -2609791.232940 nChanged 8 SP:Iteration 20F (42224.880000 sec): 3 clusters Score: Raw -2613040.566106 + Penalty 3241.532455 = -2609799.033650 nChanged 8 SP:Iteration 21Q (42225.130000 sec): 3 clusters Score: Raw -2613047.666244 + Penalty 3241.532455 = -2609806.133788 nChanged 10 SP:Iteration 22Q (42225.350000 sec): 3 clusters Score: Raw -2613056.082032 + Penalty 3241.532455 = -2609814.549577 nChanged 5 SP:Iteration 23Q (42225.600000 sec): 3 clusters Score: Raw -2613059.772747 + Penalty 3241.532455 = -2609818.240292 nChanged 2 SP:Iteration 24Q (42225.830000 sec): 3 clusters Score: Raw -2613060.852321 + Penalty 3241.532455 = -2609819.319866 nChanged 0 SP:Iteration 25F (42226.120000 sec): 3 clusters Score: Raw -2613060.852321 + Penalty 3241.532455 = -2609819.319866 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42226.240000 sec): 2 clusters Score: Raw -12210.940227 + Penalty 795.898967 = -11415.041259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42226.420000 sec): 3 clusters Score: Raw -12426.829706 + Penalty 1591.797935 = -10835.031771 nChanged 16 SP:Iteration 1F (42226.600000 sec): 3 clusters Score: Raw -12601.638278 + Penalty 1591.797935 = -11009.840343 nChanged 4 SP:Iteration 2Q (42226.780000 sec): 3 clusters Score: Raw -12625.160079 + Penalty 1591.797935 = -11033.362144 nChanged 3 SP:Iteration 3Q (42226.940000 sec): 3 clusters Score: Raw -12648.543481 + Penalty 1591.797935 = -11056.745546 nChanged 2 SP:Iteration 4Q (42227.080000 sec): 3 clusters Score: Raw -12678.661552 + Penalty 1591.797935 = -11086.863617 nChanged 0 SP:Iteration 5F (42227.270000 sec): 3 clusters Score: Raw -12678.661552 + Penalty 1591.797935 = -11086.863617 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42227.360000 sec): 2 clusters Score: Raw -90766.079899 + Penalty 1074.019252 = -89692.060647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42227.510000 sec): 3 clusters Score: Raw -90571.637601 + Penalty 2148.038504 = -88423.599097 nChanged 194 SP:Iteration 1F (42227.700000 sec): 3 clusters Score: Raw -90785.882315 + Penalty 2148.038504 = -88637.843811 nChanged 43 SP:Iteration 2F (42227.840000 sec): 3 clusters Score: Raw -90836.469602 + Penalty 2148.038504 = -88688.431098 nChanged 23 SP:Iteration 3Q (42228.000000 sec): 3 clusters Score: Raw -90867.241819 + Penalty 2148.038504 = -88719.203315 nChanged 13 SP:Iteration 4Q (42228.190000 sec): 3 clusters Score: Raw -90882.020548 + Penalty 2148.038504 = -88733.982044 nChanged 8 SP:Iteration 5Q (42228.380000 sec): 3 clusters Score: Raw -90891.605105 + Penalty 2148.038504 = -88743.566601 nChanged 7 SP:Iteration 6Q (42228.540000 sec): 3 clusters Score: Raw -90901.381088 + Penalty 2148.038504 = -88753.342584 nChanged 5 SP:Iteration 7Q (42228.690000 sec): 3 clusters Score: Raw -90910.026521 + Penalty 2148.038504 = -88761.988017 nChanged 2 SP:Iteration 8Q (42228.860000 sec): 3 clusters Score: Raw -90911.890143 + Penalty 2148.038504 = -88763.851639 nChanged 1 SP:Iteration 9Q (42229.000000 sec): 3 clusters Score: Raw -90912.251591 + Penalty 2148.038504 = -88764.213087 nChanged 0 SP:Iteration 10F (42229.160000 sec): 3 clusters Score: Raw -90912.251591 + Penalty 2148.038504 = -88764.213087 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42229.260000 sec): 2 clusters Score: Raw -41255.934139 + Penalty 963.125479 = -40292.808660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42229.420000 sec): 3 clusters Score: Raw -41295.982120 + Penalty 1926.250958 = -39369.731161 nChanged 88 SP:Iteration 1F (42229.580000 sec): 3 clusters Score: Raw -41476.701492 + Penalty 1926.250958 = -39550.450534 nChanged 24 SP:Iteration 2F (42229.760000 sec): 3 clusters Score: Raw -41529.430106 + Penalty 1926.250958 = -39603.179148 nChanged 9 SP:Iteration 3Q (42229.920000 sec): 3 clusters Score: Raw -41556.661109 + Penalty 1926.250958 = -39630.410151 nChanged 12 SP:Iteration 4Q (42230.080000 sec): 3 clusters Score: Raw -41579.137053 + Penalty 1926.250958 = -39652.886095 nChanged 6 SP:Iteration 5Q (42230.260000 sec): 3 clusters Score: Raw -41593.065560 + Penalty 1926.250958 = -39666.814602 nChanged 2 SP:Iteration 6Q (42230.390000 sec): 3 clusters Score: Raw -41594.750548 + Penalty 1926.250958 = -39668.499590 nChanged 2 SP:Iteration 7Q (42230.520000 sec): 3 clusters Score: Raw -41597.406355 + Penalty 1926.250958 = -39671.155396 nChanged 1 SP:Iteration 8Q (42230.720000 sec): 3 clusters Score: Raw -41599.764989 + Penalty 1926.250958 = -39673.514031 nChanged 1 SP:Iteration 9Q (42230.900000 sec): 3 clusters Score: Raw -41601.174815 + Penalty 1926.250958 = -39674.923856 nChanged 3 SP:Iteration 10Q (42231.080000 sec): 3 clusters Score: Raw -41605.904284 + Penalty 1926.250958 = -39679.653326 nChanged 2 SP:Iteration 11Q (42231.260000 sec): 3 clusters Score: Raw -41612.613407 + Penalty 1926.250958 = -39686.362448 nChanged 2 SP:Iteration 12Q (42231.420000 sec): 3 clusters Score: Raw -41615.588735 + Penalty 1926.250958 = -39689.337777 nChanged 3 SP:Iteration 13Q (42231.590000 sec): 3 clusters Score: Raw -41630.180572 + Penalty 1926.250958 = -39703.929614 nChanged 3 SP:Iteration 14Q (42231.740000 sec): 3 clusters Score: Raw -41652.894326 + Penalty 1926.250958 = -39726.643368 nChanged 5 SP:Iteration 15Q (42231.920000 sec): 3 clusters Score: Raw -41665.607979 + Penalty 1926.250958 = -39739.357021 nChanged 3 SP:Iteration 16Q (42232.090000 sec): 3 clusters Score: Raw -41671.748934 + Penalty 1926.250958 = -39745.497975 nChanged 3 SP:Iteration 17Q (42232.270000 sec): 3 clusters Score: Raw -41686.265694 + Penalty 1926.250958 = -39760.014735 nChanged 7 SP:Iteration 18Q (42232.460000 sec): 3 clusters Score: Raw -41715.422451 + Penalty 1926.250958 = -39789.171492 nChanged 6 SP:Iteration 19Q (42232.650000 sec): 3 clusters Score: Raw -41756.270505 + Penalty 1926.250958 = -39830.019547 nChanged 11 SP:Iteration 20F (42232.780000 sec): 3 clusters Score: Raw -41799.424066 + Penalty 1926.250958 = -39873.173108 nChanged 9 SP:Iteration 21Q (42232.980000 sec): 3 clusters Score: Raw -41841.760271 + Penalty 1926.250958 = -39915.509313 nChanged 6 SP:Iteration 22Q (42233.120000 sec): 3 clusters Score: Raw -41865.341943 + Penalty 1926.250958 = -39939.090985 nChanged 6 SP:Iteration 23Q (42233.280000 sec): 3 clusters Score: Raw -41883.650352 + Penalty 1926.250958 = -39957.399393 nChanged 3 SP:Iteration 24Q (42233.490000 sec): 3 clusters Score: Raw -41891.205210 + Penalty 1926.250958 = -39964.954252 nChanged 3 SP:Iteration 25Q (42233.630000 sec): 3 clusters Score: Raw -41900.448665 + Penalty 1926.250958 = -39974.197707 nChanged 3 SP:Iteration 26Q (42233.820000 sec): 3 clusters Score: Raw -41906.786899 + Penalty 1926.250958 = -39980.535940 nChanged 4 SP:Iteration 27Q (42233.970000 sec): 3 clusters Score: Raw -41911.559887 + Penalty 1926.250958 = -39985.308928 nChanged 4 SP:Iteration 28Q (42234.130000 sec): 3 clusters Score: Raw -41922.028324 + Penalty 1926.250958 = -39995.777366 nChanged 6 SP:Iteration 29Q (42234.280000 sec): 3 clusters Score: Raw -41959.919983 + Penalty 1926.250958 = -40033.669024 nChanged 5 SP:Iteration 30Q (42234.470000 sec): 3 clusters Score: Raw -41981.417130 + Penalty 1926.250958 = -40055.166171 nChanged 7 SP:Iteration 31Q (42234.630000 sec): 3 clusters Score: Raw -42051.598559 + Penalty 1926.250958 = -40125.347600 nChanged 12 SP:Iteration 32Q (42234.810000 sec): 3 clusters Score: Raw -42139.292924 + Penalty 1926.250958 = -40213.041966 nChanged 6 SP:Iteration 33Q (42234.990000 sec): 3 clusters Score: Raw -42193.630581 + Penalty 1926.250958 = -40267.379622 nChanged 2 SP:Iteration 34Q (42235.180000 sec): 3 clusters Score: Raw -42212.988583 + Penalty 1926.250958 = -40286.737625 nChanged 2 SP:Iteration 35Q (42235.370000 sec): 3 clusters Score: Raw -42225.055053 + Penalty 1926.250958 = -40298.804095 nChanged 0 SP:Iteration 36F (42235.540000 sec): 3 clusters Score: Raw -42225.055053 + Penalty 1926.250958 = -40298.804095 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 8.69 GB. Trying to split cluster 12 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42235.640000 sec): 2 clusters Score: Raw -25633.677811 + Penalty 873.482741 = -24760.195069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42235.830000 sec): 3 clusters Score: Raw -25729.723569 + Penalty 1746.965482 = -23982.758086 nChanged 21 SP:Iteration 1F (42236.000000 sec): 3 clusters Score: Raw -25801.617224 + Penalty 1746.965482 = -24054.651741 nChanged 5 SP:Iteration 2Q (42236.190000 sec): 3 clusters Score: Raw -25811.546656 + Penalty 1746.965482 = -24064.581173 nChanged 2 SP:Iteration 3Q (42236.370000 sec): 3 clusters Score: Raw -25817.570395 + Penalty 1746.965482 = -24070.604912 nChanged 1 SP:Iteration 4Q (42236.540000 sec): 3 clusters Score: Raw -25820.879270 + Penalty 1746.965482 = -24073.913787 nChanged 2 SP:Iteration 5Q (42236.700000 sec): 3 clusters Score: Raw -25826.399547 + Penalty 1746.965482 = -24079.434064 nChanged 0 SP:Iteration 6F (42236.870000 sec): 3 clusters Score: Raw -25826.399547 + Penalty 1746.965482 = -24079.434064 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (5748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42236.990000 sec): 2 clusters Score: Raw -732875.603969 + Penalty 1406.698678 = -731468.905291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42237.180000 sec): 3 clusters Score: Raw -729856.020173 + Penalty 2813.397355 = -727042.622818 nChanged 2380 SP:Iteration 1F (42237.420000 sec): 3 clusters Score: Raw -731189.344025 + Penalty 2813.397355 = -728375.946670 nChanged 411 SP:Iteration 2F (42237.620000 sec): 3 clusters Score: Raw -731462.535607 + Penalty 2813.397355 = -728649.138251 nChanged 336 SP:Iteration 3F (42237.790000 sec): 3 clusters Score: Raw -731670.361075 + Penalty 2813.397355 = -728856.963720 nChanged 309 SP:Iteration 4F (42237.980000 sec): 3 clusters Score: Raw -731852.437423 + Penalty 2813.397355 = -729039.040068 nChanged 277 SP:Iteration 5Q (42238.180000 sec): 3 clusters Score: Raw -732005.774974 + Penalty 2813.397355 = -729192.377618 nChanged 252 SP:Iteration 6Q (42238.390000 sec): 3 clusters Score: Raw -732164.277947 + Penalty 2813.397355 = -729350.880592 nChanged 244 SP:Iteration 7Q (42238.590000 sec): 3 clusters Score: Raw -732321.885679 + Penalty 2813.397355 = -729508.488323 nChanged 225 SP:Iteration 8Q (42238.780000 sec): 3 clusters Score: Raw -732470.892976 + Penalty 2813.397355 = -729657.495621 nChanged 218 SP:Iteration 9Q (42238.990000 sec): 3 clusters Score: Raw -732615.798469 + Penalty 2813.397355 = -729802.401114 nChanged 174 SP:Iteration 10Q (42239.200000 sec): 3 clusters Score: Raw -732717.080123 + Penalty 2813.397355 = -729903.682768 nChanged 144 SP:Iteration 11Q (42239.400000 sec): 3 clusters Score: Raw -732794.599339 + Penalty 2813.397355 = -729981.201983 nChanged 124 SP:Iteration 12Q (42239.610000 sec): 3 clusters Score: Raw -732863.398634 + Penalty 2813.397355 = -730050.001279 nChanged 94 SP:Iteration 13Q (42239.780000 sec): 3 clusters Score: Raw -732910.619115 + Penalty 2813.397355 = -730097.221760 nChanged 54 SP:Iteration 14Q (42239.980000 sec): 3 clusters Score: Raw -732929.532771 + Penalty 2813.397355 = -730116.135415 nChanged 43 SP:Iteration 15Q (42240.200000 sec): 3 clusters Score: Raw -732943.796664 + Penalty 2813.397355 = -730130.399308 nChanged 34 SP:Iteration 16Q (42240.400000 sec): 3 clusters Score: Raw -732954.751713 + Penalty 2813.397355 = -730141.354358 nChanged 30 SP:Iteration 17Q (42240.570000 sec): 3 clusters Score: Raw -732963.628550 + Penalty 2813.397355 = -730150.231194 nChanged 27 SP:Iteration 18Q (42240.790000 sec): 3 clusters Score: Raw -732971.136222 + Penalty 2813.397355 = -730157.738867 nChanged 22 SP:Iteration 19Q (42241.000000 sec): 3 clusters Score: Raw -732975.453474 + Penalty 2813.397355 = -730162.056119 nChanged 15 SP:Iteration 20F (42241.180000 sec): 3 clusters Score: Raw -732978.559573 + Penalty 2813.397355 = -730165.162218 nChanged 15 SP:Iteration 21Q (42241.360000 sec): 3 clusters Score: Raw -732982.939522 + Penalty 2813.397355 = -730169.542166 nChanged 12 SP:Iteration 22Q (42241.540000 sec): 3 clusters Score: Raw -732985.840238 + Penalty 2813.397355 = -730172.442882 nChanged 10 SP:Iteration 23Q (42241.740000 sec): 3 clusters Score: Raw -732987.532459 + Penalty 2813.397355 = -730174.135104 nChanged 5 SP:Iteration 24Q (42241.910000 sec): 3 clusters Score: Raw -732988.608807 + Penalty 2813.397355 = -730175.211452 nChanged 3 SP:Iteration 25Q (42242.140000 sec): 3 clusters Score: Raw -732989.328550 + Penalty 2813.397355 = -730175.931195 nChanged 2 SP:Iteration 26Q (42242.290000 sec): 3 clusters Score: Raw -732989.584776 + Penalty 2813.397355 = -730176.187421 nChanged 1 SP:Iteration 27Q (42242.480000 sec): 3 clusters Score: Raw -732989.754640 + Penalty 2813.397355 = -730176.357285 nChanged 1 SP:Iteration 28Q (42242.690000 sec): 3 clusters Score: Raw -732989.926980 + Penalty 2813.397355 = -730176.529624 nChanged 2 SP:Iteration 29Q (42242.840000 sec): 3 clusters Score: Raw -732990.335826 + Penalty 2813.397355 = -730176.938471 nChanged 3 SP:Iteration 30Q (42243.020000 sec): 3 clusters Score: Raw -732990.871380 + Penalty 2813.397355 = -730177.474024 nChanged 3 SP:Iteration 31Q (42243.260000 sec): 3 clusters Score: Raw -732991.402633 + Penalty 2813.397355 = -730178.005278 nChanged 4 SP:Iteration 32Q (42243.430000 sec): 3 clusters Score: Raw -732992.764380 + Penalty 2813.397355 = -730179.367025 nChanged 5 SP:Iteration 33Q (42243.630000 sec): 3 clusters Score: Raw -732993.924428 + Penalty 2813.397355 = -730180.527072 nChanged 4 SP:Iteration 34Q (42243.880000 sec): 3 clusters Score: Raw -732994.880746 + Penalty 2813.397355 = -730181.483391 nChanged 5 SP:Iteration 35Q (42244.050000 sec): 3 clusters Score: Raw -732996.060907 + Penalty 2813.397355 = -730182.663552 nChanged 4 SP:Iteration 36Q (42244.240000 sec): 3 clusters Score: Raw -732996.722335 + Penalty 2813.397355 = -730183.324980 nChanged 3 SP:Iteration 37Q (42244.420000 sec): 3 clusters Score: Raw -732997.377112 + Penalty 2813.397355 = -730183.979756 nChanged 2 SP:Iteration 38Q (42244.610000 sec): 3 clusters Score: Raw -732998.303374 + Penalty 2813.397355 = -730184.906018 nChanged 5 SP:Iteration 39Q (42244.800000 sec): 3 clusters Score: Raw -732999.377498 + Penalty 2813.397355 = -730185.980143 nChanged 2 SP:Iteration 40F (42244.940000 sec): 3 clusters Score: Raw -732999.734964 + Penalty 2813.397355 = -730186.337609 nChanged 3 SP:Iteration 41Q (42245.160000 sec): 3 clusters Score: Raw -733000.172174 + Penalty 2813.397355 = -730186.774818 nChanged 0 SP:Iteration 42F (42245.330000 sec): 3 clusters Score: Raw -733000.172174 + Penalty 2813.397355 = -730186.774818 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42245.390000 sec): 2 clusters Score: Raw -15110.271045 + Penalty 800.678724 = -14309.592321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42245.570000 sec): 3 clusters Score: Raw -15234.362087 + Penalty 1601.357448 = -13633.004640 nChanged 7 SP:Iteration 1F (42245.700000 sec): 3 clusters Score: Raw -15267.498532 + Penalty 1601.357448 = -13666.141084 nChanged 3 SP:Iteration 2Q (42245.830000 sec): 3 clusters Score: Raw -15285.494610 + Penalty 1601.357448 = -13684.137162 nChanged 0 SP:Iteration 3F (42245.980000 sec): 3 clusters Score: Raw -15285.494610 + Penalty 1601.357448 = -13684.137162 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (16184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42246.130000 sec): 2 clusters Score: Raw -2057371.318768 + Penalty 1574.913987 = -2055796.404782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42246.420000 sec): 3 clusters Score: Raw -2047688.678740 + Penalty 3149.827973 = -2044538.850767 nChanged 7214 SP:Iteration 1F (42246.670000 sec): 3 clusters Score: Raw -2051529.456858 + Penalty 3149.827973 = -2048379.628885 nChanged 891 SP:Iteration 2F (42246.960000 sec): 3 clusters Score: Raw -2051894.805039 + Penalty 3149.827973 = -2048744.977066 nChanged 814 SP:Iteration 3F (42247.210000 sec): 3 clusters Score: Raw -2052241.592829 + Penalty 3149.827973 = -2049091.764855 nChanged 848 SP:Iteration 4F (42247.440000 sec): 3 clusters Score: Raw -2052659.094997 + Penalty 3149.827973 = -2049509.267024 nChanged 956 SP:Iteration 5F (42247.700000 sec): 3 clusters Score: Raw -2053256.686898 + Penalty 3149.827973 = -2050106.858925 nChanged 1117 SP:Iteration 6F (42247.940000 sec): 3 clusters Score: Raw -2054147.182329 + Penalty 3149.827973 = -2050997.354356 nChanged 1187 SP:Iteration 7F (42248.200000 sec): 3 clusters Score: Raw -2055218.448558 + Penalty 3149.827973 = -2052068.620585 nChanged 1004 SP:Iteration 8F (42248.440000 sec): 3 clusters Score: Raw -2056184.149238 + Penalty 3149.827973 = -2053034.321265 nChanged 684 SP:Iteration 9Q (42248.730000 sec): 3 clusters Score: Raw -2056891.914072 + Penalty 3149.827973 = -2053742.086099 nChanged 381 SP:Iteration 10Q (42249.030000 sec): 3 clusters Score: Raw -2057263.347218 + Penalty 3149.827973 = -2054113.519244 nChanged 221 SP:Iteration 11Q (42249.250000 sec): 3 clusters Score: Raw -2057435.021473 + Penalty 3149.827973 = -2054285.193500 nChanged 153 SP:Iteration 12Q (42249.530000 sec): 3 clusters Score: Raw -2057535.310803 + Penalty 3149.827973 = -2054385.482830 nChanged 90 SP:Iteration 13Q (42249.710000 sec): 3 clusters Score: Raw -2057587.281426 + Penalty 3149.827973 = -2054437.453453 nChanged 63 SP:Iteration 14Q (42250.010000 sec): 3 clusters Score: Raw -2057615.205536 + Penalty 3149.827973 = -2054465.377563 nChanged 49 SP:Iteration 15Q (42250.230000 sec): 3 clusters Score: Raw -2057634.849344 + Penalty 3149.827973 = -2054485.021371 nChanged 37 SP:Iteration 16Q (42250.470000 sec): 3 clusters Score: Raw -2057649.577301 + Penalty 3149.827973 = -2054499.749328 nChanged 28 SP:Iteration 17Q (42250.690000 sec): 3 clusters Score: Raw -2057660.356514 + Penalty 3149.827973 = -2054510.528541 nChanged 20 SP:Iteration 18Q (42250.950000 sec): 3 clusters Score: Raw -2057667.658477 + Penalty 3149.827973 = -2054517.830504 nChanged 14 SP:Iteration 19Q (42251.170000 sec): 3 clusters Score: Raw -2057672.023021 + Penalty 3149.827973 = -2054522.195048 nChanged 10 SP:Iteration 20F (42251.390000 sec): 3 clusters Score: Raw -2057677.486522 + Penalty 3149.827973 = -2054527.658549 nChanged 12 SP:Iteration 21Q (42251.640000 sec): 3 clusters Score: Raw -2057683.495814 + Penalty 3149.827973 = -2054533.667841 nChanged 11 SP:Iteration 22Q (42251.870000 sec): 3 clusters Score: Raw -2057687.035226 + Penalty 3149.827973 = -2054537.207253 nChanged 7 SP:Iteration 23Q (42252.120000 sec): 3 clusters Score: Raw -2057689.485974 + Penalty 3149.827973 = -2054539.658001 nChanged 9 SP:Iteration 24Q (42252.330000 sec): 3 clusters Score: Raw -2057694.301688 + Penalty 3149.827973 = -2054544.473715 nChanged 5 SP:Iteration 25Q (42252.550000 sec): 3 clusters Score: Raw -2057696.340148 + Penalty 3149.827973 = -2054546.512175 nChanged 3 SP:Iteration 26Q (42252.790000 sec): 3 clusters Score: Raw -2057697.745475 + Penalty 3149.827973 = -2054547.917502 nChanged 1 SP:Iteration 27Q (42252.980000 sec): 3 clusters Score: Raw -2057697.861639 + Penalty 3149.827973 = -2054548.033666 nChanged 1 SP:Iteration 28Q (42253.230000 sec): 3 clusters Score: Raw -2057698.326866 + Penalty 3149.827973 = -2054548.498893 nChanged 1 SP:Iteration 29Q (42253.420000 sec): 3 clusters Score: Raw -2057698.603412 + Penalty 3149.827973 = -2054548.775439 nChanged 1 SP:Iteration 30Q (42253.700000 sec): 3 clusters Score: Raw -2057698.988710 + Penalty 3149.827973 = -2054549.160737 nChanged 1 SP:Iteration 31Q (42253.930000 sec): 3 clusters Score: Raw -2057699.414838 + Penalty 3149.827973 = -2054549.586865 nChanged 0 SP:Iteration 32F (42254.140000 sec): 3 clusters Score: Raw -2057699.414838 + Penalty 3149.827973 = -2054549.586865 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42254.260000 sec): 2 clusters Score: Raw -62309.764498 + Penalty 1022.980725 = -61286.783773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42254.350000 sec): 3 clusters Score: Raw -62200.919839 + Penalty 2045.961450 = -60154.958389 nChanged 138 SP:Iteration 1F (42254.510000 sec): 3 clusters Score: Raw -62394.446654 + Penalty 2045.961450 = -60348.485204 nChanged 34 SP:Iteration 2F (42254.670000 sec): 3 clusters Score: Raw -62451.034992 + Penalty 2045.961450 = -60405.073542 nChanged 12 SP:Iteration 3Q (42254.830000 sec): 3 clusters Score: Raw -62468.411961 + Penalty 2045.961450 = -60422.450510 nChanged 6 SP:Iteration 4Q (42255.020000 sec): 3 clusters Score: Raw -62476.754879 + Penalty 2045.961450 = -60430.793429 nChanged 4 SP:Iteration 5Q (42255.210000 sec): 3 clusters Score: Raw -62480.018060 + Penalty 2045.961450 = -60434.056610 nChanged 0 SP:Iteration 6F (42255.380000 sec): 3 clusters Score: Raw -62480.018060 + Penalty 2045.961450 = -60434.056610 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42255.520000 sec): 2 clusters Score: Raw -1162986.520136 + Penalty 1483.501300 = -1161503.018836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42255.720000 sec): 3 clusters Score: Raw -1157766.178761 + Penalty 2967.002600 = -1154799.176161 nChanged 4036 SP:Iteration 1F (42255.970000 sec): 3 clusters Score: Raw -1159842.200150 + Penalty 2967.002600 = -1156875.197549 nChanged 499 SP:Iteration 2F (42256.160000 sec): 3 clusters Score: Raw -1160020.058890 + Penalty 2967.002600 = -1157053.056290 nChanged 405 SP:Iteration 3Q (42256.440000 sec): 3 clusters Score: Raw -1160151.456486 + Penalty 2967.002600 = -1157184.453886 nChanged 298 SP:Iteration 4Q (42256.600000 sec): 3 clusters Score: Raw -1160248.187195 + Penalty 2967.002600 = -1157281.184594 nChanged 261 SP:Iteration 5Q (42256.820000 sec): 3 clusters Score: Raw -1160330.492768 + Penalty 2967.002600 = -1157363.490168 nChanged 247 SP:Iteration 6Q (42257.040000 sec): 3 clusters Score: Raw -1160410.743614 + Penalty 2967.002600 = -1157443.741014 nChanged 236 SP:Iteration 7Q (42257.210000 sec): 3 clusters Score: Raw -1160491.475860 + Penalty 2967.002600 = -1157524.473260 nChanged 217 SP:Iteration 8Q (42257.440000 sec): 3 clusters Score: Raw -1160570.153086 + Penalty 2967.002600 = -1157603.150486 nChanged 239 SP:Iteration 9Q (42257.640000 sec): 3 clusters Score: Raw -1160668.300820 + Penalty 2967.002600 = -1157701.298220 nChanged 261 SP:Iteration 10Q (42257.880000 sec): 3 clusters Score: Raw -1160787.267853 + Penalty 2967.002600 = -1157820.265253 nChanged 283 SP:Iteration 11Q (42258.070000 sec): 3 clusters Score: Raw -1160942.058917 + Penalty 2967.002600 = -1157975.056316 nChanged 329 SP:Iteration 12Q (42258.330000 sec): 3 clusters Score: Raw -1161143.815436 + Penalty 2967.002600 = -1158176.812835 nChanged 358 SP:Iteration 13Q (42258.530000 sec): 3 clusters Score: Raw -1161392.982397 + Penalty 2967.002600 = -1158425.979797 nChanged 384 SP:Iteration 14Q (42258.760000 sec): 3 clusters Score: Raw -1161700.585820 + Penalty 2967.002600 = -1158733.583219 nChanged 382 SP:Iteration 15Q (42258.970000 sec): 3 clusters Score: Raw -1162018.560556 + Penalty 2967.002600 = -1159051.557956 nChanged 352 SP:Iteration 16Q (42259.120000 sec): 3 clusters Score: Raw -1162313.244685 + Penalty 2967.002600 = -1159346.242085 nChanged 293 SP:Iteration 17Q (42259.300000 sec): 3 clusters Score: Raw -1162543.213382 + Penalty 2967.002600 = -1159576.210781 nChanged 221 SP:Iteration 18Q (42259.550000 sec): 3 clusters Score: Raw -1162693.679615 + Penalty 2967.002600 = -1159726.677014 nChanged 186 SP:Iteration 19Q (42259.760000 sec): 3 clusters Score: Raw -1162821.658453 + Penalty 2967.002600 = -1159854.655853 nChanged 150 SP:Iteration 20F (42259.960000 sec): 3 clusters Score: Raw -1162923.401354 + Penalty 2967.002600 = -1159956.398754 nChanged 113 SP:Iteration 21Q (42260.090000 sec): 3 clusters Score: Raw -1162995.641461 + Penalty 2967.002600 = -1160028.638861 nChanged 86 SP:Iteration 22Q (42260.290000 sec): 3 clusters Score: Raw -1163049.385943 + Penalty 2967.002600 = -1160082.383343 nChanged 73 SP:Iteration 23Q (42260.500000 sec): 3 clusters Score: Raw -1163088.791498 + Penalty 2967.002600 = -1160121.788897 nChanged 56 SP:Iteration 24Q (42260.720000 sec): 3 clusters Score: Raw -1163126.617703 + Penalty 2967.002600 = -1160159.615102 nChanged 43 SP:Iteration 25Q (42260.930000 sec): 3 clusters Score: Raw -1163152.647635 + Penalty 2967.002600 = -1160185.645034 nChanged 31 SP:Iteration 26Q (42261.150000 sec): 3 clusters Score: Raw -1163169.175693 + Penalty 2967.002600 = -1160202.173092 nChanged 19 SP:Iteration 27Q (42261.310000 sec): 3 clusters Score: Raw -1163179.717193 + Penalty 2967.002600 = -1160212.714592 nChanged 18 SP:Iteration 28Q (42261.540000 sec): 3 clusters Score: Raw -1163190.338420 + Penalty 2967.002600 = -1160223.335820 nChanged 18 SP:Iteration 29Q (42261.700000 sec): 3 clusters Score: Raw -1163200.721555 + Penalty 2967.002600 = -1160233.718955 nChanged 15 SP:Iteration 30Q (42261.910000 sec): 3 clusters Score: Raw -1163210.941607 + Penalty 2967.002600 = -1160243.939007 nChanged 11 SP:Iteration 31Q (42262.070000 sec): 3 clusters Score: Raw -1163216.340531 + Penalty 2967.002600 = -1160249.337931 nChanged 12 SP:Iteration 32Q (42262.330000 sec): 3 clusters Score: Raw -1163222.154188 + Penalty 2967.002600 = -1160255.151588 nChanged 9 SP:Iteration 33Q (42262.510000 sec): 3 clusters Score: Raw -1163226.688325 + Penalty 2967.002600 = -1160259.685725 nChanged 5 SP:Iteration 34Q (42262.710000 sec): 3 clusters Score: Raw -1163228.803862 + Penalty 2967.002600 = -1160261.801261 nChanged 3 SP:Iteration 35Q (42262.940000 sec): 3 clusters Score: Raw -1163229.653956 + Penalty 2967.002600 = -1160262.651355 nChanged 0 SP:Iteration 36F (42263.160000 sec): 3 clusters Score: Raw -1163229.653956 + Penalty 2967.002600 = -1160262.651355 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (13554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42263.260000 sec): 2 clusters Score: Raw -1654510.174585 + Penalty 1546.096010 = -1652964.078575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42263.550000 sec): 3 clusters Score: Raw -1646640.954240 + Penalty 3092.192020 = -1643548.762220 nChanged 5955 SP:Iteration 1F (42263.770000 sec): 3 clusters Score: Raw -1649735.686998 + Penalty 3092.192020 = -1646643.494978 nChanged 617 SP:Iteration 2Q (42264.030000 sec): 3 clusters Score: Raw -1649937.573057 + Penalty 3092.192020 = -1646845.381036 nChanged 521 SP:Iteration 3Q (42264.260000 sec): 3 clusters Score: Raw -1650110.911034 + Penalty 3092.192020 = -1647018.719014 nChanged 478 SP:Iteration 4Q (42264.500000 sec): 3 clusters Score: Raw -1650323.063970 + Penalty 3092.192020 = -1647230.871949 nChanged 501 SP:Iteration 5Q (42264.750000 sec): 3 clusters Score: Raw -1650598.514840 + Penalty 3092.192020 = -1647506.322819 nChanged 530 SP:Iteration 6Q (42264.970000 sec): 3 clusters Score: Raw -1650996.754746 + Penalty 3092.192020 = -1647904.562725 nChanged 644 SP:Iteration 7Q (42265.220000 sec): 3 clusters Score: Raw -1651522.261009 + Penalty 3092.192020 = -1648430.068989 nChanged 771 SP:Iteration 8F (42265.440000 sec): 3 clusters Score: Raw -1652177.964498 + Penalty 3092.192020 = -1649085.772477 nChanged 832 SP:Iteration 9F (42265.710000 sec): 3 clusters Score: Raw -1652912.091914 + Penalty 3092.192020 = -1649819.899893 nChanged 931 SP:Iteration 10F (42265.900000 sec): 3 clusters Score: Raw -1653689.324660 + Penalty 3092.192020 = -1650597.132640 nChanged 770 SP:Iteration 11F (42266.140000 sec): 3 clusters Score: Raw -1654240.950470 + Penalty 3092.192020 = -1651148.758449 nChanged 554 SP:Iteration 12Q (42266.350000 sec): 3 clusters Score: Raw -1654566.197957 + Penalty 3092.192020 = -1651474.005936 nChanged 380 SP:Iteration 13Q (42266.590000 sec): 3 clusters Score: Raw -1654783.766011 + Penalty 3092.192020 = -1651691.573991 nChanged 300 SP:Iteration 14Q (42266.820000 sec): 3 clusters Score: Raw -1654942.980165 + Penalty 3092.192020 = -1651850.788144 nChanged 225 SP:Iteration 15Q (42267.080000 sec): 3 clusters Score: Raw -1655048.267753 + Penalty 3092.192020 = -1651956.075732 nChanged 171 SP:Iteration 16Q (42267.280000 sec): 3 clusters Score: Raw -1655102.214780 + Penalty 3092.192020 = -1652010.022760 nChanged 122 SP:Iteration 17Q (42267.490000 sec): 3 clusters Score: Raw -1655129.446930 + Penalty 3092.192020 = -1652037.254910 nChanged 80 SP:Iteration 18Q (42267.680000 sec): 3 clusters Score: Raw -1655148.803884 + Penalty 3092.192020 = -1652056.611864 nChanged 80 SP:Iteration 19Q (42267.950000 sec): 3 clusters Score: Raw -1655164.176079 + Penalty 3092.192020 = -1652071.984059 nChanged 52 SP:Iteration 20F (42268.180000 sec): 3 clusters Score: Raw -1655172.724954 + Penalty 3092.192020 = -1652080.532934 nChanged 45 SP:Iteration 21Q (42268.450000 sec): 3 clusters Score: Raw -1655180.996373 + Penalty 3092.192020 = -1652088.804353 nChanged 46 SP:Iteration 22Q (42268.670000 sec): 3 clusters Score: Raw -1655186.762501 + Penalty 3092.192020 = -1652094.570481 nChanged 24 SP:Iteration 23Q (42268.900000 sec): 3 clusters Score: Raw -1655189.338167 + Penalty 3092.192020 = -1652097.146147 nChanged 15 SP:Iteration 24Q (42269.120000 sec): 3 clusters Score: Raw -1655190.630430 + Penalty 3092.192020 = -1652098.438409 nChanged 12 SP:Iteration 25Q (42269.320000 sec): 3 clusters Score: Raw -1655191.639952 + Penalty 3092.192020 = -1652099.447932 nChanged 11 SP:Iteration 26Q (42269.540000 sec): 3 clusters Score: Raw -1655192.389441 + Penalty 3092.192020 = -1652100.197421 nChanged 8 SP:Iteration 27Q (42269.810000 sec): 3 clusters Score: Raw -1655193.162525 + Penalty 3092.192020 = -1652100.970505 nChanged 9 SP:Iteration 28Q (42270.030000 sec): 3 clusters Score: Raw -1655194.001004 + Penalty 3092.192020 = -1652101.808983 nChanged 9 SP:Iteration 29Q (42270.270000 sec): 3 clusters Score: Raw -1655194.734590 + Penalty 3092.192020 = -1652102.542570 nChanged 7 SP:Iteration 30Q (42270.480000 sec): 3 clusters Score: Raw -1655195.360003 + Penalty 3092.192020 = -1652103.167983 nChanged 6 SP:Iteration 31Q (42270.700000 sec): 3 clusters Score: Raw -1655195.943085 + Penalty 3092.192020 = -1652103.751065 nChanged 5 SP:Iteration 32Q (42270.910000 sec): 3 clusters Score: Raw -1655196.422084 + Penalty 3092.192020 = -1652104.230063 nChanged 5 SP:Iteration 33Q (42271.130000 sec): 3 clusters Score: Raw -1655197.037516 + Penalty 3092.192020 = -1652104.845495 nChanged 5 SP:Iteration 34Q (42271.340000 sec): 3 clusters Score: Raw -1655197.543973 + Penalty 3092.192020 = -1652105.351952 nChanged 6 SP:Iteration 35Q (42271.550000 sec): 3 clusters Score: Raw -1655197.891847 + Penalty 3092.192020 = -1652105.699827 nChanged 3 SP:Iteration 36Q (42271.770000 sec): 3 clusters Score: Raw -1655198.065173 + Penalty 3092.192020 = -1652105.873153 nChanged 3 SP:Iteration 37Q (42271.990000 sec): 3 clusters Score: Raw -1655198.278866 + Penalty 3092.192020 = -1652106.086845 nChanged 2 SP:Iteration 38Q (42272.200000 sec): 3 clusters Score: Raw -1655198.386389 + Penalty 3092.192020 = -1652106.194368 nChanged 2 SP:Iteration 39Q (42272.420000 sec): 3 clusters Score: Raw -1655198.542310 + Penalty 3092.192020 = -1652106.350289 nChanged 1 SP:Iteration 40F (42272.640000 sec): 3 clusters Score: Raw -1655198.625618 + Penalty 3092.192020 = -1652106.433598 nChanged 1 SP:Iteration 41Q (42272.850000 sec): 3 clusters Score: Raw -1655198.693431 + Penalty 3092.192020 = -1652106.501410 nChanged 1 SP:Iteration 42Q (42273.070000 sec): 3 clusters Score: Raw -1655198.740815 + Penalty 3092.192020 = -1652106.548795 nChanged 2 SP:Iteration 43Q (42273.290000 sec): 3 clusters Score: Raw -1655198.871373 + Penalty 3092.192020 = -1652106.679352 nChanged 0 SP:Iteration 44F (42273.510000 sec): 3 clusters Score: Raw -1655198.871373 + Penalty 3092.192020 = -1652106.679352 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (30728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42273.720000 sec): 2 clusters Score: Raw -3752042.111201 + Penalty 1679.101055 = -3750363.010146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42274.050000 sec): 3 clusters Score: Raw -3732795.647649 + Penalty 3358.202110 = -3729437.445539 nChanged 14256 SP:Iteration 1F (42274.420000 sec): 3 clusters Score: Raw -3740610.195111 + Penalty 3358.202110 = -3737251.993000 nChanged 1244 SP:Iteration 2Q (42274.750000 sec): 3 clusters Score: Raw -3740942.465321 + Penalty 3358.202110 = -3737584.263211 nChanged 1136 SP:Iteration 3Q (42275.110000 sec): 3 clusters Score: Raw -3741248.725362 + Penalty 3358.202110 = -3737890.523252 nChanged 1129 SP:Iteration 4Q (42275.460000 sec): 3 clusters Score: Raw -3741598.429752 + Penalty 3358.202110 = -3738240.227642 nChanged 1205 SP:Iteration 5Q (42275.760000 sec): 3 clusters Score: Raw -3742066.341785 + Penalty 3358.202110 = -3738708.139675 nChanged 1460 SP:Iteration 6Q (42276.030000 sec): 3 clusters Score: Raw -3742798.359819 + Penalty 3358.202110 = -3739440.157708 nChanged 1820 SP:Iteration 7F (42276.350000 sec): 3 clusters Score: Raw -3743946.803228 + Penalty 3358.202110 = -3740588.601118 nChanged 2171 SP:Iteration 8F (42276.660000 sec): 3 clusters Score: Raw -3745667.148493 + Penalty 3358.202110 = -3742308.946383 nChanged 2251 SP:Iteration 9F (42277.010000 sec): 3 clusters Score: Raw -3747631.458715 + Penalty 3358.202110 = -3744273.256605 nChanged 1846 SP:Iteration 10F (42277.320000 sec): 3 clusters Score: Raw -3749310.385696 + Penalty 3358.202110 = -3745952.183586 nChanged 1289 SP:Iteration 11Q (42277.650000 sec): 3 clusters Score: Raw -3750457.413436 + Penalty 3358.202110 = -3747099.211325 nChanged 794 SP:Iteration 12Q (42278.000000 sec): 3 clusters Score: Raw -3751149.826795 + Penalty 3358.202110 = -3747791.624685 nChanged 463 SP:Iteration 13Q (42278.270000 sec): 3 clusters Score: Raw -3751573.899221 + Penalty 3358.202110 = -3748215.697111 nChanged 277 SP:Iteration 14Q (42278.590000 sec): 3 clusters Score: Raw -3751864.017608 + Penalty 3358.202110 = -3748505.815498 nChanged 162 SP:Iteration 15Q (42278.910000 sec): 3 clusters Score: Raw -3752042.788513 + Penalty 3358.202110 = -3748684.586402 nChanged 120 SP:Iteration 16Q (42279.200000 sec): 3 clusters Score: Raw -3752172.276012 + Penalty 3358.202110 = -3748814.073901 nChanged 71 SP:Iteration 17Q (42279.490000 sec): 3 clusters Score: Raw -3752247.613793 + Penalty 3358.202110 = -3748889.411683 nChanged 54 SP:Iteration 18Q (42279.780000 sec): 3 clusters Score: Raw -3752298.036750 + Penalty 3358.202110 = -3748939.834640 nChanged 48 SP:Iteration 19Q (42280.080000 sec): 3 clusters Score: Raw -3752328.820623 + Penalty 3358.202110 = -3748970.618513 nChanged 35 SP:Iteration 20F (42280.400000 sec): 3 clusters Score: Raw -3752354.284379 + Penalty 3358.202110 = -3748996.082269 nChanged 32 SP:Iteration 21Q (42280.700000 sec): 3 clusters Score: Raw -3752371.457675 + Penalty 3358.202110 = -3749013.255565 nChanged 23 SP:Iteration 22Q (42280.970000 sec): 3 clusters Score: Raw -3752383.822070 + Penalty 3358.202110 = -3749025.619960 nChanged 16 SP:Iteration 23Q (42281.250000 sec): 3 clusters Score: Raw -3752389.969687 + Penalty 3358.202110 = -3749031.767576 nChanged 9 SP:Iteration 24Q (42281.610000 sec): 3 clusters Score: Raw -3752393.097893 + Penalty 3358.202110 = -3749034.895783 nChanged 4 SP:Iteration 25Q (42281.920000 sec): 3 clusters Score: Raw -3752395.348501 + Penalty 3358.202110 = -3749037.146390 nChanged 4 SP:Iteration 26Q (42282.230000 sec): 3 clusters Score: Raw -3752397.381370 + Penalty 3358.202110 = -3749039.179259 nChanged 4 SP:Iteration 27Q (42282.510000 sec): 3 clusters Score: Raw -3752399.360268 + Penalty 3358.202110 = -3749041.158157 nChanged 7 SP:Iteration 28Q (42282.780000 sec): 3 clusters Score: Raw -3752402.336477 + Penalty 3358.202110 = -3749044.134367 nChanged 3 SP:Iteration 29Q (42283.060000 sec): 3 clusters Score: Raw -3752404.382357 + Penalty 3358.202110 = -3749046.180247 nChanged 6 SP:Iteration 30Q (42283.330000 sec): 3 clusters Score: Raw -3752406.179706 + Penalty 3358.202110 = -3749047.977595 nChanged 5 SP:Iteration 31Q (42283.630000 sec): 3 clusters Score: Raw -3752408.735370 + Penalty 3358.202110 = -3749050.533259 nChanged 7 SP:Iteration 32Q (42283.920000 sec): 3 clusters Score: Raw -3752411.706184 + Penalty 3358.202110 = -3749053.504074 nChanged 2 SP:Iteration 33Q (42284.220000 sec): 3 clusters Score: Raw -3752412.718714 + Penalty 3358.202110 = -3749054.516604 nChanged 1 SP:Iteration 34Q (42284.540000 sec): 3 clusters Score: Raw -3752413.059925 + Penalty 3358.202110 = -3749054.857814 nChanged 0 SP:Iteration 35F (42284.830000 sec): 3 clusters Score: Raw -3752413.059925 + Penalty 3358.202110 = -3749054.857814 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42284.970000 sec): 2 clusters Score: Raw -180410.787573 + Penalty 1187.638205 = -179223.149368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42285.120000 sec): 3 clusters Score: Raw -179850.299922 + Penalty 2375.276409 = -177475.023513 nChanged 470 SP:Iteration 1F (42285.310000 sec): 3 clusters Score: Raw -180175.204716 + Penalty 2375.276409 = -177799.928307 nChanged 103 SP:Iteration 2F (42285.470000 sec): 3 clusters Score: Raw -180257.625869 + Penalty 2375.276409 = -177882.349460 nChanged 50 SP:Iteration 3Q (42285.650000 sec): 3 clusters Score: Raw -180290.173669 + Penalty 2375.276409 = -177914.897260 nChanged 30 SP:Iteration 4Q (42285.840000 sec): 3 clusters Score: Raw -180308.811025 + Penalty 2375.276409 = -177933.534616 nChanged 19 SP:Iteration 5Q (42286.010000 sec): 3 clusters Score: Raw -180321.459649 + Penalty 2375.276409 = -177946.183240 nChanged 16 SP:Iteration 6Q (42286.220000 sec): 3 clusters Score: Raw -180331.401593 + Penalty 2375.276409 = -177956.125184 nChanged 7 SP:Iteration 7Q (42286.390000 sec): 3 clusters Score: Raw -180335.534975 + Penalty 2375.276409 = -177960.258565 nChanged 6 SP:Iteration 8Q (42286.530000 sec): 3 clusters Score: Raw -180338.290812 + Penalty 2375.276409 = -177963.014403 nChanged 4 SP:Iteration 9Q (42286.740000 sec): 3 clusters Score: Raw -180341.014261 + Penalty 2375.276409 = -177965.737852 nChanged 5 SP:Iteration 10Q (42286.890000 sec): 3 clusters Score: Raw -180344.610757 + Penalty 2375.276409 = -177969.334348 nChanged 5 SP:Iteration 11Q (42287.050000 sec): 3 clusters Score: Raw -180348.303123 + Penalty 2375.276409 = -177973.026714 nChanged 7 SP:Iteration 12Q (42287.240000 sec): 3 clusters Score: Raw -180351.468769 + Penalty 2375.276409 = -177976.192360 nChanged 3 SP:Iteration 13Q (42287.390000 sec): 3 clusters Score: Raw -180353.659659 + Penalty 2375.276409 = -177978.383250 nChanged 3 SP:Iteration 14Q (42287.580000 sec): 3 clusters Score: Raw -180356.105012 + Penalty 2375.276409 = -177980.828603 nChanged 2 SP:Iteration 15Q (42287.770000 sec): 3 clusters Score: Raw -180357.401969 + Penalty 2375.276409 = -177982.125560 nChanged 3 SP:Iteration 16Q (42287.950000 sec): 3 clusters Score: Raw -180358.608268 + Penalty 2375.276409 = -177983.331859 nChanged 2 SP:Iteration 17Q (42288.120000 sec): 3 clusters Score: Raw -180359.706301 + Penalty 2375.276409 = -177984.429892 nChanged 3 SP:Iteration 18Q (42288.280000 sec): 3 clusters Score: Raw -180361.251943 + Penalty 2375.276409 = -177985.975534 nChanged 1 SP:Iteration 19Q (42288.430000 sec): 3 clusters Score: Raw -180361.807254 + Penalty 2375.276409 = -177986.530845 nChanged 0 SP:Iteration 20F (42288.600000 sec): 3 clusters Score: Raw -180361.807254 + Penalty 2375.276409 = -177986.530845 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42288.690000 sec): 2 clusters Score: Raw -14819.177904 + Penalty 804.173482 = -14015.004422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42288.860000 sec): 3 clusters Score: Raw -14961.078922 + Penalty 1608.346964 = -13352.731958 nChanged 13 SP:Iteration 1F (42289.030000 sec): 3 clusters Score: Raw -15006.607533 + Penalty 1608.346964 = -13398.260569 nChanged 2 SP:Iteration 2Q (42289.210000 sec): 3 clusters Score: Raw -15015.771466 + Penalty 1608.346964 = -13407.424501 nChanged 2 SP:Iteration 3Q (42289.390000 sec): 3 clusters Score: Raw -15027.503900 + Penalty 1608.346964 = -13419.156936 nChanged 1 SP:Iteration 4Q (42289.560000 sec): 3 clusters Score: Raw -15030.509152 + Penalty 1608.346964 = -13422.162187 nChanged 0 SP:Iteration 5F (42289.740000 sec): 3 clusters Score: Raw -15030.509152 + Penalty 1608.346964 = -13422.162187 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 22 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42289.830000 sec): 2 clusters Score: Raw -70433.135545 + Penalty 1045.874435 = -69387.261110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42290.000000 sec): 3 clusters Score: Raw -70355.091253 + Penalty 2091.748870 = -68263.342383 nChanged 151 SP:Iteration 1F (42290.160000 sec): 3 clusters Score: Raw -70685.774880 + Penalty 2091.748870 = -68594.026010 nChanged 56 SP:Iteration 2F (42290.340000 sec): 3 clusters Score: Raw -70876.776106 + Penalty 2091.748870 = -68785.027236 nChanged 29 SP:Iteration 3Q (42290.520000 sec): 3 clusters Score: Raw -70959.434232 + Penalty 2091.748870 = -68867.685363 nChanged 23 SP:Iteration 4Q (42290.700000 sec): 3 clusters Score: Raw -71046.463725 + Penalty 2091.748870 = -68954.714855 nChanged 25 SP:Iteration 5Q (42290.890000 sec): 3 clusters Score: Raw -71123.114738 + Penalty 2091.748870 = -69031.365868 nChanged 17 SP:Iteration 6Q (42291.070000 sec): 3 clusters Score: Raw -71179.127332 + Penalty 2091.748870 = -69087.378463 nChanged 19 SP:Iteration 7Q (42291.250000 sec): 3 clusters Score: Raw -71263.307916 + Penalty 2091.748870 = -69171.559047 nChanged 13 SP:Iteration 8Q (42291.420000 sec): 3 clusters Score: Raw -71334.172475 + Penalty 2091.748870 = -69242.423605 nChanged 15 SP:Iteration 9Q (42291.600000 sec): 3 clusters Score: Raw -71398.692587 + Penalty 2091.748870 = -69306.943717 nChanged 6 SP:Iteration 10Q (42291.800000 sec): 3 clusters Score: Raw -71411.776185 + Penalty 2091.748870 = -69320.027315 nChanged 1 SP:Iteration 11Q (42291.970000 sec): 3 clusters Score: Raw -71415.450884 + Penalty 2091.748870 = -69323.702015 nChanged 2 SP:Iteration 12Q (42292.150000 sec): 3 clusters Score: Raw -71418.855502 + Penalty 2091.748870 = -69327.106633 nChanged 2 SP:Iteration 13Q (42292.320000 sec): 3 clusters Score: Raw -71421.007194 + Penalty 2091.748870 = -69329.258324 nChanged 0 SP:Iteration 14F (42292.520000 sec): 3 clusters Score: Raw -71421.007194 + Penalty 2091.748870 = -69329.258324 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42292.620000 sec): 2 clusters Score: Raw -28352.486123 + Penalty 902.355933 = -27450.130190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42292.760000 sec): 3 clusters Score: Raw -28413.130479 + Penalty 1804.711865 = -26608.418614 nChanged 40 SP:Iteration 1F (42292.950000 sec): 3 clusters Score: Raw -28506.750245 + Penalty 1804.711865 = -26702.038380 nChanged 7 SP:Iteration 2Q (42293.130000 sec): 3 clusters Score: Raw -28528.887909 + Penalty 1804.711865 = -26724.176044 nChanged 3 SP:Iteration 3Q (42293.320000 sec): 3 clusters Score: Raw -28575.057189 + Penalty 1804.711865 = -26770.345324 nChanged 6 SP:Iteration 4Q (42293.480000 sec): 3 clusters Score: Raw -28595.717756 + Penalty 1804.711865 = -26791.005891 nChanged 6 SP:Iteration 5Q (42293.660000 sec): 3 clusters Score: Raw -28610.219131 + Penalty 1804.711865 = -26805.507266 nChanged 2 SP:Iteration 6Q (42293.850000 sec): 3 clusters Score: Raw -28612.976824 + Penalty 1804.711865 = -26808.264959 nChanged 0 SP:Iteration 7F (42294.000000 sec): 3 clusters Score: Raw -28612.976824 + Penalty 1804.711865 = -26808.264959 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42294.120000 sec): 2 clusters Score: Raw -24198.338629 + Penalty 871.209977 = -23327.128652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42294.320000 sec): 3 clusters Score: Raw -24265.427735 + Penalty 1742.419954 = -22523.007781 nChanged 26 SP:Iteration 1F (42294.440000 sec): 3 clusters Score: Raw -24331.008207 + Penalty 1742.419954 = -22588.588253 nChanged 7 SP:Iteration 2Q (42294.640000 sec): 3 clusters Score: Raw -24379.795554 + Penalty 1742.419954 = -22637.375600 nChanged 3 SP:Iteration 3Q (42294.800000 sec): 3 clusters Score: Raw -24418.895826 + Penalty 1742.419954 = -22676.475872 nChanged 2 SP:Iteration 4Q (42294.990000 sec): 3 clusters Score: Raw -24423.947026 + Penalty 1742.419954 = -22681.527072 nChanged 1 SP:Iteration 5Q (42295.160000 sec): 3 clusters Score: Raw -24424.621899 + Penalty 1742.419954 = -22682.201945 nChanged 2 SP:Iteration 6Q (42295.340000 sec): 3 clusters Score: Raw -24430.163157 + Penalty 1742.419954 = -22687.743203 nChanged 1 SP:Iteration 7Q (42295.520000 sec): 3 clusters Score: Raw -24431.687176 + Penalty 1742.419954 = -22689.267222 nChanged 0 SP:Iteration 8F (42295.710000 sec): 3 clusters Score: Raw -24431.687176 + Penalty 1742.419954 = -22689.267222 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42295.820000 sec): 2 clusters Score: Raw -20860.896731 + Penalty 846.541500 = -20014.355231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42296.000000 sec): 3 clusters Score: Raw -20945.859919 + Penalty 1693.083000 = -19252.776919 nChanged 18 SP:Iteration 1F (42296.160000 sec): 3 clusters Score: Raw -21016.030025 + Penalty 1693.083000 = -19322.947026 nChanged 5 SP:Iteration 2Q (42296.320000 sec): 3 clusters Score: Raw -21046.139239 + Penalty 1693.083000 = -19353.056239 nChanged 6 SP:Iteration 3Q (42296.490000 sec): 3 clusters Score: Raw -21075.529897 + Penalty 1693.083000 = -19382.446897 nChanged 2 SP:Iteration 4Q (42296.660000 sec): 3 clusters Score: Raw -21081.953049 + Penalty 1693.083000 = -19388.870049 nChanged 1 SP:Iteration 5Q (42296.820000 sec): 3 clusters Score: Raw -21087.442509 + Penalty 1693.083000 = -19394.359509 nChanged 0 SP:Iteration 6F (42296.980000 sec): 3 clusters Score: Raw -21087.442509 + Penalty 1693.083000 = -19394.359509 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42297.070000 sec): 2 clusters Score: Raw -23671.050983 + Penalty 874.233320 = -22796.817663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42297.240000 sec): 3 clusters Score: Raw -23753.679745 + Penalty 1748.466640 = -22005.213105 nChanged 30 SP:Iteration 1F (42297.430000 sec): 3 clusters Score: Raw -23863.022359 + Penalty 1748.466640 = -22114.555719 nChanged 11 SP:Iteration 2F (42297.620000 sec): 3 clusters Score: Raw -23909.077066 + Penalty 1748.466640 = -22160.610427 nChanged 8 SP:Iteration 3Q (42297.810000 sec): 3 clusters Score: Raw -23955.738268 + Penalty 1748.466640 = -22207.271628 nChanged 4 SP:Iteration 4Q (42297.950000 sec): 3 clusters Score: Raw -23972.866213 + Penalty 1748.466640 = -22224.399573 nChanged 1 SP:Iteration 5Q (42298.090000 sec): 3 clusters Score: Raw -23975.338797 + Penalty 1748.466640 = -22226.872157 nChanged 0 SP:Iteration 6F (42298.300000 sec): 3 clusters Score: Raw -23975.338797 + Penalty 1748.466640 = -22226.872157 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 27 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42298.390000 sec): 2 clusters Score: Raw -68004.443343 + Penalty 1040.041835 = -66964.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42298.560000 sec): 3 clusters Score: Raw -67914.503926 + Penalty 2080.083670 = -65834.420257 nChanged 134 SP:Iteration 1F (42298.750000 sec): 3 clusters Score: Raw -68085.375307 + Penalty 2080.083670 = -66005.291638 nChanged 32 SP:Iteration 2F (42298.910000 sec): 3 clusters Score: Raw -68126.802574 + Penalty 2080.083670 = -66046.718905 nChanged 15 SP:Iteration 3Q (42299.120000 sec): 3 clusters Score: Raw -68154.848456 + Penalty 2080.083670 = -66074.764786 nChanged 20 SP:Iteration 4Q (42299.320000 sec): 3 clusters Score: Raw -68206.352573 + Penalty 2080.083670 = -66126.268903 nChanged 19 SP:Iteration 5Q (42299.500000 sec): 3 clusters Score: Raw -68234.112945 + Penalty 2080.083670 = -66154.029275 nChanged 5 SP:Iteration 6Q (42299.600000 sec): 3 clusters Score: Raw -68247.494597 + Penalty 2080.083670 = -66167.410927 nChanged 11 SP:Iteration 7Q (42299.680000 sec): 3 clusters Score: Raw -68264.913536 + Penalty 2080.083670 = -66184.829866 nChanged 7 SP:Iteration 8Q (42299.780000 sec): 3 clusters Score: Raw -68287.548611 + Penalty 2080.083670 = -66207.464942 nChanged 6 SP:Iteration 9Q (42299.890000 sec): 3 clusters Score: Raw -68298.442640 + Penalty 2080.083670 = -66218.358971 nChanged 9 SP:Iteration 10Q (42300.000000 sec): 3 clusters Score: Raw -68313.510569 + Penalty 2080.083670 = -66233.426900 nChanged 6 SP:Iteration 11Q (42300.150000 sec): 3 clusters Score: Raw -68330.498359 + Penalty 2080.083670 = -66250.414689 nChanged 3 SP:Iteration 12Q (42300.300000 sec): 3 clusters Score: Raw -68335.712083 + Penalty 2080.083670 = -66255.628413 nChanged 2 SP:Iteration 13Q (42300.470000 sec): 3 clusters Score: Raw -68337.640777 + Penalty 2080.083670 = -66257.557107 nChanged 3 SP:Iteration 14Q (42300.680000 sec): 3 clusters Score: Raw -68340.027720 + Penalty 2080.083670 = -66259.944051 nChanged 2 SP:Iteration 15Q (42300.850000 sec): 3 clusters Score: Raw -68342.042549 + Penalty 2080.083670 = -66261.958879 nChanged 2 SP:Iteration 16Q (42301.030000 sec): 3 clusters Score: Raw -68343.092694 + Penalty 2080.083670 = -66263.009024 nChanged 0 SP:Iteration 17F (42301.190000 sec): 3 clusters Score: Raw -68343.092694 + Penalty 2080.083670 = -66263.009024 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 28 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42301.250000 sec): 2 clusters Score: Raw -37270.785386 + Penalty 945.280563 = -36325.504822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42301.390000 sec): 3 clusters Score: Raw -37298.403109 + Penalty 1890.561127 = -35407.841982 nChanged 62 SP:Iteration 1F (42301.550000 sec): 3 clusters Score: Raw -37462.768930 + Penalty 1890.561127 = -35572.207803 nChanged 18 SP:Iteration 2F (42301.750000 sec): 3 clusters Score: Raw -37518.687833 + Penalty 1890.561127 = -35628.126706 nChanged 14 SP:Iteration 3Q (42301.940000 sec): 3 clusters Score: Raw -37569.097135 + Penalty 1890.561127 = -35678.536008 nChanged 10 SP:Iteration 4Q (42302.060000 sec): 3 clusters Score: Raw -37599.354178 + Penalty 1890.561127 = -35708.793051 nChanged 6 SP:Iteration 5Q (42302.250000 sec): 3 clusters Score: Raw -37624.337825 + Penalty 1890.561127 = -35733.776698 nChanged 6 SP:Iteration 6Q (42302.470000 sec): 3 clusters Score: Raw -37656.943697 + Penalty 1890.561127 = -35766.382570 nChanged 2 SP:Iteration 7Q (42302.610000 sec): 3 clusters Score: Raw -37668.760874 + Penalty 1890.561127 = -35778.199747 nChanged 4 SP:Iteration 8Q (42302.780000 sec): 3 clusters Score: Raw -37685.540488 + Penalty 1890.561127 = -35794.979361 nChanged 4 SP:Iteration 9Q (42302.950000 sec): 3 clusters Score: Raw -37721.783289 + Penalty 1890.561127 = -35831.222162 nChanged 8 SP:Iteration 10Q (42303.110000 sec): 3 clusters Score: Raw -37758.670938 + Penalty 1890.561127 = -35868.109811 nChanged 9 SP:Iteration 11Q (42303.320000 sec): 3 clusters Score: Raw -37773.201483 + Penalty 1890.561127 = -35882.640356 nChanged 3 SP:Iteration 12Q (42303.460000 sec): 3 clusters Score: Raw -37779.959665 + Penalty 1890.561127 = -35889.398538 nChanged 2 SP:Iteration 13Q (42303.640000 sec): 3 clusters Score: Raw -37784.506147 + Penalty 1890.561127 = -35893.945020 nChanged 3 SP:Iteration 14Q (42303.800000 sec): 3 clusters Score: Raw -37791.772079 + Penalty 1890.561127 = -35901.210952 nChanged 2 SP:Iteration 15Q (42303.970000 sec): 3 clusters Score: Raw -37793.900418 + Penalty 1890.561127 = -35903.339291 nChanged 1 SP:Iteration 16Q (42304.150000 sec): 3 clusters Score: Raw -37796.303597 + Penalty 1890.561127 = -35905.742471 nChanged 0 SP:Iteration 17F (42304.320000 sec): 3 clusters Score: Raw -37796.303597 + Penalty 1890.561127 = -35905.742471 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 29 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42304.410000 sec): 2 clusters Score: Raw -72913.639403 + Penalty 1049.225069 = -71864.414334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42304.580000 sec): 3 clusters Score: Raw -72793.875248 + Penalty 2098.450138 = -70695.425110 nChanged 172 SP:Iteration 1F (42304.750000 sec): 3 clusters Score: Raw -72998.561076 + Penalty 2098.450138 = -70900.110938 nChanged 42 SP:Iteration 2F (42304.950000 sec): 3 clusters Score: Raw -73092.568284 + Penalty 2098.450138 = -70994.118146 nChanged 30 SP:Iteration 3Q (42305.150000 sec): 3 clusters Score: Raw -73176.819111 + Penalty 2098.450138 = -71078.368973 nChanged 31 SP:Iteration 4Q (42305.340000 sec): 3 clusters Score: Raw -73230.862585 + Penalty 2098.450138 = -71132.412446 nChanged 27 SP:Iteration 5Q (42305.520000 sec): 3 clusters Score: Raw -73283.120135 + Penalty 2098.450138 = -71184.669997 nChanged 23 SP:Iteration 6Q (42305.630000 sec): 3 clusters Score: Raw -73341.463507 + Penalty 2098.450138 = -71243.013369 nChanged 21 SP:Iteration 7Q (42305.790000 sec): 3 clusters Score: Raw -73378.495051 + Penalty 2098.450138 = -71280.044913 nChanged 10 SP:Iteration 8Q (42305.970000 sec): 3 clusters Score: Raw -73400.417082 + Penalty 2098.450138 = -71301.966944 nChanged 7 SP:Iteration 9Q (42306.160000 sec): 3 clusters Score: Raw -73407.725405 + Penalty 2098.450138 = -71309.275267 nChanged 2 SP:Iteration 10Q (42306.330000 sec): 3 clusters Score: Raw -73413.768474 + Penalty 2098.450138 = -71315.318336 nChanged 2 SP:Iteration 11Q (42306.510000 sec): 3 clusters Score: Raw -73416.008953 + Penalty 2098.450138 = -71317.558815 nChanged 3 SP:Iteration 12Q (42306.710000 sec): 3 clusters Score: Raw -73419.100578 + Penalty 2098.450138 = -71320.650440 nChanged 1 SP:Iteration 13Q (42306.890000 sec): 3 clusters Score: Raw -73422.799717 + Penalty 2098.450138 = -71324.349579 nChanged 2 SP:Iteration 14Q (42307.110000 sec): 3 clusters Score: Raw -73425.697649 + Penalty 2098.450138 = -71327.247511 nChanged 2 SP:Iteration 15Q (42307.290000 sec): 3 clusters Score: Raw -73427.954452 + Penalty 2098.450138 = -71329.504314 nChanged 4 SP:Iteration 16Q (42307.470000 sec): 3 clusters Score: Raw -73431.556093 + Penalty 2098.450138 = -71333.105955 nChanged 3 SP:Iteration 17Q (42307.640000 sec): 3 clusters Score: Raw -73437.300816 + Penalty 2098.450138 = -71338.850678 nChanged 2 SP:Iteration 18Q (42307.810000 sec): 3 clusters Score: Raw -73442.082230 + Penalty 2098.450138 = -71343.632092 nChanged 4 SP:Iteration 19Q (42308.020000 sec): 3 clusters Score: Raw -73448.539641 + Penalty 2098.450138 = -71350.089503 nChanged 0 SP:Iteration 20F (42308.150000 sec): 3 clusters Score: Raw -73448.539641 + Penalty 2098.450138 = -71350.089503 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 30 (932600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42311.770000 sec): 2 clusters Score: Raw -114376543.242439 + Penalty 2233.681395 = -114374309.561044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42315.890000 sec): 3 clusters Score: Raw -113742873.826293 + Penalty 4467.362791 = -113738406.463502 nChanged 459777 SP:Iteration 1F (42320.580000 sec): 3 clusters Score: Raw -114025849.940648 + Penalty 4467.362791 = -114021382.577857 nChanged 21734 SP:Iteration 2Q (42325.850000 sec): 3 clusters Score: Raw -114030063.085605 + Penalty 4467.362791 = -114025595.722814 nChanged 26077 SP:Iteration 3Q (42330.870000 sec): 3 clusters Score: Raw -114036445.983121 + Penalty 4467.362791 = -114031978.620331 nChanged 31861 SP:Iteration 4Q (42335.560000 sec): 3 clusters Score: Raw -114046949.843459 + Penalty 4467.362791 = -114042482.480668 nChanged 40538 SP:Iteration 5Q (42340.850000 sec): 3 clusters Score: Raw -114065273.520571 + Penalty 4467.362791 = -114060806.157780 nChanged 50938 SP:Iteration 6F (42345.780000 sec): 3 clusters Score: Raw -114096466.988698 + Penalty 4467.362791 = -114091999.625907 nChanged 60078 SP:Iteration 7F (42350.520000 sec): 3 clusters Score: Raw -114143498.441272 + Penalty 4467.362791 = -114139031.078482 nChanged 61783 SP:Iteration 8F (42354.570000 sec): 3 clusters Score: Raw -114196708.539304 + Penalty 4467.362791 = -114192241.176513 nChanged 53396 SP:Iteration 9F (42358.810000 sec): 3 clusters Score: Raw -114238829.556911 + Penalty 4467.362791 = -114234362.194121 nChanged 39620 SP:Iteration 10Q (42363.580000 sec): 3 clusters Score: Raw -114263482.027539 + Penalty 4467.362791 = -114259014.664749 nChanged 27635 SP:Iteration 11Q (42368.100000 sec): 3 clusters Score: Raw -114277831.755045 + Penalty 4467.362791 = -114273364.392254 nChanged 22193 SP:Iteration 12Q (42372.460000 sec): 3 clusters Score: Raw -114289201.099426 + Penalty 4467.362791 = -114284733.736635 nChanged 20618 SP:Iteration 13Q (42376.540000 sec): 3 clusters Score: Raw -114300108.342155 + Penalty 4467.362791 = -114295640.979365 nChanged 19709 SP:Iteration 14Q (42380.880000 sec): 3 clusters Score: Raw -114311144.154318 + Penalty 4467.362791 = -114306676.791528 nChanged 18713 SP:Iteration 15Q (42385.200000 sec): 3 clusters Score: Raw -114322309.790527 + Penalty 4467.362791 = -114317842.427736 nChanged 17051 SP:Iteration 16Q (42389.830000 sec): 3 clusters Score: Raw -114333069.286218 + Penalty 4467.362791 = -114328601.923427 nChanged 15098 SP:Iteration 17Q (42394.020000 sec): 3 clusters Score: Raw -114343070.138001 + Penalty 4467.362791 = -114338602.775211 nChanged 12961 SP:Iteration 18Q (42397.930000 sec): 3 clusters Score: Raw -114352081.411925 + Penalty 4467.362791 = -114347614.049135 nChanged 10583 SP:Iteration 19Q (42401.380000 sec): 3 clusters Score: Raw -114359702.936660 + Penalty 4467.362791 = -114355235.573869 nChanged 8275 SP:Iteration 20F (42405.490000 sec): 3 clusters Score: Raw -114365772.588846 + Penalty 4467.362791 = -114361305.226055 nChanged 6099 SP:Iteration 21Q (42408.860000 sec): 3 clusters Score: Raw -114370269.777322 + Penalty 4467.362791 = -114365802.414531 nChanged 4057 SP:Iteration 22Q (42412.840000 sec): 3 clusters Score: Raw -114373219.605455 + Penalty 4467.362791 = -114368752.242664 nChanged 2359 SP:Iteration 23Q (42416.750000 sec): 3 clusters Score: Raw -114374874.538570 + Penalty 4467.362791 = -114370407.175779 nChanged 1245 SP:Iteration 24Q (42420.160000 sec): 3 clusters Score: Raw -114375746.204162 + Penalty 4467.362791 = -114371278.841372 nChanged 656 SP:Iteration 25Q (42423.470000 sec): 3 clusters Score: Raw -114376201.559607 + Penalty 4467.362791 = -114371734.196817 nChanged 338 SP:Iteration 26Q (42426.800000 sec): 3 clusters Score: Raw -114376443.249020 + Penalty 4467.362791 = -114371975.886229 nChanged 177 SP:Iteration 27Q (42430.890000 sec): 3 clusters Score: Raw -114376572.361344 + Penalty 4467.362791 = -114372104.998554 nChanged 117 SP:Iteration 28Q (42434.510000 sec): 3 clusters Score: Raw -114376665.805285 + Penalty 4467.362791 = -114372198.442495 nChanged 70 SP:Iteration 29Q (42438.140000 sec): 3 clusters Score: Raw -114376721.549204 + Penalty 4467.362791 = -114372254.186413 nChanged 54 SP:Iteration 30Q (42441.280000 sec): 3 clusters Score: Raw -114376761.106197 + Penalty 4467.362791 = -114372293.743406 nChanged 27 SP:Iteration 31Q (42444.670000 sec): 3 clusters Score: Raw -114376776.774530 + Penalty 4467.362791 = -114372309.411740 nChanged 16 SP:Iteration 32Q (42448.150000 sec): 3 clusters Score: Raw -114376785.699474 + Penalty 4467.362791 = -114372318.336684 nChanged 11 SP:Iteration 33Q (42451.510000 sec): 3 clusters Score: Raw -114376792.567910 + Penalty 4467.362791 = -114372325.205120 nChanged 12 SP:Iteration 34Q (42455.510000 sec): 3 clusters Score: Raw -114376798.371400 + Penalty 4467.362791 = -114372331.008609 nChanged 8 SP:Iteration 35Q (42459.760000 sec): 3 clusters Score: Raw -114376803.213963 + Penalty 4467.362791 = -114372335.851173 nChanged 4 SP:Iteration 36Q (42463.540000 sec): 3 clusters Score: Raw -114376806.009097 + Penalty 4467.362791 = -114372338.646306 nChanged 6 SP:Iteration 37Q (42467.820000 sec): 3 clusters Score: Raw -114376809.636792 + Penalty 4467.362791 = -114372342.274002 nChanged 5 SP:Iteration 38Q (42471.740000 sec): 3 clusters Score: Raw -114376811.555431 + Penalty 4467.362791 = -114372344.192640 nChanged 2 SP:Iteration 39Q (42475.240000 sec): 3 clusters Score: Raw -114376813.240425 + Penalty 4467.362791 = -114372345.877634 nChanged 3 SP:Iteration 40F (42479.440000 sec): 3 clusters Score: Raw -114376814.756153 + Penalty 4467.362791 = -114372347.393362 nChanged 0 Deleting Class 31 (172 points): Lose 1990.955577 but Gain 2275.097086 Iteration 339Q (42523.650000 sec): 31 clusters Score: Raw -146415859.713114 + Penalty 68252.912590 = -146347606.800524 nChanged 223 Iteration 340F (42586.360000 sec): 31 clusters Score: Raw -146416552.306536 + Penalty 68252.912590 = -146348299.393946 nChanged 124 Iteration 341Q (42619.530000 sec): 31 clusters Score: Raw -146416687.313248 + Penalty 68252.912590 = -146348434.400658 nChanged 80 Iteration 342Q (42657.210000 sec): 31 clusters Score: Raw -146416735.014715 + Penalty 68252.912590 = -146348482.102126 nChanged 61 Iteration 343Q (42696.070000 sec): 31 clusters Score: Raw -146416760.649525 + Penalty 68252.912590 = -146348507.736935 nChanged 45 Iteration 344Q (42735.680000 sec): 31 clusters Score: Raw -146416765.249846 + Penalty 68252.912590 = -146348512.337256 nChanged 51 Iteration 345Q (42772.360000 sec): 31 clusters Score: Raw -146416769.070970 + Penalty 68252.912590 = -146348516.158380 nChanged 48 Iteration 346Q (42810.070000 sec): 31 clusters Score: Raw -146416771.658274 + Penalty 68252.912590 = -146348518.745684 nChanged 50 Iteration 347Q (42845.880000 sec): 31 clusters Score: Raw -146416773.906514 + Penalty 68252.912590 = -146348520.993924 nChanged 46 Iteration 348Q (42885.920000 sec): 31 clusters Score: Raw -146416774.481248 + Penalty 68252.912590 = -146348521.568658 nChanged 35 Iteration 349Q (42923.250000 sec): 31 clusters Score: Raw -146416774.935987 + Penalty 68252.912590 = -146348522.023397 nChanged 28 Iteration 350Q (42969.260000 sec): 31 clusters Score: Raw -146416775.314840 + Penalty 68252.912590 = -146348522.402250 nChanged 20 Iteration 351Q (43017.440000 sec): 31 clusters Score: Raw -146416775.513693 + Penalty 68252.912590 = -146348522.601103 nChanged 20 Iteration 352Q (43056.020000 sec): 31 clusters Score: Raw -146416775.744298 + Penalty 68252.912590 = -146348522.831708 nChanged 25 Iteration 353Q (43095.450000 sec): 31 clusters Score: Raw -146416776.369141 + Penalty 68252.912590 = -146348523.456551 nChanged 27 Iteration 354Q (43131.510000 sec): 31 clusters Score: Raw -146416776.787817 + Penalty 68252.912590 = -146348523.875228 nChanged 22 Iteration 355Q (43170.070000 sec): 31 clusters Score: Raw -146416777.174702 + Penalty 68252.912590 = -146348524.262112 nChanged 27 Iteration 356Q (43206.000000 sec): 31 clusters Score: Raw -146416777.526894 + Penalty 68252.912590 = -146348524.614304 nChanged 23 Iteration 357Q (43243.560000 sec): 31 clusters Score: Raw -146416778.054041 + Penalty 68252.912590 = -146348525.141451 nChanged 18 Iteration 358Q (43283.950000 sec): 31 clusters Score: Raw -146416778.483901 + Penalty 68252.912590 = -146348525.571312 nChanged 22 Iteration 359Q (43322.370000 sec): 31 clusters Score: Raw -146416778.954560 + Penalty 68252.912590 = -146348526.041970 nChanged 28 Iteration 360F (43377.820000 sec): 31 clusters Score: Raw -146416790.147140 + Penalty 68252.912590 = -146348537.234550 nChanged 27 Iteration 361Q (43425.030000 sec): 31 clusters Score: Raw -146416805.283485 + Penalty 68252.912590 = -146348552.370896 nChanged 28 Iteration 362Q (43464.410000 sec): 31 clusters Score: Raw -146416814.358914 + Penalty 68252.912590 = -146348561.446324 nChanged 33 Iteration 363Q (43503.240000 sec): 31 clusters Score: Raw -146416824.514528 + Penalty 68252.912590 = -146348571.601938 nChanged 41 Iteration 364Q (43541.120000 sec): 31 clusters Score: Raw -146416830.268224 + Penalty 68252.912590 = -146348577.355634 nChanged 39 Iteration 365Q (43575.350000 sec): 31 clusters Score: Raw -146416832.733792 + Penalty 68252.912590 = -146348579.821202 nChanged 43 Iteration 366Q (43614.490000 sec): 31 clusters Score: Raw -146416835.685223 + Penalty 68252.912590 = -146348582.772633 nChanged 32 Iteration 367Q (43652.940000 sec): 31 clusters Score: Raw -146416836.326635 + Penalty 68252.912590 = -146348583.414045 nChanged 34 Iteration 368Q (43691.410000 sec): 31 clusters Score: Raw -146416836.825577 + Penalty 68252.912590 = -146348583.912987 nChanged 35 Iteration 369Q (43730.400000 sec): 31 clusters Score: Raw -146416837.336167 + Penalty 68252.912590 = -146348584.423577 nChanged 31 Iteration 370Q (43767.530000 sec): 31 clusters Score: Raw -146416837.775375 + Penalty 68252.912590 = -146348584.862785 nChanged 24 Iteration 371Q (43804.540000 sec): 31 clusters Score: Raw -146416838.210258 + Penalty 68252.912590 = -146348585.297668 nChanged 17 Iteration 372Q (43847.360000 sec): 31 clusters Score: Raw -146416838.528576 + Penalty 68252.912590 = -146348585.615986 nChanged 22 Iteration 373Q (43891.600000 sec): 31 clusters Score: Raw -146416838.834230 + Penalty 68252.912590 = -146348585.921640 nChanged 17 Iteration 374Q (43931.990000 sec): 31 clusters Score: Raw -146416839.100844 + Penalty 68252.912590 = -146348586.188254 nChanged 16 Iteration 375Q (43970.960000 sec): 31 clusters Score: Raw -146416839.308572 + Penalty 68252.912590 = -146348586.395982 nChanged 13 Iteration 376Q (44013.020000 sec): 31 clusters Score: Raw -146416839.488577 + Penalty 68252.912590 = -146348586.575987 nChanged 15 Iteration 377Q (44044.830000 sec): 31 clusters Score: Raw -146416839.673183 + Penalty 68252.912590 = -146348586.760593 nChanged 13 Iteration 378Q (44082.880000 sec): 31 clusters Score: Raw -146416839.890131 + Penalty 68252.912590 = -146348586.977541 nChanged 14 Writing temp clu file Because OldScore, -146348586.760593, is greater than current (better) Score,-146348586.977541 Compute initial score before splitting: Score: Raw -146416839.890131 + Penalty 68252.912590 = -146348586.977541 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (28792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44083.770000 sec): 2 clusters Score: Raw -3547912.759243 + Penalty 1668.526088 = -3546244.233155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44084.130000 sec): 3 clusters Score: Raw -3530163.564154 + Penalty 3337.052176 = -3526826.511978 nChanged 13183 SP:Iteration 1F (44084.450000 sec): 3 clusters Score: Raw -3537261.787551 + Penalty 3337.052176 = -3533924.735374 nChanged 1205 SP:Iteration 2Q (44084.780000 sec): 3 clusters Score: Raw -3537615.982542 + Penalty 3337.052176 = -3534278.930365 nChanged 1181 SP:Iteration 3Q (44085.090000 sec): 3 clusters Score: Raw -3537977.577568 + Penalty 3337.052176 = -3534640.525391 nChanged 1207 SP:Iteration 4Q (44085.370000 sec): 3 clusters Score: Raw -3538372.642194 + Penalty 3337.052176 = -3535035.590018 nChanged 1275 SP:Iteration 5Q (44085.680000 sec): 3 clusters Score: Raw -3538891.131740 + Penalty 3337.052176 = -3535554.079563 nChanged 1479 SP:Iteration 6F (44086.030000 sec): 3 clusters Score: Raw -3539620.865725 + Penalty 3337.052176 = -3536283.813549 nChanged 1753 SP:Iteration 7F (44086.350000 sec): 3 clusters Score: Raw -3540709.633178 + Penalty 3337.052176 = -3537372.581001 nChanged 2055 SP:Iteration 8F (44086.660000 sec): 3 clusters Score: Raw -3542281.940597 + Penalty 3337.052176 = -3538944.888420 nChanged 2181 SP:Iteration 9F (44087.010000 sec): 3 clusters Score: Raw -3544243.249122 + Penalty 3337.052176 = -3540906.196946 nChanged 1822 SP:Iteration 10F (44087.330000 sec): 3 clusters Score: Raw -3546011.556140 + Penalty 3337.052176 = -3542674.503964 nChanged 1196 SP:Iteration 11Q (44087.640000 sec): 3 clusters Score: Raw -3547181.828704 + Penalty 3337.052176 = -3543844.776528 nChanged 562 SP:Iteration 12Q (44087.970000 sec): 3 clusters Score: Raw -3547753.730028 + Penalty 3337.052176 = -3544416.677851 nChanged 185 SP:Iteration 13Q (44088.280000 sec): 3 clusters Score: Raw -3547947.035415 + Penalty 3337.052176 = -3544609.983239 nChanged 71 SP:Iteration 14Q (44088.570000 sec): 3 clusters Score: Raw -3548049.431419 + Penalty 3337.052176 = -3544712.379243 nChanged 32 SP:Iteration 15Q (44088.830000 sec): 3 clusters Score: Raw -3548097.485094 + Penalty 3337.052176 = -3544760.432918 nChanged 15 SP:Iteration 16Q (44089.220000 sec): 3 clusters Score: Raw -3548124.049055 + Penalty 3337.052176 = -3544786.996878 nChanged 8 SP:Iteration 17Q (44089.490000 sec): 3 clusters Score: Raw -3548136.825071 + Penalty 3337.052176 = -3544799.772895 nChanged 8 SP:Iteration 18Q (44089.790000 sec): 3 clusters Score: Raw -3548150.403911 + Penalty 3337.052176 = -3544813.351735 nChanged 3 SP:Iteration 19Q (44090.070000 sec): 3 clusters Score: Raw -3548152.579966 + Penalty 3337.052176 = -3544815.527789 nChanged 1 SP:Iteration 20F (44090.370000 sec): 3 clusters Score: Raw -3548154.746047 + Penalty 3337.052176 = -3544817.693871 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (52163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44090.630000 sec): 2 clusters Score: Raw -6385812.583241 + Penalty 1765.095915 = -6384047.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44091.070000 sec): 3 clusters Score: Raw -6352700.883284 + Penalty 3530.191831 = -6349170.691453 nChanged 24375 SP:Iteration 1F (44091.500000 sec): 3 clusters Score: Raw -6366345.510229 + Penalty 3530.191831 = -6362815.318399 nChanged 1735 SP:Iteration 2Q (44091.930000 sec): 3 clusters Score: Raw -6366731.330632 + Penalty 3530.191831 = -6363201.138801 nChanged 1668 SP:Iteration 3Q (44092.380000 sec): 3 clusters Score: Raw -6367150.892382 + Penalty 3530.191831 = -6363620.700552 nChanged 1778 SP:Iteration 4Q (44092.840000 sec): 3 clusters Score: Raw -6367693.370780 + Penalty 3530.191831 = -6364163.178949 nChanged 2095 SP:Iteration 5Q (44093.270000 sec): 3 clusters Score: Raw -6368546.184799 + Penalty 3530.191831 = -6365015.992968 nChanged 2721 SP:Iteration 6F (44093.670000 sec): 3 clusters Score: Raw -6370035.487021 + Penalty 3530.191831 = -6366505.295190 nChanged 3560 SP:Iteration 7F (44094.070000 sec): 3 clusters Score: Raw -6372578.527254 + Penalty 3530.191831 = -6369048.335423 nChanged 4203 SP:Iteration 8F (44094.460000 sec): 3 clusters Score: Raw -6376224.523440 + Penalty 3530.191831 = -6372694.331609 nChanged 4192 SP:Iteration 9F (44094.900000 sec): 3 clusters Score: Raw -6380227.082669 + Penalty 3530.191831 = -6376696.890839 nChanged 2997 SP:Iteration 10F (44095.370000 sec): 3 clusters Score: Raw -6383132.752582 + Penalty 3530.191831 = -6379602.560751 nChanged 1724 SP:Iteration 11Q (44095.780000 sec): 3 clusters Score: Raw -6384759.479511 + Penalty 3530.191831 = -6381229.287680 nChanged 756 SP:Iteration 12Q (44096.170000 sec): 3 clusters Score: Raw -6385443.332572 + Penalty 3530.191831 = -6381913.140741 nChanged 303 SP:Iteration 13Q (44096.630000 sec): 3 clusters Score: Raw -6385727.227903 + Penalty 3530.191831 = -6382197.036072 nChanged 120 SP:Iteration 14Q (44096.990000 sec): 3 clusters Score: Raw -6385844.134610 + Penalty 3530.191831 = -6382313.942779 nChanged 49 SP:Iteration 15Q (44097.360000 sec): 3 clusters Score: Raw -6385896.185107 + Penalty 3530.191831 = -6382365.993276 nChanged 27 SP:Iteration 16Q (44097.710000 sec): 3 clusters Score: Raw -6385931.034611 + Penalty 3530.191831 = -6382400.842780 nChanged 20 SP:Iteration 17Q (44098.100000 sec): 3 clusters Score: Raw -6385953.499010 + Penalty 3530.191831 = -6382423.307179 nChanged 16 SP:Iteration 18Q (44098.460000 sec): 3 clusters Score: Raw -6385973.722880 + Penalty 3530.191831 = -6382443.531050 nChanged 11 SP:Iteration 19Q (44098.850000 sec): 3 clusters Score: Raw -6385987.299628 + Penalty 3530.191831 = -6382457.107797 nChanged 15 SP:Iteration 20F (44099.320000 sec): 3 clusters Score: Raw -6386006.359558 + Penalty 3530.191831 = -6382476.167727 nChanged 11 SP:Iteration 21Q (44099.670000 sec): 3 clusters Score: Raw -6386022.947644 + Penalty 3530.191831 = -6382492.755813 nChanged 9 SP:Iteration 22Q (44100.010000 sec): 3 clusters Score: Raw -6386038.217347 + Penalty 3530.191831 = -6382508.025516 nChanged 6 SP:Iteration 23Q (44100.400000 sec): 3 clusters Score: Raw -6386043.279826 + Penalty 3530.191831 = -6382513.087996 nChanged 1 SP:Iteration 24Q (44100.760000 sec): 3 clusters Score: Raw -6386044.127183 + Penalty 3530.191831 = -6382513.935352 nChanged 1 SP:Iteration 25Q (44101.110000 sec): 3 clusters Score: Raw -6386045.129642 + Penalty 3530.191831 = -6382514.937812 nChanged 0 SP:Iteration 26F (44101.490000 sec): 3 clusters Score: Raw -6386045.129642 + Penalty 3530.191831 = -6382514.937812 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44101.610000 sec): 2 clusters Score: Raw -213666.404132 + Penalty 1223.964323 = -212442.439809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44101.810000 sec): 3 clusters Score: Raw -212852.837661 + Penalty 2447.928647 = -210404.909014 nChanged 696 SP:Iteration 1F (44101.950000 sec): 3 clusters Score: Raw -213340.596967 + Penalty 2447.928647 = -210892.668321 nChanged 151 SP:Iteration 2F (44102.120000 sec): 3 clusters Score: Raw -213490.754188 + Penalty 2447.928647 = -211042.825541 nChanged 112 SP:Iteration 3F (44102.280000 sec): 3 clusters Score: Raw -213592.835349 + Penalty 2447.928647 = -211144.906702 nChanged 67 SP:Iteration 4Q (44102.450000 sec): 3 clusters Score: Raw -213658.698746 + Penalty 2447.928647 = -211210.770100 nChanged 57 SP:Iteration 5Q (44102.620000 sec): 3 clusters Score: Raw -213695.620056 + Penalty 2447.928647 = -211247.691409 nChanged 41 SP:Iteration 6Q (44102.800000 sec): 3 clusters Score: Raw -213719.559737 + Penalty 2447.928647 = -211271.631090 nChanged 33 SP:Iteration 7Q (44102.970000 sec): 3 clusters Score: Raw -213737.309001 + Penalty 2447.928647 = -211289.380354 nChanged 35 SP:Iteration 8Q (44103.150000 sec): 3 clusters Score: Raw -213755.839037 + Penalty 2447.928647 = -211307.910390 nChanged 31 SP:Iteration 9Q (44103.320000 sec): 3 clusters Score: Raw -213776.970742 + Penalty 2447.928647 = -211329.042095 nChanged 29 SP:Iteration 10Q (44103.500000 sec): 3 clusters Score: Raw -213792.155908 + Penalty 2447.928647 = -211344.227261 nChanged 22 SP:Iteration 11Q (44103.700000 sec): 3 clusters Score: Raw -213804.070248 + Penalty 2447.928647 = -211356.141602 nChanged 18 SP:Iteration 12Q (44103.890000 sec): 3 clusters Score: Raw -213812.210835 + Penalty 2447.928647 = -211364.282188 nChanged 19 SP:Iteration 13Q (44104.030000 sec): 3 clusters Score: Raw -213824.937291 + Penalty 2447.928647 = -211377.008644 nChanged 22 SP:Iteration 14Q (44104.200000 sec): 3 clusters Score: Raw -213836.193437 + Penalty 2447.928647 = -211388.264790 nChanged 19 SP:Iteration 15Q (44104.370000 sec): 3 clusters Score: Raw -213844.561816 + Penalty 2447.928647 = -211396.633169 nChanged 16 SP:Iteration 16Q (44104.560000 sec): 3 clusters Score: Raw -213858.099162 + Penalty 2447.928647 = -211410.170516 nChanged 19 SP:Iteration 17Q (44104.700000 sec): 3 clusters Score: Raw -213867.589999 + Penalty 2447.928647 = -211419.661353 nChanged 14 SP:Iteration 18Q (44104.870000 sec): 3 clusters Score: Raw -213876.393217 + Penalty 2447.928647 = -211428.464570 nChanged 16 SP:Iteration 19Q (44105.060000 sec): 3 clusters Score: Raw -213888.087124 + Penalty 2447.928647 = -211440.158478 nChanged 22 SP:Iteration 20F (44105.240000 sec): 3 clusters Score: Raw -213904.790327 + Penalty 2447.928647 = -211456.861680 nChanged 19 SP:Iteration 21Q (44105.440000 sec): 3 clusters Score: Raw -213916.740272 + Penalty 2447.928647 = -211468.811625 nChanged 23 SP:Iteration 22Q (44105.590000 sec): 3 clusters Score: Raw -213934.444065 + Penalty 2447.928647 = -211486.515418 nChanged 29 SP:Iteration 23Q (44105.760000 sec): 3 clusters Score: Raw -213957.681017 + Penalty 2447.928647 = -211509.752370 nChanged 22 SP:Iteration 24Q (44105.960000 sec): 3 clusters Score: Raw -213980.624848 + Penalty 2447.928647 = -211532.696201 nChanged 24 SP:Iteration 25Q (44106.110000 sec): 3 clusters Score: Raw -214014.154154 + Penalty 2447.928647 = -211566.225508 nChanged 39 SP:Iteration 26Q (44106.270000 sec): 3 clusters Score: Raw -214047.540349 + Penalty 2447.928647 = -211599.611702 nChanged 33 SP:Iteration 27Q (44106.420000 sec): 3 clusters Score: Raw -214076.929447 + Penalty 2447.928647 = -211629.000800 nChanged 23 SP:Iteration 28Q (44106.600000 sec): 3 clusters Score: Raw -214098.970564 + Penalty 2447.928647 = -211651.041917 nChanged 20 SP:Iteration 29Q (44106.750000 sec): 3 clusters Score: Raw -214126.059342 + Penalty 2447.928647 = -211678.130696 nChanged 25 SP:Iteration 30Q (44106.930000 sec): 3 clusters Score: Raw -214156.720882 + Penalty 2447.928647 = -211708.792235 nChanged 22 SP:Iteration 31Q (44107.100000 sec): 3 clusters Score: Raw -214180.242282 + Penalty 2447.928647 = -211732.313636 nChanged 16 SP:Iteration 32Q (44107.270000 sec): 3 clusters Score: Raw -214202.062164 + Penalty 2447.928647 = -211754.133517 nChanged 15 SP:Iteration 33Q (44107.460000 sec): 3 clusters Score: Raw -214217.353603 + Penalty 2447.928647 = -211769.424956 nChanged 10 SP:Iteration 34Q (44107.640000 sec): 3 clusters Score: Raw -214231.149069 + Penalty 2447.928647 = -211783.220422 nChanged 15 SP:Iteration 35Q (44107.810000 sec): 3 clusters Score: Raw -214253.562322 + Penalty 2447.928647 = -211805.633676 nChanged 12 SP:Iteration 36Q (44107.950000 sec): 3 clusters Score: Raw -214266.705976 + Penalty 2447.928647 = -211818.777329 nChanged 6 SP:Iteration 37Q (44108.160000 sec): 3 clusters Score: Raw -214301.274576 + Penalty 2447.928647 = -211853.345929 nChanged 7 SP:Iteration 38Q (44108.300000 sec): 3 clusters Score: Raw -214340.193901 + Penalty 2447.928647 = -211892.265255 nChanged 14 SP:Iteration 39Q (44108.520000 sec): 3 clusters Score: Raw -214378.310413 + Penalty 2447.928647 = -211930.381767 nChanged 19 SP:Iteration 40F (44108.660000 sec): 3 clusters Score: Raw -214428.619051 + Penalty 2447.928647 = -211980.690405 nChanged 21 SP:Iteration 41Q (44108.860000 sec): 3 clusters Score: Raw -214460.163207 + Penalty 2447.928647 = -212012.234560 nChanged 24 SP:Iteration 42Q (44109.050000 sec): 3 clusters Score: Raw -214488.300401 + Penalty 2447.928647 = -212040.371755 nChanged 16 SP:Iteration 43Q (44109.210000 sec): 3 clusters Score: Raw -214509.017629 + Penalty 2447.928647 = -212061.088983 nChanged 9 SP:Iteration 44Q (44109.390000 sec): 3 clusters Score: Raw -214517.205350 + Penalty 2447.928647 = -212069.276703 nChanged 5 SP:Iteration 45Q (44109.570000 sec): 3 clusters Score: Raw -214523.154091 + Penalty 2447.928647 = -212075.225444 nChanged 3 SP:Iteration 46Q (44109.730000 sec): 3 clusters Score: Raw -214524.675377 + Penalty 2447.928647 = -212076.746730 nChanged 2 SP:Iteration 47Q (44109.910000 sec): 3 clusters Score: Raw -214525.958608 + Penalty 2447.928647 = -212078.029961 nChanged 0 SP:Iteration 48F (44110.090000 sec): 3 clusters Score: Raw -214525.958608 + Penalty 2447.928647 = -212078.029961 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44110.240000 sec): 2 clusters Score: Raw -1491662.792366 + Penalty 1522.927868 = -1490139.864497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44110.440000 sec): 3 clusters Score: Raw -1484906.310876 + Penalty 3045.855737 = -1481860.455139 nChanged 5089 SP:Iteration 1F (44110.620000 sec): 3 clusters Score: Raw -1487582.634288 + Penalty 3045.855737 = -1484536.778551 nChanged 677 SP:Iteration 2F (44110.870000 sec): 3 clusters Score: Raw -1487892.516123 + Penalty 3045.855737 = -1484846.660386 nChanged 636 SP:Iteration 3F (44111.070000 sec): 3 clusters Score: Raw -1488234.516328 + Penalty 3045.855737 = -1485188.660591 nChanged 618 SP:Iteration 4F (44111.270000 sec): 3 clusters Score: Raw -1488602.508167 + Penalty 3045.855737 = -1485556.652430 nChanged 618 SP:Iteration 5F (44111.470000 sec): 3 clusters Score: Raw -1488996.221297 + Penalty 3045.855737 = -1485950.365560 nChanged 626 SP:Iteration 6F (44111.710000 sec): 3 clusters Score: Raw -1489402.885235 + Penalty 3045.855737 = -1486357.029498 nChanged 673 SP:Iteration 7F (44111.900000 sec): 3 clusters Score: Raw -1489862.414394 + Penalty 3045.855737 = -1486816.558657 nChanged 627 SP:Iteration 8F (44112.160000 sec): 3 clusters Score: Raw -1490311.275910 + Penalty 3045.855737 = -1487265.420173 nChanged 591 SP:Iteration 9F (44112.390000 sec): 3 clusters Score: Raw -1490691.524858 + Penalty 3045.855737 = -1487645.669121 nChanged 460 SP:Iteration 10Q (44112.580000 sec): 3 clusters Score: Raw -1490908.081056 + Penalty 3045.855737 = -1487862.225319 nChanged 285 SP:Iteration 11Q (44112.830000 sec): 3 clusters Score: Raw -1491028.956497 + Penalty 3045.855737 = -1487983.100760 nChanged 196 SP:Iteration 12Q (44113.030000 sec): 3 clusters Score: Raw -1491105.773471 + Penalty 3045.855737 = -1488059.917734 nChanged 171 SP:Iteration 13Q (44113.230000 sec): 3 clusters Score: Raw -1491164.434518 + Penalty 3045.855737 = -1488118.578781 nChanged 158 SP:Iteration 14Q (44113.450000 sec): 3 clusters Score: Raw -1491221.775574 + Penalty 3045.855737 = -1488175.919837 nChanged 129 SP:Iteration 15Q (44113.660000 sec): 3 clusters Score: Raw -1491263.313027 + Penalty 3045.855737 = -1488217.457290 nChanged 104 SP:Iteration 16Q (44113.900000 sec): 3 clusters Score: Raw -1491288.388278 + Penalty 3045.855737 = -1488242.532541 nChanged 95 SP:Iteration 17Q (44114.120000 sec): 3 clusters Score: Raw -1491309.792231 + Penalty 3045.855737 = -1488263.936494 nChanged 78 SP:Iteration 18Q (44114.360000 sec): 3 clusters Score: Raw -1491328.620285 + Penalty 3045.855737 = -1488282.764548 nChanged 80 SP:Iteration 19Q (44114.570000 sec): 3 clusters Score: Raw -1491344.904360 + Penalty 3045.855737 = -1488299.048623 nChanged 69 SP:Iteration 20F (44114.770000 sec): 3 clusters Score: Raw -1491358.259560 + Penalty 3045.855737 = -1488312.403823 nChanged 60 SP:Iteration 21Q (44115.030000 sec): 3 clusters Score: Raw -1491368.669501 + Penalty 3045.855737 = -1488322.813764 nChanged 64 SP:Iteration 22Q (44115.320000 sec): 3 clusters Score: Raw -1491379.778723 + Penalty 3045.855737 = -1488333.922986 nChanged 48 SP:Iteration 23Q (44115.550000 sec): 3 clusters Score: Raw -1491389.431251 + Penalty 3045.855737 = -1488343.575514 nChanged 56 SP:Iteration 24Q (44115.790000 sec): 3 clusters Score: Raw -1491399.912393 + Penalty 3045.855737 = -1488354.056656 nChanged 49 SP:Iteration 25Q (44116.030000 sec): 3 clusters Score: Raw -1491408.340546 + Penalty 3045.855737 = -1488362.484809 nChanged 46 SP:Iteration 26Q (44116.250000 sec): 3 clusters Score: Raw -1491414.984431 + Penalty 3045.855737 = -1488369.128694 nChanged 43 SP:Iteration 27Q (44116.480000 sec): 3 clusters Score: Raw -1491422.555534 + Penalty 3045.855737 = -1488376.699797 nChanged 47 SP:Iteration 28Q (44116.710000 sec): 3 clusters Score: Raw -1491429.404711 + Penalty 3045.855737 = -1488383.548974 nChanged 46 SP:Iteration 29Q (44116.930000 sec): 3 clusters Score: Raw -1491436.212701 + Penalty 3045.855737 = -1488390.356964 nChanged 47 SP:Iteration 30Q (44117.150000 sec): 3 clusters Score: Raw -1491443.869561 + Penalty 3045.855737 = -1488398.013824 nChanged 45 SP:Iteration 31Q (44117.410000 sec): 3 clusters Score: Raw -1491450.792936 + Penalty 3045.855737 = -1488404.937199 nChanged 40 SP:Iteration 32Q (44117.630000 sec): 3 clusters Score: Raw -1491457.294331 + Penalty 3045.855737 = -1488411.438594 nChanged 36 SP:Iteration 33Q (44117.920000 sec): 3 clusters Score: Raw -1491463.043714 + Penalty 3045.855737 = -1488417.187977 nChanged 32 SP:Iteration 34Q (44118.120000 sec): 3 clusters Score: Raw -1491468.169298 + Penalty 3045.855737 = -1488422.313561 nChanged 33 SP:Iteration 35Q (44118.360000 sec): 3 clusters Score: Raw -1491473.189904 + Penalty 3045.855737 = -1488427.334167 nChanged 26 SP:Iteration 36Q (44118.570000 sec): 3 clusters Score: Raw -1491477.404392 + Penalty 3045.855737 = -1488431.548655 nChanged 26 SP:Iteration 37Q (44118.770000 sec): 3 clusters Score: Raw -1491481.342267 + Penalty 3045.855737 = -1488435.486530 nChanged 26 SP:Iteration 38Q (44118.990000 sec): 3 clusters Score: Raw -1491485.160596 + Penalty 3045.855737 = -1488439.304859 nChanged 32 SP:Iteration 39Q (44119.240000 sec): 3 clusters Score: Raw -1491488.992341 + Penalty 3045.855737 = -1488443.136604 nChanged 25 SP:Iteration 40F (44119.450000 sec): 3 clusters Score: Raw -1491493.029895 + Penalty 3045.855737 = -1488447.174158 nChanged 31 SP:Iteration 41Q (44119.640000 sec): 3 clusters Score: Raw -1491499.384725 + Penalty 3045.855737 = -1488453.528988 nChanged 36 SP:Iteration 42Q (44119.840000 sec): 3 clusters Score: Raw -1491505.879479 + Penalty 3045.855737 = -1488460.023742 nChanged 34 SP:Iteration 43Q (44120.090000 sec): 3 clusters Score: Raw -1491512.710380 + Penalty 3045.855737 = -1488466.854644 nChanged 45 SP:Iteration 44Q (44120.300000 sec): 3 clusters Score: Raw -1491521.747915 + Penalty 3045.855737 = -1488475.892178 nChanged 48 SP:Iteration 45Q (44120.530000 sec): 3 clusters Score: Raw -1491532.930838 + Penalty 3045.855737 = -1488487.075101 nChanged 50 SP:Iteration 46Q (44120.740000 sec): 3 clusters Score: Raw -1491544.490525 + Penalty 3045.855737 = -1488498.634788 nChanged 55 SP:Iteration 47Q (44120.960000 sec): 3 clusters Score: Raw -1491557.016541 + Penalty 3045.855737 = -1488511.160804 nChanged 58 SP:Iteration 48Q (44121.210000 sec): 3 clusters Score: Raw -1491568.252039 + Penalty 3045.855737 = -1488522.396302 nChanged 55 SP:Iteration 49Q (44121.380000 sec): 3 clusters Score: Raw -1491579.722364 + Penalty 3045.855737 = -1488533.866627 nChanged 50 SP:Iteration 50Q (44121.620000 sec): 3 clusters Score: Raw -1491591.117637 + Penalty 3045.855737 = -1488545.261900 nChanged 50 SP:Iteration 51Q (44121.830000 sec): 3 clusters Score: Raw -1491601.187541 + Penalty 3045.855737 = -1488555.331804 nChanged 49 SP:Iteration 52Q (44122.080000 sec): 3 clusters Score: Raw -1491610.997070 + Penalty 3045.855737 = -1488565.141333 nChanged 50 SP:Iteration 53Q (44122.260000 sec): 3 clusters Score: Raw -1491619.804446 + Penalty 3045.855737 = -1488573.948709 nChanged 51 SP:Iteration 54Q (44122.470000 sec): 3 clusters Score: Raw -1491631.032109 + Penalty 3045.855737 = -1488585.176372 nChanged 56 SP:Iteration 55Q (44122.670000 sec): 3 clusters Score: Raw -1491642.487849 + Penalty 3045.855737 = -1488596.632112 nChanged 49 SP:Iteration 56Q (44122.890000 sec): 3 clusters Score: Raw -1491650.280005 + Penalty 3045.855737 = -1488604.424268 nChanged 45 SP:Iteration 57Q (44123.120000 sec): 3 clusters Score: Raw -1491657.464728 + Penalty 3045.855737 = -1488611.608991 nChanged 36 SP:Iteration 58Q (44123.330000 sec): 3 clusters Score: Raw -1491665.031808 + Penalty 3045.855737 = -1488619.176071 nChanged 40 SP:Iteration 59Q (44123.530000 sec): 3 clusters Score: Raw -1491673.139338 + Penalty 3045.855737 = -1488627.283601 nChanged 42 SP:Iteration 60F (44123.710000 sec): 3 clusters Score: Raw -1491683.067685 + Penalty 3045.855737 = -1488637.211948 nChanged 34 SP:Iteration 61Q (44123.950000 sec): 3 clusters Score: Raw -1491689.149069 + Penalty 3045.855737 = -1488643.293332 nChanged 30 SP:Iteration 62Q (44124.150000 sec): 3 clusters Score: Raw -1491694.083934 + Penalty 3045.855737 = -1488648.228197 nChanged 22 SP:Iteration 63Q (44124.380000 sec): 3 clusters Score: Raw -1491698.276110 + Penalty 3045.855737 = -1488652.420373 nChanged 30 SP:Iteration 64Q (44124.570000 sec): 3 clusters Score: Raw -1491704.229719 + Penalty 3045.855737 = -1488658.373982 nChanged 28 SP:Iteration 65Q (44124.820000 sec): 3 clusters Score: Raw -1491707.981881 + Penalty 3045.855737 = -1488662.126144 nChanged 27 SP:Iteration 66Q (44125.040000 sec): 3 clusters Score: Raw -1491712.602127 + Penalty 3045.855737 = -1488666.746390 nChanged 30 SP:Iteration 67Q (44125.220000 sec): 3 clusters Score: Raw -1491717.499924 + Penalty 3045.855737 = -1488671.644187 nChanged 34 SP:Iteration 68Q (44125.450000 sec): 3 clusters Score: Raw -1491723.448604 + Penalty 3045.855737 = -1488677.592867 nChanged 28 SP:Iteration 69Q (44125.650000 sec): 3 clusters Score: Raw -1491726.974243 + Penalty 3045.855737 = -1488681.118506 nChanged 18 SP:Iteration 70Q (44125.880000 sec): 3 clusters Score: Raw -1491729.286944 + Penalty 3045.855737 = -1488683.431207 nChanged 17 SP:Iteration 71Q (44126.060000 sec): 3 clusters Score: Raw -1491732.064134 + Penalty 3045.855737 = -1488686.208397 nChanged 15 SP:Iteration 72Q (44126.290000 sec): 3 clusters Score: Raw -1491734.197311 + Penalty 3045.855737 = -1488688.341574 nChanged 17 SP:Iteration 73Q (44126.490000 sec): 3 clusters Score: Raw -1491736.655772 + Penalty 3045.855737 = -1488690.800035 nChanged 12 SP:Iteration 74Q (44126.700000 sec): 3 clusters Score: Raw -1491738.844124 + Penalty 3045.855737 = -1488692.988387 nChanged 16 SP:Iteration 75Q (44126.910000 sec): 3 clusters Score: Raw -1491741.204820 + Penalty 3045.855737 = -1488695.349083 nChanged 13 SP:Iteration 76Q (44127.110000 sec): 3 clusters Score: Raw -1491743.035653 + Penalty 3045.855737 = -1488697.179916 nChanged 13 SP:Iteration 77Q (44127.310000 sec): 3 clusters Score: Raw -1491744.295703 + Penalty 3045.855737 = -1488698.439966 nChanged 13 SP:Iteration 78Q (44127.530000 sec): 3 clusters Score: Raw -1491745.953456 + Penalty 3045.855737 = -1488700.097719 nChanged 15 SP:Iteration 79Q (44127.760000 sec): 3 clusters Score: Raw -1491748.546337 + Penalty 3045.855737 = -1488702.690600 nChanged 19 SP:Iteration 80F (44127.980000 sec): 3 clusters Score: Raw -1491752.520132 + Penalty 3045.855737 = -1488706.664395 nChanged 26 SP:Iteration 81Q (44128.190000 sec): 3 clusters Score: Raw -1491757.535360 + Penalty 3045.855737 = -1488711.679623 nChanged 25 SP:Iteration 82Q (44128.370000 sec): 3 clusters Score: Raw -1491762.582574 + Penalty 3045.855737 = -1488716.726837 nChanged 23 SP:Iteration 83Q (44128.600000 sec): 3 clusters Score: Raw -1491766.947048 + Penalty 3045.855737 = -1488721.091311 nChanged 19 SP:Iteration 84Q (44128.830000 sec): 3 clusters Score: Raw -1491770.190609 + Penalty 3045.855737 = -1488724.334872 nChanged 22 SP:Iteration 85Q (44129.030000 sec): 3 clusters Score: Raw -1491774.842736 + Penalty 3045.855737 = -1488728.986999 nChanged 34 SP:Iteration 86Q (44129.220000 sec): 3 clusters Score: Raw -1491781.681144 + Penalty 3045.855737 = -1488735.825407 nChanged 33 SP:Iteration 87Q (44129.430000 sec): 3 clusters Score: Raw -1491786.621625 + Penalty 3045.855737 = -1488740.765888 nChanged 23 SP:Iteration 88Q (44129.650000 sec): 3 clusters Score: Raw -1491790.908243 + Penalty 3045.855737 = -1488745.052506 nChanged 30 SP:Iteration 89Q (44129.910000 sec): 3 clusters Score: Raw -1491796.725060 + Penalty 3045.855737 = -1488750.869323 nChanged 36 SP:Iteration 90Q (44130.140000 sec): 3 clusters Score: Raw -1491804.121411 + Penalty 3045.855737 = -1488758.265674 nChanged 37 SP:Iteration 91Q (44130.350000 sec): 3 clusters Score: Raw -1491812.326748 + Penalty 3045.855737 = -1488766.471011 nChanged 24 SP:Iteration 92Q (44130.550000 sec): 3 clusters Score: Raw -1491817.091718 + Penalty 3045.855737 = -1488771.235981 nChanged 14 SP:Iteration 93Q (44130.730000 sec): 3 clusters Score: Raw -1491819.051891 + Penalty 3045.855737 = -1488773.196154 nChanged 12 SP:Iteration 94Q (44130.920000 sec): 3 clusters Score: Raw -1491821.509552 + Penalty 3045.855737 = -1488775.653815 nChanged 19 SP:Iteration 95Q (44131.140000 sec): 3 clusters Score: Raw -1491824.752351 + Penalty 3045.855737 = -1488778.896614 nChanged 14 SP:Iteration 96Q (44131.390000 sec): 3 clusters Score: Raw -1491827.656458 + Penalty 3045.855737 = -1488781.800721 nChanged 15 SP:Iteration 97Q (44131.600000 sec): 3 clusters Score: Raw -1491830.007101 + Penalty 3045.855737 = -1488784.151364 nChanged 16 SP:Iteration 98Q (44131.830000 sec): 3 clusters Score: Raw -1491832.571531 + Penalty 3045.855737 = -1488786.715794 nChanged 20 SP:Iteration 99Q (44132.100000 sec): 3 clusters Score: Raw -1491836.569712 + Penalty 3045.855737 = -1488790.713975 nChanged 17 SP:Iteration 100F (44132.290000 sec): 3 clusters Score: Raw -1491839.503294 + Penalty 3045.855737 = -1488793.647557 nChanged 12 SP:Iteration 101Q (44132.530000 sec): 3 clusters Score: Raw -1491841.344909 + Penalty 3045.855737 = -1488795.489172 nChanged 15 SP:Iteration 102Q (44132.740000 sec): 3 clusters Score: Raw -1491843.719975 + Penalty 3045.855737 = -1488797.864238 nChanged 11 SP:Iteration 103Q (44132.980000 sec): 3 clusters Score: Raw -1491845.807876 + Penalty 3045.855737 = -1488799.952139 nChanged 14 SP:Iteration 104Q (44133.180000 sec): 3 clusters Score: Raw -1491848.616165 + Penalty 3045.855737 = -1488802.760428 nChanged 16 SP:Iteration 105Q (44133.410000 sec): 3 clusters Score: Raw -1491852.001512 + Penalty 3045.855737 = -1488806.145775 nChanged 14 SP:Iteration 106Q (44133.630000 sec): 3 clusters Score: Raw -1491855.373136 + Penalty 3045.855737 = -1488809.517399 nChanged 15 SP:Iteration 107Q (44133.870000 sec): 3 clusters Score: Raw -1491858.410637 + Penalty 3045.855737 = -1488812.554900 nChanged 18 SP:Iteration 108Q (44134.090000 sec): 3 clusters Score: Raw -1491862.281028 + Penalty 3045.855737 = -1488816.425291 nChanged 16 SP:Iteration 109Q (44134.270000 sec): 3 clusters Score: Raw -1491865.066805 + Penalty 3045.855737 = -1488819.211068 nChanged 12 SP:Iteration 110Q (44134.480000 sec): 3 clusters Score: Raw -1491867.321112 + Penalty 3045.855737 = -1488821.465375 nChanged 13 SP:Iteration 111Q (44134.740000 sec): 3 clusters Score: Raw -1491869.925148 + Penalty 3045.855737 = -1488824.069411 nChanged 14 SP:Iteration 112Q (44134.920000 sec): 3 clusters Score: Raw -1491872.086658 + Penalty 3045.855737 = -1488826.230921 nChanged 11 SP:Iteration 113Q (44135.190000 sec): 3 clusters Score: Raw -1491872.968442 + Penalty 3045.855737 = -1488827.112705 nChanged 6 SP:Iteration 114Q (44135.380000 sec): 3 clusters Score: Raw -1491873.556380 + Penalty 3045.855737 = -1488827.700643 nChanged 6 SP:Iteration 115Q (44135.570000 sec): 3 clusters Score: Raw -1491874.442413 + Penalty 3045.855737 = -1488828.586676 nChanged 11 SP:Iteration 116Q (44135.790000 sec): 3 clusters Score: Raw -1491876.269776 + Penalty 3045.855737 = -1488830.414039 nChanged 13 SP:Iteration 117Q (44136.030000 sec): 3 clusters Score: Raw -1491878.697821 + Penalty 3045.855737 = -1488832.842084 nChanged 21 SP:Iteration 118Q (44136.190000 sec): 3 clusters Score: Raw -1491883.719840 + Penalty 3045.855737 = -1488837.864103 nChanged 26 SP:Iteration 119Q (44136.430000 sec): 3 clusters Score: Raw -1491890.512150 + Penalty 3045.855737 = -1488844.656413 nChanged 26 SP:Iteration 120F (44136.640000 sec): 3 clusters Score: Raw -1491897.224784 + Penalty 3045.855737 = -1488851.369047 nChanged 25 SP:Iteration 121Q (44136.860000 sec): 3 clusters Score: Raw -1491904.672000 + Penalty 3045.855737 = -1488858.816263 nChanged 28 SP:Iteration 122Q (44137.060000 sec): 3 clusters Score: Raw -1491912.778309 + Penalty 3045.855737 = -1488866.922572 nChanged 25 SP:Iteration 123Q (44137.240000 sec): 3 clusters Score: Raw -1491920.003378 + Penalty 3045.855737 = -1488874.147642 nChanged 23 SP:Iteration 124Q (44137.480000 sec): 3 clusters Score: Raw -1491926.756989 + Penalty 3045.855737 = -1488880.901252 nChanged 22 SP:Iteration 125Q (44137.730000 sec): 3 clusters Score: Raw -1491932.790265 + Penalty 3045.855737 = -1488886.934528 nChanged 23 SP:Iteration 126Q (44137.940000 sec): 3 clusters Score: Raw -1491938.822437 + Penalty 3045.855737 = -1488892.966700 nChanged 25 SP:Iteration 127Q (44138.140000 sec): 3 clusters Score: Raw -1491945.328690 + Penalty 3045.855737 = -1488899.472953 nChanged 20 SP:Iteration 128Q (44138.360000 sec): 3 clusters Score: Raw -1491951.515554 + Penalty 3045.855737 = -1488905.659817 nChanged 22 SP:Iteration 129Q (44138.560000 sec): 3 clusters Score: Raw -1491959.248024 + Penalty 3045.855737 = -1488913.392287 nChanged 26 SP:Iteration 130Q (44138.760000 sec): 3 clusters Score: Raw -1491968.846756 + Penalty 3045.855737 = -1488922.991019 nChanged 23 SP:Iteration 131Q (44138.990000 sec): 3 clusters Score: Raw -1491975.888184 + Penalty 3045.855737 = -1488930.032447 nChanged 24 SP:Iteration 132Q (44139.200000 sec): 3 clusters Score: Raw -1491982.412503 + Penalty 3045.855737 = -1488936.556766 nChanged 17 SP:Iteration 133Q (44139.410000 sec): 3 clusters Score: Raw -1491986.149099 + Penalty 3045.855737 = -1488940.293362 nChanged 18 SP:Iteration 134Q (44139.600000 sec): 3 clusters Score: Raw -1491992.098173 + Penalty 3045.855737 = -1488946.242436 nChanged 25 SP:Iteration 135Q (44139.860000 sec): 3 clusters Score: Raw -1491997.900722 + Penalty 3045.855737 = -1488952.044985 nChanged 19 SP:Iteration 136Q (44140.030000 sec): 3 clusters Score: Raw -1492003.015555 + Penalty 3045.855737 = -1488957.159818 nChanged 16 SP:Iteration 137Q (44140.270000 sec): 3 clusters Score: Raw -1492008.717028 + Penalty 3045.855737 = -1488962.861291 nChanged 17 SP:Iteration 138Q (44140.500000 sec): 3 clusters Score: Raw -1492012.044389 + Penalty 3045.855737 = -1488966.188652 nChanged 9 SP:Iteration 139Q (44140.700000 sec): 3 clusters Score: Raw -1492014.115939 + Penalty 3045.855737 = -1488968.260202 nChanged 13 SP:Iteration 140F (44140.920000 sec): 3 clusters Score: Raw -1492016.638653 + Penalty 3045.855737 = -1488970.782916 nChanged 12 SP:Iteration 141Q (44141.180000 sec): 3 clusters Score: Raw -1492018.659890 + Penalty 3045.855737 = -1488972.804153 nChanged 7 SP:Iteration 142Q (44141.380000 sec): 3 clusters Score: Raw -1492020.327441 + Penalty 3045.855737 = -1488974.471704 nChanged 13 SP:Iteration 143Q (44141.600000 sec): 3 clusters Score: Raw -1492023.705739 + Penalty 3045.855737 = -1488977.850002 nChanged 7 SP:Iteration 144Q (44141.870000 sec): 3 clusters Score: Raw -1492025.987902 + Penalty 3045.855737 = -1488980.132165 nChanged 5 SP:Iteration 145Q (44142.080000 sec): 3 clusters Score: Raw -1492027.551839 + Penalty 3045.855737 = -1488981.696102 nChanged 12 SP:Iteration 146Q (44142.290000 sec): 3 clusters Score: Raw -1492030.807875 + Penalty 3045.855737 = -1488984.952138 nChanged 10 SP:Iteration 147Q (44142.490000 sec): 3 clusters Score: Raw -1492033.408147 + Penalty 3045.855737 = -1488987.552410 nChanged 9 SP:Iteration 148Q (44142.720000 sec): 3 clusters Score: Raw -1492035.937997 + Penalty 3045.855737 = -1488990.082260 nChanged 10 SP:Iteration 149Q (44142.950000 sec): 3 clusters Score: Raw -1492038.303550 + Penalty 3045.855737 = -1488992.447813 nChanged 6 SP:Iteration 150Q (44143.210000 sec): 3 clusters Score: Raw -1492039.366179 + Penalty 3045.855737 = -1488993.510442 nChanged 6 SP:Iteration 151Q (44143.420000 sec): 3 clusters Score: Raw -1492040.953822 + Penalty 3045.855737 = -1488995.098085 nChanged 3 SP:Iteration 152Q (44143.610000 sec): 3 clusters Score: Raw -1492042.147805 + Penalty 3045.855737 = -1488996.292068 nChanged 7 SP:Iteration 153Q (44143.860000 sec): 3 clusters Score: Raw -1492044.015491 + Penalty 3045.855737 = -1488998.159754 nChanged 4 SP:Iteration 154Q (44144.070000 sec): 3 clusters Score: Raw -1492045.067482 + Penalty 3045.855737 = -1488999.211745 nChanged 6 SP:Iteration 155Q (44144.270000 sec): 3 clusters Score: Raw -1492047.010169 + Penalty 3045.855737 = -1489001.154432 nChanged 8 SP:Iteration 156Q (44144.510000 sec): 3 clusters Score: Raw -1492048.611281 + Penalty 3045.855737 = -1489002.755544 nChanged 4 SP:Iteration 157Q (44144.700000 sec): 3 clusters Score: Raw -1492049.423727 + Penalty 3045.855737 = -1489003.567990 nChanged 3 SP:Iteration 158Q (44144.900000 sec): 3 clusters Score: Raw -1492049.900290 + Penalty 3045.855737 = -1489004.044553 nChanged 1 SP:Iteration 159Q (44145.160000 sec): 3 clusters Score: Raw -1492050.298751 + Penalty 3045.855737 = -1489004.443014 nChanged 2 SP:Iteration 160F (44145.370000 sec): 3 clusters Score: Raw -1492050.922208 + Penalty 3045.855737 = -1489005.066471 nChanged 3 SP:Iteration 161Q (44145.620000 sec): 3 clusters Score: Raw -1492051.515605 + Penalty 3045.855737 = -1489005.659868 nChanged 3 SP:Iteration 162Q (44145.810000 sec): 3 clusters Score: Raw -1492052.865473 + Penalty 3045.855737 = -1489007.009736 nChanged 3 SP:Iteration 163Q (44146.030000 sec): 3 clusters Score: Raw -1492053.470431 + Penalty 3045.855737 = -1489007.614694 nChanged 2 SP:Iteration 164Q (44146.220000 sec): 3 clusters Score: Raw -1492054.125275 + Penalty 3045.855737 = -1489008.269538 nChanged 3 SP:Iteration 165Q (44146.430000 sec): 3 clusters Score: Raw -1492054.539107 + Penalty 3045.855737 = -1489008.683370 nChanged 0 SP:Iteration 166F (44146.670000 sec): 3 clusters Score: Raw -1492054.539107 + Penalty 3045.855737 = -1489008.683370 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44146.870000 sec): 2 clusters Score: Raw -3503285.369444 + Penalty 1672.638821 = -3501612.730623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44147.180000 sec): 3 clusters Score: Raw -3484981.711922 + Penalty 3345.277642 = -3481636.434281 nChanged 13529 SP:Iteration 1F (44147.440000 sec): 3 clusters Score: Raw -3492319.806852 + Penalty 3345.277642 = -3488974.529211 nChanged 1117 SP:Iteration 2Q (44147.750000 sec): 3 clusters Score: Raw -3492599.527661 + Penalty 3345.277642 = -3489254.250019 nChanged 1021 SP:Iteration 3Q (44148.020000 sec): 3 clusters Score: Raw -3492890.450357 + Penalty 3345.277642 = -3489545.172715 nChanged 1119 SP:Iteration 4Q (44148.350000 sec): 3 clusters Score: Raw -3493281.293538 + Penalty 3345.277642 = -3489936.015896 nChanged 1310 SP:Iteration 5Q (44148.610000 sec): 3 clusters Score: Raw -3493868.829481 + Penalty 3345.277642 = -3490523.551839 nChanged 1742 SP:Iteration 6F (44148.970000 sec): 3 clusters Score: Raw -3494920.178663 + Penalty 3345.277642 = -3491574.901022 nChanged 2255 SP:Iteration 7F (44149.250000 sec): 3 clusters Score: Raw -3496707.088865 + Penalty 3345.277642 = -3493361.811223 nChanged 2459 SP:Iteration 8F (44149.620000 sec): 3 clusters Score: Raw -3498981.045803 + Penalty 3345.277642 = -3495635.768161 nChanged 2131 SP:Iteration 9F (44149.920000 sec): 3 clusters Score: Raw -3501126.514142 + Penalty 3345.277642 = -3497781.236500 nChanged 1311 SP:Iteration 10Q (44150.260000 sec): 3 clusters Score: Raw -3502432.178145 + Penalty 3345.277642 = -3499086.900503 nChanged 578 SP:Iteration 11Q (44150.600000 sec): 3 clusters Score: Raw -3502995.672560 + Penalty 3345.277642 = -3499650.394918 nChanged 279 SP:Iteration 12Q (44150.900000 sec): 3 clusters Score: Raw -3503263.677323 + Penalty 3345.277642 = -3499918.399681 nChanged 144 SP:Iteration 13Q (44151.190000 sec): 3 clusters Score: Raw -3503431.093735 + Penalty 3345.277642 = -3500085.816093 nChanged 68 SP:Iteration 14Q (44151.530000 sec): 3 clusters Score: Raw -3503534.636090 + Penalty 3345.277642 = -3500189.358448 nChanged 52 SP:Iteration 15Q (44151.790000 sec): 3 clusters Score: Raw -3503596.101180 + Penalty 3345.277642 = -3500250.823539 nChanged 46 SP:Iteration 16Q (44152.080000 sec): 3 clusters Score: Raw -3503642.668541 + Penalty 3345.277642 = -3500297.390900 nChanged 34 SP:Iteration 17Q (44152.370000 sec): 3 clusters Score: Raw -3503674.346848 + Penalty 3345.277642 = -3500329.069206 nChanged 26 SP:Iteration 18Q (44152.630000 sec): 3 clusters Score: Raw -3503701.190319 + Penalty 3345.277642 = -3500355.912678 nChanged 14 SP:Iteration 19Q (44152.950000 sec): 3 clusters Score: Raw -3503712.246949 + Penalty 3345.277642 = -3500366.969307 nChanged 9 SP:Iteration 20F (44153.280000 sec): 3 clusters Score: Raw -3503719.091395 + Penalty 3345.277642 = -3500373.813753 nChanged 10 SP:Iteration 21Q (44153.550000 sec): 3 clusters Score: Raw -3503727.816006 + Penalty 3345.277642 = -3500382.538365 nChanged 9 SP:Iteration 22Q (44153.890000 sec): 3 clusters Score: Raw -3503734.308268 + Penalty 3345.277642 = -3500389.030626 nChanged 9 SP:Iteration 23Q (44154.170000 sec): 3 clusters Score: Raw -3503742.511823 + Penalty 3345.277642 = -3500397.234181 nChanged 13 SP:Iteration 24Q (44154.450000 sec): 3 clusters Score: Raw -3503759.683170 + Penalty 3345.277642 = -3500414.405528 nChanged 17 SP:Iteration 25Q (44154.770000 sec): 3 clusters Score: Raw -3503773.678592 + Penalty 3345.277642 = -3500428.400950 nChanged 13 SP:Iteration 26Q (44155.050000 sec): 3 clusters Score: Raw -3503783.511483 + Penalty 3345.277642 = -3500438.233841 nChanged 9 SP:Iteration 27Q (44155.300000 sec): 3 clusters Score: Raw -3503786.820097 + Penalty 3345.277642 = -3500441.542455 nChanged 2 SP:Iteration 28Q (44155.620000 sec): 3 clusters Score: Raw -3503787.702622 + Penalty 3345.277642 = -3500442.424980 nChanged 0 SP:Iteration 29F (44155.890000 sec): 3 clusters Score: Raw -3503787.702622 + Penalty 3345.277642 = -3500442.424980 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44156.010000 sec): 2 clusters Score: Raw -21097.897061 + Penalty 850.055150 = -20247.841911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44156.180000 sec): 3 clusters Score: Raw -21185.009468 + Penalty 1700.110300 = -19484.899168 nChanged 19 SP:Iteration 1F (44156.360000 sec): 3 clusters Score: Raw -21242.520042 + Penalty 1700.110300 = -19542.409742 nChanged 1 SP:Iteration 2Q (44156.550000 sec): 3 clusters Score: Raw -21254.917950 + Penalty 1700.110300 = -19554.807649 nChanged 1 SP:Iteration 3Q (44156.710000 sec): 3 clusters Score: Raw -21258.265905 + Penalty 1700.110300 = -19558.155605 nChanged 2 SP:Iteration 4Q (44156.910000 sec): 3 clusters Score: Raw -21267.970161 + Penalty 1700.110300 = -19567.859860 nChanged 1 SP:Iteration 5Q (44157.100000 sec): 3 clusters Score: Raw -21269.835157 + Penalty 1700.110300 = -19569.724856 nChanged 0 SP:Iteration 6F (44157.230000 sec): 3 clusters Score: Raw -21269.835157 + Penalty 1700.110300 = -19569.724856 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (42876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44157.490000 sec): 2 clusters Score: Raw -5428739.217023 + Penalty 1733.235970 = -5427005.981053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44157.840000 sec): 3 clusters Score: Raw -5401787.808946 + Penalty 3466.471940 = -5398321.337006 nChanged 20000 SP:Iteration 1F (44158.200000 sec): 3 clusters Score: Raw -5413065.228694 + Penalty 3466.471940 = -5409598.756754 nChanged 1597 SP:Iteration 2Q (44158.630000 sec): 3 clusters Score: Raw -5413468.772038 + Penalty 3466.471940 = -5410002.300098 nChanged 1528 SP:Iteration 3Q (44159.060000 sec): 3 clusters Score: Raw -5413833.260224 + Penalty 3466.471940 = -5410366.788284 nChanged 1378 SP:Iteration 4Q (44159.410000 sec): 3 clusters Score: Raw -5414181.268805 + Penalty 3466.471940 = -5410714.796865 nChanged 1301 SP:Iteration 5Q (44159.800000 sec): 3 clusters Score: Raw -5414545.914365 + Penalty 3466.471940 = -5411079.442425 nChanged 1385 SP:Iteration 6Q (44160.190000 sec): 3 clusters Score: Raw -5414963.498359 + Penalty 3466.471940 = -5411497.026419 nChanged 1461 SP:Iteration 7Q (44160.530000 sec): 3 clusters Score: Raw -5415474.020599 + Penalty 3466.471940 = -5412007.548659 nChanged 1615 SP:Iteration 8Q (44160.910000 sec): 3 clusters Score: Raw -5416178.721892 + Penalty 3466.471940 = -5412712.249952 nChanged 1868 SP:Iteration 9Q (44161.270000 sec): 3 clusters Score: Raw -5417237.012777 + Penalty 3466.471940 = -5413770.540837 nChanged 2223 SP:Iteration 10F (44161.600000 sec): 3 clusters Score: Raw -5418898.744471 + Penalty 3466.471940 = -5415432.272531 nChanged 2525 SP:Iteration 11F (44162.020000 sec): 3 clusters Score: Raw -5420807.597425 + Penalty 3466.471940 = -5417341.125485 nChanged 2196 SP:Iteration 12F (44162.400000 sec): 3 clusters Score: Raw -5421997.807459 + Penalty 3466.471940 = -5418531.335519 nChanged 1525 SP:Iteration 13Q (44162.780000 sec): 3 clusters Score: Raw -5422494.893412 + Penalty 3466.471940 = -5419028.421472 nChanged 912 SP:Iteration 14Q (44163.160000 sec): 3 clusters Score: Raw -5422685.027747 + Penalty 3466.471940 = -5419218.555807 nChanged 520 SP:Iteration 15Q (44163.530000 sec): 3 clusters Score: Raw -5422781.952987 + Penalty 3466.471940 = -5419315.481047 nChanged 416 SP:Iteration 16Q (44163.950000 sec): 3 clusters Score: Raw -5422860.929883 + Penalty 3466.471940 = -5419394.457943 nChanged 401 SP:Iteration 17Q (44164.310000 sec): 3 clusters Score: Raw -5422936.027945 + Penalty 3466.471940 = -5419469.556005 nChanged 375 SP:Iteration 18Q (44164.700000 sec): 3 clusters Score: Raw -5423005.380410 + Penalty 3466.471940 = -5419538.908470 nChanged 392 SP:Iteration 19Q (44165.070000 sec): 3 clusters Score: Raw -5423082.684327 + Penalty 3466.471940 = -5419616.212387 nChanged 426 SP:Iteration 20F (44165.390000 sec): 3 clusters Score: Raw -5423168.189104 + Penalty 3466.471940 = -5419701.717164 nChanged 438 SP:Iteration 21Q (44165.730000 sec): 3 clusters Score: Raw -5423264.069080 + Penalty 3466.471940 = -5419797.597140 nChanged 436 SP:Iteration 22Q (44166.080000 sec): 3 clusters Score: Raw -5423356.827278 + Penalty 3466.471940 = -5419890.355338 nChanged 477 SP:Iteration 23Q (44166.440000 sec): 3 clusters Score: Raw -5423461.604897 + Penalty 3466.471940 = -5419995.132957 nChanged 478 SP:Iteration 24Q (44166.800000 sec): 3 clusters Score: Raw -5423580.607816 + Penalty 3466.471940 = -5420114.135876 nChanged 530 SP:Iteration 25Q (44167.150000 sec): 3 clusters Score: Raw -5423716.272144 + Penalty 3466.471940 = -5420249.800204 nChanged 569 SP:Iteration 26Q (44167.510000 sec): 3 clusters Score: Raw -5423870.786433 + Penalty 3466.471940 = -5420404.314493 nChanged 599 SP:Iteration 27Q (44167.810000 sec): 3 clusters Score: Raw -5424046.131945 + Penalty 3466.471940 = -5420579.660005 nChanged 657 SP:Iteration 28Q (44168.170000 sec): 3 clusters Score: Raw -5424257.645249 + Penalty 3466.471940 = -5420791.173309 nChanged 696 SP:Iteration 29Q (44168.490000 sec): 3 clusters Score: Raw -5424513.358712 + Penalty 3466.471940 = -5421046.886772 nChanged 728 SP:Iteration 30Q (44168.860000 sec): 3 clusters Score: Raw -5424802.691411 + Penalty 3466.471940 = -5421336.219471 nChanged 734 SP:Iteration 31Q (44169.180000 sec): 3 clusters Score: Raw -5425136.410367 + Penalty 3466.471940 = -5421669.938427 nChanged 772 SP:Iteration 32Q (44169.520000 sec): 3 clusters Score: Raw -5425533.408927 + Penalty 3466.471940 = -5422066.936987 nChanged 757 SP:Iteration 33Q (44169.870000 sec): 3 clusters Score: Raw -5425978.978250 + Penalty 3466.471940 = -5422512.506310 nChanged 768 SP:Iteration 34Q (44170.200000 sec): 3 clusters Score: Raw -5426493.720985 + Penalty 3466.471940 = -5423027.249045 nChanged 704 SP:Iteration 35Q (44170.590000 sec): 3 clusters Score: Raw -5427053.215067 + Penalty 3466.471940 = -5423586.743127 nChanged 641 SP:Iteration 36Q (44170.930000 sec): 3 clusters Score: Raw -5427561.648923 + Penalty 3466.471940 = -5424095.176983 nChanged 516 SP:Iteration 37Q (44171.290000 sec): 3 clusters Score: Raw -5427924.469941 + Penalty 3466.471940 = -5424457.998001 nChanged 428 SP:Iteration 38Q (44171.630000 sec): 3 clusters Score: Raw -5428139.101812 + Penalty 3466.471940 = -5424672.629872 nChanged 322 SP:Iteration 39Q (44172.000000 sec): 3 clusters Score: Raw -5428268.641526 + Penalty 3466.471940 = -5424802.169586 nChanged 272 SP:Iteration 40F (44172.380000 sec): 3 clusters Score: Raw -5428357.497642 + Penalty 3466.471940 = -5424891.025702 nChanged 227 SP:Iteration 41Q (44172.720000 sec): 3 clusters Score: Raw -5428426.125022 + Penalty 3466.471940 = -5424959.653082 nChanged 195 SP:Iteration 42Q (44173.070000 sec): 3 clusters Score: Raw -5428480.624439 + Penalty 3466.471940 = -5425014.152499 nChanged 145 SP:Iteration 43Q (44173.410000 sec): 3 clusters Score: Raw -5428518.525408 + Penalty 3466.471940 = -5425052.053468 nChanged 122 SP:Iteration 44Q (44173.770000 sec): 3 clusters Score: Raw -5428546.913411 + Penalty 3466.471940 = -5425080.441471 nChanged 98 SP:Iteration 45Q (44174.100000 sec): 3 clusters Score: Raw -5428567.296352 + Penalty 3466.471940 = -5425100.824412 nChanged 85 SP:Iteration 46Q (44174.490000 sec): 3 clusters Score: Raw -5428583.771936 + Penalty 3466.471940 = -5425117.299996 nChanged 69 SP:Iteration 47Q (44174.820000 sec): 3 clusters Score: Raw -5428594.540865 + Penalty 3466.471940 = -5425128.068925 nChanged 42 SP:Iteration 48Q (44175.160000 sec): 3 clusters Score: Raw -5428600.607672 + Penalty 3466.471940 = -5425134.135732 nChanged 37 SP:Iteration 49Q (44175.480000 sec): 3 clusters Score: Raw -5428606.512924 + Penalty 3466.471940 = -5425140.040984 nChanged 33 SP:Iteration 50Q (44175.800000 sec): 3 clusters Score: Raw -5428611.908029 + Penalty 3466.471940 = -5425145.436089 nChanged 34 SP:Iteration 51Q (44176.130000 sec): 3 clusters Score: Raw -5428617.683477 + Penalty 3466.471940 = -5425151.211537 nChanged 45 SP:Iteration 52Q (44176.430000 sec): 3 clusters Score: Raw -5428625.551316 + Penalty 3466.471940 = -5425159.079376 nChanged 49 SP:Iteration 53Q (44176.780000 sec): 3 clusters Score: Raw -5428633.302833 + Penalty 3466.471940 = -5425166.830893 nChanged 38 SP:Iteration 54Q (44177.080000 sec): 3 clusters Score: Raw -5428639.071848 + Penalty 3466.471940 = -5425172.599908 nChanged 42 SP:Iteration 55Q (44177.430000 sec): 3 clusters Score: Raw -5428645.484220 + Penalty 3466.471940 = -5425179.012280 nChanged 36 SP:Iteration 56Q (44177.760000 sec): 3 clusters Score: Raw -5428651.777582 + Penalty 3466.471940 = -5425185.305642 nChanged 39 SP:Iteration 57Q (44178.090000 sec): 3 clusters Score: Raw -5428659.030269 + Penalty 3466.471940 = -5425192.558329 nChanged 41 SP:Iteration 58Q (44178.400000 sec): 3 clusters Score: Raw -5428665.866430 + Penalty 3466.471940 = -5425199.394490 nChanged 32 SP:Iteration 59Q (44178.700000 sec): 3 clusters Score: Raw -5428670.823832 + Penalty 3466.471940 = -5425204.351892 nChanged 26 SP:Iteration 60F (44179.070000 sec): 3 clusters Score: Raw -5428674.901275 + Penalty 3466.471940 = -5425208.429335 nChanged 26 SP:Iteration 61Q (44179.390000 sec): 3 clusters Score: Raw -5428679.903657 + Penalty 3466.471940 = -5425213.431717 nChanged 33 SP:Iteration 62Q (44179.780000 sec): 3 clusters Score: Raw -5428686.406767 + Penalty 3466.471940 = -5425219.934827 nChanged 37 SP:Iteration 63Q (44180.110000 sec): 3 clusters Score: Raw -5428695.271599 + Penalty 3466.471940 = -5425228.799659 nChanged 29 SP:Iteration 64Q (44180.480000 sec): 3 clusters Score: Raw -5428700.423004 + Penalty 3466.471940 = -5425233.951064 nChanged 28 SP:Iteration 65Q (44180.850000 sec): 3 clusters Score: Raw -5428704.452243 + Penalty 3466.471940 = -5425237.980303 nChanged 26 SP:Iteration 66Q (44181.240000 sec): 3 clusters Score: Raw -5428709.280901 + Penalty 3466.471940 = -5425242.808961 nChanged 30 SP:Iteration 67Q (44181.610000 sec): 3 clusters Score: Raw -5428715.831594 + Penalty 3466.471940 = -5425249.359654 nChanged 24 SP:Iteration 68Q (44181.960000 sec): 3 clusters Score: Raw -5428721.363059 + Penalty 3466.471940 = -5425254.891119 nChanged 26 SP:Iteration 69Q (44182.370000 sec): 3 clusters Score: Raw -5428725.719894 + Penalty 3466.471940 = -5425259.247954 nChanged 29 SP:Iteration 70Q (44182.720000 sec): 3 clusters Score: Raw -5428731.699509 + Penalty 3466.471940 = -5425265.227569 nChanged 34 SP:Iteration 71Q (44183.110000 sec): 3 clusters Score: Raw -5428737.751840 + Penalty 3466.471940 = -5425271.279900 nChanged 27 SP:Iteration 72Q (44183.490000 sec): 3 clusters Score: Raw -5428742.188140 + Penalty 3466.471940 = -5425275.716200 nChanged 15 SP:Iteration 73Q (44183.880000 sec): 3 clusters Score: Raw -5428744.849486 + Penalty 3466.471940 = -5425278.377546 nChanged 19 SP:Iteration 74Q (44184.250000 sec): 3 clusters Score: Raw -5428747.472500 + Penalty 3466.471940 = -5425281.000560 nChanged 14 SP:Iteration 75Q (44184.600000 sec): 3 clusters Score: Raw -5428749.570273 + Penalty 3466.471940 = -5425283.098333 nChanged 10 SP:Iteration 76Q (44184.960000 sec): 3 clusters Score: Raw -5428750.702629 + Penalty 3466.471940 = -5425284.230689 nChanged 7 SP:Iteration 77Q (44185.370000 sec): 3 clusters Score: Raw -5428752.003283 + Penalty 3466.471940 = -5425285.531343 nChanged 13 SP:Iteration 78Q (44185.750000 sec): 3 clusters Score: Raw -5428753.993383 + Penalty 3466.471940 = -5425287.521443 nChanged 11 SP:Iteration 79Q (44186.070000 sec): 3 clusters Score: Raw -5428755.920935 + Penalty 3466.471940 = -5425289.448995 nChanged 11 SP:Iteration 80F (44186.460000 sec): 3 clusters Score: Raw -5428757.598395 + Penalty 3466.471940 = -5425291.126455 nChanged 9 SP:Iteration 81Q (44186.790000 sec): 3 clusters Score: Raw -5428759.667990 + Penalty 3466.471940 = -5425293.196050 nChanged 15 SP:Iteration 82Q (44187.150000 sec): 3 clusters Score: Raw -5428762.025528 + Penalty 3466.471940 = -5425295.553588 nChanged 15 SP:Iteration 83Q (44187.520000 sec): 3 clusters Score: Raw -5428764.747746 + Penalty 3466.471940 = -5425298.275806 nChanged 21 SP:Iteration 84Q (44187.860000 sec): 3 clusters Score: Raw -5428767.517601 + Penalty 3466.471940 = -5425301.045661 nChanged 17 SP:Iteration 85Q (44188.160000 sec): 3 clusters Score: Raw -5428770.001320 + Penalty 3466.471940 = -5425303.529380 nChanged 12 SP:Iteration 86Q (44188.500000 sec): 3 clusters Score: Raw -5428771.796846 + Penalty 3466.471940 = -5425305.324906 nChanged 5 SP:Iteration 87Q (44188.840000 sec): 3 clusters Score: Raw -5428772.337752 + Penalty 3466.471940 = -5425305.865812 nChanged 8 SP:Iteration 88Q (44189.180000 sec): 3 clusters Score: Raw -5428773.429269 + Penalty 3466.471940 = -5425306.957329 nChanged 12 SP:Iteration 89Q (44189.580000 sec): 3 clusters Score: Raw -5428774.606227 + Penalty 3466.471940 = -5425308.134287 nChanged 8 SP:Iteration 90Q (44189.930000 sec): 3 clusters Score: Raw -5428775.755493 + Penalty 3466.471940 = -5425309.283553 nChanged 15 SP:Iteration 91Q (44190.280000 sec): 3 clusters Score: Raw -5428778.175717 + Penalty 3466.471940 = -5425311.703777 nChanged 18 SP:Iteration 92Q (44190.680000 sec): 3 clusters Score: Raw -5428781.951139 + Penalty 3466.471940 = -5425315.479199 nChanged 25 SP:Iteration 93Q (44191.060000 sec): 3 clusters Score: Raw -5428788.154943 + Penalty 3466.471940 = -5425321.683003 nChanged 28 SP:Iteration 94Q (44191.380000 sec): 3 clusters Score: Raw -5428793.800262 + Penalty 3466.471940 = -5425327.328322 nChanged 35 SP:Iteration 95Q (44191.740000 sec): 3 clusters Score: Raw -5428801.360955 + Penalty 3466.471940 = -5425334.889015 nChanged 42 SP:Iteration 96Q (44192.080000 sec): 3 clusters Score: Raw -5428810.779908 + Penalty 3466.471940 = -5425344.307968 nChanged 37 SP:Iteration 97Q (44192.440000 sec): 3 clusters Score: Raw -5428820.482520 + Penalty 3466.471940 = -5425354.010580 nChanged 38 SP:Iteration 98Q (44192.770000 sec): 3 clusters Score: Raw -5428828.858721 + Penalty 3466.471940 = -5425362.386781 nChanged 26 SP:Iteration 99Q (44193.170000 sec): 3 clusters Score: Raw -5428833.897692 + Penalty 3466.471940 = -5425367.425752 nChanged 19 SP:Iteration 100F (44193.500000 sec): 3 clusters Score: Raw -5428836.645703 + Penalty 3466.471940 = -5425370.173763 nChanged 22 SP:Iteration 101Q (44193.880000 sec): 3 clusters Score: Raw -5428840.207486 + Penalty 3466.471940 = -5425373.735546 nChanged 19 SP:Iteration 102Q (44194.240000 sec): 3 clusters Score: Raw -5428844.061370 + Penalty 3466.471940 = -5425377.589430 nChanged 19 SP:Iteration 103Q (44194.590000 sec): 3 clusters Score: Raw -5428848.147882 + Penalty 3466.471940 = -5425381.675942 nChanged 21 SP:Iteration 104Q (44194.980000 sec): 3 clusters Score: Raw -5428853.101589 + Penalty 3466.471940 = -5425386.629649 nChanged 27 SP:Iteration 105Q (44195.330000 sec): 3 clusters Score: Raw -5428859.973628 + Penalty 3466.471940 = -5425393.501688 nChanged 22 SP:Iteration 106Q (44195.640000 sec): 3 clusters Score: Raw -5428864.184047 + Penalty 3466.471940 = -5425397.712107 nChanged 21 SP:Iteration 107Q (44195.970000 sec): 3 clusters Score: Raw -5428868.931082 + Penalty 3466.471940 = -5425402.459142 nChanged 16 SP:Iteration 108Q (44196.380000 sec): 3 clusters Score: Raw -5428873.297044 + Penalty 3466.471940 = -5425406.825104 nChanged 22 SP:Iteration 109Q (44196.730000 sec): 3 clusters Score: Raw -5428879.017067 + Penalty 3466.471940 = -5425412.545127 nChanged 17 SP:Iteration 110Q (44197.120000 sec): 3 clusters Score: Raw -5428882.284409 + Penalty 3466.471940 = -5425415.812469 nChanged 14 SP:Iteration 111Q (44197.470000 sec): 3 clusters Score: Raw -5428885.241249 + Penalty 3466.471940 = -5425418.769309 nChanged 17 SP:Iteration 112Q (44197.810000 sec): 3 clusters Score: Raw -5428889.487437 + Penalty 3466.471940 = -5425423.015497 nChanged 20 SP:Iteration 113Q (44198.220000 sec): 3 clusters Score: Raw -5428894.164746 + Penalty 3466.471940 = -5425427.692806 nChanged 14 SP:Iteration 114Q (44198.540000 sec): 3 clusters Score: Raw -5428897.873078 + Penalty 3466.471940 = -5425431.401138 nChanged 13 SP:Iteration 115Q (44198.890000 sec): 3 clusters Score: Raw -5428900.724943 + Penalty 3466.471940 = -5425434.253003 nChanged 17 SP:Iteration 116Q (44199.250000 sec): 3 clusters Score: Raw -5428904.827409 + Penalty 3466.471940 = -5425438.355469 nChanged 12 SP:Iteration 117Q (44199.620000 sec): 3 clusters Score: Raw -5428907.070917 + Penalty 3466.471940 = -5425440.598977 nChanged 8 SP:Iteration 118Q (44199.980000 sec): 3 clusters Score: Raw -5428908.752344 + Penalty 3466.471940 = -5425442.280404 nChanged 9 SP:Iteration 119Q (44200.350000 sec): 3 clusters Score: Raw -5428910.720170 + Penalty 3466.471940 = -5425444.248230 nChanged 8 SP:Iteration 120F (44200.700000 sec): 3 clusters Score: Raw -5428912.425849 + Penalty 3466.471940 = -5425445.953909 nChanged 11 SP:Iteration 121Q (44201.080000 sec): 3 clusters Score: Raw -5428914.985788 + Penalty 3466.471940 = -5425448.513848 nChanged 12 SP:Iteration 122Q (44201.390000 sec): 3 clusters Score: Raw -5428917.867308 + Penalty 3466.471940 = -5425451.395368 nChanged 11 SP:Iteration 123Q (44201.750000 sec): 3 clusters Score: Raw -5428920.436596 + Penalty 3466.471940 = -5425453.964656 nChanged 6 SP:Iteration 124Q (44202.130000 sec): 3 clusters Score: Raw -5428921.560081 + Penalty 3466.471940 = -5425455.088141 nChanged 3 SP:Iteration 125Q (44202.490000 sec): 3 clusters Score: Raw -5428922.019430 + Penalty 3466.471940 = -5425455.547490 nChanged 2 SP:Iteration 126Q (44202.830000 sec): 3 clusters Score: Raw -5428922.416858 + Penalty 3466.471940 = -5425455.944918 nChanged 2 SP:Iteration 127Q (44203.170000 sec): 3 clusters Score: Raw -5428923.029483 + Penalty 3466.471940 = -5425456.557543 nChanged 3 SP:Iteration 128Q (44203.520000 sec): 3 clusters Score: Raw -5428923.638066 + Penalty 3466.471940 = -5425457.166125 nChanged 6 SP:Iteration 129Q (44203.910000 sec): 3 clusters Score: Raw -5428925.022795 + Penalty 3466.471940 = -5425458.550855 nChanged 7 SP:Iteration 130Q (44204.250000 sec): 3 clusters Score: Raw -5428926.263206 + Penalty 3466.471940 = -5425459.791266 nChanged 9 SP:Iteration 131Q (44204.610000 sec): 3 clusters Score: Raw -5428927.896580 + Penalty 3466.471940 = -5425461.424640 nChanged 4 SP:Iteration 132Q (44204.910000 sec): 3 clusters Score: Raw -5428929.031655 + Penalty 3466.471940 = -5425462.559715 nChanged 5 SP:Iteration 133Q (44205.260000 sec): 3 clusters Score: Raw -5428929.566560 + Penalty 3466.471940 = -5425463.094620 nChanged 1 SP:Iteration 134Q (44205.610000 sec): 3 clusters Score: Raw -5428929.748190 + Penalty 3466.471940 = -5425463.276250 nChanged 2 SP:Iteration 135Q (44206.050000 sec): 3 clusters Score: Raw -5428930.201399 + Penalty 3466.471940 = -5425463.729459 nChanged 3 SP:Iteration 136Q (44206.410000 sec): 3 clusters Score: Raw -5428930.837209 + Penalty 3466.471940 = -5425464.365269 nChanged 3 SP:Iteration 137Q (44206.790000 sec): 3 clusters Score: Raw -5428931.395504 + Penalty 3466.471940 = -5425464.923564 nChanged 4 SP:Iteration 138Q (44207.170000 sec): 3 clusters Score: Raw -5428932.134671 + Penalty 3466.471940 = -5425465.662731 nChanged 5 SP:Iteration 139Q (44207.570000 sec): 3 clusters Score: Raw -5428932.817943 + Penalty 3466.471940 = -5425466.346003 nChanged 4 SP:Iteration 140F (44207.930000 sec): 3 clusters Score: Raw -5428933.796435 + Penalty 3466.471940 = -5425467.324495 nChanged 3 SP:Iteration 141Q (44208.290000 sec): 3 clusters Score: Raw -5428934.647869 + Penalty 3466.471940 = -5425468.175929 nChanged 6 SP:Iteration 142Q (44208.630000 sec): 3 clusters Score: Raw -5428935.974990 + Penalty 3466.471940 = -5425469.503050 nChanged 6 SP:Iteration 143Q (44208.980000 sec): 3 clusters Score: Raw -5428937.582373 + Penalty 3466.471940 = -5425471.110433 nChanged 2 SP:Iteration 144Q (44209.310000 sec): 3 clusters Score: Raw -5428937.979809 + Penalty 3466.471940 = -5425471.507869 nChanged 2 SP:Iteration 145Q (44209.710000 sec): 3 clusters Score: Raw -5428938.280186 + Penalty 3466.471940 = -5425471.808246 nChanged 2 SP:Iteration 146Q (44210.020000 sec): 3 clusters Score: Raw -5428938.622282 + Penalty 3466.471940 = -5425472.150342 nChanged 2 SP:Iteration 147Q (44210.360000 sec): 3 clusters Score: Raw -5428938.872792 + Penalty 3466.471940 = -5425472.400852 nChanged 1 SP:Iteration 148Q (44210.720000 sec): 3 clusters Score: Raw -5428939.266634 + Penalty 3466.471940 = -5425472.794694 nChanged 0 SP:Iteration 149F (44211.100000 sec): 3 clusters Score: Raw -5428939.266634 + Penalty 3466.471940 = -5425472.794694 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (21328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44211.270000 sec): 2 clusters Score: Raw -2596912.748299 + Penalty 1619.763607 = -2595292.984692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44211.580000 sec): 3 clusters Score: Raw -2584104.789073 + Penalty 3239.527214 = -2580865.261859 nChanged 9550 SP:Iteration 1F (44211.840000 sec): 3 clusters Score: Raw -2589230.053112 + Penalty 3239.527214 = -2585990.525898 nChanged 998 SP:Iteration 2Q (44212.130000 sec): 3 clusters Score: Raw -2589581.662054 + Penalty 3239.527214 = -2586342.134840 nChanged 981 SP:Iteration 3Q (44212.430000 sec): 3 clusters Score: Raw -2589980.382018 + Penalty 3239.527214 = -2586740.854804 nChanged 1017 SP:Iteration 4Q (44212.730000 sec): 3 clusters Score: Raw -2590468.638492 + Penalty 3239.527214 = -2587229.111278 nChanged 1223 SP:Iteration 5F (44213.060000 sec): 3 clusters Score: Raw -2591186.302428 + Penalty 3239.527214 = -2587946.775214 nChanged 1468 SP:Iteration 6F (44213.390000 sec): 3 clusters Score: Raw -2592254.141343 + Penalty 3239.527214 = -2589014.614130 nChanged 1681 SP:Iteration 7F (44213.620000 sec): 3 clusters Score: Raw -2593698.137643 + Penalty 3239.527214 = -2590458.610429 nChanged 1585 SP:Iteration 8F (44213.900000 sec): 3 clusters Score: Raw -2595220.470192 + Penalty 3239.527214 = -2591980.942979 nChanged 1079 SP:Iteration 9F (44214.180000 sec): 3 clusters Score: Raw -2596284.690152 + Penalty 3239.527214 = -2593045.162938 nChanged 455 SP:Iteration 10Q (44214.480000 sec): 3 clusters Score: Raw -2596728.351678 + Penalty 3239.527214 = -2593488.824464 nChanged 173 SP:Iteration 11Q (44214.750000 sec): 3 clusters Score: Raw -2596914.899241 + Penalty 3239.527214 = -2593675.372027 nChanged 62 SP:Iteration 12Q (44214.990000 sec): 3 clusters Score: Raw -2596998.396020 + Penalty 3239.527214 = -2593758.868806 nChanged 33 SP:Iteration 13Q (44215.260000 sec): 3 clusters Score: Raw -2597047.402643 + Penalty 3239.527214 = -2593807.875429 nChanged 14 SP:Iteration 14Q (44215.540000 sec): 3 clusters Score: Raw -2597070.060397 + Penalty 3239.527214 = -2593830.533183 nChanged 7 SP:Iteration 15Q (44215.790000 sec): 3 clusters Score: Raw -2597079.069306 + Penalty 3239.527214 = -2593839.542092 nChanged 4 SP:Iteration 16Q (44216.000000 sec): 3 clusters Score: Raw -2597083.684907 + Penalty 3239.527214 = -2593844.157693 nChanged 1 SP:Iteration 17Q (44216.290000 sec): 3 clusters Score: Raw -2597085.362439 + Penalty 3239.527214 = -2593845.835225 nChanged 0 SP:Iteration 18F (44216.540000 sec): 3 clusters Score: Raw -2597085.362439 + Penalty 3239.527214 = -2593845.835225 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44216.630000 sec): 2 clusters Score: Raw -13823.339040 + Penalty 815.307973 = -13008.031067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44216.780000 sec): 3 clusters Score: Raw -14077.432649 + Penalty 1630.615947 = -12446.816702 nChanged 30 SP:Iteration 1F (44216.940000 sec): 3 clusters Score: Raw -14371.790490 + Penalty 1630.615947 = -12741.174544 nChanged 4 SP:Iteration 2Q (44217.090000 sec): 3 clusters Score: Raw -14397.033996 + Penalty 1630.615947 = -12766.418049 nChanged 2 SP:Iteration 3Q (44217.310000 sec): 3 clusters Score: Raw -14416.712316 + Penalty 1630.615947 = -12786.096369 nChanged 0 SP:Iteration 4F (44217.460000 sec): 3 clusters Score: Raw -14416.712316 + Penalty 1630.615947 = -12786.096369 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44217.560000 sec): 2 clusters Score: Raw -90766.079899 + Penalty 1074.019252 = -89692.060647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44217.690000 sec): 3 clusters Score: Raw -90550.274735 + Penalty 2148.038504 = -88402.236231 nChanged 176 SP:Iteration 1F (44217.890000 sec): 3 clusters Score: Raw -90721.928043 + Penalty 2148.038504 = -88573.889539 nChanged 45 SP:Iteration 2F (44218.050000 sec): 3 clusters Score: Raw -90771.837629 + Penalty 2148.038504 = -88623.799125 nChanged 26 SP:Iteration 3Q (44218.220000 sec): 3 clusters Score: Raw -90808.135794 + Penalty 2148.038504 = -88660.097290 nChanged 14 SP:Iteration 4Q (44218.400000 sec): 3 clusters Score: Raw -90822.510052 + Penalty 2148.038504 = -88674.471548 nChanged 8 SP:Iteration 5Q (44218.580000 sec): 3 clusters Score: Raw -90835.980838 + Penalty 2148.038504 = -88687.942334 nChanged 10 SP:Iteration 6Q (44218.780000 sec): 3 clusters Score: Raw -90848.556574 + Penalty 2148.038504 = -88700.518070 nChanged 9 SP:Iteration 7Q (44218.920000 sec): 3 clusters Score: Raw -90862.625489 + Penalty 2148.038504 = -88714.586985 nChanged 9 SP:Iteration 8Q (44219.070000 sec): 3 clusters Score: Raw -90877.216315 + Penalty 2148.038504 = -88729.177811 nChanged 7 SP:Iteration 9Q (44219.260000 sec): 3 clusters Score: Raw -90888.398496 + Penalty 2148.038504 = -88740.359992 nChanged 7 SP:Iteration 10Q (44219.430000 sec): 3 clusters Score: Raw -90897.826840 + Penalty 2148.038504 = -88749.788336 nChanged 4 SP:Iteration 11Q (44219.560000 sec): 3 clusters Score: Raw -90905.579916 + Penalty 2148.038504 = -88757.541412 nChanged 5 SP:Iteration 12Q (44219.770000 sec): 3 clusters Score: Raw -90910.426984 + Penalty 2148.038504 = -88762.388479 nChanged 1 SP:Iteration 13Q (44219.920000 sec): 3 clusters Score: Raw -90911.264443 + Penalty 2148.038504 = -88763.225939 nChanged 1 SP:Iteration 14Q (44220.080000 sec): 3 clusters Score: Raw -90912.134662 + Penalty 2148.038504 = -88764.096158 nChanged 0 SP:Iteration 15F (44220.230000 sec): 3 clusters Score: Raw -90912.134662 + Penalty 2148.038504 = -88764.096158 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44220.340000 sec): 2 clusters Score: Raw -40185.129208 + Penalty 957.840461 = -39227.288747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44220.440000 sec): 3 clusters Score: Raw -40221.337065 + Penalty 1915.680921 = -38305.656144 nChanged 66 SP:Iteration 1F (44220.640000 sec): 3 clusters Score: Raw -40331.520958 + Penalty 1915.680921 = -38415.840037 nChanged 15 SP:Iteration 2Q (44220.770000 sec): 3 clusters Score: Raw -40374.447032 + Penalty 1915.680921 = -38458.766111 nChanged 13 SP:Iteration 3Q (44220.940000 sec): 3 clusters Score: Raw -40416.309807 + Penalty 1915.680921 = -38500.628886 nChanged 12 SP:Iteration 4Q (44221.080000 sec): 3 clusters Score: Raw -40440.661448 + Penalty 1915.680921 = -38524.980527 nChanged 8 SP:Iteration 5Q (44221.260000 sec): 3 clusters Score: Raw -40469.370084 + Penalty 1915.680921 = -38553.689163 nChanged 13 SP:Iteration 6Q (44221.430000 sec): 3 clusters Score: Raw -40508.124684 + Penalty 1915.680921 = -38592.443763 nChanged 7 SP:Iteration 7Q (44221.570000 sec): 3 clusters Score: Raw -40520.182310 + Penalty 1915.680921 = -38604.501389 nChanged 4 SP:Iteration 8Q (44221.750000 sec): 3 clusters Score: Raw -40528.929637 + Penalty 1915.680921 = -38613.248716 nChanged 5 SP:Iteration 9Q (44221.930000 sec): 3 clusters Score: Raw -40553.274164 + Penalty 1915.680921 = -38637.593243 nChanged 7 SP:Iteration 10Q (44222.070000 sec): 3 clusters Score: Raw -40572.638070 + Penalty 1915.680921 = -38656.957149 nChanged 4 SP:Iteration 11Q (44222.190000 sec): 3 clusters Score: Raw -40591.183544 + Penalty 1915.680921 = -38675.502622 nChanged 5 SP:Iteration 12Q (44222.380000 sec): 3 clusters Score: Raw -40607.776177 + Penalty 1915.680921 = -38692.095256 nChanged 4 SP:Iteration 13Q (44222.550000 sec): 3 clusters Score: Raw -40620.372167 + Penalty 1915.680921 = -38704.691246 nChanged 1 SP:Iteration 14Q (44222.720000 sec): 3 clusters Score: Raw -40621.798289 + Penalty 1915.680921 = -38706.117368 nChanged 1 SP:Iteration 15Q (44222.870000 sec): 3 clusters Score: Raw -40623.761864 + Penalty 1915.680921 = -38708.080943 nChanged 1 SP:Iteration 16Q (44223.070000 sec): 3 clusters Score: Raw -40625.131877 + Penalty 1915.680921 = -38709.450956 nChanged 3 SP:Iteration 17Q (44223.240000 sec): 3 clusters Score: Raw -40634.434138 + Penalty 1915.680921 = -38718.753217 nChanged 2 SP:Iteration 18Q (44223.390000 sec): 3 clusters Score: Raw -40642.734850 + Penalty 1915.680921 = -38727.053929 nChanged 3 SP:Iteration 19Q (44223.520000 sec): 3 clusters Score: Raw -40650.857299 + Penalty 1915.680921 = -38735.176378 nChanged 2 SP:Iteration 20F (44223.710000 sec): 3 clusters Score: Raw -40654.971871 + Penalty 1915.680921 = -38739.290950 nChanged 4 SP:Iteration 21Q (44223.850000 sec): 3 clusters Score: Raw -40665.765125 + Penalty 1915.680921 = -38750.084204 nChanged 3 SP:Iteration 22Q (44224.000000 sec): 3 clusters Score: Raw -40673.749932 + Penalty 1915.680921 = -38758.069011 nChanged 4 SP:Iteration 23Q (44224.180000 sec): 3 clusters Score: Raw -40697.173634 + Penalty 1915.680921 = -38781.492713 nChanged 8 SP:Iteration 24Q (44224.350000 sec): 3 clusters Score: Raw -40722.956184 + Penalty 1915.680921 = -38807.275263 nChanged 5 SP:Iteration 25Q (44224.490000 sec): 3 clusters Score: Raw -40747.327312 + Penalty 1915.680921 = -38831.646391 nChanged 3 SP:Iteration 26Q (44224.600000 sec): 3 clusters Score: Raw -40782.469430 + Penalty 1915.680921 = -38866.788509 nChanged 7 SP:Iteration 27Q (44224.750000 sec): 3 clusters Score: Raw -40838.892664 + Penalty 1915.680921 = -38923.211743 nChanged 8 SP:Iteration 28Q (44224.910000 sec): 3 clusters Score: Raw -40918.657165 + Penalty 1915.680921 = -39002.976244 nChanged 13 SP:Iteration 29Q (44225.060000 sec): 3 clusters Score: Raw -41018.533845 + Penalty 1915.680921 = -39102.852924 nChanged 6 SP:Iteration 30Q (44225.220000 sec): 3 clusters Score: Raw -41062.495304 + Penalty 1915.680921 = -39146.814383 nChanged 1 SP:Iteration 31Q (44225.400000 sec): 3 clusters Score: Raw -41066.733137 + Penalty 1915.680921 = -39151.052216 nChanged 0 SP:Iteration 32F (44225.570000 sec): 3 clusters Score: Raw -41066.896882 + Penalty 1915.680921 = -39151.215961 nChanged 1 SP:Iteration 33Q (44225.710000 sec): 3 clusters Score: Raw -41071.346373 + Penalty 1915.680921 = -39155.665452 nChanged 1 SP:Iteration 34Q (44225.870000 sec): 3 clusters Score: Raw -41085.993195 + Penalty 1915.680921 = -39170.312274 nChanged 0 SP:Iteration 35F (44226.100000 sec): 3 clusters Score: Raw -41085.993195 + Penalty 1915.680921 = -39170.312274 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44226.160000 sec): 2 clusters Score: Raw -25633.677811 + Penalty 873.482741 = -24760.195069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44226.350000 sec): 3 clusters Score: Raw -25713.341091 + Penalty 1746.965482 = -23966.375608 nChanged 30 SP:Iteration 1F (44226.550000 sec): 3 clusters Score: Raw -25828.495084 + Penalty 1746.965482 = -24081.529601 nChanged 3 SP:Iteration 2Q (44226.730000 sec): 3 clusters Score: Raw -25834.607961 + Penalty 1746.965482 = -24087.642479 nChanged 0 SP:Iteration 3F (44226.930000 sec): 3 clusters Score: Raw -25834.607961 + Penalty 1746.965482 = -24087.642479 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (5748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44227.050000 sec): 2 clusters Score: Raw -732875.603969 + Penalty 1406.698678 = -731468.905291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44227.230000 sec): 3 clusters Score: Raw -729836.551006 + Penalty 2813.397355 = -727023.153650 nChanged 2334 SP:Iteration 1F (44227.410000 sec): 3 clusters Score: Raw -731124.624912 + Penalty 2813.397355 = -728311.227557 nChanged 410 SP:Iteration 2F (44227.600000 sec): 3 clusters Score: Raw -731323.471687 + Penalty 2813.397355 = -728510.074332 nChanged 269 SP:Iteration 3Q (44227.790000 sec): 3 clusters Score: Raw -731440.315932 + Penalty 2813.397355 = -728626.918577 nChanged 206 SP:Iteration 4Q (44228.000000 sec): 3 clusters Score: Raw -731526.243986 + Penalty 2813.397355 = -728712.846630 nChanged 164 SP:Iteration 5Q (44228.120000 sec): 3 clusters Score: Raw -731588.868691 + Penalty 2813.397355 = -728775.471336 nChanged 142 SP:Iteration 6Q (44228.290000 sec): 3 clusters Score: Raw -731646.130318 + Penalty 2813.397355 = -728832.732962 nChanged 133 SP:Iteration 7Q (44228.440000 sec): 3 clusters Score: Raw -731694.606984 + Penalty 2813.397355 = -728881.209628 nChanged 122 SP:Iteration 8Q (44228.630000 sec): 3 clusters Score: Raw -731743.398449 + Penalty 2813.397355 = -728930.001094 nChanged 124 SP:Iteration 9Q (44228.850000 sec): 3 clusters Score: Raw -731795.108908 + Penalty 2813.397355 = -728981.711552 nChanged 125 SP:Iteration 10Q (44229.030000 sec): 3 clusters Score: Raw -731851.441364 + Penalty 2813.397355 = -729038.044008 nChanged 113 SP:Iteration 11Q (44229.250000 sec): 3 clusters Score: Raw -731898.785301 + Penalty 2813.397355 = -729085.387946 nChanged 119 SP:Iteration 12Q (44229.480000 sec): 3 clusters Score: Raw -731954.548015 + Penalty 2813.397355 = -729141.150659 nChanged 132 SP:Iteration 13Q (44229.680000 sec): 3 clusters Score: Raw -732027.915664 + Penalty 2813.397355 = -729214.518309 nChanged 137 SP:Iteration 14Q (44229.920000 sec): 3 clusters Score: Raw -732105.689452 + Penalty 2813.397355 = -729292.292097 nChanged 122 SP:Iteration 15Q (44230.100000 sec): 3 clusters Score: Raw -732166.137789 + Penalty 2813.397355 = -729352.740434 nChanged 115 SP:Iteration 16Q (44230.270000 sec): 3 clusters Score: Raw -732223.601231 + Penalty 2813.397355 = -729410.203876 nChanged 118 SP:Iteration 17Q (44230.450000 sec): 3 clusters Score: Raw -732294.395602 + Penalty 2813.397355 = -729480.998246 nChanged 132 SP:Iteration 18Q (44230.710000 sec): 3 clusters Score: Raw -732370.139912 + Penalty 2813.397355 = -729556.742557 nChanged 120 SP:Iteration 19Q (44230.920000 sec): 3 clusters Score: Raw -732440.745758 + Penalty 2813.397355 = -729627.348403 nChanged 110 SP:Iteration 20F (44231.110000 sec): 3 clusters Score: Raw -732514.554521 + Penalty 2813.397355 = -729701.157166 nChanged 114 SP:Iteration 21Q (44231.280000 sec): 3 clusters Score: Raw -732580.814301 + Penalty 2813.397355 = -729767.416946 nChanged 94 SP:Iteration 22Q (44231.500000 sec): 3 clusters Score: Raw -732631.195359 + Penalty 2813.397355 = -729817.798003 nChanged 87 SP:Iteration 23Q (44231.670000 sec): 3 clusters Score: Raw -732680.147894 + Penalty 2813.397355 = -729866.750538 nChanged 78 SP:Iteration 24Q (44231.900000 sec): 3 clusters Score: Raw -732734.252217 + Penalty 2813.397355 = -729920.854862 nChanged 80 SP:Iteration 25Q (44232.090000 sec): 3 clusters Score: Raw -732788.591875 + Penalty 2813.397355 = -729975.194519 nChanged 79 SP:Iteration 26Q (44232.220000 sec): 3 clusters Score: Raw -732847.577970 + Penalty 2813.397355 = -730034.180615 nChanged 65 SP:Iteration 27Q (44232.430000 sec): 3 clusters Score: Raw -732889.125518 + Penalty 2813.397355 = -730075.728163 nChanged 46 SP:Iteration 28Q (44232.620000 sec): 3 clusters Score: Raw -732918.076461 + Penalty 2813.397355 = -730104.679105 nChanged 36 SP:Iteration 29Q (44232.820000 sec): 3 clusters Score: Raw -732941.641270 + Penalty 2813.397355 = -730128.243914 nChanged 25 SP:Iteration 30Q (44233.000000 sec): 3 clusters Score: Raw -732958.709458 + Penalty 2813.397355 = -730145.312103 nChanged 27 SP:Iteration 31Q (44233.230000 sec): 3 clusters Score: Raw -732975.488761 + Penalty 2813.397355 = -730162.091405 nChanged 18 SP:Iteration 32Q (44233.410000 sec): 3 clusters Score: Raw -732986.173290 + Penalty 2813.397355 = -730172.775935 nChanged 15 SP:Iteration 33Q (44233.600000 sec): 3 clusters Score: Raw -732997.083753 + Penalty 2813.397355 = -730183.686398 nChanged 10 SP:Iteration 34Q (44233.800000 sec): 3 clusters Score: Raw -733003.205616 + Penalty 2813.397355 = -730189.808261 nChanged 10 SP:Iteration 35Q (44234.000000 sec): 3 clusters Score: Raw -733010.596107 + Penalty 2813.397355 = -730197.198752 nChanged 9 SP:Iteration 36Q (44234.140000 sec): 3 clusters Score: Raw -733019.616992 + Penalty 2813.397355 = -730206.219637 nChanged 12 SP:Iteration 37Q (44234.350000 sec): 3 clusters Score: Raw -733029.359748 + Penalty 2813.397355 = -730215.962393 nChanged 12 SP:Iteration 38Q (44234.540000 sec): 3 clusters Score: Raw -733037.144797 + Penalty 2813.397355 = -730223.747442 nChanged 6 SP:Iteration 39Q (44234.710000 sec): 3 clusters Score: Raw -733039.672944 + Penalty 2813.397355 = -730226.275588 nChanged 2 SP:Iteration 40F (44234.890000 sec): 3 clusters Score: Raw -733041.525069 + Penalty 2813.397355 = -730228.127714 nChanged 1 SP:Iteration 41Q (44235.130000 sec): 3 clusters Score: Raw -733042.353675 + Penalty 2813.397355 = -730228.956320 nChanged 1 SP:Iteration 42Q (44235.320000 sec): 3 clusters Score: Raw -733043.204876 + Penalty 2813.397355 = -730229.807521 nChanged 3 SP:Iteration 43Q (44235.500000 sec): 3 clusters Score: Raw -733045.897636 + Penalty 2813.397355 = -730232.500280 nChanged 3 SP:Iteration 44Q (44235.760000 sec): 3 clusters Score: Raw -733047.987712 + Penalty 2813.397355 = -730234.590356 nChanged 4 SP:Iteration 45Q (44235.940000 sec): 3 clusters Score: Raw -733050.830004 + Penalty 2813.397355 = -730237.432648 nChanged 4 SP:Iteration 46Q (44236.130000 sec): 3 clusters Score: Raw -733053.422884 + Penalty 2813.397355 = -730240.025529 nChanged 3 SP:Iteration 47Q (44236.330000 sec): 3 clusters Score: Raw -733055.088869 + Penalty 2813.397355 = -730241.691514 nChanged 1 SP:Iteration 48Q (44236.480000 sec): 3 clusters Score: Raw -733055.656941 + Penalty 2813.397355 = -730242.259586 nChanged 1 SP:Iteration 49Q (44236.640000 sec): 3 clusters Score: Raw -733056.419580 + Penalty 2813.397355 = -730243.022225 nChanged 2 SP:Iteration 50Q (44236.810000 sec): 3 clusters Score: Raw -733057.891944 + Penalty 2813.397355 = -730244.494589 nChanged 2 SP:Iteration 51Q (44236.970000 sec): 3 clusters Score: Raw -733059.614981 + Penalty 2813.397355 = -730246.217625 nChanged 4 SP:Iteration 52Q (44237.140000 sec): 3 clusters Score: Raw -733063.173573 + Penalty 2813.397355 = -730249.776217 nChanged 1 SP:Iteration 53Q (44237.300000 sec): 3 clusters Score: Raw -733064.635497 + Penalty 2813.397355 = -730251.238141 nChanged 1 SP:Iteration 54Q (44237.490000 sec): 3 clusters Score: Raw -733064.967884 + Penalty 2813.397355 = -730251.570529 nChanged 0 SP:Iteration 55F (44237.620000 sec): 3 clusters Score: Raw -733064.967884 + Penalty 2813.397355 = -730251.570529 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44237.670000 sec): 2 clusters Score: Raw -15110.271045 + Penalty 800.678724 = -14309.592321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44237.810000 sec): 3 clusters Score: Raw -15207.064719 + Penalty 1601.357448 = -13605.707272 nChanged 5 SP:Iteration 1Q (44237.930000 sec): 3 clusters Score: Raw -15221.345513 + Penalty 1601.357448 = -13619.988065 nChanged 2 SP:Iteration 2Q (44238.070000 sec): 3 clusters Score: Raw -15240.488183 + Penalty 1601.357448 = -13639.130736 nChanged 3 SP:Iteration 3Q (44238.200000 sec): 3 clusters Score: Raw -15264.829487 + Penalty 1601.357448 = -13663.472039 nChanged 1 SP:Iteration 4Q (44238.330000 sec): 3 clusters Score: Raw -15267.878895 + Penalty 1601.357448 = -13666.521448 nChanged 0 SP:Iteration 5F (44238.460000 sec): 3 clusters Score: Raw -15267.878895 + Penalty 1601.357448 = -13666.521448 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (16186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44238.650000 sec): 2 clusters Score: Raw -2057634.991631 + Penalty 1574.934067 = -2056060.057564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44238.860000 sec): 3 clusters Score: Raw -2048091.741438 + Penalty 3149.868134 = -2044941.873304 nChanged 7163 SP:Iteration 1F (44239.150000 sec): 3 clusters Score: Raw -2052138.808803 + Penalty 3149.868134 = -2048988.940669 nChanged 870 SP:Iteration 2F (44239.380000 sec): 3 clusters Score: Raw -2052514.217885 + Penalty 3149.868134 = -2049364.349751 nChanged 860 SP:Iteration 3F (44239.610000 sec): 3 clusters Score: Raw -2052944.354485 + Penalty 3149.868134 = -2049794.486351 nChanged 928 SP:Iteration 4F (44239.840000 sec): 3 clusters Score: Raw -2053461.565797 + Penalty 3149.868134 = -2050311.697663 nChanged 1022 SP:Iteration 5F (44240.070000 sec): 3 clusters Score: Raw -2054173.683054 + Penalty 3149.868134 = -2051023.814921 nChanged 1104 SP:Iteration 6F (44240.350000 sec): 3 clusters Score: Raw -2055088.717070 + Penalty 3149.868134 = -2051938.848936 nChanged 1048 SP:Iteration 7F (44240.580000 sec): 3 clusters Score: Raw -2056034.500246 + Penalty 3149.868134 = -2052884.632112 nChanged 829 SP:Iteration 8F (44240.800000 sec): 3 clusters Score: Raw -2056818.640349 + Penalty 3149.868134 = -2053668.772215 nChanged 523 SP:Iteration 9Q (44241.040000 sec): 3 clusters Score: Raw -2057308.918087 + Penalty 3149.868134 = -2054159.049953 nChanged 261 SP:Iteration 10Q (44241.310000 sec): 3 clusters Score: Raw -2057578.438987 + Penalty 3149.868134 = -2054428.570853 nChanged 111 SP:Iteration 11Q (44241.570000 sec): 3 clusters Score: Raw -2057713.128133 + Penalty 3149.868134 = -2054563.259999 nChanged 35 SP:Iteration 12Q (44241.810000 sec): 3 clusters Score: Raw -2057758.545298 + Penalty 3149.868134 = -2054608.677165 nChanged 18 SP:Iteration 13Q (44242.030000 sec): 3 clusters Score: Raw -2057777.025486 + Penalty 3149.868134 = -2054627.157352 nChanged 10 SP:Iteration 14Q (44242.230000 sec): 3 clusters Score: Raw -2057792.801343 + Penalty 3149.868134 = -2054642.933209 nChanged 9 SP:Iteration 15Q (44242.430000 sec): 3 clusters Score: Raw -2057805.977281 + Penalty 3149.868134 = -2054656.109147 nChanged 6 SP:Iteration 16Q (44242.690000 sec): 3 clusters Score: Raw -2057820.638769 + Penalty 3149.868134 = -2054670.770635 nChanged 7 SP:Iteration 17Q (44242.850000 sec): 3 clusters Score: Raw -2057829.227174 + Penalty 3149.868134 = -2054679.359040 nChanged 7 SP:Iteration 18Q (44243.080000 sec): 3 clusters Score: Raw -2057838.242850 + Penalty 3149.868134 = -2054688.374717 nChanged 1 SP:Iteration 19Q (44243.290000 sec): 3 clusters Score: Raw -2057839.203172 + Penalty 3149.868134 = -2054689.335039 nChanged 1 SP:Iteration 20F (44243.550000 sec): 3 clusters Score: Raw -2057840.458762 + Penalty 3149.868134 = -2054690.590629 nChanged 3 SP:Iteration 21Q (44243.760000 sec): 3 clusters Score: Raw -2057844.171514 + Penalty 3149.868134 = -2054694.303380 nChanged 1 SP:Iteration 22Q (44243.960000 sec): 3 clusters Score: Raw -2057847.452200 + Penalty 3149.868134 = -2054697.584066 nChanged 2 SP:Iteration 23Q (44244.190000 sec): 3 clusters Score: Raw -2057849.398449 + Penalty 3149.868134 = -2054699.530315 nChanged 1 SP:Iteration 24Q (44244.390000 sec): 3 clusters Score: Raw -2057851.350372 + Penalty 3149.868134 = -2054701.482238 nChanged 1 SP:Iteration 25Q (44244.600000 sec): 3 clusters Score: Raw -2057853.285481 + Penalty 3149.868134 = -2054703.417347 nChanged 0 SP:Iteration 26F (44244.800000 sec): 3 clusters Score: Raw -2057853.285481 + Penalty 3149.868134 = -2054703.417347 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44244.910000 sec): 2 clusters Score: Raw -62309.764498 + Penalty 1022.980725 = -61286.783773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44245.030000 sec): 3 clusters Score: Raw -62213.904707 + Penalty 2045.961450 = -60167.943257 nChanged 117 SP:Iteration 1F (44245.160000 sec): 3 clusters Score: Raw -62375.166973 + Penalty 2045.961450 = -60329.205522 nChanged 24 SP:Iteration 2Q (44245.290000 sec): 3 clusters Score: Raw -62415.019926 + Penalty 2045.961450 = -60369.058475 nChanged 16 SP:Iteration 3Q (44245.410000 sec): 3 clusters Score: Raw -62440.427949 + Penalty 2045.961450 = -60394.466499 nChanged 11 SP:Iteration 4Q (44245.540000 sec): 3 clusters Score: Raw -62457.128821 + Penalty 2045.961450 = -60411.167370 nChanged 6 SP:Iteration 5Q (44245.670000 sec): 3 clusters Score: Raw -62465.472167 + Penalty 2045.961450 = -60419.510717 nChanged 4 SP:Iteration 6Q (44245.800000 sec): 3 clusters Score: Raw -62472.259819 + Penalty 2045.961450 = -60426.298368 nChanged 1 SP:Iteration 7Q (44245.930000 sec): 3 clusters Score: Raw -62472.958002 + Penalty 2045.961450 = -60426.996551 nChanged 0 SP:Iteration 8F (44246.050000 sec): 3 clusters Score: Raw -62472.958002 + Penalty 2045.961450 = -60426.996551 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44246.190000 sec): 2 clusters Score: Raw -1162986.520136 + Penalty 1483.501300 = -1161503.018836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44246.370000 sec): 3 clusters Score: Raw -1157856.081358 + Penalty 2967.002600 = -1154889.078758 nChanged 3933 SP:Iteration 1F (44246.550000 sec): 3 clusters Score: Raw -1159936.530302 + Penalty 2967.002600 = -1156969.527702 nChanged 540 SP:Iteration 2F (44246.790000 sec): 3 clusters Score: Raw -1160140.317749 + Penalty 2967.002600 = -1157173.315148 nChanged 368 SP:Iteration 3Q (44246.960000 sec): 3 clusters Score: Raw -1160270.498765 + Penalty 2967.002600 = -1157303.496165 nChanged 305 SP:Iteration 4Q (44247.170000 sec): 3 clusters Score: Raw -1160359.198285 + Penalty 2967.002600 = -1157392.195684 nChanged 262 SP:Iteration 5Q (44247.380000 sec): 3 clusters Score: Raw -1160429.187653 + Penalty 2967.002600 = -1157462.185053 nChanged 219 SP:Iteration 6Q (44247.580000 sec): 3 clusters Score: Raw -1160484.257129 + Penalty 2967.002600 = -1157517.254529 nChanged 185 SP:Iteration 7Q (44247.780000 sec): 3 clusters Score: Raw -1160534.464427 + Penalty 2967.002600 = -1157567.461827 nChanged 206 SP:Iteration 8Q (44247.990000 sec): 3 clusters Score: Raw -1160596.501602 + Penalty 2967.002600 = -1157629.499002 nChanged 229 SP:Iteration 9Q (44248.220000 sec): 3 clusters Score: Raw -1160676.313922 + Penalty 2967.002600 = -1157709.311322 nChanged 246 SP:Iteration 10Q (44248.400000 sec): 3 clusters Score: Raw -1160767.227069 + Penalty 2967.002600 = -1157800.224468 nChanged 290 SP:Iteration 11Q (44248.620000 sec): 3 clusters Score: Raw -1160889.444242 + Penalty 2967.002600 = -1157922.441642 nChanged 339 SP:Iteration 12Q (44248.860000 sec): 3 clusters Score: Raw -1161068.876991 + Penalty 2967.002600 = -1158101.874391 nChanged 417 SP:Iteration 13Q (44249.010000 sec): 3 clusters Score: Raw -1161341.700531 + Penalty 2967.002600 = -1158374.697931 nChanged 503 SP:Iteration 14F (44249.230000 sec): 3 clusters Score: Raw -1161707.214088 + Penalty 2967.002600 = -1158740.211488 nChanged 466 SP:Iteration 15F (44249.430000 sec): 3 clusters Score: Raw -1162070.370497 + Penalty 2967.002600 = -1159103.367896 nChanged 384 SP:Iteration 16Q (44249.640000 sec): 3 clusters Score: Raw -1162387.670402 + Penalty 2967.002600 = -1159420.667802 nChanged 279 SP:Iteration 17Q (44249.870000 sec): 3 clusters Score: Raw -1162622.436899 + Penalty 2967.002600 = -1159655.434299 nChanged 188 SP:Iteration 18Q (44250.060000 sec): 3 clusters Score: Raw -1162786.623625 + Penalty 2967.002600 = -1159819.621024 nChanged 122 SP:Iteration 19Q (44250.280000 sec): 3 clusters Score: Raw -1162899.514850 + Penalty 2967.002600 = -1159932.512249 nChanged 77 SP:Iteration 20F (44250.500000 sec): 3 clusters Score: Raw -1162976.634559 + Penalty 2967.002600 = -1160009.631959 nChanged 56 SP:Iteration 21Q (44250.680000 sec): 3 clusters Score: Raw -1163019.901567 + Penalty 2967.002600 = -1160052.898966 nChanged 28 SP:Iteration 22Q (44250.920000 sec): 3 clusters Score: Raw -1163042.449293 + Penalty 2967.002600 = -1160075.446693 nChanged 20 SP:Iteration 23Q (44251.110000 sec): 3 clusters Score: Raw -1163056.768876 + Penalty 2967.002600 = -1160089.766276 nChanged 12 SP:Iteration 24Q (44251.320000 sec): 3 clusters Score: Raw -1163067.863100 + Penalty 2967.002600 = -1160100.860500 nChanged 12 SP:Iteration 25Q (44251.470000 sec): 3 clusters Score: Raw -1163082.763219 + Penalty 2967.002600 = -1160115.760619 nChanged 18 SP:Iteration 26Q (44251.670000 sec): 3 clusters Score: Raw -1163101.994799 + Penalty 2967.002600 = -1160134.992199 nChanged 18 SP:Iteration 27Q (44251.820000 sec): 3 clusters Score: Raw -1163115.724777 + Penalty 2967.002600 = -1160148.722177 nChanged 10 SP:Iteration 28Q (44252.030000 sec): 3 clusters Score: Raw -1163124.942181 + Penalty 2967.002600 = -1160157.939580 nChanged 5 SP:Iteration 29Q (44252.270000 sec): 3 clusters Score: Raw -1163129.018206 + Penalty 2967.002600 = -1160162.015606 nChanged 1 SP:Iteration 30Q (44252.470000 sec): 3 clusters Score: Raw -1163129.809884 + Penalty 2967.002600 = -1160162.807284 nChanged 1 SP:Iteration 31Q (44252.690000 sec): 3 clusters Score: Raw -1163130.834664 + Penalty 2967.002600 = -1160163.832064 nChanged 1 SP:Iteration 32Q (44252.900000 sec): 3 clusters Score: Raw -1163131.768148 + Penalty 2967.002600 = -1160164.765547 nChanged 0 SP:Iteration 33F (44253.110000 sec): 3 clusters Score: Raw -1163131.768148 + Penalty 2967.002600 = -1160164.765547 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (13380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44253.250000 sec): 2 clusters Score: Raw -1633367.899763 + Penalty 1543.996404 = -1631823.903359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44253.510000 sec): 3 clusters Score: Raw -1625622.094047 + Penalty 3087.992808 = -1622534.101239 nChanged 5820 SP:Iteration 1F (44253.730000 sec): 3 clusters Score: Raw -1628666.044898 + Penalty 3087.992808 = -1625578.052089 nChanged 677 SP:Iteration 2F (44253.950000 sec): 3 clusters Score: Raw -1628890.910745 + Penalty 3087.992808 = -1625802.917937 nChanged 569 SP:Iteration 3Q (44254.200000 sec): 3 clusters Score: Raw -1629077.691380 + Penalty 3087.992808 = -1625989.698571 nChanged 527 SP:Iteration 4Q (44254.420000 sec): 3 clusters Score: Raw -1629252.082434 + Penalty 3087.992808 = -1626164.089626 nChanged 472 SP:Iteration 5Q (44254.610000 sec): 3 clusters Score: Raw -1629406.354309 + Penalty 3087.992808 = -1626318.361501 nChanged 431 SP:Iteration 6Q (44254.870000 sec): 3 clusters Score: Raw -1629551.189021 + Penalty 3087.992808 = -1626463.196213 nChanged 456 SP:Iteration 7Q (44255.090000 sec): 3 clusters Score: Raw -1629735.923418 + Penalty 3087.992808 = -1626647.930609 nChanged 539 SP:Iteration 8Q (44255.290000 sec): 3 clusters Score: Raw -1629970.031382 + Penalty 3087.992808 = -1626882.038574 nChanged 584 SP:Iteration 9Q (44255.500000 sec): 3 clusters Score: Raw -1630281.606868 + Penalty 3087.992808 = -1627193.614059 nChanged 679 SP:Iteration 10F (44255.730000 sec): 3 clusters Score: Raw -1630736.045131 + Penalty 3087.992808 = -1627648.052322 nChanged 822 SP:Iteration 11F (44255.970000 sec): 3 clusters Score: Raw -1631365.976049 + Penalty 3087.992808 = -1628277.983240 nChanged 836 SP:Iteration 12F (44256.210000 sec): 3 clusters Score: Raw -1632202.154203 + Penalty 3087.992808 = -1629114.161394 nChanged 770 SP:Iteration 13F (44256.440000 sec): 3 clusters Score: Raw -1633060.023502 + Penalty 3087.992808 = -1629972.030693 nChanged 587 SP:Iteration 14Q (44256.690000 sec): 3 clusters Score: Raw -1633638.180533 + Penalty 3087.992808 = -1630550.187724 nChanged 370 SP:Iteration 15Q (44256.890000 sec): 3 clusters Score: Raw -1633925.996692 + Penalty 3087.992808 = -1630838.003884 nChanged 213 SP:Iteration 16Q (44257.110000 sec): 3 clusters Score: Raw -1634035.640725 + Penalty 3087.992808 = -1630947.647916 nChanged 130 SP:Iteration 17Q (44257.300000 sec): 3 clusters Score: Raw -1634079.731527 + Penalty 3087.992808 = -1630991.738719 nChanged 90 SP:Iteration 18Q (44257.510000 sec): 3 clusters Score: Raw -1634101.394044 + Penalty 3087.992808 = -1631013.401236 nChanged 64 SP:Iteration 19Q (44257.750000 sec): 3 clusters Score: Raw -1634115.420572 + Penalty 3087.992808 = -1631027.427763 nChanged 41 SP:Iteration 20F (44257.970000 sec): 3 clusters Score: Raw -1634122.640426 + Penalty 3087.992808 = -1631034.647618 nChanged 29 SP:Iteration 21Q (44258.190000 sec): 3 clusters Score: Raw -1634127.001662 + Penalty 3087.992808 = -1631039.008854 nChanged 24 SP:Iteration 22Q (44258.390000 sec): 3 clusters Score: Raw -1634130.079244 + Penalty 3087.992808 = -1631042.086436 nChanged 14 SP:Iteration 23Q (44258.630000 sec): 3 clusters Score: Raw -1634132.213236 + Penalty 3087.992808 = -1631044.220428 nChanged 13 SP:Iteration 24Q (44258.810000 sec): 3 clusters Score: Raw -1634134.024631 + Penalty 3087.992808 = -1631046.031823 nChanged 13 SP:Iteration 25Q (44259.040000 sec): 3 clusters Score: Raw -1634135.950256 + Penalty 3087.992808 = -1631047.957448 nChanged 15 SP:Iteration 26Q (44259.260000 sec): 3 clusters Score: Raw -1634138.262899 + Penalty 3087.992808 = -1631050.270090 nChanged 16 SP:Iteration 27Q (44259.490000 sec): 3 clusters Score: Raw -1634140.446338 + Penalty 3087.992808 = -1631052.453530 nChanged 5 SP:Iteration 28Q (44259.670000 sec): 3 clusters Score: Raw -1634140.935109 + Penalty 3087.992808 = -1631052.942301 nChanged 7 SP:Iteration 29Q (44259.890000 sec): 3 clusters Score: Raw -1634141.617103 + Penalty 3087.992808 = -1631053.624294 nChanged 3 SP:Iteration 30Q (44260.110000 sec): 3 clusters Score: Raw -1634141.995177 + Penalty 3087.992808 = -1631054.002369 nChanged 2 SP:Iteration 31Q (44260.270000 sec): 3 clusters Score: Raw -1634142.096923 + Penalty 3087.992808 = -1631054.104115 nChanged 1 SP:Iteration 32Q (44260.540000 sec): 3 clusters Score: Raw -1634142.132412 + Penalty 3087.992808 = -1631054.139604 nChanged 0 SP:Iteration 33F (44260.760000 sec): 3 clusters Score: Raw -1634142.132412 + Penalty 3087.992808 = -1631054.139604 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (30716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44260.940000 sec): 2 clusters Score: Raw -3750558.372430 + Penalty 1679.037583 = -3748879.334847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44261.240000 sec): 3 clusters Score: Raw -3731687.386426 + Penalty 3358.075165 = -3728329.311261 nChanged 14109 SP:Iteration 1F (44261.520000 sec): 3 clusters Score: Raw -3739419.962312 + Penalty 3358.075165 = -3736061.887147 nChanged 1322 SP:Iteration 2Q (44261.800000 sec): 3 clusters Score: Raw -3739844.734595 + Penalty 3358.075165 = -3736486.659430 nChanged 1332 SP:Iteration 3Q (44262.110000 sec): 3 clusters Score: Raw -3740371.458788 + Penalty 3358.075165 = -3737013.383623 nChanged 1637 SP:Iteration 4F (44262.390000 sec): 3 clusters Score: Raw -3741179.452294 + Penalty 3358.075165 = -3737821.377128 nChanged 2048 SP:Iteration 5F (44262.660000 sec): 3 clusters Score: Raw -3742507.049375 + Penalty 3358.075165 = -3739148.974210 nChanged 2553 SP:Iteration 6F (44263.020000 sec): 3 clusters Score: Raw -3744636.911337 + Penalty 3358.075165 = -3741278.836171 nChanged 2667 SP:Iteration 7F (44263.270000 sec): 3 clusters Score: Raw -3747296.283015 + Penalty 3358.075165 = -3743938.207850 nChanged 2027 SP:Iteration 8F (44263.590000 sec): 3 clusters Score: Raw -3749457.710673 + Penalty 3358.075165 = -3746099.635508 nChanged 843 SP:Iteration 9Q (44263.870000 sec): 3 clusters Score: Raw -3750314.757728 + Penalty 3358.075165 = -3746956.682562 nChanged 223 SP:Iteration 10Q (44264.170000 sec): 3 clusters Score: Raw -3750574.870696 + Penalty 3358.075165 = -3747216.795531 nChanged 59 SP:Iteration 11Q (44264.470000 sec): 3 clusters Score: Raw -3750673.476191 + Penalty 3358.075165 = -3747315.401026 nChanged 17 SP:Iteration 12Q (44264.740000 sec): 3 clusters Score: Raw -3750701.780857 + Penalty 3358.075165 = -3747343.705692 nChanged 12 SP:Iteration 13Q (44264.970000 sec): 3 clusters Score: Raw -3750724.466321 + Penalty 3358.075165 = -3747366.391156 nChanged 6 SP:Iteration 14Q (44265.270000 sec): 3 clusters Score: Raw -3750736.719511 + Penalty 3358.075165 = -3747378.644345 nChanged 5 SP:Iteration 15Q (44265.550000 sec): 3 clusters Score: Raw -3750745.849351 + Penalty 3358.075165 = -3747387.774186 nChanged 2 SP:Iteration 16Q (44265.820000 sec): 3 clusters Score: Raw -3750748.349168 + Penalty 3358.075165 = -3747390.274002 nChanged 1 SP:Iteration 17Q (44266.060000 sec): 3 clusters Score: Raw -3750750.216860 + Penalty 3358.075165 = -3747392.141695 nChanged 0 SP:Iteration 18F (44266.380000 sec): 3 clusters Score: Raw -3750750.216860 + Penalty 3358.075165 = -3747392.141695 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44266.490000 sec): 2 clusters Score: Raw -181009.386058 + Penalty 1188.181502 = -179821.204557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44266.690000 sec): 3 clusters Score: Raw -180418.479801 + Penalty 2376.363003 = -178042.116798 nChanged 483 SP:Iteration 1F (44266.890000 sec): 3 clusters Score: Raw -180763.558566 + Penalty 2376.363003 = -178387.195563 nChanged 106 SP:Iteration 2F (44267.040000 sec): 3 clusters Score: Raw -180854.353227 + Penalty 2376.363003 = -178477.990224 nChanged 55 SP:Iteration 3Q (44267.230000 sec): 3 clusters Score: Raw -180894.240708 + Penalty 2376.363003 = -178517.877705 nChanged 34 SP:Iteration 4Q (44267.420000 sec): 3 clusters Score: Raw -180918.993309 + Penalty 2376.363003 = -178542.630306 nChanged 20 SP:Iteration 5Q (44267.570000 sec): 3 clusters Score: Raw -180930.471625 + Penalty 2376.363003 = -178554.108622 nChanged 14 SP:Iteration 6Q (44267.770000 sec): 3 clusters Score: Raw -180939.826893 + Penalty 2376.363003 = -178563.463890 nChanged 15 SP:Iteration 7Q (44267.940000 sec): 3 clusters Score: Raw -180952.938932 + Penalty 2376.363003 = -178576.575929 nChanged 11 SP:Iteration 8Q (44268.130000 sec): 3 clusters Score: Raw -180957.942761 + Penalty 2376.363003 = -178581.579758 nChanged 5 SP:Iteration 9Q (44268.250000 sec): 3 clusters Score: Raw -180961.844336 + Penalty 2376.363003 = -178585.481333 nChanged 4 SP:Iteration 10Q (44268.430000 sec): 3 clusters Score: Raw -180963.652725 + Penalty 2376.363003 = -178587.289722 nChanged 1 SP:Iteration 11Q (44268.600000 sec): 3 clusters Score: Raw -180964.067200 + Penalty 2376.363003 = -178587.704197 nChanged 0 SP:Iteration 12F (44268.800000 sec): 3 clusters Score: Raw -180964.067200 + Penalty 2376.363003 = -178587.704197 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44268.920000 sec): 2 clusters Score: Raw -14720.071773 + Penalty 803.016894 = -13917.054879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44269.070000 sec): 3 clusters Score: Raw -14863.626911 + Penalty 1606.033787 = -13257.593124 nChanged 18 SP:Iteration 1F (44269.260000 sec): 3 clusters Score: Raw -14939.946423 + Penalty 1606.033787 = -13333.912636 nChanged 3 SP:Iteration 2Q (44269.430000 sec): 3 clusters Score: Raw -14964.526191 + Penalty 1606.033787 = -13358.492403 nChanged 1 SP:Iteration 3Q (44269.610000 sec): 3 clusters Score: Raw -14968.394526 + Penalty 1606.033787 = -13362.360739 nChanged 0 SP:Iteration 4F (44269.790000 sec): 3 clusters Score: Raw -14968.394526 + Penalty 1606.033787 = -13362.360739 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 22 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44269.870000 sec): 2 clusters Score: Raw -70433.135545 + Penalty 1045.874435 = -69387.261110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44270.000000 sec): 3 clusters Score: Raw -70303.435664 + Penalty 2091.748870 = -68211.686794 nChanged 168 SP:Iteration 1F (44270.150000 sec): 3 clusters Score: Raw -70559.369953 + Penalty 2091.748870 = -68467.621083 nChanged 50 SP:Iteration 2F (44270.320000 sec): 3 clusters Score: Raw -70655.866447 + Penalty 2091.748870 = -68564.117578 nChanged 31 SP:Iteration 3Q (44270.510000 sec): 3 clusters Score: Raw -70721.124272 + Penalty 2091.748870 = -68629.375402 nChanged 23 SP:Iteration 4Q (44270.670000 sec): 3 clusters Score: Raw -70797.559914 + Penalty 2091.748870 = -68705.811044 nChanged 24 SP:Iteration 5Q (44270.850000 sec): 3 clusters Score: Raw -70883.013582 + Penalty 2091.748870 = -68791.264713 nChanged 15 SP:Iteration 6Q (44271.010000 sec): 3 clusters Score: Raw -70928.609495 + Penalty 2091.748870 = -68836.860625 nChanged 15 SP:Iteration 7Q (44271.190000 sec): 3 clusters Score: Raw -70970.130694 + Penalty 2091.748870 = -68878.381824 nChanged 17 SP:Iteration 8Q (44271.370000 sec): 3 clusters Score: Raw -71017.281383 + Penalty 2091.748870 = -68925.532513 nChanged 19 SP:Iteration 9Q (44271.560000 sec): 3 clusters Score: Raw -71069.330565 + Penalty 2091.748870 = -68977.581695 nChanged 21 SP:Iteration 10Q (44271.780000 sec): 3 clusters Score: Raw -71135.237358 + Penalty 2091.748870 = -69043.488488 nChanged 13 SP:Iteration 11Q (44271.970000 sec): 3 clusters Score: Raw -71174.893722 + Penalty 2091.748870 = -69083.144853 nChanged 14 SP:Iteration 12Q (44272.100000 sec): 3 clusters Score: Raw -71227.714604 + Penalty 2091.748870 = -69135.965734 nChanged 12 SP:Iteration 13Q (44272.270000 sec): 3 clusters Score: Raw -71266.209149 + Penalty 2091.748870 = -69174.460279 nChanged 13 SP:Iteration 14Q (44272.450000 sec): 3 clusters Score: Raw -71298.970179 + Penalty 2091.748870 = -69207.221310 nChanged 9 SP:Iteration 15Q (44272.610000 sec): 3 clusters Score: Raw -71317.475784 + Penalty 2091.748870 = -69225.726914 nChanged 4 SP:Iteration 16Q (44272.770000 sec): 3 clusters Score: Raw -71329.832285 + Penalty 2091.748870 = -69238.083416 nChanged 6 SP:Iteration 17Q (44272.970000 sec): 3 clusters Score: Raw -71343.955819 + Penalty 2091.748870 = -69252.206949 nChanged 7 SP:Iteration 18Q (44273.130000 sec): 3 clusters Score: Raw -71355.467573 + Penalty 2091.748870 = -69263.718704 nChanged 4 SP:Iteration 19Q (44273.350000 sec): 3 clusters Score: Raw -71362.678649 + Penalty 2091.748870 = -69270.929780 nChanged 2 SP:Iteration 20F (44273.500000 sec): 3 clusters Score: Raw -71367.099603 + Penalty 2091.748870 = -69275.350734 nChanged 1 SP:Iteration 21Q (44273.680000 sec): 3 clusters Score: Raw -71372.531350 + Penalty 2091.748870 = -69280.782480 nChanged 1 SP:Iteration 22Q (44273.880000 sec): 3 clusters Score: Raw -71376.367238 + Penalty 2091.748870 = -69284.618369 nChanged 4 SP:Iteration 23Q (44274.060000 sec): 3 clusters Score: Raw -71385.251615 + Penalty 2091.748870 = -69293.502745 nChanged 2 SP:Iteration 24Q (44274.220000 sec): 3 clusters Score: Raw -71392.033435 + Penalty 2091.748870 = -69300.284565 nChanged 5 SP:Iteration 25Q (44274.420000 sec): 3 clusters Score: Raw -71413.837432 + Penalty 2091.748870 = -69322.088562 nChanged 2 SP:Iteration 26Q (44274.550000 sec): 3 clusters Score: Raw -71422.610619 + Penalty 2091.748870 = -69330.861749 nChanged 3 SP:Iteration 27Q (44274.730000 sec): 3 clusters Score: Raw -71426.885576 + Penalty 2091.748870 = -69335.136707 nChanged 1 SP:Iteration 28Q (44274.910000 sec): 3 clusters Score: Raw -71430.758136 + Penalty 2091.748870 = -69339.009266 nChanged 3 SP:Iteration 29Q (44275.070000 sec): 3 clusters Score: Raw -71436.133587 + Penalty 2091.748870 = -69344.384717 nChanged 2 SP:Iteration 30Q (44275.250000 sec): 3 clusters Score: Raw -71439.467295 + Penalty 2091.748870 = -69347.718426 nChanged 1 SP:Iteration 31Q (44275.470000 sec): 3 clusters Score: Raw -71440.951589 + Penalty 2091.748870 = -69349.202720 nChanged 3 SP:Iteration 32Q (44275.630000 sec): 3 clusters Score: Raw -71444.763207 + Penalty 2091.748870 = -69353.014337 nChanged 1 SP:Iteration 33Q (44275.770000 sec): 3 clusters Score: Raw -71447.830410 + Penalty 2091.748870 = -69356.081540 nChanged 1 SP:Iteration 34Q (44275.950000 sec): 3 clusters Score: Raw -71448.587293 + Penalty 2091.748870 = -69356.838423 nChanged 0 SP:Iteration 35F (44276.160000 sec): 3 clusters Score: Raw -71448.587293 + Penalty 2091.748870 = -69356.838423 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44276.210000 sec): 2 clusters Score: Raw -28352.486123 + Penalty 902.355933 = -27450.130190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44276.420000 sec): 3 clusters Score: Raw -28425.136647 + Penalty 1804.711865 = -26620.424782 nChanged 49 SP:Iteration 1F (44276.580000 sec): 3 clusters Score: Raw -28526.304060 + Penalty 1804.711865 = -26721.592194 nChanged 7 SP:Iteration 2Q (44276.740000 sec): 3 clusters Score: Raw -28545.164873 + Penalty 1804.711865 = -26740.453008 nChanged 4 SP:Iteration 3Q (44276.910000 sec): 3 clusters Score: Raw -28557.316036 + Penalty 1804.711865 = -26752.604171 nChanged 1 SP:Iteration 4Q (44277.070000 sec): 3 clusters Score: Raw -28559.753648 + Penalty 1804.711865 = -26755.041783 nChanged 0 SP:Iteration 5F (44277.200000 sec): 3 clusters Score: Raw -28559.753648 + Penalty 1804.711865 = -26755.041783 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44277.310000 sec): 2 clusters Score: Raw -24198.338629 + Penalty 871.209977 = -23327.128652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44277.420000 sec): 3 clusters Score: Raw -24316.270250 + Penalty 1742.419954 = -22573.850296 nChanged 29 SP:Iteration 1F (44277.560000 sec): 3 clusters Score: Raw -24401.461204 + Penalty 1742.419954 = -22659.041250 nChanged 6 SP:Iteration 2Q (44277.710000 sec): 3 clusters Score: Raw -24417.921569 + Penalty 1742.419954 = -22675.501616 nChanged 3 SP:Iteration 3Q (44277.910000 sec): 3 clusters Score: Raw -24427.740903 + Penalty 1742.419954 = -22685.320949 nChanged 1 SP:Iteration 4Q (44278.070000 sec): 3 clusters Score: Raw -24429.126517 + Penalty 1742.419954 = -22686.706564 nChanged 0 SP:Iteration 5F (44278.230000 sec): 3 clusters Score: Raw -24429.126517 + Penalty 1742.419954 = -22686.706564 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44278.350000 sec): 2 clusters Score: Raw -20860.896731 + Penalty 846.541500 = -20014.355231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44278.490000 sec): 3 clusters Score: Raw -20967.800465 + Penalty 1693.083000 = -19274.717465 nChanged 9 SP:Iteration 1Q (44278.690000 sec): 3 clusters Score: Raw -20999.828202 + Penalty 1693.083000 = -19306.745202 nChanged 4 SP:Iteration 2Q (44278.850000 sec): 3 clusters Score: Raw -21015.389477 + Penalty 1693.083000 = -19322.306477 nChanged 1 SP:Iteration 3Q (44279.050000 sec): 3 clusters Score: Raw -21017.653164 + Penalty 1693.083000 = -19324.570164 nChanged 0 SP:Iteration 4F (44279.200000 sec): 3 clusters Score: Raw -21017.653164 + Penalty 1693.083000 = -19324.570164 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44279.300000 sec): 2 clusters Score: Raw -23671.050983 + Penalty 874.233320 = -22796.817663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44279.450000 sec): 3 clusters Score: Raw -23786.320894 + Penalty 1748.466640 = -22037.854254 nChanged 36 SP:Iteration 1F (44279.590000 sec): 3 clusters Score: Raw -23901.109990 + Penalty 1748.466640 = -22152.643350 nChanged 10 SP:Iteration 2Q (44279.740000 sec): 3 clusters Score: Raw -23947.564206 + Penalty 1748.466640 = -22199.097566 nChanged 2 SP:Iteration 3Q (44279.890000 sec): 3 clusters Score: Raw -23955.955638 + Penalty 1748.466640 = -22207.488998 nChanged 2 SP:Iteration 4Q (44280.050000 sec): 3 clusters Score: Raw -23986.372032 + Penalty 1748.466640 = -22237.905392 nChanged 3 SP:Iteration 5Q (44280.210000 sec): 3 clusters Score: Raw -23994.871218 + Penalty 1748.466640 = -22246.404578 nChanged 0 SP:Iteration 6F (44280.410000 sec): 3 clusters Score: Raw -23994.871218 + Penalty 1748.466640 = -22246.404578 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 27 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44280.480000 sec): 2 clusters Score: Raw -68004.443343 + Penalty 1040.041835 = -66964.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44280.650000 sec): 3 clusters Score: Raw -67902.585355 + Penalty 2080.083670 = -65822.501686 nChanged 164 SP:Iteration 1F (44280.820000 sec): 3 clusters Score: Raw -68159.150896 + Penalty 2080.083670 = -66079.067227 nChanged 51 SP:Iteration 2F (44281.030000 sec): 3 clusters Score: Raw -68304.291314 + Penalty 2080.083670 = -66224.207644 nChanged 40 SP:Iteration 3F (44281.200000 sec): 3 clusters Score: Raw -68402.036508 + Penalty 2080.083670 = -66321.952839 nChanged 16 SP:Iteration 4Q (44281.380000 sec): 3 clusters Score: Raw -68425.811820 + Penalty 2080.083670 = -66345.728151 nChanged 14 SP:Iteration 5Q (44281.530000 sec): 3 clusters Score: Raw -68448.478245 + Penalty 2080.083670 = -66368.394575 nChanged 15 SP:Iteration 6Q (44281.690000 sec): 3 clusters Score: Raw -68471.750631 + Penalty 2080.083670 = -66391.666961 nChanged 10 SP:Iteration 7Q (44281.880000 sec): 3 clusters Score: Raw -68486.514207 + Penalty 2080.083670 = -66406.430537 nChanged 7 SP:Iteration 8Q (44282.060000 sec): 3 clusters Score: Raw -68499.759891 + Penalty 2080.083670 = -66419.676221 nChanged 8 SP:Iteration 9Q (44282.230000 sec): 3 clusters Score: Raw -68517.593690 + Penalty 2080.083670 = -66437.510020 nChanged 11 SP:Iteration 10Q (44282.430000 sec): 3 clusters Score: Raw -68539.042762 + Penalty 2080.083670 = -66458.959092 nChanged 3 SP:Iteration 11Q (44282.570000 sec): 3 clusters Score: Raw -68545.022637 + Penalty 2080.083670 = -66464.938967 nChanged 2 SP:Iteration 12Q (44282.750000 sec): 3 clusters Score: Raw -68549.767736 + Penalty 2080.083670 = -66469.684066 nChanged 3 SP:Iteration 13Q (44282.900000 sec): 3 clusters Score: Raw -68557.323168 + Penalty 2080.083670 = -66477.239498 nChanged 4 SP:Iteration 14Q (44283.090000 sec): 3 clusters Score: Raw -68569.485036 + Penalty 2080.083670 = -66489.401367 nChanged 3 SP:Iteration 15Q (44283.260000 sec): 3 clusters Score: Raw -68573.352927 + Penalty 2080.083670 = -66493.269257 nChanged 0 SP:Iteration 16F (44283.440000 sec): 3 clusters Score: Raw -68573.352927 + Penalty 2080.083670 = -66493.269257 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 28 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44283.550000 sec): 2 clusters Score: Raw -37270.785386 + Penalty 945.280563 = -36325.504822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44283.750000 sec): 3 clusters Score: Raw -37303.877683 + Penalty 1890.561127 = -35413.316556 nChanged 61 SP:Iteration 1F (44283.890000 sec): 3 clusters Score: Raw -37472.249360 + Penalty 1890.561127 = -35581.688233 nChanged 23 SP:Iteration 2F (44284.080000 sec): 3 clusters Score: Raw -37601.661458 + Penalty 1890.561127 = -35711.100331 nChanged 24 SP:Iteration 3F (44284.250000 sec): 3 clusters Score: Raw -37718.930701 + Penalty 1890.561127 = -35828.369574 nChanged 16 SP:Iteration 4Q (44284.470000 sec): 3 clusters Score: Raw -37789.482215 + Penalty 1890.561127 = -35898.921088 nChanged 13 SP:Iteration 5Q (44284.620000 sec): 3 clusters Score: Raw -37850.202860 + Penalty 1890.561127 = -35959.641733 nChanged 10 SP:Iteration 6Q (44284.760000 sec): 3 clusters Score: Raw -37952.776729 + Penalty 1890.561127 = -36062.215602 nChanged 10 SP:Iteration 7Q (44284.970000 sec): 3 clusters Score: Raw -38085.905939 + Penalty 1890.561127 = -36195.344812 nChanged 4 SP:Iteration 8Q (44285.120000 sec): 3 clusters Score: Raw -38103.833123 + Penalty 1890.561127 = -36213.271996 nChanged 4 SP:Iteration 9Q (44285.280000 sec): 3 clusters Score: Raw -38120.786466 + Penalty 1890.561127 = -36230.225339 nChanged 2 SP:Iteration 10Q (44285.410000 sec): 3 clusters Score: Raw -38128.973553 + Penalty 1890.561127 = -36238.412426 nChanged 5 SP:Iteration 11Q (44285.570000 sec): 3 clusters Score: Raw -38157.431916 + Penalty 1890.561127 = -36266.870789 nChanged 4 SP:Iteration 12Q (44285.720000 sec): 3 clusters Score: Raw -38183.759375 + Penalty 1890.561127 = -36293.198248 nChanged 1 SP:Iteration 13Q (44285.910000 sec): 3 clusters Score: Raw -38186.335710 + Penalty 1890.561127 = -36295.774583 nChanged 0 SP:Iteration 14F (44286.040000 sec): 3 clusters Score: Raw -38186.335710 + Penalty 1890.561127 = -36295.774583 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 29 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44286.150000 sec): 2 clusters Score: Raw -72913.639403 + Penalty 1049.225069 = -71864.414334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44286.310000 sec): 3 clusters Score: Raw -72789.582895 + Penalty 2098.450138 = -70691.132757 nChanged 155 SP:Iteration 1F (44286.500000 sec): 3 clusters Score: Raw -72980.767533 + Penalty 2098.450138 = -70882.317395 nChanged 45 SP:Iteration 2F (44286.670000 sec): 3 clusters Score: Raw -73049.551192 + Penalty 2098.450138 = -70951.101053 nChanged 25 SP:Iteration 3Q (44286.840000 sec): 3 clusters Score: Raw -73086.872578 + Penalty 2098.450138 = -70988.422440 nChanged 23 SP:Iteration 4Q (44286.970000 sec): 3 clusters Score: Raw -73121.971734 + Penalty 2098.450138 = -71023.521596 nChanged 12 SP:Iteration 5Q (44287.120000 sec): 3 clusters Score: Raw -73134.559779 + Penalty 2098.450138 = -71036.109641 nChanged 6 SP:Iteration 6Q (44287.270000 sec): 3 clusters Score: Raw -73142.692762 + Penalty 2098.450138 = -71044.242624 nChanged 4 SP:Iteration 7Q (44287.450000 sec): 3 clusters Score: Raw -73149.220104 + Penalty 2098.450138 = -71050.769966 nChanged 6 SP:Iteration 8Q (44287.640000 sec): 3 clusters Score: Raw -73157.942416 + Penalty 2098.450138 = -71059.492278 nChanged 6 SP:Iteration 9Q (44287.790000 sec): 3 clusters Score: Raw -73165.467188 + Penalty 2098.450138 = -71067.017050 nChanged 2 SP:Iteration 10Q (44287.980000 sec): 3 clusters Score: Raw -73168.181612 + Penalty 2098.450138 = -71069.731474 nChanged 2 SP:Iteration 11Q (44288.130000 sec): 3 clusters Score: Raw -73172.586079 + Penalty 2098.450138 = -71074.135941 nChanged 4 SP:Iteration 12Q (44288.310000 sec): 3 clusters Score: Raw -73223.224594 + Penalty 2098.450138 = -71124.774456 nChanged 10 SP:Iteration 13Q (44288.470000 sec): 3 clusters Score: Raw -73251.097187 + Penalty 2098.450138 = -71152.647049 nChanged 12 SP:Iteration 14Q (44288.700000 sec): 3 clusters Score: Raw -73267.270280 + Penalty 2098.450138 = -71168.820141 nChanged 11 SP:Iteration 15Q (44288.850000 sec): 3 clusters Score: Raw -73289.124561 + Penalty 2098.450138 = -71190.674423 nChanged 13 SP:Iteration 16Q (44288.970000 sec): 3 clusters Score: Raw -73313.762440 + Penalty 2098.450138 = -71215.312302 nChanged 10 SP:Iteration 17Q (44289.120000 sec): 3 clusters Score: Raw -73333.124023 + Penalty 2098.450138 = -71234.673885 nChanged 8 SP:Iteration 18Q (44289.290000 sec): 3 clusters Score: Raw -73344.025080 + Penalty 2098.450138 = -71245.574942 nChanged 5 SP:Iteration 19Q (44289.420000 sec): 3 clusters Score: Raw -73351.412344 + Penalty 2098.450138 = -71252.962206 nChanged 6 SP:Iteration 20F (44289.570000 sec): 3 clusters Score: Raw -73359.871453 + Penalty 2098.450138 = -71261.421315 nChanged 7 SP:Iteration 21Q (44289.720000 sec): 3 clusters Score: Raw -73367.706390 + Penalty 2098.450138 = -71269.256252 nChanged 3 SP:Iteration 22Q (44289.890000 sec): 3 clusters Score: Raw -73371.086792 + Penalty 2098.450138 = -71272.636654 nChanged 2 SP:Iteration 23Q (44290.090000 sec): 3 clusters Score: Raw -73374.023419 + Penalty 2098.450138 = -71275.573281 nChanged 6 SP:Iteration 24Q (44290.250000 sec): 3 clusters Score: Raw -73389.836431 + Penalty 2098.450138 = -71291.386293 nChanged 5 SP:Iteration 25Q (44290.370000 sec): 3 clusters Score: Raw -73398.867562 + Penalty 2098.450138 = -71300.417423 nChanged 1 SP:Iteration 26Q (44290.570000 sec): 3 clusters Score: Raw -73399.621605 + Penalty 2098.450138 = -71301.171467 nChanged 0 SP:Iteration 27F (44290.730000 sec): 3 clusters Score: Raw -73399.621605 + Penalty 2098.450138 = -71301.171467 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 30 (932693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44294.630000 sec): 2 clusters Score: Raw -114387624.987400 + Penalty 2233.697599 = -114385391.289801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44299.040000 sec): 3 clusters Score: Raw -113753716.515210 + Penalty 4467.395198 = -113749249.120012 nChanged 460413 SP:Iteration 1F (44303.350000 sec): 3 clusters Score: Raw -114036350.557236 + Penalty 4467.395198 = -114031883.162038 nChanged 29479 SP:Iteration 2Q (44307.890000 sec): 3 clusters Score: Raw -114045070.415661 + Penalty 4467.395198 = -114040603.020463 nChanged 40930 SP:Iteration 3Q (44312.440000 sec): 3 clusters Score: Raw -114062324.896018 + Penalty 4467.395198 = -114057857.500820 nChanged 56456 SP:Iteration 4F (44317.140000 sec): 3 clusters Score: Raw -114095465.126599 + Penalty 4467.395198 = -114090997.731401 nChanged 71969 SP:Iteration 5F (44321.450000 sec): 3 clusters Score: Raw -114150252.927707 + Penalty 4467.395198 = -114145785.532509 nChanged 78469 SP:Iteration 6F (44325.760000 sec): 3 clusters Score: Raw -114220139.045869 + Penalty 4467.395198 = -114215671.650670 nChanged 68999 SP:Iteration 7F (44330.320000 sec): 3 clusters Score: Raw -114285850.710835 + Penalty 4467.395198 = -114281383.315637 nChanged 48558 SP:Iteration 8F (44334.820000 sec): 3 clusters Score: Raw -114332876.434077 + Penalty 4467.395198 = -114328409.038878 nChanged 28840 SP:Iteration 9Q (44338.910000 sec): 3 clusters Score: Raw -114360620.245397 + Penalty 4467.395198 = -114356152.850199 nChanged 15575 SP:Iteration 10Q (44343.020000 sec): 3 clusters Score: Raw -114375340.837506 + Penalty 4467.395198 = -114370873.442308 nChanged 7816 SP:Iteration 11Q (44347.010000 sec): 3 clusters Score: Raw -114382420.750367 + Penalty 4467.395198 = -114377953.355168 nChanged 3633 SP:Iteration 12Q (44351.030000 sec): 3 clusters Score: Raw -114385473.289251 + Penalty 4467.395198 = -114381005.894052 nChanged 1604 SP:Iteration 13Q (44355.290000 sec): 3 clusters Score: Raw -114386712.363759 + Penalty 4467.395198 = -114382244.968561 nChanged 717 SP:Iteration 14Q (44359.490000 sec): 3 clusters Score: Raw -114387255.546848 + Penalty 4467.395198 = -114382788.151650 nChanged 354 SP:Iteration 15Q (44363.750000 sec): 3 clusters Score: Raw -114387521.236034 + Penalty 4467.395198 = -114383053.840836 nChanged 209 SP:Iteration 16Q (44367.560000 sec): 3 clusters Score: Raw -114387679.498631 + Penalty 4467.395198 = -114383212.103432 nChanged 128 SP:Iteration 17Q (44371.420000 sec): 3 clusters Score: Raw -114387767.004251 + Penalty 4467.395198 = -114383299.609053 nChanged 70 SP:Iteration 18Q (44374.710000 sec): 3 clusters Score: Raw -114387808.789250 + Penalty 4467.395198 = -114383341.394051 nChanged 38 SP:Iteration 19Q (44378.260000 sec): 3 clusters Score: Raw -114387834.016777 + Penalty 4467.395198 = -114383366.621579 nChanged 24 SP:Iteration 20F (44382.530000 sec): 3 clusters Score: Raw -114387849.156065 + Penalty 4467.395198 = -114383381.760867 nChanged 22 SP:Iteration 21Q (44385.630000 sec): 3 clusters Score: Raw -114387863.435188 + Penalty 4467.395198 = -114383396.039989 nChanged 19 SP:Iteration 22Q (44389.480000 sec): 3 clusters Score: Raw -114387875.388710 + Penalty 4467.395198 = -114383407.993511 nChanged 18 SP:Iteration 23Q (44393.240000 sec): 3 clusters Score: Raw -114387885.279862 + Penalty 4467.395198 = -114383417.884664 nChanged 11 SP:Iteration 24Q (44396.770000 sec): 3 clusters Score: Raw -114387890.919108 + Penalty 4467.395198 = -114383423.523910 nChanged 11 SP:Iteration 25Q (44400.620000 sec): 3 clusters Score: Raw -114387895.849321 + Penalty 4467.395198 = -114383428.454123 nChanged 6 SP:Iteration 26Q (44404.410000 sec): 3 clusters Score: Raw -114387899.221429 + Penalty 4467.395198 = -114383431.826231 nChanged 12 SP:Iteration 27Q (44407.850000 sec): 3 clusters Score: Raw -114387907.074377 + Penalty 4467.395198 = -114383439.679179 nChanged 13 SP:Iteration 28Q (44411.370000 sec): 3 clusters Score: Raw -114387916.812450 + Penalty 4467.395198 = -114383449.417251 nChanged 12 SP:Iteration 29Q (44414.910000 sec): 3 clusters Score: Raw -114387925.108653 + Penalty 4467.395198 = -114383457.713455 nChanged 6 SP:Iteration 30Q (44418.660000 sec): 3 clusters Score: Raw -114387928.132177 + Penalty 4467.395198 = -114383460.736978 nChanged 3 SP:Iteration 31Q (44422.600000 sec): 3 clusters Score: Raw -114387929.459270 + Penalty 4467.395198 = -114383462.064072 nChanged 3 SP:Iteration 32Q (44426.600000 sec): 3 clusters Score: Raw -114387931.687012 + Penalty 4467.395198 = -114383464.291814 nChanged 5 SP:Iteration 33Q (44430.570000 sec): 3 clusters Score: Raw -114387934.004173 + Penalty 4467.395198 = -114383466.608975 nChanged 3 SP:Iteration 34Q (44434.410000 sec): 3 clusters Score: Raw -114387935.284925 + Penalty 4467.395198 = -114383467.889727 nChanged 1 SP:Iteration 35Q (44437.930000 sec): 3 clusters Score: Raw -114387936.081783 + Penalty 4467.395198 = -114383468.686584 nChanged 0 SP:Iteration 36F (44442.110000 sec): 3 clusters Score: Raw -114387936.081783 + Penalty 4467.395198 = -114383468.686584 nChanged 0 Iteration 379Q (44483.310000 sec): 31 clusters Score: Raw -146416840.102458 + Penalty 68252.912590 = -146348587.189868 nChanged 12 Iteration 380F (44555.830000 sec): 31 clusters Score: Raw -146416840.871982 + Penalty 68252.912590 = -146348587.959392 nChanged 16 Iteration 381Q (44590.410000 sec): 31 clusters Score: Raw -146416847.873295 + Penalty 68252.912590 = -146348594.960705 nChanged 18 Iteration 382Q (44625.080000 sec): 31 clusters Score: Raw -146416849.259311 + Penalty 68252.912590 = -146348596.346721 nChanged 13 Iteration 383Q (44659.090000 sec): 31 clusters Score: Raw -146416854.807842 + Penalty 68252.912590 = -146348601.895252 nChanged 12 Iteration 384Q (44693.570000 sec): 31 clusters Score: Raw -146416859.951201 + Penalty 68252.912590 = -146348607.038612 nChanged 14 Iteration 385Q (44731.000000 sec): 31 clusters Score: Raw -146416860.739473 + Penalty 68252.912590 = -146348607.826883 nChanged 11 Iteration 386Q (44764.620000 sec): 31 clusters Score: Raw -146416863.292051 + Penalty 68252.912590 = -146348610.379461 nChanged 5 Iteration 387Q (44796.280000 sec): 31 clusters Score: Raw -146416863.498578 + Penalty 68252.912590 = -146348610.585988 nChanged 3 Iteration 388Q (44833.270000 sec): 31 clusters Score: Raw -146416863.548579 + Penalty 68252.912590 = -146348610.635989 nChanged 4 Iteration 389Q (44868.830000 sec): 31 clusters Score: Raw -146416863.602168 + Penalty 68252.912590 = -146348610.689578 nChanged 12 Iteration 390Q (44905.470000 sec): 31 clusters Score: Raw -146416863.727028 + Penalty 68252.912590 = -146348610.814438 nChanged 12 Iteration 391Q (44941.330000 sec): 31 clusters Score: Raw -146416863.879294 + Penalty 68252.912590 = -146348610.966704 nChanged 6 Iteration 392Q (44981.000000 sec): 31 clusters Score: Raw -146416864.153713 + Penalty 68252.912590 = -146348611.241123 nChanged 7 Iteration 393Q (45018.080000 sec): 31 clusters Score: Raw -146416864.200801 + Penalty 68252.912590 = -146348611.288211 nChanged 5 Iteration 394Q (45052.470000 sec): 31 clusters Score: Raw -146416864.232096 + Penalty 68252.912590 = -146348611.319506 nChanged 4 Iteration 395Q (45088.700000 sec): 31 clusters Score: Raw -146416864.300025 + Penalty 68252.912590 = -146348611.387435 nChanged 1 Iteration 396Q (45125.430000 sec): 31 clusters Score: Raw -146416864.305713 + Penalty 68252.912590 = -146348611.393123 nChanged 2 Iteration 397Q (45158.980000 sec): 31 clusters Score: Raw -146416864.323837 + Penalty 68252.912590 = -146348611.411247 nChanged 1 Iteration 398Q (45194.220000 sec): 31 clusters Score: Raw -146416864.347661 + Penalty 68252.912590 = -146348611.435071 nChanged 1 Iteration 399Q (45227.550000 sec): 31 clusters Score: Raw -146416864.359066 + Penalty 68252.912590 = -146348611.446476 nChanged 0 Iteration 400F (45287.340000 sec): 31 clusters Score: Raw -146416864.359066 + Penalty 68252.912590 = -146348611.446476 nChanged 0 Compute initial score before splitting: Score: Raw -146416864.359066 + Penalty 68252.912590 = -146348611.446476 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (28798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45288.130000 sec): 2 clusters Score: Raw -3548643.285487 + Penalty 1668.559948 = -3546974.725539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45288.470000 sec): 3 clusters Score: Raw -3531001.183065 + Penalty 3337.119896 = -3527664.063169 nChanged 13224 SP:Iteration 1F (45288.800000 sec): 3 clusters Score: Raw -3538050.213287 + Penalty 3337.119896 = -3534713.093390 nChanged 1123 SP:Iteration 2Q (45289.110000 sec): 3 clusters Score: Raw -3538333.505094 + Penalty 3337.119896 = -3534996.385197 nChanged 959 SP:Iteration 3Q (45289.460000 sec): 3 clusters Score: Raw -3538583.394823 + Penalty 3337.119896 = -3535246.274926 nChanged 929 SP:Iteration 4Q (45289.790000 sec): 3 clusters Score: Raw -3538840.199909 + Penalty 3337.119896 = -3535503.080013 nChanged 936 SP:Iteration 5Q (45290.130000 sec): 3 clusters Score: Raw -3539121.940225 + Penalty 3337.119896 = -3535784.820329 nChanged 1033 SP:Iteration 6Q (45290.450000 sec): 3 clusters Score: Raw -3539462.647932 + Penalty 3337.119896 = -3536125.528036 nChanged 1067 SP:Iteration 7Q (45290.800000 sec): 3 clusters Score: Raw -3539901.781798 + Penalty 3337.119896 = -3536564.661902 nChanged 1238 SP:Iteration 8Q (45291.100000 sec): 3 clusters Score: Raw -3540585.743256 + Penalty 3337.119896 = -3537248.623360 nChanged 1527 SP:Iteration 9F (45291.410000 sec): 3 clusters Score: Raw -3541664.244457 + Penalty 3337.119896 = -3538327.124561 nChanged 1718 SP:Iteration 10F (45291.760000 sec): 3 clusters Score: Raw -3543053.197408 + Penalty 3337.119896 = -3539716.077512 nChanged 1756 SP:Iteration 11F (45292.080000 sec): 3 clusters Score: Raw -3544426.472021 + Penalty 3337.119896 = -3541089.352125 nChanged 1455 SP:Iteration 12F (45292.390000 sec): 3 clusters Score: Raw -3545275.746982 + Penalty 3337.119896 = -3541938.627086 nChanged 945 SP:Iteration 13Q (45292.680000 sec): 3 clusters Score: Raw -3545669.159070 + Penalty 3337.119896 = -3542332.039174 nChanged 613 SP:Iteration 14Q (45293.040000 sec): 3 clusters Score: Raw -3545889.408606 + Penalty 3337.119896 = -3542552.288710 nChanged 475 SP:Iteration 15Q (45293.350000 sec): 3 clusters Score: Raw -3546060.014144 + Penalty 3337.119896 = -3542722.894248 nChanged 430 SP:Iteration 16Q (45293.640000 sec): 3 clusters Score: Raw -3546210.608228 + Penalty 3337.119896 = -3542873.488331 nChanged 442 SP:Iteration 17Q (45293.960000 sec): 3 clusters Score: Raw -3546380.775319 + Penalty 3337.119896 = -3543043.655423 nChanged 477 SP:Iteration 18Q (45294.220000 sec): 3 clusters Score: Raw -3546593.356105 + Penalty 3337.119896 = -3543256.236208 nChanged 510 SP:Iteration 19Q (45294.570000 sec): 3 clusters Score: Raw -3546852.882040 + Penalty 3337.119896 = -3543515.762144 nChanged 582 SP:Iteration 20F (45294.880000 sec): 3 clusters Score: Raw -3547195.700555 + Penalty 3337.119896 = -3543858.580659 nChanged 599 SP:Iteration 21Q (45295.210000 sec): 3 clusters Score: Raw -3547559.455528 + Penalty 3337.119896 = -3544222.335632 nChanged 553 SP:Iteration 22Q (45295.520000 sec): 3 clusters Score: Raw -3547865.649375 + Penalty 3337.119896 = -3544528.529479 nChanged 495 SP:Iteration 23Q (45295.860000 sec): 3 clusters Score: Raw -3548095.614530 + Penalty 3337.119896 = -3544758.494634 nChanged 402 SP:Iteration 24Q (45296.190000 sec): 3 clusters Score: Raw -3548237.665085 + Penalty 3337.119896 = -3544900.545189 nChanged 315 SP:Iteration 25Q (45296.490000 sec): 3 clusters Score: Raw -3548321.918286 + Penalty 3337.119896 = -3544984.798390 nChanged 246 SP:Iteration 26Q (45296.800000 sec): 3 clusters Score: Raw -3548377.419852 + Penalty 3337.119896 = -3545040.299956 nChanged 173 SP:Iteration 27Q (45297.100000 sec): 3 clusters Score: Raw -3548408.088069 + Penalty 3337.119896 = -3545070.968172 nChanged 124 SP:Iteration 28Q (45297.430000 sec): 3 clusters Score: Raw -3548423.331550 + Penalty 3337.119896 = -3545086.211654 nChanged 104 SP:Iteration 29Q (45297.720000 sec): 3 clusters Score: Raw -3548436.291772 + Penalty 3337.119896 = -3545099.171876 nChanged 99 SP:Iteration 30Q (45298.030000 sec): 3 clusters Score: Raw -3548446.903387 + Penalty 3337.119896 = -3545109.783491 nChanged 84 SP:Iteration 31Q (45298.360000 sec): 3 clusters Score: Raw -3548453.690823 + Penalty 3337.119896 = -3545116.570926 nChanged 55 SP:Iteration 32Q (45298.650000 sec): 3 clusters Score: Raw -3548458.260022 + Penalty 3337.119896 = -3545121.140126 nChanged 48 SP:Iteration 33Q (45298.920000 sec): 3 clusters Score: Raw -3548461.831316 + Penalty 3337.119896 = -3545124.711420 nChanged 35 SP:Iteration 34Q (45299.290000 sec): 3 clusters Score: Raw -3548464.055371 + Penalty 3337.119896 = -3545126.935475 nChanged 31 SP:Iteration 35Q (45299.550000 sec): 3 clusters Score: Raw -3548465.945834 + Penalty 3337.119896 = -3545128.825938 nChanged 24 SP:Iteration 36Q (45299.850000 sec): 3 clusters Score: Raw -3548467.305916 + Penalty 3337.119896 = -3545130.186020 nChanged 26 SP:Iteration 37Q (45300.190000 sec): 3 clusters Score: Raw -3548468.618470 + Penalty 3337.119896 = -3545131.498573 nChanged 20 SP:Iteration 38Q (45300.500000 sec): 3 clusters Score: Raw -3548469.751039 + Penalty 3337.119896 = -3545132.631143 nChanged 18 SP:Iteration 39Q (45300.770000 sec): 3 clusters Score: Raw -3548471.118491 + Penalty 3337.119896 = -3545133.998595 nChanged 28 SP:Iteration 40F (45301.130000 sec): 3 clusters Score: Raw -3548473.060390 + Penalty 3337.119896 = -3545135.940494 nChanged 25 SP:Iteration 41Q (45301.430000 sec): 3 clusters Score: Raw -3548474.613745 + Penalty 3337.119896 = -3545137.493849 nChanged 29 SP:Iteration 42Q (45301.770000 sec): 3 clusters Score: Raw -3548476.232254 + Penalty 3337.119896 = -3545139.112358 nChanged 31 SP:Iteration 43Q (45302.060000 sec): 3 clusters Score: Raw -3548478.158337 + Penalty 3337.119896 = -3545141.038440 nChanged 36 SP:Iteration 44Q (45302.380000 sec): 3 clusters Score: Raw -3548480.768858 + Penalty 3337.119896 = -3545143.648962 nChanged 37 SP:Iteration 45Q (45302.720000 sec): 3 clusters Score: Raw -3548483.086799 + Penalty 3337.119896 = -3545145.966903 nChanged 27 SP:Iteration 46Q (45302.990000 sec): 3 clusters Score: Raw -3548484.754391 + Penalty 3337.119896 = -3545147.634495 nChanged 26 SP:Iteration 47Q (45303.320000 sec): 3 clusters Score: Raw -3548486.587570 + Penalty 3337.119896 = -3545149.467674 nChanged 28 SP:Iteration 48Q (45303.580000 sec): 3 clusters Score: Raw -3548488.853377 + Penalty 3337.119896 = -3545151.733480 nChanged 28 SP:Iteration 49Q (45303.930000 sec): 3 clusters Score: Raw -3548490.817363 + Penalty 3337.119896 = -3545153.697466 nChanged 23 SP:Iteration 50Q (45304.180000 sec): 3 clusters Score: Raw -3548492.281847 + Penalty 3337.119896 = -3545155.161951 nChanged 23 SP:Iteration 51Q (45304.470000 sec): 3 clusters Score: Raw -3548493.360277 + Penalty 3337.119896 = -3545156.240380 nChanged 14 SP:Iteration 52Q (45304.750000 sec): 3 clusters Score: Raw -3548494.120027 + Penalty 3337.119896 = -3545157.000131 nChanged 12 SP:Iteration 53Q (45305.080000 sec): 3 clusters Score: Raw -3548494.748633 + Penalty 3337.119896 = -3545157.628737 nChanged 11 SP:Iteration 54Q (45305.390000 sec): 3 clusters Score: Raw -3548495.290135 + Penalty 3337.119896 = -3545158.170239 nChanged 9 SP:Iteration 55Q (45305.690000 sec): 3 clusters Score: Raw -3548495.658629 + Penalty 3337.119896 = -3545158.538733 nChanged 10 SP:Iteration 56Q (45306.000000 sec): 3 clusters Score: Raw -3548496.051395 + Penalty 3337.119896 = -3545158.931498 nChanged 9 SP:Iteration 57Q (45306.280000 sec): 3 clusters Score: Raw -3548496.493355 + Penalty 3337.119896 = -3545159.373459 nChanged 13 SP:Iteration 58Q (45306.580000 sec): 3 clusters Score: Raw -3548497.085212 + Penalty 3337.119896 = -3545159.965316 nChanged 11 SP:Iteration 59Q (45306.910000 sec): 3 clusters Score: Raw -3548497.540672 + Penalty 3337.119896 = -3545160.420776 nChanged 14 SP:Iteration 60F (45307.210000 sec): 3 clusters Score: Raw -3548498.310886 + Penalty 3337.119896 = -3545161.190990 nChanged 20 SP:Iteration 61Q (45307.520000 sec): 3 clusters Score: Raw -3548499.421601 + Penalty 3337.119896 = -3545162.301705 nChanged 19 SP:Iteration 62Q (45307.810000 sec): 3 clusters Score: Raw -3548500.374685 + Penalty 3337.119896 = -3545163.254788 nChanged 15 SP:Iteration 63Q (45308.150000 sec): 3 clusters Score: Raw -3548501.027151 + Penalty 3337.119896 = -3545163.907255 nChanged 11 SP:Iteration 64Q (45308.430000 sec): 3 clusters Score: Raw -3548501.485188 + Penalty 3337.119896 = -3545164.365291 nChanged 9 SP:Iteration 65Q (45308.780000 sec): 3 clusters Score: Raw -3548501.886535 + Penalty 3337.119896 = -3545164.766639 nChanged 5 SP:Iteration 66Q (45309.090000 sec): 3 clusters Score: Raw -3548501.995616 + Penalty 3337.119896 = -3545164.875720 nChanged 4 SP:Iteration 67Q (45309.390000 sec): 3 clusters Score: Raw -3548502.104087 + Penalty 3337.119896 = -3545164.984190 nChanged 2 SP:Iteration 68Q (45309.730000 sec): 3 clusters Score: Raw -3548502.177392 + Penalty 3337.119896 = -3545165.057496 nChanged 1 SP:Iteration 69Q (45310.000000 sec): 3 clusters Score: Raw -3548502.229578 + Penalty 3337.119896 = -3545165.109682 nChanged 4 SP:Iteration 70Q (45310.310000 sec): 3 clusters Score: Raw -3548502.330381 + Penalty 3337.119896 = -3545165.210485 nChanged 2 SP:Iteration 71Q (45310.660000 sec): 3 clusters Score: Raw -3548502.374583 + Penalty 3337.119896 = -3545165.254687 nChanged 3 SP:Iteration 72Q (45310.950000 sec): 3 clusters Score: Raw -3548502.449713 + Penalty 3337.119896 = -3545165.329817 nChanged 2 SP:Iteration 73Q (45311.300000 sec): 3 clusters Score: Raw -3548502.500257 + Penalty 3337.119896 = -3545165.380361 nChanged 1 SP:Iteration 74Q (45311.590000 sec): 3 clusters Score: Raw -3548502.520313 + Penalty 3337.119896 = -3545165.400417 nChanged 1 SP:Iteration 75Q (45311.900000 sec): 3 clusters Score: Raw -3548502.555971 + Penalty 3337.119896 = -3545165.436075 nChanged 2 SP:Iteration 76Q (45312.200000 sec): 3 clusters Score: Raw -3548502.663403 + Penalty 3337.119896 = -3545165.543507 nChanged 2 SP:Iteration 77Q (45312.570000 sec): 3 clusters Score: Raw -3548502.728078 + Penalty 3337.119896 = -3545165.608182 nChanged 1 SP:Iteration 78Q (45312.910000 sec): 3 clusters Score: Raw -3548502.752115 + Penalty 3337.119896 = -3545165.632218 nChanged 2 SP:Iteration 79Q (45313.190000 sec): 3 clusters Score: Raw -3548502.790389 + Penalty 3337.119896 = -3545165.670492 nChanged 4 SP:Iteration 80F (45313.500000 sec): 3 clusters Score: Raw -3548502.940876 + Penalty 3337.119896 = -3545165.820980 nChanged 5 SP:Iteration 81Q (45313.820000 sec): 3 clusters Score: Raw -3548503.174365 + Penalty 3337.119896 = -3545166.054469 nChanged 6 SP:Iteration 82Q (45314.120000 sec): 3 clusters Score: Raw -3548503.400350 + Penalty 3337.119896 = -3545166.280454 nChanged 11 SP:Iteration 83Q (45314.400000 sec): 3 clusters Score: Raw -3548504.028324 + Penalty 3337.119896 = -3545166.908428 nChanged 12 SP:Iteration 84Q (45314.720000 sec): 3 clusters Score: Raw -3548504.499894 + Penalty 3337.119896 = -3545167.379998 nChanged 6 SP:Iteration 85Q (45315.030000 sec): 3 clusters Score: Raw -3548504.768059 + Penalty 3337.119896 = -3545167.648162 nChanged 8 SP:Iteration 86Q (45315.310000 sec): 3 clusters Score: Raw -3548505.085758 + Penalty 3337.119896 = -3545167.965862 nChanged 5 SP:Iteration 87Q (45315.660000 sec): 3 clusters Score: Raw -3548505.253842 + Penalty 3337.119896 = -3545168.133945 nChanged 3 SP:Iteration 88Q (45315.930000 sec): 3 clusters Score: Raw -3548505.370838 + Penalty 3337.119896 = -3545168.250942 nChanged 3 SP:Iteration 89Q (45316.190000 sec): 3 clusters Score: Raw -3548505.501204 + Penalty 3337.119896 = -3545168.381307 nChanged 6 SP:Iteration 90Q (45316.510000 sec): 3 clusters Score: Raw -3548505.807943 + Penalty 3337.119896 = -3545168.688047 nChanged 7 SP:Iteration 91Q (45316.800000 sec): 3 clusters Score: Raw -3548506.108225 + Penalty 3337.119896 = -3545168.988328 nChanged 2 SP:Iteration 92Q (45317.080000 sec): 3 clusters Score: Raw -3548506.167734 + Penalty 3337.119896 = -3545169.047838 nChanged 2 SP:Iteration 93Q (45317.400000 sec): 3 clusters Score: Raw -3548506.252381 + Penalty 3337.119896 = -3545169.132484 nChanged 6 SP:Iteration 94Q (45317.660000 sec): 3 clusters Score: Raw -3548506.500709 + Penalty 3337.119896 = -3545169.380813 nChanged 8 SP:Iteration 95Q (45317.970000 sec): 3 clusters Score: Raw -3548507.001089 + Penalty 3337.119896 = -3545169.881192 nChanged 9 SP:Iteration 96Q (45318.290000 sec): 3 clusters Score: Raw -3548507.462678 + Penalty 3337.119896 = -3545170.342782 nChanged 9 SP:Iteration 97Q (45318.590000 sec): 3 clusters Score: Raw -3548507.833719 + Penalty 3337.119896 = -3545170.713823 nChanged 9 SP:Iteration 98Q (45318.870000 sec): 3 clusters Score: Raw -3548508.360890 + Penalty 3337.119896 = -3545171.240994 nChanged 12 SP:Iteration 99Q (45319.190000 sec): 3 clusters Score: Raw -3548509.000946 + Penalty 3337.119896 = -3545171.881050 nChanged 14 SP:Iteration 100F (45319.490000 sec): 3 clusters Score: Raw -3548509.732042 + Penalty 3337.119896 = -3545172.612145 nChanged 12 SP:Iteration 101Q (45319.790000 sec): 3 clusters Score: Raw -3548510.269996 + Penalty 3337.119896 = -3545173.150100 nChanged 8 SP:Iteration 102Q (45320.090000 sec): 3 clusters Score: Raw -3548510.544475 + Penalty 3337.119896 = -3545173.424578 nChanged 10 SP:Iteration 103Q (45320.400000 sec): 3 clusters Score: Raw -3548510.943465 + Penalty 3337.119896 = -3545173.823569 nChanged 9 SP:Iteration 104Q (45320.730000 sec): 3 clusters Score: Raw -3548511.315812 + Penalty 3337.119896 = -3545174.195915 nChanged 7 SP:Iteration 105Q (45321.030000 sec): 3 clusters Score: Raw -3548511.573336 + Penalty 3337.119896 = -3545174.453440 nChanged 6 SP:Iteration 106Q (45321.390000 sec): 3 clusters Score: Raw -3548511.925040 + Penalty 3337.119896 = -3545174.805144 nChanged 12 SP:Iteration 107Q (45321.700000 sec): 3 clusters Score: Raw -3548512.522758 + Penalty 3337.119896 = -3545175.402862 nChanged 10 SP:Iteration 108Q (45322.030000 sec): 3 clusters Score: Raw -3548512.962375 + Penalty 3337.119896 = -3545175.842479 nChanged 11 SP:Iteration 109Q (45322.310000 sec): 3 clusters Score: Raw -3548513.632442 + Penalty 3337.119896 = -3545176.512546 nChanged 14 SP:Iteration 110Q (45322.660000 sec): 3 clusters Score: Raw -3548514.381225 + Penalty 3337.119896 = -3545177.261328 nChanged 14 SP:Iteration 111Q (45322.970000 sec): 3 clusters Score: Raw -3548514.796469 + Penalty 3337.119896 = -3545177.676572 nChanged 6 SP:Iteration 112Q (45323.230000 sec): 3 clusters Score: Raw -3548515.116164 + Penalty 3337.119896 = -3545177.996268 nChanged 9 SP:Iteration 113Q (45323.500000 sec): 3 clusters Score: Raw -3548515.444706 + Penalty 3337.119896 = -3545178.324810 nChanged 8 SP:Iteration 114Q (45323.870000 sec): 3 clusters Score: Raw -3548515.861216 + Penalty 3337.119896 = -3545178.741320 nChanged 12 SP:Iteration 115Q (45324.180000 sec): 3 clusters Score: Raw -3548516.588279 + Penalty 3337.119896 = -3545179.468383 nChanged 15 SP:Iteration 116Q (45324.460000 sec): 3 clusters Score: Raw -3548517.336170 + Penalty 3337.119896 = -3545180.216274 nChanged 18 SP:Iteration 117Q (45324.710000 sec): 3 clusters Score: Raw -3548518.149911 + Penalty 3337.119896 = -3545181.030014 nChanged 10 SP:Iteration 118Q (45324.990000 sec): 3 clusters Score: Raw -3548518.524318 + Penalty 3337.119896 = -3545181.404421 nChanged 3 SP:Iteration 119Q (45325.290000 sec): 3 clusters Score: Raw -3548518.670850 + Penalty 3337.119896 = -3545181.550954 nChanged 9 SP:Iteration 120F (45325.610000 sec): 3 clusters Score: Raw -3548519.121625 + Penalty 3337.119896 = -3545182.001729 nChanged 7 SP:Iteration 121Q (45325.920000 sec): 3 clusters Score: Raw -3548519.468644 + Penalty 3337.119896 = -3545182.348748 nChanged 8 SP:Iteration 122Q (45326.190000 sec): 3 clusters Score: Raw -3548519.773478 + Penalty 3337.119896 = -3545182.653581 nChanged 12 SP:Iteration 123Q (45326.550000 sec): 3 clusters Score: Raw -3548520.320235 + Penalty 3337.119896 = -3545183.200339 nChanged 13 SP:Iteration 124Q (45326.830000 sec): 3 clusters Score: Raw -3548520.961581 + Penalty 3337.119896 = -3545183.841685 nChanged 8 SP:Iteration 125Q (45327.210000 sec): 3 clusters Score: Raw -3548521.271332 + Penalty 3337.119896 = -3545184.151435 nChanged 7 SP:Iteration 126Q (45327.560000 sec): 3 clusters Score: Raw -3548521.547989 + Penalty 3337.119896 = -3545184.428093 nChanged 8 SP:Iteration 127Q (45327.910000 sec): 3 clusters Score: Raw -3548521.955837 + Penalty 3337.119896 = -3545184.835941 nChanged 11 SP:Iteration 128Q (45328.230000 sec): 3 clusters Score: Raw -3548522.399959 + Penalty 3337.119896 = -3545185.280063 nChanged 6 SP:Iteration 129Q (45328.490000 sec): 3 clusters Score: Raw -3548522.656096 + Penalty 3337.119896 = -3545185.536200 nChanged 8 SP:Iteration 130Q (45328.830000 sec): 3 clusters Score: Raw -3548523.031178 + Penalty 3337.119896 = -3545185.911282 nChanged 12 SP:Iteration 131Q (45329.180000 sec): 3 clusters Score: Raw -3548523.545562 + Penalty 3337.119896 = -3545186.425666 nChanged 6 SP:Iteration 132Q (45329.460000 sec): 3 clusters Score: Raw -3548523.784821 + Penalty 3337.119896 = -3545186.664925 nChanged 3 SP:Iteration 133Q (45329.770000 sec): 3 clusters Score: Raw -3548523.922266 + Penalty 3337.119896 = -3545186.802370 nChanged 3 SP:Iteration 134Q (45330.100000 sec): 3 clusters Score: Raw -3548524.021469 + Penalty 3337.119896 = -3545186.901573 nChanged 4 SP:Iteration 135Q (45330.400000 sec): 3 clusters Score: Raw -3548524.123201 + Penalty 3337.119896 = -3545187.003305 nChanged 2 SP:Iteration 136Q (45330.720000 sec): 3 clusters Score: Raw -3548524.182719 + Penalty 3337.119896 = -3545187.062822 nChanged 3 SP:Iteration 137Q (45331.020000 sec): 3 clusters Score: Raw -3548524.302807 + Penalty 3337.119896 = -3545187.182911 nChanged 1 SP:Iteration 138Q (45331.360000 sec): 3 clusters Score: Raw -3548524.327904 + Penalty 3337.119896 = -3545187.208007 nChanged 1 SP:Iteration 139Q (45331.680000 sec): 3 clusters Score: Raw -3548524.372091 + Penalty 3337.119896 = -3545187.252194 nChanged 1 SP:Iteration 140F (45331.980000 sec): 3 clusters Score: Raw -3548524.395820 + Penalty 3337.119896 = -3545187.275924 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (52186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45332.280000 sec): 2 clusters Score: Raw -6388569.195245 + Penalty 1765.167550 = -6386804.027695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45332.720000 sec): 3 clusters Score: Raw -6355444.793146 + Penalty 3530.335100 = -6351914.458046 nChanged 24464 SP:Iteration 1F (45333.170000 sec): 3 clusters Score: Raw -6369250.239417 + Penalty 3530.335100 = -6365719.904317 nChanged 1641 SP:Iteration 2Q (45333.580000 sec): 3 clusters Score: Raw -6369614.092845 + Penalty 3530.335100 = -6366083.757745 nChanged 1608 SP:Iteration 3Q (45333.980000 sec): 3 clusters Score: Raw -6370001.303624 + Penalty 3530.335100 = -6366470.968524 nChanged 1678 SP:Iteration 4Q (45334.460000 sec): 3 clusters Score: Raw -6370486.398492 + Penalty 3530.335100 = -6366956.063392 nChanged 1929 SP:Iteration 5Q (45334.880000 sec): 3 clusters Score: Raw -6371146.662272 + Penalty 3530.335100 = -6367616.327172 nChanged 2382 SP:Iteration 6Q (45335.260000 sec): 3 clusters Score: Raw -6372192.565482 + Penalty 3530.335100 = -6368662.230382 nChanged 3037 SP:Iteration 7F (45335.700000 sec): 3 clusters Score: Raw -6373943.449918 + Penalty 3530.335100 = -6370413.114818 nChanged 3832 SP:Iteration 8F (45336.140000 sec): 3 clusters Score: Raw -6376828.822633 + Penalty 3530.335100 = -6373298.487533 nChanged 4402 SP:Iteration 9F (45336.560000 sec): 3 clusters Score: Raw -6380896.739434 + Penalty 3530.335100 = -6377366.404334 nChanged 3864 SP:Iteration 10F (45337.030000 sec): 3 clusters Score: Raw -6384821.441171 + Penalty 3530.335100 = -6381291.106071 nChanged 2403 SP:Iteration 11Q (45337.450000 sec): 3 clusters Score: Raw -6387270.009518 + Penalty 3530.335100 = -6383739.674418 nChanged 974 SP:Iteration 12Q (45337.830000 sec): 3 clusters Score: Raw -6388247.523100 + Penalty 3530.335100 = -6384717.188000 nChanged 294 SP:Iteration 13Q (45338.200000 sec): 3 clusters Score: Raw -6388572.767052 + Penalty 3530.335100 = -6385042.431952 nChanged 73 SP:Iteration 14Q (45338.560000 sec): 3 clusters Score: Raw -6388670.133712 + Penalty 3530.335100 = -6385139.798612 nChanged 34 SP:Iteration 15Q (45338.930000 sec): 3 clusters Score: Raw -6388713.424178 + Penalty 3530.335100 = -6385183.089078 nChanged 16 SP:Iteration 16Q (45339.320000 sec): 3 clusters Score: Raw -6388735.829372 + Penalty 3530.335100 = -6385205.494272 nChanged 10 SP:Iteration 17Q (45339.710000 sec): 3 clusters Score: Raw -6388750.377900 + Penalty 3530.335100 = -6385220.042800 nChanged 9 SP:Iteration 18Q (45340.100000 sec): 3 clusters Score: Raw -6388771.593258 + Penalty 3530.335100 = -6385241.258158 nChanged 7 SP:Iteration 19Q (45340.490000 sec): 3 clusters Score: Raw -6388784.402942 + Penalty 3530.335100 = -6385254.067842 nChanged 2 SP:Iteration 20F (45340.940000 sec): 3 clusters Score: Raw -6388787.553279 + Penalty 3530.335100 = -6385257.218179 nChanged 4 SP:Iteration 21Q (45341.330000 sec): 3 clusters Score: Raw -6388794.016003 + Penalty 3530.335100 = -6385263.680903 nChanged 6 SP:Iteration 22Q (45341.640000 sec): 3 clusters Score: Raw -6388803.466644 + Penalty 3530.335100 = -6385273.131544 nChanged 1 SP:Iteration 23Q (45341.980000 sec): 3 clusters Score: Raw -6388804.672002 + Penalty 3530.335100 = -6385274.336902 nChanged 1 SP:Iteration 24Q (45342.310000 sec): 3 clusters Score: Raw -6388807.367134 + Penalty 3530.335100 = -6385277.032034 nChanged 1 SP:Iteration 25Q (45342.660000 sec): 3 clusters Score: Raw -6388808.044567 + Penalty 3530.335100 = -6385277.709467 nChanged 0 SP:Iteration 26F (45343.030000 sec): 3 clusters Score: Raw -6388808.044567 + Penalty 3530.335100 = -6385277.709467 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45343.130000 sec): 2 clusters Score: Raw -214022.048583 + Penalty 1224.225228 = -212797.823356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45343.290000 sec): 3 clusters Score: Raw -213219.055531 + Penalty 2448.450456 = -210770.605075 nChanged 663 SP:Iteration 1F (45343.510000 sec): 3 clusters Score: Raw -213739.392649 + Penalty 2448.450456 = -211290.942193 nChanged 153 SP:Iteration 2F (45343.700000 sec): 3 clusters Score: Raw -213875.199634 + Penalty 2448.450456 = -211426.749178 nChanged 105 SP:Iteration 3F (45343.850000 sec): 3 clusters Score: Raw -213969.159333 + Penalty 2448.450456 = -211520.708878 nChanged 82 SP:Iteration 4Q (45344.080000 sec): 3 clusters Score: Raw -214059.619913 + Penalty 2448.450456 = -211611.169457 nChanged 87 SP:Iteration 5Q (45344.210000 sec): 3 clusters Score: Raw -214204.973721 + Penalty 2448.450456 = -211756.523265 nChanged 94 SP:Iteration 6F (45344.390000 sec): 3 clusters Score: Raw -214366.034857 + Penalty 2448.450456 = -211917.584401 nChanged 96 SP:Iteration 7F (45344.560000 sec): 3 clusters Score: Raw -214502.287502 + Penalty 2448.450456 = -212053.837046 nChanged 98 SP:Iteration 8F (45344.710000 sec): 3 clusters Score: Raw -214607.486170 + Penalty 2448.450456 = -212159.035715 nChanged 78 SP:Iteration 9Q (45344.890000 sec): 3 clusters Score: Raw -214687.834730 + Penalty 2448.450456 = -212239.384274 nChanged 58 SP:Iteration 10Q (45345.060000 sec): 3 clusters Score: Raw -214755.601532 + Penalty 2448.450456 = -212307.151076 nChanged 48 SP:Iteration 11Q (45345.240000 sec): 3 clusters Score: Raw -214807.902061 + Penalty 2448.450456 = -212359.451606 nChanged 39 SP:Iteration 12Q (45345.400000 sec): 3 clusters Score: Raw -214846.390321 + Penalty 2448.450456 = -212397.939865 nChanged 28 SP:Iteration 13Q (45345.620000 sec): 3 clusters Score: Raw -214868.442229 + Penalty 2448.450456 = -212419.991773 nChanged 14 SP:Iteration 14Q (45345.760000 sec): 3 clusters Score: Raw -214879.063036 + Penalty 2448.450456 = -212430.612580 nChanged 11 SP:Iteration 15Q (45345.940000 sec): 3 clusters Score: Raw -214885.558915 + Penalty 2448.450456 = -212437.108459 nChanged 2 SP:Iteration 16Q (45346.090000 sec): 3 clusters Score: Raw -214886.466762 + Penalty 2448.450456 = -212438.016306 nChanged 4 SP:Iteration 17Q (45346.280000 sec): 3 clusters Score: Raw -214889.207221 + Penalty 2448.450456 = -212440.756766 nChanged 3 SP:Iteration 18Q (45346.440000 sec): 3 clusters Score: Raw -214890.467521 + Penalty 2448.450456 = -212442.017066 nChanged 2 SP:Iteration 19Q (45346.610000 sec): 3 clusters Score: Raw -214891.797357 + Penalty 2448.450456 = -212443.346901 nChanged 0 SP:Iteration 20F (45346.770000 sec): 3 clusters Score: Raw -214891.797357 + Penalty 2448.450456 = -212443.346901 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45346.890000 sec): 2 clusters Score: Raw -1491662.792366 + Penalty 1522.927868 = -1490139.864497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45347.110000 sec): 3 clusters Score: Raw -1484869.843925 + Penalty 3045.855737 = -1481823.988188 nChanged 5119 SP:Iteration 1F (45347.370000 sec): 3 clusters Score: Raw -1487681.304833 + Penalty 3045.855737 = -1484635.449096 nChanged 674 SP:Iteration 2F (45347.580000 sec): 3 clusters Score: Raw -1487973.990824 + Penalty 3045.855737 = -1484928.135087 nChanged 617 SP:Iteration 3F (45347.780000 sec): 3 clusters Score: Raw -1488268.871022 + Penalty 3045.855737 = -1485223.015286 nChanged 571 SP:Iteration 4Q (45347.990000 sec): 3 clusters Score: Raw -1488563.595763 + Penalty 3045.855737 = -1485517.740026 nChanged 620 SP:Iteration 5F (45348.210000 sec): 3 clusters Score: Raw -1488923.222453 + Penalty 3045.855737 = -1485877.366716 nChanged 685 SP:Iteration 6F (45348.400000 sec): 3 clusters Score: Raw -1489369.996041 + Penalty 3045.855737 = -1486324.140304 nChanged 724 SP:Iteration 7F (45348.640000 sec): 3 clusters Score: Raw -1489897.845598 + Penalty 3045.855737 = -1486851.989861 nChanged 678 SP:Iteration 8F (45348.860000 sec): 3 clusters Score: Raw -1490470.058958 + Penalty 3045.855737 = -1487424.203221 nChanged 566 SP:Iteration 9Q (45349.080000 sec): 3 clusters Score: Raw -1490993.131006 + Penalty 3045.855737 = -1487947.275269 nChanged 452 SP:Iteration 10Q (45349.300000 sec): 3 clusters Score: Raw -1491369.939592 + Penalty 3045.855737 = -1488324.083855 nChanged 309 SP:Iteration 11Q (45349.520000 sec): 3 clusters Score: Raw -1491547.005652 + Penalty 3045.855737 = -1488501.149915 nChanged 182 SP:Iteration 12Q (45349.750000 sec): 3 clusters Score: Raw -1491638.597740 + Penalty 3045.855737 = -1488592.742003 nChanged 142 SP:Iteration 13Q (45349.940000 sec): 3 clusters Score: Raw -1491698.310082 + Penalty 3045.855737 = -1488652.454345 nChanged 90 SP:Iteration 14Q (45350.180000 sec): 3 clusters Score: Raw -1491728.039470 + Penalty 3045.855737 = -1488682.183733 nChanged 78 SP:Iteration 15Q (45350.440000 sec): 3 clusters Score: Raw -1491752.652412 + Penalty 3045.855737 = -1488706.796675 nChanged 59 SP:Iteration 16Q (45350.630000 sec): 3 clusters Score: Raw -1491768.676849 + Penalty 3045.855737 = -1488722.821112 nChanged 60 SP:Iteration 17Q (45350.860000 sec): 3 clusters Score: Raw -1491789.596164 + Penalty 3045.855737 = -1488743.740427 nChanged 63 SP:Iteration 18Q (45351.060000 sec): 3 clusters Score: Raw -1491807.485990 + Penalty 3045.855737 = -1488761.630253 nChanged 55 SP:Iteration 19Q (45351.280000 sec): 3 clusters Score: Raw -1491822.953457 + Penalty 3045.855737 = -1488777.097720 nChanged 49 SP:Iteration 20F (45351.500000 sec): 3 clusters Score: Raw -1491836.487864 + Penalty 3045.855737 = -1488790.632127 nChanged 47 SP:Iteration 21Q (45351.760000 sec): 3 clusters Score: Raw -1491848.385083 + Penalty 3045.855737 = -1488802.529346 nChanged 34 SP:Iteration 22Q (45351.940000 sec): 3 clusters Score: Raw -1491857.986452 + Penalty 3045.855737 = -1488812.130715 nChanged 39 SP:Iteration 23Q (45352.170000 sec): 3 clusters Score: Raw -1491870.652426 + Penalty 3045.855737 = -1488824.796689 nChanged 40 SP:Iteration 24Q (45352.340000 sec): 3 clusters Score: Raw -1491881.915290 + Penalty 3045.855737 = -1488836.059553 nChanged 38 SP:Iteration 25Q (45352.590000 sec): 3 clusters Score: Raw -1491892.240107 + Penalty 3045.855737 = -1488846.384370 nChanged 38 SP:Iteration 26Q (45352.780000 sec): 3 clusters Score: Raw -1491901.474407 + Penalty 3045.855737 = -1488855.618670 nChanged 31 SP:Iteration 27Q (45353.010000 sec): 3 clusters Score: Raw -1491908.438535 + Penalty 3045.855737 = -1488862.582798 nChanged 25 SP:Iteration 28Q (45353.180000 sec): 3 clusters Score: Raw -1491913.706805 + Penalty 3045.855737 = -1488867.851068 nChanged 27 SP:Iteration 29Q (45353.440000 sec): 3 clusters Score: Raw -1491922.367518 + Penalty 3045.855737 = -1488876.511781 nChanged 34 SP:Iteration 30Q (45353.630000 sec): 3 clusters Score: Raw -1491932.444796 + Penalty 3045.855737 = -1488886.589059 nChanged 39 SP:Iteration 31Q (45353.880000 sec): 3 clusters Score: Raw -1491946.084681 + Penalty 3045.855737 = -1488900.228944 nChanged 35 SP:Iteration 32Q (45354.060000 sec): 3 clusters Score: Raw -1491956.576936 + Penalty 3045.855737 = -1488910.721199 nChanged 34 SP:Iteration 33Q (45354.280000 sec): 3 clusters Score: Raw -1491967.353824 + Penalty 3045.855737 = -1488921.498087 nChanged 25 SP:Iteration 34Q (45354.500000 sec): 3 clusters Score: Raw -1491973.860347 + Penalty 3045.855737 = -1488928.004610 nChanged 20 SP:Iteration 35Q (45354.720000 sec): 3 clusters Score: Raw -1491978.016435 + Penalty 3045.855737 = -1488932.160698 nChanged 20 SP:Iteration 36Q (45354.970000 sec): 3 clusters Score: Raw -1491982.454068 + Penalty 3045.855737 = -1488936.598331 nChanged 9 SP:Iteration 37Q (45355.170000 sec): 3 clusters Score: Raw -1491984.740074 + Penalty 3045.855737 = -1488938.884337 nChanged 12 SP:Iteration 38Q (45355.400000 sec): 3 clusters Score: Raw -1491987.899876 + Penalty 3045.855737 = -1488942.044139 nChanged 19 SP:Iteration 39Q (45355.610000 sec): 3 clusters Score: Raw -1491993.361388 + Penalty 3045.855737 = -1488947.505651 nChanged 16 SP:Iteration 40F (45355.830000 sec): 3 clusters Score: Raw -1491998.535846 + Penalty 3045.855737 = -1488952.680109 nChanged 17 SP:Iteration 41Q (45356.060000 sec): 3 clusters Score: Raw -1492003.912680 + Penalty 3045.855737 = -1488958.056943 nChanged 13 SP:Iteration 42Q (45356.300000 sec): 3 clusters Score: Raw -1492008.726942 + Penalty 3045.855737 = -1488962.871205 nChanged 20 SP:Iteration 43Q (45356.490000 sec): 3 clusters Score: Raw -1492014.786616 + Penalty 3045.855737 = -1488968.930879 nChanged 19 SP:Iteration 44Q (45356.770000 sec): 3 clusters Score: Raw -1492020.915938 + Penalty 3045.855737 = -1488975.060201 nChanged 20 SP:Iteration 45Q (45356.980000 sec): 3 clusters Score: Raw -1492029.104343 + Penalty 3045.855737 = -1488983.248606 nChanged 21 SP:Iteration 46Q (45357.180000 sec): 3 clusters Score: Raw -1492033.707404 + Penalty 3045.855737 = -1488987.851667 nChanged 13 SP:Iteration 47Q (45357.410000 sec): 3 clusters Score: Raw -1492036.876751 + Penalty 3045.855737 = -1488991.021014 nChanged 11 SP:Iteration 48Q (45357.640000 sec): 3 clusters Score: Raw -1492039.310170 + Penalty 3045.855737 = -1488993.454433 nChanged 3 SP:Iteration 49Q (45357.870000 sec): 3 clusters Score: Raw -1492039.702679 + Penalty 3045.855737 = -1488993.846942 nChanged 3 SP:Iteration 50Q (45358.090000 sec): 3 clusters Score: Raw -1492039.899225 + Penalty 3045.855737 = -1488994.043488 nChanged 1 SP:Iteration 51Q (45358.320000 sec): 3 clusters Score: Raw -1492040.084962 + Penalty 3045.855737 = -1488994.229225 nChanged 1 SP:Iteration 52Q (45358.510000 sec): 3 clusters Score: Raw -1492040.200940 + Penalty 3045.855737 = -1488994.345203 nChanged 1 SP:Iteration 53Q (45358.740000 sec): 3 clusters Score: Raw -1492040.488021 + Penalty 3045.855737 = -1488994.632284 nChanged 2 SP:Iteration 54Q (45358.970000 sec): 3 clusters Score: Raw -1492041.044115 + Penalty 3045.855737 = -1488995.188378 nChanged 3 SP:Iteration 55Q (45359.160000 sec): 3 clusters Score: Raw -1492041.501074 + Penalty 3045.855737 = -1488995.645337 nChanged 1 SP:Iteration 56Q (45359.350000 sec): 3 clusters Score: Raw -1492041.688681 + Penalty 3045.855737 = -1488995.832944 nChanged 1 SP:Iteration 57Q (45359.610000 sec): 3 clusters Score: Raw -1492041.765759 + Penalty 3045.855737 = -1488995.910022 nChanged 1 SP:Iteration 58Q (45359.760000 sec): 3 clusters Score: Raw -1492041.960942 + Penalty 3045.855737 = -1488996.105205 nChanged 2 SP:Iteration 59Q (45359.950000 sec): 3 clusters Score: Raw -1492042.530130 + Penalty 3045.855737 = -1488996.674393 nChanged 3 SP:Iteration 60F (45360.170000 sec): 3 clusters Score: Raw -1492043.642172 + Penalty 3045.855737 = -1488997.786435 nChanged 7 SP:Iteration 61Q (45360.410000 sec): 3 clusters Score: Raw -1492046.275909 + Penalty 3045.855737 = -1489000.420172 nChanged 13 SP:Iteration 62Q (45360.600000 sec): 3 clusters Score: Raw -1492049.374197 + Penalty 3045.855737 = -1489003.518460 nChanged 10 SP:Iteration 63Q (45360.830000 sec): 3 clusters Score: Raw -1492051.406610 + Penalty 3045.855737 = -1489005.550873 nChanged 5 SP:Iteration 64Q (45361.020000 sec): 3 clusters Score: Raw -1492052.382062 + Penalty 3045.855737 = -1489006.526325 nChanged 5 SP:Iteration 65Q (45361.240000 sec): 3 clusters Score: Raw -1492053.625230 + Penalty 3045.855737 = -1489007.769493 nChanged 7 SP:Iteration 66Q (45361.450000 sec): 3 clusters Score: Raw -1492054.430948 + Penalty 3045.855737 = -1489008.575211 nChanged 0 SP:Iteration 67F (45361.670000 sec): 3 clusters Score: Raw -1492054.430948 + Penalty 3045.855737 = -1489008.575211 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45361.890000 sec): 2 clusters Score: Raw -3503051.410031 + Penalty 1672.627815 = -3501378.782217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45362.200000 sec): 3 clusters Score: Raw -3484884.328514 + Penalty 3345.255630 = -3481539.072885 nChanged 13574 SP:Iteration 1F (45362.520000 sec): 3 clusters Score: Raw -3492376.075996 + Penalty 3345.255630 = -3489030.820367 nChanged 1360 SP:Iteration 2Q (45362.770000 sec): 3 clusters Score: Raw -3492865.022263 + Penalty 3345.255630 = -3489519.766634 nChanged 1427 SP:Iteration 3Q (45363.120000 sec): 3 clusters Score: Raw -3493491.527380 + Penalty 3345.255630 = -3490146.271751 nChanged 1670 SP:Iteration 4F (45363.410000 sec): 3 clusters Score: Raw -3494439.714979 + Penalty 3345.255630 = -3491094.459349 nChanged 1967 SP:Iteration 5F (45363.690000 sec): 3 clusters Score: Raw -3495806.725493 + Penalty 3345.255630 = -3492461.469863 nChanged 2155 SP:Iteration 6F (45364.000000 sec): 3 clusters Score: Raw -3497606.947671 + Penalty 3345.255630 = -3494261.692042 nChanged 2111 SP:Iteration 7F (45364.360000 sec): 3 clusters Score: Raw -3499444.067000 + Penalty 3345.255630 = -3496098.811370 nChanged 1668 SP:Iteration 8F (45364.650000 sec): 3 clusters Score: Raw -3500882.715436 + Penalty 3345.255630 = -3497537.459806 nChanged 1163 SP:Iteration 9Q (45364.960000 sec): 3 clusters Score: Raw -3501905.962528 + Penalty 3345.255630 = -3498560.706898 nChanged 700 SP:Iteration 10Q (45365.230000 sec): 3 clusters Score: Raw -3502524.084497 + Penalty 3345.255630 = -3499178.828868 nChanged 383 SP:Iteration 11Q (45365.560000 sec): 3 clusters Score: Raw -3502851.873337 + Penalty 3345.255630 = -3499506.617707 nChanged 189 SP:Iteration 12Q (45365.830000 sec): 3 clusters Score: Raw -3503030.191040 + Penalty 3345.255630 = -3499684.935411 nChanged 91 SP:Iteration 13Q (45366.160000 sec): 3 clusters Score: Raw -3503124.257383 + Penalty 3345.255630 = -3499779.001753 nChanged 41 SP:Iteration 14Q (45366.450000 sec): 3 clusters Score: Raw -3503170.796468 + Penalty 3345.255630 = -3499825.540839 nChanged 24 SP:Iteration 15Q (45366.760000 sec): 3 clusters Score: Raw -3503195.755141 + Penalty 3345.255630 = -3499850.499512 nChanged 10 SP:Iteration 16Q (45367.080000 sec): 3 clusters Score: Raw -3503209.299303 + Penalty 3345.255630 = -3499864.043674 nChanged 8 SP:Iteration 17Q (45367.370000 sec): 3 clusters Score: Raw -3503218.509530 + Penalty 3345.255630 = -3499873.253900 nChanged 6 SP:Iteration 18Q (45367.640000 sec): 3 clusters Score: Raw -3503226.039388 + Penalty 3345.255630 = -3499880.783758 nChanged 4 SP:Iteration 19Q (45367.940000 sec): 3 clusters Score: Raw -3503230.704155 + Penalty 3345.255630 = -3499885.448525 nChanged 4 SP:Iteration 20F (45368.250000 sec): 3 clusters Score: Raw -3503233.726797 + Penalty 3345.255630 = -3499888.471167 nChanged 1 SP:Iteration 21Q (45368.550000 sec): 3 clusters Score: Raw -3503234.722859 + Penalty 3345.255630 = -3499889.467229 nChanged 2 SP:Iteration 22Q (45368.870000 sec): 3 clusters Score: Raw -3503236.689164 + Penalty 3345.255630 = -3499891.433534 nChanged 2 SP:Iteration 23Q (45369.150000 sec): 3 clusters Score: Raw -3503237.730939 + Penalty 3345.255630 = -3499892.475309 nChanged 0 SP:Iteration 24F (45369.490000 sec): 3 clusters Score: Raw -3503237.730939 + Penalty 3345.255630 = -3499892.475309 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45369.580000 sec): 2 clusters Score: Raw -21097.897061 + Penalty 850.055150 = -20247.841911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45369.750000 sec): 3 clusters Score: Raw -21188.865277 + Penalty 1700.110300 = -19488.754977 nChanged 17 SP:Iteration 1F (45369.890000 sec): 3 clusters Score: Raw -21261.907358 + Penalty 1700.110300 = -19561.797057 nChanged 3 SP:Iteration 2Q (45370.090000 sec): 3 clusters Score: Raw -21271.084826 + Penalty 1700.110300 = -19570.974525 nChanged 0 SP:Iteration 3F (45370.270000 sec): 3 clusters Score: Raw -21271.084826 + Penalty 1700.110300 = -19570.974525 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (42876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45370.540000 sec): 2 clusters Score: Raw -5428739.217023 + Penalty 1733.235970 = -5427005.981053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45370.880000 sec): 3 clusters Score: Raw -5401581.407208 + Penalty 3466.471940 = -5398114.935268 nChanged 20099 SP:Iteration 1F (45371.230000 sec): 3 clusters Score: Raw -5412763.506212 + Penalty 3466.471940 = -5409297.034272 nChanged 1526 SP:Iteration 2Q (45371.610000 sec): 3 clusters Score: Raw -5413133.994592 + Penalty 3466.471940 = -5409667.522652 nChanged 1533 SP:Iteration 3Q (45372.000000 sec): 3 clusters Score: Raw -5413528.501613 + Penalty 3466.471940 = -5410062.029673 nChanged 1511 SP:Iteration 4Q (45372.420000 sec): 3 clusters Score: Raw -5413965.811919 + Penalty 3466.471940 = -5410499.339978 nChanged 1578 SP:Iteration 5Q (45372.780000 sec): 3 clusters Score: Raw -5414505.005243 + Penalty 3466.471940 = -5411038.533303 nChanged 1701 SP:Iteration 6Q (45373.110000 sec): 3 clusters Score: Raw -5415294.022560 + Penalty 3466.471940 = -5411827.550620 nChanged 2035 SP:Iteration 7Q (45373.480000 sec): 3 clusters Score: Raw -5416540.520607 + Penalty 3466.471940 = -5413074.048667 nChanged 2391 SP:Iteration 8F (45373.860000 sec): 3 clusters Score: Raw -5418210.269556 + Penalty 3466.471940 = -5414743.797616 nChanged 2412 SP:Iteration 9F (45374.220000 sec): 3 clusters Score: Raw -5420015.891712 + Penalty 3466.471940 = -5416549.419772 nChanged 2329 SP:Iteration 10F (45374.600000 sec): 3 clusters Score: Raw -5421517.138581 + Penalty 3466.471940 = -5418050.666641 nChanged 1810 SP:Iteration 11Q (45374.990000 sec): 3 clusters Score: Raw -5422391.282578 + Penalty 3466.471940 = -5418924.810638 nChanged 1229 SP:Iteration 12Q (45375.410000 sec): 3 clusters Score: Raw -5422819.678594 + Penalty 3466.471940 = -5419353.206654 nChanged 875 SP:Iteration 13Q (45375.830000 sec): 3 clusters Score: Raw -5423107.850172 + Penalty 3466.471940 = -5419641.378232 nChanged 771 SP:Iteration 14Q (45376.240000 sec): 3 clusters Score: Raw -5423381.387741 + Penalty 3466.471940 = -5419914.915801 nChanged 737 SP:Iteration 15Q (45376.650000 sec): 3 clusters Score: Raw -5423652.585771 + Penalty 3466.471940 = -5420186.113831 nChanged 721 SP:Iteration 16Q (45377.050000 sec): 3 clusters Score: Raw -5423920.970479 + Penalty 3466.471940 = -5420454.498539 nChanged 755 SP:Iteration 17Q (45377.420000 sec): 3 clusters Score: Raw -5424214.413104 + Penalty 3466.471940 = -5420747.941164 nChanged 774 SP:Iteration 18Q (45377.840000 sec): 3 clusters Score: Raw -5424524.560920 + Penalty 3466.471940 = -5421058.088980 nChanged 770 SP:Iteration 19Q (45378.220000 sec): 3 clusters Score: Raw -5424852.809413 + Penalty 3466.471940 = -5421386.337473 nChanged 805 SP:Iteration 20F (45378.670000 sec): 3 clusters Score: Raw -5425225.251104 + Penalty 3466.471940 = -5421758.779164 nChanged 792 SP:Iteration 21Q (45378.990000 sec): 3 clusters Score: Raw -5425642.544694 + Penalty 3466.471940 = -5422176.072754 nChanged 798 SP:Iteration 22Q (45379.420000 sec): 3 clusters Score: Raw -5426113.735098 + Penalty 3466.471940 = -5422647.263158 nChanged 752 SP:Iteration 23Q (45379.800000 sec): 3 clusters Score: Raw -5426606.122620 + Penalty 3466.471940 = -5423139.650680 nChanged 660 SP:Iteration 24Q (45380.170000 sec): 3 clusters Score: Raw -5427056.456011 + Penalty 3466.471940 = -5423589.984071 nChanged 560 SP:Iteration 25Q (45380.550000 sec): 3 clusters Score: Raw -5427505.915426 + Penalty 3466.471940 = -5424039.443486 nChanged 475 SP:Iteration 26Q (45380.900000 sec): 3 clusters Score: Raw -5427885.768250 + Penalty 3466.471940 = -5424419.296310 nChanged 358 SP:Iteration 27Q (45381.290000 sec): 3 clusters Score: Raw -5428119.030346 + Penalty 3466.471940 = -5424652.558406 nChanged 295 SP:Iteration 28Q (45381.660000 sec): 3 clusters Score: Raw -5428305.610229 + Penalty 3466.471940 = -5424839.138289 nChanged 242 SP:Iteration 29Q (45382.050000 sec): 3 clusters Score: Raw -5428444.536018 + Penalty 3466.471940 = -5424978.064078 nChanged 204 SP:Iteration 30Q (45382.440000 sec): 3 clusters Score: Raw -5428559.550853 + Penalty 3466.471940 = -5425093.078913 nChanged 164 SP:Iteration 31Q (45382.780000 sec): 3 clusters Score: Raw -5428638.889575 + Penalty 3466.471940 = -5425172.417635 nChanged 144 SP:Iteration 32Q (45383.140000 sec): 3 clusters Score: Raw -5428717.595003 + Penalty 3466.471940 = -5425251.123063 nChanged 121 SP:Iteration 33Q (45383.490000 sec): 3 clusters Score: Raw -5428782.516630 + Penalty 3466.471940 = -5425316.044690 nChanged 105 SP:Iteration 34Q (45383.850000 sec): 3 clusters Score: Raw -5428832.307456 + Penalty 3466.471940 = -5425365.835516 nChanged 84 SP:Iteration 35Q (45384.190000 sec): 3 clusters Score: Raw -5428874.106091 + Penalty 3466.471940 = -5425407.634151 nChanged 77 SP:Iteration 36Q (45384.530000 sec): 3 clusters Score: Raw -5428916.863960 + Penalty 3466.471940 = -5425450.392020 nChanged 64 SP:Iteration 37Q (45384.840000 sec): 3 clusters Score: Raw -5428947.012561 + Penalty 3466.471940 = -5425480.540621 nChanged 43 SP:Iteration 38Q (45385.200000 sec): 3 clusters Score: Raw -5428967.681892 + Penalty 3466.471940 = -5425501.209952 nChanged 33 SP:Iteration 39Q (45385.550000 sec): 3 clusters Score: Raw -5428981.035224 + Penalty 3466.471940 = -5425514.563284 nChanged 24 SP:Iteration 40F (45385.860000 sec): 3 clusters Score: Raw -5428991.268830 + Penalty 3466.471940 = -5425524.796890 nChanged 29 SP:Iteration 41Q (45386.210000 sec): 3 clusters Score: Raw -5429005.424784 + Penalty 3466.471940 = -5425538.952844 nChanged 24 SP:Iteration 42Q (45386.540000 sec): 3 clusters Score: Raw -5429020.747392 + Penalty 3466.471940 = -5425554.275452 nChanged 21 SP:Iteration 43Q (45386.890000 sec): 3 clusters Score: Raw -5429030.325713 + Penalty 3466.471940 = -5425563.853773 nChanged 14 SP:Iteration 44Q (45387.210000 sec): 3 clusters Score: Raw -5429036.361132 + Penalty 3466.471940 = -5425569.889192 nChanged 14 SP:Iteration 45Q (45387.550000 sec): 3 clusters Score: Raw -5429042.633821 + Penalty 3466.471940 = -5425576.161881 nChanged 11 SP:Iteration 46Q (45387.930000 sec): 3 clusters Score: Raw -5429046.302491 + Penalty 3466.471940 = -5425579.830551 nChanged 7 SP:Iteration 47Q (45388.240000 sec): 3 clusters Score: Raw -5429049.247958 + Penalty 3466.471940 = -5425582.776017 nChanged 7 SP:Iteration 48Q (45388.610000 sec): 3 clusters Score: Raw -5429051.942428 + Penalty 3466.471940 = -5425585.470488 nChanged 4 SP:Iteration 49Q (45388.930000 sec): 3 clusters Score: Raw -5429053.677289 + Penalty 3466.471940 = -5425587.205349 nChanged 5 SP:Iteration 50Q (45389.230000 sec): 3 clusters Score: Raw -5429055.791048 + Penalty 3466.471940 = -5425589.319108 nChanged 7 SP:Iteration 51Q (45389.590000 sec): 3 clusters Score: Raw -5429058.626658 + Penalty 3466.471940 = -5425592.154718 nChanged 4 SP:Iteration 52Q (45389.890000 sec): 3 clusters Score: Raw -5429060.212886 + Penalty 3466.471940 = -5425593.740946 nChanged 1 SP:Iteration 53Q (45390.250000 sec): 3 clusters Score: Raw -5429060.438598 + Penalty 3466.471940 = -5425593.966658 nChanged 1 SP:Iteration 54Q (45390.590000 sec): 3 clusters Score: Raw -5429060.733798 + Penalty 3466.471940 = -5425594.261858 nChanged 3 SP:Iteration 55Q (45390.920000 sec): 3 clusters Score: Raw -5429061.800158 + Penalty 3466.471940 = -5425595.328218 nChanged 2 SP:Iteration 56Q (45391.270000 sec): 3 clusters Score: Raw -5429062.606921 + Penalty 3466.471940 = -5425596.134980 nChanged 1 SP:Iteration 57Q (45391.580000 sec): 3 clusters Score: Raw -5429063.029779 + Penalty 3466.471940 = -5425596.557839 nChanged 2 SP:Iteration 58Q (45391.930000 sec): 3 clusters Score: Raw -5429064.010766 + Penalty 3466.471940 = -5425597.538826 nChanged 2 SP:Iteration 59Q (45392.270000 sec): 3 clusters Score: Raw -5429064.313005 + Penalty 3466.471940 = -5425597.841065 nChanged 0 SP:Iteration 60F (45392.650000 sec): 3 clusters Score: Raw -5429064.313005 + Penalty 3466.471940 = -5425597.841065 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (21327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45392.820000 sec): 2 clusters Score: Raw -2596795.603480 + Penalty 1619.755988 = -2595175.847493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45393.130000 sec): 3 clusters Score: Raw -2583884.069756 + Penalty 3239.511975 = -2580644.557781 nChanged 9660 SP:Iteration 1F (45393.390000 sec): 3 clusters Score: Raw -2589211.846454 + Penalty 3239.511975 = -2585972.334479 nChanged 1073 SP:Iteration 2F (45393.700000 sec): 3 clusters Score: Raw -2589614.595587 + Penalty 3239.511975 = -2586375.083612 nChanged 1008 SP:Iteration 3Q (45393.950000 sec): 3 clusters Score: Raw -2590049.907911 + Penalty 3239.511975 = -2586810.395936 nChanged 1085 SP:Iteration 4F (45394.230000 sec): 3 clusters Score: Raw -2590607.292113 + Penalty 3239.511975 = -2587367.780138 nChanged 1210 SP:Iteration 5F (45394.510000 sec): 3 clusters Score: Raw -2591437.405769 + Penalty 3239.511975 = -2588197.893794 nChanged 1420 SP:Iteration 6F (45394.800000 sec): 3 clusters Score: Raw -2592775.474551 + Penalty 3239.511975 = -2589535.962576 nChanged 1563 SP:Iteration 7F (45395.110000 sec): 3 clusters Score: Raw -2594510.150007 + Penalty 3239.511975 = -2591270.638032 nChanged 1411 SP:Iteration 8F (45395.430000 sec): 3 clusters Score: Raw -2595913.233342 + Penalty 3239.511975 = -2592673.721367 nChanged 922 SP:Iteration 9Q (45395.730000 sec): 3 clusters Score: Raw -2596619.531299 + Penalty 3239.511975 = -2593380.019324 nChanged 520 SP:Iteration 10Q (45395.990000 sec): 3 clusters Score: Raw -2596967.117317 + Penalty 3239.511975 = -2593727.605342 nChanged 391 SP:Iteration 11Q (45396.270000 sec): 3 clusters Score: Raw -2597167.956239 + Penalty 3239.511975 = -2593928.444263 nChanged 301 SP:Iteration 12Q (45396.530000 sec): 3 clusters Score: Raw -2597275.627082 + Penalty 3239.511975 = -2594036.115106 nChanged 195 SP:Iteration 13Q (45396.810000 sec): 3 clusters Score: Raw -2597325.306821 + Penalty 3239.511975 = -2594085.794845 nChanged 125 SP:Iteration 14Q (45397.100000 sec): 3 clusters Score: Raw -2597348.612380 + Penalty 3239.511975 = -2594109.100405 nChanged 99 SP:Iteration 15Q (45397.380000 sec): 3 clusters Score: Raw -2597362.791693 + Penalty 3239.511975 = -2594123.279718 nChanged 77 SP:Iteration 16Q (45397.670000 sec): 3 clusters Score: Raw -2597372.520535 + Penalty 3239.511975 = -2594133.008560 nChanged 54 SP:Iteration 17Q (45397.990000 sec): 3 clusters Score: Raw -2597379.121658 + Penalty 3239.511975 = -2594139.609683 nChanged 43 SP:Iteration 18Q (45398.270000 sec): 3 clusters Score: Raw -2597383.339840 + Penalty 3239.511975 = -2594143.827865 nChanged 31 SP:Iteration 19Q (45398.570000 sec): 3 clusters Score: Raw -2597385.573598 + Penalty 3239.511975 = -2594146.061622 nChanged 21 SP:Iteration 20F (45398.810000 sec): 3 clusters Score: Raw -2597387.115856 + Penalty 3239.511975 = -2594147.603881 nChanged 15 SP:Iteration 21Q (45399.080000 sec): 3 clusters Score: Raw -2597388.246617 + Penalty 3239.511975 = -2594148.734642 nChanged 11 SP:Iteration 22Q (45399.340000 sec): 3 clusters Score: Raw -2597388.730324 + Penalty 3239.511975 = -2594149.218348 nChanged 13 SP:Iteration 23Q (45399.600000 sec): 3 clusters Score: Raw -2597389.458158 + Penalty 3239.511975 = -2594149.946183 nChanged 11 SP:Iteration 24Q (45399.930000 sec): 3 clusters Score: Raw -2597390.274570 + Penalty 3239.511975 = -2594150.762594 nChanged 15 SP:Iteration 25Q (45400.190000 sec): 3 clusters Score: Raw -2597391.047688 + Penalty 3239.511975 = -2594151.535712 nChanged 9 SP:Iteration 26Q (45400.450000 sec): 3 clusters Score: Raw -2597391.634212 + Penalty 3239.511975 = -2594152.122237 nChanged 3 SP:Iteration 27Q (45400.700000 sec): 3 clusters Score: Raw -2597391.783836 + Penalty 3239.511975 = -2594152.271861 nChanged 2 SP:Iteration 28Q (45401.010000 sec): 3 clusters Score: Raw -2597391.850459 + Penalty 3239.511975 = -2594152.338484 nChanged 3 SP:Iteration 29Q (45401.300000 sec): 3 clusters Score: Raw -2597391.973594 + Penalty 3239.511975 = -2594152.461619 nChanged 1 SP:Iteration 30Q (45401.570000 sec): 3 clusters Score: Raw -2597392.061765 + Penalty 3239.511975 = -2594152.549790 nChanged 2 SP:Iteration 31Q (45401.850000 sec): 3 clusters Score: Raw -2597392.120623 + Penalty 3239.511975 = -2594152.608648 nChanged 2 SP:Iteration 32Q (45402.090000 sec): 3 clusters Score: Raw -2597392.306144 + Penalty 3239.511975 = -2594152.794169 nChanged 3 SP:Iteration 33Q (45402.350000 sec): 3 clusters Score: Raw -2597392.459781 + Penalty 3239.511975 = -2594152.947805 nChanged 0 SP:Iteration 34F (45402.640000 sec): 3 clusters Score: Raw -2597392.459781 + Penalty 3239.511975 = -2594152.947805 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45402.720000 sec): 2 clusters Score: Raw -13155.391937 + Penalty 807.594661 = -12347.797275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45402.940000 sec): 3 clusters Score: Raw -13326.509010 + Penalty 1615.189322 = -11711.319688 nChanged 29 SP:Iteration 1F (45403.130000 sec): 3 clusters Score: Raw -13560.147949 + Penalty 1615.189322 = -11944.958627 nChanged 10 SP:Iteration 2F (45403.290000 sec): 3 clusters Score: Raw -13761.319130 + Penalty 1615.189322 = -12146.129807 nChanged 3 SP:Iteration 3Q (45403.520000 sec): 3 clusters Score: Raw -13778.330462 + Penalty 1615.189322 = -12163.141139 nChanged 0 SP:Iteration 4F (45403.700000 sec): 3 clusters Score: Raw -13778.330462 + Penalty 1615.189322 = -12163.141139 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45403.810000 sec): 2 clusters Score: Raw -90766.079899 + Penalty 1074.019252 = -89692.060647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45403.990000 sec): 3 clusters Score: Raw -90589.703105 + Penalty 2148.038504 = -88441.664601 nChanged 178 SP:Iteration 1F (45404.160000 sec): 3 clusters Score: Raw -90798.681704 + Penalty 2148.038504 = -88650.643200 nChanged 47 SP:Iteration 2F (45404.310000 sec): 3 clusters Score: Raw -90856.432992 + Penalty 2148.038504 = -88708.394488 nChanged 20 SP:Iteration 3Q (45404.490000 sec): 3 clusters Score: Raw -90878.824214 + Penalty 2148.038504 = -88730.785710 nChanged 8 SP:Iteration 4Q (45404.710000 sec): 3 clusters Score: Raw -90890.021784 + Penalty 2148.038504 = -88741.983280 nChanged 7 SP:Iteration 5Q (45404.890000 sec): 3 clusters Score: Raw -90895.475663 + Penalty 2148.038504 = -88747.437159 nChanged 4 SP:Iteration 6Q (45405.060000 sec): 3 clusters Score: Raw -90898.416132 + Penalty 2148.038504 = -88750.377628 nChanged 4 SP:Iteration 7Q (45405.240000 sec): 3 clusters Score: Raw -90902.783022 + Penalty 2148.038504 = -88754.744518 nChanged 1 SP:Iteration 8Q (45405.400000 sec): 3 clusters Score: Raw -90904.263443 + Penalty 2148.038504 = -88756.224939 nChanged 0 SP:Iteration 9F (45405.560000 sec): 3 clusters Score: Raw -90904.263443 + Penalty 2148.038504 = -88756.224939 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45405.670000 sec): 2 clusters Score: Raw -40414.322497 + Penalty 959.177917 = -39455.144580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45405.810000 sec): 3 clusters Score: Raw -40472.225551 + Penalty 1918.355833 = -38553.869718 nChanged 71 SP:Iteration 1F (45405.950000 sec): 3 clusters Score: Raw -40633.862828 + Penalty 1918.355833 = -38715.506995 nChanged 19 SP:Iteration 2F (45406.120000 sec): 3 clusters Score: Raw -40690.845162 + Penalty 1918.355833 = -38772.489328 nChanged 12 SP:Iteration 3Q (45406.280000 sec): 3 clusters Score: Raw -40728.841380 + Penalty 1918.355833 = -38810.485546 nChanged 6 SP:Iteration 4Q (45406.430000 sec): 3 clusters Score: Raw -40743.075564 + Penalty 1918.355833 = -38824.719731 nChanged 5 SP:Iteration 5Q (45406.600000 sec): 3 clusters Score: Raw -40754.576865 + Penalty 1918.355833 = -38836.221032 nChanged 2 SP:Iteration 6Q (45406.760000 sec): 3 clusters Score: Raw -40758.130650 + Penalty 1918.355833 = -38839.774817 nChanged 2 SP:Iteration 7Q (45406.910000 sec): 3 clusters Score: Raw -40762.965092 + Penalty 1918.355833 = -38844.609259 nChanged 2 SP:Iteration 8Q (45407.090000 sec): 3 clusters Score: Raw -40768.555505 + Penalty 1918.355833 = -38850.199671 nChanged 2 SP:Iteration 9Q (45407.230000 sec): 3 clusters Score: Raw -40771.255837 + Penalty 1918.355833 = -38852.900004 nChanged 3 SP:Iteration 10Q (45407.380000 sec): 3 clusters Score: Raw -40775.785340 + Penalty 1918.355833 = -38857.429506 nChanged 1 SP:Iteration 11Q (45407.600000 sec): 3 clusters Score: Raw -40779.163677 + Penalty 1918.355833 = -38860.807844 nChanged 0 SP:Iteration 12F (45407.750000 sec): 3 clusters Score: Raw -40779.163677 + Penalty 1918.355833 = -38860.807844 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45407.840000 sec): 2 clusters Score: Raw -25633.677811 + Penalty 873.482741 = -24760.195069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45408.020000 sec): 3 clusters Score: Raw -25717.738618 + Penalty 1746.965482 = -23970.773135 nChanged 30 SP:Iteration 1F (45408.190000 sec): 3 clusters Score: Raw -25817.951455 + Penalty 1746.965482 = -24070.985973 nChanged 3 SP:Iteration 2Q (45408.350000 sec): 3 clusters Score: Raw -25830.017278 + Penalty 1746.965482 = -24083.051796 nChanged 3 SP:Iteration 3Q (45408.540000 sec): 3 clusters Score: Raw -25843.641123 + Penalty 1746.965482 = -24096.675641 nChanged 3 SP:Iteration 4Q (45408.720000 sec): 3 clusters Score: Raw -25852.916022 + Penalty 1746.965482 = -24105.950540 nChanged 3 SP:Iteration 5Q (45408.890000 sec): 3 clusters Score: Raw -25870.404088 + Penalty 1746.965482 = -24123.438605 nChanged 0 SP:Iteration 6F (45409.050000 sec): 3 clusters Score: Raw -25870.404088 + Penalty 1746.965482 = -24123.438605 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (5748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45409.180000 sec): 2 clusters Score: Raw -732875.603969 + Penalty 1406.698678 = -731468.905291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45409.340000 sec): 3 clusters Score: Raw -729776.144836 + Penalty 2813.397355 = -726962.747481 nChanged 2374 SP:Iteration 1F (45409.590000 sec): 3 clusters Score: Raw -731021.662030 + Penalty 2813.397355 = -728208.264674 nChanged 367 SP:Iteration 2F (45409.750000 sec): 3 clusters Score: Raw -731183.113801 + Penalty 2813.397355 = -728369.716445 nChanged 271 SP:Iteration 3Q (45410.040000 sec): 3 clusters Score: Raw -731298.775020 + Penalty 2813.397355 = -728485.377664 nChanged 212 SP:Iteration 4Q (45410.220000 sec): 3 clusters Score: Raw -731375.492219 + Penalty 2813.397355 = -728562.094863 nChanged 170 SP:Iteration 5Q (45410.490000 sec): 3 clusters Score: Raw -731438.319489 + Penalty 2813.397355 = -728624.922133 nChanged 155 SP:Iteration 6Q (45410.720000 sec): 3 clusters Score: Raw -731499.996503 + Penalty 2813.397355 = -728686.599148 nChanged 153 SP:Iteration 7Q (45410.860000 sec): 3 clusters Score: Raw -731562.667112 + Penalty 2813.397355 = -728749.269757 nChanged 164 SP:Iteration 8Q (45411.040000 sec): 3 clusters Score: Raw -731629.551966 + Penalty 2813.397355 = -728816.154610 nChanged 158 SP:Iteration 9Q (45411.240000 sec): 3 clusters Score: Raw -731703.662258 + Penalty 2813.397355 = -728890.264903 nChanged 169 SP:Iteration 10Q (45411.440000 sec): 3 clusters Score: Raw -731780.008403 + Penalty 2813.397355 = -728966.611047 nChanged 174 SP:Iteration 11Q (45411.660000 sec): 3 clusters Score: Raw -731866.804462 + Penalty 2813.397355 = -729053.407106 nChanged 198 SP:Iteration 12Q (45411.830000 sec): 3 clusters Score: Raw -731983.132372 + Penalty 2813.397355 = -729169.735017 nChanged 213 SP:Iteration 13Q (45411.990000 sec): 3 clusters Score: Raw -732123.109320 + Penalty 2813.397355 = -729309.711965 nChanged 224 SP:Iteration 14Q (45412.200000 sec): 3 clusters Score: Raw -732268.277731 + Penalty 2813.397355 = -729454.880376 nChanged 227 SP:Iteration 15Q (45412.400000 sec): 3 clusters Score: Raw -732434.096771 + Penalty 2813.397355 = -729620.699415 nChanged 231 SP:Iteration 16Q (45412.620000 sec): 3 clusters Score: Raw -732596.746472 + Penalty 2813.397355 = -729783.349117 nChanged 174 SP:Iteration 17Q (45412.770000 sec): 3 clusters Score: Raw -732697.415357 + Penalty 2813.397355 = -729884.018002 nChanged 121 SP:Iteration 18Q (45412.980000 sec): 3 clusters Score: Raw -732758.287421 + Penalty 2813.397355 = -729944.890066 nChanged 99 SP:Iteration 19Q (45413.190000 sec): 3 clusters Score: Raw -732803.104688 + Penalty 2813.397355 = -729989.707333 nChanged 66 SP:Iteration 20F (45413.380000 sec): 3 clusters Score: Raw -732827.281041 + Penalty 2813.397355 = -730013.883685 nChanged 57 SP:Iteration 21Q (45413.600000 sec): 3 clusters Score: Raw -732847.866654 + Penalty 2813.397355 = -730034.469299 nChanged 39 SP:Iteration 22Q (45413.790000 sec): 3 clusters Score: Raw -732863.388154 + Penalty 2813.397355 = -730049.990798 nChanged 49 SP:Iteration 23Q (45413.960000 sec): 3 clusters Score: Raw -732878.641189 + Penalty 2813.397355 = -730065.243833 nChanged 34 SP:Iteration 24Q (45414.200000 sec): 3 clusters Score: Raw -732888.964573 + Penalty 2813.397355 = -730075.567218 nChanged 27 SP:Iteration 25Q (45414.380000 sec): 3 clusters Score: Raw -732897.359686 + Penalty 2813.397355 = -730083.962330 nChanged 24 SP:Iteration 26Q (45414.590000 sec): 3 clusters Score: Raw -732904.545920 + Penalty 2813.397355 = -730091.148565 nChanged 27 SP:Iteration 27Q (45414.790000 sec): 3 clusters Score: Raw -732913.859519 + Penalty 2813.397355 = -730100.462164 nChanged 33 SP:Iteration 28Q (45415.000000 sec): 3 clusters Score: Raw -732926.193780 + Penalty 2813.397355 = -730112.796424 nChanged 31 SP:Iteration 29Q (45415.160000 sec): 3 clusters Score: Raw -732937.179079 + Penalty 2813.397355 = -730123.781724 nChanged 35 SP:Iteration 30Q (45415.350000 sec): 3 clusters Score: Raw -732950.580984 + Penalty 2813.397355 = -730137.183628 nChanged 46 SP:Iteration 31Q (45415.530000 sec): 3 clusters Score: Raw -732967.129066 + Penalty 2813.397355 = -730153.731711 nChanged 43 SP:Iteration 32Q (45415.720000 sec): 3 clusters Score: Raw -732984.794155 + Penalty 2813.397355 = -730171.396800 nChanged 43 SP:Iteration 33Q (45415.880000 sec): 3 clusters Score: Raw -732999.351072 + Penalty 2813.397355 = -730185.953717 nChanged 33 SP:Iteration 34Q (45416.090000 sec): 3 clusters Score: Raw -733010.290433 + Penalty 2813.397355 = -730196.893078 nChanged 23 SP:Iteration 35Q (45416.280000 sec): 3 clusters Score: Raw -733016.380711 + Penalty 2813.397355 = -730202.983356 nChanged 18 SP:Iteration 36Q (45416.440000 sec): 3 clusters Score: Raw -733020.598748 + Penalty 2813.397355 = -730207.201393 nChanged 15 SP:Iteration 37Q (45416.610000 sec): 3 clusters Score: Raw -733025.116919 + Penalty 2813.397355 = -730211.719563 nChanged 11 SP:Iteration 38Q (45416.820000 sec): 3 clusters Score: Raw -733028.327165 + Penalty 2813.397355 = -730214.929810 nChanged 11 SP:Iteration 39Q (45417.040000 sec): 3 clusters Score: Raw -733030.932793 + Penalty 2813.397355 = -730217.535438 nChanged 9 SP:Iteration 40F (45417.240000 sec): 3 clusters Score: Raw -733033.857807 + Penalty 2813.397355 = -730220.460451 nChanged 11 SP:Iteration 41Q (45417.410000 sec): 3 clusters Score: Raw -733037.429383 + Penalty 2813.397355 = -730224.032028 nChanged 16 SP:Iteration 42Q (45417.610000 sec): 3 clusters Score: Raw -733041.449075 + Penalty 2813.397355 = -730228.051720 nChanged 15 SP:Iteration 43Q (45417.780000 sec): 3 clusters Score: Raw -733046.526763 + Penalty 2813.397355 = -730233.129408 nChanged 17 SP:Iteration 44Q (45418.000000 sec): 3 clusters Score: Raw -733051.326064 + Penalty 2813.397355 = -730237.928708 nChanged 12 SP:Iteration 45Q (45418.200000 sec): 3 clusters Score: Raw -733056.204093 + Penalty 2813.397355 = -730242.806738 nChanged 14 SP:Iteration 46Q (45418.440000 sec): 3 clusters Score: Raw -733061.233063 + Penalty 2813.397355 = -730247.835708 nChanged 14 SP:Iteration 47Q (45418.600000 sec): 3 clusters Score: Raw -733065.200287 + Penalty 2813.397355 = -730251.802931 nChanged 16 SP:Iteration 48Q (45418.840000 sec): 3 clusters Score: Raw -733069.903092 + Penalty 2813.397355 = -730256.505736 nChanged 12 SP:Iteration 49Q (45418.980000 sec): 3 clusters Score: Raw -733073.390543 + Penalty 2813.397355 = -730259.993188 nChanged 6 SP:Iteration 50Q (45419.170000 sec): 3 clusters Score: Raw -733074.512001 + Penalty 2813.397355 = -730261.114646 nChanged 3 SP:Iteration 51Q (45419.380000 sec): 3 clusters Score: Raw -733075.181875 + Penalty 2813.397355 = -730261.784520 nChanged 1 SP:Iteration 52Q (45419.590000 sec): 3 clusters Score: Raw -733075.363507 + Penalty 2813.397355 = -730261.966151 nChanged 2 SP:Iteration 53Q (45419.790000 sec): 3 clusters Score: Raw -733075.945340 + Penalty 2813.397355 = -730262.547984 nChanged 4 SP:Iteration 54Q (45420.000000 sec): 3 clusters Score: Raw -733076.878917 + Penalty 2813.397355 = -730263.481561 nChanged 4 SP:Iteration 55Q (45420.220000 sec): 3 clusters Score: Raw -733077.681828 + Penalty 2813.397355 = -730264.284472 nChanged 1 SP:Iteration 56Q (45420.440000 sec): 3 clusters Score: Raw -733077.763334 + Penalty 2813.397355 = -730264.365979 nChanged 0 SP:Iteration 57F (45420.620000 sec): 3 clusters Score: Raw -733077.763334 + Penalty 2813.397355 = -730264.365979 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45420.680000 sec): 2 clusters Score: Raw -15110.271045 + Penalty 800.678724 = -14309.592321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45420.920000 sec): 3 clusters Score: Raw -15233.229083 + Penalty 1601.357448 = -13631.871636 nChanged 13 SP:Iteration 1F (45421.130000 sec): 3 clusters Score: Raw -15289.321196 + Penalty 1601.357448 = -13687.963748 nChanged 3 SP:Iteration 2Q (45421.340000 sec): 3 clusters Score: Raw -15302.466310 + Penalty 1601.357448 = -13701.108862 nChanged 1 SP:Iteration 3Q (45421.500000 sec): 3 clusters Score: Raw -15304.528304 + Penalty 1601.357448 = -13703.170857 nChanged 0 SP:Iteration 4F (45421.640000 sec): 3 clusters Score: Raw -15304.528304 + Penalty 1601.357448 = -13703.170857 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (16186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45421.850000 sec): 2 clusters Score: Raw -2057634.991631 + Penalty 1574.934067 = -2056060.057564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45422.120000 sec): 3 clusters Score: Raw -2048050.812908 + Penalty 3149.868134 = -2044900.944775 nChanged 7171 SP:Iteration 1F (45422.330000 sec): 3 clusters Score: Raw -2052018.537313 + Penalty 3149.868134 = -2048868.669180 nChanged 815 SP:Iteration 2F (45422.560000 sec): 3 clusters Score: Raw -2052317.455641 + Penalty 3149.868134 = -2049167.587507 nChanged 710 SP:Iteration 3Q (45422.820000 sec): 3 clusters Score: Raw -2052581.540308 + Penalty 3149.868134 = -2049431.672174 nChanged 686 SP:Iteration 4Q (45423.090000 sec): 3 clusters Score: Raw -2052867.808875 + Penalty 3149.868134 = -2049717.940741 nChanged 768 SP:Iteration 5Q (45423.360000 sec): 3 clusters Score: Raw -2053231.843395 + Penalty 3149.868134 = -2050081.975261 nChanged 859 SP:Iteration 6F (45423.620000 sec): 3 clusters Score: Raw -2053719.411184 + Penalty 3149.868134 = -2050569.543051 nChanged 991 SP:Iteration 7F (45423.900000 sec): 3 clusters Score: Raw -2054417.120649 + Penalty 3149.868134 = -2051267.252515 nChanged 1027 SP:Iteration 8F (45424.150000 sec): 3 clusters Score: Raw -2055255.454821 + Penalty 3149.868134 = -2052105.586687 nChanged 964 SP:Iteration 9F (45424.400000 sec): 3 clusters Score: Raw -2056165.166232 + Penalty 3149.868134 = -2053015.298099 nChanged 752 SP:Iteration 10Q (45424.640000 sec): 3 clusters Score: Raw -2056782.736653 + Penalty 3149.868134 = -2053632.868519 nChanged 487 SP:Iteration 11Q (45424.870000 sec): 3 clusters Score: Raw -2057080.893409 + Penalty 3149.868134 = -2053931.025275 nChanged 288 SP:Iteration 12Q (45425.150000 sec): 3 clusters Score: Raw -2057212.639880 + Penalty 3149.868134 = -2054062.771746 nChanged 191 SP:Iteration 13Q (45425.380000 sec): 3 clusters Score: Raw -2057284.236143 + Penalty 3149.868134 = -2054134.368009 nChanged 142 SP:Iteration 14Q (45425.610000 sec): 3 clusters Score: Raw -2057330.753667 + Penalty 3149.868134 = -2054180.885533 nChanged 121 SP:Iteration 15Q (45425.900000 sec): 3 clusters Score: Raw -2057368.535316 + Penalty 3149.868134 = -2054218.667182 nChanged 109 SP:Iteration 16Q (45426.180000 sec): 3 clusters Score: Raw -2057403.524741 + Penalty 3149.868134 = -2054253.656607 nChanged 102 SP:Iteration 17Q (45426.420000 sec): 3 clusters Score: Raw -2057428.550486 + Penalty 3149.868134 = -2054278.682352 nChanged 73 SP:Iteration 18Q (45426.650000 sec): 3 clusters Score: Raw -2057450.570338 + Penalty 3149.868134 = -2054300.702204 nChanged 82 SP:Iteration 19Q (45426.920000 sec): 3 clusters Score: Raw -2057475.277300 + Penalty 3149.868134 = -2054325.409166 nChanged 79 SP:Iteration 20F (45427.190000 sec): 3 clusters Score: Raw -2057501.041852 + Penalty 3149.868134 = -2054351.173718 nChanged 78 SP:Iteration 21Q (45427.430000 sec): 3 clusters Score: Raw -2057522.717627 + Penalty 3149.868134 = -2054372.849493 nChanged 73 SP:Iteration 22Q (45427.700000 sec): 3 clusters Score: Raw -2057541.708178 + Penalty 3149.868134 = -2054391.840044 nChanged 62 SP:Iteration 23Q (45427.980000 sec): 3 clusters Score: Raw -2057557.749656 + Penalty 3149.868134 = -2054407.881523 nChanged 68 SP:Iteration 24Q (45428.210000 sec): 3 clusters Score: Raw -2057576.413898 + Penalty 3149.868134 = -2054426.545765 nChanged 61 SP:Iteration 25Q (45428.470000 sec): 3 clusters Score: Raw -2057596.370527 + Penalty 3149.868134 = -2054446.502393 nChanged 72 SP:Iteration 26Q (45428.720000 sec): 3 clusters Score: Raw -2057623.108521 + Penalty 3149.868134 = -2054473.240387 nChanged 85 SP:Iteration 27Q (45428.990000 sec): 3 clusters Score: Raw -2057655.582203 + Penalty 3149.868134 = -2054505.714069 nChanged 84 SP:Iteration 28Q (45429.240000 sec): 3 clusters Score: Raw -2057687.827140 + Penalty 3149.868134 = -2054537.959007 nChanged 75 SP:Iteration 29Q (45429.450000 sec): 3 clusters Score: Raw -2057713.702979 + Penalty 3149.868134 = -2054563.834845 nChanged 65 SP:Iteration 30Q (45429.730000 sec): 3 clusters Score: Raw -2057739.804658 + Penalty 3149.868134 = -2054589.936524 nChanged 61 SP:Iteration 31Q (45429.940000 sec): 3 clusters Score: Raw -2057762.558259 + Penalty 3149.868134 = -2054612.690125 nChanged 51 SP:Iteration 32Q (45430.200000 sec): 3 clusters Score: Raw -2057780.600582 + Penalty 3149.868134 = -2054630.732448 nChanged 47 SP:Iteration 33Q (45430.410000 sec): 3 clusters Score: Raw -2057795.570335 + Penalty 3149.868134 = -2054645.702201 nChanged 33 SP:Iteration 34Q (45430.630000 sec): 3 clusters Score: Raw -2057807.227319 + Penalty 3149.868134 = -2054657.359185 nChanged 34 SP:Iteration 35Q (45430.800000 sec): 3 clusters Score: Raw -2057817.299726 + Penalty 3149.868134 = -2054667.431592 nChanged 22 SP:Iteration 36Q (45431.050000 sec): 3 clusters Score: Raw -2057823.069742 + Penalty 3149.868134 = -2054673.201608 nChanged 19 SP:Iteration 37Q (45431.260000 sec): 3 clusters Score: Raw -2057829.767645 + Penalty 3149.868134 = -2054679.899511 nChanged 33 SP:Iteration 38Q (45431.480000 sec): 3 clusters Score: Raw -2057840.446676 + Penalty 3149.868134 = -2054690.578542 nChanged 26 SP:Iteration 39Q (45431.690000 sec): 3 clusters Score: Raw -2057848.842572 + Penalty 3149.868134 = -2054698.974438 nChanged 27 SP:Iteration 40F (45431.900000 sec): 3 clusters Score: Raw -2057855.867414 + Penalty 3149.868134 = -2054705.999280 nChanged 18 SP:Iteration 41Q (45432.160000 sec): 3 clusters Score: Raw -2057860.431881 + Penalty 3149.868134 = -2054710.563748 nChanged 15 SP:Iteration 42Q (45432.370000 sec): 3 clusters Score: Raw -2057865.124351 + Penalty 3149.868134 = -2054715.256217 nChanged 16 SP:Iteration 43Q (45432.590000 sec): 3 clusters Score: Raw -2057871.242853 + Penalty 3149.868134 = -2054721.374719 nChanged 19 SP:Iteration 44Q (45432.870000 sec): 3 clusters Score: Raw -2057879.203932 + Penalty 3149.868134 = -2054729.335799 nChanged 21 SP:Iteration 45Q (45433.090000 sec): 3 clusters Score: Raw -2057885.989838 + Penalty 3149.868134 = -2054736.121704 nChanged 16 SP:Iteration 46Q (45433.330000 sec): 3 clusters Score: Raw -2057890.514271 + Penalty 3149.868134 = -2054740.646137 nChanged 13 SP:Iteration 47Q (45433.600000 sec): 3 clusters Score: Raw -2057893.869900 + Penalty 3149.868134 = -2054744.001767 nChanged 11 SP:Iteration 48Q (45433.850000 sec): 3 clusters Score: Raw -2057896.917167 + Penalty 3149.868134 = -2054747.049033 nChanged 9 SP:Iteration 49Q (45434.110000 sec): 3 clusters Score: Raw -2057898.967805 + Penalty 3149.868134 = -2054749.099671 nChanged 7 SP:Iteration 50Q (45434.330000 sec): 3 clusters Score: Raw -2057900.927652 + Penalty 3149.868134 = -2054751.059518 nChanged 7 SP:Iteration 51Q (45434.570000 sec): 3 clusters Score: Raw -2057902.555264 + Penalty 3149.868134 = -2054752.687131 nChanged 3 SP:Iteration 52Q (45434.840000 sec): 3 clusters Score: Raw -2057903.363486 + Penalty 3149.868134 = -2054753.495352 nChanged 3 SP:Iteration 53Q (45435.050000 sec): 3 clusters Score: Raw -2057903.782333 + Penalty 3149.868134 = -2054753.914199 nChanged 4 SP:Iteration 54Q (45435.280000 sec): 3 clusters Score: Raw -2057904.939571 + Penalty 3149.868134 = -2054755.071437 nChanged 5 SP:Iteration 55Q (45435.560000 sec): 3 clusters Score: Raw -2057906.925701 + Penalty 3149.868134 = -2054757.057567 nChanged 3 SP:Iteration 56Q (45435.750000 sec): 3 clusters Score: Raw -2057908.144286 + Penalty 3149.868134 = -2054758.276152 nChanged 2 SP:Iteration 57Q (45436.040000 sec): 3 clusters Score: Raw -2057908.782215 + Penalty 3149.868134 = -2054758.914082 nChanged 0 SP:Iteration 58F (45436.230000 sec): 3 clusters Score: Raw -2057908.782215 + Penalty 3149.868134 = -2054758.914082 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45436.310000 sec): 2 clusters Score: Raw -62309.764498 + Penalty 1022.980725 = -61286.783773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45436.490000 sec): 3 clusters Score: Raw -62210.577891 + Penalty 2045.961450 = -60164.616441 nChanged 137 SP:Iteration 1F (45436.630000 sec): 3 clusters Score: Raw -62397.541901 + Penalty 2045.961450 = -60351.580451 nChanged 32 SP:Iteration 2F (45436.820000 sec): 3 clusters Score: Raw -62451.077736 + Penalty 2045.961450 = -60405.116285 nChanged 13 SP:Iteration 3Q (45437.040000 sec): 3 clusters Score: Raw -62470.235657 + Penalty 2045.961450 = -60424.274207 nChanged 4 SP:Iteration 4Q (45437.220000 sec): 3 clusters Score: Raw -62478.257967 + Penalty 2045.961450 = -60432.296517 nChanged 3 SP:Iteration 5Q (45437.390000 sec): 3 clusters Score: Raw -62482.454275 + Penalty 2045.961450 = -60436.492825 nChanged 2 SP:Iteration 6Q (45437.590000 sec): 3 clusters Score: Raw -62484.548840 + Penalty 2045.961450 = -60438.587390 nChanged 1 SP:Iteration 7Q (45437.750000 sec): 3 clusters Score: Raw -62486.055856 + Penalty 2045.961450 = -60440.094406 nChanged 0 SP:Iteration 8F (45437.930000 sec): 3 clusters Score: Raw -62486.055856 + Penalty 2045.961450 = -60440.094406 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45438.060000 sec): 2 clusters Score: Raw -1162986.520136 + Penalty 1483.501300 = -1161503.018836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45438.280000 sec): 3 clusters Score: Raw -1157836.900863 + Penalty 2967.002600 = -1154869.898262 nChanged 3931 SP:Iteration 1F (45438.490000 sec): 3 clusters Score: Raw -1159920.204507 + Penalty 2967.002600 = -1156953.201907 nChanged 559 SP:Iteration 2F (45438.680000 sec): 3 clusters Score: Raw -1160160.512443 + Penalty 2967.002600 = -1157193.509843 nChanged 450 SP:Iteration 3Q (45438.920000 sec): 3 clusters Score: Raw -1160339.596645 + Penalty 2967.002600 = -1157372.594045 nChanged 346 SP:Iteration 4Q (45439.130000 sec): 3 clusters Score: Raw -1160480.209962 + Penalty 2967.002600 = -1157513.207361 nChanged 334 SP:Iteration 5Q (45439.380000 sec): 3 clusters Score: Raw -1160614.765227 + Penalty 2967.002600 = -1157647.762626 nChanged 345 SP:Iteration 6Q (45439.600000 sec): 3 clusters Score: Raw -1160774.160867 + Penalty 2967.002600 = -1157807.158267 nChanged 393 SP:Iteration 7Q (45439.780000 sec): 3 clusters Score: Raw -1160998.004752 + Penalty 2967.002600 = -1158031.002152 nChanged 463 SP:Iteration 8F (45439.990000 sec): 3 clusters Score: Raw -1161295.411671 + Penalty 2967.002600 = -1158328.409070 nChanged 494 SP:Iteration 9F (45440.180000 sec): 3 clusters Score: Raw -1161670.501365 + Penalty 2967.002600 = -1158703.498764 nChanged 503 SP:Iteration 10F (45440.350000 sec): 3 clusters Score: Raw -1162092.145119 + Penalty 2967.002600 = -1159125.142519 nChanged 433 SP:Iteration 11Q (45440.560000 sec): 3 clusters Score: Raw -1162485.179922 + Penalty 2967.002600 = -1159518.177322 nChanged 301 SP:Iteration 12Q (45440.760000 sec): 3 clusters Score: Raw -1162763.446269 + Penalty 2967.002600 = -1159796.443669 nChanged 183 SP:Iteration 13Q (45440.990000 sec): 3 clusters Score: Raw -1162929.065006 + Penalty 2967.002600 = -1159962.062406 nChanged 100 SP:Iteration 14Q (45441.210000 sec): 3 clusters Score: Raw -1163034.024398 + Penalty 2967.002600 = -1160067.021798 nChanged 60 SP:Iteration 15Q (45441.420000 sec): 3 clusters Score: Raw -1163099.665711 + Penalty 2967.002600 = -1160132.663111 nChanged 31 SP:Iteration 16Q (45441.650000 sec): 3 clusters Score: Raw -1163136.181488 + Penalty 2967.002600 = -1160169.178887 nChanged 20 SP:Iteration 17Q (45441.870000 sec): 3 clusters Score: Raw -1163161.958508 + Penalty 2967.002600 = -1160194.955908 nChanged 10 SP:Iteration 18Q (45442.070000 sec): 3 clusters Score: Raw -1163176.232299 + Penalty 2967.002600 = -1160209.229698 nChanged 6 SP:Iteration 19Q (45442.290000 sec): 3 clusters Score: Raw -1163186.227602 + Penalty 2967.002600 = -1160219.225002 nChanged 10 SP:Iteration 20F (45442.510000 sec): 3 clusters Score: Raw -1163198.283718 + Penalty 2967.002600 = -1160231.281117 nChanged 7 SP:Iteration 21Q (45442.750000 sec): 3 clusters Score: Raw -1163210.782056 + Penalty 2967.002600 = -1160243.779455 nChanged 6 SP:Iteration 22Q (45442.950000 sec): 3 clusters Score: Raw -1163214.489507 + Penalty 2967.002600 = -1160247.486906 nChanged 3 SP:Iteration 23Q (45443.170000 sec): 3 clusters Score: Raw -1163217.545951 + Penalty 2967.002600 = -1160250.543351 nChanged 1 SP:Iteration 24Q (45443.350000 sec): 3 clusters Score: Raw -1163218.412764 + Penalty 2967.002600 = -1160251.410164 nChanged 0 SP:Iteration 25F (45443.570000 sec): 3 clusters Score: Raw -1163218.412764 + Penalty 2967.002600 = -1160251.410164 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (13337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45443.770000 sec): 2 clusters Score: Raw -1628103.820339 + Penalty 1543.473329 = -1626560.347011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45443.960000 sec): 3 clusters Score: Raw -1620403.412601 + Penalty 3086.946657 = -1617316.465944 nChanged 5815 SP:Iteration 1F (45444.190000 sec): 3 clusters Score: Raw -1623591.530470 + Penalty 3086.946657 = -1620504.583813 nChanged 826 SP:Iteration 2F (45444.420000 sec): 3 clusters Score: Raw -1624028.012921 + Penalty 3086.946657 = -1620941.066264 nChanged 792 SP:Iteration 3F (45444.700000 sec): 3 clusters Score: Raw -1624509.244829 + Penalty 3086.946657 = -1621422.298172 nChanged 858 SP:Iteration 4F (45444.920000 sec): 3 clusters Score: Raw -1625114.592799 + Penalty 3086.946657 = -1622027.646142 nChanged 919 SP:Iteration 5F (45445.140000 sec): 3 clusters Score: Raw -1625849.948446 + Penalty 3086.946657 = -1622763.001788 nChanged 871 SP:Iteration 6F (45445.340000 sec): 3 clusters Score: Raw -1626646.822677 + Penalty 3086.946657 = -1623559.876020 nChanged 730 SP:Iteration 7F (45445.560000 sec): 3 clusters Score: Raw -1627334.717571 + Penalty 3086.946657 = -1624247.770913 nChanged 583 SP:Iteration 8Q (45445.800000 sec): 3 clusters Score: Raw -1627876.350152 + Penalty 3086.946657 = -1624789.403495 nChanged 380 SP:Iteration 9Q (45446.040000 sec): 3 clusters Score: Raw -1628262.635368 + Penalty 3086.946657 = -1625175.688711 nChanged 293 SP:Iteration 10Q (45446.260000 sec): 3 clusters Score: Raw -1628525.135021 + Penalty 3086.946657 = -1625438.188363 nChanged 216 SP:Iteration 11Q (45446.510000 sec): 3 clusters Score: Raw -1628659.221670 + Penalty 3086.946657 = -1625572.275013 nChanged 143 SP:Iteration 12Q (45446.750000 sec): 3 clusters Score: Raw -1628730.399914 + Penalty 3086.946657 = -1625643.453257 nChanged 108 SP:Iteration 13Q (45446.960000 sec): 3 clusters Score: Raw -1628776.973010 + Penalty 3086.946657 = -1625690.026353 nChanged 93 SP:Iteration 14Q (45447.150000 sec): 3 clusters Score: Raw -1628810.450569 + Penalty 3086.946657 = -1625723.503912 nChanged 73 SP:Iteration 15Q (45447.370000 sec): 3 clusters Score: Raw -1628829.663664 + Penalty 3086.946657 = -1625742.717007 nChanged 63 SP:Iteration 16Q (45447.570000 sec): 3 clusters Score: Raw -1628844.495502 + Penalty 3086.946657 = -1625757.548845 nChanged 46 SP:Iteration 17Q (45447.800000 sec): 3 clusters Score: Raw -1628853.191413 + Penalty 3086.946657 = -1625766.244756 nChanged 23 SP:Iteration 18Q (45448.000000 sec): 3 clusters Score: Raw -1628856.468401 + Penalty 3086.946657 = -1625769.521744 nChanged 15 SP:Iteration 19Q (45448.200000 sec): 3 clusters Score: Raw -1628859.396730 + Penalty 3086.946657 = -1625772.450073 nChanged 18 SP:Iteration 20F (45448.440000 sec): 3 clusters Score: Raw -1628861.925067 + Penalty 3086.946657 = -1625774.978410 nChanged 13 SP:Iteration 21Q (45448.660000 sec): 3 clusters Score: Raw -1628863.559144 + Penalty 3086.946657 = -1625776.612487 nChanged 8 SP:Iteration 22Q (45448.910000 sec): 3 clusters Score: Raw -1628864.399823 + Penalty 3086.946657 = -1625777.453166 nChanged 7 SP:Iteration 23Q (45449.190000 sec): 3 clusters Score: Raw -1628865.268951 + Penalty 3086.946657 = -1625778.322294 nChanged 6 SP:Iteration 24Q (45449.430000 sec): 3 clusters Score: Raw -1628866.064842 + Penalty 3086.946657 = -1625779.118185 nChanged 6 SP:Iteration 25Q (45449.680000 sec): 3 clusters Score: Raw -1628866.623334 + Penalty 3086.946657 = -1625779.676677 nChanged 4 SP:Iteration 26Q (45449.920000 sec): 3 clusters Score: Raw -1628867.118903 + Penalty 3086.946657 = -1625780.172246 nChanged 3 SP:Iteration 27Q (45450.160000 sec): 3 clusters Score: Raw -1628867.476614 + Penalty 3086.946657 = -1625780.529957 nChanged 1 SP:Iteration 28Q (45450.430000 sec): 3 clusters Score: Raw -1628867.517987 + Penalty 3086.946657 = -1625780.571330 nChanged 0 SP:Iteration 29F (45450.640000 sec): 3 clusters Score: Raw -1628867.517987 + Penalty 3086.946657 = -1625780.571330 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (30713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45450.880000 sec): 2 clusters Score: Raw -3750190.297089 + Penalty 1679.021711 = -3748511.275378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45451.180000 sec): 3 clusters Score: Raw -3731208.450242 + Penalty 3358.043421 = -3727850.406820 nChanged 14068 SP:Iteration 1F (45451.510000 sec): 3 clusters Score: Raw -3739032.526841 + Penalty 3358.043421 = -3735674.483420 nChanged 1285 SP:Iteration 2Q (45451.860000 sec): 3 clusters Score: Raw -3739447.814455 + Penalty 3358.043421 = -3736089.771034 nChanged 1425 SP:Iteration 3Q (45452.150000 sec): 3 clusters Score: Raw -3740023.548564 + Penalty 3358.043421 = -3736665.505143 nChanged 1678 SP:Iteration 4F (45452.470000 sec): 3 clusters Score: Raw -3740910.570518 + Penalty 3358.043421 = -3737552.527097 nChanged 2090 SP:Iteration 5F (45452.790000 sec): 3 clusters Score: Raw -3742314.388102 + Penalty 3358.043421 = -3738956.344681 nChanged 2505 SP:Iteration 6F (45453.080000 sec): 3 clusters Score: Raw -3744421.516321 + Penalty 3358.043421 = -3741063.472899 nChanged 2548 SP:Iteration 7F (45453.410000 sec): 3 clusters Score: Raw -3746965.024704 + Penalty 3358.043421 = -3743606.981283 nChanged 1939 SP:Iteration 8F (45453.700000 sec): 3 clusters Score: Raw -3748988.961174 + Penalty 3358.043421 = -3745630.917753 nChanged 913 SP:Iteration 9Q (45454.020000 sec): 3 clusters Score: Raw -3749919.760716 + Penalty 3358.043421 = -3746561.717294 nChanged 263 SP:Iteration 10Q (45454.300000 sec): 3 clusters Score: Raw -3750221.244370 + Penalty 3358.043421 = -3746863.200948 nChanged 71 SP:Iteration 11Q (45454.630000 sec): 3 clusters Score: Raw -3750328.600879 + Penalty 3358.043421 = -3746970.557457 nChanged 22 SP:Iteration 12Q (45454.900000 sec): 3 clusters Score: Raw -3750366.541571 + Penalty 3358.043421 = -3747008.498150 nChanged 9 SP:Iteration 13Q (45455.200000 sec): 3 clusters Score: Raw -3750390.417299 + Penalty 3358.043421 = -3747032.373878 nChanged 7 SP:Iteration 14Q (45455.450000 sec): 3 clusters Score: Raw -3750405.212474 + Penalty 3358.043421 = -3747047.169053 nChanged 1 SP:Iteration 15Q (45455.780000 sec): 3 clusters Score: Raw -3750409.922648 + Penalty 3358.043421 = -3747051.879227 nChanged 1 SP:Iteration 16Q (45456.050000 sec): 3 clusters Score: Raw -3750415.447200 + Penalty 3358.043421 = -3747057.403779 nChanged 1 SP:Iteration 17Q (45456.340000 sec): 3 clusters Score: Raw -3750416.419855 + Penalty 3358.043421 = -3747058.376433 nChanged 0 SP:Iteration 18F (45456.680000 sec): 3 clusters Score: Raw -3750416.419855 + Penalty 3358.043421 = -3747058.376433 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45456.830000 sec): 2 clusters Score: Raw -181132.711238 + Penalty 1188.289943 = -179944.421295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45456.960000 sec): 3 clusters Score: Raw -180568.411578 + Penalty 2376.579887 = -178191.831691 nChanged 465 SP:Iteration 1F (45457.160000 sec): 3 clusters Score: Raw -180904.006239 + Penalty 2376.579887 = -178527.426352 nChanged 98 SP:Iteration 2F (45457.310000 sec): 3 clusters Score: Raw -180984.930426 + Penalty 2376.579887 = -178608.350539 nChanged 48 SP:Iteration 3Q (45457.480000 sec): 3 clusters Score: Raw -181023.770736 + Penalty 2376.579887 = -178647.190849 nChanged 34 SP:Iteration 4Q (45457.700000 sec): 3 clusters Score: Raw -181055.588078 + Penalty 2376.579887 = -178679.008191 nChanged 28 SP:Iteration 5Q (45457.860000 sec): 3 clusters Score: Raw -181077.222514 + Penalty 2376.579887 = -178700.642627 nChanged 31 SP:Iteration 6Q (45458.020000 sec): 3 clusters Score: Raw -181099.440466 + Penalty 2376.579887 = -178722.860579 nChanged 20 SP:Iteration 7Q (45458.210000 sec): 3 clusters Score: Raw -181111.502760 + Penalty 2376.579887 = -178734.922873 nChanged 14 SP:Iteration 8Q (45458.380000 sec): 3 clusters Score: Raw -181118.143862 + Penalty 2376.579887 = -178741.563975 nChanged 6 SP:Iteration 9Q (45458.600000 sec): 3 clusters Score: Raw -181121.254456 + Penalty 2376.579887 = -178744.674570 nChanged 5 SP:Iteration 10Q (45458.750000 sec): 3 clusters Score: Raw -181124.636597 + Penalty 2376.579887 = -178748.056710 nChanged 4 SP:Iteration 11Q (45458.890000 sec): 3 clusters Score: Raw -181128.482295 + Penalty 2376.579887 = -178751.902408 nChanged 8 SP:Iteration 12Q (45459.040000 sec): 3 clusters Score: Raw -181132.271978 + Penalty 2376.579887 = -178755.692091 nChanged 0 SP:Iteration 13F (45459.210000 sec): 3 clusters Score: Raw -181132.271978 + Penalty 2376.579887 = -178755.692091 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45459.260000 sec): 2 clusters Score: Raw -14720.071773 + Penalty 803.016894 = -13917.054879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45459.440000 sec): 3 clusters Score: Raw -14860.218263 + Penalty 1606.033787 = -13254.184476 nChanged 15 SP:Iteration 1F (45459.600000 sec): 3 clusters Score: Raw -14922.752639 + Penalty 1606.033787 = -13316.718852 nChanged 2 SP:Iteration 2Q (45459.720000 sec): 3 clusters Score: Raw -14930.554055 + Penalty 1606.033787 = -13324.520268 nChanged 0 SP:Iteration 3F (45459.930000 sec): 3 clusters Score: Raw -14930.554055 + Penalty 1606.033787 = -13324.520268 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 22 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45460.030000 sec): 2 clusters Score: Raw -70433.135545 + Penalty 1045.874435 = -69387.261110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45460.160000 sec): 3 clusters Score: Raw -70324.397199 + Penalty 2091.748870 = -68232.648329 nChanged 149 SP:Iteration 1F (45460.320000 sec): 3 clusters Score: Raw -70497.385649 + Penalty 2091.748870 = -68405.636779 nChanged 40 SP:Iteration 2F (45460.510000 sec): 3 clusters Score: Raw -70557.502253 + Penalty 2091.748870 = -68465.753383 nChanged 27 SP:Iteration 3Q (45460.670000 sec): 3 clusters Score: Raw -70601.870368 + Penalty 2091.748870 = -68510.121498 nChanged 15 SP:Iteration 4Q (45460.790000 sec): 3 clusters Score: Raw -70626.414262 + Penalty 2091.748870 = -68534.665392 nChanged 6 SP:Iteration 5Q (45460.960000 sec): 3 clusters Score: Raw -70636.418099 + Penalty 2091.748870 = -68544.669229 nChanged 8 SP:Iteration 6Q (45461.130000 sec): 3 clusters Score: Raw -70645.086866 + Penalty 2091.748870 = -68553.337996 nChanged 5 SP:Iteration 7Q (45461.320000 sec): 3 clusters Score: Raw -70652.446620 + Penalty 2091.748870 = -68560.697751 nChanged 2 SP:Iteration 8Q (45461.450000 sec): 3 clusters Score: Raw -70653.891764 + Penalty 2091.748870 = -68562.142894 nChanged 4 SP:Iteration 9Q (45461.630000 sec): 3 clusters Score: Raw -70657.259747 + Penalty 2091.748870 = -68565.510877 nChanged 2 SP:Iteration 10Q (45461.830000 sec): 3 clusters Score: Raw -70664.604220 + Penalty 2091.748870 = -68572.855351 nChanged 7 SP:Iteration 11Q (45462.000000 sec): 3 clusters Score: Raw -70675.137167 + Penalty 2091.748870 = -68583.388297 nChanged 7 SP:Iteration 12Q (45462.160000 sec): 3 clusters Score: Raw -70683.751618 + Penalty 2091.748870 = -68592.002749 nChanged 6 SP:Iteration 13Q (45462.370000 sec): 3 clusters Score: Raw -70695.266095 + Penalty 2091.748870 = -68603.517225 nChanged 8 SP:Iteration 14Q (45462.540000 sec): 3 clusters Score: Raw -70715.944481 + Penalty 2091.748870 = -68624.195612 nChanged 14 SP:Iteration 15Q (45462.710000 sec): 3 clusters Score: Raw -70764.413891 + Penalty 2091.748870 = -68672.665021 nChanged 20 SP:Iteration 16Q (45462.870000 sec): 3 clusters Score: Raw -70834.319350 + Penalty 2091.748870 = -68742.570481 nChanged 20 SP:Iteration 17Q (45463.060000 sec): 3 clusters Score: Raw -70926.438224 + Penalty 2091.748870 = -68834.689354 nChanged 27 SP:Iteration 18Q (45463.170000 sec): 3 clusters Score: Raw -71071.579602 + Penalty 2091.748870 = -68979.830733 nChanged 30 SP:Iteration 19Q (45463.340000 sec): 3 clusters Score: Raw -71294.992460 + Penalty 2091.748870 = -69203.243590 nChanged 14 SP:Iteration 20F (45463.510000 sec): 3 clusters Score: Raw -71374.783519 + Penalty 2091.748870 = -69283.034650 nChanged 13 SP:Iteration 21Q (45463.660000 sec): 3 clusters Score: Raw -71433.185873 + Penalty 2091.748870 = -69341.437003 nChanged 14 SP:Iteration 22Q (45463.830000 sec): 3 clusters Score: Raw -71476.724698 + Penalty 2091.748870 = -69384.975828 nChanged 5 SP:Iteration 23Q (45464.000000 sec): 3 clusters Score: Raw -71487.196442 + Penalty 2091.748870 = -69395.447572 nChanged 3 SP:Iteration 24Q (45464.190000 sec): 3 clusters Score: Raw -71491.351827 + Penalty 2091.748870 = -69399.602957 nChanged 0 SP:Iteration 25F (45464.370000 sec): 3 clusters Score: Raw -71491.351827 + Penalty 2091.748870 = -69399.602957 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 8.69 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45464.490000 sec): 2 clusters Score: Raw -28352.486123 + Penalty 902.355933 = -27450.130190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45464.650000 sec): 3 clusters Score: Raw -28406.637897 + Penalty 1804.711865 = -26601.926032 nChanged 35 SP:Iteration 1F (45464.840000 sec): 3 clusters Score: Raw -28506.088769 + Penalty 1804.711865 = -26701.376904 nChanged 12 SP:Iteration 2Q (45464.990000 sec): 3 clusters Score: Raw -28545.994952 + Penalty 1804.711865 = -26741.283087 nChanged 8 SP:Iteration 3Q (45465.210000 sec): 3 clusters Score: Raw -28570.401496 + Penalty 1804.711865 = -26765.689631 nChanged 2 SP:Iteration 4Q (45465.400000 sec): 3 clusters Score: Raw -28574.803893 + Penalty 1804.711865 = -26770.092028 nChanged 0 SP:Iteration 5F (45465.540000 sec): 3 clusters Score: Raw -28574.803893 + Penalty 1804.711865 = -26770.092028 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45465.640000 sec): 2 clusters Score: Raw -24198.338629 + Penalty 871.209977 = -23327.128652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45465.820000 sec): 3 clusters Score: Raw -24326.956176 + Penalty 1742.419954 = -22584.536222 nChanged 44 SP:Iteration 1F (45466.040000 sec): 3 clusters Score: Raw -24556.520942 + Penalty 1742.419954 = -22814.100988 nChanged 9 SP:Iteration 2Q (45466.210000 sec): 3 clusters Score: Raw -24732.878790 + Penalty 1742.419954 = -22990.458836 nChanged 9 SP:Iteration 3Q (45466.390000 sec): 3 clusters Score: Raw -24769.597093 + Penalty 1742.419954 = -23027.177139 nChanged 4 SP:Iteration 4Q (45466.540000 sec): 3 clusters Score: Raw -24786.746968 + Penalty 1742.419954 = -23044.327014 nChanged 3 SP:Iteration 5Q (45466.760000 sec): 3 clusters Score: Raw -24801.364257 + Penalty 1742.419954 = -23058.944303 nChanged 3 SP:Iteration 6Q (45466.920000 sec): 3 clusters Score: Raw -24818.613105 + Penalty 1742.419954 = -23076.193151 nChanged 1 SP:Iteration 7Q (45467.070000 sec): 3 clusters Score: Raw -24825.331786 + Penalty 1742.419954 = -23082.911832 nChanged 0 SP:Iteration 8F (45467.260000 sec): 3 clusters Score: Raw -24825.331786 + Penalty 1742.419954 = -23082.911832 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45467.340000 sec): 2 clusters Score: Raw -20860.896731 + Penalty 846.541500 = -20014.355231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45467.520000 sec): 3 clusters Score: Raw -20968.262307 + Penalty 1693.083000 = -19275.179307 nChanged 13 SP:Iteration 1F (45467.700000 sec): 3 clusters Score: Raw -21036.901617 + Penalty 1693.083000 = -19343.818617 nChanged 5 SP:Iteration 2Q (45467.850000 sec): 3 clusters Score: Raw -21064.172682 + Penalty 1693.083000 = -19371.089683 nChanged 3 SP:Iteration 3Q (45467.990000 sec): 3 clusters Score: Raw -21076.922761 + Penalty 1693.083000 = -19383.839761 nChanged 1 SP:Iteration 4Q (45468.160000 sec): 3 clusters Score: Raw -21080.851602 + Penalty 1693.083000 = -19387.768603 nChanged 1 SP:Iteration 5Q (45468.360000 sec): 3 clusters Score: Raw -21090.339602 + Penalty 1693.083000 = -19397.256602 nChanged 0 SP:Iteration 6F (45468.510000 sec): 3 clusters Score: Raw -21090.339602 + Penalty 1693.083000 = -19397.256602 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45468.590000 sec): 2 clusters Score: Raw -23671.050983 + Penalty 874.233320 = -22796.817663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45468.760000 sec): 3 clusters Score: Raw -23769.559317 + Penalty 1748.466640 = -22021.092677 nChanged 27 SP:Iteration 1F (45468.900000 sec): 3 clusters Score: Raw -23903.928871 + Penalty 1748.466640 = -22155.462231 nChanged 7 SP:Iteration 2Q (45469.110000 sec): 3 clusters Score: Raw -23933.067451 + Penalty 1748.466640 = -22184.600812 nChanged 4 SP:Iteration 3Q (45469.240000 sec): 3 clusters Score: Raw -23945.552320 + Penalty 1748.466640 = -22197.085680 nChanged 1 SP:Iteration 4Q (45469.440000 sec): 3 clusters Score: Raw -23947.314325 + Penalty 1748.466640 = -22198.847685 nChanged 0 SP:Iteration 5F (45469.590000 sec): 3 clusters Score: Raw -23947.314325 + Penalty 1748.466640 = -22198.847685 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 27 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45469.700000 sec): 2 clusters Score: Raw -68004.443343 + Penalty 1040.041835 = -66964.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45469.890000 sec): 3 clusters Score: Raw -67888.516712 + Penalty 2080.083670 = -65808.433042 nChanged 159 SP:Iteration 1F (45470.040000 sec): 3 clusters Score: Raw -68140.436980 + Penalty 2080.083670 = -66060.353310 nChanged 53 SP:Iteration 2F (45470.240000 sec): 3 clusters Score: Raw -68277.038266 + Penalty 2080.083670 = -66196.954596 nChanged 33 SP:Iteration 3F (45470.410000 sec): 3 clusters Score: Raw -68339.087470 + Penalty 2080.083670 = -66259.003800 nChanged 31 SP:Iteration 4F (45470.560000 sec): 3 clusters Score: Raw -68422.903966 + Penalty 2080.083670 = -66342.820297 nChanged 27 SP:Iteration 5Q (45470.700000 sec): 3 clusters Score: Raw -68468.784030 + Penalty 2080.083670 = -66388.700361 nChanged 10 SP:Iteration 6Q (45470.910000 sec): 3 clusters Score: Raw -68482.158273 + Penalty 2080.083670 = -66402.074604 nChanged 5 SP:Iteration 7Q (45471.100000 sec): 3 clusters Score: Raw -68490.062157 + Penalty 2080.083670 = -66409.978487 nChanged 7 SP:Iteration 8Q (45471.290000 sec): 3 clusters Score: Raw -68501.914197 + Penalty 2080.083670 = -66421.830528 nChanged 5 SP:Iteration 9Q (45471.440000 sec): 3 clusters Score: Raw -68508.002915 + Penalty 2080.083670 = -66427.919245 nChanged 2 SP:Iteration 10Q (45471.630000 sec): 3 clusters Score: Raw -68511.047715 + Penalty 2080.083670 = -66430.964046 nChanged 4 SP:Iteration 11Q (45471.780000 sec): 3 clusters Score: Raw -68517.564755 + Penalty 2080.083670 = -66437.481085 nChanged 3 SP:Iteration 12Q (45471.940000 sec): 3 clusters Score: Raw -68522.437730 + Penalty 2080.083670 = -66442.354061 nChanged 0 SP:Iteration 13F (45472.100000 sec): 3 clusters Score: Raw -68522.437730 + Penalty 2080.083670 = -66442.354061 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 28 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45472.200000 sec): 2 clusters Score: Raw -37270.785386 + Penalty 945.280563 = -36325.504822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45472.370000 sec): 3 clusters Score: Raw -37297.987127 + Penalty 1890.561127 = -35407.426000 nChanged 64 SP:Iteration 1F (45472.550000 sec): 3 clusters Score: Raw -37441.867846 + Penalty 1890.561127 = -35551.306719 nChanged 17 SP:Iteration 2F (45472.720000 sec): 3 clusters Score: Raw -37490.048089 + Penalty 1890.561127 = -35599.486962 nChanged 7 SP:Iteration 3Q (45472.940000 sec): 3 clusters Score: Raw -37516.302381 + Penalty 1890.561127 = -35625.741254 nChanged 4 SP:Iteration 4Q (45473.140000 sec): 3 clusters Score: Raw -37541.045340 + Penalty 1890.561127 = -35650.484213 nChanged 3 SP:Iteration 5Q (45473.300000 sec): 3 clusters Score: Raw -37550.031663 + Penalty 1890.561127 = -35659.470536 nChanged 1 SP:Iteration 6Q (45473.440000 sec): 3 clusters Score: Raw -37552.886499 + Penalty 1890.561127 = -35662.325372 nChanged 1 SP:Iteration 7Q (45473.640000 sec): 3 clusters Score: Raw -37554.455566 + Penalty 1890.561127 = -35663.894439 nChanged 1 SP:Iteration 8Q (45473.820000 sec): 3 clusters Score: Raw -37555.326506 + Penalty 1890.561127 = -35664.765379 nChanged 1 SP:Iteration 9Q (45474.000000 sec): 3 clusters Score: Raw -37558.863930 + Penalty 1890.561127 = -35668.302803 nChanged 0 SP:Iteration 10F (45474.140000 sec): 3 clusters Score: Raw -37558.863930 + Penalty 1890.561127 = -35668.302803 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 29 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45474.230000 sec): 2 clusters Score: Raw -72913.639403 + Penalty 1049.225069 = -71864.414334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45474.400000 sec): 3 clusters Score: Raw -72809.309218 + Penalty 2098.450138 = -70710.859080 nChanged 161 SP:Iteration 1F (45474.560000 sec): 3 clusters Score: Raw -72983.365426 + Penalty 2098.450138 = -70884.915288 nChanged 40 SP:Iteration 2F (45474.790000 sec): 3 clusters Score: Raw -73037.091977 + Penalty 2098.450138 = -70938.641839 nChanged 35 SP:Iteration 3F (45474.960000 sec): 3 clusters Score: Raw -73086.725104 + Penalty 2098.450138 = -70988.274966 nChanged 18 SP:Iteration 4Q (45475.130000 sec): 3 clusters Score: Raw -73111.636019 + Penalty 2098.450138 = -71013.185881 nChanged 14 SP:Iteration 5Q (45475.330000 sec): 3 clusters Score: Raw -73128.182903 + Penalty 2098.450138 = -71029.732765 nChanged 12 SP:Iteration 6Q (45475.470000 sec): 3 clusters Score: Raw -73142.546235 + Penalty 2098.450138 = -71044.096097 nChanged 5 SP:Iteration 7Q (45475.690000 sec): 3 clusters Score: Raw -73147.993711 + Penalty 2098.450138 = -71049.543573 nChanged 4 SP:Iteration 8Q (45475.850000 sec): 3 clusters Score: Raw -73152.131329 + Penalty 2098.450138 = -71053.681191 nChanged 2 SP:Iteration 9Q (45475.970000 sec): 3 clusters Score: Raw -73156.158834 + Penalty 2098.450138 = -71057.708696 nChanged 4 SP:Iteration 10Q (45476.100000 sec): 3 clusters Score: Raw -73161.143344 + Penalty 2098.450138 = -71062.693205 nChanged 5 SP:Iteration 11Q (45476.250000 sec): 3 clusters Score: Raw -73184.232579 + Penalty 2098.450138 = -71085.782441 nChanged 13 SP:Iteration 12Q (45476.410000 sec): 3 clusters Score: Raw -73213.846900 + Penalty 2098.450138 = -71115.396762 nChanged 10 SP:Iteration 13Q (45476.630000 sec): 3 clusters Score: Raw -73237.948618 + Penalty 2098.450138 = -71139.498480 nChanged 10 SP:Iteration 14Q (45476.780000 sec): 3 clusters Score: Raw -73249.199183 + Penalty 2098.450138 = -71150.749045 nChanged 7 SP:Iteration 15Q (45476.950000 sec): 3 clusters Score: Raw -73257.998109 + Penalty 2098.450138 = -71159.547971 nChanged 7 SP:Iteration 16Q (45477.140000 sec): 3 clusters Score: Raw -73270.993183 + Penalty 2098.450138 = -71172.543045 nChanged 9 SP:Iteration 17Q (45477.370000 sec): 3 clusters Score: Raw -73293.862685 + Penalty 2098.450138 = -71195.412547 nChanged 9 SP:Iteration 18Q (45477.550000 sec): 3 clusters Score: Raw -73307.784915 + Penalty 2098.450138 = -71209.334777 nChanged 10 SP:Iteration 19Q (45477.740000 sec): 3 clusters Score: Raw -73325.326674 + Penalty 2098.450138 = -71226.876536 nChanged 5 SP:Iteration 20F (45477.900000 sec): 3 clusters Score: Raw -73331.212899 + Penalty 2098.450138 = -71232.762761 nChanged 1 SP:Iteration 21Q (45478.060000 sec): 3 clusters Score: Raw -73333.565683 + Penalty 2098.450138 = -71235.115545 nChanged 0 SP:Iteration 22F (45478.260000 sec): 3 clusters Score: Raw -73333.565683 + Penalty 2098.450138 = -71235.115545 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 30 (932713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45482.070000 sec): 2 clusters Score: Raw -114389976.226107 + Penalty 2233.701084 = -114387742.525023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45486.480000 sec): 3 clusters Score: Raw -113756718.940707 + Penalty 4467.402167 = -113752251.538540 nChanged 460054 SP:Iteration 1F (45490.540000 sec): 3 clusters Score: Raw -114038574.987125 + Penalty 4467.402167 = -114034107.584958 nChanged 26682 SP:Iteration 2Q (45494.950000 sec): 3 clusters Score: Raw -114045760.805348 + Penalty 4467.402167 = -114041293.403181 nChanged 36864 SP:Iteration 3Q (45499.360000 sec): 3 clusters Score: Raw -114059980.369362 + Penalty 4467.402167 = -114055512.967195 nChanged 53150 SP:Iteration 4F (45503.360000 sec): 3 clusters Score: Raw -114089078.589037 + Penalty 4467.402167 = -114084611.186870 nChanged 73841 SP:Iteration 5F (45507.550000 sec): 3 clusters Score: Raw -114143705.082062 + Penalty 4467.402167 = -114139237.679895 nChanged 89369 SP:Iteration 6F (45511.610000 sec): 3 clusters Score: Raw -114225709.608753 + Penalty 4467.402167 = -114221242.206586 nChanged 83110 SP:Iteration 7F (45515.760000 sec): 3 clusters Score: Raw -114310042.569289 + Penalty 4467.402167 = -114305575.167122 nChanged 52643 SP:Iteration 8F (45519.780000 sec): 3 clusters Score: Raw -114363482.930287 + Penalty 4467.402167 = -114359015.528120 nChanged 21114 SP:Iteration 9Q (45523.730000 sec): 3 clusters Score: Raw -114383731.818272 + Penalty 4467.402167 = -114379264.416105 nChanged 5713 SP:Iteration 10Q (45527.640000 sec): 3 clusters Score: Raw -114388844.409530 + Penalty 4467.402167 = -114384377.007363 nChanged 1216 SP:Iteration 11Q (45531.630000 sec): 3 clusters Score: Raw -114390043.011097 + Penalty 4467.402167 = -114385575.608929 nChanged 295 SP:Iteration 12Q (45535.450000 sec): 3 clusters Score: Raw -114390507.639753 + Penalty 4467.402167 = -114386040.237586 nChanged 182 SP:Iteration 13Q (45538.910000 sec): 3 clusters Score: Raw -114390746.389167 + Penalty 4467.402167 = -114386278.987000 nChanged 173 SP:Iteration 14Q (45542.720000 sec): 3 clusters Score: Raw -114390923.230297 + Penalty 4467.402167 = -114386455.828130 nChanged 148 SP:Iteration 15Q (45546.390000 sec): 3 clusters Score: Raw -114391035.099082 + Penalty 4467.402167 = -114386567.696915 nChanged 119 SP:Iteration 16Q (45549.730000 sec): 3 clusters Score: Raw -114391117.836172 + Penalty 4467.402167 = -114386650.434004 nChanged 99 SP:Iteration 17Q (45553.100000 sec): 3 clusters Score: Raw -114391174.073466 + Penalty 4467.402167 = -114386706.671299 nChanged 91 SP:Iteration 18Q (45556.760000 sec): 3 clusters Score: Raw -114391221.057817 + Penalty 4467.402167 = -114386753.655650 nChanged 75 SP:Iteration 19Q (45560.190000 sec): 3 clusters Score: Raw -114391254.870146 + Penalty 4467.402167 = -114386787.467979 nChanged 68 SP:Iteration 20F (45564.290000 sec): 3 clusters Score: Raw -114391304.775870 + Penalty 4467.402167 = -114386837.373703 nChanged 88 SP:Iteration 21Q (45567.730000 sec): 3 clusters Score: Raw -114391349.170957 + Penalty 4467.402167 = -114386881.768790 nChanged 79 SP:Iteration 22Q (45571.360000 sec): 3 clusters Score: Raw -114391383.106124 + Penalty 4467.402167 = -114386915.703957 nChanged 71 SP:Iteration 23Q (45575.180000 sec): 3 clusters Score: Raw -114391409.143120 + Penalty 4467.402167 = -114386941.740952 nChanged 69 SP:Iteration 24Q (45579.040000 sec): 3 clusters Score: Raw -114391436.232413 + Penalty 4467.402167 = -114386968.830245 nChanged 63 SP:Iteration 25Q (45582.500000 sec): 3 clusters Score: Raw -114391462.145710 + Penalty 4467.402167 = -114386994.743542 nChanged 68 SP:Iteration 26Q (45586.110000 sec): 3 clusters Score: Raw -114391488.997681 + Penalty 4467.402167 = -114387021.595513 nChanged 68 SP:Iteration 27Q (45589.950000 sec): 3 clusters Score: Raw -114391511.659804 + Penalty 4467.402167 = -114387044.257637 nChanged 70 SP:Iteration 28Q (45593.650000 sec): 3 clusters Score: Raw -114391532.554019 + Penalty 4467.402167 = -114387065.151851 nChanged 64 SP:Iteration 29Q (45597.250000 sec): 3 clusters Score: Raw -114391549.108636 + Penalty 4467.402167 = -114387081.706469 nChanged 51 SP:Iteration 30Q (45601.090000 sec): 3 clusters Score: Raw -114391562.910443 + Penalty 4467.402167 = -114387095.508276 nChanged 45 SP:Iteration 31Q (45604.720000 sec): 3 clusters Score: Raw -114391573.184323 + Penalty 4467.402167 = -114387105.782156 nChanged 34 SP:Iteration 32Q (45608.280000 sec): 3 clusters Score: Raw -114391579.477690 + Penalty 4467.402167 = -114387112.075522 nChanged 24 SP:Iteration 33Q (45612.060000 sec): 3 clusters Score: Raw -114391584.578997 + Penalty 4467.402167 = -114387117.176830 nChanged 19 SP:Iteration 34Q (45615.490000 sec): 3 clusters Score: Raw -114391587.954086 + Penalty 4467.402167 = -114387120.551918 nChanged 15 SP:Iteration 35Q (45619.070000 sec): 3 clusters Score: Raw -114391591.912030 + Penalty 4467.402167 = -114387124.509863 nChanged 15 SP:Iteration 36Q (45622.790000 sec): 3 clusters Score: Raw -114391594.534465 + Penalty 4467.402167 = -114387127.132298 nChanged 13 SP:Iteration 37Q (45626.550000 sec): 3 clusters Score: Raw -114391596.416735 + Penalty 4467.402167 = -114387129.014568 nChanged 12 SP:Iteration 38Q (45630.120000 sec): 3 clusters Score: Raw -114391598.005254 + Penalty 4467.402167 = -114387130.603087 nChanged 10 SP:Iteration 39Q (45633.830000 sec): 3 clusters Score: Raw -114391599.154770 + Penalty 4467.402167 = -114387131.752602 nChanged 8 SP:Iteration 40F (45638.060000 sec): 3 clusters Score: Raw -114391600.393396 + Penalty 4467.402167 = -114387132.991228 nChanged 7 SP:Iteration 41Q (45641.660000 sec): 3 clusters Score: Raw -114391601.197317 + Penalty 4467.402167 = -114387133.795150 nChanged 9 SP:Iteration 42Q (45645.140000 sec): 3 clusters Score: Raw -114391602.335835 + Penalty 4467.402167 = -114387134.933667 nChanged 9 SP:Iteration 43Q (45649.750000 sec): 3 clusters Score: Raw -114391603.334253 + Penalty 4467.402167 = -114387135.932085 nChanged 8 SP:Iteration 44Q (45653.790000 sec): 3 clusters Score: Raw -114391604.814728 + Penalty 4467.402167 = -114387137.412561 nChanged 8 SP:Iteration 45Q (45657.620000 sec): 3 clusters Score: Raw -114391605.831225 + Penalty 4467.402167 = -114387138.429058 nChanged 4 SP:Iteration 46Q (45661.390000 sec): 3 clusters Score: Raw -114391606.963096 + Penalty 4467.402167 = -114387139.560929 nChanged 7 SP:Iteration 47Q (45665.380000 sec): 3 clusters Score: Raw -114391607.787907 + Penalty 4467.402167 = -114387140.385740 nChanged 7 SP:Iteration 48Q (45669.500000 sec): 3 clusters Score: Raw -114391608.517177 + Penalty 4467.402167 = -114387141.115009 nChanged 3 SP:Iteration 49Q (45673.850000 sec): 3 clusters Score: Raw -114391609.036034 + Penalty 4467.402167 = -114387141.633867 nChanged 5 SP:Iteration 50Q (45677.370000 sec): 3 clusters Score: Raw -114391609.664279 + Penalty 4467.402167 = -114387142.262112 nChanged 1 SP:Iteration 51Q (45681.010000 sec): 3 clusters Score: Raw -114391609.798869 + Penalty 4467.402167 = -114387142.396702 nChanged 3 SP:Iteration 52Q (45684.670000 sec): 3 clusters Score: Raw -114391610.245402 + Penalty 4467.402167 = -114387142.843235 nChanged 0 SP:Iteration 53F (45689.390000 sec): 3 clusters Score: Raw -114391610.245402 + Penalty 4467.402167 = -114387142.843235 nChanged 0 Iteration 401F (45752.410000 sec): 32 clusters Score: Raw -146417938.660060 + Penalty 70528.009676 = -146347410.650384 nChanged 11 Iteration 402F (45814.010000 sec): 32 clusters Score: Raw -146417962.647923 + Penalty 70528.009676 = -146347434.638247 nChanged 5 Iteration 403Q (45852.850000 sec): 32 clusters Score: Raw -146417977.954118 + Penalty 70528.009676 = -146347449.944441 nChanged 3 Iteration 404Q (45892.310000 sec): 32 clusters Score: Raw -146417982.715573 + Penalty 70528.009676 = -146347454.705897 nChanged 1 Iteration 405Q (45932.970000 sec): 32 clusters Score: Raw -146417987.104183 + Penalty 70528.009676 = -146347459.094506 nChanged 4 Iteration 406Q (45974.650000 sec): 32 clusters Score: Raw -146417998.837630 + Penalty 70528.009676 = -146347470.827954 nChanged 3 Iteration 407Q (46013.820000 sec): 32 clusters Score: Raw -146418003.490834 + Penalty 70528.009676 = -146347475.481158 nChanged 0 Iteration 408F (46076.870000 sec): 32 clusters Score: Raw -146418003.490834 + Penalty 70528.009676 = -146347475.481158 nChanged 0 Compute initial score before splitting: Score: Raw -146418003.490834 + Penalty 70528.009676 = -146347475.481158 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 1 (28798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46077.530000 sec): 2 clusters Score: Raw -3548643.285487 + Penalty 1668.559948 = -3546974.725539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46077.860000 sec): 3 clusters Score: Raw -3530804.814302 + Penalty 3337.119896 = -3527467.694406 nChanged 13247 SP:Iteration 1F (46078.140000 sec): 3 clusters Score: Raw -3538138.554676 + Penalty 3337.119896 = -3534801.434779 nChanged 1293 SP:Iteration 2Q (46078.470000 sec): 3 clusters Score: Raw -3538527.578356 + Penalty 3337.119896 = -3535190.458460 nChanged 1133 SP:Iteration 3Q (46078.780000 sec): 3 clusters Score: Raw -3538880.929313 + Penalty 3337.119896 = -3535543.809417 nChanged 1175 SP:Iteration 4Q (46079.100000 sec): 3 clusters Score: Raw -3539295.829225 + Penalty 3337.119896 = -3535958.709329 nChanged 1268 SP:Iteration 5Q (46079.410000 sec): 3 clusters Score: Raw -3539854.326100 + Penalty 3337.119896 = -3536517.206204 nChanged 1548 SP:Iteration 6F (46079.680000 sec): 3 clusters Score: Raw -3540754.697799 + Penalty 3337.119896 = -3537417.577903 nChanged 1919 SP:Iteration 7F (46079.960000 sec): 3 clusters Score: Raw -3542137.468934 + Penalty 3337.119896 = -3538800.349038 nChanged 2141 SP:Iteration 8F (46080.240000 sec): 3 clusters Score: Raw -3544037.846596 + Penalty 3337.119896 = -3540700.726700 nChanged 2044 SP:Iteration 9F (46080.520000 sec): 3 clusters Score: Raw -3546004.700420 + Penalty 3337.119896 = -3542667.580524 nChanged 1437 SP:Iteration 10Q (46080.800000 sec): 3 clusters Score: Raw -3547419.866162 + Penalty 3337.119896 = -3544082.746266 nChanged 798 SP:Iteration 11Q (46081.060000 sec): 3 clusters Score: Raw -3548212.699442 + Penalty 3337.119896 = -3544875.579545 nChanged 338 SP:Iteration 12Q (46081.350000 sec): 3 clusters Score: Raw -3548554.053979 + Penalty 3337.119896 = -3545216.934083 nChanged 113 SP:Iteration 13Q (46081.640000 sec): 3 clusters Score: Raw -3548676.154588 + Penalty 3337.119896 = -3545339.034692 nChanged 45 SP:Iteration 14Q (46081.860000 sec): 3 clusters Score: Raw -3548728.209643 + Penalty 3337.119896 = -3545391.089746 nChanged 28 SP:Iteration 15Q (46082.160000 sec): 3 clusters Score: Raw -3548760.029431 + Penalty 3337.119896 = -3545422.909535 nChanged 11 SP:Iteration 16Q (46082.420000 sec): 3 clusters Score: Raw -3548776.655433 + Penalty 3337.119896 = -3545439.535536 nChanged 9 SP:Iteration 17Q (46082.690000 sec): 3 clusters Score: Raw -3548788.360841 + Penalty 3337.119896 = -3545451.240945 nChanged 3 SP:Iteration 18Q (46083.030000 sec): 3 clusters Score: Raw -3548793.440771 + Penalty 3337.119896 = -3545456.320875 nChanged 3 SP:Iteration 19Q (46083.340000 sec): 3 clusters Score: Raw -3548797.398717 + Penalty 3337.119896 = -3545460.278821 nChanged 3 SP:Iteration 20F (46083.660000 sec): 3 clusters Score: Raw -3548800.944383 + Penalty 3337.119896 = -3545463.824487 nChanged 3 SP:Iteration 21Q (46083.930000 sec): 3 clusters Score: Raw -3548805.194708 + Penalty 3337.119896 = -3545468.074811 nChanged 3 SP:Iteration 22Q (46084.220000 sec): 3 clusters Score: Raw -3548807.487354 + Penalty 3337.119896 = -3545470.367458 nChanged 0 SP:Iteration 23F (46084.500000 sec): 3 clusters Score: Raw -3548807.487354 + Penalty 3337.119896 = -3545470.367458 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 2 (52186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46084.810000 sec): 2 clusters Score: Raw -6388569.195245 + Penalty 1765.167550 = -6386804.027695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46085.280000 sec): 3 clusters Score: Raw -6355414.606667 + Penalty 3530.335100 = -6351884.271567 nChanged 24466 SP:Iteration 1F (46085.750000 sec): 3 clusters Score: Raw -6369353.673717 + Penalty 3530.335100 = -6365823.338617 nChanged 1980 SP:Iteration 2Q (46086.260000 sec): 3 clusters Score: Raw -6369990.022318 + Penalty 3530.335100 = -6366459.687218 nChanged 2268 SP:Iteration 3Q (46086.750000 sec): 3 clusters Score: Raw -6370953.723940 + Penalty 3530.335100 = -6367423.388840 nChanged 3039 SP:Iteration 4F (46087.230000 sec): 3 clusters Score: Raw -6372669.159028 + Penalty 3530.335100 = -6369138.823928 nChanged 4069 SP:Iteration 5F (46087.700000 sec): 3 clusters Score: Raw -6375694.830665 + Penalty 3530.335100 = -6372164.495565 nChanged 4852 SP:Iteration 6F (46088.160000 sec): 3 clusters Score: Raw -6380168.597303 + Penalty 3530.335100 = -6376638.262203 nChanged 4481 SP:Iteration 7F (46088.650000 sec): 3 clusters Score: Raw -6384756.517281 + Penalty 3530.335100 = -6381226.182181 nChanged 2658 SP:Iteration 8F (46089.070000 sec): 3 clusters Score: Raw -6387509.057986 + Penalty 3530.335100 = -6383978.722886 nChanged 916 SP:Iteration 9Q (46089.540000 sec): 3 clusters Score: Raw -6388441.111033 + Penalty 3530.335100 = -6384910.775933 nChanged 172 SP:Iteration 10Q (46089.970000 sec): 3 clusters Score: Raw -6388673.503183 + Penalty 3530.335100 = -6385143.168083 nChanged 29 SP:Iteration 11Q (46090.420000 sec): 3 clusters Score: Raw -6388734.674339 + Penalty 3530.335100 = -6385204.339239 nChanged 13 SP:Iteration 12Q (46090.690000 sec): 3 clusters Score: Raw -6388768.477425 + Penalty 3530.335100 = -6385238.142325 nChanged 3 SP:Iteration 13Q (46091.130000 sec): 3 clusters Score: Raw -6388774.028911 + Penalty 3530.335100 = -6385243.693811 nChanged 4 SP:Iteration 14Q (46091.540000 sec): 3 clusters Score: Raw -6388779.892906 + Penalty 3530.335100 = -6385249.557805 nChanged 1 SP:Iteration 15Q (46091.930000 sec): 3 clusters Score: Raw -6388780.872714 + Penalty 3530.335100 = -6385250.537614 nChanged 0 SP:Iteration 16F (46092.370000 sec): 3 clusters Score: Raw -6388780.872714 + Penalty 3530.335100 = -6385250.537614 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 3 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46092.470000 sec): 2 clusters Score: Raw -214022.048583 + Penalty 1224.225228 = -212797.823356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46092.600000 sec): 3 clusters Score: Raw -213264.656852 + Penalty 2448.450456 = -210816.206396 nChanged 682 SP:Iteration 1F (46092.710000 sec): 3 clusters Score: Raw -213791.431592 + Penalty 2448.450456 = -211342.981137 nChanged 188 SP:Iteration 2F (46092.830000 sec): 3 clusters Score: Raw -214079.413830 + Penalty 2448.450456 = -211630.963374 nChanged 163 SP:Iteration 3F (46092.950000 sec): 3 clusters Score: Raw -214366.158426 + Penalty 2448.450456 = -211917.707970 nChanged 160 SP:Iteration 4F (46093.100000 sec): 3 clusters Score: Raw -214622.061642 + Penalty 2448.450456 = -212173.611186 nChanged 118 SP:Iteration 5F (46093.250000 sec): 3 clusters Score: Raw -214764.544267 + Penalty 2448.450456 = -212316.093812 nChanged 72 SP:Iteration 6Q (46093.410000 sec): 3 clusters Score: Raw -214837.556469 + Penalty 2448.450456 = -212389.106013 nChanged 31 SP:Iteration 7Q (46093.530000 sec): 3 clusters Score: Raw -214863.631308 + Penalty 2448.450456 = -212415.180852 nChanged 14 SP:Iteration 8Q (46093.690000 sec): 3 clusters Score: Raw -214876.307347 + Penalty 2448.450456 = -212427.856891 nChanged 8 SP:Iteration 9Q (46093.850000 sec): 3 clusters Score: Raw -214881.145896 + Penalty 2448.450456 = -212432.695440 nChanged 5 SP:Iteration 10Q (46093.980000 sec): 3 clusters Score: Raw -214886.532326 + Penalty 2448.450456 = -212438.081871 nChanged 3 SP:Iteration 11Q (46094.100000 sec): 3 clusters Score: Raw -214888.231282 + Penalty 2448.450456 = -212439.780826 nChanged 2 SP:Iteration 12Q (46094.270000 sec): 3 clusters Score: Raw -214888.977200 + Penalty 2448.450456 = -212440.526745 nChanged 2 SP:Iteration 13Q (46094.410000 sec): 3 clusters Score: Raw -214891.053381 + Penalty 2448.450456 = -212442.602926 nChanged 0 SP:Iteration 14F (46094.540000 sec): 3 clusters Score: Raw -214891.053381 + Penalty 2448.450456 = -212442.602926 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 4 (11753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46094.700000 sec): 2 clusters Score: Raw -1491662.792366 + Penalty 1522.927868 = -1490139.864497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46094.920000 sec): 3 clusters Score: Raw -1484920.851444 + Penalty 3045.855737 = -1481874.995707 nChanged 5062 SP:Iteration 1F (46095.130000 sec): 3 clusters Score: Raw -1487626.728807 + Penalty 3045.855737 = -1484580.873070 nChanged 635 SP:Iteration 2F (46095.350000 sec): 3 clusters Score: Raw -1487878.229665 + Penalty 3045.855737 = -1484832.373928 nChanged 525 SP:Iteration 3Q (46095.600000 sec): 3 clusters Score: Raw -1488095.416758 + Penalty 3045.855737 = -1485049.561021 nChanged 476 SP:Iteration 4Q (46095.800000 sec): 3 clusters Score: Raw -1488292.568526 + Penalty 3045.855737 = -1485246.712789 nChanged 459 SP:Iteration 5Q (46096.020000 sec): 3 clusters Score: Raw -1488507.310197 + Penalty 3045.855737 = -1485461.454460 nChanged 476 SP:Iteration 6Q (46096.270000 sec): 3 clusters Score: Raw -1488785.285255 + Penalty 3045.855737 = -1485739.429519 nChanged 504 SP:Iteration 7Q (46096.500000 sec): 3 clusters Score: Raw -1489126.465845 + Penalty 3045.855737 = -1486080.610108 nChanged 562 SP:Iteration 8Q (46096.700000 sec): 3 clusters Score: Raw -1489546.381991 + Penalty 3045.855737 = -1486500.526254 nChanged 531 SP:Iteration 9Q (46096.960000 sec): 3 clusters Score: Raw -1489938.929147 + Penalty 3045.855737 = -1486893.073410 nChanged 483 SP:Iteration 10Q (46097.150000 sec): 3 clusters Score: Raw -1490322.947306 + Penalty 3045.855737 = -1487277.091569 nChanged 460 SP:Iteration 11Q (46097.340000 sec): 3 clusters Score: Raw -1490643.368510 + Penalty 3045.855737 = -1487597.512773 nChanged 368 SP:Iteration 12Q (46097.570000 sec): 3 clusters Score: Raw -1490884.324622 + Penalty 3045.855737 = -1487838.468885 nChanged 293 SP:Iteration 13Q (46097.770000 sec): 3 clusters Score: Raw -1491069.132937 + Penalty 3045.855737 = -1488023.277200 nChanged 234 SP:Iteration 14Q (46098.000000 sec): 3 clusters Score: Raw -1491210.640319 + Penalty 3045.855737 = -1488164.784582 nChanged 177 SP:Iteration 15Q (46098.180000 sec): 3 clusters Score: Raw -1491307.684634 + Penalty 3045.855737 = -1488261.828897 nChanged 127 SP:Iteration 16Q (46098.390000 sec): 3 clusters Score: Raw -1491375.618143 + Penalty 3045.855737 = -1488329.762406 nChanged 128 SP:Iteration 17Q (46098.600000 sec): 3 clusters Score: Raw -1491441.721380 + Penalty 3045.855737 = -1488395.865643 nChanged 109 SP:Iteration 18Q (46098.810000 sec): 3 clusters Score: Raw -1491499.680739 + Penalty 3045.855737 = -1488453.825002 nChanged 95 SP:Iteration 19Q (46099.070000 sec): 3 clusters Score: Raw -1491555.853544 + Penalty 3045.855737 = -1488509.997807 nChanged 83 SP:Iteration 20F (46099.260000 sec): 3 clusters Score: Raw -1491601.534988 + Penalty 3045.855737 = -1488555.679251 nChanged 71 SP:Iteration 21Q (46099.500000 sec): 3 clusters Score: Raw -1491644.297424 + Penalty 3045.855737 = -1488598.441687 nChanged 64 SP:Iteration 22Q (46099.710000 sec): 3 clusters Score: Raw -1491672.745481 + Penalty 3045.855737 = -1488626.889744 nChanged 39 SP:Iteration 23Q (46099.890000 sec): 3 clusters Score: Raw -1491691.882196 + Penalty 3045.855737 = -1488646.026459 nChanged 46 SP:Iteration 24Q (46100.080000 sec): 3 clusters Score: Raw -1491713.948092 + Penalty 3045.855737 = -1488668.092355 nChanged 33 SP:Iteration 25Q (46100.290000 sec): 3 clusters Score: Raw -1491729.799696 + Penalty 3045.855737 = -1488683.943959 nChanged 34 SP:Iteration 26Q (46100.530000 sec): 3 clusters Score: Raw -1491746.694548 + Penalty 3045.855737 = -1488700.838811 nChanged 26 SP:Iteration 27Q (46100.720000 sec): 3 clusters Score: Raw -1491758.963130 + Penalty 3045.855737 = -1488713.107393 nChanged 18 SP:Iteration 28Q (46100.950000 sec): 3 clusters Score: Raw -1491768.516702 + Penalty 3045.855737 = -1488722.660965 nChanged 18 SP:Iteration 29Q (46101.170000 sec): 3 clusters Score: Raw -1491779.346190 + Penalty 3045.855737 = -1488733.490453 nChanged 19 SP:Iteration 30Q (46101.400000 sec): 3 clusters Score: Raw -1491790.864716 + Penalty 3045.855737 = -1488745.008979 nChanged 20 SP:Iteration 31Q (46101.580000 sec): 3 clusters Score: Raw -1491804.071783 + Penalty 3045.855737 = -1488758.216046 nChanged 28 SP:Iteration 32Q (46101.780000 sec): 3 clusters Score: Raw -1491825.271809 + Penalty 3045.855737 = -1488779.416072 nChanged 26 SP:Iteration 33Q (46102.030000 sec): 3 clusters Score: Raw -1491842.031279 + Penalty 3045.855737 = -1488796.175542 nChanged 19 SP:Iteration 34Q (46102.250000 sec): 3 clusters Score: Raw -1491851.843081 + Penalty 3045.855737 = -1488805.987344 nChanged 15 SP:Iteration 35Q (46102.470000 sec): 3 clusters Score: Raw -1491858.733210 + Penalty 3045.855737 = -1488812.877473 nChanged 7 SP:Iteration 36Q (46102.660000 sec): 3 clusters Score: Raw -1491861.157742 + Penalty 3045.855737 = -1488815.302005 nChanged 5 SP:Iteration 37Q (46102.820000 sec): 3 clusters Score: Raw -1491864.342157 + Penalty 3045.855737 = -1488818.486420 nChanged 7 SP:Iteration 38Q (46103.060000 sec): 3 clusters Score: Raw -1491869.454477 + Penalty 3045.855737 = -1488823.598740 nChanged 5 SP:Iteration 39Q (46103.300000 sec): 3 clusters Score: Raw -1491871.767573 + Penalty 3045.855737 = -1488825.911836 nChanged 7 SP:Iteration 40F (46103.500000 sec): 3 clusters Score: Raw -1491875.676910 + Penalty 3045.855737 = -1488829.821173 nChanged 6 SP:Iteration 41Q (46103.730000 sec): 3 clusters Score: Raw -1491880.365372 + Penalty 3045.855737 = -1488834.509635 nChanged 8 SP:Iteration 42Q (46103.930000 sec): 3 clusters Score: Raw -1491885.269235 + Penalty 3045.855737 = -1488839.413498 nChanged 6 SP:Iteration 43Q (46104.110000 sec): 3 clusters Score: Raw -1491889.405616 + Penalty 3045.855737 = -1488843.549879 nChanged 8 SP:Iteration 44Q (46104.340000 sec): 3 clusters Score: Raw -1491892.683028 + Penalty 3045.855737 = -1488846.827291 nChanged 8 SP:Iteration 45Q (46104.520000 sec): 3 clusters Score: Raw -1491896.287313 + Penalty 3045.855737 = -1488850.431576 nChanged 4 SP:Iteration 46Q (46104.700000 sec): 3 clusters Score: Raw -1491897.743109 + Penalty 3045.855737 = -1488851.887372 nChanged 4 SP:Iteration 47Q (46104.920000 sec): 3 clusters Score: Raw -1491899.374495 + Penalty 3045.855737 = -1488853.518758 nChanged 3 SP:Iteration 48Q (46105.150000 sec): 3 clusters Score: Raw -1491901.079712 + Penalty 3045.855737 = -1488855.223975 nChanged 3 SP:Iteration 49Q (46105.380000 sec): 3 clusters Score: Raw -1491901.894302 + Penalty 3045.855737 = -1488856.038565 nChanged 1 SP:Iteration 50Q (46105.600000 sec): 3 clusters Score: Raw -1491902.094049 + Penalty 3045.855737 = -1488856.238312 nChanged 0 SP:Iteration 51F (46105.830000 sec): 3 clusters Score: Raw -1491902.094049 + Penalty 3045.855737 = -1488856.238312 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 5 (29528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46106.040000 sec): 2 clusters Score: Raw -3503051.410031 + Penalty 1672.627815 = -3501378.782217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46106.360000 sec): 3 clusters Score: Raw -3484710.212654 + Penalty 3345.255630 = -3481364.957024 nChanged 13795 SP:Iteration 1F (46106.680000 sec): 3 clusters Score: Raw -3492397.475623 + Penalty 3345.255630 = -3489052.219993 nChanged 1236 SP:Iteration 2Q (46106.990000 sec): 3 clusters Score: Raw -3492771.588662 + Penalty 3345.255630 = -3489426.333033 nChanged 1226 SP:Iteration 3Q (46107.290000 sec): 3 clusters Score: Raw -3493176.831528 + Penalty 3345.255630 = -3489831.575899 nChanged 1234 SP:Iteration 4Q (46107.580000 sec): 3 clusters Score: Raw -3493660.999763 + Penalty 3345.255630 = -3490315.744133 nChanged 1270 SP:Iteration 5Q (46107.910000 sec): 3 clusters Score: Raw -3494257.853406 + Penalty 3345.255630 = -3490912.597777 nChanged 1355 SP:Iteration 6Q (46108.170000 sec): 3 clusters Score: Raw -3494967.855252 + Penalty 3345.255630 = -3491622.599623 nChanged 1415 SP:Iteration 7Q (46108.490000 sec): 3 clusters Score: Raw -3495751.063676 + Penalty 3345.255630 = -3492405.808047 nChanged 1432 SP:Iteration 8Q (46108.760000 sec): 3 clusters Score: Raw -3496514.252328 + Penalty 3345.255630 = -3493168.996698 nChanged 1349 SP:Iteration 9Q (46109.030000 sec): 3 clusters Score: Raw -3497241.779140 + Penalty 3345.255630 = -3493896.523511 nChanged 1258 SP:Iteration 10Q (46109.330000 sec): 3 clusters Score: Raw -3497923.204203 + Penalty 3345.255630 = -3494577.948574 nChanged 1100 SP:Iteration 11Q (46109.640000 sec): 3 clusters Score: Raw -3498490.628470 + Penalty 3345.255630 = -3495145.372841 nChanged 945 SP:Iteration 12Q (46109.960000 sec): 3 clusters Score: Raw -3498913.697538 + Penalty 3345.255630 = -3495568.441908 nChanged 669 SP:Iteration 13Q (46110.200000 sec): 3 clusters Score: Raw -3499157.972412 + Penalty 3345.255630 = -3495812.716783 nChanged 466 SP:Iteration 14Q (46110.510000 sec): 3 clusters Score: Raw -3499293.846498 + Penalty 3345.255630 = -3495948.590869 nChanged 345 SP:Iteration 15Q (46110.770000 sec): 3 clusters Score: Raw -3499386.993987 + Penalty 3345.255630 = -3496041.738358 nChanged 301 SP:Iteration 16Q (46111.060000 sec): 3 clusters Score: Raw -3499474.892424 + Penalty 3345.255630 = -3496129.636795 nChanged 313 SP:Iteration 17Q (46111.370000 sec): 3 clusters Score: Raw -3499569.047025 + Penalty 3345.255630 = -3496223.791395 nChanged 332 SP:Iteration 18Q (46111.650000 sec): 3 clusters Score: Raw -3499666.989586 + Penalty 3345.255630 = -3496321.733956 nChanged 344 SP:Iteration 19Q (46111.940000 sec): 3 clusters Score: Raw -3499775.837453 + Penalty 3345.255630 = -3496430.581824 nChanged 401 SP:Iteration 20F (46112.200000 sec): 3 clusters Score: Raw -3499912.569981 + Penalty 3345.255630 = -3496567.314351 nChanged 448 SP:Iteration 21Q (46112.520000 sec): 3 clusters Score: Raw -3500070.770724 + Penalty 3345.255630 = -3496725.515094 nChanged 411 SP:Iteration 22Q (46112.860000 sec): 3 clusters Score: Raw -3500229.481717 + Penalty 3345.255630 = -3496884.226087 nChanged 443 SP:Iteration 23Q (46113.180000 sec): 3 clusters Score: Raw -3500408.454893 + Penalty 3345.255630 = -3497063.199264 nChanged 468 SP:Iteration 24Q (46113.510000 sec): 3 clusters Score: Raw -3500611.977593 + Penalty 3345.255630 = -3497266.721963 nChanged 479 SP:Iteration 25Q (46113.800000 sec): 3 clusters Score: Raw -3500841.544375 + Penalty 3345.255630 = -3497496.288746 nChanged 476 SP:Iteration 26Q (46114.130000 sec): 3 clusters Score: Raw -3501097.624834 + Penalty 3345.255630 = -3497752.369205 nChanged 493 SP:Iteration 27Q (46114.490000 sec): 3 clusters Score: Raw -3501376.415907 + Penalty 3345.255630 = -3498031.160277 nChanged 509 SP:Iteration 28Q (46114.800000 sec): 3 clusters Score: Raw -3501694.137262 + Penalty 3345.255630 = -3498348.881633 nChanged 483 SP:Iteration 29Q (46115.090000 sec): 3 clusters Score: Raw -3502019.876206 + Penalty 3345.255630 = -3498674.620576 nChanged 430 SP:Iteration 30Q (46115.400000 sec): 3 clusters Score: Raw -3502280.683549 + Penalty 3345.255630 = -3498935.427920 nChanged 385 SP:Iteration 31Q (46115.700000 sec): 3 clusters Score: Raw -3502539.221577 + Penalty 3345.255630 = -3499193.965948 nChanged 351 SP:Iteration 32Q (46116.000000 sec): 3 clusters Score: Raw -3502828.347417 + Penalty 3345.255630 = -3499483.091788 nChanged 327 SP:Iteration 33Q (46116.300000 sec): 3 clusters Score: Raw -3503139.735500 + Penalty 3345.255630 = -3499794.479871 nChanged 273 SP:Iteration 34Q (46116.580000 sec): 3 clusters Score: Raw -3503392.019940 + Penalty 3345.255630 = -3500046.764310 nChanged 227 SP:Iteration 35Q (46116.880000 sec): 3 clusters Score: Raw -3503547.313840 + Penalty 3345.255630 = -3500202.058210 nChanged 184 SP:Iteration 36Q (46117.130000 sec): 3 clusters Score: Raw -3503655.765875 + Penalty 3345.255630 = -3500310.510245 nChanged 143 SP:Iteration 37Q (46117.380000 sec): 3 clusters Score: Raw -3503727.801390 + Penalty 3345.255630 = -3500382.545761 nChanged 115 SP:Iteration 38Q (46117.660000 sec): 3 clusters Score: Raw -3503779.027247 + Penalty 3345.255630 = -3500433.771617 nChanged 75 SP:Iteration 39Q (46117.900000 sec): 3 clusters Score: Raw -3503809.572384 + Penalty 3345.255630 = -3500464.316755 nChanged 46 SP:Iteration 40F (46118.190000 sec): 3 clusters Score: Raw -3503835.505618 + Penalty 3345.255630 = -3500490.249989 nChanged 52 SP:Iteration 41Q (46118.470000 sec): 3 clusters Score: Raw -3503852.054052 + Penalty 3345.255630 = -3500506.798423 nChanged 45 SP:Iteration 42Q (46118.730000 sec): 3 clusters Score: Raw -3503861.851576 + Penalty 3345.255630 = -3500516.595946 nChanged 27 SP:Iteration 43Q (46119.030000 sec): 3 clusters Score: Raw -3503868.010255 + Penalty 3345.255630 = -3500522.754626 nChanged 27 SP:Iteration 44Q (46119.280000 sec): 3 clusters Score: Raw -3503874.980624 + Penalty 3345.255630 = -3500529.724994 nChanged 27 SP:Iteration 45Q (46119.590000 sec): 3 clusters Score: Raw -3503880.993908 + Penalty 3345.255630 = -3500535.738278 nChanged 21 SP:Iteration 46Q (46119.840000 sec): 3 clusters Score: Raw -3503883.896216 + Penalty 3345.255630 = -3500538.640586 nChanged 13 SP:Iteration 47Q (46120.140000 sec): 3 clusters Score: Raw -3503886.192864 + Penalty 3345.255630 = -3500540.937235 nChanged 12 SP:Iteration 48Q (46120.410000 sec): 3 clusters Score: Raw -3503887.613133 + Penalty 3345.255630 = -3500542.357503 nChanged 5 SP:Iteration 49Q (46120.660000 sec): 3 clusters Score: Raw -3503888.534197 + Penalty 3345.255630 = -3500543.278567 nChanged 10 SP:Iteration 50Q (46120.920000 sec): 3 clusters Score: Raw -3503890.262286 + Penalty 3345.255630 = -3500545.006657 nChanged 8 SP:Iteration 51Q (46121.200000 sec): 3 clusters Score: Raw -3503891.414383 + Penalty 3345.255630 = -3500546.158753 nChanged 6 SP:Iteration 52Q (46121.500000 sec): 3 clusters Score: Raw -3503892.221265 + Penalty 3345.255630 = -3500546.965635 nChanged 10 SP:Iteration 53Q (46121.760000 sec): 3 clusters Score: Raw -3503893.882309 + Penalty 3345.255630 = -3500548.626679 nChanged 11 SP:Iteration 54Q (46122.080000 sec): 3 clusters Score: Raw -3503895.263313 + Penalty 3345.255630 = -3500550.007684 nChanged 5 SP:Iteration 55Q (46122.360000 sec): 3 clusters Score: Raw -3503896.021744 + Penalty 3345.255630 = -3500550.766114 nChanged 6 SP:Iteration 56Q (46122.650000 sec): 3 clusters Score: Raw -3503896.651481 + Penalty 3345.255630 = -3500551.395852 nChanged 3 SP:Iteration 57Q (46122.930000 sec): 3 clusters Score: Raw -3503897.311621 + Penalty 3345.255630 = -3500552.055992 nChanged 2 SP:Iteration 58Q (46123.200000 sec): 3 clusters Score: Raw -3503897.680869 + Penalty 3345.255630 = -3500552.425240 nChanged 1 SP:Iteration 59Q (46123.440000 sec): 3 clusters Score: Raw -3503897.747472 + Penalty 3345.255630 = -3500552.491843 nChanged 0 SP:Iteration 60F (46123.760000 sec): 3 clusters Score: Raw -3503897.747472 + Penalty 3345.255630 = -3500552.491843 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 6 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46123.890000 sec): 2 clusters Score: Raw -21097.897061 + Penalty 850.055150 = -20247.841911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46124.050000 sec): 3 clusters Score: Raw -21178.492726 + Penalty 1700.110300 = -19478.382425 nChanged 16 SP:Iteration 1F (46124.220000 sec): 3 clusters Score: Raw -21230.073013 + Penalty 1700.110300 = -19529.962713 nChanged 5 SP:Iteration 2Q (46124.410000 sec): 3 clusters Score: Raw -21246.912932 + Penalty 1700.110300 = -19546.802632 nChanged 1 SP:Iteration 3Q (46124.590000 sec): 3 clusters Score: Raw -21253.402727 + Penalty 1700.110300 = -19553.292427 nChanged 1 SP:Iteration 4Q (46124.770000 sec): 3 clusters Score: Raw -21256.793670 + Penalty 1700.110300 = -19556.683369 nChanged 1 SP:Iteration 5Q (46124.940000 sec): 3 clusters Score: Raw -21260.115724 + Penalty 1700.110300 = -19560.005424 nChanged 0 SP:Iteration 6F (46125.120000 sec): 3 clusters Score: Raw -21260.115724 + Penalty 1700.110300 = -19560.005424 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 7 (42876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46125.420000 sec): 2 clusters Score: Raw -5428739.217023 + Penalty 1733.235970 = -5427005.981053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46125.770000 sec): 3 clusters Score: Raw -5401818.765411 + Penalty 3466.471940 = -5398352.293471 nChanged 20083 SP:Iteration 1F (46126.110000 sec): 3 clusters Score: Raw -5413173.175656 + Penalty 3466.471940 = -5409706.703716 nChanged 1623 SP:Iteration 2Q (46126.480000 sec): 3 clusters Score: Raw -5413601.498928 + Penalty 3466.471940 = -5410135.026988 nChanged 1613 SP:Iteration 3Q (46126.810000 sec): 3 clusters Score: Raw -5414057.297393 + Penalty 3466.471940 = -5410590.825453 nChanged 1615 SP:Iteration 4Q (46127.220000 sec): 3 clusters Score: Raw -5414595.856289 + Penalty 3466.471940 = -5411129.384349 nChanged 1857 SP:Iteration 5Q (46127.550000 sec): 3 clusters Score: Raw -5415390.716557 + Penalty 3466.471940 = -5411924.244617 nChanged 2232 SP:Iteration 6F (46127.910000 sec): 3 clusters Score: Raw -5416616.927260 + Penalty 3466.471940 = -5413150.455320 nChanged 2478 SP:Iteration 7F (46128.240000 sec): 3 clusters Score: Raw -5418278.558300 + Penalty 3466.471940 = -5414812.086360 nChanged 2677 SP:Iteration 8F (46128.610000 sec): 3 clusters Score: Raw -5420373.205511 + Penalty 3466.471940 = -5416906.733571 nChanged 2473 SP:Iteration 9F (46128.980000 sec): 3 clusters Score: Raw -5422414.675615 + Penalty 3466.471940 = -5418948.203675 nChanged 2020 SP:Iteration 10Q (46129.320000 sec): 3 clusters Score: Raw -5424010.467580 + Penalty 3466.471940 = -5420543.995640 nChanged 1517 SP:Iteration 11Q (46129.670000 sec): 3 clusters Score: Raw -5425253.629646 + Penalty 3466.471940 = -5421787.157706 nChanged 1150 SP:Iteration 12Q (46129.970000 sec): 3 clusters Score: Raw -5426277.680738 + Penalty 3466.471940 = -5422811.208798 nChanged 814 SP:Iteration 13Q (46130.300000 sec): 3 clusters Score: Raw -5427074.108315 + Penalty 3466.471940 = -5423607.636375 nChanged 640 SP:Iteration 14Q (46130.660000 sec): 3 clusters Score: Raw -5427553.125213 + Penalty 3466.471940 = -5424086.653273 nChanged 474 SP:Iteration 15Q (46131.000000 sec): 3 clusters Score: Raw -5427780.097469 + Penalty 3466.471940 = -5424313.625529 nChanged 333 SP:Iteration 16Q (46131.300000 sec): 3 clusters Score: Raw -5427924.908854 + Penalty 3466.471940 = -5424458.436914 nChanged 296 SP:Iteration 17Q (46131.640000 sec): 3 clusters Score: Raw -5428055.753852 + Penalty 3466.471940 = -5424589.281912 nChanged 279 SP:Iteration 18Q (46131.960000 sec): 3 clusters Score: Raw -5428168.121050 + Penalty 3466.471940 = -5424701.649110 nChanged 253 SP:Iteration 19Q (46132.300000 sec): 3 clusters Score: Raw -5428277.216791 + Penalty 3466.471940 = -5424810.744851 nChanged 240 SP:Iteration 20F (46132.650000 sec): 3 clusters Score: Raw -5428378.382314 + Penalty 3466.471940 = -5424911.910374 nChanged 220 SP:Iteration 21Q (46133.010000 sec): 3 clusters Score: Raw -5428474.631355 + Penalty 3466.471940 = -5425008.159415 nChanged 187 SP:Iteration 22Q (46133.370000 sec): 3 clusters Score: Raw -5428557.406086 + Penalty 3466.471940 = -5425090.934145 nChanged 150 SP:Iteration 23Q (46133.730000 sec): 3 clusters Score: Raw -5428616.384298 + Penalty 3466.471940 = -5425149.912358 nChanged 104 SP:Iteration 24Q (46134.060000 sec): 3 clusters Score: Raw -5428654.977468 + Penalty 3466.471940 = -5425188.505528 nChanged 87 SP:Iteration 25Q (46134.400000 sec): 3 clusters Score: Raw -5428688.411525 + Penalty 3466.471940 = -5425221.939585 nChanged 83 SP:Iteration 26Q (46134.710000 sec): 3 clusters Score: Raw -5428724.011738 + Penalty 3466.471940 = -5425257.539798 nChanged 75 SP:Iteration 27Q (46135.030000 sec): 3 clusters Score: Raw -5428753.143779 + Penalty 3466.471940 = -5425286.671838 nChanged 71 SP:Iteration 28Q (46135.310000 sec): 3 clusters Score: Raw -5428780.800525 + Penalty 3466.471940 = -5425314.328585 nChanged 65 SP:Iteration 29Q (46135.670000 sec): 3 clusters Score: Raw -5428808.036473 + Penalty 3466.471940 = -5425341.564533 nChanged 60 SP:Iteration 30Q (46136.030000 sec): 3 clusters Score: Raw -5428836.920997 + Penalty 3466.471940 = -5425370.449057 nChanged 65 SP:Iteration 31Q (46136.360000 sec): 3 clusters Score: Raw -5428868.938458 + Penalty 3466.471940 = -5425402.466518 nChanged 53 SP:Iteration 32Q (46136.650000 sec): 3 clusters Score: Raw -5428891.624084 + Penalty 3466.471940 = -5425425.152144 nChanged 35 SP:Iteration 33Q (46137.000000 sec): 3 clusters Score: Raw -5428907.006992 + Penalty 3466.471940 = -5425440.535052 nChanged 36 SP:Iteration 34Q (46137.310000 sec): 3 clusters Score: Raw -5428923.583251 + Penalty 3466.471940 = -5425457.111311 nChanged 30 SP:Iteration 35Q (46137.610000 sec): 3 clusters Score: Raw -5428941.944624 + Penalty 3466.471940 = -5425475.472684 nChanged 23 SP:Iteration 36Q (46137.930000 sec): 3 clusters Score: Raw -5428955.029587 + Penalty 3466.471940 = -5425488.557647 nChanged 21 SP:Iteration 37Q (46138.190000 sec): 3 clusters Score: Raw -5428965.173741 + Penalty 3466.471940 = -5425498.701801 nChanged 26 SP:Iteration 38Q (46138.510000 sec): 3 clusters Score: Raw -5428978.617468 + Penalty 3466.471940 = -5425512.145528 nChanged 21 SP:Iteration 39Q (46138.830000 sec): 3 clusters Score: Raw -5428990.480098 + Penalty 3466.471940 = -5425524.008158 nChanged 24 SP:Iteration 40F (46139.160000 sec): 3 clusters Score: Raw -5429001.793648 + Penalty 3466.471940 = -5425535.321708 nChanged 15 SP:Iteration 41Q (46139.510000 sec): 3 clusters Score: Raw -5429008.258627 + Penalty 3466.471940 = -5425541.786686 nChanged 15 SP:Iteration 42Q (46139.830000 sec): 3 clusters Score: Raw -5429017.440371 + Penalty 3466.471940 = -5425550.968431 nChanged 13 SP:Iteration 43Q (46140.150000 sec): 3 clusters Score: Raw -5429023.022100 + Penalty 3466.471940 = -5425556.550160 nChanged 7 SP:Iteration 44Q (46140.460000 sec): 3 clusters Score: Raw -5429026.518040 + Penalty 3466.471940 = -5425560.046100 nChanged 7 SP:Iteration 45Q (46140.800000 sec): 3 clusters Score: Raw -5429029.352236 + Penalty 3466.471940 = -5425562.880296 nChanged 5 SP:Iteration 46Q (46141.140000 sec): 3 clusters Score: Raw -5429030.600861 + Penalty 3466.471940 = -5425564.128921 nChanged 1 SP:Iteration 47Q (46141.500000 sec): 3 clusters Score: Raw -5429030.787185 + Penalty 3466.471940 = -5425564.315245 nChanged 1 SP:Iteration 48Q (46141.830000 sec): 3 clusters Score: Raw -5429031.013327 + Penalty 3466.471940 = -5425564.541387 nChanged 1 SP:Iteration 49Q (46142.160000 sec): 3 clusters Score: Raw -5429031.700620 + Penalty 3466.471940 = -5425565.228680 nChanged 1 SP:Iteration 50Q (46142.520000 sec): 3 clusters Score: Raw -5429032.035018 + Penalty 3466.471940 = -5425565.563078 nChanged 1 SP:Iteration 51Q (46142.840000 sec): 3 clusters Score: Raw -5429032.677813 + Penalty 3466.471940 = -5425566.205873 nChanged 2 SP:Iteration 52Q (46143.150000 sec): 3 clusters Score: Raw -5429034.439860 + Penalty 3466.471940 = -5425567.967920 nChanged 3 SP:Iteration 53Q (46143.490000 sec): 3 clusters Score: Raw -5429036.694506 + Penalty 3466.471940 = -5425570.222566 nChanged 9 SP:Iteration 54Q (46143.830000 sec): 3 clusters Score: Raw -5429041.330788 + Penalty 3466.471940 = -5425574.858848 nChanged 11 SP:Iteration 55Q (46144.210000 sec): 3 clusters Score: Raw -5429046.663405 + Penalty 3466.471940 = -5425580.191465 nChanged 11 SP:Iteration 56Q (46144.500000 sec): 3 clusters Score: Raw -5429054.755851 + Penalty 3466.471940 = -5425588.283911 nChanged 10 SP:Iteration 57Q (46144.850000 sec): 3 clusters Score: Raw -5429060.931511 + Penalty 3466.471940 = -5425594.459571 nChanged 4 SP:Iteration 58Q (46145.200000 sec): 3 clusters Score: Raw -5429062.571458 + Penalty 3466.471940 = -5425596.099518 nChanged 1 SP:Iteration 59Q (46145.510000 sec): 3 clusters Score: Raw -5429064.138200 + Penalty 3466.471940 = -5425597.666260 nChanged 3 SP:Iteration 60F (46145.910000 sec): 3 clusters Score: Raw -5429066.708586 + Penalty 3466.471940 = -5425600.236646 nChanged 2 SP:Iteration 61Q (46146.240000 sec): 3 clusters Score: Raw -5429067.318485 + Penalty 3466.471940 = -5425600.846545 nChanged 2 SP:Iteration 62Q (46146.590000 sec): 3 clusters Score: Raw -5429068.100840 + Penalty 3466.471940 = -5425601.628900 nChanged 0 SP:Iteration 63F (46146.940000 sec): 3 clusters Score: Raw -5429068.100840 + Penalty 3466.471940 = -5425601.628900 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 8 (21327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46147.130000 sec): 2 clusters Score: Raw -2596795.603480 + Penalty 1619.755988 = -2595175.847493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46147.430000 sec): 3 clusters Score: Raw -2583840.335772 + Penalty 3239.511975 = -2580600.823796 nChanged 9657 SP:Iteration 1F (46147.670000 sec): 3 clusters Score: Raw -2589156.460279 + Penalty 3239.511975 = -2585916.948304 nChanged 1043 SP:Iteration 2Q (46147.950000 sec): 3 clusters Score: Raw -2589567.707531 + Penalty 3239.511975 = -2586328.195556 nChanged 1094 SP:Iteration 3F (46148.210000 sec): 3 clusters Score: Raw -2590100.814775 + Penalty 3239.511975 = -2586861.302800 nChanged 1267 SP:Iteration 4F (46148.450000 sec): 3 clusters Score: Raw -2590870.141279 + Penalty 3239.511975 = -2587630.629304 nChanged 1525 SP:Iteration 5F (46148.750000 sec): 3 clusters Score: Raw -2592040.499952 + Penalty 3239.511975 = -2588800.987977 nChanged 1728 SP:Iteration 6F (46148.980000 sec): 3 clusters Score: Raw -2593622.957336 + Penalty 3239.511975 = -2590383.445361 nChanged 1526 SP:Iteration 7F (46149.260000 sec): 3 clusters Score: Raw -2595144.684787 + Penalty 3239.511975 = -2591905.172812 nChanged 990 SP:Iteration 8Q (46149.540000 sec): 3 clusters Score: Raw -2596131.579988 + Penalty 3239.511975 = -2592892.068013 nChanged 450 SP:Iteration 9Q (46149.810000 sec): 3 clusters Score: Raw -2596577.464219 + Penalty 3239.511975 = -2593337.952244 nChanged 204 SP:Iteration 10Q (46150.040000 sec): 3 clusters Score: Raw -2596800.305109 + Penalty 3239.511975 = -2593560.793134 nChanged 94 SP:Iteration 11Q (46150.330000 sec): 3 clusters Score: Raw -2596905.395550 + Penalty 3239.511975 = -2593665.883575 nChanged 42 SP:Iteration 12Q (46150.580000 sec): 3 clusters Score: Raw -2596970.417768 + Penalty 3239.511975 = -2593730.905793 nChanged 24 SP:Iteration 13Q (46150.840000 sec): 3 clusters Score: Raw -2597007.744966 + Penalty 3239.511975 = -2593768.232991 nChanged 16 SP:Iteration 14Q (46151.090000 sec): 3 clusters Score: Raw -2597028.291903 + Penalty 3239.511975 = -2593788.779928 nChanged 7 SP:Iteration 15Q (46151.280000 sec): 3 clusters Score: Raw -2597040.994618 + Penalty 3239.511975 = -2593801.482643 nChanged 7 SP:Iteration 16Q (46151.550000 sec): 3 clusters Score: Raw -2597048.626573 + Penalty 3239.511975 = -2593809.114598 nChanged 3 SP:Iteration 17Q (46151.790000 sec): 3 clusters Score: Raw -2597055.837865 + Penalty 3239.511975 = -2593816.325890 nChanged 2 SP:Iteration 18Q (46152.020000 sec): 3 clusters Score: Raw -2597058.588816 + Penalty 3239.511975 = -2593819.076841 nChanged 4 SP:Iteration 19Q (46152.280000 sec): 3 clusters Score: Raw -2597067.253770 + Penalty 3239.511975 = -2593827.741795 nChanged 5 SP:Iteration 20F (46152.560000 sec): 3 clusters Score: Raw -2597072.501319 + Penalty 3239.511975 = -2593832.989344 nChanged 2 SP:Iteration 21Q (46152.820000 sec): 3 clusters Score: Raw -2597074.482610 + Penalty 3239.511975 = -2593834.970634 nChanged 1 SP:Iteration 22Q (46153.070000 sec): 3 clusters Score: Raw -2597074.744339 + Penalty 3239.511975 = -2593835.232364 nChanged 0 SP:Iteration 23F (46153.390000 sec): 3 clusters Score: Raw -2597074.744339 + Penalty 3239.511975 = -2593835.232364 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 9 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46153.450000 sec): 2 clusters Score: Raw -13155.391937 + Penalty 807.594661 = -12347.797275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46153.630000 sec): 3 clusters Score: Raw -13421.286415 + Penalty 1615.189322 = -11806.097092 nChanged 20 SP:Iteration 1F (46153.840000 sec): 3 clusters Score: Raw -13558.989437 + Penalty 1615.189322 = -11943.800115 nChanged 6 SP:Iteration 2Q (46154.000000 sec): 3 clusters Score: Raw -13602.775267 + Penalty 1615.189322 = -11987.585944 nChanged 3 SP:Iteration 3Q (46154.170000 sec): 3 clusters Score: Raw -13616.853021 + Penalty 1615.189322 = -12001.663699 nChanged 0 SP:Iteration 4F (46154.390000 sec): 3 clusters Score: Raw -13616.853021 + Penalty 1615.189322 = -12001.663699 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 10 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46154.480000 sec): 2 clusters Score: Raw -90766.079899 + Penalty 1074.019252 = -89692.060647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46154.640000 sec): 3 clusters Score: Raw -90566.811560 + Penalty 2148.038504 = -88418.773056 nChanged 196 SP:Iteration 1F (46154.790000 sec): 3 clusters Score: Raw -90745.416144 + Penalty 2148.038504 = -88597.377640 nChanged 53 SP:Iteration 2F (46154.990000 sec): 3 clusters Score: Raw -90794.531173 + Penalty 2148.038504 = -88646.492669 nChanged 20 SP:Iteration 3Q (46155.150000 sec): 3 clusters Score: Raw -90812.305531 + Penalty 2148.038504 = -88664.267027 nChanged 9 SP:Iteration 4Q (46155.340000 sec): 3 clusters Score: Raw -90818.313876 + Penalty 2148.038504 = -88670.275372 nChanged 1 SP:Iteration 5Q (46155.530000 sec): 3 clusters Score: Raw -90819.378261 + Penalty 2148.038504 = -88671.339757 nChanged 1 SP:Iteration 6Q (46155.720000 sec): 3 clusters Score: Raw -90820.219763 + Penalty 2148.038504 = -88672.181259 nChanged 0 SP:Iteration 7F (46155.910000 sec): 3 clusters Score: Raw -90820.219763 + Penalty 2148.038504 = -88672.181259 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 11 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46155.980000 sec): 2 clusters Score: Raw -40414.322497 + Penalty 959.177917 = -39455.144580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46156.170000 sec): 3 clusters Score: Raw -40427.244936 + Penalty 1918.355833 = -38508.889103 nChanged 80 SP:Iteration 1F (46156.350000 sec): 3 clusters Score: Raw -40578.646421 + Penalty 1918.355833 = -38660.290587 nChanged 24 SP:Iteration 2F (46156.520000 sec): 3 clusters Score: Raw -40642.304499 + Penalty 1918.355833 = -38723.948665 nChanged 12 SP:Iteration 3Q (46156.670000 sec): 3 clusters Score: Raw -40690.818412 + Penalty 1918.355833 = -38772.462579 nChanged 5 SP:Iteration 4Q (46156.840000 sec): 3 clusters Score: Raw -40705.331139 + Penalty 1918.355833 = -38786.975306 nChanged 10 SP:Iteration 5Q (46157.010000 sec): 3 clusters Score: Raw -40734.766514 + Penalty 1918.355833 = -38816.410680 nChanged 11 SP:Iteration 6Q (46157.170000 sec): 3 clusters Score: Raw -40767.349772 + Penalty 1918.355833 = -38848.993939 nChanged 11 SP:Iteration 7Q (46157.290000 sec): 3 clusters Score: Raw -40800.021908 + Penalty 1918.355833 = -38881.666075 nChanged 12 SP:Iteration 8Q (46157.500000 sec): 3 clusters Score: Raw -40841.411930 + Penalty 1918.355833 = -38923.056097 nChanged 10 SP:Iteration 9Q (46157.680000 sec): 3 clusters Score: Raw -40879.963254 + Penalty 1918.355833 = -38961.607421 nChanged 4 SP:Iteration 10Q (46157.810000 sec): 3 clusters Score: Raw -40896.462712 + Penalty 1918.355833 = -38978.106879 nChanged 4 SP:Iteration 11Q (46158.010000 sec): 3 clusters Score: Raw -40920.510771 + Penalty 1918.355833 = -39002.154938 nChanged 2 SP:Iteration 12Q (46158.230000 sec): 3 clusters Score: Raw -40925.709048 + Penalty 1918.355833 = -39007.353215 nChanged 1 SP:Iteration 13Q (46158.370000 sec): 3 clusters Score: Raw -40930.804650 + Penalty 1918.355833 = -39012.448817 nChanged 1 SP:Iteration 14Q (46158.550000 sec): 3 clusters Score: Raw -40932.694176 + Penalty 1918.355833 = -39014.338343 nChanged 0 SP:Iteration 15F (46158.740000 sec): 3 clusters Score: Raw -40932.841540 + Penalty 1918.355833 = -39014.485706 nChanged 1 SP:Iteration 16Q (46158.910000 sec): 3 clusters Score: Raw -40940.630922 + Penalty 1918.355833 = -39022.275089 nChanged 2 SP:Iteration 17Q (46159.080000 sec): 3 clusters Score: Raw -40945.777584 + Penalty 1918.355833 = -39027.421750 nChanged 0 SP:Iteration 18F (46159.260000 sec): 3 clusters Score: Raw -40945.777584 + Penalty 1918.355833 = -39027.421750 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 12 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46159.310000 sec): 2 clusters Score: Raw -25633.677811 + Penalty 873.482741 = -24760.195069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46159.470000 sec): 3 clusters Score: Raw -25731.641527 + Penalty 1746.965482 = -23984.676045 nChanged 32 SP:Iteration 1F (46159.650000 sec): 3 clusters Score: Raw -25806.127388 + Penalty 1746.965482 = -24059.161905 nChanged 6 SP:Iteration 2Q (46159.860000 sec): 3 clusters Score: Raw -25831.754113 + Penalty 1746.965482 = -24084.788630 nChanged 2 SP:Iteration 3Q (46160.050000 sec): 3 clusters Score: Raw -25835.206579 + Penalty 1746.965482 = -24088.241096 nChanged 1 SP:Iteration 4Q (46160.240000 sec): 3 clusters Score: Raw -25836.941686 + Penalty 1746.965482 = -24089.976203 nChanged 0 SP:Iteration 5F (46160.380000 sec): 3 clusters Score: Raw -25836.941686 + Penalty 1746.965482 = -24089.976203 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 13 (5748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46160.530000 sec): 2 clusters Score: Raw -732875.603969 + Penalty 1406.698678 = -731468.905291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46160.690000 sec): 3 clusters Score: Raw -729905.583607 + Penalty 2813.397355 = -727092.186252 nChanged 2285 SP:Iteration 1F (46160.890000 sec): 3 clusters Score: Raw -731095.395453 + Penalty 2813.397355 = -728281.998097 nChanged 337 SP:Iteration 2F (46161.100000 sec): 3 clusters Score: Raw -731258.191613 + Penalty 2813.397355 = -728444.794257 nChanged 268 SP:Iteration 3Q (46161.280000 sec): 3 clusters Score: Raw -731377.067759 + Penalty 2813.397355 = -728563.670404 nChanged 245 SP:Iteration 4Q (46161.480000 sec): 3 clusters Score: Raw -731484.448885 + Penalty 2813.397355 = -728671.051530 nChanged 215 SP:Iteration 5Q (46161.680000 sec): 3 clusters Score: Raw -731587.915929 + Penalty 2813.397355 = -728774.518574 nChanged 187 SP:Iteration 6Q (46161.890000 sec): 3 clusters Score: Raw -731682.402460 + Penalty 2813.397355 = -728869.005105 nChanged 216 SP:Iteration 7Q (46162.050000 sec): 3 clusters Score: Raw -731797.413445 + Penalty 2813.397355 = -728984.016089 nChanged 223 SP:Iteration 8Q (46162.240000 sec): 3 clusters Score: Raw -731918.661749 + Penalty 2813.397355 = -729105.264394 nChanged 202 SP:Iteration 9Q (46162.450000 sec): 3 clusters Score: Raw -732034.153902 + Penalty 2813.397355 = -729220.756547 nChanged 215 SP:Iteration 10Q (46162.600000 sec): 3 clusters Score: Raw -732195.660674 + Penalty 2813.397355 = -729382.263319 nChanged 240 SP:Iteration 11Q (46162.840000 sec): 3 clusters Score: Raw -732382.017311 + Penalty 2813.397355 = -729568.619956 nChanged 212 SP:Iteration 12Q (46162.990000 sec): 3 clusters Score: Raw -732531.879013 + Penalty 2813.397355 = -729718.481657 nChanged 186 SP:Iteration 13Q (46163.180000 sec): 3 clusters Score: Raw -732663.383886 + Penalty 2813.397355 = -729849.986530 nChanged 160 SP:Iteration 14Q (46163.350000 sec): 3 clusters Score: Raw -732785.734628 + Penalty 2813.397355 = -729972.337273 nChanged 129 SP:Iteration 15Q (46163.520000 sec): 3 clusters Score: Raw -732877.116379 + Penalty 2813.397355 = -730063.719023 nChanged 98 SP:Iteration 16Q (46163.690000 sec): 3 clusters Score: Raw -732940.429344 + Penalty 2813.397355 = -730127.031989 nChanged 71 SP:Iteration 17Q (46163.910000 sec): 3 clusters Score: Raw -732992.063433 + Penalty 2813.397355 = -730178.666078 nChanged 52 SP:Iteration 18Q (46164.060000 sec): 3 clusters Score: Raw -733023.171940 + Penalty 2813.397355 = -730209.774584 nChanged 39 SP:Iteration 19Q (46164.270000 sec): 3 clusters Score: Raw -733045.083485 + Penalty 2813.397355 = -730231.686130 nChanged 23 SP:Iteration 20F (46164.410000 sec): 3 clusters Score: Raw -733057.241197 + Penalty 2813.397355 = -730243.843842 nChanged 18 SP:Iteration 21Q (46164.610000 sec): 3 clusters Score: Raw -733064.559877 + Penalty 2813.397355 = -730251.162522 nChanged 11 SP:Iteration 22Q (46164.840000 sec): 3 clusters Score: Raw -733071.949769 + Penalty 2813.397355 = -730258.552414 nChanged 16 SP:Iteration 23Q (46165.010000 sec): 3 clusters Score: Raw -733079.670082 + Penalty 2813.397355 = -730266.272726 nChanged 7 SP:Iteration 24Q (46165.230000 sec): 3 clusters Score: Raw -733082.027968 + Penalty 2813.397355 = -730268.630612 nChanged 8 SP:Iteration 25Q (46165.400000 sec): 3 clusters Score: Raw -733084.574199 + Penalty 2813.397355 = -730271.176844 nChanged 5 SP:Iteration 26Q (46165.590000 sec): 3 clusters Score: Raw -733086.288210 + Penalty 2813.397355 = -730272.890855 nChanged 2 SP:Iteration 27Q (46165.800000 sec): 3 clusters Score: Raw -733086.825947 + Penalty 2813.397355 = -730273.428591 nChanged 3 SP:Iteration 28Q (46165.990000 sec): 3 clusters Score: Raw -733088.466514 + Penalty 2813.397355 = -730275.069159 nChanged 4 SP:Iteration 29Q (46166.160000 sec): 3 clusters Score: Raw -733090.055822 + Penalty 2813.397355 = -730276.658467 nChanged 3 SP:Iteration 30Q (46166.370000 sec): 3 clusters Score: Raw -733091.843250 + Penalty 2813.397355 = -730278.445895 nChanged 3 SP:Iteration 31Q (46166.560000 sec): 3 clusters Score: Raw -733093.916052 + Penalty 2813.397355 = -730280.518697 nChanged 5 SP:Iteration 32Q (46166.760000 sec): 3 clusters Score: Raw -733095.355571 + Penalty 2813.397355 = -730281.958216 nChanged 3 SP:Iteration 33Q (46166.960000 sec): 3 clusters Score: Raw -733097.103240 + Penalty 2813.397355 = -730283.705885 nChanged 4 SP:Iteration 34Q (46167.160000 sec): 3 clusters Score: Raw -733099.154832 + Penalty 2813.397355 = -730285.757477 nChanged 5 SP:Iteration 35Q (46167.300000 sec): 3 clusters Score: Raw -733102.181939 + Penalty 2813.397355 = -730288.784584 nChanged 1 SP:Iteration 36Q (46167.480000 sec): 3 clusters Score: Raw -733103.166259 + Penalty 2813.397355 = -730289.768903 nChanged 2 SP:Iteration 37Q (46167.650000 sec): 3 clusters Score: Raw -733104.108067 + Penalty 2813.397355 = -730290.710712 nChanged 0 SP:Iteration 38F (46167.850000 sec): 3 clusters Score: Raw -733104.108067 + Penalty 2813.397355 = -730290.710712 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46167.950000 sec): 2 clusters Score: Raw -15110.271045 + Penalty 800.678724 = -14309.592321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46168.120000 sec): 3 clusters Score: Raw -15251.896144 + Penalty 1601.357448 = -13650.538697 nChanged 10 SP:Iteration 1F (46168.270000 sec): 3 clusters Score: Raw -15306.796845 + Penalty 1601.357448 = -13705.439397 nChanged 6 SP:Iteration 2Q (46168.440000 sec): 3 clusters Score: Raw -15329.397429 + Penalty 1601.357448 = -13728.039982 nChanged 1 SP:Iteration 3Q (46168.620000 sec): 3 clusters Score: Raw -15335.414317 + Penalty 1601.357448 = -13734.056870 nChanged 0 SP:Iteration 4F (46168.810000 sec): 3 clusters Score: Raw -15335.414317 + Penalty 1601.357448 = -13734.056870 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 15 (16186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46169.000000 sec): 2 clusters Score: Raw -2057634.991631 + Penalty 1574.934067 = -2056060.057564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46169.200000 sec): 3 clusters Score: Raw -2048047.622437 + Penalty 3149.868134 = -2044897.754303 nChanged 7211 SP:Iteration 1F (46169.440000 sec): 3 clusters Score: Raw -2051956.271832 + Penalty 3149.868134 = -2048806.403698 nChanged 865 SP:Iteration 2F (46169.680000 sec): 3 clusters Score: Raw -2052262.375915 + Penalty 3149.868134 = -2049112.507782 nChanged 756 SP:Iteration 3Q (46169.930000 sec): 3 clusters Score: Raw -2052523.798264 + Penalty 3149.868134 = -2049373.930130 nChanged 709 SP:Iteration 4Q (46170.160000 sec): 3 clusters Score: Raw -2052823.951366 + Penalty 3149.868134 = -2049674.083232 nChanged 800 SP:Iteration 5Q (46170.410000 sec): 3 clusters Score: Raw -2053217.767785 + Penalty 3149.868134 = -2050067.899651 nChanged 902 SP:Iteration 6F (46170.640000 sec): 3 clusters Score: Raw -2053744.121133 + Penalty 3149.868134 = -2050594.253000 nChanged 1040 SP:Iteration 7F (46170.880000 sec): 3 clusters Score: Raw -2054456.287894 + Penalty 3149.868134 = -2051306.419760 nChanged 1070 SP:Iteration 8F (46171.140000 sec): 3 clusters Score: Raw -2055328.752289 + Penalty 3149.868134 = -2052178.884155 nChanged 1011 SP:Iteration 9F (46171.420000 sec): 3 clusters Score: Raw -2056273.430733 + Penalty 3149.868134 = -2053123.562599 nChanged 733 SP:Iteration 10Q (46171.650000 sec): 3 clusters Score: Raw -2057016.328633 + Penalty 3149.868134 = -2053866.460499 nChanged 427 SP:Iteration 11Q (46171.870000 sec): 3 clusters Score: Raw -2057483.971701 + Penalty 3149.868134 = -2054334.103567 nChanged 244 SP:Iteration 12Q (46172.100000 sec): 3 clusters Score: Raw -2057686.739088 + Penalty 3149.868134 = -2054536.870954 nChanged 140 SP:Iteration 13Q (46172.350000 sec): 3 clusters Score: Raw -2057767.957751 + Penalty 3149.868134 = -2054618.089617 nChanged 89 SP:Iteration 14Q (46172.600000 sec): 3 clusters Score: Raw -2057806.753319 + Penalty 3149.868134 = -2054656.885185 nChanged 59 SP:Iteration 15Q (46172.860000 sec): 3 clusters Score: Raw -2057830.228309 + Penalty 3149.868134 = -2054680.360175 nChanged 35 SP:Iteration 16Q (46173.060000 sec): 3 clusters Score: Raw -2057841.905826 + Penalty 3149.868134 = -2054692.037693 nChanged 28 SP:Iteration 17Q (46173.330000 sec): 3 clusters Score: Raw -2057850.651524 + Penalty 3149.868134 = -2054700.783390 nChanged 30 SP:Iteration 18Q (46173.540000 sec): 3 clusters Score: Raw -2057861.923927 + Penalty 3149.868134 = -2054712.055794 nChanged 31 SP:Iteration 19Q (46173.740000 sec): 3 clusters Score: Raw -2057871.526245 + Penalty 3149.868134 = -2054721.658111 nChanged 23 SP:Iteration 20F (46173.960000 sec): 3 clusters Score: Raw -2057878.884723 + Penalty 3149.868134 = -2054729.016589 nChanged 25 SP:Iteration 21Q (46174.200000 sec): 3 clusters Score: Raw -2057888.058858 + Penalty 3149.868134 = -2054738.190724 nChanged 21 SP:Iteration 22Q (46174.480000 sec): 3 clusters Score: Raw -2057897.116369 + Penalty 3149.868134 = -2054747.248236 nChanged 21 SP:Iteration 23Q (46174.670000 sec): 3 clusters Score: Raw -2057906.646219 + Penalty 3149.868134 = -2054756.778085 nChanged 17 SP:Iteration 24Q (46174.900000 sec): 3 clusters Score: Raw -2057913.254334 + Penalty 3149.868134 = -2054763.386200 nChanged 12 SP:Iteration 25Q (46175.150000 sec): 3 clusters Score: Raw -2057916.650051 + Penalty 3149.868134 = -2054766.781917 nChanged 14 SP:Iteration 26Q (46175.380000 sec): 3 clusters Score: Raw -2057921.164213 + Penalty 3149.868134 = -2054771.296079 nChanged 11 SP:Iteration 27Q (46175.600000 sec): 3 clusters Score: Raw -2057925.283691 + Penalty 3149.868134 = -2054775.415557 nChanged 11 SP:Iteration 28Q (46175.820000 sec): 3 clusters Score: Raw -2057928.410789 + Penalty 3149.868134 = -2054778.542655 nChanged 13 SP:Iteration 29Q (46176.060000 sec): 3 clusters Score: Raw -2057932.650956 + Penalty 3149.868134 = -2054782.782822 nChanged 9 SP:Iteration 30Q (46176.310000 sec): 3 clusters Score: Raw -2057935.778914 + Penalty 3149.868134 = -2054785.910780 nChanged 8 SP:Iteration 31Q (46176.550000 sec): 3 clusters Score: Raw -2057937.996931 + Penalty 3149.868134 = -2054788.128798 nChanged 6 SP:Iteration 32Q (46176.740000 sec): 3 clusters Score: Raw -2057939.389692 + Penalty 3149.868134 = -2054789.521558 nChanged 4 SP:Iteration 33Q (46177.010000 sec): 3 clusters Score: Raw -2057940.360128 + Penalty 3149.868134 = -2054790.491995 nChanged 7 SP:Iteration 34Q (46177.220000 sec): 3 clusters Score: Raw -2057942.465033 + Penalty 3149.868134 = -2054792.596899 nChanged 5 SP:Iteration 35Q (46177.420000 sec): 3 clusters Score: Raw -2057944.310789 + Penalty 3149.868134 = -2054794.442656 nChanged 4 SP:Iteration 36Q (46177.680000 sec): 3 clusters Score: Raw -2057945.184052 + Penalty 3149.868134 = -2054795.315918 nChanged 4 SP:Iteration 37Q (46177.900000 sec): 3 clusters Score: Raw -2057945.832697 + Penalty 3149.868134 = -2054795.964563 nChanged 2 SP:Iteration 38Q (46178.130000 sec): 3 clusters Score: Raw -2057946.758808 + Penalty 3149.868134 = -2054796.890674 nChanged 3 SP:Iteration 39Q (46178.400000 sec): 3 clusters Score: Raw -2057947.787752 + Penalty 3149.868134 = -2054797.919618 nChanged 4 SP:Iteration 40F (46178.600000 sec): 3 clusters Score: Raw -2057948.687994 + Penalty 3149.868134 = -2054798.819860 nChanged 1 SP:Iteration 41Q (46178.840000 sec): 3 clusters Score: Raw -2057948.885627 + Penalty 3149.868134 = -2054799.017494 nChanged 2 SP:Iteration 42Q (46179.090000 sec): 3 clusters Score: Raw -2057949.193258 + Penalty 3149.868134 = -2054799.325125 nChanged 1 SP:Iteration 43Q (46179.370000 sec): 3 clusters Score: Raw -2057949.496262 + Penalty 3149.868134 = -2054799.628129 nChanged 1 SP:Iteration 44Q (46179.560000 sec): 3 clusters Score: Raw -2057949.850522 + Penalty 3149.868134 = -2054799.982388 nChanged 5 SP:Iteration 45Q (46179.820000 sec): 3 clusters Score: Raw -2057951.616124 + Penalty 3149.868134 = -2054801.747991 nChanged 7 SP:Iteration 46Q (46180.090000 sec): 3 clusters Score: Raw -2057953.672273 + Penalty 3149.868134 = -2054803.804139 nChanged 9 SP:Iteration 47Q (46180.280000 sec): 3 clusters Score: Raw -2057956.218382 + Penalty 3149.868134 = -2054806.350248 nChanged 9 SP:Iteration 48Q (46180.550000 sec): 3 clusters Score: Raw -2057959.200295 + Penalty 3149.868134 = -2054809.332161 nChanged 4 SP:Iteration 49Q (46180.750000 sec): 3 clusters Score: Raw -2057961.129633 + Penalty 3149.868134 = -2054811.261499 nChanged 4 SP:Iteration 50Q (46181.020000 sec): 3 clusters Score: Raw -2057961.969276 + Penalty 3149.868134 = -2054812.101142 nChanged 1 SP:Iteration 51Q (46181.230000 sec): 3 clusters Score: Raw -2057962.379690 + Penalty 3149.868134 = -2054812.511556 nChanged 1 SP:Iteration 52Q (46181.450000 sec): 3 clusters Score: Raw -2057962.537513 + Penalty 3149.868134 = -2054812.669379 nChanged 1 SP:Iteration 53Q (46181.700000 sec): 3 clusters Score: Raw -2057962.720928 + Penalty 3149.868134 = -2054812.852795 nChanged 0 SP:Iteration 54F (46181.920000 sec): 3 clusters Score: Raw -2057962.720928 + Penalty 3149.868134 = -2054812.852795 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46182.060000 sec): 2 clusters Score: Raw -62309.764498 + Penalty 1022.980725 = -61286.783773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46182.230000 sec): 3 clusters Score: Raw -62209.377720 + Penalty 2045.961450 = -60163.416269 nChanged 115 SP:Iteration 1F (46182.400000 sec): 3 clusters Score: Raw -62358.351427 + Penalty 2045.961450 = -60312.389977 nChanged 28 SP:Iteration 2F (46182.620000 sec): 3 clusters Score: Raw -62404.721108 + Penalty 2045.961450 = -60358.759657 nChanged 17 SP:Iteration 3Q (46182.760000 sec): 3 clusters Score: Raw -62427.952175 + Penalty 2045.961450 = -60381.990724 nChanged 5 SP:Iteration 4Q (46182.960000 sec): 3 clusters Score: Raw -62438.592007 + Penalty 2045.961450 = -60392.630556 nChanged 4 SP:Iteration 5Q (46183.130000 sec): 3 clusters Score: Raw -62443.363779 + Penalty 2045.961450 = -60397.402328 nChanged 6 SP:Iteration 6Q (46183.330000 sec): 3 clusters Score: Raw -62451.702303 + Penalty 2045.961450 = -60405.740852 nChanged 5 SP:Iteration 7Q (46183.490000 sec): 3 clusters Score: Raw -62460.111709 + Penalty 2045.961450 = -60414.150259 nChanged 1 SP:Iteration 8Q (46183.670000 sec): 3 clusters Score: Raw -62462.049918 + Penalty 2045.961450 = -60416.088467 nChanged 0 SP:Iteration 9F (46183.840000 sec): 3 clusters Score: Raw -62462.049918 + Penalty 2045.961450 = -60416.088467 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 17 (9221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46183.990000 sec): 2 clusters Score: Raw -1162986.520136 + Penalty 1483.501300 = -1161503.018836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46184.210000 sec): 3 clusters Score: Raw -1157846.066256 + Penalty 2967.002600 = -1154879.063656 nChanged 3917 SP:Iteration 1F (46184.390000 sec): 3 clusters Score: Raw -1159968.275352 + Penalty 2967.002600 = -1157001.272752 nChanged 579 SP:Iteration 2F (46184.610000 sec): 3 clusters Score: Raw -1160234.742790 + Penalty 2967.002600 = -1157267.740190 nChanged 515 SP:Iteration 3F (46184.810000 sec): 3 clusters Score: Raw -1160474.668155 + Penalty 2967.002600 = -1157507.665554 nChanged 495 SP:Iteration 4F (46185.020000 sec): 3 clusters Score: Raw -1160721.113009 + Penalty 2967.002600 = -1157754.110408 nChanged 468 SP:Iteration 5F (46185.230000 sec): 3 clusters Score: Raw -1160972.690730 + Penalty 2967.002600 = -1158005.688130 nChanged 480 SP:Iteration 6F (46185.440000 sec): 3 clusters Score: Raw -1161259.129192 + Penalty 2967.002600 = -1158292.126591 nChanged 438 SP:Iteration 7Q (46185.670000 sec): 3 clusters Score: Raw -1161576.691221 + Penalty 2967.002600 = -1158609.688620 nChanged 434 SP:Iteration 8Q (46185.900000 sec): 3 clusters Score: Raw -1161913.575748 + Penalty 2967.002600 = -1158946.573147 nChanged 360 SP:Iteration 9Q (46186.100000 sec): 3 clusters Score: Raw -1162198.966884 + Penalty 2967.002600 = -1159231.964283 nChanged 299 SP:Iteration 10Q (46186.320000 sec): 3 clusters Score: Raw -1162445.888230 + Penalty 2967.002600 = -1159478.885630 nChanged 253 SP:Iteration 11Q (46186.530000 sec): 3 clusters Score: Raw -1162673.162374 + Penalty 2967.002600 = -1159706.159773 nChanged 190 SP:Iteration 12Q (46186.770000 sec): 3 clusters Score: Raw -1162847.942367 + Penalty 2967.002600 = -1159880.939767 nChanged 141 SP:Iteration 13Q (46186.950000 sec): 3 clusters Score: Raw -1162959.513516 + Penalty 2967.002600 = -1159992.510915 nChanged 110 SP:Iteration 14Q (46187.150000 sec): 3 clusters Score: Raw -1163021.695177 + Penalty 2967.002600 = -1160054.692576 nChanged 72 SP:Iteration 15Q (46187.390000 sec): 3 clusters Score: Raw -1163051.593386 + Penalty 2967.002600 = -1160084.590785 nChanged 50 SP:Iteration 16Q (46187.610000 sec): 3 clusters Score: Raw -1163068.546164 + Penalty 2967.002600 = -1160101.543564 nChanged 37 SP:Iteration 17Q (46187.790000 sec): 3 clusters Score: Raw -1163078.513178 + Penalty 2967.002600 = -1160111.510578 nChanged 19 SP:Iteration 18Q (46187.990000 sec): 3 clusters Score: Raw -1163084.650427 + Penalty 2967.002600 = -1160117.647826 nChanged 23 SP:Iteration 19Q (46188.190000 sec): 3 clusters Score: Raw -1163091.887352 + Penalty 2967.002600 = -1160124.884752 nChanged 17 SP:Iteration 20F (46188.370000 sec): 3 clusters Score: Raw -1163096.460297 + Penalty 2967.002600 = -1160129.457696 nChanged 11 SP:Iteration 21Q (46188.610000 sec): 3 clusters Score: Raw -1163099.327069 + Penalty 2967.002600 = -1160132.324468 nChanged 11 SP:Iteration 22Q (46188.810000 sec): 3 clusters Score: Raw -1163101.808639 + Penalty 2967.002600 = -1160134.806039 nChanged 9 SP:Iteration 23Q (46189.030000 sec): 3 clusters Score: Raw -1163104.873849 + Penalty 2967.002600 = -1160137.871249 nChanged 15 SP:Iteration 24Q (46189.190000 sec): 3 clusters Score: Raw -1163109.077434 + Penalty 2967.002600 = -1160142.074834 nChanged 11 SP:Iteration 25Q (46189.390000 sec): 3 clusters Score: Raw -1163111.890595 + Penalty 2967.002600 = -1160144.887994 nChanged 10 SP:Iteration 26Q (46189.620000 sec): 3 clusters Score: Raw -1163114.323302 + Penalty 2967.002600 = -1160147.320702 nChanged 11 SP:Iteration 27Q (46189.830000 sec): 3 clusters Score: Raw -1163118.217368 + Penalty 2967.002600 = -1160151.214768 nChanged 5 SP:Iteration 28Q (46190.020000 sec): 3 clusters Score: Raw -1163119.500825 + Penalty 2967.002600 = -1160152.498225 nChanged 5 SP:Iteration 29Q (46190.270000 sec): 3 clusters Score: Raw -1163120.889335 + Penalty 2967.002600 = -1160153.886734 nChanged 5 SP:Iteration 30Q (46190.420000 sec): 3 clusters Score: Raw -1163122.549262 + Penalty 2967.002600 = -1160155.546661 nChanged 5 SP:Iteration 31Q (46190.650000 sec): 3 clusters Score: Raw -1163124.172818 + Penalty 2967.002600 = -1160157.170218 nChanged 4 SP:Iteration 32Q (46190.880000 sec): 3 clusters Score: Raw -1163125.079731 + Penalty 2967.002600 = -1160158.077131 nChanged 3 SP:Iteration 33Q (46191.060000 sec): 3 clusters Score: Raw -1163125.865215 + Penalty 2967.002600 = -1160158.862615 nChanged 4 SP:Iteration 34Q (46191.260000 sec): 3 clusters Score: Raw -1163126.420279 + Penalty 2967.002600 = -1160159.417679 nChanged 1 SP:Iteration 35Q (46191.470000 sec): 3 clusters Score: Raw -1163126.539968 + Penalty 2967.002600 = -1160159.537367 nChanged 1 SP:Iteration 36Q (46191.700000 sec): 3 clusters Score: Raw -1163126.627747 + Penalty 2967.002600 = -1160159.625146 nChanged 1 SP:Iteration 37Q (46191.930000 sec): 3 clusters Score: Raw -1163126.791685 + Penalty 2967.002600 = -1160159.789085 nChanged 0 SP:Iteration 38F (46192.120000 sec): 3 clusters Score: Raw -1163126.791685 + Penalty 2967.002600 = -1160159.789085 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 18 (13337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46192.230000 sec): 2 clusters Score: Raw -1628103.820339 + Penalty 1543.473329 = -1626560.347011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46192.470000 sec): 3 clusters Score: Raw -1620377.700384 + Penalty 3086.946657 = -1617290.753727 nChanged 5950 SP:Iteration 1F (46192.700000 sec): 3 clusters Score: Raw -1623588.069494 + Penalty 3086.946657 = -1620501.122837 nChanged 736 SP:Iteration 2F (46192.940000 sec): 3 clusters Score: Raw -1623844.445301 + Penalty 3086.946657 = -1620757.498643 nChanged 599 SP:Iteration 3Q (46193.140000 sec): 3 clusters Score: Raw -1624031.395265 + Penalty 3086.946657 = -1620944.448607 nChanged 461 SP:Iteration 4Q (46193.340000 sec): 3 clusters Score: Raw -1624191.333688 + Penalty 3086.946657 = -1621104.387031 nChanged 453 SP:Iteration 5Q (46193.610000 sec): 3 clusters Score: Raw -1624361.534604 + Penalty 3086.946657 = -1621274.587947 nChanged 427 SP:Iteration 6Q (46193.830000 sec): 3 clusters Score: Raw -1624547.006989 + Penalty 3086.946657 = -1621460.060332 nChanged 437 SP:Iteration 7Q (46194.110000 sec): 3 clusters Score: Raw -1624773.094739 + Penalty 3086.946657 = -1621686.148082 nChanged 481 SP:Iteration 8Q (46194.330000 sec): 3 clusters Score: Raw -1625099.006991 + Penalty 3086.946657 = -1622012.060334 nChanged 534 SP:Iteration 9Q (46194.570000 sec): 3 clusters Score: Raw -1625529.577106 + Penalty 3086.946657 = -1622442.630449 nChanged 564 SP:Iteration 10Q (46194.850000 sec): 3 clusters Score: Raw -1626013.174780 + Penalty 3086.946657 = -1622926.228122 nChanged 530 SP:Iteration 11Q (46195.100000 sec): 3 clusters Score: Raw -1626484.756863 + Penalty 3086.946657 = -1623397.810206 nChanged 498 SP:Iteration 12Q (46195.280000 sec): 3 clusters Score: Raw -1626923.347985 + Penalty 3086.946657 = -1623836.401328 nChanged 446 SP:Iteration 13Q (46195.540000 sec): 3 clusters Score: Raw -1627274.387382 + Penalty 3086.946657 = -1624187.440724 nChanged 386 SP:Iteration 14Q (46195.750000 sec): 3 clusters Score: Raw -1627543.482039 + Penalty 3086.946657 = -1624456.535382 nChanged 324 SP:Iteration 15Q (46196.000000 sec): 3 clusters Score: Raw -1627727.052108 + Penalty 3086.946657 = -1624640.105451 nChanged 255 SP:Iteration 16Q (46196.210000 sec): 3 clusters Score: Raw -1627866.026651 + Penalty 3086.946657 = -1624779.079993 nChanged 212 SP:Iteration 17Q (46196.410000 sec): 3 clusters Score: Raw -1627963.776778 + Penalty 3086.946657 = -1624876.830120 nChanged 155 SP:Iteration 18Q (46196.630000 sec): 3 clusters Score: Raw -1628022.939741 + Penalty 3086.946657 = -1624935.993084 nChanged 109 SP:Iteration 19Q (46196.870000 sec): 3 clusters Score: Raw -1628064.688504 + Penalty 3086.946657 = -1624977.741847 nChanged 82 SP:Iteration 20F (46197.110000 sec): 3 clusters Score: Raw -1628094.358975 + Penalty 3086.946657 = -1625007.412318 nChanged 65 SP:Iteration 21Q (46197.310000 sec): 3 clusters Score: Raw -1628116.129330 + Penalty 3086.946657 = -1625029.182673 nChanged 66 SP:Iteration 22Q (46197.530000 sec): 3 clusters Score: Raw -1628133.741147 + Penalty 3086.946657 = -1625046.794490 nChanged 51 SP:Iteration 23Q (46197.760000 sec): 3 clusters Score: Raw -1628148.470259 + Penalty 3086.946657 = -1625061.523602 nChanged 51 SP:Iteration 24Q (46197.990000 sec): 3 clusters Score: Raw -1628165.605278 + Penalty 3086.946657 = -1625078.658621 nChanged 42 SP:Iteration 25Q (46198.220000 sec): 3 clusters Score: Raw -1628180.300913 + Penalty 3086.946657 = -1625093.354255 nChanged 47 SP:Iteration 26Q (46198.430000 sec): 3 clusters Score: Raw -1628194.629381 + Penalty 3086.946657 = -1625107.682724 nChanged 40 SP:Iteration 27Q (46198.630000 sec): 3 clusters Score: Raw -1628205.713592 + Penalty 3086.946657 = -1625118.766935 nChanged 32 SP:Iteration 28Q (46198.840000 sec): 3 clusters Score: Raw -1628214.651958 + Penalty 3086.946657 = -1625127.705301 nChanged 37 SP:Iteration 29Q (46199.100000 sec): 3 clusters Score: Raw -1628225.025394 + Penalty 3086.946657 = -1625138.078737 nChanged 29 SP:Iteration 30Q (46199.340000 sec): 3 clusters Score: Raw -1628232.340024 + Penalty 3086.946657 = -1625145.393367 nChanged 32 SP:Iteration 31Q (46199.570000 sec): 3 clusters Score: Raw -1628240.076068 + Penalty 3086.946657 = -1625153.129411 nChanged 29 SP:Iteration 32Q (46199.820000 sec): 3 clusters Score: Raw -1628246.913749 + Penalty 3086.946657 = -1625159.967092 nChanged 25 SP:Iteration 33Q (46199.990000 sec): 3 clusters Score: Raw -1628253.063173 + Penalty 3086.946657 = -1625166.116516 nChanged 26 SP:Iteration 34Q (46200.220000 sec): 3 clusters Score: Raw -1628258.973302 + Penalty 3086.946657 = -1625172.026645 nChanged 21 SP:Iteration 35Q (46200.450000 sec): 3 clusters Score: Raw -1628262.973641 + Penalty 3086.946657 = -1625176.026983 nChanged 18 SP:Iteration 36Q (46200.710000 sec): 3 clusters Score: Raw -1628266.221647 + Penalty 3086.946657 = -1625179.274990 nChanged 13 SP:Iteration 37Q (46200.900000 sec): 3 clusters Score: Raw -1628268.732015 + Penalty 3086.946657 = -1625181.785358 nChanged 11 SP:Iteration 38Q (46201.130000 sec): 3 clusters Score: Raw -1628270.836112 + Penalty 3086.946657 = -1625183.889454 nChanged 9 SP:Iteration 39Q (46201.370000 sec): 3 clusters Score: Raw -1628272.808598 + Penalty 3086.946657 = -1625185.861941 nChanged 14 SP:Iteration 40F (46201.580000 sec): 3 clusters Score: Raw -1628275.734207 + Penalty 3086.946657 = -1625188.787550 nChanged 12 SP:Iteration 41Q (46201.810000 sec): 3 clusters Score: Raw -1628277.842403 + Penalty 3086.946657 = -1625190.895746 nChanged 16 SP:Iteration 42Q (46202.020000 sec): 3 clusters Score: Raw -1628281.804380 + Penalty 3086.946657 = -1625194.857723 nChanged 20 SP:Iteration 43Q (46202.230000 sec): 3 clusters Score: Raw -1628286.303550 + Penalty 3086.946657 = -1625199.356892 nChanged 11 SP:Iteration 44Q (46202.470000 sec): 3 clusters Score: Raw -1628288.569702 + Penalty 3086.946657 = -1625201.623045 nChanged 13 SP:Iteration 45Q (46202.680000 sec): 3 clusters Score: Raw -1628290.806493 + Penalty 3086.946657 = -1625203.859836 nChanged 7 SP:Iteration 46Q (46202.920000 sec): 3 clusters Score: Raw -1628292.292157 + Penalty 3086.946657 = -1625205.345500 nChanged 7 SP:Iteration 47Q (46203.120000 sec): 3 clusters Score: Raw -1628294.046513 + Penalty 3086.946657 = -1625207.099856 nChanged 7 SP:Iteration 48Q (46203.330000 sec): 3 clusters Score: Raw -1628295.518381 + Penalty 3086.946657 = -1625208.571724 nChanged 9 SP:Iteration 49Q (46203.570000 sec): 3 clusters Score: Raw -1628297.366309 + Penalty 3086.946657 = -1625210.419652 nChanged 9 SP:Iteration 50Q (46203.810000 sec): 3 clusters Score: Raw -1628299.490776 + Penalty 3086.946657 = -1625212.544119 nChanged 6 SP:Iteration 51Q (46204.060000 sec): 3 clusters Score: Raw -1628301.048209 + Penalty 3086.946657 = -1625214.101552 nChanged 6 SP:Iteration 52Q (46204.280000 sec): 3 clusters Score: Raw -1628302.263271 + Penalty 3086.946657 = -1625215.316614 nChanged 6 SP:Iteration 53Q (46204.520000 sec): 3 clusters Score: Raw -1628304.274849 + Penalty 3086.946657 = -1625217.328192 nChanged 10 SP:Iteration 54Q (46204.750000 sec): 3 clusters Score: Raw -1628308.161037 + Penalty 3086.946657 = -1625221.214380 nChanged 13 SP:Iteration 55Q (46205.020000 sec): 3 clusters Score: Raw -1628310.367859 + Penalty 3086.946657 = -1625223.421201 nChanged 12 SP:Iteration 56Q (46205.230000 sec): 3 clusters Score: Raw -1628313.029562 + Penalty 3086.946657 = -1625226.082905 nChanged 10 SP:Iteration 57Q (46205.480000 sec): 3 clusters Score: Raw -1628315.556030 + Penalty 3086.946657 = -1625228.609373 nChanged 12 SP:Iteration 58Q (46205.710000 sec): 3 clusters Score: Raw -1628318.752993 + Penalty 3086.946657 = -1625231.806336 nChanged 17 SP:Iteration 59Q (46205.940000 sec): 3 clusters Score: Raw -1628322.726240 + Penalty 3086.946657 = -1625235.779583 nChanged 21 SP:Iteration 60F (46206.160000 sec): 3 clusters Score: Raw -1628327.953135 + Penalty 3086.946657 = -1625241.006478 nChanged 21 SP:Iteration 61Q (46206.410000 sec): 3 clusters Score: Raw -1628332.657039 + Penalty 3086.946657 = -1625245.710382 nChanged 16 SP:Iteration 62Q (46206.620000 sec): 3 clusters Score: Raw -1628337.525342 + Penalty 3086.946657 = -1625250.578685 nChanged 22 SP:Iteration 63Q (46206.850000 sec): 3 clusters Score: Raw -1628343.717069 + Penalty 3086.946657 = -1625256.770412 nChanged 17 SP:Iteration 64Q (46207.050000 sec): 3 clusters Score: Raw -1628348.296293 + Penalty 3086.946657 = -1625261.349636 nChanged 24 SP:Iteration 65Q (46207.280000 sec): 3 clusters Score: Raw -1628353.029887 + Penalty 3086.946657 = -1625266.083230 nChanged 21 SP:Iteration 66Q (46207.510000 sec): 3 clusters Score: Raw -1628357.398343 + Penalty 3086.946657 = -1625270.451686 nChanged 18 SP:Iteration 67Q (46207.750000 sec): 3 clusters Score: Raw -1628361.003437 + Penalty 3086.946657 = -1625274.056780 nChanged 14 SP:Iteration 68Q (46207.990000 sec): 3 clusters Score: Raw -1628364.889143 + Penalty 3086.946657 = -1625277.942485 nChanged 14 SP:Iteration 69Q (46208.230000 sec): 3 clusters Score: Raw -1628367.404863 + Penalty 3086.946657 = -1625280.458206 nChanged 10 SP:Iteration 70Q (46208.420000 sec): 3 clusters Score: Raw -1628369.334542 + Penalty 3086.946657 = -1625282.387885 nChanged 7 SP:Iteration 71Q (46208.660000 sec): 3 clusters Score: Raw -1628370.976698 + Penalty 3086.946657 = -1625284.030041 nChanged 11 SP:Iteration 72Q (46208.850000 sec): 3 clusters Score: Raw -1628373.038125 + Penalty 3086.946657 = -1625286.091468 nChanged 8 SP:Iteration 73Q (46209.070000 sec): 3 clusters Score: Raw -1628374.623814 + Penalty 3086.946657 = -1625287.677157 nChanged 10 SP:Iteration 74Q (46209.280000 sec): 3 clusters Score: Raw -1628376.336376 + Penalty 3086.946657 = -1625289.389719 nChanged 7 SP:Iteration 75Q (46209.490000 sec): 3 clusters Score: Raw -1628377.465571 + Penalty 3086.946657 = -1625290.518914 nChanged 3 SP:Iteration 76Q (46209.730000 sec): 3 clusters Score: Raw -1628377.969253 + Penalty 3086.946657 = -1625291.022596 nChanged 4 SP:Iteration 77Q (46209.920000 sec): 3 clusters Score: Raw -1628378.918205 + Penalty 3086.946657 = -1625291.971548 nChanged 5 SP:Iteration 78Q (46210.160000 sec): 3 clusters Score: Raw -1628380.506626 + Penalty 3086.946657 = -1625293.559968 nChanged 7 SP:Iteration 79Q (46210.400000 sec): 3 clusters Score: Raw -1628382.277368 + Penalty 3086.946657 = -1625295.330711 nChanged 7 SP:Iteration 80F (46210.630000 sec): 3 clusters Score: Raw -1628383.940976 + Penalty 3086.946657 = -1625296.994319 nChanged 3 SP:Iteration 81Q (46210.820000 sec): 3 clusters Score: Raw -1628384.503610 + Penalty 3086.946657 = -1625297.556953 nChanged 4 SP:Iteration 82Q (46211.040000 sec): 3 clusters Score: Raw -1628385.489170 + Penalty 3086.946657 = -1625298.542513 nChanged 2 SP:Iteration 83Q (46211.240000 sec): 3 clusters Score: Raw -1628386.092400 + Penalty 3086.946657 = -1625299.145743 nChanged 2 SP:Iteration 84Q (46211.460000 sec): 3 clusters Score: Raw -1628386.504864 + Penalty 3086.946657 = -1625299.558207 nChanged 2 SP:Iteration 85Q (46211.700000 sec): 3 clusters Score: Raw -1628386.954140 + Penalty 3086.946657 = -1625300.007483 nChanged 3 SP:Iteration 86Q (46211.920000 sec): 3 clusters Score: Raw -1628387.994398 + Penalty 3086.946657 = -1625301.047741 nChanged 5 SP:Iteration 87Q (46212.150000 sec): 3 clusters Score: Raw -1628388.731660 + Penalty 3086.946657 = -1625301.785003 nChanged 4 SP:Iteration 88Q (46212.360000 sec): 3 clusters Score: Raw -1628389.295820 + Penalty 3086.946657 = -1625302.349162 nChanged 1 SP:Iteration 89Q (46212.570000 sec): 3 clusters Score: Raw -1628389.497721 + Penalty 3086.946657 = -1625302.551064 nChanged 0 SP:Iteration 90F (46212.780000 sec): 3 clusters Score: Raw -1628389.497721 + Penalty 3086.946657 = -1625302.551064 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 19 (30713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46213.050000 sec): 2 clusters Score: Raw -3750190.297089 + Penalty 1679.021711 = -3748511.275378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46213.340000 sec): 3 clusters Score: Raw -3731091.585579 + Penalty 3358.043421 = -3727733.542158 nChanged 14244 SP:Iteration 1F (46213.650000 sec): 3 clusters Score: Raw -3738827.046687 + Penalty 3358.043421 = -3735469.003266 nChanged 1222 SP:Iteration 2Q (46213.960000 sec): 3 clusters Score: Raw -3739181.519200 + Penalty 3358.043421 = -3735823.475778 nChanged 1172 SP:Iteration 3Q (46214.290000 sec): 3 clusters Score: Raw -3739574.949749 + Penalty 3358.043421 = -3736216.906327 nChanged 1272 SP:Iteration 4Q (46214.600000 sec): 3 clusters Score: Raw -3740076.257828 + Penalty 3358.043421 = -3736718.214407 nChanged 1434 SP:Iteration 5Q (46214.860000 sec): 3 clusters Score: Raw -3740767.388111 + Penalty 3358.043421 = -3737409.344689 nChanged 1685 SP:Iteration 6F (46215.180000 sec): 3 clusters Score: Raw -3741816.789314 + Penalty 3358.043421 = -3738458.745893 nChanged 2101 SP:Iteration 7F (46215.500000 sec): 3 clusters Score: Raw -3743434.568721 + Penalty 3358.043421 = -3740076.525300 nChanged 2266 SP:Iteration 8F (46215.760000 sec): 3 clusters Score: Raw -3745467.934073 + Penalty 3358.043421 = -3742109.890651 nChanged 2041 SP:Iteration 9F (46216.070000 sec): 3 clusters Score: Raw -3747400.692409 + Penalty 3358.043421 = -3744042.648987 nChanged 1483 SP:Iteration 10Q (46216.420000 sec): 3 clusters Score: Raw -3748827.761415 + Penalty 3358.043421 = -3745469.717994 nChanged 824 SP:Iteration 11Q (46216.720000 sec): 3 clusters Score: Raw -3749601.245975 + Penalty 3358.043421 = -3746243.202554 nChanged 411 SP:Iteration 12Q (46217.010000 sec): 3 clusters Score: Raw -3749978.857000 + Penalty 3358.043421 = -3746620.813579 nChanged 190 SP:Iteration 13Q (46217.290000 sec): 3 clusters Score: Raw -3750153.039654 + Penalty 3358.043421 = -3746794.996233 nChanged 93 SP:Iteration 14Q (46217.620000 sec): 3 clusters Score: Raw -3750247.773325 + Penalty 3358.043421 = -3746889.729904 nChanged 62 SP:Iteration 15Q (46217.880000 sec): 3 clusters Score: Raw -3750315.725766 + Penalty 3358.043421 = -3746957.682344 nChanged 37 SP:Iteration 16Q (46218.180000 sec): 3 clusters Score: Raw -3750352.277870 + Penalty 3358.043421 = -3746994.234449 nChanged 22 SP:Iteration 17Q (46218.440000 sec): 3 clusters Score: Raw -3750375.609756 + Penalty 3358.043421 = -3747017.566335 nChanged 18 SP:Iteration 18Q (46218.750000 sec): 3 clusters Score: Raw -3750390.258126 + Penalty 3358.043421 = -3747032.214705 nChanged 6 SP:Iteration 19Q (46219.010000 sec): 3 clusters Score: Raw -3750397.108907 + Penalty 3358.043421 = -3747039.065486 nChanged 4 SP:Iteration 20F (46219.330000 sec): 3 clusters Score: Raw -3750403.251467 + Penalty 3358.043421 = -3747045.208045 nChanged 6 SP:Iteration 21Q (46219.620000 sec): 3 clusters Score: Raw -3750408.723559 + Penalty 3358.043421 = -3747050.680138 nChanged 5 SP:Iteration 22Q (46219.920000 sec): 3 clusters Score: Raw -3750413.374656 + Penalty 3358.043421 = -3747055.331235 nChanged 6 SP:Iteration 23Q (46220.220000 sec): 3 clusters Score: Raw -3750419.459671 + Penalty 3358.043421 = -3747061.416249 nChanged 6 SP:Iteration 24Q (46220.490000 sec): 3 clusters Score: Raw -3750423.692371 + Penalty 3358.043421 = -3747065.648950 nChanged 2 SP:Iteration 25Q (46220.820000 sec): 3 clusters Score: Raw -3750425.338641 + Penalty 3358.043421 = -3747067.295219 nChanged 0 SP:Iteration 26F (46221.120000 sec): 3 clusters Score: Raw -3750425.338641 + Penalty 3358.043421 = -3747067.295219 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 20 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46221.240000 sec): 2 clusters Score: Raw -181132.711238 + Penalty 1188.289943 = -179944.421295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46221.420000 sec): 3 clusters Score: Raw -180585.940359 + Penalty 2376.579887 = -178209.360472 nChanged 496 SP:Iteration 1F (46221.600000 sec): 3 clusters Score: Raw -180914.618116 + Penalty 2376.579887 = -178538.038229 nChanged 105 SP:Iteration 2F (46221.790000 sec): 3 clusters Score: Raw -180992.863530 + Penalty 2376.579887 = -178616.283643 nChanged 64 SP:Iteration 3Q (46221.960000 sec): 3 clusters Score: Raw -181033.123361 + Penalty 2376.579887 = -178656.543474 nChanged 35 SP:Iteration 4Q (46222.170000 sec): 3 clusters Score: Raw -181055.468085 + Penalty 2376.579887 = -178678.888198 nChanged 15 SP:Iteration 5Q (46222.340000 sec): 3 clusters Score: Raw -181066.091827 + Penalty 2376.579887 = -178689.511940 nChanged 6 SP:Iteration 6Q (46222.500000 sec): 3 clusters Score: Raw -181068.947762 + Penalty 2376.579887 = -178692.367875 nChanged 8 SP:Iteration 7Q (46222.670000 sec): 3 clusters Score: Raw -181073.706402 + Penalty 2376.579887 = -178697.126515 nChanged 7 SP:Iteration 8Q (46222.860000 sec): 3 clusters Score: Raw -181078.227291 + Penalty 2376.579887 = -178701.647404 nChanged 8 SP:Iteration 9Q (46223.000000 sec): 3 clusters Score: Raw -181082.349822 + Penalty 2376.579887 = -178705.769935 nChanged 8 SP:Iteration 10Q (46223.210000 sec): 3 clusters Score: Raw -181086.992119 + Penalty 2376.579887 = -178710.412232 nChanged 7 SP:Iteration 11Q (46223.370000 sec): 3 clusters Score: Raw -181090.863494 + Penalty 2376.579887 = -178714.283607 nChanged 4 SP:Iteration 12Q (46223.560000 sec): 3 clusters Score: Raw -181092.724877 + Penalty 2376.579887 = -178716.144990 nChanged 6 SP:Iteration 13Q (46223.740000 sec): 3 clusters Score: Raw -181095.178549 + Penalty 2376.579887 = -178718.598662 nChanged 5 SP:Iteration 14Q (46223.920000 sec): 3 clusters Score: Raw -181098.312172 + Penalty 2376.579887 = -178721.732285 nChanged 8 SP:Iteration 15Q (46224.070000 sec): 3 clusters Score: Raw -181103.737655 + Penalty 2376.579887 = -178727.157769 nChanged 7 SP:Iteration 16Q (46224.280000 sec): 3 clusters Score: Raw -181108.502577 + Penalty 2376.579887 = -178731.922690 nChanged 3 SP:Iteration 17Q (46224.440000 sec): 3 clusters Score: Raw -181112.602830 + Penalty 2376.579887 = -178736.022943 nChanged 4 SP:Iteration 18Q (46224.620000 sec): 3 clusters Score: Raw -181114.648426 + Penalty 2376.579887 = -178738.068539 nChanged 1 SP:Iteration 19Q (46224.790000 sec): 3 clusters Score: Raw -181115.017035 + Penalty 2376.579887 = -178738.437148 nChanged 2 SP:Iteration 20F (46224.970000 sec): 3 clusters Score: Raw -181115.722062 + Penalty 2376.579887 = -178739.142175 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 21 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46225.060000 sec): 2 clusters Score: Raw -14720.071773 + Penalty 803.016894 = -13917.054879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46225.240000 sec): 3 clusters Score: Raw -14839.860395 + Penalty 1606.033787 = -13233.826607 nChanged 25 SP:Iteration 1F (46225.400000 sec): 3 clusters Score: Raw -14986.084256 + Penalty 1606.033787 = -13380.050469 nChanged 5 SP:Iteration 2Q (46225.590000 sec): 3 clusters Score: Raw -15044.611085 + Penalty 1606.033787 = -13438.577298 nChanged 2 SP:Iteration 3Q (46225.760000 sec): 3 clusters Score: Raw -15054.270031 + Penalty 1606.033787 = -13448.236244 nChanged 1 SP:Iteration 4Q (46225.950000 sec): 3 clusters Score: Raw -15057.919622 + Penalty 1606.033787 = -13451.885835 nChanged 0 SP:Iteration 5F (46226.100000 sec): 3 clusters Score: Raw -15057.919622 + Penalty 1606.033787 = -13451.885835 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 22 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46226.200000 sec): 2 clusters Score: Raw -39816.932884 + Penalty 949.575968 = -38867.356916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46226.390000 sec): 3 clusters Score: Raw -39822.520618 + Penalty 1899.151936 = -37923.368683 nChanged 66 SP:Iteration 1F (46226.560000 sec): 3 clusters Score: Raw -39940.647917 + Penalty 1899.151936 = -38041.495981 nChanged 14 SP:Iteration 2Q (46226.770000 sec): 3 clusters Score: Raw -39972.899721 + Penalty 1899.151936 = -38073.747785 nChanged 4 SP:Iteration 3Q (46226.940000 sec): 3 clusters Score: Raw -39980.932748 + Penalty 1899.151936 = -38081.780812 nChanged 1 SP:Iteration 4Q (46227.130000 sec): 3 clusters Score: Raw -39981.852169 + Penalty 1899.151936 = -38082.700233 nChanged 1 SP:Iteration 5Q (46227.320000 sec): 3 clusters Score: Raw -39985.621782 + Penalty 1899.151936 = -38086.469846 nChanged 5 SP:Iteration 6Q (46227.480000 sec): 3 clusters Score: Raw -39998.183050 + Penalty 1899.151936 = -38099.031114 nChanged 2 SP:Iteration 7Q (46227.620000 sec): 3 clusters Score: Raw -40002.212008 + Penalty 1899.151936 = -38103.060073 nChanged 1 SP:Iteration 8Q (46227.820000 sec): 3 clusters Score: Raw -40006.265417 + Penalty 1899.151936 = -38107.113481 nChanged 0 SP:Iteration 9F (46227.990000 sec): 3 clusters Score: Raw -40006.265417 + Penalty 1899.151936 = -38107.113481 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46228.060000 sec): 2 clusters Score: Raw -28352.486123 + Penalty 902.355933 = -27450.130190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46228.260000 sec): 3 clusters Score: Raw -28430.853806 + Penalty 1804.711865 = -26626.141940 nChanged 44 SP:Iteration 1F (46228.420000 sec): 3 clusters Score: Raw -28527.553404 + Penalty 1804.711865 = -26722.841539 nChanged 8 SP:Iteration 2Q (46228.610000 sec): 3 clusters Score: Raw -28553.484913 + Penalty 1804.711865 = -26748.773048 nChanged 3 SP:Iteration 3Q (46228.780000 sec): 3 clusters Score: Raw -28563.180928 + Penalty 1804.711865 = -26758.469063 nChanged 1 SP:Iteration 4Q (46228.920000 sec): 3 clusters Score: Raw -28566.938620 + Penalty 1804.711865 = -26762.226755 nChanged 1 SP:Iteration 5Q (46229.110000 sec): 3 clusters Score: Raw -28568.694835 + Penalty 1804.711865 = -26763.982970 nChanged 0 SP:Iteration 6F (46229.300000 sec): 3 clusters Score: Raw -28568.694835 + Penalty 1804.711865 = -26763.982970 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46229.370000 sec): 2 clusters Score: Raw -24198.338629 + Penalty 871.209977 = -23327.128652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46229.540000 sec): 3 clusters Score: Raw -24369.333342 + Penalty 1742.419954 = -22626.913388 nChanged 40 SP:Iteration 1F (46229.720000 sec): 3 clusters Score: Raw -24715.343150 + Penalty 1742.419954 = -22972.923196 nChanged 22 SP:Iteration 2F (46229.930000 sec): 3 clusters Score: Raw -24815.691391 + Penalty 1742.419954 = -23073.271438 nChanged 13 SP:Iteration 3F (46230.080000 sec): 3 clusters Score: Raw -24895.439868 + Penalty 1742.419954 = -23153.019915 nChanged 5 SP:Iteration 4Q (46230.250000 sec): 3 clusters Score: Raw -24924.580802 + Penalty 1742.419954 = -23182.160849 nChanged 2 SP:Iteration 5Q (46230.440000 sec): 3 clusters Score: Raw -24943.899160 + Penalty 1742.419954 = -23201.479206 nChanged 2 SP:Iteration 6Q (46230.600000 sec): 3 clusters Score: Raw -24955.924007 + Penalty 1742.419954 = -23213.504053 nChanged 0 SP:Iteration 7F (46230.760000 sec): 3 clusters Score: Raw -24955.924007 + Penalty 1742.419954 = -23213.504053 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46230.850000 sec): 2 clusters Score: Raw -20860.896731 + Penalty 846.541500 = -20014.355231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46231.040000 sec): 3 clusters Score: Raw -20967.797929 + Penalty 1693.083000 = -19274.714929 nChanged 12 SP:Iteration 1F (46231.180000 sec): 3 clusters Score: Raw -21014.560024 + Penalty 1693.083000 = -19321.477025 nChanged 6 SP:Iteration 2Q (46231.390000 sec): 3 clusters Score: Raw -21034.719078 + Penalty 1693.083000 = -19341.636078 nChanged 3 SP:Iteration 3Q (46231.530000 sec): 3 clusters Score: Raw -21047.907422 + Penalty 1693.083000 = -19354.824422 nChanged 1 SP:Iteration 4Q (46231.710000 sec): 3 clusters Score: Raw -21050.611700 + Penalty 1693.083000 = -19357.528701 nChanged 0 SP:Iteration 5F (46231.880000 sec): 3 clusters Score: Raw -21050.611700 + Penalty 1693.083000 = -19357.528701 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46231.970000 sec): 2 clusters Score: Raw -23671.050983 + Penalty 874.233320 = -22796.817663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46232.150000 sec): 3 clusters Score: Raw -23786.201406 + Penalty 1748.466640 = -22037.734766 nChanged 24 SP:Iteration 1F (46232.320000 sec): 3 clusters Score: Raw -23884.804729 + Penalty 1748.466640 = -22136.338089 nChanged 13 SP:Iteration 2F (46232.520000 sec): 3 clusters Score: Raw -23934.743829 + Penalty 1748.466640 = -22186.277189 nChanged 3 SP:Iteration 3Q (46232.680000 sec): 3 clusters Score: Raw -23941.902352 + Penalty 1748.466640 = -22193.435712 nChanged 1 SP:Iteration 4Q (46232.850000 sec): 3 clusters Score: Raw -23944.750490 + Penalty 1748.466640 = -22196.283850 nChanged 0 SP:Iteration 5F (46233.000000 sec): 3 clusters Score: Raw -23944.750490 + Penalty 1748.466640 = -22196.283850 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 27 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46233.130000 sec): 2 clusters Score: Raw -65112.276274 + Penalty 1032.585132 = -64079.691143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46233.290000 sec): 3 clusters Score: Raw -65036.201196 + Penalty 2065.170263 = -62971.030932 nChanged 138 SP:Iteration 1F (46233.480000 sec): 3 clusters Score: Raw -65230.776801 + Penalty 2065.170263 = -63165.606537 nChanged 30 SP:Iteration 2F (46233.640000 sec): 3 clusters Score: Raw -65279.345860 + Penalty 2065.170263 = -63214.175597 nChanged 24 SP:Iteration 3Q (46233.810000 sec): 3 clusters Score: Raw -65321.186834 + Penalty 2065.170263 = -63256.016571 nChanged 20 SP:Iteration 4Q (46234.000000 sec): 3 clusters Score: Raw -65349.154230 + Penalty 2065.170263 = -63283.983967 nChanged 12 SP:Iteration 5Q (46234.200000 sec): 3 clusters Score: Raw -65364.783188 + Penalty 2065.170263 = -63299.612924 nChanged 10 SP:Iteration 6Q (46234.310000 sec): 3 clusters Score: Raw -65376.487916 + Penalty 2065.170263 = -63311.317653 nChanged 6 SP:Iteration 7Q (46234.490000 sec): 3 clusters Score: Raw -65383.894716 + Penalty 2065.170263 = -63318.724453 nChanged 5 SP:Iteration 8Q (46234.690000 sec): 3 clusters Score: Raw -65390.478305 + Penalty 2065.170263 = -63325.308042 nChanged 1 SP:Iteration 9Q (46234.920000 sec): 3 clusters Score: Raw -65391.290283 + Penalty 2065.170263 = -63326.120020 nChanged 0 SP:Iteration 10F (46235.100000 sec): 3 clusters Score: Raw -65391.290283 + Penalty 2065.170263 = -63326.120020 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 28 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46235.150000 sec): 2 clusters Score: Raw -37270.785386 + Penalty 945.280563 = -36325.504822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46235.350000 sec): 3 clusters Score: Raw -37287.228655 + Penalty 1890.561127 = -35396.667528 nChanged 76 SP:Iteration 1F (46235.490000 sec): 3 clusters Score: Raw -37449.332594 + Penalty 1890.561127 = -35558.771467 nChanged 16 SP:Iteration 2Q (46235.720000 sec): 3 clusters Score: Raw -37508.715726 + Penalty 1890.561127 = -35618.154599 nChanged 12 SP:Iteration 3Q (46235.890000 sec): 3 clusters Score: Raw -37554.405774 + Penalty 1890.561127 = -35663.844647 nChanged 11 SP:Iteration 4Q (46236.080000 sec): 3 clusters Score: Raw -37609.837812 + Penalty 1890.561127 = -35719.276685 nChanged 8 SP:Iteration 5Q (46236.230000 sec): 3 clusters Score: Raw -37642.378643 + Penalty 1890.561127 = -35751.817516 nChanged 5 SP:Iteration 6Q (46236.410000 sec): 3 clusters Score: Raw -37673.687986 + Penalty 1890.561127 = -35783.126859 nChanged 7 SP:Iteration 7Q (46236.610000 sec): 3 clusters Score: Raw -37708.925722 + Penalty 1890.561127 = -35818.364595 nChanged 9 SP:Iteration 8Q (46236.730000 sec): 3 clusters Score: Raw -37750.929437 + Penalty 1890.561127 = -35860.368311 nChanged 5 SP:Iteration 9Q (46236.920000 sec): 3 clusters Score: Raw -37770.926563 + Penalty 1890.561127 = -35880.365436 nChanged 5 SP:Iteration 10Q (46237.070000 sec): 3 clusters Score: Raw -37786.621821 + Penalty 1890.561127 = -35896.060694 nChanged 4 SP:Iteration 11Q (46237.250000 sec): 3 clusters Score: Raw -37816.840277 + Penalty 1890.561127 = -35926.279150 nChanged 8 SP:Iteration 12Q (46237.380000 sec): 3 clusters Score: Raw -37861.031341 + Penalty 1890.561127 = -35970.470214 nChanged 6 SP:Iteration 13Q (46237.570000 sec): 3 clusters Score: Raw -37893.905407 + Penalty 1890.561127 = -36003.344280 nChanged 7 SP:Iteration 14Q (46237.710000 sec): 3 clusters Score: Raw -37938.381677 + Penalty 1890.561127 = -36047.820550 nChanged 7 SP:Iteration 15Q (46237.890000 sec): 3 clusters Score: Raw -38018.097754 + Penalty 1890.561127 = -36127.536627 nChanged 3 SP:Iteration 16Q (46238.060000 sec): 3 clusters Score: Raw -38083.208459 + Penalty 1890.561127 = -36192.647332 nChanged 1 SP:Iteration 17Q (46238.260000 sec): 3 clusters Score: Raw -38085.145908 + Penalty 1890.561127 = -36194.584781 nChanged 0 SP:Iteration 18F (46238.400000 sec): 3 clusters Score: Raw -38085.145908 + Penalty 1890.561127 = -36194.584781 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 29 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46238.480000 sec): 2 clusters Score: Raw -72913.639403 + Penalty 1049.225069 = -71864.414334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46238.680000 sec): 3 clusters Score: Raw -72767.314701 + Penalty 2098.450138 = -70668.864563 nChanged 159 SP:Iteration 1F (46238.830000 sec): 3 clusters Score: Raw -72975.827228 + Penalty 2098.450138 = -70877.377090 nChanged 46 SP:Iteration 2F (46239.030000 sec): 3 clusters Score: Raw -73035.844880 + Penalty 2098.450138 = -70937.394742 nChanged 26 SP:Iteration 3Q (46239.180000 sec): 3 clusters Score: Raw -73069.553129 + Penalty 2098.450138 = -70971.102991 nChanged 9 SP:Iteration 4Q (46239.370000 sec): 3 clusters Score: Raw -73078.417892 + Penalty 2098.450138 = -70979.967754 nChanged 7 SP:Iteration 5Q (46239.590000 sec): 3 clusters Score: Raw -73091.248914 + Penalty 2098.450138 = -70992.798776 nChanged 4 SP:Iteration 6Q (46239.740000 sec): 3 clusters Score: Raw -73099.100025 + Penalty 2098.450138 = -71000.649887 nChanged 4 SP:Iteration 7Q (46239.930000 sec): 3 clusters Score: Raw -73102.490990 + Penalty 2098.450138 = -71004.040852 nChanged 2 SP:Iteration 8Q (46240.120000 sec): 3 clusters Score: Raw -73104.433017 + Penalty 2098.450138 = -71005.982879 nChanged 2 SP:Iteration 9Q (46240.280000 sec): 3 clusters Score: Raw -73105.862143 + Penalty 2098.450138 = -71007.412005 nChanged 3 SP:Iteration 10Q (46240.430000 sec): 3 clusters Score: Raw -73108.366841 + Penalty 2098.450138 = -71009.916703 nChanged 3 SP:Iteration 11Q (46240.600000 sec): 3 clusters Score: Raw -73110.805617 + Penalty 2098.450138 = -71012.355479 nChanged 3 SP:Iteration 12Q (46240.780000 sec): 3 clusters Score: Raw -73112.983202 + Penalty 2098.450138 = -71014.533064 nChanged 0 SP:Iteration 13F (46240.960000 sec): 3 clusters Score: Raw -73112.983202 + Penalty 2098.450138 = -71014.533064 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 30 (932713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46244.830000 sec): 2 clusters Score: Raw -114389976.226107 + Penalty 2233.701084 = -114387742.525023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46249.370000 sec): 3 clusters Score: Raw -113757076.107642 + Penalty 4467.402167 = -113752608.705475 nChanged 459576 SP:Iteration 1F (46253.880000 sec): 3 clusters Score: Raw -114038829.049908 + Penalty 4467.402167 = -114034361.647741 nChanged 30470 SP:Iteration 2Q (46259.190000 sec): 3 clusters Score: Raw -114047534.705130 + Penalty 4467.402167 = -114043067.302962 nChanged 42275 SP:Iteration 3Q (46264.200000 sec): 3 clusters Score: Raw -114064746.066538 + Penalty 4467.402167 = -114060278.664371 nChanged 58656 SP:Iteration 4F (46268.730000 sec): 3 clusters Score: Raw -114098352.364529 + Penalty 4467.402167 = -114093884.962362 nChanged 77595 SP:Iteration 5F (46273.200000 sec): 3 clusters Score: Raw -114157412.393903 + Penalty 4467.402167 = -114152944.991736 nChanged 88972 SP:Iteration 6F (46277.010000 sec): 3 clusters Score: Raw -114240314.440274 + Penalty 4467.402167 = -114235847.038106 nChanged 78218 SP:Iteration 7F (46281.060000 sec): 3 clusters Score: Raw -114320353.273696 + Penalty 4467.402167 = -114315885.871528 nChanged 46732 SP:Iteration 8F (46286.090000 sec): 3 clusters Score: Raw -114368237.117030 + Penalty 4467.402167 = -114363769.714863 nChanged 17603 SP:Iteration 9Q (46290.650000 sec): 3 clusters Score: Raw -114385331.898919 + Penalty 4467.402167 = -114380864.496752 nChanged 4274 SP:Iteration 10Q (46294.130000 sec): 3 clusters Score: Raw -114389249.769982 + Penalty 4467.402167 = -114384782.367815 nChanged 735 SP:Iteration 11Q (46297.830000 sec): 3 clusters Score: Raw -114389936.777603 + Penalty 4467.402167 = -114385469.375436 nChanged 147 SP:Iteration 12Q (46301.670000 sec): 3 clusters Score: Raw -114390132.712198 + Penalty 4467.402167 = -114385665.310030 nChanged 49 SP:Iteration 13Q (46305.540000 sec): 3 clusters Score: Raw -114390209.397182 + Penalty 4467.402167 = -114385741.995015 nChanged 13 SP:Iteration 14Q (46309.580000 sec): 3 clusters Score: Raw -114390232.163304 + Penalty 4467.402167 = -114385764.761137 nChanged 16 SP:Iteration 15Q (46313.430000 sec): 3 clusters Score: Raw -114390260.015213 + Penalty 4467.402167 = -114385792.613046 nChanged 2 SP:Iteration 16Q (46317.000000 sec): 3 clusters Score: Raw -114390264.009091 + Penalty 4467.402167 = -114385796.606924 nChanged 3 SP:Iteration 17Q (46320.470000 sec): 3 clusters Score: Raw -114390266.980049 + Penalty 4467.402167 = -114385799.577882 nChanged 2 SP:Iteration 18Q (46324.080000 sec): 3 clusters Score: Raw -114390271.050304 + Penalty 4467.402167 = -114385803.648136 nChanged 2 SP:Iteration 19Q (46328.460000 sec): 3 clusters Score: Raw -114390276.650687 + Penalty 4467.402167 = -114385809.248519 nChanged 3 SP:Iteration 20F (46333.180000 sec): 3 clusters Score: Raw -114390283.999256 + Penalty 4467.402167 = -114385816.597089 nChanged 3 SP:Iteration 21Q (46337.170000 sec): 3 clusters Score: Raw -114390287.696199 + Penalty 4467.402167 = -114385820.294031 nChanged 1 SP:Iteration 22Q (46341.310000 sec): 3 clusters Score: Raw -114390289.552153 + Penalty 4467.402167 = -114385822.149985 nChanged 0 SP:Iteration 23F (46346.410000 sec): 3 clusters Score: Raw -114390289.552153 + Penalty 4467.402167 = -114385822.149985 nChanged 0 Memory request: 0.00 GB would take us to total of 8.69 GB. Trying to split cluster 31 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46346.910000 sec): 2 clusters Score: Raw -35094.413987 + Penalty 930.082579 = -34164.331408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46347.090000 sec): 3 clusters Score: Raw -35121.215404 + Penalty 1860.165158 = -33261.050246 nChanged 50 SP:Iteration 1F (46347.290000 sec): 3 clusters Score: Raw -35246.831531 + Penalty 1860.165158 = -33386.666373 nChanged 11 SP:Iteration 2Q (46347.440000 sec): 3 clusters Score: Raw -35271.273525 + Penalty 1860.165158 = -33411.108367 nChanged 6 SP:Iteration 3Q (46347.650000 sec): 3 clusters Score: Raw -35287.215551 + Penalty 1860.165158 = -33427.050393 nChanged 6 SP:Iteration 4Q (46347.780000 sec): 3 clusters Score: Raw -35301.476348 + Penalty 1860.165158 = -33441.311190 nChanged 4 SP:Iteration 5Q (46347.980000 sec): 3 clusters Score: Raw -35313.337009 + Penalty 1860.165158 = -33453.171851 nChanged 4 SP:Iteration 6Q (46348.080000 sec): 3 clusters Score: Raw -35321.296786 + Penalty 1860.165158 = -33461.131627 nChanged 2 SP:Iteration 7Q (46348.210000 sec): 3 clusters Score: Raw -35324.653559 + Penalty 1860.165158 = -33464.488401 nChanged 3 SP:Iteration 8Q (46348.360000 sec): 3 clusters Score: Raw -35334.845722 + Penalty 1860.165158 = -33474.680564 nChanged 3 SP:Iteration 9Q (46348.510000 sec): 3 clusters Score: Raw -35342.098919 + Penalty 1860.165158 = -33481.933760 nChanged 3 SP:Iteration 10Q (46348.680000 sec): 3 clusters Score: Raw -35347.949598 + Penalty 1860.165158 = -33487.784440 nChanged 1 SP:Iteration 11Q (46348.810000 sec): 3 clusters Score: Raw -35352.448282 + Penalty 1860.165158 = -33492.283124 nChanged 2 SP:Iteration 12Q (46349.020000 sec): 3 clusters Score: Raw -35355.702068 + Penalty 1860.165158 = -33495.536910 nChanged 1 SP:Iteration 13Q (46349.130000 sec): 3 clusters Score: Raw -35357.278138 + Penalty 1860.165158 = -33497.112979 nChanged 0 SP:Iteration 14F (46349.250000 sec): 3 clusters Score: Raw -35357.278138 + Penalty 1860.165158 = -33497.112979 nChanged 0 ------ Evaluating fit on full set of 3609971 points ------ Score: Raw -439215136.228527 + Penalty 76062.271871 = -439139073.956656 Time taken for this iteration:19748.950000 seconds. 21->32 Clusters: Score -439139073.956656, best is -439069192.587736 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 24092 (time per iteration =638.656997 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1776419728128.000000 (time per metric unit =8.661537ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 42634073475072.000000 (time per metric unit=360.897356ps) That took 15386.524376 seconds.