warning: commands will be executed using /bin/sh job 7723 at Fri Feb 20 08:50:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse33-150214/YutaMouse33-150214/YutaMouse33-150214 ElecNo 5 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 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 0.001000 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 3.84 and 5.76 GB of RAM. Memory request: 1.92 GB would take us to total of 1.92 GB. ---------------------------------------------------------- Loaded 855725 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.64 GB would take us to total of 2.56 GB. ------ Running on subset of 285241 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 19 (3844 points): Lose 227.080964 but Gain 2041.177079 Iteration 0F (14.430000 sec): 19 clusters Score: Raw -28318302.112458 + Penalty 36741.187419 = -28281560.925039 nChanged 267234 Iteration 1F (19.950000 sec): 19 clusters Score: Raw -29427709.960506 + Penalty 36741.187419 = -29390968.773087 nChanged 83134 Deleting Class 2 (1697 points): Lose 1529.089093 but Gain 2041.177079 Iteration 2F (25.480000 sec): 18 clusters Score: Raw -29539804.725940 + Penalty 34700.010340 = -29505104.715600 nChanged 60960 Deleting Class 5 (900 points): Lose 971.272261 but Gain 2041.177079 Iteration 3F (30.720000 sec): 17 clusters Score: Raw -29607521.290920 + Penalty 32658.833261 = -29574862.457659 nChanged 51457 Iteration 4F (35.640000 sec): 17 clusters Score: Raw -29665045.887083 + Penalty 32658.833261 = -29632387.053821 nChanged 41868 Deleting Class 12 (826 points): Lose 894.579283 but Gain 2041.177079 Iteration 5F (40.560000 sec): 16 clusters Score: Raw -29709651.306955 + Penalty 30617.656183 = -29679033.650773 nChanged 29625 Deleting Class 3 (492 points): Lose 526.300000 but Gain 2041.177079 Iteration 6F (45.190000 sec): 15 clusters Score: Raw -29737728.340463 + Penalty 28576.479104 = -29709151.861359 nChanged 16456 Deleting Class 16 (530 points): Lose 653.633580 but Gain 2041.177079 Iteration 7F (49.530000 sec): 14 clusters Score: Raw -29750410.277704 + Penalty 26535.302025 = -29723874.975679 nChanged 9098 Deleting Class 4 (668 points): Lose 962.533802 but Gain 2041.177079 Iteration 8Q (51.110000 sec): 13 clusters Score: Raw -29755795.353414 + Penalty 24494.124946 = -29731301.228468 nChanged 5584 Deleting Class 13 (955 points): Lose 1452.715876 but Gain 2041.177079 Iteration 9Q (52.470000 sec): 12 clusters Score: Raw -29757958.234611 + Penalty 22452.947867 = -29735505.286743 nChanged 4229 Iteration 10Q (53.680000 sec): 12 clusters Score: Raw -29760790.179102 + Penalty 22452.947867 = -29738337.231235 nChanged 2306 Iteration 11Q (54.850000 sec): 12 clusters Score: Raw -29761702.828374 + Penalty 22452.947867 = -29739249.880507 nChanged 1750 Iteration 12Q (56.000000 sec): 12 clusters Score: Raw -29762306.852867 + Penalty 22452.947867 = -29739853.904999 nChanged 1388 Iteration 13Q (57.140000 sec): 12 clusters Score: Raw -29762725.821458 + Penalty 22452.947867 = -29740272.873590 nChanged 1133 Iteration 14Q (58.270000 sec): 12 clusters Score: Raw -29763038.906630 + Penalty 22452.947867 = -29740585.958763 nChanged 930 Iteration 15Q (59.390000 sec): 12 clusters Score: Raw -29763288.269743 + Penalty 22452.947867 = -29740835.321876 nChanged 756 Iteration 16Q (60.520000 sec): 12 clusters Score: Raw -29763499.814152 + Penalty 22452.947867 = -29741046.866285 nChanged 654 Iteration 17Q (61.640000 sec): 12 clusters Score: Raw -29763688.269214 + Penalty 22452.947867 = -29741235.321346 nChanged 609 Iteration 18Q (62.740000 sec): 12 clusters Score: Raw -29763870.747275 + Penalty 22452.947867 = -29741417.799408 nChanged 594 Iteration 19Q (63.850000 sec): 12 clusters Score: Raw -29764025.699166 + Penalty 22452.947867 = -29741572.751298 nChanged 509 Writing temp clu file Compute initial score before splitting: Score: Raw -29764025.699166 + Penalty 22452.947867 = -29741572.751298 Memory request: 0.54 GB would take us to total of 3.10 GB. Trying to split cluster 1 (239405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.820000 sec): 2 clusters Score: Raw -25141743.425479 + Penalty 2012.710693 = -25139730.714785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.540000 sec): 3 clusters Score: Raw -24982034.553897 + Penalty 4025.421386 = -24978009.132510 nChanged 116314 SP:Iteration 1F (66.250000 sec): 3 clusters Score: Raw -25050770.271097 + Penalty 4025.421386 = -25046744.849711 nChanged 5931 SP:Iteration 2Q (67.000000 sec): 3 clusters Score: Raw -25051912.911885 + Penalty 4025.421386 = -25047887.490499 nChanged 6848 SP:Iteration 3Q (67.740000 sec): 3 clusters Score: Raw -25053558.911236 + Penalty 4025.421386 = -25049533.489850 nChanged 8227 SP:Iteration 4Q (68.480000 sec): 3 clusters Score: Raw -25056110.422019 + Penalty 4025.421386 = -25052085.000633 nChanged 10199 SP:Iteration 5Q (69.240000 sec): 3 clusters Score: Raw -25060153.929223 + Penalty 4025.421386 = -25056128.507836 nChanged 12591 SP:Iteration 6F (69.970000 sec): 3 clusters Score: Raw -25066264.768955 + Penalty 4025.421386 = -25062239.347569 nChanged 14775 SP:Iteration 7F (70.700000 sec): 3 clusters Score: Raw -25074693.377808 + Penalty 4025.421386 = -25070667.956422 nChanged 15574 SP:Iteration 8F (71.440000 sec): 3 clusters Score: Raw -25084262.504072 + Penalty 4025.421386 = -25080237.082686 nChanged 14701 SP:Iteration 9F (72.170000 sec): 3 clusters Score: Raw -25093831.877877 + Penalty 4025.421386 = -25089806.456491 nChanged 12992 SP:Iteration 10F (72.900000 sec): 3 clusters Score: Raw -25102353.642308 + Penalty 4025.421386 = -25098328.220922 nChanged 10768 SP:Iteration 11Q (73.630000 sec): 3 clusters Score: Raw -25108885.182765 + Penalty 4025.421386 = -25104859.761379 nChanged 8447 SP:Iteration 12Q (74.360000 sec): 3 clusters Score: Raw -25113262.275377 + Penalty 4025.421386 = -25109236.853991 nChanged 6085 SP:Iteration 13Q (75.070000 sec): 3 clusters Score: Raw -25115746.150129 + Penalty 4025.421386 = -25111720.728743 nChanged 4306 SP:Iteration 14Q (75.770000 sec): 3 clusters Score: Raw -25117218.168510 + Penalty 4025.421386 = -25113192.747124 nChanged 3454 SP:Iteration 15Q (76.460000 sec): 3 clusters Score: Raw -25118369.752624 + Penalty 4025.421386 = -25114344.331238 nChanged 3131 SP:Iteration 16Q (77.140000 sec): 3 clusters Score: Raw -25119416.789837 + Penalty 4025.421386 = -25115391.368450 nChanged 3210 SP:Iteration 17Q (77.800000 sec): 3 clusters Score: Raw -25120462.520358 + Penalty 4025.421386 = -25116437.098972 nChanged 3161 SP:Iteration 18Q (78.450000 sec): 3 clusters Score: Raw -25121498.359751 + Penalty 4025.421386 = -25117472.938365 nChanged 3201 SP:Iteration 19Q (79.100000 sec): 3 clusters Score: Raw -25122590.336858 + Penalty 4025.421386 = -25118564.915472 nChanged 3254 SP:Iteration 20F (79.810000 sec): 3 clusters Score: Raw -25123717.040053 + Penalty 4025.421386 = -25119691.618667 nChanged 3287 SP:Iteration 21Q (80.440000 sec): 3 clusters Score: Raw -25124900.583652 + Penalty 4025.421386 = -25120875.162266 nChanged 3296 SP:Iteration 22Q (81.070000 sec): 3 clusters Score: Raw -25126133.799073 + Penalty 4025.421386 = -25122108.377687 nChanged 3235 SP:Iteration 23Q (81.680000 sec): 3 clusters Score: Raw -25127376.209129 + Penalty 4025.421386 = -25123350.787743 nChanged 3186 SP:Iteration 24Q (82.300000 sec): 3 clusters Score: Raw -25128627.184409 + Penalty 4025.421386 = -25124601.763022 nChanged 3078 SP:Iteration 25Q (82.890000 sec): 3 clusters Score: Raw -25129883.718256 + Penalty 4025.421386 = -25125858.296870 nChanged 2978 SP:Iteration 26Q (83.490000 sec): 3 clusters Score: Raw -25131145.700490 + Penalty 4025.421386 = -25127120.279104 nChanged 2813 SP:Iteration 27Q (84.080000 sec): 3 clusters Score: Raw -25132351.128013 + Penalty 4025.421386 = -25128325.706626 nChanged 2597 SP:Iteration 28Q (84.660000 sec): 3 clusters Score: Raw -25133455.541710 + Penalty 4025.421386 = -25129430.120324 nChanged 2430 SP:Iteration 29Q (85.240000 sec): 3 clusters Score: Raw -25134509.216030 + Penalty 4025.421386 = -25130483.794644 nChanged 2203 SP:Iteration 30Q (85.800000 sec): 3 clusters Score: Raw -25135438.531072 + Penalty 4025.421386 = -25131413.109686 nChanged 2077 SP:Iteration 31Q (86.360000 sec): 3 clusters Score: Raw -25136275.376638 + Penalty 4025.421386 = -25132249.955252 nChanged 1830 SP:Iteration 32Q (86.910000 sec): 3 clusters Score: Raw -25136994.791301 + Penalty 4025.421386 = -25132969.369915 nChanged 1621 SP:Iteration 33Q (87.460000 sec): 3 clusters Score: Raw -25137590.628071 + Penalty 4025.421386 = -25133565.206685 nChanged 1441 SP:Iteration 34Q (88.000000 sec): 3 clusters Score: Raw -25138109.909813 + Penalty 4025.421386 = -25134084.488427 nChanged 1367 SP:Iteration 35Q (88.540000 sec): 3 clusters Score: Raw -25138603.104206 + Penalty 4025.421386 = -25134577.682820 nChanged 1267 SP:Iteration 36Q (89.070000 sec): 3 clusters Score: Raw -25139053.738211 + Penalty 4025.421386 = -25135028.316825 nChanged 1119 SP:Iteration 37Q (89.600000 sec): 3 clusters Score: Raw -25139426.201833 + Penalty 4025.421386 = -25135400.780447 nChanged 1038 SP:Iteration 38Q (90.130000 sec): 3 clusters Score: Raw -25139766.300178 + Penalty 4025.421386 = -25135740.878792 nChanged 958 SP:Iteration 39Q (90.670000 sec): 3 clusters Score: Raw -25140061.493820 + Penalty 4025.421386 = -25136036.072434 nChanged 874 SP:Iteration 40F (91.380000 sec): 3 clusters Score: Raw -25140333.917594 + Penalty 4025.421386 = -25136308.496208 nChanged 782 SP:Iteration 41Q (91.890000 sec): 3 clusters Score: Raw -25140576.170049 + Penalty 4025.421386 = -25136550.748663 nChanged 719 SP:Iteration 42Q (92.390000 sec): 3 clusters Score: Raw -25140795.601928 + Penalty 4025.421386 = -25136770.180541 nChanged 663 SP:Iteration 43Q (92.910000 sec): 3 clusters Score: Raw -25140976.235828 + Penalty 4025.421386 = -25136950.814442 nChanged 562 SP:Iteration 44Q (93.420000 sec): 3 clusters Score: Raw -25141126.301176 + Penalty 4025.421386 = -25137100.879789 nChanged 486 SP:Iteration 45Q (93.920000 sec): 3 clusters Score: Raw -25141246.963195 + Penalty 4025.421386 = -25137221.541809 nChanged 462 SP:Iteration 46Q (94.420000 sec): 3 clusters Score: Raw -25141360.133038 + Penalty 4025.421386 = -25137334.711652 nChanged 400 SP:Iteration 47Q (94.920000 sec): 3 clusters Score: Raw -25141458.827019 + Penalty 4025.421386 = -25137433.405633 nChanged 369 SP:Iteration 48Q (95.410000 sec): 3 clusters Score: Raw -25141547.584039 + Penalty 4025.421386 = -25137522.162653 nChanged 324 SP:Iteration 49Q (95.910000 sec): 3 clusters Score: Raw -25141624.202849 + Penalty 4025.421386 = -25137598.781463 nChanged 324 SP:Iteration 50Q (96.400000 sec): 3 clusters Score: Raw -25141701.952007 + Penalty 4025.421386 = -25137676.530621 nChanged 301 SP:Iteration 51Q (96.880000 sec): 3 clusters Score: Raw -25141767.821328 + Penalty 4025.421386 = -25137742.399942 nChanged 262 SP:Iteration 52Q (97.380000 sec): 3 clusters Score: Raw -25141828.761827 + Penalty 4025.421386 = -25137803.340441 nChanged 247 SP:Iteration 53Q (97.870000 sec): 3 clusters Score: Raw -25141887.933678 + Penalty 4025.421386 = -25137862.512291 nChanged 219 SP:Iteration 54Q (98.380000 sec): 3 clusters Score: Raw -25141932.728973 + Penalty 4025.421386 = -25137907.307587 nChanged 190 SP:Iteration 55Q (98.860000 sec): 3 clusters Score: Raw -25141972.450553 + Penalty 4025.421386 = -25137947.029167 nChanged 183 SP:Iteration 56Q (99.350000 sec): 3 clusters Score: Raw -25142006.881081 + Penalty 4025.421386 = -25137981.459695 nChanged 155 SP:Iteration 57Q (99.840000 sec): 3 clusters Score: Raw -25142032.390051 + Penalty 4025.421386 = -25138006.968665 nChanged 129 SP:Iteration 58Q (100.320000 sec): 3 clusters Score: Raw -25142053.733323 + Penalty 4025.421386 = -25138028.311937 nChanged 132 SP:Iteration 59Q (100.810000 sec): 3 clusters Score: Raw -25142075.081733 + Penalty 4025.421386 = -25138049.660347 nChanged 125 SP:Iteration 60F (101.500000 sec): 3 clusters Score: Raw -25142093.782127 + Penalty 4025.421386 = -25138068.360740 nChanged 113 SP:Iteration 61Q (101.980000 sec): 3 clusters Score: Raw -25142110.403766 + Penalty 4025.421386 = -25138084.982380 nChanged 91 SP:Iteration 62Q (102.470000 sec): 3 clusters Score: Raw -25142122.748823 + Penalty 4025.421386 = -25138097.327437 nChanged 89 SP:Iteration 63Q (102.950000 sec): 3 clusters Score: Raw -25142135.897865 + Penalty 4025.421386 = -25138110.476479 nChanged 77 SP:Iteration 64Q (103.440000 sec): 3 clusters Score: Raw -25142146.938385 + Penalty 4025.421386 = -25138121.516999 nChanged 66 SP:Iteration 65Q (103.930000 sec): 3 clusters Score: Raw -25142155.633760 + Penalty 4025.421386 = -25138130.212374 nChanged 60 SP:Iteration 66Q (104.420000 sec): 3 clusters Score: Raw -25142163.557072 + Penalty 4025.421386 = -25138138.135686 nChanged 59 SP:Iteration 67Q (104.890000 sec): 3 clusters Score: Raw -25142171.517956 + Penalty 4025.421386 = -25138146.096570 nChanged 63 SP:Iteration 68Q (105.390000 sec): 3 clusters Score: Raw -25142180.826201 + Penalty 4025.421386 = -25138155.404815 nChanged 68 SP:Iteration 69Q (105.870000 sec): 3 clusters Score: Raw -25142190.955718 + Penalty 4025.421386 = -25138165.534332 nChanged 58 SP:Iteration 70Q (106.340000 sec): 3 clusters Score: Raw -25142198.402492 + Penalty 4025.421386 = -25138172.981105 nChanged 46 SP:Iteration 71Q (106.840000 sec): 3 clusters Score: Raw -25142204.375031 + Penalty 4025.421386 = -25138178.953645 nChanged 46 SP:Iteration 72Q (107.320000 sec): 3 clusters Score: Raw -25142211.621381 + Penalty 4025.421386 = -25138186.199995 nChanged 45 SP:Iteration 73Q (107.800000 sec): 3 clusters Score: Raw -25142218.054474 + Penalty 4025.421386 = -25138192.633087 nChanged 40 SP:Iteration 74Q (108.280000 sec): 3 clusters Score: Raw -25142223.480393 + Penalty 4025.421386 = -25138198.059006 nChanged 37 SP:Iteration 75Q (108.760000 sec): 3 clusters Score: Raw -25142227.710954 + Penalty 4025.421386 = -25138202.289568 nChanged 32 SP:Iteration 76Q (109.250000 sec): 3 clusters Score: Raw -25142230.651545 + Penalty 4025.421386 = -25138205.230159 nChanged 27 SP:Iteration 77Q (109.730000 sec): 3 clusters Score: Raw -25142233.143027 + Penalty 4025.421386 = -25138207.721641 nChanged 20 SP:Iteration 78Q (110.210000 sec): 3 clusters Score: Raw -25142235.424086 + Penalty 4025.421386 = -25138210.002700 nChanged 22 SP:Iteration 79Q (110.700000 sec): 3 clusters Score: Raw -25142237.779604 + Penalty 4025.421386 = -25138212.358218 nChanged 21 SP:Iteration 80F (111.400000 sec): 3 clusters Score: Raw -25142239.484227 + Penalty 4025.421386 = -25138214.062841 nChanged 15 SP:Iteration 81Q (111.870000 sec): 3 clusters Score: Raw -25142240.828610 + Penalty 4025.421386 = -25138215.407224 nChanged 11 SP:Iteration 82Q (112.350000 sec): 3 clusters Score: Raw -25142241.544906 + Penalty 4025.421386 = -25138216.123519 nChanged 6 SP:Iteration 83Q (112.830000 sec): 3 clusters Score: Raw -25142241.794753 + Penalty 4025.421386 = -25138216.373367 nChanged 2 SP:Iteration 84Q (113.320000 sec): 3 clusters Score: Raw -25142241.919345 + Penalty 4025.421386 = -25138216.497958 nChanged 1 SP:Iteration 85Q (113.810000 sec): 3 clusters Score: Raw -25142241.977116 + Penalty 4025.421386 = -25138216.555730 nChanged 1 SP:Iteration 86Q (114.300000 sec): 3 clusters Score: Raw -25142242.008377 + Penalty 4025.421386 = -25138216.586990 nChanged 2 SP:Iteration 87Q (114.810000 sec): 3 clusters Score: Raw -25142242.135444 + Penalty 4025.421386 = -25138216.714057 nChanged 3 SP:Iteration 88Q (115.320000 sec): 3 clusters Score: Raw -25142242.405128 + Penalty 4025.421386 = -25138216.983742 nChanged 5 SP:Iteration 89Q (115.830000 sec): 3 clusters Score: Raw -25142242.773143 + Penalty 4025.421386 = -25138217.351756 nChanged 3 SP:Iteration 90Q (116.340000 sec): 3 clusters Score: Raw -25142242.888533 + Penalty 4025.421386 = -25138217.467147 nChanged 2 SP:Iteration 91Q (116.840000 sec): 3 clusters Score: Raw -25142243.060501 + Penalty 4025.421386 = -25138217.639115 nChanged 1 SP:Iteration 92Q (117.340000 sec): 3 clusters Score: Raw -25142243.090260 + Penalty 4025.421386 = -25138217.668873 nChanged 1 SP:Iteration 93Q (117.860000 sec): 3 clusters Score: Raw -25142243.249134 + Penalty 4025.421386 = -25138217.827748 nChanged 2 SP:Iteration 94Q (118.350000 sec): 3 clusters Score: Raw -25142243.391804 + Penalty 4025.421386 = -25138217.970418 nChanged 0 SP:Iteration 95F (119.070000 sec): 3 clusters Score: Raw -25142243.391804 + Penalty 4025.421386 = -25138217.970418 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 6 (2471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.190000 sec): 2 clusters Score: Raw -270463.703253 + Penalty 1269.511458 = -269194.191794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.200000 sec): 3 clusters Score: Raw -269304.568707 + Penalty 2539.022917 = -266765.545790 nChanged 907 SP:Iteration 1F (119.210000 sec): 3 clusters Score: Raw -269872.361264 + Penalty 2539.022917 = -267333.338347 nChanged 200 SP:Iteration 2F (119.220000 sec): 3 clusters Score: Raw -270005.317308 + Penalty 2539.022917 = -267466.294391 nChanged 127 SP:Iteration 3F (119.230000 sec): 3 clusters Score: Raw -270081.783289 + Penalty 2539.022917 = -267542.760372 nChanged 86 SP:Iteration 4Q (119.230000 sec): 3 clusters Score: Raw -270120.166978 + Penalty 2539.022917 = -267581.144061 nChanged 52 SP:Iteration 5Q (119.240000 sec): 3 clusters Score: Raw -270145.185628 + Penalty 2539.022917 = -267606.162711 nChanged 50 SP:Iteration 6Q (119.250000 sec): 3 clusters Score: Raw -270171.195479 + Penalty 2539.022917 = -267632.172562 nChanged 46 SP:Iteration 7Q (119.250000 sec): 3 clusters Score: Raw -270191.595650 + Penalty 2539.022917 = -267652.572733 nChanged 26 SP:Iteration 8Q (119.260000 sec): 3 clusters Score: Raw -270201.757542 + Penalty 2539.022917 = -267662.734625 nChanged 17 SP:Iteration 9Q (119.270000 sec): 3 clusters Score: Raw -270206.896281 + Penalty 2539.022917 = -267667.873364 nChanged 10 SP:Iteration 10Q (119.270000 sec): 3 clusters Score: Raw -270211.076768 + Penalty 2539.022917 = -267672.053851 nChanged 10 SP:Iteration 11Q (119.280000 sec): 3 clusters Score: Raw -270214.391291 + Penalty 2539.022917 = -267675.368374 nChanged 6 SP:Iteration 12Q (119.290000 sec): 3 clusters Score: Raw -270216.224213 + Penalty 2539.022917 = -267677.201296 nChanged 4 SP:Iteration 13Q (119.290000 sec): 3 clusters Score: Raw -270217.307187 + Penalty 2539.022917 = -267678.284270 nChanged 3 SP:Iteration 14Q (119.300000 sec): 3 clusters Score: Raw -270217.655253 + Penalty 2539.022917 = -267678.632336 nChanged 2 SP:Iteration 15Q (119.310000 sec): 3 clusters Score: Raw -270218.077604 + Penalty 2539.022917 = -267679.054687 nChanged 2 SP:Iteration 16Q (119.310000 sec): 3 clusters Score: Raw -270218.669885 + Penalty 2539.022917 = -267679.646968 nChanged 3 SP:Iteration 17Q (119.320000 sec): 3 clusters Score: Raw -270219.625688 + Penalty 2539.022917 = -267680.602771 nChanged 2 SP:Iteration 18Q (119.330000 sec): 3 clusters Score: Raw -270220.610537 + Penalty 2539.022917 = -267681.587620 nChanged 1 SP:Iteration 19Q (119.340000 sec): 3 clusters Score: Raw -270220.931197 + Penalty 2539.022917 = -267681.908280 nChanged 3 SP:Iteration 20F (119.340000 sec): 3 clusters Score: Raw -270222.202080 + Penalty 2539.022917 = -267683.179163 nChanged 4 SP:Iteration 21Q (119.350000 sec): 3 clusters Score: Raw -270223.544040 + Penalty 2539.022917 = -267684.521123 nChanged 3 SP:Iteration 22Q (119.360000 sec): 3 clusters Score: Raw -270224.791953 + Penalty 2539.022917 = -267685.769037 nChanged 2 SP:Iteration 23Q (119.370000 sec): 3 clusters Score: Raw -270225.360569 + Penalty 2539.022917 = -267686.337653 nChanged 2 SP:Iteration 24Q (119.370000 sec): 3 clusters Score: Raw -270225.966029 + Penalty 2539.022917 = -267686.943112 nChanged 0 SP:Iteration 25F (119.380000 sec): 3 clusters Score: Raw -270225.966029 + Penalty 2539.022917 = -267686.943112 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 7 (16551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.430000 sec): 2 clusters Score: Raw -1743851.943625 + Penalty 1578.557793 = -1742273.385832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.480000 sec): 3 clusters Score: Raw -1733926.545159 + Penalty 3157.115586 = -1730769.429573 nChanged 7406 SP:Iteration 1F (119.530000 sec): 3 clusters Score: Raw -1737965.008309 + Penalty 3157.115586 = -1734807.892723 nChanged 928 SP:Iteration 2F (119.580000 sec): 3 clusters Score: Raw -1738321.163280 + Penalty 3157.115586 = -1735164.047695 nChanged 809 SP:Iteration 3Q (119.630000 sec): 3 clusters Score: Raw -1738616.964629 + Penalty 3157.115586 = -1735459.849043 nChanged 709 SP:Iteration 4Q (119.670000 sec): 3 clusters Score: Raw -1738892.971889 + Penalty 3157.115586 = -1735735.856304 nChanged 661 SP:Iteration 5Q (119.720000 sec): 3 clusters Score: Raw -1739161.599065 + Penalty 3157.115586 = -1736004.483479 nChanged 649 SP:Iteration 6Q (119.770000 sec): 3 clusters Score: Raw -1739421.047614 + Penalty 3157.115586 = -1736263.932028 nChanged 669 SP:Iteration 7Q (119.820000 sec): 3 clusters Score: Raw -1739681.518556 + Penalty 3157.115586 = -1736524.402970 nChanged 633 SP:Iteration 8Q (119.870000 sec): 3 clusters Score: Raw -1739912.686201 + Penalty 3157.115586 = -1736755.570615 nChanged 574 SP:Iteration 9Q (119.910000 sec): 3 clusters Score: Raw -1740137.903853 + Penalty 3157.115586 = -1736980.788268 nChanged 566 SP:Iteration 10Q (119.960000 sec): 3 clusters Score: Raw -1740328.441488 + Penalty 3157.115586 = -1737171.325903 nChanged 476 SP:Iteration 11Q (120.010000 sec): 3 clusters Score: Raw -1740499.040174 + Penalty 3157.115586 = -1737341.924588 nChanged 481 SP:Iteration 12Q (120.060000 sec): 3 clusters Score: Raw -1740650.997090 + Penalty 3157.115586 = -1737493.881504 nChanged 454 SP:Iteration 13Q (120.110000 sec): 3 clusters Score: Raw -1740797.020836 + Penalty 3157.115586 = -1737639.905251 nChanged 404 SP:Iteration 14Q (120.150000 sec): 3 clusters Score: Raw -1740916.136867 + Penalty 3157.115586 = -1737759.021282 nChanged 360 SP:Iteration 15Q (120.200000 sec): 3 clusters Score: Raw -1741008.872929 + Penalty 3157.115586 = -1737851.757343 nChanged 321 SP:Iteration 16Q (120.250000 sec): 3 clusters Score: Raw -1741089.518519 + Penalty 3157.115586 = -1737932.402933 nChanged 291 SP:Iteration 17Q (120.300000 sec): 3 clusters Score: Raw -1741158.105403 + Penalty 3157.115586 = -1738000.989818 nChanged 282 SP:Iteration 18Q (120.340000 sec): 3 clusters Score: Raw -1741229.672117 + Penalty 3157.115586 = -1738072.556531 nChanged 274 SP:Iteration 19Q (120.390000 sec): 3 clusters Score: Raw -1741301.362167 + Penalty 3157.115586 = -1738144.246581 nChanged 306 SP:Iteration 20F (120.440000 sec): 3 clusters Score: Raw -1741391.913122 + Penalty 3157.115586 = -1738234.797537 nChanged 345 SP:Iteration 21Q (120.490000 sec): 3 clusters Score: Raw -1741497.914380 + Penalty 3157.115586 = -1738340.798794 nChanged 367 SP:Iteration 22Q (120.530000 sec): 3 clusters Score: Raw -1741618.171275 + Penalty 3157.115586 = -1738461.055689 nChanged 367 SP:Iteration 23Q (120.580000 sec): 3 clusters Score: Raw -1741750.720682 + Penalty 3157.115586 = -1738593.605096 nChanged 381 SP:Iteration 24Q (120.630000 sec): 3 clusters Score: Raw -1741889.612673 + Penalty 3157.115586 = -1738732.497087 nChanged 385 SP:Iteration 25Q (120.680000 sec): 3 clusters Score: Raw -1742029.717914 + Penalty 3157.115586 = -1738872.602329 nChanged 390 SP:Iteration 26Q (120.720000 sec): 3 clusters Score: Raw -1742180.253239 + Penalty 3157.115586 = -1739023.137653 nChanged 398 SP:Iteration 27Q (120.770000 sec): 3 clusters Score: Raw -1742346.344844 + Penalty 3157.115586 = -1739189.229258 nChanged 424 SP:Iteration 28Q (120.810000 sec): 3 clusters Score: Raw -1742527.355980 + Penalty 3157.115586 = -1739370.240394 nChanged 399 SP:Iteration 29Q (120.850000 sec): 3 clusters Score: Raw -1742704.498527 + Penalty 3157.115586 = -1739547.382942 nChanged 340 SP:Iteration 30Q (120.900000 sec): 3 clusters Score: Raw -1742858.025842 + Penalty 3157.115586 = -1739700.910257 nChanged 337 SP:Iteration 31Q (120.940000 sec): 3 clusters Score: Raw -1743015.073928 + Penalty 3157.115586 = -1739857.958342 nChanged 309 SP:Iteration 32Q (120.980000 sec): 3 clusters Score: Raw -1743175.048514 + Penalty 3157.115586 = -1740017.932928 nChanged 278 SP:Iteration 33Q (121.020000 sec): 3 clusters Score: Raw -1743326.738878 + Penalty 3157.115586 = -1740169.623293 nChanged 269 SP:Iteration 34Q (121.060000 sec): 3 clusters Score: Raw -1743477.172046 + Penalty 3157.115586 = -1740320.056461 nChanged 202 SP:Iteration 35Q (121.100000 sec): 3 clusters Score: Raw -1743582.152629 + Penalty 3157.115586 = -1740425.037043 nChanged 175 SP:Iteration 36Q (121.140000 sec): 3 clusters Score: Raw -1743669.392305 + Penalty 3157.115586 = -1740512.276720 nChanged 136 SP:Iteration 37Q (121.180000 sec): 3 clusters Score: Raw -1743747.535469 + Penalty 3157.115586 = -1740590.419883 nChanged 102 SP:Iteration 38Q (121.220000 sec): 3 clusters Score: Raw -1743805.000178 + Penalty 3157.115586 = -1740647.884592 nChanged 89 SP:Iteration 39Q (121.250000 sec): 3 clusters Score: Raw -1743852.041428 + Penalty 3157.115586 = -1740694.925843 nChanged 63 SP:Iteration 40F (121.300000 sec): 3 clusters Score: Raw -1743883.893754 + Penalty 3157.115586 = -1740726.778168 nChanged 43 SP:Iteration 41Q (121.340000 sec): 3 clusters Score: Raw -1743906.175639 + Penalty 3157.115586 = -1740749.060054 nChanged 45 SP:Iteration 42Q (121.370000 sec): 3 clusters Score: Raw -1743930.128591 + Penalty 3157.115586 = -1740773.013006 nChanged 41 SP:Iteration 43Q (121.410000 sec): 3 clusters Score: Raw -1743953.627906 + Penalty 3157.115586 = -1740796.512321 nChanged 44 SP:Iteration 44Q (121.450000 sec): 3 clusters Score: Raw -1743981.026493 + Penalty 3157.115586 = -1740823.910908 nChanged 32 SP:Iteration 45Q (121.490000 sec): 3 clusters Score: Raw -1744003.289886 + Penalty 3157.115586 = -1740846.174300 nChanged 22 SP:Iteration 46Q (121.520000 sec): 3 clusters Score: Raw -1744011.650751 + Penalty 3157.115586 = -1740854.535165 nChanged 10 SP:Iteration 47Q (121.550000 sec): 3 clusters Score: Raw -1744016.724731 + Penalty 3157.115586 = -1740859.609146 nChanged 6 SP:Iteration 48Q (121.590000 sec): 3 clusters Score: Raw -1744020.385846 + Penalty 3157.115586 = -1740863.270260 nChanged 10 SP:Iteration 49Q (121.630000 sec): 3 clusters Score: Raw -1744025.982707 + Penalty 3157.115586 = -1740868.867121 nChanged 7 SP:Iteration 50Q (121.660000 sec): 3 clusters Score: Raw -1744027.989042 + Penalty 3157.115586 = -1740870.873457 nChanged 6 SP:Iteration 51Q (121.690000 sec): 3 clusters Score: Raw -1744030.752664 + Penalty 3157.115586 = -1740873.637078 nChanged 4 SP:Iteration 52Q (121.730000 sec): 3 clusters Score: Raw -1744033.779871 + Penalty 3157.115586 = -1740876.664286 nChanged 5 SP:Iteration 53Q (121.770000 sec): 3 clusters Score: Raw -1744037.388936 + Penalty 3157.115586 = -1740880.273350 nChanged 6 SP:Iteration 54Q (121.800000 sec): 3 clusters Score: Raw -1744041.871608 + Penalty 3157.115586 = -1740884.756023 nChanged 4 SP:Iteration 55Q (121.830000 sec): 3 clusters Score: Raw -1744043.198919 + Penalty 3157.115586 = -1740886.083333 nChanged 1 SP:Iteration 56Q (121.870000 sec): 3 clusters Score: Raw -1744043.517991 + Penalty 3157.115586 = -1740886.402405 nChanged 0 SP:Iteration 57F (121.920000 sec): 3 clusters Score: Raw -1744043.517991 + Penalty 3157.115586 = -1740886.402405 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 8 (1944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.930000 sec): 2 clusters Score: Raw -193277.851161 + Penalty 1230.531735 = -192047.319426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.930000 sec): 3 clusters Score: Raw -192518.109432 + Penalty 2461.063470 = -190057.045962 nChanged 723 SP:Iteration 1F (121.940000 sec): 3 clusters Score: Raw -193317.757684 + Penalty 2461.063470 = -190856.694214 nChanged 207 SP:Iteration 2F (121.950000 sec): 3 clusters Score: Raw -193925.590443 + Penalty 2461.063470 = -191464.526973 nChanged 143 SP:Iteration 3F (121.950000 sec): 3 clusters Score: Raw -194176.251793 + Penalty 2461.063470 = -191715.188323 nChanged 104 SP:Iteration 4F (121.960000 sec): 3 clusters Score: Raw -194286.371752 + Penalty 2461.063470 = -191825.308282 nChanged 65 SP:Iteration 5Q (121.960000 sec): 3 clusters Score: Raw -194378.618954 + Penalty 2461.063470 = -191917.555484 nChanged 68 SP:Iteration 6Q (121.970000 sec): 3 clusters Score: Raw -194425.840554 + Penalty 2461.063470 = -191964.777084 nChanged 48 SP:Iteration 7Q (121.970000 sec): 3 clusters Score: Raw -194470.848319 + Penalty 2461.063470 = -192009.784849 nChanged 49 SP:Iteration 8Q (121.980000 sec): 3 clusters Score: Raw -194518.938387 + Penalty 2461.063470 = -192057.874917 nChanged 53 SP:Iteration 9Q (121.990000 sec): 3 clusters Score: Raw -194571.701268 + Penalty 2461.063470 = -192110.637798 nChanged 55 SP:Iteration 10Q (121.990000 sec): 3 clusters Score: Raw -194631.595047 + Penalty 2461.063470 = -192170.531577 nChanged 51 SP:Iteration 11Q (121.990000 sec): 3 clusters Score: Raw -194679.408913 + Penalty 2461.063470 = -192218.345443 nChanged 31 SP:Iteration 12Q (122.000000 sec): 3 clusters Score: Raw -194709.842035 + Penalty 2461.063470 = -192248.778565 nChanged 41 SP:Iteration 13Q (122.010000 sec): 3 clusters Score: Raw -194764.109163 + Penalty 2461.063470 = -192303.045693 nChanged 42 SP:Iteration 14Q (122.010000 sec): 3 clusters Score: Raw -194814.416302 + Penalty 2461.063470 = -192353.352832 nChanged 33 SP:Iteration 15Q (122.010000 sec): 3 clusters Score: Raw -194848.038923 + Penalty 2461.063470 = -192386.975453 nChanged 25 SP:Iteration 16Q (122.020000 sec): 3 clusters Score: Raw -194872.142120 + Penalty 2461.063470 = -192411.078649 nChanged 19 SP:Iteration 17Q (122.020000 sec): 3 clusters Score: Raw -194885.153055 + Penalty 2461.063470 = -192424.089585 nChanged 17 SP:Iteration 18Q (122.030000 sec): 3 clusters Score: Raw -194901.784708 + Penalty 2461.063470 = -192440.721238 nChanged 12 SP:Iteration 19Q (122.030000 sec): 3 clusters Score: Raw -194910.094547 + Penalty 2461.063470 = -192449.031077 nChanged 8 SP:Iteration 20F (122.040000 sec): 3 clusters Score: Raw -194914.968274 + Penalty 2461.063470 = -192453.904804 nChanged 4 SP:Iteration 21Q (122.040000 sec): 3 clusters Score: Raw -194916.922688 + Penalty 2461.063470 = -192455.859218 nChanged 2 SP:Iteration 22Q (122.050000 sec): 3 clusters Score: Raw -194917.344177 + Penalty 2461.063470 = -192456.280707 nChanged 1 SP:Iteration 23Q (122.050000 sec): 3 clusters Score: Raw -194917.519994 + Penalty 2461.063470 = -192456.456524 nChanged 0 SP:Iteration 24F (122.050000 sec): 3 clusters Score: Raw -194917.519994 + Penalty 2461.063470 = -192456.456524 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 3.10 GB. Trying to split cluster 9 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.060000 sec): 2 clusters Score: Raw -253099.301209 + Penalty 1249.894234 = -251849.406975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.070000 sec): 3 clusters Score: Raw -252121.094353 + Penalty 2499.788467 = -249621.305886 nChanged 740 SP:Iteration 1F (122.070000 sec): 3 clusters Score: Raw -252599.962977 + Penalty 2499.788467 = -250100.174510 nChanged 176 SP:Iteration 2F (122.080000 sec): 3 clusters Score: Raw -252717.578984 + Penalty 2499.788467 = -250217.790517 nChanged 104 SP:Iteration 3Q (122.090000 sec): 3 clusters Score: Raw -252785.355448 + Penalty 2499.788467 = -250285.566980 nChanged 68 SP:Iteration 4Q (122.090000 sec): 3 clusters Score: Raw -252821.335977 + Penalty 2499.788467 = -250321.547510 nChanged 48 SP:Iteration 5Q (122.100000 sec): 3 clusters Score: Raw -252843.282840 + Penalty 2499.788467 = -250343.494372 nChanged 35 SP:Iteration 6Q (122.110000 sec): 3 clusters Score: Raw -252856.789539 + Penalty 2499.788467 = -250357.001071 nChanged 19 SP:Iteration 7Q (122.110000 sec): 3 clusters Score: Raw -252866.692260 + Penalty 2499.788467 = -250366.903792 nChanged 23 SP:Iteration 8Q (122.120000 sec): 3 clusters Score: Raw -252878.449907 + Penalty 2499.788467 = -250378.661440 nChanged 25 SP:Iteration 9Q (122.130000 sec): 3 clusters Score: Raw -252888.494132 + Penalty 2499.788467 = -250388.705664 nChanged 17 SP:Iteration 10Q (122.130000 sec): 3 clusters Score: Raw -252896.351386 + Penalty 2499.788467 = -250396.562919 nChanged 16 SP:Iteration 11Q (122.140000 sec): 3 clusters Score: Raw -252903.845112 + Penalty 2499.788467 = -250404.056645 nChanged 12 SP:Iteration 12Q (122.150000 sec): 3 clusters Score: Raw -252908.771674 + Penalty 2499.788467 = -250408.983206 nChanged 14 SP:Iteration 13Q (122.150000 sec): 3 clusters Score: Raw -252914.741947 + Penalty 2499.788467 = -250414.953479 nChanged 10 SP:Iteration 14Q (122.160000 sec): 3 clusters Score: Raw -252919.237172 + Penalty 2499.788467 = -250419.448705 nChanged 11 SP:Iteration 15Q (122.170000 sec): 3 clusters Score: Raw -252924.358297 + Penalty 2499.788467 = -250424.569829 nChanged 9 SP:Iteration 16Q (122.180000 sec): 3 clusters Score: Raw -252927.579329 + Penalty 2499.788467 = -250427.790862 nChanged 11 SP:Iteration 17Q (122.190000 sec): 3 clusters Score: Raw -252933.512285 + Penalty 2499.788467 = -250433.723817 nChanged 16 SP:Iteration 18Q (122.190000 sec): 3 clusters Score: Raw -252941.310201 + Penalty 2499.788467 = -250441.521733 nChanged 15 SP:Iteration 19Q (122.200000 sec): 3 clusters Score: Raw -252947.568779 + Penalty 2499.788467 = -250447.780311 nChanged 14 SP:Iteration 20F (122.210000 sec): 3 clusters Score: Raw -252953.872535 + Penalty 2499.788467 = -250454.084067 nChanged 16 SP:Iteration 21Q (122.210000 sec): 3 clusters Score: Raw -252961.637921 + Penalty 2499.788467 = -250461.849454 nChanged 10 SP:Iteration 22Q (122.220000 sec): 3 clusters Score: Raw -252966.181444 + Penalty 2499.788467 = -250466.392976 nChanged 14 SP:Iteration 23Q (122.220000 sec): 3 clusters Score: Raw -252972.985985 + Penalty 2499.788467 = -250473.197517 nChanged 12 SP:Iteration 24Q (122.230000 sec): 3 clusters Score: Raw -252977.896997 + Penalty 2499.788467 = -250478.108529 nChanged 7 SP:Iteration 25Q (122.240000 sec): 3 clusters Score: Raw -252980.568019 + Penalty 2499.788467 = -250480.779552 nChanged 9 SP:Iteration 26Q (122.240000 sec): 3 clusters Score: Raw -252983.425093 + Penalty 2499.788467 = -250483.636625 nChanged 8 SP:Iteration 27Q (122.250000 sec): 3 clusters Score: Raw -252987.309512 + Penalty 2499.788467 = -250487.521045 nChanged 9 SP:Iteration 28Q (122.250000 sec): 3 clusters Score: Raw -252991.670296 + Penalty 2499.788467 = -250491.881829 nChanged 9 SP:Iteration 29Q (122.260000 sec): 3 clusters Score: Raw -252995.840576 + Penalty 2499.788467 = -250496.052108 nChanged 10 SP:Iteration 30Q (122.270000 sec): 3 clusters Score: Raw -253000.164944 + Penalty 2499.788467 = -250500.376476 nChanged 5 SP:Iteration 31Q (122.270000 sec): 3 clusters Score: Raw -253002.524246 + Penalty 2499.788467 = -250502.735778 nChanged 5 SP:Iteration 32Q (122.280000 sec): 3 clusters Score: Raw -253005.284159 + Penalty 2499.788467 = -250505.495692 nChanged 5 SP:Iteration 33Q (122.290000 sec): 3 clusters Score: Raw -253007.207604 + Penalty 2499.788467 = -250507.419137 nChanged 4 SP:Iteration 34Q (122.290000 sec): 3 clusters Score: Raw -253008.514367 + Penalty 2499.788467 = -250508.725900 nChanged 4 SP:Iteration 35Q (122.300000 sec): 3 clusters Score: Raw -253010.060363 + Penalty 2499.788467 = -250510.271895 nChanged 2 SP:Iteration 36Q (122.310000 sec): 3 clusters Score: Raw -253010.706489 + Penalty 2499.788467 = -250510.918022 nChanged 2 SP:Iteration 37Q (122.310000 sec): 3 clusters Score: Raw -253011.465459 + Penalty 2499.788467 = -250511.676992 nChanged 1 SP:Iteration 38Q (122.320000 sec): 3 clusters Score: Raw -253011.938886 + Penalty 2499.788467 = -250512.150419 nChanged 0 SP:Iteration 39F (122.330000 sec): 3 clusters Score: Raw -253011.938886 + Penalty 2499.788467 = -250512.150419 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 10 (967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.330000 sec): 2 clusters Score: Raw -103948.980498 + Penalty 1117.057256 = -102831.923243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.330000 sec): 3 clusters Score: Raw -103629.546130 + Penalty 2234.114511 = -101395.431619 nChanged 289 SP:Iteration 1F (122.330000 sec): 3 clusters Score: Raw -103878.618505 + Penalty 2234.114511 = -101644.503994 nChanged 58 SP:Iteration 2F (122.340000 sec): 3 clusters Score: Raw -103927.865125 + Penalty 2234.114511 = -101693.750614 nChanged 22 SP:Iteration 3Q (122.340000 sec): 3 clusters Score: Raw -103953.546757 + Penalty 2234.114511 = -101719.432246 nChanged 22 SP:Iteration 4Q (122.340000 sec): 3 clusters Score: Raw -103977.910181 + Penalty 2234.114511 = -101743.795670 nChanged 25 SP:Iteration 5Q (122.350000 sec): 3 clusters Score: Raw -104010.750146 + Penalty 2234.114511 = -101776.635635 nChanged 19 SP:Iteration 6Q (122.350000 sec): 3 clusters Score: Raw -104037.303855 + Penalty 2234.114511 = -101803.189344 nChanged 14 SP:Iteration 7Q (122.350000 sec): 3 clusters Score: Raw -104060.327279 + Penalty 2234.114511 = -101826.212768 nChanged 14 SP:Iteration 8Q (122.350000 sec): 3 clusters Score: Raw -104070.378835 + Penalty 2234.114511 = -101836.264324 nChanged 9 SP:Iteration 9Q (122.360000 sec): 3 clusters Score: Raw -104078.492569 + Penalty 2234.114511 = -101844.378058 nChanged 5 SP:Iteration 10Q (122.360000 sec): 3 clusters Score: Raw -104084.277855 + Penalty 2234.114511 = -101850.163344 nChanged 5 SP:Iteration 11Q (122.360000 sec): 3 clusters Score: Raw -104088.503281 + Penalty 2234.114511 = -101854.388770 nChanged 5 SP:Iteration 12Q (122.370000 sec): 3 clusters Score: Raw -104094.189754 + Penalty 2234.114511 = -101860.075243 nChanged 4 SP:Iteration 13Q (122.370000 sec): 3 clusters Score: Raw -104096.750667 + Penalty 2234.114511 = -101862.636156 nChanged 1 SP:Iteration 14Q (122.370000 sec): 3 clusters Score: Raw -104097.628217 + Penalty 2234.114511 = -101863.513706 nChanged 0 SP:Iteration 15F (122.370000 sec): 3 clusters Score: Raw -104097.628217 + Penalty 2234.114511 = -101863.513706 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 11 (14823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.420000 sec): 2 clusters Score: Raw -1527800.782819 + Penalty 1560.639487 = -1526240.143332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.460000 sec): 3 clusters Score: Raw -1518970.721557 + Penalty 3121.278975 = -1515849.442582 nChanged 6679 SP:Iteration 1F (122.510000 sec): 3 clusters Score: Raw -1522755.586308 + Penalty 3121.278975 = -1519634.307333 nChanged 928 SP:Iteration 2F (122.550000 sec): 3 clusters Score: Raw -1523263.751544 + Penalty 3121.278975 = -1520142.472569 nChanged 879 SP:Iteration 3F (122.590000 sec): 3 clusters Score: Raw -1523816.367127 + Penalty 3121.278975 = -1520695.088152 nChanged 894 SP:Iteration 4F (122.630000 sec): 3 clusters Score: Raw -1524437.612536 + Penalty 3121.278975 = -1521316.333561 nChanged 1008 SP:Iteration 5F (122.680000 sec): 3 clusters Score: Raw -1525056.469626 + Penalty 3121.278975 = -1521935.190651 nChanged 1014 SP:Iteration 6F (122.720000 sec): 3 clusters Score: Raw -1525701.581040 + Penalty 3121.278975 = -1522580.302065 nChanged 1007 SP:Iteration 7F (122.760000 sec): 3 clusters Score: Raw -1526452.625223 + Penalty 3121.278975 = -1523331.346248 nChanged 1073 SP:Iteration 8F (122.810000 sec): 3 clusters Score: Raw -1527325.877234 + Penalty 3121.278975 = -1524204.598259 nChanged 939 SP:Iteration 9F (122.850000 sec): 3 clusters Score: Raw -1528125.026545 + Penalty 3121.278975 = -1525003.747570 nChanged 768 SP:Iteration 10F (122.890000 sec): 3 clusters Score: Raw -1528757.751514 + Penalty 3121.278975 = -1525636.472539 nChanged 538 SP:Iteration 11Q (122.940000 sec): 3 clusters Score: Raw -1529170.282424 + Penalty 3121.278975 = -1526049.003450 nChanged 413 SP:Iteration 12Q (122.980000 sec): 3 clusters Score: Raw -1529502.574387 + Penalty 3121.278975 = -1526381.295412 nChanged 317 SP:Iteration 13Q (123.030000 sec): 3 clusters Score: Raw -1529740.531472 + Penalty 3121.278975 = -1526619.252497 nChanged 215 SP:Iteration 14Q (123.070000 sec): 3 clusters Score: Raw -1529897.484304 + Penalty 3121.278975 = -1526776.205329 nChanged 136 SP:Iteration 15Q (123.110000 sec): 3 clusters Score: Raw -1529987.036478 + Penalty 3121.278975 = -1526865.757504 nChanged 91 SP:Iteration 16Q (123.150000 sec): 3 clusters Score: Raw -1530042.698952 + Penalty 3121.278975 = -1526921.419977 nChanged 52 SP:Iteration 17Q (123.190000 sec): 3 clusters Score: Raw -1530068.930162 + Penalty 3121.278975 = -1526947.651187 nChanged 33 SP:Iteration 18Q (123.230000 sec): 3 clusters Score: Raw -1530081.972598 + Penalty 3121.278975 = -1526960.693623 nChanged 20 SP:Iteration 19Q (123.270000 sec): 3 clusters Score: Raw -1530091.836713 + Penalty 3121.278975 = -1526970.557738 nChanged 13 SP:Iteration 20F (123.310000 sec): 3 clusters Score: Raw -1530096.901285 + Penalty 3121.278975 = -1526975.622310 nChanged 10 SP:Iteration 21Q (123.350000 sec): 3 clusters Score: Raw -1530099.447391 + Penalty 3121.278975 = -1526978.168416 nChanged 5 SP:Iteration 22Q (123.390000 sec): 3 clusters Score: Raw -1530100.667983 + Penalty 3121.278975 = -1526979.389008 nChanged 1 SP:Iteration 23Q (123.430000 sec): 3 clusters Score: Raw -1530101.132324 + Penalty 3121.278975 = -1526979.853349 nChanged 3 SP:Iteration 24Q (123.470000 sec): 3 clusters Score: Raw -1530102.819641 + Penalty 3121.278975 = -1526981.540666 nChanged 3 SP:Iteration 25Q (123.510000 sec): 3 clusters Score: Raw -1530103.811540 + Penalty 3121.278975 = -1526982.532565 nChanged 4 SP:Iteration 26Q (123.550000 sec): 3 clusters Score: Raw -1530105.009333 + Penalty 3121.278975 = -1526983.730358 nChanged 1 SP:Iteration 27Q (123.590000 sec): 3 clusters Score: Raw -1530105.192324 + Penalty 3121.278975 = -1526983.913349 nChanged 1 SP:Iteration 28Q (123.630000 sec): 3 clusters Score: Raw -1530105.371609 + Penalty 3121.278975 = -1526984.092634 nChanged 1 SP:Iteration 29Q (123.660000 sec): 3 clusters Score: Raw -1530105.584567 + Penalty 3121.278975 = -1526984.305592 nChanged 3 SP:Iteration 30Q (123.710000 sec): 3 clusters Score: Raw -1530106.151307 + Penalty 3121.278975 = -1526984.872332 nChanged 0 SP:Iteration 31F (123.750000 sec): 3 clusters Score: Raw -1530106.151307 + Penalty 3121.278975 = -1526984.872332 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 3.10 GB. Trying to split cluster 14 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.770000 sec): 2 clusters Score: Raw -201332.104899 + Penalty 1219.999638 = -200112.105262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.770000 sec): 3 clusters Score: Raw -200595.709601 + Penalty 2439.999275 = -198155.710326 nChanged 606 SP:Iteration 1F (123.780000 sec): 3 clusters Score: Raw -200967.439570 + Penalty 2439.999275 = -198527.440294 nChanged 120 SP:Iteration 2F (123.780000 sec): 3 clusters Score: Raw -201046.981175 + Penalty 2439.999275 = -198606.981900 nChanged 67 SP:Iteration 3Q (123.790000 sec): 3 clusters Score: Raw -201089.703470 + Penalty 2439.999275 = -198649.704195 nChanged 50 SP:Iteration 4Q (123.790000 sec): 3 clusters Score: Raw -201117.678155 + Penalty 2439.999275 = -198677.678879 nChanged 28 SP:Iteration 5Q (123.800000 sec): 3 clusters Score: Raw -201135.211881 + Penalty 2439.999275 = -198695.212606 nChanged 27 SP:Iteration 6Q (123.800000 sec): 3 clusters Score: Raw -201146.886734 + Penalty 2439.999275 = -198706.887459 nChanged 18 SP:Iteration 7Q (123.810000 sec): 3 clusters Score: Raw -201157.016862 + Penalty 2439.999275 = -198717.017586 nChanged 19 SP:Iteration 8Q (123.810000 sec): 3 clusters Score: Raw -201166.222612 + Penalty 2439.999275 = -198726.223337 nChanged 8 SP:Iteration 9Q (123.820000 sec): 3 clusters Score: Raw -201169.847799 + Penalty 2439.999275 = -198729.848523 nChanged 10 SP:Iteration 10Q (123.830000 sec): 3 clusters Score: Raw -201175.547715 + Penalty 2439.999275 = -198735.548439 nChanged 8 SP:Iteration 11Q (123.830000 sec): 3 clusters Score: Raw -201178.069439 + Penalty 2439.999275 = -198738.070164 nChanged 2 SP:Iteration 12Q (123.830000 sec): 3 clusters Score: Raw -201178.635363 + Penalty 2439.999275 = -198738.636088 nChanged 2 SP:Iteration 13Q (123.840000 sec): 3 clusters Score: Raw -201179.504527 + Penalty 2439.999275 = -198739.505252 nChanged 2 SP:Iteration 14Q (123.850000 sec): 3 clusters Score: Raw -201179.992514 + Penalty 2439.999275 = -198739.993238 nChanged 2 SP:Iteration 15Q (123.850000 sec): 3 clusters Score: Raw -201181.009126 + Penalty 2439.999275 = -198741.009851 nChanged 2 SP:Iteration 16Q (123.850000 sec): 3 clusters Score: Raw -201182.383544 + Penalty 2439.999275 = -198742.384269 nChanged 2 SP:Iteration 17Q (123.860000 sec): 3 clusters Score: Raw -201183.248928 + Penalty 2439.999275 = -198743.249653 nChanged 3 SP:Iteration 18Q (123.870000 sec): 3 clusters Score: Raw -201184.369746 + Penalty 2439.999275 = -198744.370471 nChanged 5 SP:Iteration 19Q (123.870000 sec): 3 clusters Score: Raw -201186.994079 + Penalty 2439.999275 = -198746.994804 nChanged 2 SP:Iteration 20F (123.880000 sec): 3 clusters Score: Raw -201187.581565 + Penalty 2439.999275 = -198747.582289 nChanged 3 SP:Iteration 21Q (123.880000 sec): 3 clusters Score: Raw -201188.749154 + Penalty 2439.999275 = -198748.749879 nChanged 1 SP:Iteration 22Q (123.890000 sec): 3 clusters Score: Raw -201189.476880 + Penalty 2439.999275 = -198749.477605 nChanged 1 SP:Iteration 23Q (123.890000 sec): 3 clusters Score: Raw -201189.652267 + Penalty 2439.999275 = -198749.652992 nChanged 1 SP:Iteration 24Q (123.900000 sec): 3 clusters Score: Raw -201189.971073 + Penalty 2439.999275 = -198749.971798 nChanged 1 SP:Iteration 25Q (123.900000 sec): 3 clusters Score: Raw -201190.822866 + Penalty 2439.999275 = -198750.823591 nChanged 0 SP:Iteration 26F (123.910000 sec): 3 clusters Score: Raw -201190.822866 + Penalty 2439.999275 = -198750.823591 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 15 (1986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.910000 sec): 2 clusters Score: Raw -198846.611365 + Penalty 1234.005150 = -197612.606215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.920000 sec): 3 clusters Score: Raw -197978.499120 + Penalty 2468.010299 = -195510.488820 nChanged 691 SP:Iteration 1F (123.930000 sec): 3 clusters Score: Raw -198583.708194 + Penalty 2468.010299 = -196115.697894 nChanged 194 SP:Iteration 2F (123.930000 sec): 3 clusters Score: Raw -199006.234515 + Penalty 2468.010299 = -196538.224215 nChanged 162 SP:Iteration 3F (123.940000 sec): 3 clusters Score: Raw -199241.977696 + Penalty 2468.010299 = -196773.967397 nChanged 167 SP:Iteration 4F (123.940000 sec): 3 clusters Score: Raw -199698.121057 + Penalty 2468.010299 = -197230.110757 nChanged 226 SP:Iteration 5F (123.950000 sec): 3 clusters Score: Raw -200803.945749 + Penalty 2468.010299 = -198335.935449 nChanged 209 SP:Iteration 6F (123.950000 sec): 3 clusters Score: Raw -201244.733446 + Penalty 2468.010299 = -198776.723147 nChanged 114 SP:Iteration 7F (123.960000 sec): 3 clusters Score: Raw -201506.396035 + Penalty 2468.010299 = -199038.385736 nChanged 45 SP:Iteration 8Q (123.960000 sec): 3 clusters Score: Raw -201665.538874 + Penalty 2468.010299 = -199197.528574 nChanged 14 SP:Iteration 9Q (123.970000 sec): 3 clusters Score: Raw -201715.517746 + Penalty 2468.010299 = -199247.507446 nChanged 6 SP:Iteration 10Q (123.970000 sec): 3 clusters Score: Raw -201731.464695 + Penalty 2468.010299 = -199263.454396 nChanged 4 SP:Iteration 11Q (123.970000 sec): 3 clusters Score: Raw -201737.187007 + Penalty 2468.010299 = -199269.176707 nChanged 1 SP:Iteration 12Q (123.980000 sec): 3 clusters Score: Raw -201739.072957 + Penalty 2468.010299 = -199271.062658 nChanged 2 SP:Iteration 13Q (123.980000 sec): 3 clusters Score: Raw -201745.407658 + Penalty 2468.010299 = -199277.397358 nChanged 2 SP:Iteration 14Q (123.990000 sec): 3 clusters Score: Raw -201749.257949 + Penalty 2468.010299 = -199281.247650 nChanged 0 SP:Iteration 15F (123.990000 sec): 3 clusters Score: Raw -201749.257949 + Penalty 2468.010299 = -199281.247650 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 3.10 GB. Trying to split cluster 17 (1949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.000000 sec): 2 clusters Score: Raw -225068.314089 + Penalty 1230.949151 = -223837.364938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.010000 sec): 3 clusters Score: Raw -224214.861464 + Penalty 2461.898302 = -221752.963162 nChanged 666 SP:Iteration 1F (124.010000 sec): 3 clusters Score: Raw -224645.335444 + Penalty 2461.898302 = -222183.437142 nChanged 137 SP:Iteration 2F (124.020000 sec): 3 clusters Score: Raw -224741.327158 + Penalty 2461.898302 = -222279.428855 nChanged 87 SP:Iteration 3Q (124.020000 sec): 3 clusters Score: Raw -224800.827407 + Penalty 2461.898302 = -222338.929105 nChanged 50 SP:Iteration 4Q (124.030000 sec): 3 clusters Score: Raw -224837.660978 + Penalty 2461.898302 = -222375.762675 nChanged 46 SP:Iteration 5Q (124.030000 sec): 3 clusters Score: Raw -224867.614803 + Penalty 2461.898302 = -222405.716501 nChanged 32 SP:Iteration 6Q (124.040000 sec): 3 clusters Score: Raw -224884.346033 + Penalty 2461.898302 = -222422.447731 nChanged 27 SP:Iteration 7Q (124.040000 sec): 3 clusters Score: Raw -224898.056984 + Penalty 2461.898302 = -222436.158681 nChanged 24 SP:Iteration 8Q (124.050000 sec): 3 clusters Score: Raw -224910.019086 + Penalty 2461.898302 = -222448.120783 nChanged 21 SP:Iteration 9Q (124.050000 sec): 3 clusters Score: Raw -224922.359549 + Penalty 2461.898302 = -222460.461247 nChanged 18 SP:Iteration 10Q (124.060000 sec): 3 clusters Score: Raw -224935.421966 + Penalty 2461.898302 = -222473.523664 nChanged 14 SP:Iteration 11Q (124.070000 sec): 3 clusters Score: Raw -224941.403918 + Penalty 2461.898302 = -222479.505615 nChanged 5 SP:Iteration 12Q (124.070000 sec): 3 clusters Score: Raw -224943.962316 + Penalty 2461.898302 = -222482.064014 nChanged 7 SP:Iteration 13Q (124.080000 sec): 3 clusters Score: Raw -224946.714457 + Penalty 2461.898302 = -222484.816155 nChanged 7 SP:Iteration 14Q (124.080000 sec): 3 clusters Score: Raw -224950.456602 + Penalty 2461.898302 = -222488.558299 nChanged 7 SP:Iteration 15Q (124.090000 sec): 3 clusters Score: Raw -224955.185908 + Penalty 2461.898302 = -222493.287606 nChanged 8 SP:Iteration 16Q (124.090000 sec): 3 clusters Score: Raw -224959.629023 + Penalty 2461.898302 = -222497.730720 nChanged 7 SP:Iteration 17Q (124.100000 sec): 3 clusters Score: Raw -224962.795149 + Penalty 2461.898302 = -222500.896846 nChanged 3 SP:Iteration 18Q (124.110000 sec): 3 clusters Score: Raw -224963.602232 + Penalty 2461.898302 = -222501.703930 nChanged 1 SP:Iteration 19Q (124.110000 sec): 3 clusters Score: Raw -224963.820913 + Penalty 2461.898302 = -222501.922611 nChanged 0 SP:Iteration 20F (124.120000 sec): 3 clusters Score: Raw -224963.820913 + Penalty 2461.898302 = -222501.922611 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 18 (1121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.120000 sec): 2 clusters Score: Raw -110270.426666 + Penalty 1141.071169 = -109129.355497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.120000 sec): 3 clusters Score: Raw -109886.014897 + Penalty 2282.142337 = -107603.872559 nChanged 356 SP:Iteration 1F (124.130000 sec): 3 clusters Score: Raw -110156.582756 + Penalty 2282.142337 = -107874.440419 nChanged 84 SP:Iteration 2F (124.130000 sec): 3 clusters Score: Raw -110246.379312 + Penalty 2282.142337 = -107964.236975 nChanged 48 SP:Iteration 3Q (124.130000 sec): 3 clusters Score: Raw -110307.445864 + Penalty 2282.142337 = -108025.303526 nChanged 33 SP:Iteration 4Q (124.140000 sec): 3 clusters Score: Raw -110345.396655 + Penalty 2282.142337 = -108063.254317 nChanged 25 SP:Iteration 5Q (124.140000 sec): 3 clusters Score: Raw -110376.122787 + Penalty 2282.142337 = -108093.980449 nChanged 17 SP:Iteration 6Q (124.140000 sec): 3 clusters Score: Raw -110389.557981 + Penalty 2282.142337 = -108107.415643 nChanged 12 SP:Iteration 7Q (124.150000 sec): 3 clusters Score: Raw -110399.872818 + Penalty 2282.142337 = -108117.730480 nChanged 15 SP:Iteration 8Q (124.150000 sec): 3 clusters Score: Raw -110414.744251 + Penalty 2282.142337 = -108132.601913 nChanged 23 SP:Iteration 9Q (124.150000 sec): 3 clusters Score: Raw -110434.156902 + Penalty 2282.142337 = -108152.014564 nChanged 15 SP:Iteration 10Q (124.150000 sec): 3 clusters Score: Raw -110448.902531 + Penalty 2282.142337 = -108166.760194 nChanged 15 SP:Iteration 11Q (124.160000 sec): 3 clusters Score: Raw -110460.099966 + Penalty 2282.142337 = -108177.957628 nChanged 12 SP:Iteration 12Q (124.160000 sec): 3 clusters Score: Raw -110469.913942 + Penalty 2282.142337 = -108187.771605 nChanged 16 SP:Iteration 13Q (124.170000 sec): 3 clusters Score: Raw -110488.540188 + Penalty 2282.142337 = -108206.397850 nChanged 19 SP:Iteration 14Q (124.170000 sec): 3 clusters Score: Raw -110507.415483 + Penalty 2282.142337 = -108225.273146 nChanged 9 SP:Iteration 15Q (124.170000 sec): 3 clusters Score: Raw -110515.870365 + Penalty 2282.142337 = -108233.728028 nChanged 7 SP:Iteration 16Q (124.170000 sec): 3 clusters Score: Raw -110524.738388 + Penalty 2282.142337 = -108242.596051 nChanged 12 SP:Iteration 17Q (124.180000 sec): 3 clusters Score: Raw -110538.623237 + Penalty 2282.142337 = -108256.480899 nChanged 11 SP:Iteration 18Q (124.180000 sec): 3 clusters Score: Raw -110549.737015 + Penalty 2282.142337 = -108267.594677 nChanged 8 SP:Iteration 19Q (124.180000 sec): 3 clusters Score: Raw -110556.107030 + Penalty 2282.142337 = -108273.964692 nChanged 3 SP:Iteration 20F (124.190000 sec): 3 clusters Score: Raw -110558.764940 + Penalty 2282.142337 = -108276.622603 nChanged 4 SP:Iteration 21Q (124.190000 sec): 3 clusters Score: Raw -110561.535727 + Penalty 2282.142337 = -108279.393389 nChanged 7 SP:Iteration 22Q (124.190000 sec): 3 clusters Score: Raw -110566.852413 + Penalty 2282.142337 = -108284.710075 nChanged 3 SP:Iteration 23Q (124.190000 sec): 3 clusters Score: Raw -110568.970772 + Penalty 2282.142337 = -108286.828435 nChanged 4 SP:Iteration 24Q (124.200000 sec): 3 clusters Score: Raw -110571.612867 + Penalty 2282.142337 = -108289.470529 nChanged 3 SP:Iteration 25Q (124.200000 sec): 3 clusters Score: Raw -110574.488325 + Penalty 2282.142337 = -108292.345988 nChanged 2 SP:Iteration 26Q (124.210000 sec): 3 clusters Score: Raw -110575.901277 + Penalty 2282.142337 = -108293.758939 nChanged 3 SP:Iteration 27Q (124.210000 sec): 3 clusters Score: Raw -110579.607859 + Penalty 2282.142337 = -108297.465522 nChanged 3 SP:Iteration 28Q (124.210000 sec): 3 clusters Score: Raw -110581.314506 + Penalty 2282.142337 = -108299.172168 nChanged 3 SP:Iteration 29Q (124.210000 sec): 3 clusters Score: Raw -110583.710261 + Penalty 2282.142337 = -108301.567924 nChanged 2 SP:Iteration 30Q (124.220000 sec): 3 clusters Score: Raw -110586.815414 + Penalty 2282.142337 = -108304.673076 nChanged 4 SP:Iteration 31Q (124.220000 sec): 3 clusters Score: Raw -110591.543280 + Penalty 2282.142337 = -108309.400943 nChanged 4 SP:Iteration 32Q (124.220000 sec): 3 clusters Score: Raw -110596.205361 + Penalty 2282.142337 = -108314.063023 nChanged 3 SP:Iteration 33Q (124.230000 sec): 3 clusters Score: Raw -110601.883676 + Penalty 2282.142337 = -108319.741339 nChanged 4 SP:Iteration 34Q (124.230000 sec): 3 clusters Score: Raw -110604.810443 + Penalty 2282.142337 = -108322.668105 nChanged 2 SP:Iteration 35Q (124.230000 sec): 3 clusters Score: Raw -110607.002930 + Penalty 2282.142337 = -108324.860593 nChanged 4 SP:Iteration 36Q (124.230000 sec): 3 clusters Score: Raw -110611.571634 + Penalty 2282.142337 = -108329.429296 nChanged 3 SP:Iteration 37Q (124.240000 sec): 3 clusters Score: Raw -110614.278477 + Penalty 2282.142337 = -108332.136140 nChanged 2 SP:Iteration 38Q (124.240000 sec): 3 clusters Score: Raw -110616.300419 + Penalty 2282.142337 = -108334.158081 nChanged 3 SP:Iteration 39Q (124.240000 sec): 3 clusters Score: Raw -110620.043798 + Penalty 2282.142337 = -108337.901460 nChanged 5 SP:Iteration 40F (124.250000 sec): 3 clusters Score: Raw -110628.677827 + Penalty 2282.142337 = -108346.535490 nChanged 7 SP:Iteration 41Q (124.250000 sec): 3 clusters Score: Raw -110640.996689 + Penalty 2282.142337 = -108358.854351 nChanged 6 SP:Iteration 42Q (124.250000 sec): 3 clusters Score: Raw -110646.974039 + Penalty 2282.142337 = -108364.831702 nChanged 5 SP:Iteration 43Q (124.260000 sec): 3 clusters Score: Raw -110654.125829 + Penalty 2282.142337 = -108371.983492 nChanged 5 SP:Iteration 44Q (124.260000 sec): 3 clusters Score: Raw -110657.631341 + Penalty 2282.142337 = -108375.489004 nChanged 2 SP:Iteration 45Q (124.260000 sec): 3 clusters Score: Raw -110659.461188 + Penalty 2282.142337 = -108377.318850 nChanged 1 SP:Iteration 46Q (124.270000 sec): 3 clusters Score: Raw -110660.184734 + Penalty 2282.142337 = -108378.042397 nChanged 0 SP:Iteration 47F (124.270000 sec): 3 clusters Score: Raw -110660.184734 + Penalty 2282.142337 = -108378.042397 nChanged 0 Deleting Class 10 (923 points): Lose 1802.823265 but Gain 2041.177079 Iteration 20F (128.600000 sec): 14 clusters Score: Raw -29769604.175608 + Penalty 26535.302025 = -29743068.873584 nChanged 2300 Iteration 21Q (129.730000 sec): 14 clusters Score: Raw -29771509.007684 + Penalty 26535.302025 = -29744973.705659 nChanged 1250 Iteration 22Q (130.860000 sec): 14 clusters Score: Raw -29771843.990200 + Penalty 26535.302025 = -29745308.688175 nChanged 919 Iteration 23Q (131.970000 sec): 14 clusters Score: Raw -29772034.133501 + Penalty 26535.302025 = -29745498.831476 nChanged 726 Iteration 24Q (133.080000 sec): 14 clusters Score: Raw -29772163.548741 + Penalty 26535.302025 = -29745628.246716 nChanged 558 Iteration 25Q (134.180000 sec): 14 clusters Score: Raw -29772250.322272 + Penalty 26535.302025 = -29745715.020247 nChanged 449 Iteration 26Q (135.280000 sec): 14 clusters Score: Raw -29772321.138998 + Penalty 26535.302025 = -29745785.836973 nChanged 366 Iteration 27Q (136.360000 sec): 14 clusters Score: Raw -29772372.058421 + Penalty 26535.302025 = -29745836.756396 nChanged 312 Iteration 28Q (137.440000 sec): 14 clusters Score: Raw -29772415.712892 + Penalty 26535.302025 = -29745880.410867 nChanged 281 Iteration 29Q (138.520000 sec): 14 clusters Score: Raw -29772458.212795 + Penalty 26535.302025 = -29745922.910770 nChanged 275 Iteration 30Q (139.600000 sec): 14 clusters Score: Raw -29772498.736001 + Penalty 26535.302025 = -29745963.433976 nChanged 273 Iteration 31Q (140.690000 sec): 14 clusters Score: Raw -29772539.080049 + Penalty 26535.302025 = -29746003.778024 nChanged 269 Iteration 32Q (141.770000 sec): 14 clusters Score: Raw -29772573.093010 + Penalty 26535.302025 = -29746037.790985 nChanged 203 Iteration 33Q (142.860000 sec): 14 clusters Score: Raw -29772595.385397 + Penalty 26535.302025 = -29746060.083372 nChanged 190 Iteration 34Q (143.970000 sec): 14 clusters Score: Raw -29772615.180748 + Penalty 26535.302025 = -29746079.878723 nChanged 163 Iteration 35Q (145.040000 sec): 14 clusters Score: Raw -29772636.647470 + Penalty 26535.302025 = -29746101.345445 nChanged 170 Iteration 36Q (146.110000 sec): 14 clusters Score: Raw -29772659.521514 + Penalty 26535.302025 = -29746124.219489 nChanged 173 Iteration 37Q (147.190000 sec): 14 clusters Score: Raw -29772682.616137 + Penalty 26535.302025 = -29746147.314112 nChanged 157 Iteration 38Q (148.250000 sec): 14 clusters Score: Raw -29772703.764504 + Penalty 26535.302025 = -29746168.462479 nChanged 135 Iteration 39Q (149.330000 sec): 14 clusters Score: Raw -29772729.306070 + Penalty 26535.302025 = -29746194.004045 nChanged 108 Iteration 40F (153.320000 sec): 14 clusters Score: Raw -29772765.896025 + Penalty 26535.302025 = -29746230.594000 nChanged 94 Iteration 41Q (154.420000 sec): 14 clusters Score: Raw -29772797.437729 + Penalty 26535.302025 = -29746262.135705 nChanged 84 Iteration 42Q (155.520000 sec): 14 clusters Score: Raw -29772808.623084 + Penalty 26535.302025 = -29746273.321059 nChanged 81 Iteration 43Q (156.620000 sec): 14 clusters Score: Raw -29772818.149139 + Penalty 26535.302025 = -29746282.847114 nChanged 81 Iteration 44Q (157.730000 sec): 14 clusters Score: Raw -29772834.244690 + Penalty 26535.302025 = -29746298.942665 nChanged 67 Iteration 45Q (158.820000 sec): 14 clusters Score: Raw -29772842.097200 + Penalty 26535.302025 = -29746306.795175 nChanged 55 Iteration 46Q (159.920000 sec): 14 clusters Score: Raw -29772849.032797 + Penalty 26535.302025 = -29746313.730772 nChanged 45 Iteration 47Q (161.020000 sec): 14 clusters Score: Raw -29772857.358724 + Penalty 26535.302025 = -29746322.056699 nChanged 44 Iteration 48Q (162.120000 sec): 14 clusters Score: Raw -29772868.786963 + Penalty 26535.302025 = -29746333.484938 nChanged 44 Iteration 49Q (163.220000 sec): 14 clusters Score: Raw -29772879.598740 + Penalty 26535.302025 = -29746344.296715 nChanged 39 Iteration 50Q (164.310000 sec): 14 clusters Score: Raw -29772889.511984 + Penalty 26535.302025 = -29746354.209959 nChanged 35 Iteration 51Q (165.410000 sec): 14 clusters Score: Raw -29772897.236491 + Penalty 26535.302025 = -29746361.934466 nChanged 40 Iteration 52Q (166.510000 sec): 14 clusters Score: Raw -29772903.469061 + Penalty 26535.302025 = -29746368.167036 nChanged 60 Iteration 53Q (167.610000 sec): 14 clusters Score: Raw -29772918.725563 + Penalty 26535.302025 = -29746383.423538 nChanged 57 Iteration 54Q (168.730000 sec): 14 clusters Score: Raw -29772930.537069 + Penalty 26535.302025 = -29746395.235044 nChanged 50 Iteration 55Q (169.840000 sec): 14 clusters Score: Raw -29772937.881441 + Penalty 26535.302025 = -29746402.579416 nChanged 45 Iteration 56Q (170.950000 sec): 14 clusters Score: Raw -29772944.974943 + Penalty 26535.302025 = -29746409.672918 nChanged 49 Iteration 57Q (172.050000 sec): 14 clusters Score: Raw -29772949.148861 + Penalty 26535.302025 = -29746413.846836 nChanged 46 Iteration 58Q (173.150000 sec): 14 clusters Score: Raw -29772953.264651 + Penalty 26535.302025 = -29746417.962626 nChanged 48 Writing temp clu file Compute initial score before splitting: Score: Raw -29772953.264651 + Penalty 26535.302025 = -29746417.962626 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 1 (236560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.010000 sec): 2 clusters Score: Raw -24844733.664498 + Penalty 2010.768038 = -24842722.896460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.850000 sec): 3 clusters Score: Raw -24687834.650293 + Penalty 4021.536075 = -24683813.114218 nChanged 114724 SP:Iteration 1F (175.680000 sec): 3 clusters Score: Raw -24756952.561887 + Penalty 4021.536075 = -24752931.025811 nChanged 8376 SP:Iteration 2Q (176.510000 sec): 3 clusters Score: Raw -24759684.892901 + Penalty 4021.536075 = -24755663.356826 nChanged 10430 SP:Iteration 3Q (177.350000 sec): 3 clusters Score: Raw -24764222.506975 + Penalty 4021.536075 = -24760200.970899 nChanged 13153 SP:Iteration 4F (178.180000 sec): 3 clusters Score: Raw -24771751.560921 + Penalty 4021.536075 = -24767730.024846 nChanged 16249 SP:Iteration 5F (179.000000 sec): 3 clusters Score: Raw -24783020.932338 + Penalty 4021.536075 = -24778999.396263 nChanged 17405 SP:Iteration 6F (179.820000 sec): 3 clusters Score: Raw -24796190.296028 + Penalty 4021.536075 = -24792168.759953 nChanged 15869 SP:Iteration 7F (180.640000 sec): 3 clusters Score: Raw -24808635.714027 + Penalty 4021.536075 = -24804614.177951 nChanged 13260 SP:Iteration 8F (181.460000 sec): 3 clusters Score: Raw -24819171.246152 + Penalty 4021.536075 = -24815149.710077 nChanged 10420 SP:Iteration 9Q (182.220000 sec): 3 clusters Score: Raw -24827739.967549 + Penalty 4021.536075 = -24823718.431474 nChanged 8142 SP:Iteration 10Q (182.940000 sec): 3 clusters Score: Raw -24834824.199293 + Penalty 4021.536075 = -24830802.663218 nChanged 5813 SP:Iteration 11Q (183.610000 sec): 3 clusters Score: Raw -24840073.041817 + Penalty 4021.536075 = -24836051.505742 nChanged 3213 SP:Iteration 12Q (184.230000 sec): 3 clusters Score: Raw -24842890.934755 + Penalty 4021.536075 = -24838869.398680 nChanged 1462 SP:Iteration 13Q (184.810000 sec): 3 clusters Score: Raw -24844173.871734 + Penalty 4021.536075 = -24840152.335659 nChanged 492 SP:Iteration 14Q (185.380000 sec): 3 clusters Score: Raw -24844609.290778 + Penalty 4021.536075 = -24840587.754703 nChanged 172 SP:Iteration 15Q (185.930000 sec): 3 clusters Score: Raw -24844769.198051 + Penalty 4021.536075 = -24840747.661975 nChanged 64 SP:Iteration 16Q (186.480000 sec): 3 clusters Score: Raw -24844829.220223 + Penalty 4021.536075 = -24840807.684148 nChanged 30 SP:Iteration 17Q (187.020000 sec): 3 clusters Score: Raw -24844859.231455 + Penalty 4021.536075 = -24840837.695380 nChanged 21 SP:Iteration 18Q (187.560000 sec): 3 clusters Score: Raw -24844880.973173 + Penalty 4021.536075 = -24840859.437097 nChanged 16 SP:Iteration 19Q (188.110000 sec): 3 clusters Score: Raw -24844899.841218 + Penalty 4021.536075 = -24840878.305143 nChanged 13 SP:Iteration 20F (188.910000 sec): 3 clusters Score: Raw -24844922.291474 + Penalty 4021.536075 = -24840900.755398 nChanged 14 SP:Iteration 21Q (189.460000 sec): 3 clusters Score: Raw -24844939.027576 + Penalty 4021.536075 = -24840917.491501 nChanged 7 SP:Iteration 22Q (190.010000 sec): 3 clusters Score: Raw -24844950.343978 + Penalty 4021.536075 = -24840928.807903 nChanged 8 SP:Iteration 23Q (190.550000 sec): 3 clusters Score: Raw -24844959.480309 + Penalty 4021.536075 = -24840937.944233 nChanged 2 SP:Iteration 24Q (191.090000 sec): 3 clusters Score: Raw -24844960.544084 + Penalty 4021.536075 = -24840939.008009 nChanged 1 SP:Iteration 25Q (191.640000 sec): 3 clusters Score: Raw -24844962.427845 + Penalty 4021.536075 = -24840940.891770 nChanged 1 SP:Iteration 26Q (192.180000 sec): 3 clusters Score: Raw -24844965.180881 + Penalty 4021.536075 = -24840943.644805 nChanged 1 SP:Iteration 27Q (192.730000 sec): 3 clusters Score: Raw -24844966.622403 + Penalty 4021.536075 = -24840945.086328 nChanged 1 SP:Iteration 28Q (193.270000 sec): 3 clusters Score: Raw -24844967.740857 + Penalty 4021.536075 = -24840946.204781 nChanged 0 SP:Iteration 29F (194.070000 sec): 3 clusters Score: Raw -24844967.740857 + Penalty 4021.536075 = -24840946.204781 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 2 (1747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.190000 sec): 2 clusters Score: Raw -175401.783347 + Penalty 1213.168988 = -174188.614359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.200000 sec): 3 clusters Score: Raw -174818.586381 + Penalty 2426.337976 = -172392.248405 nChanged 636 SP:Iteration 1F (194.200000 sec): 3 clusters Score: Raw -175551.155828 + Penalty 2426.337976 = -173124.817853 nChanged 215 SP:Iteration 2F (194.210000 sec): 3 clusters Score: Raw -176008.264573 + Penalty 2426.337976 = -173581.926597 nChanged 198 SP:Iteration 3F (194.210000 sec): 3 clusters Score: Raw -176598.032818 + Penalty 2426.337976 = -174171.694842 nChanged 143 SP:Iteration 4F (194.220000 sec): 3 clusters Score: Raw -176881.416307 + Penalty 2426.337976 = -174455.078331 nChanged 63 SP:Iteration 5Q (194.230000 sec): 3 clusters Score: Raw -176983.394001 + Penalty 2426.337976 = -174557.056025 nChanged 31 SP:Iteration 6Q (194.230000 sec): 3 clusters Score: Raw -177042.060479 + Penalty 2426.337976 = -174615.722503 nChanged 16 SP:Iteration 7Q (194.230000 sec): 3 clusters Score: Raw -177066.835312 + Penalty 2426.337976 = -174640.497336 nChanged 9 SP:Iteration 8Q (194.240000 sec): 3 clusters Score: Raw -177080.824004 + Penalty 2426.337976 = -174654.486028 nChanged 5 SP:Iteration 9Q (194.250000 sec): 3 clusters Score: Raw -177090.479176 + Penalty 2426.337976 = -174664.141200 nChanged 4 SP:Iteration 10Q (194.250000 sec): 3 clusters Score: Raw -177100.643948 + Penalty 2426.337976 = -174674.305973 nChanged 5 SP:Iteration 11Q (194.250000 sec): 3 clusters Score: Raw -177109.325833 + Penalty 2426.337976 = -174682.987858 nChanged 1 SP:Iteration 12Q (194.260000 sec): 3 clusters Score: Raw -177110.756033 + Penalty 2426.337976 = -174684.418058 nChanged 2 SP:Iteration 13Q (194.260000 sec): 3 clusters Score: Raw -177114.525825 + Penalty 2426.337976 = -174688.187849 nChanged 0 SP:Iteration 14F (194.270000 sec): 3 clusters Score: Raw -177114.525825 + Penalty 2426.337976 = -174688.187849 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 3 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.270000 sec): 2 clusters Score: Raw -54219.083433 + Penalty 1023.280264 = -53195.803169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.270000 sec): 3 clusters Score: Raw -54112.902386 + Penalty 2046.560529 = -52066.341857 nChanged 124 SP:Iteration 1F (194.270000 sec): 3 clusters Score: Raw -54249.906484 + Penalty 2046.560529 = -52203.345955 nChanged 33 SP:Iteration 2F (194.270000 sec): 3 clusters Score: Raw -54312.082309 + Penalty 2046.560529 = -52265.521780 nChanged 16 SP:Iteration 3Q (194.280000 sec): 3 clusters Score: Raw -54328.967252 + Penalty 2046.560529 = -52282.406723 nChanged 12 SP:Iteration 4Q (194.280000 sec): 3 clusters Score: Raw -54346.964083 + Penalty 2046.560529 = -52300.403554 nChanged 12 SP:Iteration 5Q (194.280000 sec): 3 clusters Score: Raw -54367.840269 + Penalty 2046.560529 = -52321.279740 nChanged 4 SP:Iteration 6Q (194.280000 sec): 3 clusters Score: Raw -54374.163628 + Penalty 2046.560529 = -52327.603099 nChanged 3 SP:Iteration 7Q (194.290000 sec): 3 clusters Score: Raw -54377.200097 + Penalty 2046.560529 = -52330.639568 nChanged 3 SP:Iteration 8Q (194.290000 sec): 3 clusters Score: Raw -54382.457188 + Penalty 2046.560529 = -52335.896659 nChanged 2 SP:Iteration 9Q (194.290000 sec): 3 clusters Score: Raw -54387.575376 + Penalty 2046.560529 = -52341.014847 nChanged 0 SP:Iteration 10F (194.290000 sec): 3 clusters Score: Raw -54387.575376 + Penalty 2046.560529 = -52341.014847 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 4 (1686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.300000 sec): 2 clusters Score: Raw -171996.684485 + Penalty 1207.393548 = -170789.290938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.300000 sec): 3 clusters Score: Raw -171311.270809 + Penalty 2414.787095 = -168896.483714 nChanged 596 SP:Iteration 1F (194.310000 sec): 3 clusters Score: Raw -171784.529079 + Penalty 2414.787095 = -169369.741984 nChanged 145 SP:Iteration 2F (194.310000 sec): 3 clusters Score: Raw -171941.440719 + Penalty 2414.787095 = -169526.653624 nChanged 94 SP:Iteration 3F (194.320000 sec): 3 clusters Score: Raw -172037.116310 + Penalty 2414.787095 = -169622.329215 nChanged 69 SP:Iteration 4Q (194.330000 sec): 3 clusters Score: Raw -172096.127997 + Penalty 2414.787095 = -169681.340902 nChanged 51 SP:Iteration 5Q (194.330000 sec): 3 clusters Score: Raw -172134.898537 + Penalty 2414.787095 = -169720.111442 nChanged 44 SP:Iteration 6Q (194.340000 sec): 3 clusters Score: Raw -172167.409044 + Penalty 2414.787095 = -169752.621949 nChanged 32 SP:Iteration 7Q (194.340000 sec): 3 clusters Score: Raw -172187.240156 + Penalty 2414.787095 = -169772.453061 nChanged 38 SP:Iteration 8Q (194.350000 sec): 3 clusters Score: Raw -172213.925870 + Penalty 2414.787095 = -169799.138775 nChanged 30 SP:Iteration 9Q (194.350000 sec): 3 clusters Score: Raw -172233.263589 + Penalty 2414.787095 = -169818.476494 nChanged 26 SP:Iteration 10Q (194.360000 sec): 3 clusters Score: Raw -172254.129893 + Penalty 2414.787095 = -169839.342798 nChanged 27 SP:Iteration 11Q (194.370000 sec): 3 clusters Score: Raw -172278.188308 + Penalty 2414.787095 = -169863.401213 nChanged 26 SP:Iteration 12Q (194.370000 sec): 3 clusters Score: Raw -172303.534047 + Penalty 2414.787095 = -169888.746952 nChanged 31 SP:Iteration 13Q (194.380000 sec): 3 clusters Score: Raw -172335.764338 + Penalty 2414.787095 = -169920.977243 nChanged 34 SP:Iteration 14Q (194.380000 sec): 3 clusters Score: Raw -172389.758575 + Penalty 2414.787095 = -169974.971480 nChanged 36 SP:Iteration 15Q (194.390000 sec): 3 clusters Score: Raw -172429.777261 + Penalty 2414.787095 = -170014.990166 nChanged 38 SP:Iteration 16Q (194.400000 sec): 3 clusters Score: Raw -172498.584475 + Penalty 2414.787095 = -170083.797380 nChanged 36 SP:Iteration 17Q (194.400000 sec): 3 clusters Score: Raw -172542.877054 + Penalty 2414.787095 = -170128.089959 nChanged 33 SP:Iteration 18Q (194.400000 sec): 3 clusters Score: Raw -172580.206062 + Penalty 2414.787095 = -170165.418967 nChanged 33 SP:Iteration 19Q (194.410000 sec): 3 clusters Score: Raw -172635.922078 + Penalty 2414.787095 = -170221.134983 nChanged 35 SP:Iteration 20F (194.420000 sec): 3 clusters Score: Raw -172682.612233 + Penalty 2414.787095 = -170267.825138 nChanged 18 SP:Iteration 21Q (194.420000 sec): 3 clusters Score: Raw -172694.548224 + Penalty 2414.787095 = -170279.761129 nChanged 11 SP:Iteration 22Q (194.430000 sec): 3 clusters Score: Raw -172704.257259 + Penalty 2414.787095 = -170289.470164 nChanged 11 SP:Iteration 23Q (194.430000 sec): 3 clusters Score: Raw -172713.929778 + Penalty 2414.787095 = -170299.142683 nChanged 9 SP:Iteration 24Q (194.440000 sec): 3 clusters Score: Raw -172722.577529 + Penalty 2414.787095 = -170307.790434 nChanged 12 SP:Iteration 25Q (194.440000 sec): 3 clusters Score: Raw -172741.057068 + Penalty 2414.787095 = -170326.269973 nChanged 12 SP:Iteration 26Q (194.450000 sec): 3 clusters Score: Raw -172757.529833 + Penalty 2414.787095 = -170342.742738 nChanged 14 SP:Iteration 27Q (194.450000 sec): 3 clusters Score: Raw -172777.029092 + Penalty 2414.787095 = -170362.241996 nChanged 10 SP:Iteration 28Q (194.460000 sec): 3 clusters Score: Raw -172787.174586 + Penalty 2414.787095 = -170372.387491 nChanged 7 SP:Iteration 29Q (194.460000 sec): 3 clusters Score: Raw -172794.246726 + Penalty 2414.787095 = -170379.459631 nChanged 3 SP:Iteration 30Q (194.470000 sec): 3 clusters Score: Raw -172797.949962 + Penalty 2414.787095 = -170383.162867 nChanged 6 SP:Iteration 31Q (194.470000 sec): 3 clusters Score: Raw -172804.953475 + Penalty 2414.787095 = -170390.166380 nChanged 6 SP:Iteration 32Q (194.480000 sec): 3 clusters Score: Raw -172810.231606 + Penalty 2414.787095 = -170395.444511 nChanged 5 SP:Iteration 33Q (194.480000 sec): 3 clusters Score: Raw -172815.308973 + Penalty 2414.787095 = -170400.521878 nChanged 3 SP:Iteration 34Q (194.480000 sec): 3 clusters Score: Raw -172817.641078 + Penalty 2414.787095 = -170402.853983 nChanged 2 SP:Iteration 35Q (194.490000 sec): 3 clusters Score: Raw -172818.768197 + Penalty 2414.787095 = -170403.981102 nChanged 0 SP:Iteration 36F (194.500000 sec): 3 clusters Score: Raw -172818.768197 + Penalty 2414.787095 = -170403.981102 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 6 (3428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.510000 sec): 2 clusters Score: Raw -372684.472837 + Penalty 1322.706495 = -371361.766342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.520000 sec): 3 clusters Score: Raw -370992.896036 + Penalty 2645.412991 = -368347.483045 nChanged 1348 SP:Iteration 1F (194.530000 sec): 3 clusters Score: Raw -371696.663991 + Penalty 2645.412991 = -369051.251001 nChanged 271 SP:Iteration 2F (194.540000 sec): 3 clusters Score: Raw -371854.092162 + Penalty 2645.412991 = -369208.679171 nChanged 195 SP:Iteration 3F (194.560000 sec): 3 clusters Score: Raw -371946.534804 + Penalty 2645.412991 = -369301.121814 nChanged 107 SP:Iteration 4Q (194.570000 sec): 3 clusters Score: Raw -371996.821935 + Penalty 2645.412991 = -369351.408944 nChanged 84 SP:Iteration 5Q (194.580000 sec): 3 clusters Score: Raw -372034.491438 + Penalty 2645.412991 = -369389.078448 nChanged 63 SP:Iteration 6Q (194.590000 sec): 3 clusters Score: Raw -372058.875078 + Penalty 2645.412991 = -369413.462087 nChanged 67 SP:Iteration 7Q (194.600000 sec): 3 clusters Score: Raw -372083.344088 + Penalty 2645.412991 = -369437.931097 nChanged 49 SP:Iteration 8Q (194.610000 sec): 3 clusters Score: Raw -372102.647382 + Penalty 2645.412991 = -369457.234391 nChanged 43 SP:Iteration 9Q (194.620000 sec): 3 clusters Score: Raw -372119.412530 + Penalty 2645.412991 = -369473.999539 nChanged 41 SP:Iteration 10Q (194.640000 sec): 3 clusters Score: Raw -372136.843886 + Penalty 2645.412991 = -369491.430895 nChanged 49 SP:Iteration 11Q (194.650000 sec): 3 clusters Score: Raw -372153.629861 + Penalty 2645.412991 = -369508.216871 nChanged 35 SP:Iteration 12Q (194.660000 sec): 3 clusters Score: Raw -372167.612024 + Penalty 2645.412991 = -369522.199033 nChanged 35 SP:Iteration 13Q (194.670000 sec): 3 clusters Score: Raw -372184.770059 + Penalty 2645.412991 = -369539.357069 nChanged 44 SP:Iteration 14Q (194.680000 sec): 3 clusters Score: Raw -372204.868317 + Penalty 2645.412991 = -369559.455327 nChanged 50 SP:Iteration 15Q (194.700000 sec): 3 clusters Score: Raw -372225.379688 + Penalty 2645.412991 = -369579.966697 nChanged 44 SP:Iteration 16Q (194.710000 sec): 3 clusters Score: Raw -372248.136150 + Penalty 2645.412991 = -369602.723159 nChanged 54 SP:Iteration 17Q (194.720000 sec): 3 clusters Score: Raw -372272.327758 + Penalty 2645.412991 = -369626.914767 nChanged 46 SP:Iteration 18Q (194.730000 sec): 3 clusters Score: Raw -372290.759956 + Penalty 2645.412991 = -369645.346965 nChanged 39 SP:Iteration 19Q (194.740000 sec): 3 clusters Score: Raw -372312.788565 + Penalty 2645.412991 = -369667.375575 nChanged 42 SP:Iteration 20F (194.750000 sec): 3 clusters Score: Raw -372335.347104 + Penalty 2645.412991 = -369689.934113 nChanged 33 SP:Iteration 21Q (194.760000 sec): 3 clusters Score: Raw -372351.321475 + Penalty 2645.412991 = -369705.908484 nChanged 40 SP:Iteration 22Q (194.780000 sec): 3 clusters Score: Raw -372372.310353 + Penalty 2645.412991 = -369726.897362 nChanged 47 SP:Iteration 23Q (194.790000 sec): 3 clusters Score: Raw -372393.239091 + Penalty 2645.412991 = -369747.826100 nChanged 40 SP:Iteration 24Q (194.800000 sec): 3 clusters Score: Raw -372412.144920 + Penalty 2645.412991 = -369766.731929 nChanged 36 SP:Iteration 25Q (194.810000 sec): 3 clusters Score: Raw -372430.033649 + Penalty 2645.412991 = -369784.620658 nChanged 36 SP:Iteration 26Q (194.820000 sec): 3 clusters Score: Raw -372446.528625 + Penalty 2645.412991 = -369801.115634 nChanged 36 SP:Iteration 27Q (194.830000 sec): 3 clusters Score: Raw -372462.999801 + Penalty 2645.412991 = -369817.586811 nChanged 36 SP:Iteration 28Q (194.840000 sec): 3 clusters Score: Raw -372480.175200 + Penalty 2645.412991 = -369834.762209 nChanged 36 SP:Iteration 29Q (194.860000 sec): 3 clusters Score: Raw -372497.494677 + Penalty 2645.412991 = -369852.081686 nChanged 36 SP:Iteration 30Q (194.870000 sec): 3 clusters Score: Raw -372513.709657 + Penalty 2645.412991 = -369868.296666 nChanged 34 SP:Iteration 31Q (194.880000 sec): 3 clusters Score: Raw -372532.996815 + Penalty 2645.412991 = -369887.583824 nChanged 39 SP:Iteration 32Q (194.890000 sec): 3 clusters Score: Raw -372553.134683 + Penalty 2645.412991 = -369907.721692 nChanged 35 SP:Iteration 33Q (194.900000 sec): 3 clusters Score: Raw -372574.846001 + Penalty 2645.412991 = -369929.433010 nChanged 45 SP:Iteration 34Q (194.910000 sec): 3 clusters Score: Raw -372610.874933 + Penalty 2645.412991 = -369965.461942 nChanged 49 SP:Iteration 35Q (194.920000 sec): 3 clusters Score: Raw -372648.090475 + Penalty 2645.412991 = -370002.677484 nChanged 41 SP:Iteration 36Q (194.930000 sec): 3 clusters Score: Raw -372670.388654 + Penalty 2645.412991 = -370024.975663 nChanged 27 SP:Iteration 37Q (194.940000 sec): 3 clusters Score: Raw -372688.048691 + Penalty 2645.412991 = -370042.635700 nChanged 26 SP:Iteration 38Q (194.960000 sec): 3 clusters Score: Raw -372701.422606 + Penalty 2645.412991 = -370056.009615 nChanged 18 SP:Iteration 39Q (194.960000 sec): 3 clusters Score: Raw -372712.430285 + Penalty 2645.412991 = -370067.017294 nChanged 18 SP:Iteration 40F (194.980000 sec): 3 clusters Score: Raw -372723.008436 + Penalty 2645.412991 = -370077.595445 nChanged 18 SP:Iteration 41Q (194.990000 sec): 3 clusters Score: Raw -372732.582329 + Penalty 2645.412991 = -370087.169338 nChanged 15 SP:Iteration 42Q (195.000000 sec): 3 clusters Score: Raw -372739.351507 + Penalty 2645.412991 = -370093.938516 nChanged 10 SP:Iteration 43Q (195.010000 sec): 3 clusters Score: Raw -372743.541884 + Penalty 2645.412991 = -370098.128894 nChanged 10 SP:Iteration 44Q (195.020000 sec): 3 clusters Score: Raw -372747.720680 + Penalty 2645.412991 = -370102.307689 nChanged 8 SP:Iteration 45Q (195.030000 sec): 3 clusters Score: Raw -372751.287919 + Penalty 2645.412991 = -370105.874928 nChanged 9 SP:Iteration 46Q (195.040000 sec): 3 clusters Score: Raw -372756.685071 + Penalty 2645.412991 = -370111.272080 nChanged 12 SP:Iteration 47Q (195.050000 sec): 3 clusters Score: Raw -372764.395446 + Penalty 2645.412991 = -370118.982455 nChanged 11 SP:Iteration 48Q (195.060000 sec): 3 clusters Score: Raw -372771.189032 + Penalty 2645.412991 = -370125.776042 nChanged 9 SP:Iteration 49Q (195.070000 sec): 3 clusters Score: Raw -372777.610395 + Penalty 2645.412991 = -370132.197404 nChanged 12 SP:Iteration 50Q (195.080000 sec): 3 clusters Score: Raw -372786.136990 + Penalty 2645.412991 = -370140.724000 nChanged 9 SP:Iteration 51Q (195.090000 sec): 3 clusters Score: Raw -372793.148104 + Penalty 2645.412991 = -370147.735113 nChanged 12 SP:Iteration 52Q (195.100000 sec): 3 clusters Score: Raw -372803.249721 + Penalty 2645.412991 = -370157.836730 nChanged 5 SP:Iteration 53Q (195.110000 sec): 3 clusters Score: Raw -372805.842168 + Penalty 2645.412991 = -370160.429177 nChanged 2 SP:Iteration 54Q (195.120000 sec): 3 clusters Score: Raw -372807.097424 + Penalty 2645.412991 = -370161.684433 nChanged 0 SP:Iteration 55F (195.130000 sec): 3 clusters Score: Raw -372807.097424 + Penalty 2645.412991 = -370161.684433 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 7 (15493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.180000 sec): 2 clusters Score: Raw -1632814.901219 + Penalty 1567.823333 = -1631247.077886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.240000 sec): 3 clusters Score: Raw -1623839.105940 + Penalty 3135.646666 = -1620703.459274 nChanged 6796 SP:Iteration 1F (195.290000 sec): 3 clusters Score: Raw -1627573.632811 + Penalty 3135.646666 = -1624437.986145 nChanged 878 SP:Iteration 2F (195.350000 sec): 3 clusters Score: Raw -1627994.660759 + Penalty 3135.646666 = -1624859.014093 nChanged 850 SP:Iteration 3F (195.400000 sec): 3 clusters Score: Raw -1628446.803484 + Penalty 3135.646666 = -1625311.156818 nChanged 856 SP:Iteration 4F (195.450000 sec): 3 clusters Score: Raw -1628941.357442 + Penalty 3135.646666 = -1625805.710776 nChanged 867 SP:Iteration 5F (195.500000 sec): 3 clusters Score: Raw -1629481.751718 + Penalty 3135.646666 = -1626346.105051 nChanged 905 SP:Iteration 6F (195.560000 sec): 3 clusters Score: Raw -1630032.183083 + Penalty 3135.646666 = -1626896.536417 nChanged 810 SP:Iteration 7F (195.610000 sec): 3 clusters Score: Raw -1630514.002724 + Penalty 3135.646666 = -1627378.356057 nChanged 724 SP:Iteration 8Q (195.670000 sec): 3 clusters Score: Raw -1630892.906800 + Penalty 3135.646666 = -1627757.260134 nChanged 601 SP:Iteration 9Q (195.720000 sec): 3 clusters Score: Raw -1631159.333291 + Penalty 3135.646666 = -1628023.686624 nChanged 447 SP:Iteration 10Q (195.770000 sec): 3 clusters Score: Raw -1631319.876923 + Penalty 3135.646666 = -1628184.230257 nChanged 334 SP:Iteration 11Q (195.820000 sec): 3 clusters Score: Raw -1631418.442174 + Penalty 3135.646666 = -1628282.795508 nChanged 244 SP:Iteration 12Q (195.880000 sec): 3 clusters Score: Raw -1631477.594020 + Penalty 3135.646666 = -1628341.947354 nChanged 180 SP:Iteration 13Q (195.930000 sec): 3 clusters Score: Raw -1631511.600558 + Penalty 3135.646666 = -1628375.953892 nChanged 116 SP:Iteration 14Q (195.980000 sec): 3 clusters Score: Raw -1631531.944426 + Penalty 3135.646666 = -1628396.297760 nChanged 122 SP:Iteration 15Q (196.020000 sec): 3 clusters Score: Raw -1631553.963168 + Penalty 3135.646666 = -1628418.316502 nChanged 115 SP:Iteration 16Q (196.070000 sec): 3 clusters Score: Raw -1631572.724280 + Penalty 3135.646666 = -1628437.077613 nChanged 105 SP:Iteration 17Q (196.120000 sec): 3 clusters Score: Raw -1631589.899695 + Penalty 3135.646666 = -1628454.253029 nChanged 91 SP:Iteration 18Q (196.160000 sec): 3 clusters Score: Raw -1631601.300458 + Penalty 3135.646666 = -1628465.653792 nChanged 81 SP:Iteration 19Q (196.210000 sec): 3 clusters Score: Raw -1631611.740855 + Penalty 3135.646666 = -1628476.094189 nChanged 84 SP:Iteration 20F (196.250000 sec): 3 clusters Score: Raw -1631622.876235 + Penalty 3135.646666 = -1628487.229569 nChanged 78 SP:Iteration 21Q (196.300000 sec): 3 clusters Score: Raw -1631633.547359 + Penalty 3135.646666 = -1628497.900693 nChanged 78 SP:Iteration 22Q (196.340000 sec): 3 clusters Score: Raw -1631644.794474 + Penalty 3135.646666 = -1628509.147808 nChanged 84 SP:Iteration 23Q (196.390000 sec): 3 clusters Score: Raw -1631657.511435 + Penalty 3135.646666 = -1628521.864769 nChanged 86 SP:Iteration 24Q (196.430000 sec): 3 clusters Score: Raw -1631672.892310 + Penalty 3135.646666 = -1628537.245644 nChanged 87 SP:Iteration 25Q (196.480000 sec): 3 clusters Score: Raw -1631688.644293 + Penalty 3135.646666 = -1628552.997627 nChanged 95 SP:Iteration 26Q (196.520000 sec): 3 clusters Score: Raw -1631704.985565 + Penalty 3135.646666 = -1628569.338899 nChanged 99 SP:Iteration 27Q (196.560000 sec): 3 clusters Score: Raw -1631723.411950 + Penalty 3135.646666 = -1628587.765284 nChanged 113 SP:Iteration 28Q (196.610000 sec): 3 clusters Score: Raw -1631742.745569 + Penalty 3135.646666 = -1628607.098903 nChanged 98 SP:Iteration 29Q (196.650000 sec): 3 clusters Score: Raw -1631761.210795 + Penalty 3135.646666 = -1628625.564129 nChanged 104 SP:Iteration 30Q (196.700000 sec): 3 clusters Score: Raw -1631782.799327 + Penalty 3135.646666 = -1628647.152661 nChanged 106 SP:Iteration 31Q (196.740000 sec): 3 clusters Score: Raw -1631801.691430 + Penalty 3135.646666 = -1628666.044764 nChanged 109 SP:Iteration 32Q (196.780000 sec): 3 clusters Score: Raw -1631823.018042 + Penalty 3135.646666 = -1628687.371376 nChanged 110 SP:Iteration 33Q (196.830000 sec): 3 clusters Score: Raw -1631844.203718 + Penalty 3135.646666 = -1628708.557052 nChanged 119 SP:Iteration 34Q (196.870000 sec): 3 clusters Score: Raw -1631863.067501 + Penalty 3135.646666 = -1628727.420835 nChanged 88 SP:Iteration 35Q (196.920000 sec): 3 clusters Score: Raw -1631879.825579 + Penalty 3135.646666 = -1628744.178913 nChanged 95 SP:Iteration 36Q (196.960000 sec): 3 clusters Score: Raw -1631897.068311 + Penalty 3135.646666 = -1628761.421645 nChanged 105 SP:Iteration 37Q (197.000000 sec): 3 clusters Score: Raw -1631916.891362 + Penalty 3135.646666 = -1628781.244696 nChanged 112 SP:Iteration 38Q (197.040000 sec): 3 clusters Score: Raw -1631942.930098 + Penalty 3135.646666 = -1628807.283432 nChanged 130 SP:Iteration 39Q (197.080000 sec): 3 clusters Score: Raw -1631972.013605 + Penalty 3135.646666 = -1628836.366939 nChanged 137 SP:Iteration 40F (197.130000 sec): 3 clusters Score: Raw -1632001.866639 + Penalty 3135.646666 = -1628866.219973 nChanged 132 SP:Iteration 41Q (197.170000 sec): 3 clusters Score: Raw -1632029.837482 + Penalty 3135.646666 = -1628894.190816 nChanged 115 SP:Iteration 42Q (197.210000 sec): 3 clusters Score: Raw -1632053.967286 + Penalty 3135.646666 = -1628918.320620 nChanged 111 SP:Iteration 43Q (197.250000 sec): 3 clusters Score: Raw -1632076.342147 + Penalty 3135.646666 = -1628940.695481 nChanged 121 SP:Iteration 44Q (197.300000 sec): 3 clusters Score: Raw -1632102.783552 + Penalty 3135.646666 = -1628967.136885 nChanged 125 SP:Iteration 45Q (197.340000 sec): 3 clusters Score: Raw -1632126.830558 + Penalty 3135.646666 = -1628991.183892 nChanged 104 SP:Iteration 46Q (197.380000 sec): 3 clusters Score: Raw -1632144.539211 + Penalty 3135.646666 = -1629008.892545 nChanged 94 SP:Iteration 47Q (197.420000 sec): 3 clusters Score: Raw -1632159.396363 + Penalty 3135.646666 = -1629023.749697 nChanged 89 SP:Iteration 48Q (197.460000 sec): 3 clusters Score: Raw -1632175.272170 + Penalty 3135.646666 = -1629039.625504 nChanged 79 SP:Iteration 49Q (197.500000 sec): 3 clusters Score: Raw -1632190.362542 + Penalty 3135.646666 = -1629054.715876 nChanged 85 SP:Iteration 50Q (197.540000 sec): 3 clusters Score: Raw -1632207.939528 + Penalty 3135.646666 = -1629072.292862 nChanged 96 SP:Iteration 51Q (197.590000 sec): 3 clusters Score: Raw -1632228.535344 + Penalty 3135.646666 = -1629092.888678 nChanged 100 SP:Iteration 52Q (197.640000 sec): 3 clusters Score: Raw -1632249.397350 + Penalty 3135.646666 = -1629113.750684 nChanged 102 SP:Iteration 53Q (197.680000 sec): 3 clusters Score: Raw -1632272.994518 + Penalty 3135.646666 = -1629137.347852 nChanged 107 SP:Iteration 54Q (197.720000 sec): 3 clusters Score: Raw -1632297.923533 + Penalty 3135.646666 = -1629162.276867 nChanged 101 SP:Iteration 55Q (197.760000 sec): 3 clusters Score: Raw -1632324.991255 + Penalty 3135.646666 = -1629189.344589 nChanged 121 SP:Iteration 56Q (197.800000 sec): 3 clusters Score: Raw -1632359.879034 + Penalty 3135.646666 = -1629224.232368 nChanged 125 SP:Iteration 57Q (197.840000 sec): 3 clusters Score: Raw -1632395.599080 + Penalty 3135.646666 = -1629259.952414 nChanged 114 SP:Iteration 58Q (197.880000 sec): 3 clusters Score: Raw -1632424.813210 + Penalty 3135.646666 = -1629289.166544 nChanged 104 SP:Iteration 59Q (197.920000 sec): 3 clusters Score: Raw -1632452.385916 + Penalty 3135.646666 = -1629316.739250 nChanged 119 SP:Iteration 60F (197.960000 sec): 3 clusters Score: Raw -1632484.788730 + Penalty 3135.646666 = -1629349.142064 nChanged 118 SP:Iteration 61Q (198.000000 sec): 3 clusters Score: Raw -1632520.075858 + Penalty 3135.646666 = -1629384.429192 nChanged 118 SP:Iteration 62Q (198.040000 sec): 3 clusters Score: Raw -1632553.408597 + Penalty 3135.646666 = -1629417.761931 nChanged 118 SP:Iteration 63Q (198.080000 sec): 3 clusters Score: Raw -1632588.020806 + Penalty 3135.646666 = -1629452.374139 nChanged 131 SP:Iteration 64Q (198.120000 sec): 3 clusters Score: Raw -1632630.717716 + Penalty 3135.646666 = -1629495.071050 nChanged 125 SP:Iteration 65Q (198.160000 sec): 3 clusters Score: Raw -1632671.291910 + Penalty 3135.646666 = -1629535.645243 nChanged 110 SP:Iteration 66Q (198.200000 sec): 3 clusters Score: Raw -1632706.912315 + Penalty 3135.646666 = -1629571.265649 nChanged 114 SP:Iteration 67Q (198.240000 sec): 3 clusters Score: Raw -1632738.810590 + Penalty 3135.646666 = -1629603.163924 nChanged 95 SP:Iteration 68Q (198.280000 sec): 3 clusters Score: Raw -1632762.452199 + Penalty 3135.646666 = -1629626.805532 nChanged 87 SP:Iteration 69Q (198.320000 sec): 3 clusters Score: Raw -1632783.134801 + Penalty 3135.646666 = -1629647.488135 nChanged 69 SP:Iteration 70Q (198.350000 sec): 3 clusters Score: Raw -1632799.162104 + Penalty 3135.646666 = -1629663.515438 nChanged 49 SP:Iteration 71Q (198.390000 sec): 3 clusters Score: Raw -1632811.290963 + Penalty 3135.646666 = -1629675.644296 nChanged 53 SP:Iteration 72Q (198.430000 sec): 3 clusters Score: Raw -1632825.355538 + Penalty 3135.646666 = -1629689.708872 nChanged 48 SP:Iteration 73Q (198.460000 sec): 3 clusters Score: Raw -1632836.794047 + Penalty 3135.646666 = -1629701.147381 nChanged 50 SP:Iteration 74Q (198.500000 sec): 3 clusters Score: Raw -1632846.314375 + Penalty 3135.646666 = -1629710.667709 nChanged 43 SP:Iteration 75Q (198.540000 sec): 3 clusters Score: Raw -1632855.838254 + Penalty 3135.646666 = -1629720.191588 nChanged 40 SP:Iteration 76Q (198.580000 sec): 3 clusters Score: Raw -1632867.310651 + Penalty 3135.646666 = -1629731.663985 nChanged 50 SP:Iteration 77Q (198.610000 sec): 3 clusters Score: Raw -1632880.711049 + Penalty 3135.646666 = -1629745.064383 nChanged 49 SP:Iteration 78Q (198.650000 sec): 3 clusters Score: Raw -1632890.846121 + Penalty 3135.646666 = -1629755.199455 nChanged 36 SP:Iteration 79Q (198.680000 sec): 3 clusters Score: Raw -1632897.397988 + Penalty 3135.646666 = -1629761.751322 nChanged 29 SP:Iteration 80F (198.730000 sec): 3 clusters Score: Raw -1632902.469955 + Penalty 3135.646666 = -1629766.823289 nChanged 28 SP:Iteration 81Q (198.770000 sec): 3 clusters Score: Raw -1632906.942274 + Penalty 3135.646666 = -1629771.295608 nChanged 25 SP:Iteration 82Q (198.800000 sec): 3 clusters Score: Raw -1632912.024198 + Penalty 3135.646666 = -1629776.377532 nChanged 30 SP:Iteration 83Q (198.840000 sec): 3 clusters Score: Raw -1632918.891012 + Penalty 3135.646666 = -1629783.244346 nChanged 25 SP:Iteration 84Q (198.880000 sec): 3 clusters Score: Raw -1632924.594799 + Penalty 3135.646666 = -1629788.948133 nChanged 24 SP:Iteration 85Q (198.920000 sec): 3 clusters Score: Raw -1632929.407975 + Penalty 3135.646666 = -1629793.761309 nChanged 27 SP:Iteration 86Q (198.950000 sec): 3 clusters Score: Raw -1632935.168198 + Penalty 3135.646666 = -1629799.521531 nChanged 27 SP:Iteration 87Q (198.990000 sec): 3 clusters Score: Raw -1632939.964570 + Penalty 3135.646666 = -1629804.317904 nChanged 22 SP:Iteration 88Q (199.020000 sec): 3 clusters Score: Raw -1632944.275511 + Penalty 3135.646666 = -1629808.628845 nChanged 20 SP:Iteration 89Q (199.060000 sec): 3 clusters Score: Raw -1632949.406946 + Penalty 3135.646666 = -1629813.760279 nChanged 22 SP:Iteration 90Q (199.100000 sec): 3 clusters Score: Raw -1632955.098243 + Penalty 3135.646666 = -1629819.451577 nChanged 19 SP:Iteration 91Q (199.140000 sec): 3 clusters Score: Raw -1632959.649182 + Penalty 3135.646666 = -1629824.002516 nChanged 23 SP:Iteration 92Q (199.180000 sec): 3 clusters Score: Raw -1632965.017491 + Penalty 3135.646666 = -1629829.370825 nChanged 18 SP:Iteration 93Q (199.210000 sec): 3 clusters Score: Raw -1632969.116520 + Penalty 3135.646666 = -1629833.469853 nChanged 20 SP:Iteration 94Q (199.240000 sec): 3 clusters Score: Raw -1632972.686719 + Penalty 3135.646666 = -1629837.040053 nChanged 15 SP:Iteration 95Q (199.280000 sec): 3 clusters Score: Raw -1632976.417041 + Penalty 3135.646666 = -1629840.770375 nChanged 20 SP:Iteration 96Q (199.320000 sec): 3 clusters Score: Raw -1632980.986228 + Penalty 3135.646666 = -1629845.339562 nChanged 17 SP:Iteration 97Q (199.350000 sec): 3 clusters Score: Raw -1632985.197982 + Penalty 3135.646666 = -1629849.551316 nChanged 21 SP:Iteration 98Q (199.390000 sec): 3 clusters Score: Raw -1632990.848382 + Penalty 3135.646666 = -1629855.201716 nChanged 17 SP:Iteration 99Q (199.420000 sec): 3 clusters Score: Raw -1632995.444844 + Penalty 3135.646666 = -1629859.798178 nChanged 23 SP:Iteration 100F (199.470000 sec): 3 clusters Score: Raw -1633002.268629 + Penalty 3135.646666 = -1629866.621963 nChanged 17 SP:Iteration 101Q (199.500000 sec): 3 clusters Score: Raw -1633007.016361 + Penalty 3135.646666 = -1629871.369695 nChanged 13 SP:Iteration 102Q (199.540000 sec): 3 clusters Score: Raw -1633010.759949 + Penalty 3135.646666 = -1629875.113283 nChanged 11 SP:Iteration 103Q (199.570000 sec): 3 clusters Score: Raw -1633013.059087 + Penalty 3135.646666 = -1629877.412421 nChanged 12 SP:Iteration 104Q (199.600000 sec): 3 clusters Score: Raw -1633015.864833 + Penalty 3135.646666 = -1629880.218167 nChanged 14 SP:Iteration 105Q (199.640000 sec): 3 clusters Score: Raw -1633019.914529 + Penalty 3135.646666 = -1629884.267863 nChanged 15 SP:Iteration 106Q (199.680000 sec): 3 clusters Score: Raw -1633024.750133 + Penalty 3135.646666 = -1629889.103467 nChanged 18 SP:Iteration 107Q (199.710000 sec): 3 clusters Score: Raw -1633030.955584 + Penalty 3135.646666 = -1629895.308918 nChanged 25 SP:Iteration 108Q (199.740000 sec): 3 clusters Score: Raw -1633038.119459 + Penalty 3135.646666 = -1629902.472793 nChanged 21 SP:Iteration 109Q (199.780000 sec): 3 clusters Score: Raw -1633042.990565 + Penalty 3135.646666 = -1629907.343899 nChanged 12 SP:Iteration 110Q (199.810000 sec): 3 clusters Score: Raw -1633045.252857 + Penalty 3135.646666 = -1629909.606191 nChanged 10 SP:Iteration 111Q (199.850000 sec): 3 clusters Score: Raw -1633047.987783 + Penalty 3135.646666 = -1629912.341117 nChanged 16 SP:Iteration 112Q (199.880000 sec): 3 clusters Score: Raw -1633051.955177 + Penalty 3135.646666 = -1629916.308511 nChanged 11 SP:Iteration 113Q (199.920000 sec): 3 clusters Score: Raw -1633054.638008 + Penalty 3135.646666 = -1629918.991342 nChanged 10 SP:Iteration 114Q (199.950000 sec): 3 clusters Score: Raw -1633057.015876 + Penalty 3135.646666 = -1629921.369210 nChanged 7 SP:Iteration 115Q (199.990000 sec): 3 clusters Score: Raw -1633058.633402 + Penalty 3135.646666 = -1629922.986736 nChanged 5 SP:Iteration 116Q (200.020000 sec): 3 clusters Score: Raw -1633059.745208 + Penalty 3135.646666 = -1629924.098542 nChanged 5 SP:Iteration 117Q (200.060000 sec): 3 clusters Score: Raw -1633060.729876 + Penalty 3135.646666 = -1629925.083210 nChanged 1 SP:Iteration 118Q (200.090000 sec): 3 clusters Score: Raw -1633060.956300 + Penalty 3135.646666 = -1629925.309634 nChanged 2 SP:Iteration 119Q (200.130000 sec): 3 clusters Score: Raw -1633061.377029 + Penalty 3135.646666 = -1629925.730363 nChanged 1 SP:Iteration 120F (200.180000 sec): 3 clusters Score: Raw -1633061.746237 + Penalty 3135.646666 = -1629926.099571 nChanged 1 SP:Iteration 121Q (200.210000 sec): 3 clusters Score: Raw -1633062.048041 + Penalty 3135.646666 = -1629926.401375 nChanged 2 SP:Iteration 122Q (200.240000 sec): 3 clusters Score: Raw -1633062.491117 + Penalty 3135.646666 = -1629926.844451 nChanged 2 SP:Iteration 123Q (200.280000 sec): 3 clusters Score: Raw -1633062.756418 + Penalty 3135.646666 = -1629927.109752 nChanged 3 SP:Iteration 124Q (200.310000 sec): 3 clusters Score: Raw -1633063.088588 + Penalty 3135.646666 = -1629927.441922 nChanged 1 SP:Iteration 125Q (200.350000 sec): 3 clusters Score: Raw -1633063.474917 + Penalty 3135.646666 = -1629927.828251 nChanged 1 SP:Iteration 126Q (200.380000 sec): 3 clusters Score: Raw -1633063.749109 + Penalty 3135.646666 = -1629928.102443 nChanged 1 SP:Iteration 127Q (200.420000 sec): 3 clusters Score: Raw -1633063.888226 + Penalty 3135.646666 = -1629928.241560 nChanged 1 SP:Iteration 128Q (200.450000 sec): 3 clusters Score: Raw -1633064.028410 + Penalty 3135.646666 = -1629928.381744 nChanged 0 SP:Iteration 129F (200.490000 sec): 3 clusters Score: Raw -1633064.028410 + Penalty 3135.646666 = -1629928.381744 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 8 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.500000 sec): 2 clusters Score: Raw -24267.399927 + Penalty 887.872668 = -23379.527259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.500000 sec): 3 clusters Score: Raw -24310.327219 + Penalty 1775.745337 = -22534.581883 nChanged 33 SP:Iteration 1F (200.500000 sec): 3 clusters Score: Raw -24397.529477 + Penalty 1775.745337 = -22621.784140 nChanged 13 SP:Iteration 2F (200.500000 sec): 3 clusters Score: Raw -24430.747338 + Penalty 1775.745337 = -22655.002001 nChanged 3 SP:Iteration 3Q (200.500000 sec): 3 clusters Score: Raw -24444.357315 + Penalty 1775.745337 = -22668.611978 nChanged 1 SP:Iteration 4Q (200.500000 sec): 3 clusters Score: Raw -24450.376612 + Penalty 1775.745337 = -22674.631275 nChanged 0 SP:Iteration 5F (200.500000 sec): 3 clusters Score: Raw -24450.376612 + Penalty 1775.745337 = -22674.631275 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 9 (2416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.510000 sec): 2 clusters Score: Raw -280222.106931 + Penalty 1265.853641 = -278956.253290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.520000 sec): 3 clusters Score: Raw -279129.967090 + Penalty 2531.707282 = -276598.259808 nChanged 864 SP:Iteration 1F (200.530000 sec): 3 clusters Score: Raw -279653.675210 + Penalty 2531.707282 = -277121.967928 nChanged 154 SP:Iteration 2F (200.540000 sec): 3 clusters Score: Raw -279740.086017 + Penalty 2531.707282 = -277208.378735 nChanged 96 SP:Iteration 3Q (200.540000 sec): 3 clusters Score: Raw -279786.993234 + Penalty 2531.707282 = -277255.285952 nChanged 63 SP:Iteration 4Q (200.550000 sec): 3 clusters Score: Raw -279814.745588 + Penalty 2531.707282 = -277283.038306 nChanged 46 SP:Iteration 5Q (200.560000 sec): 3 clusters Score: Raw -279837.228006 + Penalty 2531.707282 = -277305.520724 nChanged 42 SP:Iteration 6Q (200.560000 sec): 3 clusters Score: Raw -279854.734732 + Penalty 2531.707282 = -277323.027450 nChanged 32 SP:Iteration 7Q (200.570000 sec): 3 clusters Score: Raw -279865.863664 + Penalty 2531.707282 = -277334.156382 nChanged 15 SP:Iteration 8Q (200.580000 sec): 3 clusters Score: Raw -279871.859881 + Penalty 2531.707282 = -277340.152599 nChanged 13 SP:Iteration 9Q (200.580000 sec): 3 clusters Score: Raw -279878.025434 + Penalty 2531.707282 = -277346.318152 nChanged 14 SP:Iteration 10Q (200.590000 sec): 3 clusters Score: Raw -279883.636735 + Penalty 2531.707282 = -277351.929454 nChanged 13 SP:Iteration 11Q (200.600000 sec): 3 clusters Score: Raw -279888.736276 + Penalty 2531.707282 = -277357.028994 nChanged 13 SP:Iteration 12Q (200.600000 sec): 3 clusters Score: Raw -279893.891999 + Penalty 2531.707282 = -277362.184717 nChanged 11 SP:Iteration 13Q (200.610000 sec): 3 clusters Score: Raw -279898.946613 + Penalty 2531.707282 = -277367.239331 nChanged 10 SP:Iteration 14Q (200.620000 sec): 3 clusters Score: Raw -279903.986560 + Penalty 2531.707282 = -277372.279279 nChanged 12 SP:Iteration 15Q (200.620000 sec): 3 clusters Score: Raw -279908.723020 + Penalty 2531.707282 = -277377.015738 nChanged 10 SP:Iteration 16Q (200.630000 sec): 3 clusters Score: Raw -279912.813285 + Penalty 2531.707282 = -277381.106003 nChanged 9 SP:Iteration 17Q (200.640000 sec): 3 clusters Score: Raw -279916.278732 + Penalty 2531.707282 = -277384.571451 nChanged 9 SP:Iteration 18Q (200.650000 sec): 3 clusters Score: Raw -279919.256536 + Penalty 2531.707282 = -277387.549254 nChanged 7 SP:Iteration 19Q (200.660000 sec): 3 clusters Score: Raw -279921.283970 + Penalty 2531.707282 = -277389.576688 nChanged 1 SP:Iteration 20F (200.660000 sec): 3 clusters Score: Raw -279921.535657 + Penalty 2531.707282 = -277389.828375 nChanged 1 SP:Iteration 21Q (200.670000 sec): 3 clusters Score: Raw -279921.878159 + Penalty 2531.707282 = -277390.170878 nChanged 1 SP:Iteration 22Q (200.680000 sec): 3 clusters Score: Raw -279922.069443 + Penalty 2531.707282 = -277390.362161 nChanged 0 SP:Iteration 23F (200.680000 sec): 3 clusters Score: Raw -279922.069443 + Penalty 2531.707282 = -277390.362161 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 11 (16473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.740000 sec): 2 clusters Score: Raw -1708603.717171 + Penalty 1577.790168 = -1707025.927003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.780000 sec): 3 clusters Score: Raw -1698858.670489 + Penalty 3155.580336 = -1695703.090153 nChanged 7268 SP:Iteration 1F (200.830000 sec): 3 clusters Score: Raw -1702654.504226 + Penalty 3155.580336 = -1699498.923891 nChanged 847 SP:Iteration 2F (200.880000 sec): 3 clusters Score: Raw -1702929.984984 + Penalty 3155.580336 = -1699774.404649 nChanged 767 SP:Iteration 3Q (200.930000 sec): 3 clusters Score: Raw -1703198.761949 + Penalty 3155.580336 = -1700043.181613 nChanged 708 SP:Iteration 4Q (200.980000 sec): 3 clusters Score: Raw -1703463.754548 + Penalty 3155.580336 = -1700308.174212 nChanged 710 SP:Iteration 5Q (201.030000 sec): 3 clusters Score: Raw -1703746.040148 + Penalty 3155.580336 = -1700590.459812 nChanged 739 SP:Iteration 6Q (201.080000 sec): 3 clusters Score: Raw -1704088.500324 + Penalty 3155.580336 = -1700932.919988 nChanged 853 SP:Iteration 7F (201.130000 sec): 3 clusters Score: Raw -1704571.843780 + Penalty 3155.580336 = -1701416.263445 nChanged 946 SP:Iteration 8F (201.170000 sec): 3 clusters Score: Raw -1705197.636668 + Penalty 3155.580336 = -1702042.056332 nChanged 954 SP:Iteration 9F (201.220000 sec): 3 clusters Score: Raw -1705904.285320 + Penalty 3155.580336 = -1702748.704984 nChanged 904 SP:Iteration 10F (201.270000 sec): 3 clusters Score: Raw -1706568.735993 + Penalty 3155.580336 = -1703413.155657 nChanged 758 SP:Iteration 11Q (201.320000 sec): 3 clusters Score: Raw -1707123.000437 + Penalty 3155.580336 = -1703967.420101 nChanged 578 SP:Iteration 12Q (201.370000 sec): 3 clusters Score: Raw -1707527.311507 + Penalty 3155.580336 = -1704371.731171 nChanged 454 SP:Iteration 13Q (201.410000 sec): 3 clusters Score: Raw -1707843.021504 + Penalty 3155.580336 = -1704687.441168 nChanged 358 SP:Iteration 14Q (201.460000 sec): 3 clusters Score: Raw -1708095.178806 + Penalty 3155.580336 = -1704939.598470 nChanged 266 SP:Iteration 15Q (201.500000 sec): 3 clusters Score: Raw -1708277.679207 + Penalty 3155.580336 = -1705122.098871 nChanged 188 SP:Iteration 16Q (201.540000 sec): 3 clusters Score: Raw -1708421.415915 + Penalty 3155.580336 = -1705265.835580 nChanged 139 SP:Iteration 17Q (201.590000 sec): 3 clusters Score: Raw -1708529.791411 + Penalty 3155.580336 = -1705374.211075 nChanged 89 SP:Iteration 18Q (201.630000 sec): 3 clusters Score: Raw -1708595.191746 + Penalty 3155.580336 = -1705439.611410 nChanged 75 SP:Iteration 19Q (201.660000 sec): 3 clusters Score: Raw -1708649.914916 + Penalty 3155.580336 = -1705494.334580 nChanged 57 SP:Iteration 20F (201.710000 sec): 3 clusters Score: Raw -1708686.116396 + Penalty 3155.580336 = -1705530.536060 nChanged 41 SP:Iteration 21Q (201.750000 sec): 3 clusters Score: Raw -1708710.731007 + Penalty 3155.580336 = -1705555.150672 nChanged 36 SP:Iteration 22Q (201.790000 sec): 3 clusters Score: Raw -1708742.424090 + Penalty 3155.580336 = -1705586.843754 nChanged 33 SP:Iteration 23Q (201.820000 sec): 3 clusters Score: Raw -1708767.376641 + Penalty 3155.580336 = -1705611.796306 nChanged 19 SP:Iteration 24Q (201.860000 sec): 3 clusters Score: Raw -1708778.787213 + Penalty 3155.580336 = -1705623.206877 nChanged 12 SP:Iteration 25Q (201.890000 sec): 3 clusters Score: Raw -1708787.955246 + Penalty 3155.580336 = -1705632.374910 nChanged 8 SP:Iteration 26Q (201.930000 sec): 3 clusters Score: Raw -1708797.869657 + Penalty 3155.580336 = -1705642.289321 nChanged 11 SP:Iteration 27Q (201.970000 sec): 3 clusters Score: Raw -1708805.000055 + Penalty 3155.580336 = -1705649.419719 nChanged 10 SP:Iteration 28Q (202.000000 sec): 3 clusters Score: Raw -1708810.948717 + Penalty 3155.580336 = -1705655.368381 nChanged 10 SP:Iteration 29Q (202.030000 sec): 3 clusters Score: Raw -1708820.992526 + Penalty 3155.580336 = -1705665.412190 nChanged 9 SP:Iteration 30Q (202.070000 sec): 3 clusters Score: Raw -1708827.308716 + Penalty 3155.580336 = -1705671.728380 nChanged 9 SP:Iteration 31Q (202.110000 sec): 3 clusters Score: Raw -1708835.104386 + Penalty 3155.580336 = -1705679.524050 nChanged 6 SP:Iteration 32Q (202.140000 sec): 3 clusters Score: Raw -1708837.925337 + Penalty 3155.580336 = -1705682.345001 nChanged 5 SP:Iteration 33Q (202.170000 sec): 3 clusters Score: Raw -1708840.788297 + Penalty 3155.580336 = -1705685.207961 nChanged 5 SP:Iteration 34Q (202.220000 sec): 3 clusters Score: Raw -1708844.237510 + Penalty 3155.580336 = -1705688.657174 nChanged 3 SP:Iteration 35Q (202.250000 sec): 3 clusters Score: Raw -1708846.202541 + Penalty 3155.580336 = -1705690.622205 nChanged 2 SP:Iteration 36Q (202.290000 sec): 3 clusters Score: Raw -1708846.842430 + Penalty 3155.580336 = -1705691.262094 nChanged 2 SP:Iteration 37Q (202.320000 sec): 3 clusters Score: Raw -1708847.258581 + Penalty 3155.580336 = -1705691.678246 nChanged 0 SP:Iteration 38F (202.370000 sec): 3 clusters Score: Raw -1708847.258581 + Penalty 3155.580336 = -1705691.678246 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 14 (3025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.390000 sec): 2 clusters Score: Raw -330687.068989 + Penalty 1302.383285 = -329384.685703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.390000 sec): 3 clusters Score: Raw -329225.374457 + Penalty 2604.766570 = -326620.607886 nChanged 1152 SP:Iteration 1F (202.400000 sec): 3 clusters Score: Raw -329881.724685 + Penalty 2604.766570 = -327276.958114 nChanged 222 SP:Iteration 2F (202.410000 sec): 3 clusters Score: Raw -330013.430583 + Penalty 2604.766570 = -327408.664013 nChanged 162 SP:Iteration 3F (202.420000 sec): 3 clusters Score: Raw -330106.777877 + Penalty 2604.766570 = -327502.011306 nChanged 117 SP:Iteration 4Q (202.430000 sec): 3 clusters Score: Raw -330173.075273 + Penalty 2604.766570 = -327568.308702 nChanged 96 SP:Iteration 5Q (202.440000 sec): 3 clusters Score: Raw -330224.080383 + Penalty 2604.766570 = -327619.313813 nChanged 75 SP:Iteration 6Q (202.450000 sec): 3 clusters Score: Raw -330257.568892 + Penalty 2604.766570 = -327652.802322 nChanged 52 SP:Iteration 7Q (202.450000 sec): 3 clusters Score: Raw -330274.442910 + Penalty 2604.766570 = -327669.676339 nChanged 34 SP:Iteration 8Q (202.470000 sec): 3 clusters Score: Raw -330287.917750 + Penalty 2604.766570 = -327683.151180 nChanged 28 SP:Iteration 9Q (202.470000 sec): 3 clusters Score: Raw -330298.794188 + Penalty 2604.766570 = -327694.027618 nChanged 31 SP:Iteration 10Q (202.480000 sec): 3 clusters Score: Raw -330308.880737 + Penalty 2604.766570 = -327704.114166 nChanged 23 SP:Iteration 11Q (202.490000 sec): 3 clusters Score: Raw -330315.502086 + Penalty 2604.766570 = -327710.735515 nChanged 14 SP:Iteration 12Q (202.500000 sec): 3 clusters Score: Raw -330320.647934 + Penalty 2604.766570 = -327715.881364 nChanged 14 SP:Iteration 13Q (202.510000 sec): 3 clusters Score: Raw -330324.575941 + Penalty 2604.766570 = -327719.809370 nChanged 12 SP:Iteration 14Q (202.520000 sec): 3 clusters Score: Raw -330327.793965 + Penalty 2604.766570 = -327723.027395 nChanged 8 SP:Iteration 15Q (202.530000 sec): 3 clusters Score: Raw -330329.726329 + Penalty 2604.766570 = -327724.959758 nChanged 7 SP:Iteration 16Q (202.530000 sec): 3 clusters Score: Raw -330332.922767 + Penalty 2604.766570 = -327728.156196 nChanged 9 SP:Iteration 17Q (202.540000 sec): 3 clusters Score: Raw -330335.437509 + Penalty 2604.766570 = -327730.670938 nChanged 10 SP:Iteration 18Q (202.550000 sec): 3 clusters Score: Raw -330338.018407 + Penalty 2604.766570 = -327733.251836 nChanged 6 SP:Iteration 19Q (202.560000 sec): 3 clusters Score: Raw -330339.353589 + Penalty 2604.766570 = -327734.587019 nChanged 5 SP:Iteration 20F (202.570000 sec): 3 clusters Score: Raw -330340.174210 + Penalty 2604.766570 = -327735.407640 nChanged 2 SP:Iteration 21Q (202.580000 sec): 3 clusters Score: Raw -330340.665862 + Penalty 2604.766570 = -327735.899292 nChanged 1 SP:Iteration 22Q (202.590000 sec): 3 clusters Score: Raw -330341.038498 + Penalty 2604.766570 = -327736.271928 nChanged 1 SP:Iteration 23Q (202.590000 sec): 3 clusters Score: Raw -330341.313645 + Penalty 2604.766570 = -327736.547074 nChanged 4 SP:Iteration 24Q (202.600000 sec): 3 clusters Score: Raw -330342.082216 + Penalty 2604.766570 = -327737.315645 nChanged 3 SP:Iteration 25Q (202.610000 sec): 3 clusters Score: Raw -330344.502272 + Penalty 2604.766570 = -327739.735702 nChanged 8 SP:Iteration 26Q (202.620000 sec): 3 clusters Score: Raw -330347.059478 + Penalty 2604.766570 = -327742.292907 nChanged 11 SP:Iteration 27Q (202.630000 sec): 3 clusters Score: Raw -330350.067938 + Penalty 2604.766570 = -327745.301368 nChanged 13 SP:Iteration 28Q (202.640000 sec): 3 clusters Score: Raw -330355.132845 + Penalty 2604.766570 = -327750.366274 nChanged 13 SP:Iteration 29Q (202.650000 sec): 3 clusters Score: Raw -330361.430077 + Penalty 2604.766570 = -327756.663506 nChanged 13 SP:Iteration 30Q (202.650000 sec): 3 clusters Score: Raw -330365.837155 + Penalty 2604.766570 = -327761.070585 nChanged 17 SP:Iteration 31Q (202.660000 sec): 3 clusters Score: Raw -330371.461461 + Penalty 2604.766570 = -327766.694891 nChanged 18 SP:Iteration 32Q (202.670000 sec): 3 clusters Score: Raw -330376.476679 + Penalty 2604.766570 = -327771.710108 nChanged 15 SP:Iteration 33Q (202.680000 sec): 3 clusters Score: Raw -330381.147695 + Penalty 2604.766570 = -327776.381125 nChanged 16 SP:Iteration 34Q (202.690000 sec): 3 clusters Score: Raw -330386.716678 + Penalty 2604.766570 = -327781.950108 nChanged 19 SP:Iteration 35Q (202.700000 sec): 3 clusters Score: Raw -330393.830614 + Penalty 2604.766570 = -327789.064044 nChanged 18 SP:Iteration 36Q (202.710000 sec): 3 clusters Score: Raw -330400.889841 + Penalty 2604.766570 = -327796.123270 nChanged 19 SP:Iteration 37Q (202.710000 sec): 3 clusters Score: Raw -330406.837022 + Penalty 2604.766570 = -327802.070452 nChanged 20 SP:Iteration 38Q (202.720000 sec): 3 clusters Score: Raw -330415.194662 + Penalty 2604.766570 = -327810.428091 nChanged 17 SP:Iteration 39Q (202.730000 sec): 3 clusters Score: Raw -330421.119085 + Penalty 2604.766570 = -327816.352515 nChanged 11 SP:Iteration 40F (202.740000 sec): 3 clusters Score: Raw -330424.556400 + Penalty 2604.766570 = -327819.789829 nChanged 9 SP:Iteration 41Q (202.750000 sec): 3 clusters Score: Raw -330427.968920 + Penalty 2604.766570 = -327823.202349 nChanged 11 SP:Iteration 42Q (202.760000 sec): 3 clusters Score: Raw -330433.165812 + Penalty 2604.766570 = -327828.399242 nChanged 19 SP:Iteration 43Q (202.770000 sec): 3 clusters Score: Raw -330440.036753 + Penalty 2604.766570 = -327835.270182 nChanged 17 SP:Iteration 44Q (202.770000 sec): 3 clusters Score: Raw -330446.911614 + Penalty 2604.766570 = -327842.145044 nChanged 18 SP:Iteration 45Q (202.780000 sec): 3 clusters Score: Raw -330454.674419 + Penalty 2604.766570 = -327849.907849 nChanged 19 SP:Iteration 46Q (202.790000 sec): 3 clusters Score: Raw -330463.042449 + Penalty 2604.766570 = -327858.275879 nChanged 21 SP:Iteration 47Q (202.800000 sec): 3 clusters Score: Raw -330471.774611 + Penalty 2604.766570 = -327867.008041 nChanged 22 SP:Iteration 48Q (202.810000 sec): 3 clusters Score: Raw -330480.886165 + Penalty 2604.766570 = -327876.119595 nChanged 21 SP:Iteration 49Q (202.810000 sec): 3 clusters Score: Raw -330489.936871 + Penalty 2604.766570 = -327885.170300 nChanged 19 SP:Iteration 50Q (202.830000 sec): 3 clusters Score: Raw -330496.598370 + Penalty 2604.766570 = -327891.831799 nChanged 16 SP:Iteration 51Q (202.830000 sec): 3 clusters Score: Raw -330502.210776 + Penalty 2604.766570 = -327897.444206 nChanged 18 SP:Iteration 52Q (202.840000 sec): 3 clusters Score: Raw -330507.856215 + Penalty 2604.766570 = -327903.089645 nChanged 19 SP:Iteration 53Q (202.850000 sec): 3 clusters Score: Raw -330514.255870 + Penalty 2604.766570 = -327909.489299 nChanged 13 SP:Iteration 54Q (202.860000 sec): 3 clusters Score: Raw -330519.710064 + Penalty 2604.766570 = -327914.943493 nChanged 14 SP:Iteration 55Q (202.870000 sec): 3 clusters Score: Raw -330524.679373 + Penalty 2604.766570 = -327919.912802 nChanged 11 SP:Iteration 56Q (202.870000 sec): 3 clusters Score: Raw -330528.431630 + Penalty 2604.766570 = -327923.665060 nChanged 11 SP:Iteration 57Q (202.880000 sec): 3 clusters Score: Raw -330531.752439 + Penalty 2604.766570 = -327926.985869 nChanged 10 SP:Iteration 58Q (202.890000 sec): 3 clusters Score: Raw -330535.844477 + Penalty 2604.766570 = -327931.077907 nChanged 10 SP:Iteration 59Q (202.900000 sec): 3 clusters Score: Raw -330539.292265 + Penalty 2604.766570 = -327934.525694 nChanged 7 SP:Iteration 60F (202.910000 sec): 3 clusters Score: Raw -330541.120079 + Penalty 2604.766570 = -327936.353508 nChanged 5 SP:Iteration 61Q (202.910000 sec): 3 clusters Score: Raw -330543.435926 + Penalty 2604.766570 = -327938.669355 nChanged 11 SP:Iteration 62Q (202.930000 sec): 3 clusters Score: Raw -330548.057544 + Penalty 2604.766570 = -327943.290973 nChanged 9 SP:Iteration 63Q (202.930000 sec): 3 clusters Score: Raw -330552.183990 + Penalty 2604.766570 = -327947.417419 nChanged 13 SP:Iteration 64Q (202.940000 sec): 3 clusters Score: Raw -330557.930315 + Penalty 2604.766570 = -327953.163745 nChanged 9 SP:Iteration 65Q (202.950000 sec): 3 clusters Score: Raw -330561.308580 + Penalty 2604.766570 = -327956.542010 nChanged 10 SP:Iteration 66Q (202.960000 sec): 3 clusters Score: Raw -330564.802133 + Penalty 2604.766570 = -327960.035562 nChanged 12 SP:Iteration 67Q (202.970000 sec): 3 clusters Score: Raw -330569.223909 + Penalty 2604.766570 = -327964.457339 nChanged 13 SP:Iteration 68Q (202.970000 sec): 3 clusters Score: Raw -330575.736465 + Penalty 2604.766570 = -327970.969895 nChanged 16 SP:Iteration 69Q (202.980000 sec): 3 clusters Score: Raw -330583.447840 + Penalty 2604.766570 = -327978.681270 nChanged 19 SP:Iteration 70Q (202.990000 sec): 3 clusters Score: Raw -330590.396638 + Penalty 2604.766570 = -327985.630067 nChanged 14 SP:Iteration 71Q (203.000000 sec): 3 clusters Score: Raw -330596.086929 + Penalty 2604.766570 = -327991.320359 nChanged 16 SP:Iteration 72Q (203.010000 sec): 3 clusters Score: Raw -330602.415257 + Penalty 2604.766570 = -327997.648687 nChanged 19 SP:Iteration 73Q (203.010000 sec): 3 clusters Score: Raw -330609.983070 + Penalty 2604.766570 = -328005.216500 nChanged 23 SP:Iteration 74Q (203.020000 sec): 3 clusters Score: Raw -330620.975029 + Penalty 2604.766570 = -328016.208459 nChanged 20 SP:Iteration 75Q (203.030000 sec): 3 clusters Score: Raw -330627.653654 + Penalty 2604.766570 = -328022.887083 nChanged 15 SP:Iteration 76Q (203.040000 sec): 3 clusters Score: Raw -330636.402567 + Penalty 2604.766570 = -328031.635997 nChanged 27 SP:Iteration 77Q (203.050000 sec): 3 clusters Score: Raw -330649.048026 + Penalty 2604.766570 = -328044.281455 nChanged 24 SP:Iteration 78Q (203.050000 sec): 3 clusters Score: Raw -330658.437186 + Penalty 2604.766570 = -328053.670615 nChanged 21 SP:Iteration 79Q (203.060000 sec): 3 clusters Score: Raw -330668.930031 + Penalty 2604.766570 = -328064.163461 nChanged 21 SP:Iteration 80F (203.070000 sec): 3 clusters Score: Raw -330678.612712 + Penalty 2604.766570 = -328073.846142 nChanged 23 SP:Iteration 81Q (203.080000 sec): 3 clusters Score: Raw -330689.772972 + Penalty 2604.766570 = -328085.006401 nChanged 17 SP:Iteration 82Q (203.090000 sec): 3 clusters Score: Raw -330697.889902 + Penalty 2604.766570 = -328093.123332 nChanged 18 SP:Iteration 83Q (203.090000 sec): 3 clusters Score: Raw -330707.040487 + Penalty 2604.766570 = -328102.273916 nChanged 18 SP:Iteration 84Q (203.100000 sec): 3 clusters Score: Raw -330717.126790 + Penalty 2604.766570 = -328112.360219 nChanged 16 SP:Iteration 85Q (203.110000 sec): 3 clusters Score: Raw -330723.259045 + Penalty 2604.766570 = -328118.492475 nChanged 19 SP:Iteration 86Q (203.120000 sec): 3 clusters Score: Raw -330732.520799 + Penalty 2604.766570 = -328127.754228 nChanged 13 SP:Iteration 87Q (203.130000 sec): 3 clusters Score: Raw -330739.688689 + Penalty 2604.766570 = -328134.922118 nChanged 14 SP:Iteration 88Q (203.130000 sec): 3 clusters Score: Raw -330746.540194 + Penalty 2604.766570 = -328141.773624 nChanged 18 SP:Iteration 89Q (203.140000 sec): 3 clusters Score: Raw -330757.699602 + Penalty 2604.766570 = -328152.933032 nChanged 20 SP:Iteration 90Q (203.150000 sec): 3 clusters Score: Raw -330767.222341 + Penalty 2604.766570 = -328162.455771 nChanged 23 SP:Iteration 91Q (203.160000 sec): 3 clusters Score: Raw -330777.817494 + Penalty 2604.766570 = -328173.050923 nChanged 21 SP:Iteration 92Q (203.170000 sec): 3 clusters Score: Raw -330786.530736 + Penalty 2604.766570 = -328181.764166 nChanged 16 SP:Iteration 93Q (203.170000 sec): 3 clusters Score: Raw -330794.936110 + Penalty 2604.766570 = -328190.169540 nChanged 19 SP:Iteration 94Q (203.180000 sec): 3 clusters Score: Raw -330804.856700 + Penalty 2604.766570 = -328200.090130 nChanged 18 SP:Iteration 95Q (203.190000 sec): 3 clusters Score: Raw -330814.641207 + Penalty 2604.766570 = -328209.874637 nChanged 18 SP:Iteration 96Q (203.200000 sec): 3 clusters Score: Raw -330826.771628 + Penalty 2604.766570 = -328222.005057 nChanged 23 SP:Iteration 97Q (203.210000 sec): 3 clusters Score: Raw -330842.445194 + Penalty 2604.766570 = -328237.678623 nChanged 26 SP:Iteration 98Q (203.210000 sec): 3 clusters Score: Raw -330860.975842 + Penalty 2604.766570 = -328256.209272 nChanged 23 SP:Iteration 99Q (203.220000 sec): 3 clusters Score: Raw -330878.672232 + Penalty 2604.766570 = -328273.905662 nChanged 17 SP:Iteration 100F (203.230000 sec): 3 clusters Score: Raw -330891.595268 + Penalty 2604.766570 = -328286.828698 nChanged 12 SP:Iteration 101Q (203.230000 sec): 3 clusters Score: Raw -330898.608037 + Penalty 2604.766570 = -328293.841467 nChanged 12 SP:Iteration 102Q (203.250000 sec): 3 clusters Score: Raw -330904.116194 + Penalty 2604.766570 = -328299.349624 nChanged 8 SP:Iteration 103Q (203.260000 sec): 3 clusters Score: Raw -330908.498996 + Penalty 2604.766570 = -328303.732425 nChanged 7 SP:Iteration 104Q (203.260000 sec): 3 clusters Score: Raw -330911.923342 + Penalty 2604.766570 = -328307.156771 nChanged 5 SP:Iteration 105Q (203.270000 sec): 3 clusters Score: Raw -330914.377405 + Penalty 2604.766570 = -328309.610834 nChanged 4 SP:Iteration 106Q (203.280000 sec): 3 clusters Score: Raw -330915.769752 + Penalty 2604.766570 = -328311.003182 nChanged 3 SP:Iteration 107Q (203.280000 sec): 3 clusters Score: Raw -330916.715715 + Penalty 2604.766570 = -328311.949145 nChanged 0 SP:Iteration 108F (203.290000 sec): 3 clusters Score: Raw -330916.715715 + Penalty 2604.766570 = -328311.949145 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 15 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.300000 sec): 2 clusters Score: Raw -31207.940592 + Penalty 930.082579 = -30277.858013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.300000 sec): 3 clusters Score: Raw -31235.057041 + Penalty 1860.165158 = -29374.891883 nChanged 50 SP:Iteration 1F (203.300000 sec): 3 clusters Score: Raw -31336.630195 + Penalty 1860.165158 = -29476.465037 nChanged 15 SP:Iteration 2Q (203.300000 sec): 3 clusters Score: Raw -31376.378274 + Penalty 1860.165158 = -29516.213116 nChanged 5 SP:Iteration 3Q (203.300000 sec): 3 clusters Score: Raw -31390.394714 + Penalty 1860.165158 = -29530.229556 nChanged 4 SP:Iteration 4Q (203.300000 sec): 3 clusters Score: Raw -31394.934385 + Penalty 1860.165158 = -29534.769227 nChanged 1 SP:Iteration 5Q (203.300000 sec): 3 clusters Score: Raw -31396.737565 + Penalty 1860.165158 = -29536.572407 nChanged 0 SP:Iteration 6F (203.300000 sec): 3 clusters Score: Raw -31396.737565 + Penalty 1860.165158 = -29536.572407 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 17 (2211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.310000 sec): 2 clusters Score: Raw -255316.635113 + Penalty 1251.445029 = -254065.190084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.320000 sec): 3 clusters Score: Raw -254295.090695 + Penalty 2502.890059 = -251792.200636 nChanged 788 SP:Iteration 1F (203.320000 sec): 3 clusters Score: Raw -254769.402062 + Penalty 2502.890059 = -252266.512004 nChanged 152 SP:Iteration 2F (203.330000 sec): 3 clusters Score: Raw -254875.919518 + Penalty 2502.890059 = -252373.029459 nChanged 102 SP:Iteration 3Q (203.340000 sec): 3 clusters Score: Raw -254948.561386 + Penalty 2502.890059 = -252445.671327 nChanged 73 SP:Iteration 4Q (203.340000 sec): 3 clusters Score: Raw -255004.901740 + Penalty 2502.890059 = -252502.011682 nChanged 64 SP:Iteration 5Q (203.350000 sec): 3 clusters Score: Raw -255043.080969 + Penalty 2502.890059 = -252540.190910 nChanged 49 SP:Iteration 6Q (203.350000 sec): 3 clusters Score: Raw -255071.954074 + Penalty 2502.890059 = -252569.064016 nChanged 39 SP:Iteration 7Q (203.360000 sec): 3 clusters Score: Raw -255095.372893 + Penalty 2502.890059 = -252592.482834 nChanged 37 SP:Iteration 8Q (203.360000 sec): 3 clusters Score: Raw -255117.454539 + Penalty 2502.890059 = -252614.564480 nChanged 31 SP:Iteration 9Q (203.370000 sec): 3 clusters Score: Raw -255136.330111 + Penalty 2502.890059 = -252633.440053 nChanged 22 SP:Iteration 10Q (203.380000 sec): 3 clusters Score: Raw -255150.840209 + Penalty 2502.890059 = -252647.950151 nChanged 21 SP:Iteration 11Q (203.380000 sec): 3 clusters Score: Raw -255162.080130 + Penalty 2502.890059 = -252659.190071 nChanged 22 SP:Iteration 12Q (203.390000 sec): 3 clusters Score: Raw -255176.408764 + Penalty 2502.890059 = -252673.518705 nChanged 28 SP:Iteration 13Q (203.400000 sec): 3 clusters Score: Raw -255194.867215 + Penalty 2502.890059 = -252691.977156 nChanged 27 SP:Iteration 14Q (203.400000 sec): 3 clusters Score: Raw -255217.115102 + Penalty 2502.890059 = -252714.225043 nChanged 24 SP:Iteration 15Q (203.410000 sec): 3 clusters Score: Raw -255233.495055 + Penalty 2502.890059 = -252730.604996 nChanged 20 SP:Iteration 16Q (203.420000 sec): 3 clusters Score: Raw -255248.888479 + Penalty 2502.890059 = -252745.998421 nChanged 24 SP:Iteration 17Q (203.420000 sec): 3 clusters Score: Raw -255264.331342 + Penalty 2502.890059 = -252761.441283 nChanged 19 SP:Iteration 18Q (203.430000 sec): 3 clusters Score: Raw -255276.655953 + Penalty 2502.890059 = -252773.765894 nChanged 19 SP:Iteration 19Q (203.430000 sec): 3 clusters Score: Raw -255286.693036 + Penalty 2502.890059 = -252783.802977 nChanged 9 SP:Iteration 20F (203.440000 sec): 3 clusters Score: Raw -255292.597728 + Penalty 2502.890059 = -252789.707669 nChanged 9 SP:Iteration 21Q (203.440000 sec): 3 clusters Score: Raw -255296.754722 + Penalty 2502.890059 = -252793.864663 nChanged 6 SP:Iteration 22Q (203.450000 sec): 3 clusters Score: Raw -255299.809023 + Penalty 2502.890059 = -252796.918964 nChanged 3 SP:Iteration 23Q (203.460000 sec): 3 clusters Score: Raw -255301.700277 + Penalty 2502.890059 = -252798.810218 nChanged 2 SP:Iteration 24Q (203.460000 sec): 3 clusters Score: Raw -255302.251444 + Penalty 2502.890059 = -252799.361385 nChanged 1 SP:Iteration 25Q (203.470000 sec): 3 clusters Score: Raw -255302.878884 + Penalty 2502.890059 = -252799.988825 nChanged 1 SP:Iteration 26Q (203.480000 sec): 3 clusters Score: Raw -255303.482647 + Penalty 2502.890059 = -252800.592588 nChanged 0 SP:Iteration 27F (203.480000 sec): 3 clusters Score: Raw -255303.482647 + Penalty 2502.890059 = -252800.592588 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 18 (1110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.480000 sec): 2 clusters Score: Raw -109298.071126 + Penalty 1139.468735 = -108158.602391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.490000 sec): 3 clusters Score: Raw -108979.553300 + Penalty 2278.937471 = -106700.615830 nChanged 314 SP:Iteration 1F (203.490000 sec): 3 clusters Score: Raw -109260.341160 + Penalty 2278.937471 = -106981.403690 nChanged 75 SP:Iteration 2F (203.500000 sec): 3 clusters Score: Raw -109332.412680 + Penalty 2278.937471 = -107053.475210 nChanged 31 SP:Iteration 3Q (203.500000 sec): 3 clusters Score: Raw -109356.561817 + Penalty 2278.937471 = -107077.624346 nChanged 12 SP:Iteration 4Q (203.500000 sec): 3 clusters Score: Raw -109366.321119 + Penalty 2278.937471 = -107087.383649 nChanged 7 SP:Iteration 5Q (203.500000 sec): 3 clusters Score: Raw -109371.684650 + Penalty 2278.937471 = -107092.747179 nChanged 7 SP:Iteration 6Q (203.510000 sec): 3 clusters Score: Raw -109378.909276 + Penalty 2278.937471 = -107099.971805 nChanged 4 SP:Iteration 7Q (203.510000 sec): 3 clusters Score: Raw -109381.198541 + Penalty 2278.937471 = -107102.261070 nChanged 3 SP:Iteration 8Q (203.510000 sec): 3 clusters Score: Raw -109383.358728 + Penalty 2278.937471 = -107104.421257 nChanged 1 SP:Iteration 9Q (203.520000 sec): 3 clusters Score: Raw -109386.415273 + Penalty 2278.937471 = -107107.477802 nChanged 2 SP:Iteration 10Q (203.520000 sec): 3 clusters Score: Raw -109392.044204 + Penalty 2278.937471 = -107113.106733 nChanged 4 SP:Iteration 11Q (203.520000 sec): 3 clusters Score: Raw -109395.106877 + Penalty 2278.937471 = -107116.169406 nChanged 4 SP:Iteration 12Q (203.530000 sec): 3 clusters Score: Raw -109397.624098 + Penalty 2278.937471 = -107118.686628 nChanged 3 SP:Iteration 13Q (203.530000 sec): 3 clusters Score: Raw -109399.891376 + Penalty 2278.937471 = -107120.953906 nChanged 5 SP:Iteration 14Q (203.530000 sec): 3 clusters Score: Raw -109405.433851 + Penalty 2278.937471 = -107126.496381 nChanged 8 SP:Iteration 15Q (203.540000 sec): 3 clusters Score: Raw -109410.646890 + Penalty 2278.937471 = -107131.709419 nChanged 0 SP:Iteration 16F (203.540000 sec): 3 clusters Score: Raw -109410.646890 + Penalty 2278.937471 = -107131.709419 nChanged 0 Iteration 59Q (204.750000 sec): 15 clusters Score: Raw -29774670.656843 + Penalty 28576.479104 = -29746094.177739 nChanged 47 Iteration 60F (208.990000 sec): 15 clusters Score: Raw -29774680.083947 + Penalty 28576.479104 = -29746103.604843 nChanged 51 Iteration 61Q (210.100000 sec): 15 clusters Score: Raw -29774702.708037 + Penalty 28576.479104 = -29746126.228933 nChanged 42 Iteration 62Q (211.210000 sec): 15 clusters Score: Raw -29774726.550858 + Penalty 28576.479104 = -29746150.071754 nChanged 41 Iteration 63Q (212.320000 sec): 15 clusters Score: Raw -29774771.885559 + Penalty 28576.479104 = -29746195.406455 nChanged 36 Iteration 64Q (213.430000 sec): 15 clusters Score: Raw -29774816.396079 + Penalty 28576.479104 = -29746239.916976 nChanged 30 Iteration 65Q (214.530000 sec): 15 clusters Score: Raw -29774837.267647 + Penalty 28576.479104 = -29746260.788543 nChanged 32 Iteration 66Q (215.630000 sec): 15 clusters Score: Raw -29774845.721590 + Penalty 28576.479104 = -29746269.242486 nChanged 32 Iteration 67Q (216.730000 sec): 15 clusters Score: Raw -29774848.322094 + Penalty 28576.479104 = -29746271.842990 nChanged 20 Iteration 68Q (217.830000 sec): 15 clusters Score: Raw -29774850.615745 + Penalty 28576.479104 = -29746274.136641 nChanged 20 Iteration 69Q (218.930000 sec): 15 clusters Score: Raw -29774853.314609 + Penalty 28576.479104 = -29746276.835505 nChanged 19 Iteration 70Q (220.060000 sec): 15 clusters Score: Raw -29774856.745653 + Penalty 28576.479104 = -29746280.266549 nChanged 16 Iteration 71Q (221.190000 sec): 15 clusters Score: Raw -29774865.703975 + Penalty 28576.479104 = -29746289.224872 nChanged 21 Iteration 72Q (222.290000 sec): 15 clusters Score: Raw -29774869.287805 + Penalty 28576.479104 = -29746292.808701 nChanged 17 Iteration 73Q (223.390000 sec): 15 clusters Score: Raw -29774870.331586 + Penalty 28576.479104 = -29746293.852482 nChanged 17 Iteration 74Q (224.500000 sec): 15 clusters Score: Raw -29774871.256986 + Penalty 28576.479104 = -29746294.777882 nChanged 15 Iteration 75Q (225.610000 sec): 15 clusters Score: Raw -29774872.049111 + Penalty 28576.479104 = -29746295.570007 nChanged 14 Iteration 76Q (226.710000 sec): 15 clusters Score: Raw -29774873.201194 + Penalty 28576.479104 = -29746296.722090 nChanged 19 Iteration 77Q (227.820000 sec): 15 clusters Score: Raw -29774874.413816 + Penalty 28576.479104 = -29746297.934712 nChanged 14 Iteration 78Q (228.930000 sec): 15 clusters Score: Raw -29774875.121745 + Penalty 28576.479104 = -29746298.642641 nChanged 17 Iteration 79Q (230.030000 sec): 15 clusters Score: Raw -29774876.357151 + Penalty 28576.479104 = -29746299.878048 nChanged 27 Iteration 80F (234.250000 sec): 15 clusters Score: Raw -29774879.028017 + Penalty 28576.479104 = -29746302.548913 nChanged 24 Iteration 81Q (235.370000 sec): 15 clusters Score: Raw -29774881.134148 + Penalty 28576.479104 = -29746304.655044 nChanged 28 Iteration 82Q (236.480000 sec): 15 clusters Score: Raw -29774883.544255 + Penalty 28576.479104 = -29746307.065152 nChanged 20 Iteration 83Q (237.590000 sec): 15 clusters Score: Raw -29774885.508700 + Penalty 28576.479104 = -29746309.029596 nChanged 22 Iteration 84Q (238.700000 sec): 15 clusters Score: Raw -29774887.842257 + Penalty 28576.479104 = -29746311.363153 nChanged 18 Iteration 85Q (239.820000 sec): 15 clusters Score: Raw -29774890.040620 + Penalty 28576.479104 = -29746313.561517 nChanged 15 Iteration 86Q (240.930000 sec): 15 clusters Score: Raw -29774891.457147 + Penalty 28576.479104 = -29746314.978043 nChanged 9 Iteration 87Q (242.030000 sec): 15 clusters Score: Raw -29774892.213731 + Penalty 28576.479104 = -29746315.734627 nChanged 4 Iteration 88Q (243.140000 sec): 15 clusters Score: Raw -29774892.640422 + Penalty 28576.479104 = -29746316.161318 nChanged 7 Iteration 89Q (244.280000 sec): 15 clusters Score: Raw -29774893.578160 + Penalty 28576.479104 = -29746317.099056 nChanged 10 Iteration 90Q (245.390000 sec): 15 clusters Score: Raw -29774894.671272 + Penalty 28576.479104 = -29746318.192168 nChanged 7 Iteration 91Q (246.490000 sec): 15 clusters Score: Raw -29774895.367672 + Penalty 28576.479104 = -29746318.888568 nChanged 6 Iteration 92Q (247.600000 sec): 15 clusters Score: Raw -29774895.977647 + Penalty 28576.479104 = -29746319.498543 nChanged 3 Iteration 93Q (248.710000 sec): 15 clusters Score: Raw -29774896.312132 + Penalty 28576.479104 = -29746319.833028 nChanged 2 Iteration 94Q (249.810000 sec): 15 clusters Score: Raw -29774896.600936 + Penalty 28576.479104 = -29746320.121832 nChanged 1 Iteration 95Q (250.910000 sec): 15 clusters Score: Raw -29774896.712624 + Penalty 28576.479104 = -29746320.233521 nChanged 1 Iteration 96Q (252.020000 sec): 15 clusters Score: Raw -29774896.821707 + Penalty 28576.479104 = -29746320.342603 nChanged 2 Iteration 97Q (253.130000 sec): 15 clusters Score: Raw -29774897.071898 + Penalty 28576.479104 = -29746320.592794 nChanged 3 Iteration 98Q (254.230000 sec): 15 clusters Score: Raw -29774897.392006 + Penalty 28576.479104 = -29746320.912902 nChanged 4 Writing temp clu file Compute initial score before splitting: Score: Raw -29774897.392006 + Penalty 28576.479104 = -29746320.912902 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 1 (236560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.110000 sec): 2 clusters Score: Raw -24844006.303925 + Penalty 2010.768038 = -24841995.535887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.940000 sec): 3 clusters Score: Raw -24686230.016040 + Penalty 4021.536075 = -24682208.479965 nChanged 115230 SP:Iteration 1F (256.770000 sec): 3 clusters Score: Raw -24754690.397916 + Penalty 4021.536075 = -24750668.861840 nChanged 6193 SP:Iteration 2Q (257.600000 sec): 3 clusters Score: Raw -24756099.161237 + Penalty 4021.536075 = -24752077.625162 nChanged 7287 SP:Iteration 3Q (258.440000 sec): 3 clusters Score: Raw -24758314.059588 + Penalty 4021.536075 = -24754292.523513 nChanged 9529 SP:Iteration 4Q (259.280000 sec): 3 clusters Score: Raw -24762229.512118 + Penalty 4021.536075 = -24758207.976042 nChanged 12368 SP:Iteration 5F (260.110000 sec): 3 clusters Score: Raw -24769074.898846 + Penalty 4021.536075 = -24765053.362771 nChanged 15920 SP:Iteration 6F (260.930000 sec): 3 clusters Score: Raw -24780192.095441 + Penalty 4021.536075 = -24776170.559365 nChanged 18164 SP:Iteration 7F (261.750000 sec): 3 clusters Score: Raw -24794844.617795 + Penalty 4021.536075 = -24790823.081720 nChanged 17469 SP:Iteration 8F (262.570000 sec): 3 clusters Score: Raw -24810062.736744 + Penalty 4021.536075 = -24806041.200668 nChanged 14315 SP:Iteration 9F (263.390000 sec): 3 clusters Score: Raw -24822769.041904 + Penalty 4021.536075 = -24818747.505829 nChanged 9961 SP:Iteration 10Q (264.120000 sec): 3 clusters Score: Raw -24831598.775704 + Penalty 4021.536075 = -24827577.239629 nChanged 6470 SP:Iteration 11Q (264.800000 sec): 3 clusters Score: Raw -24837255.318220 + Penalty 4021.536075 = -24833233.782145 nChanged 3953 SP:Iteration 12Q (265.430000 sec): 3 clusters Score: Raw -24840665.094184 + Penalty 4021.536075 = -24836643.558109 nChanged 2161 SP:Iteration 13Q (266.010000 sec): 3 clusters Score: Raw -24842492.110138 + Penalty 4021.536075 = -24838470.574063 nChanged 1126 SP:Iteration 14Q (266.580000 sec): 3 clusters Score: Raw -24843413.273366 + Penalty 4021.536075 = -24839391.737291 nChanged 513 SP:Iteration 15Q (267.140000 sec): 3 clusters Score: Raw -24843825.487174 + Penalty 4021.536075 = -24839803.951098 nChanged 218 SP:Iteration 16Q (267.690000 sec): 3 clusters Score: Raw -24844004.431485 + Penalty 4021.536075 = -24839982.895410 nChanged 112 SP:Iteration 17Q (268.230000 sec): 3 clusters Score: Raw -24844093.032679 + Penalty 4021.536075 = -24840071.496604 nChanged 64 SP:Iteration 18Q (268.780000 sec): 3 clusters Score: Raw -24844152.982965 + Penalty 4021.536075 = -24840131.446890 nChanged 50 SP:Iteration 19Q (269.330000 sec): 3 clusters Score: Raw -24844199.335738 + Penalty 4021.536075 = -24840177.799663 nChanged 36 SP:Iteration 20F (270.130000 sec): 3 clusters Score: Raw -24844225.918807 + Penalty 4021.536075 = -24840204.382732 nChanged 26 SP:Iteration 21Q (270.670000 sec): 3 clusters Score: Raw -24844245.276719 + Penalty 4021.536075 = -24840223.740643 nChanged 17 SP:Iteration 22Q (271.210000 sec): 3 clusters Score: Raw -24844255.814062 + Penalty 4021.536075 = -24840234.277987 nChanged 7 SP:Iteration 23Q (271.760000 sec): 3 clusters Score: Raw -24844259.663901 + Penalty 4021.536075 = -24840238.127826 nChanged 7 SP:Iteration 24Q (272.300000 sec): 3 clusters Score: Raw -24844265.050298 + Penalty 4021.536075 = -24840243.514223 nChanged 3 SP:Iteration 25Q (272.850000 sec): 3 clusters Score: Raw -24844265.818784 + Penalty 4021.536075 = -24840244.282709 nChanged 1 SP:Iteration 26Q (273.390000 sec): 3 clusters Score: Raw -24844266.132449 + Penalty 4021.536075 = -24840244.596374 nChanged 2 SP:Iteration 27Q (273.930000 sec): 3 clusters Score: Raw -24844267.606706 + Penalty 4021.536075 = -24840246.070630 nChanged 1 SP:Iteration 28Q (274.480000 sec): 3 clusters Score: Raw -24844267.864254 + Penalty 4021.536075 = -24840246.328178 nChanged 1 SP:Iteration 29Q (275.020000 sec): 3 clusters Score: Raw -24844268.362113 + Penalty 4021.536075 = -24840246.826038 nChanged 1 SP:Iteration 30Q (275.570000 sec): 3 clusters Score: Raw -24844269.096585 + Penalty 4021.536075 = -24840247.560509 nChanged 1 SP:Iteration 31Q (276.110000 sec): 3 clusters Score: Raw -24844269.796654 + Penalty 4021.536075 = -24840248.260579 nChanged 1 SP:Iteration 32Q (276.650000 sec): 3 clusters Score: Raw -24844270.390050 + Penalty 4021.536075 = -24840248.853975 nChanged 1 SP:Iteration 33Q (277.200000 sec): 3 clusters Score: Raw -24844271.205992 + Penalty 4021.536075 = -24840249.669917 nChanged 0 SP:Iteration 34F (278.000000 sec): 3 clusters Score: Raw -24844271.205992 + Penalty 4021.536075 = -24840249.669917 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 2 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.120000 sec): 2 clusters Score: Raw -15062.717581 + Penalty 818.504798 = -14244.212783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.120000 sec): 3 clusters Score: Raw -15187.906957 + Penalty 1637.009596 = -13550.897361 nChanged 7 SP:Iteration 1Q (278.130000 sec): 3 clusters Score: Raw -15216.775187 + Penalty 1637.009596 = -13579.765591 nChanged 2 SP:Iteration 2Q (278.130000 sec): 3 clusters Score: Raw -15222.416570 + Penalty 1637.009596 = -13585.406974 nChanged 0 SP:Iteration 3F (278.130000 sec): 3 clusters Score: Raw -15222.416570 + Penalty 1637.009596 = -13585.406974 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 3 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.130000 sec): 2 clusters Score: Raw -54219.083433 + Penalty 1023.280264 = -53195.803169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.130000 sec): 3 clusters Score: Raw -54199.481571 + Penalty 2046.560529 = -52152.921042 nChanged 139 SP:Iteration 1F (278.130000 sec): 3 clusters Score: Raw -54403.650035 + Penalty 2046.560529 = -52357.089506 nChanged 32 SP:Iteration 2F (278.130000 sec): 3 clusters Score: Raw -54484.569438 + Penalty 2046.560529 = -52438.008909 nChanged 24 SP:Iteration 3Q (278.130000 sec): 3 clusters Score: Raw -54522.071449 + Penalty 2046.560529 = -52475.510920 nChanged 12 SP:Iteration 4Q (278.140000 sec): 3 clusters Score: Raw -54542.365825 + Penalty 2046.560529 = -52495.805296 nChanged 15 SP:Iteration 5Q (278.140000 sec): 3 clusters Score: Raw -54571.200074 + Penalty 2046.560529 = -52524.639545 nChanged 8 SP:Iteration 6Q (278.140000 sec): 3 clusters Score: Raw -54584.905395 + Penalty 2046.560529 = -52538.344866 nChanged 4 SP:Iteration 7Q (278.140000 sec): 3 clusters Score: Raw -54594.609521 + Penalty 2046.560529 = -52548.048992 nChanged 4 SP:Iteration 8Q (278.150000 sec): 3 clusters Score: Raw -54603.164548 + Penalty 2046.560529 = -52556.604019 nChanged 7 SP:Iteration 9Q (278.150000 sec): 3 clusters Score: Raw -54619.372126 + Penalty 2046.560529 = -52572.811597 nChanged 5 SP:Iteration 10Q (278.150000 sec): 3 clusters Score: Raw -54630.476562 + Penalty 2046.560529 = -52583.916033 nChanged 0 SP:Iteration 11F (278.150000 sec): 3 clusters Score: Raw -54630.476562 + Penalty 2046.560529 = -52583.916033 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 4 (1686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.160000 sec): 2 clusters Score: Raw -171996.684485 + Penalty 1207.393548 = -170789.290938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.160000 sec): 3 clusters Score: Raw -171303.381692 + Penalty 2414.787095 = -168888.594597 nChanged 589 SP:Iteration 1F (278.170000 sec): 3 clusters Score: Raw -171687.003501 + Penalty 2414.787095 = -169272.216406 nChanged 126 SP:Iteration 2F (278.170000 sec): 3 clusters Score: Raw -171779.184963 + Penalty 2414.787095 = -169364.397868 nChanged 81 SP:Iteration 3Q (278.180000 sec): 3 clusters Score: Raw -171845.191315 + Penalty 2414.787095 = -169430.404220 nChanged 74 SP:Iteration 4Q (278.190000 sec): 3 clusters Score: Raw -171921.527381 + Penalty 2414.787095 = -169506.740286 nChanged 71 SP:Iteration 5Q (278.190000 sec): 3 clusters Score: Raw -171985.516128 + Penalty 2414.787095 = -169570.729033 nChanged 58 SP:Iteration 6Q (278.200000 sec): 3 clusters Score: Raw -172039.821741 + Penalty 2414.787095 = -169625.034646 nChanged 50 SP:Iteration 7Q (278.200000 sec): 3 clusters Score: Raw -172070.333685 + Penalty 2414.787095 = -169655.546590 nChanged 28 SP:Iteration 8Q (278.210000 sec): 3 clusters Score: Raw -172093.422898 + Penalty 2414.787095 = -169678.635803 nChanged 29 SP:Iteration 9Q (278.210000 sec): 3 clusters Score: Raw -172123.948568 + Penalty 2414.787095 = -169709.161473 nChanged 27 SP:Iteration 10Q (278.220000 sec): 3 clusters Score: Raw -172150.298610 + Penalty 2414.787095 = -169735.511515 nChanged 31 SP:Iteration 11Q (278.230000 sec): 3 clusters Score: Raw -172180.320741 + Penalty 2414.787095 = -169765.533646 nChanged 30 SP:Iteration 12Q (278.230000 sec): 3 clusters Score: Raw -172198.383643 + Penalty 2414.787095 = -169783.596548 nChanged 21 SP:Iteration 13Q (278.230000 sec): 3 clusters Score: Raw -172212.776626 + Penalty 2414.787095 = -169797.989531 nChanged 23 SP:Iteration 14Q (278.240000 sec): 3 clusters Score: Raw -172227.406394 + Penalty 2414.787095 = -169812.619299 nChanged 19 SP:Iteration 15Q (278.250000 sec): 3 clusters Score: Raw -172238.693635 + Penalty 2414.787095 = -169823.906540 nChanged 17 SP:Iteration 16Q (278.250000 sec): 3 clusters Score: Raw -172249.697325 + Penalty 2414.787095 = -169834.910230 nChanged 12 SP:Iteration 17Q (278.260000 sec): 3 clusters Score: Raw -172257.530919 + Penalty 2414.787095 = -169842.743824 nChanged 11 SP:Iteration 18Q (278.260000 sec): 3 clusters Score: Raw -172264.300380 + Penalty 2414.787095 = -169849.513285 nChanged 11 SP:Iteration 19Q (278.270000 sec): 3 clusters Score: Raw -172271.300811 + Penalty 2414.787095 = -169856.513716 nChanged 6 SP:Iteration 20F (278.270000 sec): 3 clusters Score: Raw -172274.352466 + Penalty 2414.787095 = -169859.565371 nChanged 5 SP:Iteration 21Q (278.280000 sec): 3 clusters Score: Raw -172278.115615 + Penalty 2414.787095 = -169863.328520 nChanged 3 SP:Iteration 22Q (278.290000 sec): 3 clusters Score: Raw -172279.826992 + Penalty 2414.787095 = -169865.039897 nChanged 2 SP:Iteration 23Q (278.290000 sec): 3 clusters Score: Raw -172280.764321 + Penalty 2414.787095 = -169865.977226 nChanged 3 SP:Iteration 24Q (278.300000 sec): 3 clusters Score: Raw -172281.462754 + Penalty 2414.787095 = -169866.675659 nChanged 2 SP:Iteration 25Q (278.300000 sec): 3 clusters Score: Raw -172282.926476 + Penalty 2414.787095 = -169868.139381 nChanged 3 SP:Iteration 26Q (278.310000 sec): 3 clusters Score: Raw -172285.061005 + Penalty 2414.787095 = -169870.273910 nChanged 4 SP:Iteration 27Q (278.310000 sec): 3 clusters Score: Raw -172287.429107 + Penalty 2414.787095 = -169872.642012 nChanged 3 SP:Iteration 28Q (278.320000 sec): 3 clusters Score: Raw -172289.092072 + Penalty 2414.787095 = -169874.304977 nChanged 2 SP:Iteration 29Q (278.330000 sec): 3 clusters Score: Raw -172290.225462 + Penalty 2414.787095 = -169875.438367 nChanged 3 SP:Iteration 30Q (278.330000 sec): 3 clusters Score: Raw -172292.024121 + Penalty 2414.787095 = -169877.237026 nChanged 4 SP:Iteration 31Q (278.330000 sec): 3 clusters Score: Raw -172294.307225 + Penalty 2414.787095 = -169879.520130 nChanged 5 SP:Iteration 32Q (278.340000 sec): 3 clusters Score: Raw -172298.040834 + Penalty 2414.787095 = -169883.253739 nChanged 7 SP:Iteration 33Q (278.350000 sec): 3 clusters Score: Raw -172301.230499 + Penalty 2414.787095 = -169886.443404 nChanged 3 SP:Iteration 34Q (278.350000 sec): 3 clusters Score: Raw -172304.447533 + Penalty 2414.787095 = -169889.660438 nChanged 3 SP:Iteration 35Q (278.360000 sec): 3 clusters Score: Raw -172306.373168 + Penalty 2414.787095 = -169891.586073 nChanged 4 SP:Iteration 36Q (278.360000 sec): 3 clusters Score: Raw -172309.359467 + Penalty 2414.787095 = -169894.572372 nChanged 5 SP:Iteration 37Q (278.370000 sec): 3 clusters Score: Raw -172312.334839 + Penalty 2414.787095 = -169897.547744 nChanged 5 SP:Iteration 38Q (278.370000 sec): 3 clusters Score: Raw -172314.379983 + Penalty 2414.787095 = -169899.592888 nChanged 3 SP:Iteration 39Q (278.380000 sec): 3 clusters Score: Raw -172315.261658 + Penalty 2414.787095 = -169900.474563 nChanged 2 SP:Iteration 40F (278.390000 sec): 3 clusters Score: Raw -172316.198547 + Penalty 2414.787095 = -169901.411452 nChanged 2 SP:Iteration 41Q (278.390000 sec): 3 clusters Score: Raw -172316.661554 + Penalty 2414.787095 = -169901.874459 nChanged 0 SP:Iteration 42F (278.390000 sec): 3 clusters Score: Raw -172316.661554 + Penalty 2414.787095 = -169901.874459 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 5 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.400000 sec): 2 clusters Score: Raw -166666.237622 + Penalty 1202.302770 = -165463.934852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.410000 sec): 3 clusters Score: Raw -165986.137851 + Penalty 2404.605540 = -163581.532312 nChanged 529 SP:Iteration 1F (278.410000 sec): 3 clusters Score: Raw -166341.517503 + Penalty 2404.605540 = -163936.911963 nChanged 132 SP:Iteration 2F (278.420000 sec): 3 clusters Score: Raw -166436.962855 + Penalty 2404.605540 = -164032.357316 nChanged 73 SP:Iteration 3Q (278.430000 sec): 3 clusters Score: Raw -166504.898170 + Penalty 2404.605540 = -164100.292631 nChanged 58 SP:Iteration 4Q (278.430000 sec): 3 clusters Score: Raw -166538.855906 + Penalty 2404.605540 = -164134.250366 nChanged 32 SP:Iteration 5Q (278.430000 sec): 3 clusters Score: Raw -166567.244086 + Penalty 2404.605540 = -164162.638547 nChanged 33 SP:Iteration 6Q (278.440000 sec): 3 clusters Score: Raw -166597.096955 + Penalty 2404.605540 = -164192.491416 nChanged 31 SP:Iteration 7Q (278.450000 sec): 3 clusters Score: Raw -166615.410697 + Penalty 2404.605540 = -164210.805158 nChanged 22 SP:Iteration 8Q (278.450000 sec): 3 clusters Score: Raw -166630.149456 + Penalty 2404.605540 = -164225.543916 nChanged 24 SP:Iteration 9Q (278.460000 sec): 3 clusters Score: Raw -166647.832051 + Penalty 2404.605540 = -164243.226512 nChanged 20 SP:Iteration 10Q (278.460000 sec): 3 clusters Score: Raw -166661.899776 + Penalty 2404.605540 = -164257.294236 nChanged 20 SP:Iteration 11Q (278.470000 sec): 3 clusters Score: Raw -166677.391031 + Penalty 2404.605540 = -164272.785491 nChanged 23 SP:Iteration 12Q (278.470000 sec): 3 clusters Score: Raw -166692.817508 + Penalty 2404.605540 = -164288.211969 nChanged 20 SP:Iteration 13Q (278.480000 sec): 3 clusters Score: Raw -166705.835051 + Penalty 2404.605540 = -164301.229511 nChanged 14 SP:Iteration 14Q (278.490000 sec): 3 clusters Score: Raw -166714.376471 + Penalty 2404.605540 = -164309.770931 nChanged 14 SP:Iteration 15Q (278.490000 sec): 3 clusters Score: Raw -166721.912712 + Penalty 2404.605540 = -164317.307172 nChanged 12 SP:Iteration 16Q (278.490000 sec): 3 clusters Score: Raw -166729.569715 + Penalty 2404.605540 = -164324.964175 nChanged 11 SP:Iteration 17Q (278.500000 sec): 3 clusters Score: Raw -166735.429951 + Penalty 2404.605540 = -164330.824411 nChanged 10 SP:Iteration 18Q (278.510000 sec): 3 clusters Score: Raw -166742.126486 + Penalty 2404.605540 = -164337.520946 nChanged 10 SP:Iteration 19Q (278.510000 sec): 3 clusters Score: Raw -166749.382881 + Penalty 2404.605540 = -164344.777341 nChanged 9 SP:Iteration 20F (278.520000 sec): 3 clusters Score: Raw -166755.173618 + Penalty 2404.605540 = -164350.568078 nChanged 4 SP:Iteration 21Q (278.520000 sec): 3 clusters Score: Raw -166757.614809 + Penalty 2404.605540 = -164353.009269 nChanged 5 SP:Iteration 22Q (278.530000 sec): 3 clusters Score: Raw -166759.988262 + Penalty 2404.605540 = -164355.382722 nChanged 4 SP:Iteration 23Q (278.530000 sec): 3 clusters Score: Raw -166762.570696 + Penalty 2404.605540 = -164357.965157 nChanged 6 SP:Iteration 24Q (278.540000 sec): 3 clusters Score: Raw -166766.002835 + Penalty 2404.605540 = -164361.397296 nChanged 3 SP:Iteration 25Q (278.550000 sec): 3 clusters Score: Raw -166767.774830 + Penalty 2404.605540 = -164363.169290 nChanged 5 SP:Iteration 26Q (278.550000 sec): 3 clusters Score: Raw -166773.892412 + Penalty 2404.605540 = -164369.286873 nChanged 5 SP:Iteration 27Q (278.550000 sec): 3 clusters Score: Raw -166779.287474 + Penalty 2404.605540 = -164374.681934 nChanged 10 SP:Iteration 28Q (278.560000 sec): 3 clusters Score: Raw -166784.813004 + Penalty 2404.605540 = -164380.207464 nChanged 7 SP:Iteration 29Q (278.570000 sec): 3 clusters Score: Raw -166787.739932 + Penalty 2404.605540 = -164383.134392 nChanged 3 SP:Iteration 30Q (278.570000 sec): 3 clusters Score: Raw -166788.808087 + Penalty 2404.605540 = -164384.202548 nChanged 4 SP:Iteration 31Q (278.580000 sec): 3 clusters Score: Raw -166789.878932 + Penalty 2404.605540 = -164385.273393 nChanged 1 SP:Iteration 32Q (278.580000 sec): 3 clusters Score: Raw -166790.812507 + Penalty 2404.605540 = -164386.206968 nChanged 1 SP:Iteration 33Q (278.590000 sec): 3 clusters Score: Raw -166791.270586 + Penalty 2404.605540 = -164386.665046 nChanged 2 SP:Iteration 34Q (278.590000 sec): 3 clusters Score: Raw -166792.600235 + Penalty 2404.605540 = -164387.994696 nChanged 3 SP:Iteration 35Q (278.600000 sec): 3 clusters Score: Raw -166795.414398 + Penalty 2404.605540 = -164390.808858 nChanged 2 SP:Iteration 36Q (278.600000 sec): 3 clusters Score: Raw -166796.911335 + Penalty 2404.605540 = -164392.305796 nChanged 3 SP:Iteration 37Q (278.610000 sec): 3 clusters Score: Raw -166798.825824 + Penalty 2404.605540 = -164394.220284 nChanged 2 SP:Iteration 38Q (278.610000 sec): 3 clusters Score: Raw -166800.195645 + Penalty 2404.605540 = -164395.590106 nChanged 5 SP:Iteration 39Q (278.620000 sec): 3 clusters Score: Raw -166802.893181 + Penalty 2404.605540 = -164398.287642 nChanged 4 SP:Iteration 40F (278.630000 sec): 3 clusters Score: Raw -166804.777610 + Penalty 2404.605540 = -164400.172070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 6 (3425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.640000 sec): 2 clusters Score: Raw -372362.622626 + Penalty 1322.564222 = -371040.058404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.650000 sec): 3 clusters Score: Raw -370710.992196 + Penalty 2645.128444 = -368065.863752 nChanged 1298 SP:Iteration 1F (278.660000 sec): 3 clusters Score: Raw -371450.618737 + Penalty 2645.128444 = -368805.490293 nChanged 256 SP:Iteration 2F (278.670000 sec): 3 clusters Score: Raw -371594.743151 + Penalty 2645.128444 = -368949.614707 nChanged 156 SP:Iteration 3Q (278.690000 sec): 3 clusters Score: Raw -371663.150432 + Penalty 2645.128444 = -369018.021988 nChanged 102 SP:Iteration 4Q (278.700000 sec): 3 clusters Score: Raw -371706.621992 + Penalty 2645.128444 = -369061.493548 nChanged 81 SP:Iteration 5Q (278.710000 sec): 3 clusters Score: Raw -371741.989820 + Penalty 2645.128444 = -369096.861376 nChanged 68 SP:Iteration 6Q (278.720000 sec): 3 clusters Score: Raw -371769.159687 + Penalty 2645.128444 = -369124.031243 nChanged 52 SP:Iteration 7Q (278.730000 sec): 3 clusters Score: Raw -371788.560979 + Penalty 2645.128444 = -369143.432535 nChanged 44 SP:Iteration 8Q (278.740000 sec): 3 clusters Score: Raw -371805.819319 + Penalty 2645.128444 = -369160.690875 nChanged 56 SP:Iteration 9Q (278.750000 sec): 3 clusters Score: Raw -371823.865947 + Penalty 2645.128444 = -369178.737504 nChanged 36 SP:Iteration 10Q (278.770000 sec): 3 clusters Score: Raw -371839.328361 + Penalty 2645.128444 = -369194.199917 nChanged 44 SP:Iteration 11Q (278.780000 sec): 3 clusters Score: Raw -371858.881438 + Penalty 2645.128444 = -369213.752994 nChanged 47 SP:Iteration 12Q (278.790000 sec): 3 clusters Score: Raw -371878.695800 + Penalty 2645.128444 = -369233.567356 nChanged 40 SP:Iteration 13Q (278.800000 sec): 3 clusters Score: Raw -371896.779028 + Penalty 2645.128444 = -369251.650584 nChanged 41 SP:Iteration 14Q (278.810000 sec): 3 clusters Score: Raw -371913.282165 + Penalty 2645.128444 = -369268.153721 nChanged 41 SP:Iteration 15Q (278.830000 sec): 3 clusters Score: Raw -371929.224943 + Penalty 2645.128444 = -369284.096499 nChanged 35 SP:Iteration 16Q (278.830000 sec): 3 clusters Score: Raw -371949.376598 + Penalty 2645.128444 = -369304.248154 nChanged 50 SP:Iteration 17Q (278.850000 sec): 3 clusters Score: Raw -371974.343616 + Penalty 2645.128444 = -369329.215172 nChanged 46 SP:Iteration 18Q (278.860000 sec): 3 clusters Score: Raw -371997.524416 + Penalty 2645.128444 = -369352.395972 nChanged 45 SP:Iteration 19Q (278.870000 sec): 3 clusters Score: Raw -372020.817765 + Penalty 2645.128444 = -369375.689321 nChanged 49 SP:Iteration 20F (278.880000 sec): 3 clusters Score: Raw -372049.010465 + Penalty 2645.128444 = -369403.882021 nChanged 54 SP:Iteration 21Q (278.890000 sec): 3 clusters Score: Raw -372078.583146 + Penalty 2645.128444 = -369433.454702 nChanged 57 SP:Iteration 22Q (278.910000 sec): 3 clusters Score: Raw -372105.857882 + Penalty 2645.128444 = -369460.729438 nChanged 43 SP:Iteration 23Q (278.920000 sec): 3 clusters Score: Raw -372129.439951 + Penalty 2645.128444 = -369484.311507 nChanged 41 SP:Iteration 24Q (278.930000 sec): 3 clusters Score: Raw -372149.915124 + Penalty 2645.128444 = -369504.786680 nChanged 37 SP:Iteration 25Q (278.940000 sec): 3 clusters Score: Raw -372169.769588 + Penalty 2645.128444 = -369524.641144 nChanged 39 SP:Iteration 26Q (278.950000 sec): 3 clusters Score: Raw -372188.462601 + Penalty 2645.128444 = -369543.334157 nChanged 37 SP:Iteration 27Q (278.960000 sec): 3 clusters Score: Raw -372212.784683 + Penalty 2645.128444 = -369567.656239 nChanged 37 SP:Iteration 28Q (278.970000 sec): 3 clusters Score: Raw -372229.259282 + Penalty 2645.128444 = -369584.130838 nChanged 23 SP:Iteration 29Q (278.990000 sec): 3 clusters Score: Raw -372238.014589 + Penalty 2645.128444 = -369592.886145 nChanged 23 SP:Iteration 30Q (279.000000 sec): 3 clusters Score: Raw -372248.662101 + Penalty 2645.128444 = -369603.533657 nChanged 22 SP:Iteration 31Q (279.010000 sec): 3 clusters Score: Raw -372259.748773 + Penalty 2645.128444 = -369614.620329 nChanged 24 SP:Iteration 32Q (279.020000 sec): 3 clusters Score: Raw -372270.510777 + Penalty 2645.128444 = -369625.382334 nChanged 16 SP:Iteration 33Q (279.030000 sec): 3 clusters Score: Raw -372278.608053 + Penalty 2645.128444 = -369633.479609 nChanged 20 SP:Iteration 34Q (279.040000 sec): 3 clusters Score: Raw -372292.734169 + Penalty 2645.128444 = -369647.605725 nChanged 18 SP:Iteration 35Q (279.060000 sec): 3 clusters Score: Raw -372302.938280 + Penalty 2645.128444 = -369657.809836 nChanged 20 SP:Iteration 36Q (279.060000 sec): 3 clusters Score: Raw -372312.077417 + Penalty 2645.128444 = -369666.948973 nChanged 15 SP:Iteration 37Q (279.080000 sec): 3 clusters Score: Raw -372319.018641 + Penalty 2645.128444 = -369673.890197 nChanged 13 SP:Iteration 38Q (279.090000 sec): 3 clusters Score: Raw -372325.249858 + Penalty 2645.128444 = -369680.121414 nChanged 16 SP:Iteration 39Q (279.100000 sec): 3 clusters Score: Raw -372333.196188 + Penalty 2645.128444 = -369688.067744 nChanged 14 SP:Iteration 40F (279.110000 sec): 3 clusters Score: Raw -372338.818436 + Penalty 2645.128444 = -369693.689992 nChanged 10 SP:Iteration 41Q (279.120000 sec): 3 clusters Score: Raw -372342.003358 + Penalty 2645.128444 = -369696.874914 nChanged 11 SP:Iteration 42Q (279.130000 sec): 3 clusters Score: Raw -372346.716328 + Penalty 2645.128444 = -369701.587884 nChanged 11 SP:Iteration 43Q (279.140000 sec): 3 clusters Score: Raw -372351.019519 + Penalty 2645.128444 = -369705.891075 nChanged 5 SP:Iteration 44Q (279.150000 sec): 3 clusters Score: Raw -372353.264821 + Penalty 2645.128444 = -369708.136377 nChanged 8 SP:Iteration 45Q (279.160000 sec): 3 clusters Score: Raw -372357.310198 + Penalty 2645.128444 = -369712.181754 nChanged 10 SP:Iteration 46Q (279.170000 sec): 3 clusters Score: Raw -372363.232889 + Penalty 2645.128444 = -369718.104445 nChanged 8 SP:Iteration 47Q (279.180000 sec): 3 clusters Score: Raw -372366.001105 + Penalty 2645.128444 = -369720.872661 nChanged 8 SP:Iteration 48Q (279.200000 sec): 3 clusters Score: Raw -372369.786665 + Penalty 2645.128444 = -369724.658221 nChanged 10 SP:Iteration 49Q (279.200000 sec): 3 clusters Score: Raw -372376.513443 + Penalty 2645.128444 = -369731.384999 nChanged 16 SP:Iteration 50Q (279.220000 sec): 3 clusters Score: Raw -372386.455708 + Penalty 2645.128444 = -369741.327264 nChanged 12 SP:Iteration 51Q (279.220000 sec): 3 clusters Score: Raw -372391.540508 + Penalty 2645.128444 = -369746.412064 nChanged 11 SP:Iteration 52Q (279.240000 sec): 3 clusters Score: Raw -372397.124240 + Penalty 2645.128444 = -369751.995796 nChanged 9 SP:Iteration 53Q (279.250000 sec): 3 clusters Score: Raw -372401.505643 + Penalty 2645.128444 = -369756.377199 nChanged 10 SP:Iteration 54Q (279.260000 sec): 3 clusters Score: Raw -372407.641886 + Penalty 2645.128444 = -369762.513442 nChanged 12 SP:Iteration 55Q (279.270000 sec): 3 clusters Score: Raw -372413.241472 + Penalty 2645.128444 = -369768.113028 nChanged 13 SP:Iteration 56Q (279.280000 sec): 3 clusters Score: Raw -372419.171568 + Penalty 2645.128444 = -369774.043124 nChanged 9 SP:Iteration 57Q (279.290000 sec): 3 clusters Score: Raw -372426.198442 + Penalty 2645.128444 = -369781.069998 nChanged 10 SP:Iteration 58Q (279.300000 sec): 3 clusters Score: Raw -372434.573956 + Penalty 2645.128444 = -369789.445512 nChanged 12 SP:Iteration 59Q (279.310000 sec): 3 clusters Score: Raw -372440.357225 + Penalty 2645.128444 = -369795.228781 nChanged 12 SP:Iteration 60F (279.320000 sec): 3 clusters Score: Raw -372446.724821 + Penalty 2645.128444 = -369801.596377 nChanged 11 SP:Iteration 61Q (279.330000 sec): 3 clusters Score: Raw -372454.518100 + Penalty 2645.128444 = -369809.389656 nChanged 10 SP:Iteration 62Q (279.340000 sec): 3 clusters Score: Raw -372459.416494 + Penalty 2645.128444 = -369814.288050 nChanged 7 SP:Iteration 63Q (279.350000 sec): 3 clusters Score: Raw -372462.035965 + Penalty 2645.128444 = -369816.907521 nChanged 4 SP:Iteration 64Q (279.360000 sec): 3 clusters Score: Raw -372463.739403 + Penalty 2645.128444 = -369818.610959 nChanged 5 SP:Iteration 65Q (279.370000 sec): 3 clusters Score: Raw -372465.434527 + Penalty 2645.128444 = -369820.306083 nChanged 5 SP:Iteration 66Q (279.380000 sec): 3 clusters Score: Raw -372467.646455 + Penalty 2645.128444 = -369822.518011 nChanged 2 SP:Iteration 67Q (279.390000 sec): 3 clusters Score: Raw -372469.684938 + Penalty 2645.128444 = -369824.556494 nChanged 4 SP:Iteration 68Q (279.400000 sec): 3 clusters Score: Raw -372472.038937 + Penalty 2645.128444 = -369826.910493 nChanged 3 SP:Iteration 69Q (279.410000 sec): 3 clusters Score: Raw -372474.830696 + Penalty 2645.128444 = -369829.702252 nChanged 2 SP:Iteration 70Q (279.420000 sec): 3 clusters Score: Raw -372475.302539 + Penalty 2645.128444 = -369830.174095 nChanged 3 SP:Iteration 71Q (279.430000 sec): 3 clusters Score: Raw -372476.248818 + Penalty 2645.128444 = -369831.120374 nChanged 3 SP:Iteration 72Q (279.440000 sec): 3 clusters Score: Raw -372477.048116 + Penalty 2645.128444 = -369831.919672 nChanged 1 SP:Iteration 73Q (279.450000 sec): 3 clusters Score: Raw -372477.426387 + Penalty 2645.128444 = -369832.297943 nChanged 2 SP:Iteration 74Q (279.460000 sec): 3 clusters Score: Raw -372477.842449 + Penalty 2645.128444 = -369832.714005 nChanged 2 SP:Iteration 75Q (279.470000 sec): 3 clusters Score: Raw -372478.512938 + Penalty 2645.128444 = -369833.384494 nChanged 1 SP:Iteration 76Q (279.480000 sec): 3 clusters Score: Raw -372478.820552 + Penalty 2645.128444 = -369833.692108 nChanged 2 SP:Iteration 77Q (279.490000 sec): 3 clusters Score: Raw -372478.996108 + Penalty 2645.128444 = -369833.867664 nChanged 0 SP:Iteration 78F (279.500000 sec): 3 clusters Score: Raw -372478.996108 + Penalty 2645.128444 = -369833.867664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 7 (15369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.550000 sec): 2 clusters Score: Raw -1619835.989597 + Penalty 1566.517513 = -1618269.472084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.610000 sec): 3 clusters Score: Raw -1610807.005129 + Penalty 3133.035026 = -1607673.970103 nChanged 6772 SP:Iteration 1F (279.660000 sec): 3 clusters Score: Raw -1614521.663206 + Penalty 3133.035026 = -1611388.628180 nChanged 829 SP:Iteration 2F (279.720000 sec): 3 clusters Score: Raw -1614863.992756 + Penalty 3133.035026 = -1611730.957730 nChanged 789 SP:Iteration 3F (279.770000 sec): 3 clusters Score: Raw -1615206.917515 + Penalty 3133.035026 = -1612073.882489 nChanged 790 SP:Iteration 4F (279.820000 sec): 3 clusters Score: Raw -1615591.882454 + Penalty 3133.035026 = -1612458.847428 nChanged 863 SP:Iteration 5F (279.880000 sec): 3 clusters Score: Raw -1616074.857391 + Penalty 3133.035026 = -1612941.822365 nChanged 922 SP:Iteration 6F (279.930000 sec): 3 clusters Score: Raw -1616707.393711 + Penalty 3133.035026 = -1613574.358685 nChanged 964 SP:Iteration 7F (279.980000 sec): 3 clusters Score: Raw -1617451.698352 + Penalty 3133.035026 = -1614318.663326 nChanged 874 SP:Iteration 8F (280.040000 sec): 3 clusters Score: Raw -1618174.921787 + Penalty 3133.035026 = -1615041.886761 nChanged 710 SP:Iteration 9Q (280.090000 sec): 3 clusters Score: Raw -1618771.713187 + Penalty 3133.035026 = -1615638.678161 nChanged 515 SP:Iteration 10Q (280.140000 sec): 3 clusters Score: Raw -1619169.902870 + Penalty 3133.035026 = -1616036.867844 nChanged 338 SP:Iteration 11Q (280.190000 sec): 3 clusters Score: Raw -1619412.574225 + Penalty 3133.035026 = -1616279.539199 nChanged 226 SP:Iteration 12Q (280.240000 sec): 3 clusters Score: Raw -1619576.264754 + Penalty 3133.035026 = -1616443.229728 nChanged 170 SP:Iteration 13Q (280.290000 sec): 3 clusters Score: Raw -1619698.783012 + Penalty 3133.035026 = -1616565.747986 nChanged 124 SP:Iteration 14Q (280.330000 sec): 3 clusters Score: Raw -1619788.642084 + Penalty 3133.035026 = -1616655.607058 nChanged 90 SP:Iteration 15Q (280.380000 sec): 3 clusters Score: Raw -1619844.501910 + Penalty 3133.035026 = -1616711.466884 nChanged 63 SP:Iteration 16Q (280.420000 sec): 3 clusters Score: Raw -1619888.205461 + Penalty 3133.035026 = -1616755.170435 nChanged 42 SP:Iteration 17Q (280.460000 sec): 3 clusters Score: Raw -1619915.672886 + Penalty 3133.035026 = -1616782.637860 nChanged 43 SP:Iteration 18Q (280.500000 sec): 3 clusters Score: Raw -1619948.506053 + Penalty 3133.035026 = -1616815.471027 nChanged 35 SP:Iteration 19Q (280.550000 sec): 3 clusters Score: Raw -1619971.726528 + Penalty 3133.035026 = -1616838.691502 nChanged 19 SP:Iteration 20F (280.600000 sec): 3 clusters Score: Raw -1619985.174412 + Penalty 3133.035026 = -1616852.139386 nChanged 15 SP:Iteration 21Q (280.640000 sec): 3 clusters Score: Raw -1619994.895388 + Penalty 3133.035026 = -1616861.860362 nChanged 16 SP:Iteration 22Q (280.680000 sec): 3 clusters Score: Raw -1620007.819788 + Penalty 3133.035026 = -1616874.784762 nChanged 18 SP:Iteration 23Q (280.720000 sec): 3 clusters Score: Raw -1620019.706268 + Penalty 3133.035026 = -1616886.671242 nChanged 16 SP:Iteration 24Q (280.760000 sec): 3 clusters Score: Raw -1620029.216513 + Penalty 3133.035026 = -1616896.181487 nChanged 7 SP:Iteration 25Q (280.800000 sec): 3 clusters Score: Raw -1620032.211497 + Penalty 3133.035026 = -1616899.176471 nChanged 2 SP:Iteration 26Q (280.840000 sec): 3 clusters Score: Raw -1620033.486268 + Penalty 3133.035026 = -1616900.451241 nChanged 1 SP:Iteration 27Q (280.880000 sec): 3 clusters Score: Raw -1620033.619932 + Penalty 3133.035026 = -1616900.584906 nChanged 0 SP:Iteration 28F (280.930000 sec): 3 clusters Score: Raw -1620033.619932 + Penalty 3133.035026 = -1616900.584906 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 8 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.940000 sec): 2 clusters Score: Raw -21137.284848 + Penalty 864.194499 = -20273.090349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.940000 sec): 3 clusters Score: Raw -21223.916595 + Penalty 1728.388998 = -19495.527597 nChanged 19 SP:Iteration 1F (280.940000 sec): 3 clusters Score: Raw -21276.747356 + Penalty 1728.388998 = -19548.358358 nChanged 7 SP:Iteration 2Q (280.940000 sec): 3 clusters Score: Raw -21305.705749 + Penalty 1728.388998 = -19577.316751 nChanged 1 SP:Iteration 3Q (280.940000 sec): 3 clusters Score: Raw -21309.866299 + Penalty 1728.388998 = -19581.477301 nChanged 0 SP:Iteration 4F (280.950000 sec): 3 clusters Score: Raw -21309.866299 + Penalty 1728.388998 = -19581.477301 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 9 (2440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.960000 sec): 2 clusters Score: Raw -283092.388165 + Penalty 1267.459914 = -281824.928251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.960000 sec): 3 clusters Score: Raw -281985.031827 + Penalty 2534.919828 = -279450.111998 nChanged 832 SP:Iteration 1F (280.970000 sec): 3 clusters Score: Raw -282494.645367 + Penalty 2534.919828 = -279959.725538 nChanged 182 SP:Iteration 2F (280.980000 sec): 3 clusters Score: Raw -282601.912737 + Penalty 2534.919828 = -280066.992908 nChanged 105 SP:Iteration 3Q (280.990000 sec): 3 clusters Score: Raw -282661.661524 + Penalty 2534.919828 = -280126.741695 nChanged 66 SP:Iteration 4Q (281.000000 sec): 3 clusters Score: Raw -282694.251759 + Penalty 2534.919828 = -280159.331930 nChanged 51 SP:Iteration 5Q (281.010000 sec): 3 clusters Score: Raw -282718.866804 + Penalty 2534.919828 = -280183.946975 nChanged 49 SP:Iteration 6Q (281.020000 sec): 3 clusters Score: Raw -282743.657124 + Penalty 2534.919828 = -280208.737295 nChanged 37 SP:Iteration 7Q (281.020000 sec): 3 clusters Score: Raw -282761.732057 + Penalty 2534.919828 = -280226.812229 nChanged 26 SP:Iteration 8Q (281.030000 sec): 3 clusters Score: Raw -282774.181653 + Penalty 2534.919828 = -280239.261825 nChanged 28 SP:Iteration 9Q (281.040000 sec): 3 clusters Score: Raw -282787.175405 + Penalty 2534.919828 = -280252.255577 nChanged 25 SP:Iteration 10Q (281.050000 sec): 3 clusters Score: Raw -282798.837854 + Penalty 2534.919828 = -280263.918025 nChanged 25 SP:Iteration 11Q (281.060000 sec): 3 clusters Score: Raw -282809.255334 + Penalty 2534.919828 = -280274.335506 nChanged 16 SP:Iteration 12Q (281.060000 sec): 3 clusters Score: Raw -282816.488737 + Penalty 2534.919828 = -280281.568909 nChanged 17 SP:Iteration 13Q (281.070000 sec): 3 clusters Score: Raw -282822.462247 + Penalty 2534.919828 = -280287.542418 nChanged 14 SP:Iteration 14Q (281.080000 sec): 3 clusters Score: Raw -282828.149366 + Penalty 2534.919828 = -280293.229538 nChanged 11 SP:Iteration 15Q (281.090000 sec): 3 clusters Score: Raw -282832.983320 + Penalty 2534.919828 = -280298.063492 nChanged 12 SP:Iteration 16Q (281.100000 sec): 3 clusters Score: Raw -282837.399078 + Penalty 2534.919828 = -280302.479250 nChanged 9 SP:Iteration 17Q (281.110000 sec): 3 clusters Score: Raw -282839.907358 + Penalty 2534.919828 = -280304.987529 nChanged 4 SP:Iteration 18Q (281.120000 sec): 3 clusters Score: Raw -282840.823595 + Penalty 2534.919828 = -280305.903767 nChanged 3 SP:Iteration 19Q (281.120000 sec): 3 clusters Score: Raw -282841.869891 + Penalty 2534.919828 = -280306.950063 nChanged 2 SP:Iteration 20F (281.130000 sec): 3 clusters Score: Raw -282842.345632 + Penalty 2534.919828 = -280307.425804 nChanged 2 SP:Iteration 21Q (281.140000 sec): 3 clusters Score: Raw -282842.799067 + Penalty 2534.919828 = -280307.879239 nChanged 1 SP:Iteration 22Q (281.150000 sec): 3 clusters Score: Raw -282842.903494 + Penalty 2534.919828 = -280307.983665 nChanged 2 SP:Iteration 23Q (281.160000 sec): 3 clusters Score: Raw -282843.554713 + Penalty 2534.919828 = -280308.634885 nChanged 3 SP:Iteration 24Q (281.160000 sec): 3 clusters Score: Raw -282844.687089 + Penalty 2534.919828 = -280309.767260 nChanged 3 SP:Iteration 25Q (281.170000 sec): 3 clusters Score: Raw -282845.721328 + Penalty 2534.919828 = -280310.801500 nChanged 1 SP:Iteration 26Q (281.180000 sec): 3 clusters Score: Raw -282845.928370 + Penalty 2534.919828 = -280311.008541 nChanged 0 SP:Iteration 27F (281.190000 sec): 3 clusters Score: Raw -282845.928370 + Penalty 2534.919828 = -280311.008541 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 11 (16482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.250000 sec): 2 clusters Score: Raw -1709559.528127 + Penalty 1577.878925 = -1707981.649202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.300000 sec): 3 clusters Score: Raw -1699718.152228 + Penalty 3155.757850 = -1696562.394378 nChanged 7399 SP:Iteration 1F (281.360000 sec): 3 clusters Score: Raw -1703851.362021 + Penalty 3155.757850 = -1700695.604170 nChanged 909 SP:Iteration 2F (281.420000 sec): 3 clusters Score: Raw -1704220.560189 + Penalty 3155.757850 = -1701064.802338 nChanged 780 SP:Iteration 3Q (281.480000 sec): 3 clusters Score: Raw -1704569.010073 + Penalty 3155.757850 = -1701413.252222 nChanged 804 SP:Iteration 4Q (281.540000 sec): 3 clusters Score: Raw -1704940.895313 + Penalty 3155.757850 = -1701785.137463 nChanged 809 SP:Iteration 5Q (281.590000 sec): 3 clusters Score: Raw -1705361.530343 + Penalty 3155.757850 = -1702205.772493 nChanged 797 SP:Iteration 6Q (281.650000 sec): 3 clusters Score: Raw -1705806.570800 + Penalty 3155.757850 = -1702650.812950 nChanged 838 SP:Iteration 7F (281.700000 sec): 3 clusters Score: Raw -1706333.042861 + Penalty 3155.757850 = -1703177.285010 nChanged 902 SP:Iteration 8F (281.760000 sec): 3 clusters Score: Raw -1706897.662977 + Penalty 3155.757850 = -1703741.905126 nChanged 838 SP:Iteration 9F (281.820000 sec): 3 clusters Score: Raw -1707417.270972 + Penalty 3155.757850 = -1704261.513122 nChanged 776 SP:Iteration 10Q (281.880000 sec): 3 clusters Score: Raw -1707894.406620 + Penalty 3155.757850 = -1704738.648770 nChanged 630 SP:Iteration 11Q (281.930000 sec): 3 clusters Score: Raw -1708231.470125 + Penalty 3155.757850 = -1705075.712275 nChanged 498 SP:Iteration 12Q (281.980000 sec): 3 clusters Score: Raw -1708495.133365 + Penalty 3155.757850 = -1705339.375514 nChanged 420 SP:Iteration 13Q (282.040000 sec): 3 clusters Score: Raw -1708690.188765 + Penalty 3155.757850 = -1705534.430914 nChanged 347 SP:Iteration 14Q (282.090000 sec): 3 clusters Score: Raw -1708839.303860 + Penalty 3155.757850 = -1705683.546009 nChanged 290 SP:Iteration 15Q (282.150000 sec): 3 clusters Score: Raw -1708956.163690 + Penalty 3155.757850 = -1705800.405839 nChanged 262 SP:Iteration 16Q (282.200000 sec): 3 clusters Score: Raw -1709050.446421 + Penalty 3155.757850 = -1705894.688571 nChanged 228 SP:Iteration 17Q (282.260000 sec): 3 clusters Score: Raw -1709126.571176 + Penalty 3155.757850 = -1705970.813326 nChanged 213 SP:Iteration 18Q (282.310000 sec): 3 clusters Score: Raw -1709211.246278 + Penalty 3155.757850 = -1706055.488428 nChanged 219 SP:Iteration 19Q (282.360000 sec): 3 clusters Score: Raw -1709292.810836 + Penalty 3155.757850 = -1706137.052986 nChanged 200 SP:Iteration 20F (282.420000 sec): 3 clusters Score: Raw -1709368.145108 + Penalty 3155.757850 = -1706212.387257 nChanged 198 SP:Iteration 21Q (282.470000 sec): 3 clusters Score: Raw -1709440.958952 + Penalty 3155.757850 = -1706285.201102 nChanged 183 SP:Iteration 22Q (282.520000 sec): 3 clusters Score: Raw -1709499.159746 + Penalty 3155.757850 = -1706343.401895 nChanged 170 SP:Iteration 23Q (282.580000 sec): 3 clusters Score: Raw -1709554.185690 + Penalty 3155.757850 = -1706398.427839 nChanged 161 SP:Iteration 24Q (282.630000 sec): 3 clusters Score: Raw -1709605.340810 + Penalty 3155.757850 = -1706449.582959 nChanged 153 SP:Iteration 25Q (282.680000 sec): 3 clusters Score: Raw -1709648.713479 + Penalty 3155.757850 = -1706492.955629 nChanged 135 SP:Iteration 26Q (282.730000 sec): 3 clusters Score: Raw -1709687.119048 + Penalty 3155.757850 = -1706531.361198 nChanged 139 SP:Iteration 27Q (282.780000 sec): 3 clusters Score: Raw -1709724.426068 + Penalty 3155.757850 = -1706568.668217 nChanged 128 SP:Iteration 28Q (282.830000 sec): 3 clusters Score: Raw -1709752.016646 + Penalty 3155.757850 = -1706596.258795 nChanged 106 SP:Iteration 29Q (282.880000 sec): 3 clusters Score: Raw -1709775.700863 + Penalty 3155.757850 = -1706619.943012 nChanged 99 SP:Iteration 30Q (282.930000 sec): 3 clusters Score: Raw -1709800.714431 + Penalty 3155.757850 = -1706644.956581 nChanged 98 SP:Iteration 31Q (282.980000 sec): 3 clusters Score: Raw -1709825.068946 + Penalty 3155.757850 = -1706669.311095 nChanged 86 SP:Iteration 32Q (283.030000 sec): 3 clusters Score: Raw -1709848.453735 + Penalty 3155.757850 = -1706692.695885 nChanged 87 SP:Iteration 33Q (283.080000 sec): 3 clusters Score: Raw -1709870.527399 + Penalty 3155.757850 = -1706714.769548 nChanged 86 SP:Iteration 34Q (283.130000 sec): 3 clusters Score: Raw -1709890.972780 + Penalty 3155.757850 = -1706735.214930 nChanged 77 SP:Iteration 35Q (283.180000 sec): 3 clusters Score: Raw -1709906.564276 + Penalty 3155.757850 = -1706750.806426 nChanged 56 SP:Iteration 36Q (283.230000 sec): 3 clusters Score: Raw -1709915.680606 + Penalty 3155.757850 = -1706759.922755 nChanged 51 SP:Iteration 37Q (283.280000 sec): 3 clusters Score: Raw -1709925.668696 + Penalty 3155.757850 = -1706769.910846 nChanged 50 SP:Iteration 38Q (283.320000 sec): 3 clusters Score: Raw -1709935.325429 + Penalty 3155.757850 = -1706779.567578 nChanged 46 SP:Iteration 39Q (283.370000 sec): 3 clusters Score: Raw -1709943.361917 + Penalty 3155.757850 = -1706787.604067 nChanged 45 SP:Iteration 40F (283.430000 sec): 3 clusters Score: Raw -1709950.122608 + Penalty 3155.757850 = -1706794.364758 nChanged 31 SP:Iteration 41Q (283.480000 sec): 3 clusters Score: Raw -1709954.464958 + Penalty 3155.757850 = -1706798.707108 nChanged 26 SP:Iteration 42Q (283.530000 sec): 3 clusters Score: Raw -1709957.579269 + Penalty 3155.757850 = -1706801.821418 nChanged 23 SP:Iteration 43Q (283.580000 sec): 3 clusters Score: Raw -1709960.656502 + Penalty 3155.757850 = -1706804.898651 nChanged 18 SP:Iteration 44Q (283.620000 sec): 3 clusters Score: Raw -1709963.190410 + Penalty 3155.757850 = -1706807.432559 nChanged 19 SP:Iteration 45Q (283.670000 sec): 3 clusters Score: Raw -1709965.264342 + Penalty 3155.757850 = -1706809.506492 nChanged 17 SP:Iteration 46Q (283.720000 sec): 3 clusters Score: Raw -1709966.866597 + Penalty 3155.757850 = -1706811.108746 nChanged 10 SP:Iteration 47Q (283.770000 sec): 3 clusters Score: Raw -1709967.562130 + Penalty 3155.757850 = -1706811.804279 nChanged 4 SP:Iteration 48Q (283.820000 sec): 3 clusters Score: Raw -1709967.762716 + Penalty 3155.757850 = -1706812.004865 nChanged 2 SP:Iteration 49Q (283.860000 sec): 3 clusters Score: Raw -1709968.130491 + Penalty 3155.757850 = -1706812.372641 nChanged 5 SP:Iteration 50Q (283.910000 sec): 3 clusters Score: Raw -1709968.667316 + Penalty 3155.757850 = -1706812.909466 nChanged 7 SP:Iteration 51Q (283.960000 sec): 3 clusters Score: Raw -1709969.192034 + Penalty 3155.757850 = -1706813.434183 nChanged 3 SP:Iteration 52Q (284.010000 sec): 3 clusters Score: Raw -1709969.549036 + Penalty 3155.757850 = -1706813.791185 nChanged 4 SP:Iteration 53Q (284.060000 sec): 3 clusters Score: Raw -1709969.950914 + Penalty 3155.757850 = -1706814.193064 nChanged 4 SP:Iteration 54Q (284.110000 sec): 3 clusters Score: Raw -1709970.261720 + Penalty 3155.757850 = -1706814.503869 nChanged 6 SP:Iteration 55Q (284.160000 sec): 3 clusters Score: Raw -1709970.779798 + Penalty 3155.757850 = -1706815.021948 nChanged 4 SP:Iteration 56Q (284.200000 sec): 3 clusters Score: Raw -1709971.156040 + Penalty 3155.757850 = -1706815.398189 nChanged 4 SP:Iteration 57Q (284.250000 sec): 3 clusters Score: Raw -1709971.475211 + Penalty 3155.757850 = -1706815.717360 nChanged 1 SP:Iteration 58Q (284.300000 sec): 3 clusters Score: Raw -1709971.545083 + Penalty 3155.757850 = -1706815.787233 nChanged 1 SP:Iteration 59Q (284.350000 sec): 3 clusters Score: Raw -1709971.675656 + Penalty 3155.757850 = -1706815.917805 nChanged 2 SP:Iteration 60F (284.400000 sec): 3 clusters Score: Raw -1709971.792487 + Penalty 3155.757850 = -1706816.034637 nChanged 3 SP:Iteration 61Q (284.450000 sec): 3 clusters Score: Raw -1709972.044671 + Penalty 3155.757850 = -1706816.286821 nChanged 4 SP:Iteration 62Q (284.500000 sec): 3 clusters Score: Raw -1709972.304506 + Penalty 3155.757850 = -1706816.546656 nChanged 3 SP:Iteration 63Q (284.550000 sec): 3 clusters Score: Raw -1709972.564590 + Penalty 3155.757850 = -1706816.806739 nChanged 3 SP:Iteration 64Q (284.600000 sec): 3 clusters Score: Raw -1709972.919980 + Penalty 3155.757850 = -1706817.162130 nChanged 4 SP:Iteration 65Q (284.640000 sec): 3 clusters Score: Raw -1709973.506169 + Penalty 3155.757850 = -1706817.748318 nChanged 8 SP:Iteration 66Q (284.690000 sec): 3 clusters Score: Raw -1709974.180578 + Penalty 3155.757850 = -1706818.422728 nChanged 8 SP:Iteration 67Q (284.740000 sec): 3 clusters Score: Raw -1709974.805714 + Penalty 3155.757850 = -1706819.047864 nChanged 7 SP:Iteration 68Q (284.790000 sec): 3 clusters Score: Raw -1709975.499799 + Penalty 3155.757850 = -1706819.741948 nChanged 10 SP:Iteration 69Q (284.840000 sec): 3 clusters Score: Raw -1709976.592519 + Penalty 3155.757850 = -1706820.834668 nChanged 12 SP:Iteration 70Q (284.880000 sec): 3 clusters Score: Raw -1709978.140978 + Penalty 3155.757850 = -1706822.383127 nChanged 7 SP:Iteration 71Q (284.930000 sec): 3 clusters Score: Raw -1709979.035894 + Penalty 3155.757850 = -1706823.278043 nChanged 11 SP:Iteration 72Q (284.980000 sec): 3 clusters Score: Raw -1709980.003379 + Penalty 3155.757850 = -1706824.245528 nChanged 10 SP:Iteration 73Q (285.030000 sec): 3 clusters Score: Raw -1709981.205275 + Penalty 3155.757850 = -1706825.447425 nChanged 8 SP:Iteration 74Q (285.080000 sec): 3 clusters Score: Raw -1709981.750917 + Penalty 3155.757850 = -1706825.993067 nChanged 4 SP:Iteration 75Q (285.120000 sec): 3 clusters Score: Raw -1709982.028611 + Penalty 3155.757850 = -1706826.270761 nChanged 5 SP:Iteration 76Q (285.170000 sec): 3 clusters Score: Raw -1709982.439201 + Penalty 3155.757850 = -1706826.681350 nChanged 6 SP:Iteration 77Q (285.220000 sec): 3 clusters Score: Raw -1709983.113979 + Penalty 3155.757850 = -1706827.356129 nChanged 6 SP:Iteration 78Q (285.270000 sec): 3 clusters Score: Raw -1709983.658983 + Penalty 3155.757850 = -1706827.901133 nChanged 5 SP:Iteration 79Q (285.320000 sec): 3 clusters Score: Raw -1709984.314487 + Penalty 3155.757850 = -1706828.556636 nChanged 5 SP:Iteration 80F (285.380000 sec): 3 clusters Score: Raw -1709984.889530 + Penalty 3155.757850 = -1706829.131679 nChanged 7 SP:Iteration 81Q (285.420000 sec): 3 clusters Score: Raw -1709985.331988 + Penalty 3155.757850 = -1706829.574138 nChanged 1 SP:Iteration 82Q (285.470000 sec): 3 clusters Score: Raw -1709985.370208 + Penalty 3155.757850 = -1706829.612357 nChanged 0 SP:Iteration 83F (285.530000 sec): 3 clusters Score: Raw -1709985.370208 + Penalty 3155.757850 = -1706829.612357 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 14 (3069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.540000 sec): 2 clusters Score: Raw -335504.998607 + Penalty 1304.729896 = -334200.268711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (285.560000 sec): 3 clusters Score: Raw -333986.871259 + Penalty 2609.459793 = -331377.411466 nChanged 1194 SP:Iteration 1F (285.570000 sec): 3 clusters Score: Raw -334738.581856 + Penalty 2609.459793 = -332129.122064 nChanged 228 SP:Iteration 2F (285.580000 sec): 3 clusters Score: Raw -334884.890462 + Penalty 2609.459793 = -332275.430670 nChanged 160 SP:Iteration 3F (285.590000 sec): 3 clusters Score: Raw -334983.550337 + Penalty 2609.459793 = -332374.090544 nChanged 114 SP:Iteration 4Q (285.600000 sec): 3 clusters Score: Raw -335042.523180 + Penalty 2609.459793 = -332433.063387 nChanged 72 SP:Iteration 5Q (285.610000 sec): 3 clusters Score: Raw -335076.705192 + Penalty 2609.459793 = -332467.245399 nChanged 74 SP:Iteration 6Q (285.620000 sec): 3 clusters Score: Raw -335113.096108 + Penalty 2609.459793 = -332503.636316 nChanged 64 SP:Iteration 7Q (285.630000 sec): 3 clusters Score: Raw -335154.324900 + Penalty 2609.459793 = -332544.865108 nChanged 69 SP:Iteration 8Q (285.640000 sec): 3 clusters Score: Raw -335193.215092 + Penalty 2609.459793 = -332583.755300 nChanged 58 SP:Iteration 9Q (285.650000 sec): 3 clusters Score: Raw -335228.341037 + Penalty 2609.459793 = -332618.881244 nChanged 56 SP:Iteration 10Q (285.660000 sec): 3 clusters Score: Raw -335263.754022 + Penalty 2609.459793 = -332654.294230 nChanged 61 SP:Iteration 11Q (285.670000 sec): 3 clusters Score: Raw -335301.933743 + Penalty 2609.459793 = -332692.473950 nChanged 49 SP:Iteration 12Q (285.680000 sec): 3 clusters Score: Raw -335334.909659 + Penalty 2609.459793 = -332725.449866 nChanged 49 SP:Iteration 13Q (285.690000 sec): 3 clusters Score: Raw -335374.385475 + Penalty 2609.459793 = -332764.925683 nChanged 50 SP:Iteration 14Q (285.700000 sec): 3 clusters Score: Raw -335408.143372 + Penalty 2609.459793 = -332798.683579 nChanged 40 SP:Iteration 15Q (285.710000 sec): 3 clusters Score: Raw -335431.142459 + Penalty 2609.459793 = -332821.682667 nChanged 22 SP:Iteration 16Q (285.720000 sec): 3 clusters Score: Raw -335443.716253 + Penalty 2609.459793 = -332834.256460 nChanged 23 SP:Iteration 17Q (285.730000 sec): 3 clusters Score: Raw -335459.809368 + Penalty 2609.459793 = -332850.349575 nChanged 19 SP:Iteration 18Q (285.740000 sec): 3 clusters Score: Raw -335472.220539 + Penalty 2609.459793 = -332862.760746 nChanged 20 SP:Iteration 19Q (285.750000 sec): 3 clusters Score: Raw -335485.337618 + Penalty 2609.459793 = -332875.877825 nChanged 21 SP:Iteration 20F (285.760000 sec): 3 clusters Score: Raw -335498.980553 + Penalty 2609.459793 = -332889.520760 nChanged 21 SP:Iteration 21Q (285.770000 sec): 3 clusters Score: Raw -335515.305080 + Penalty 2609.459793 = -332905.845287 nChanged 19 SP:Iteration 22Q (285.780000 sec): 3 clusters Score: Raw -335529.265711 + Penalty 2609.459793 = -332919.805918 nChanged 20 SP:Iteration 23Q (285.780000 sec): 3 clusters Score: Raw -335542.398991 + Penalty 2609.459793 = -332932.939198 nChanged 19 SP:Iteration 24Q (285.800000 sec): 3 clusters Score: Raw -335553.435458 + Penalty 2609.459793 = -332943.975666 nChanged 13 SP:Iteration 25Q (285.800000 sec): 3 clusters Score: Raw -335561.149190 + Penalty 2609.459793 = -332951.689397 nChanged 11 SP:Iteration 26Q (285.810000 sec): 3 clusters Score: Raw -335569.268497 + Penalty 2609.459793 = -332959.808704 nChanged 14 SP:Iteration 27Q (285.820000 sec): 3 clusters Score: Raw -335575.649639 + Penalty 2609.459793 = -332966.189846 nChanged 11 SP:Iteration 28Q (285.830000 sec): 3 clusters Score: Raw -335583.261568 + Penalty 2609.459793 = -332973.801776 nChanged 4 SP:Iteration 29Q (285.840000 sec): 3 clusters Score: Raw -335586.539711 + Penalty 2609.459793 = -332977.079919 nChanged 5 SP:Iteration 30Q (285.850000 sec): 3 clusters Score: Raw -335589.128797 + Penalty 2609.459793 = -332979.669004 nChanged 7 SP:Iteration 31Q (285.860000 sec): 3 clusters Score: Raw -335592.174801 + Penalty 2609.459793 = -332982.715008 nChanged 9 SP:Iteration 32Q (285.870000 sec): 3 clusters Score: Raw -335598.249629 + Penalty 2609.459793 = -332988.789836 nChanged 12 SP:Iteration 33Q (285.880000 sec): 3 clusters Score: Raw -335606.839754 + Penalty 2609.459793 = -332997.379961 nChanged 10 SP:Iteration 34Q (285.880000 sec): 3 clusters Score: Raw -335615.163711 + Penalty 2609.459793 = -333005.703918 nChanged 7 SP:Iteration 35Q (285.890000 sec): 3 clusters Score: Raw -335619.857568 + Penalty 2609.459793 = -333010.397775 nChanged 10 SP:Iteration 36Q (285.900000 sec): 3 clusters Score: Raw -335631.597135 + Penalty 2609.459793 = -333022.137342 nChanged 14 SP:Iteration 37Q (285.910000 sec): 3 clusters Score: Raw -335641.530498 + Penalty 2609.459793 = -333032.070705 nChanged 8 SP:Iteration 38Q (285.920000 sec): 3 clusters Score: Raw -335646.837074 + Penalty 2609.459793 = -333037.377281 nChanged 7 SP:Iteration 39Q (285.930000 sec): 3 clusters Score: Raw -335652.873794 + Penalty 2609.459793 = -333043.414001 nChanged 5 SP:Iteration 40F (285.940000 sec): 3 clusters Score: Raw -335656.626653 + Penalty 2609.459793 = -333047.166860 nChanged 6 SP:Iteration 41Q (285.950000 sec): 3 clusters Score: Raw -335661.674877 + Penalty 2609.459793 = -333052.215084 nChanged 6 SP:Iteration 42Q (285.960000 sec): 3 clusters Score: Raw -335665.465995 + Penalty 2609.459793 = -333056.006203 nChanged 3 SP:Iteration 43Q (285.960000 sec): 3 clusters Score: Raw -335666.776352 + Penalty 2609.459793 = -333057.316559 nChanged 1 SP:Iteration 44Q (285.970000 sec): 3 clusters Score: Raw -335667.431570 + Penalty 2609.459793 = -333057.971778 nChanged 2 SP:Iteration 45Q (285.980000 sec): 3 clusters Score: Raw -335669.230084 + Penalty 2609.459793 = -333059.770291 nChanged 2 SP:Iteration 46Q (285.990000 sec): 3 clusters Score: Raw -335670.238470 + Penalty 2609.459793 = -333060.778677 nChanged 4 SP:Iteration 47Q (286.000000 sec): 3 clusters Score: Raw -335673.847824 + Penalty 2609.459793 = -333064.388032 nChanged 3 SP:Iteration 48Q (286.010000 sec): 3 clusters Score: Raw -335676.003048 + Penalty 2609.459793 = -333066.543255 nChanged 2 SP:Iteration 49Q (286.020000 sec): 3 clusters Score: Raw -335678.060152 + Penalty 2609.459793 = -333068.600359 nChanged 0 SP:Iteration 50F (286.020000 sec): 3 clusters Score: Raw -335678.060152 + Penalty 2609.459793 = -333068.600359 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 15 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.030000 sec): 2 clusters Score: Raw -31207.940592 + Penalty 930.082579 = -30277.858013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.030000 sec): 3 clusters Score: Raw -31232.290376 + Penalty 1860.165158 = -29372.125218 nChanged 45 SP:Iteration 1F (286.030000 sec): 3 clusters Score: Raw -31319.756452 + Penalty 1860.165158 = -29459.591293 nChanged 8 SP:Iteration 2Q (286.030000 sec): 3 clusters Score: Raw -31341.386898 + Penalty 1860.165158 = -29481.221740 nChanged 4 SP:Iteration 3Q (286.030000 sec): 3 clusters Score: Raw -31354.082449 + Penalty 1860.165158 = -29493.917291 nChanged 1 SP:Iteration 4Q (286.030000 sec): 3 clusters Score: Raw -31355.357269 + Penalty 1860.165158 = -29495.192111 nChanged 1 SP:Iteration 5Q (286.040000 sec): 3 clusters Score: Raw -31356.166471 + Penalty 1860.165158 = -29496.001313 nChanged 1 SP:Iteration 6Q (286.040000 sec): 3 clusters Score: Raw -31360.200131 + Penalty 1860.165158 = -29500.034973 nChanged 2 SP:Iteration 7Q (286.040000 sec): 3 clusters Score: Raw -31365.222110 + Penalty 1860.165158 = -29505.056952 nChanged 3 SP:Iteration 8Q (286.040000 sec): 3 clusters Score: Raw -31374.830192 + Penalty 1860.165158 = -29514.665034 nChanged 2 SP:Iteration 9Q (286.040000 sec): 3 clusters Score: Raw -31382.720741 + Penalty 1860.165158 = -29522.555583 nChanged 3 SP:Iteration 10Q (286.040000 sec): 3 clusters Score: Raw -31397.898811 + Penalty 1860.165158 = -29537.733652 nChanged 4 SP:Iteration 11Q (286.040000 sec): 3 clusters Score: Raw -31407.703284 + Penalty 1860.165158 = -29547.538126 nChanged 3 SP:Iteration 12Q (286.040000 sec): 3 clusters Score: Raw -31414.004347 + Penalty 1860.165158 = -29553.839189 nChanged 0 SP:Iteration 13F (286.040000 sec): 3 clusters Score: Raw -31414.004347 + Penalty 1860.165158 = -29553.839189 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 17 (2255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.050000 sec): 2 clusters Score: Raw -260382.616886 + Penalty 1254.647103 = -259127.969782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.060000 sec): 3 clusters Score: Raw -259310.671129 + Penalty 2509.294207 = -256801.376923 nChanged 812 SP:Iteration 1F (286.070000 sec): 3 clusters Score: Raw -259801.454008 + Penalty 2509.294207 = -257292.159802 nChanged 169 SP:Iteration 2F (286.080000 sec): 3 clusters Score: Raw -259912.168185 + Penalty 2509.294207 = -257402.873978 nChanged 109 SP:Iteration 3Q (286.080000 sec): 3 clusters Score: Raw -259989.671568 + Penalty 2509.294207 = -257480.377361 nChanged 96 SP:Iteration 4Q (286.090000 sec): 3 clusters Score: Raw -260067.013255 + Penalty 2509.294207 = -257557.719048 nChanged 64 SP:Iteration 5Q (286.100000 sec): 3 clusters Score: Raw -260102.916463 + Penalty 2509.294207 = -257593.622256 nChanged 38 SP:Iteration 6Q (286.110000 sec): 3 clusters Score: Raw -260121.323374 + Penalty 2509.294207 = -257612.029167 nChanged 24 SP:Iteration 7Q (286.120000 sec): 3 clusters Score: Raw -260133.642856 + Penalty 2509.294207 = -257624.348649 nChanged 18 SP:Iteration 8Q (286.120000 sec): 3 clusters Score: Raw -260141.504675 + Penalty 2509.294207 = -257632.210468 nChanged 18 SP:Iteration 9Q (286.130000 sec): 3 clusters Score: Raw -260148.767104 + Penalty 2509.294207 = -257639.472897 nChanged 14 SP:Iteration 10Q (286.140000 sec): 3 clusters Score: Raw -260155.513423 + Penalty 2509.294207 = -257646.219216 nChanged 10 SP:Iteration 11Q (286.140000 sec): 3 clusters Score: Raw -260159.565957 + Penalty 2509.294207 = -257650.271750 nChanged 9 SP:Iteration 12Q (286.150000 sec): 3 clusters Score: Raw -260164.088488 + Penalty 2509.294207 = -257654.794281 nChanged 12 SP:Iteration 13Q (286.160000 sec): 3 clusters Score: Raw -260169.651593 + Penalty 2509.294207 = -257660.357386 nChanged 15 SP:Iteration 14Q (286.170000 sec): 3 clusters Score: Raw -260176.914217 + Penalty 2509.294207 = -257667.620010 nChanged 16 SP:Iteration 15Q (286.180000 sec): 3 clusters Score: Raw -260184.692813 + Penalty 2509.294207 = -257675.398606 nChanged 12 SP:Iteration 16Q (286.180000 sec): 3 clusters Score: Raw -260189.588789 + Penalty 2509.294207 = -257680.294582 nChanged 9 SP:Iteration 17Q (286.190000 sec): 3 clusters Score: Raw -260194.019822 + Penalty 2509.294207 = -257684.725615 nChanged 10 SP:Iteration 18Q (286.200000 sec): 3 clusters Score: Raw -260201.031470 + Penalty 2509.294207 = -257691.737263 nChanged 13 SP:Iteration 19Q (286.210000 sec): 3 clusters Score: Raw -260210.091203 + Penalty 2509.294207 = -257700.796996 nChanged 21 SP:Iteration 20F (286.220000 sec): 3 clusters Score: Raw -260225.059852 + Penalty 2509.294207 = -257715.765645 nChanged 24 SP:Iteration 21Q (286.220000 sec): 3 clusters Score: Raw -260238.931426 + Penalty 2509.294207 = -257729.637219 nChanged 16 SP:Iteration 22Q (286.230000 sec): 3 clusters Score: Raw -260247.470812 + Penalty 2509.294207 = -257738.176605 nChanged 19 SP:Iteration 23Q (286.240000 sec): 3 clusters Score: Raw -260257.687700 + Penalty 2509.294207 = -257748.393493 nChanged 18 SP:Iteration 24Q (286.240000 sec): 3 clusters Score: Raw -260267.683280 + Penalty 2509.294207 = -257758.389073 nChanged 20 SP:Iteration 25Q (286.250000 sec): 3 clusters Score: Raw -260278.441397 + Penalty 2509.294207 = -257769.147190 nChanged 17 SP:Iteration 26Q (286.260000 sec): 3 clusters Score: Raw -260287.887668 + Penalty 2509.294207 = -257778.593461 nChanged 19 SP:Iteration 27Q (286.270000 sec): 3 clusters Score: Raw -260295.968152 + Penalty 2509.294207 = -257786.673945 nChanged 8 SP:Iteration 28Q (286.280000 sec): 3 clusters Score: Raw -260301.637773 + Penalty 2509.294207 = -257792.343566 nChanged 11 SP:Iteration 29Q (286.280000 sec): 3 clusters Score: Raw -260307.795220 + Penalty 2509.294207 = -257798.501013 nChanged 10 SP:Iteration 30Q (286.290000 sec): 3 clusters Score: Raw -260311.768248 + Penalty 2509.294207 = -257802.474041 nChanged 8 SP:Iteration 31Q (286.300000 sec): 3 clusters Score: Raw -260316.152039 + Penalty 2509.294207 = -257806.857832 nChanged 12 SP:Iteration 32Q (286.300000 sec): 3 clusters Score: Raw -260323.158512 + Penalty 2509.294207 = -257813.864306 nChanged 13 SP:Iteration 33Q (286.310000 sec): 3 clusters Score: Raw -260330.094348 + Penalty 2509.294207 = -257820.800141 nChanged 13 SP:Iteration 34Q (286.320000 sec): 3 clusters Score: Raw -260337.327028 + Penalty 2509.294207 = -257828.032821 nChanged 10 SP:Iteration 35Q (286.330000 sec): 3 clusters Score: Raw -260342.441029 + Penalty 2509.294207 = -257833.146822 nChanged 8 SP:Iteration 36Q (286.340000 sec): 3 clusters Score: Raw -260347.278429 + Penalty 2509.294207 = -257837.984222 nChanged 9 SP:Iteration 37Q (286.340000 sec): 3 clusters Score: Raw -260352.087010 + Penalty 2509.294207 = -257842.792803 nChanged 8 SP:Iteration 38Q (286.350000 sec): 3 clusters Score: Raw -260355.965079 + Penalty 2509.294207 = -257846.670872 nChanged 8 SP:Iteration 39Q (286.360000 sec): 3 clusters Score: Raw -260360.562001 + Penalty 2509.294207 = -257851.267794 nChanged 7 SP:Iteration 40F (286.360000 sec): 3 clusters Score: Raw -260365.068710 + Penalty 2509.294207 = -257855.774503 nChanged 5 SP:Iteration 41Q (286.370000 sec): 3 clusters Score: Raw -260367.787286 + Penalty 2509.294207 = -257858.493080 nChanged 3 SP:Iteration 42Q (286.380000 sec): 3 clusters Score: Raw -260369.549045 + Penalty 2509.294207 = -257860.254838 nChanged 5 SP:Iteration 43Q (286.390000 sec): 3 clusters Score: Raw -260371.719633 + Penalty 2509.294207 = -257862.425426 nChanged 2 SP:Iteration 44Q (286.400000 sec): 3 clusters Score: Raw -260372.716309 + Penalty 2509.294207 = -257863.422102 nChanged 2 SP:Iteration 45Q (286.400000 sec): 3 clusters Score: Raw -260373.468450 + Penalty 2509.294207 = -257864.174243 nChanged 3 SP:Iteration 46Q (286.410000 sec): 3 clusters Score: Raw -260374.654335 + Penalty 2509.294207 = -257865.360128 nChanged 2 SP:Iteration 47Q (286.420000 sec): 3 clusters Score: Raw -260375.765958 + Penalty 2509.294207 = -257866.471751 nChanged 1 SP:Iteration 48Q (286.420000 sec): 3 clusters Score: Raw -260376.786478 + Penalty 2509.294207 = -257867.492271 nChanged 2 SP:Iteration 49Q (286.430000 sec): 3 clusters Score: Raw -260377.913600 + Penalty 2509.294207 = -257868.619393 nChanged 1 SP:Iteration 50Q (286.440000 sec): 3 clusters Score: Raw -260378.115666 + Penalty 2509.294207 = -257868.821460 nChanged 0 SP:Iteration 51F (286.450000 sec): 3 clusters Score: Raw -260378.115666 + Penalty 2509.294207 = -257868.821460 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 18 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.450000 sec): 2 clusters Score: Raw -109024.363416 + Penalty 1139.028952 = -107885.334464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.460000 sec): 3 clusters Score: Raw -108655.172896 + Penalty 2278.057903 = -106377.114993 nChanged 351 SP:Iteration 1F (286.460000 sec): 3 clusters Score: Raw -108932.439158 + Penalty 2278.057903 = -106654.381255 nChanged 80 SP:Iteration 2F (286.460000 sec): 3 clusters Score: Raw -109030.446368 + Penalty 2278.057903 = -106752.388465 nChanged 46 SP:Iteration 3Q (286.470000 sec): 3 clusters Score: Raw -109080.268904 + Penalty 2278.057903 = -106802.211001 nChanged 25 SP:Iteration 4Q (286.470000 sec): 3 clusters Score: Raw -109097.251827 + Penalty 2278.057903 = -106819.193924 nChanged 16 SP:Iteration 5Q (286.480000 sec): 3 clusters Score: Raw -109107.988797 + Penalty 2278.057903 = -106829.930894 nChanged 5 SP:Iteration 6Q (286.480000 sec): 3 clusters Score: Raw -109110.678672 + Penalty 2278.057903 = -106832.620768 nChanged 3 SP:Iteration 7Q (286.480000 sec): 3 clusters Score: Raw -109111.972315 + Penalty 2278.057903 = -106833.914412 nChanged 1 SP:Iteration 8Q (286.490000 sec): 3 clusters Score: Raw -109112.819496 + Penalty 2278.057903 = -106834.761593 nChanged 2 SP:Iteration 9Q (286.490000 sec): 3 clusters Score: Raw -109115.194367 + Penalty 2278.057903 = -106837.136464 nChanged 1 SP:Iteration 10Q (286.490000 sec): 3 clusters Score: Raw -109117.269072 + Penalty 2278.057903 = -106839.211169 nChanged 2 SP:Iteration 11Q (286.500000 sec): 3 clusters Score: Raw -109118.630050 + Penalty 2278.057903 = -106840.572146 nChanged 1 SP:Iteration 12Q (286.500000 sec): 3 clusters Score: Raw -109119.966524 + Penalty 2278.057903 = -106841.908620 nChanged 4 SP:Iteration 13Q (286.500000 sec): 3 clusters Score: Raw -109123.743119 + Penalty 2278.057903 = -106845.685216 nChanged 4 SP:Iteration 14Q (286.510000 sec): 3 clusters Score: Raw -109125.860521 + Penalty 2278.057903 = -106847.802618 nChanged 3 SP:Iteration 15Q (286.510000 sec): 3 clusters Score: Raw -109127.222939 + Penalty 2278.057903 = -106849.165036 nChanged 1 SP:Iteration 16Q (286.520000 sec): 3 clusters Score: Raw -109127.858125 + Penalty 2278.057903 = -106849.800222 nChanged 1 SP:Iteration 17Q (286.520000 sec): 3 clusters Score: Raw -109128.829642 + Penalty 2278.057903 = -106850.771739 nChanged 3 SP:Iteration 18Q (286.520000 sec): 3 clusters Score: Raw -109131.704209 + Penalty 2278.057903 = -106853.646306 nChanged 3 SP:Iteration 19Q (286.530000 sec): 3 clusters Score: Raw -109134.007934 + Penalty 2278.057903 = -106855.950031 nChanged 2 SP:Iteration 20F (286.530000 sec): 3 clusters Score: Raw -109135.182992 + Penalty 2278.057903 = -106857.125089 nChanged 3 SP:Iteration 21Q (286.540000 sec): 3 clusters Score: Raw -109138.512068 + Penalty 2278.057903 = -106860.454164 nChanged 4 SP:Iteration 22Q (286.540000 sec): 3 clusters Score: Raw -109143.211121 + Penalty 2278.057903 = -106865.153218 nChanged 5 SP:Iteration 23Q (286.540000 sec): 3 clusters Score: Raw -109147.112379 + Penalty 2278.057903 = -106869.054476 nChanged 9 SP:Iteration 24Q (286.540000 sec): 3 clusters Score: Raw -109154.465296 + Penalty 2278.057903 = -106876.407392 nChanged 3 SP:Iteration 25Q (286.550000 sec): 3 clusters Score: Raw -109156.162097 + Penalty 2278.057903 = -106878.104194 nChanged 1 SP:Iteration 26Q (286.550000 sec): 3 clusters Score: Raw -109156.716857 + Penalty 2278.057903 = -106878.658954 nChanged 0 SP:Iteration 27F (286.560000 sec): 3 clusters Score: Raw -109156.716857 + Penalty 2278.057903 = -106878.658954 nChanged 0 Iteration 99Q (287.850000 sec): 15 clusters Score: Raw -29774897.877258 + Penalty 28576.479104 = -29746321.398154 nChanged 6 Iteration 100F (292.930000 sec): 15 clusters Score: Raw -29774898.480736 + Penalty 28576.479104 = -29746322.001632 nChanged 3 Iteration 101Q (294.230000 sec): 15 clusters Score: Raw -29774898.739201 + Penalty 28576.479104 = -29746322.260097 nChanged 4 Iteration 102Q (295.530000 sec): 15 clusters Score: Raw -29774899.136601 + Penalty 28576.479104 = -29746322.657497 nChanged 4 Iteration 103Q (296.820000 sec): 15 clusters Score: Raw -29774899.524665 + Penalty 28576.479104 = -29746323.045561 nChanged 2 Iteration 104Q (298.130000 sec): 15 clusters Score: Raw -29774899.809082 + Penalty 28576.479104 = -29746323.329978 nChanged 3 Iteration 105Q (299.430000 sec): 15 clusters Score: Raw -29774900.111862 + Penalty 28576.479104 = -29746323.632758 nChanged 4 Iteration 106Q (300.730000 sec): 15 clusters Score: Raw -29774900.565981 + Penalty 28576.479104 = -29746324.086877 nChanged 3 Iteration 107Q (301.960000 sec): 15 clusters Score: Raw -29774900.852784 + Penalty 28576.479104 = -29746324.373680 nChanged 0 Iteration 108F (306.350000 sec): 15 clusters Score: Raw -29774900.852784 + Penalty 28576.479104 = -29746324.373680 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -29774900.852784 + Penalty 28576.479104 = -29746324.373680 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 1 (236560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.150000 sec): 2 clusters Score: Raw -24844006.612157 + Penalty 2010.768038 = -24841995.844119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (307.870000 sec): 3 clusters Score: Raw -24686322.087462 + Penalty 4021.536075 = -24682300.551387 nChanged 115341 SP:Iteration 1F (308.600000 sec): 3 clusters Score: Raw -24757440.715362 + Penalty 4021.536075 = -24753419.179287 nChanged 9761 SP:Iteration 2Q (309.340000 sec): 3 clusters Score: Raw -24761090.847884 + Penalty 4021.536075 = -24757069.311809 nChanged 11877 SP:Iteration 3F (310.070000 sec): 3 clusters Score: Raw -24766530.012188 + Penalty 4021.536075 = -24762508.476113 nChanged 13823 SP:Iteration 4F (310.800000 sec): 3 clusters Score: Raw -24774065.146056 + Penalty 4021.536075 = -24770043.609981 nChanged 15074 SP:Iteration 5F (311.530000 sec): 3 clusters Score: Raw -24783150.656155 + Penalty 4021.536075 = -24779129.120079 nChanged 14620 SP:Iteration 6F (312.260000 sec): 3 clusters Score: Raw -24792543.191793 + Penalty 4021.536075 = -24788521.655718 nChanged 13131 SP:Iteration 7F (312.980000 sec): 3 clusters Score: Raw -24801328.773088 + Penalty 4021.536075 = -24797307.237012 nChanged 11082 SP:Iteration 8Q (313.710000 sec): 3 clusters Score: Raw -24809110.872064 + Penalty 4021.536075 = -24805089.335988 nChanged 9036 SP:Iteration 9Q (314.430000 sec): 3 clusters Score: Raw -24815620.129371 + Penalty 4021.536075 = -24811598.593296 nChanged 7223 SP:Iteration 10Q (315.120000 sec): 3 clusters Score: Raw -24820561.422177 + Penalty 4021.536075 = -24816539.886101 nChanged 5422 SP:Iteration 11Q (315.780000 sec): 3 clusters Score: Raw -24823857.226284 + Penalty 4021.536075 = -24819835.690209 nChanged 4183 SP:Iteration 12Q (316.420000 sec): 3 clusters Score: Raw -24826164.023279 + Penalty 4021.536075 = -24822142.487204 nChanged 3694 SP:Iteration 13Q (317.040000 sec): 3 clusters Score: Raw -24828079.938625 + Penalty 4021.536075 = -24824058.402550 nChanged 3493 SP:Iteration 14Q (317.650000 sec): 3 clusters Score: Raw -24829819.686751 + Penalty 4021.536075 = -24825798.150675 nChanged 3253 SP:Iteration 15Q (318.250000 sec): 3 clusters Score: Raw -24831396.938810 + Penalty 4021.536075 = -24827375.402735 nChanged 2963 SP:Iteration 16Q (318.840000 sec): 3 clusters Score: Raw -24832852.726941 + Penalty 4021.536075 = -24828831.190865 nChanged 2807 SP:Iteration 17Q (319.430000 sec): 3 clusters Score: Raw -24834265.878801 + Penalty 4021.536075 = -24830244.342726 nChanged 2566 SP:Iteration 18Q (319.990000 sec): 3 clusters Score: Raw -24835591.428718 + Penalty 4021.536075 = -24831569.892642 nChanged 2347 SP:Iteration 19Q (320.550000 sec): 3 clusters Score: Raw -24836816.849664 + Penalty 4021.536075 = -24832795.313589 nChanged 2109 SP:Iteration 20F (321.260000 sec): 3 clusters Score: Raw -24837914.740241 + Penalty 4021.536075 = -24833893.204165 nChanged 1808 SP:Iteration 21Q (321.790000 sec): 3 clusters Score: Raw -24838839.145709 + Penalty 4021.536075 = -24834817.609633 nChanged 1576 SP:Iteration 22Q (322.310000 sec): 3 clusters Score: Raw -24839615.866735 + Penalty 4021.536075 = -24835594.330660 nChanged 1382 SP:Iteration 23Q (322.820000 sec): 3 clusters Score: Raw -24840274.550669 + Penalty 4021.536075 = -24836253.014594 nChanged 1263 SP:Iteration 24Q (323.340000 sec): 3 clusters Score: Raw -24840918.374128 + Penalty 4021.536075 = -24836896.838053 nChanged 1106 SP:Iteration 25Q (323.840000 sec): 3 clusters Score: Raw -24841480.653862 + Penalty 4021.536075 = -24837459.117787 nChanged 958 SP:Iteration 26Q (324.340000 sec): 3 clusters Score: Raw -24841963.668055 + Penalty 4021.536075 = -24837942.131980 nChanged 833 SP:Iteration 27Q (324.830000 sec): 3 clusters Score: Raw -24842378.162849 + Penalty 4021.536075 = -24838356.626774 nChanged 729 SP:Iteration 28Q (325.330000 sec): 3 clusters Score: Raw -24842754.505375 + Penalty 4021.536075 = -24838732.969300 nChanged 618 SP:Iteration 29Q (325.820000 sec): 3 clusters Score: Raw -24843052.598712 + Penalty 4021.536075 = -24839031.062637 nChanged 455 SP:Iteration 30Q (326.310000 sec): 3 clusters Score: Raw -24843262.471540 + Penalty 4021.536075 = -24839240.935465 nChanged 404 SP:Iteration 31Q (326.790000 sec): 3 clusters Score: Raw -24843466.106170 + Penalty 4021.536075 = -24839444.570095 nChanged 323 SP:Iteration 32Q (327.290000 sec): 3 clusters Score: Raw -24843629.128558 + Penalty 4021.536075 = -24839607.592483 nChanged 260 SP:Iteration 33Q (327.770000 sec): 3 clusters Score: Raw -24843753.284283 + Penalty 4021.536075 = -24839731.748208 nChanged 205 SP:Iteration 34Q (328.250000 sec): 3 clusters Score: Raw -24843850.077603 + Penalty 4021.536075 = -24839828.541528 nChanged 155 SP:Iteration 35Q (328.750000 sec): 3 clusters Score: Raw -24843924.091686 + Penalty 4021.536075 = -24839902.555610 nChanged 120 SP:Iteration 36Q (329.240000 sec): 3 clusters Score: Raw -24843976.895298 + Penalty 4021.536075 = -24839955.359223 nChanged 93 SP:Iteration 37Q (329.740000 sec): 3 clusters Score: Raw -24844018.727430 + Penalty 4021.536075 = -24839997.191355 nChanged 78 SP:Iteration 38Q (330.250000 sec): 3 clusters Score: Raw -24844054.495774 + Penalty 4021.536075 = -24840032.959699 nChanged 79 SP:Iteration 39Q (330.740000 sec): 3 clusters Score: Raw -24844095.337863 + Penalty 4021.536075 = -24840073.801787 nChanged 69 SP:Iteration 40F (331.460000 sec): 3 clusters Score: Raw -24844135.135675 + Penalty 4021.536075 = -24840113.599600 nChanged 49 SP:Iteration 41Q (331.960000 sec): 3 clusters Score: Raw -24844163.237244 + Penalty 4021.536075 = -24840141.701169 nChanged 47 SP:Iteration 42Q (332.450000 sec): 3 clusters Score: Raw -24844190.962530 + Penalty 4021.536075 = -24840169.426455 nChanged 30 SP:Iteration 43Q (332.950000 sec): 3 clusters Score: Raw -24844207.264606 + Penalty 4021.536075 = -24840185.728531 nChanged 23 SP:Iteration 44Q (333.440000 sec): 3 clusters Score: Raw -24844220.140801 + Penalty 4021.536075 = -24840198.604726 nChanged 16 SP:Iteration 45Q (333.940000 sec): 3 clusters Score: Raw -24844229.462968 + Penalty 4021.536075 = -24840207.926892 nChanged 13 SP:Iteration 46Q (334.430000 sec): 3 clusters Score: Raw -24844234.653007 + Penalty 4021.536075 = -24840213.116932 nChanged 9 SP:Iteration 47Q (334.930000 sec): 3 clusters Score: Raw -24844239.917739 + Penalty 4021.536075 = -24840218.381663 nChanged 8 SP:Iteration 48Q (335.420000 sec): 3 clusters Score: Raw -24844244.848422 + Penalty 4021.536075 = -24840223.312347 nChanged 7 SP:Iteration 49Q (335.920000 sec): 3 clusters Score: Raw -24844247.692520 + Penalty 4021.536075 = -24840226.156445 nChanged 6 SP:Iteration 50Q (336.420000 sec): 3 clusters Score: Raw -24844251.126308 + Penalty 4021.536075 = -24840229.590233 nChanged 7 SP:Iteration 51Q (336.890000 sec): 3 clusters Score: Raw -24844255.542731 + Penalty 4021.536075 = -24840234.006656 nChanged 8 SP:Iteration 52Q (337.380000 sec): 3 clusters Score: Raw -24844259.365050 + Penalty 4021.536075 = -24840237.828975 nChanged 3 SP:Iteration 53Q (337.880000 sec): 3 clusters Score: Raw -24844260.327907 + Penalty 4021.536075 = -24840238.791831 nChanged 1 SP:Iteration 54Q (338.380000 sec): 3 clusters Score: Raw -24844260.612095 + Penalty 4021.536075 = -24840239.076019 nChanged 0 SP:Iteration 55F (339.100000 sec): 3 clusters Score: Raw -24844260.612095 + Penalty 4021.536075 = -24840239.076019 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 2 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.210000 sec): 2 clusters Score: Raw -15062.717581 + Penalty 818.504798 = -14244.212783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.210000 sec): 3 clusters Score: Raw -15176.552233 + Penalty 1637.009596 = -13539.542638 nChanged 14 SP:Iteration 1F (339.210000 sec): 3 clusters Score: Raw -15240.120233 + Penalty 1637.009596 = -13603.110637 nChanged 2 SP:Iteration 2Q (339.210000 sec): 3 clusters Score: Raw -15247.142183 + Penalty 1637.009596 = -13610.132587 nChanged 0 SP:Iteration 3F (339.210000 sec): 3 clusters Score: Raw -15247.142183 + Penalty 1637.009596 = -13610.132587 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 3 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.210000 sec): 2 clusters Score: Raw -54219.083433 + Penalty 1023.280264 = -53195.803169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.220000 sec): 3 clusters Score: Raw -54129.771122 + Penalty 2046.560529 = -52083.210593 nChanged 131 SP:Iteration 1F (339.220000 sec): 3 clusters Score: Raw -54305.666359 + Penalty 2046.560529 = -52259.105830 nChanged 43 SP:Iteration 2F (339.220000 sec): 3 clusters Score: Raw -54387.580864 + Penalty 2046.560529 = -52341.020335 nChanged 22 SP:Iteration 3Q (339.220000 sec): 3 clusters Score: Raw -54419.565776 + Penalty 2046.560529 = -52373.005247 nChanged 13 SP:Iteration 4Q (339.220000 sec): 3 clusters Score: Raw -54440.802364 + Penalty 2046.560529 = -52394.241835 nChanged 6 SP:Iteration 5Q (339.220000 sec): 3 clusters Score: Raw -54454.524850 + Penalty 2046.560529 = -52407.964321 nChanged 7 SP:Iteration 6Q (339.220000 sec): 3 clusters Score: Raw -54465.900842 + Penalty 2046.560529 = -52419.340313 nChanged 5 SP:Iteration 7Q (339.230000 sec): 3 clusters Score: Raw -54472.945138 + Penalty 2046.560529 = -52426.384609 nChanged 4 SP:Iteration 8Q (339.230000 sec): 3 clusters Score: Raw -54478.492642 + Penalty 2046.560529 = -52431.932113 nChanged 2 SP:Iteration 9Q (339.230000 sec): 3 clusters Score: Raw -54480.981469 + Penalty 2046.560529 = -52434.420940 nChanged 1 SP:Iteration 10Q (339.230000 sec): 3 clusters Score: Raw -54482.097725 + Penalty 2046.560529 = -52435.537196 nChanged 0 SP:Iteration 11F (339.230000 sec): 3 clusters Score: Raw -54482.097725 + Penalty 2046.560529 = -52435.537196 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 4 (1686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.240000 sec): 2 clusters Score: Raw -171996.684485 + Penalty 1207.393548 = -170789.290938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.240000 sec): 3 clusters Score: Raw -171330.430153 + Penalty 2414.787095 = -168915.643058 nChanged 571 SP:Iteration 1F (339.250000 sec): 3 clusters Score: Raw -171827.377932 + Penalty 2414.787095 = -169412.590837 nChanged 150 SP:Iteration 2F (339.250000 sec): 3 clusters Score: Raw -171974.129658 + Penalty 2414.787095 = -169559.342563 nChanged 90 SP:Iteration 3F (339.260000 sec): 3 clusters Score: Raw -172040.599846 + Penalty 2414.787095 = -169625.812751 nChanged 60 SP:Iteration 4Q (339.260000 sec): 3 clusters Score: Raw -172100.200196 + Penalty 2414.787095 = -169685.413101 nChanged 57 SP:Iteration 5Q (339.270000 sec): 3 clusters Score: Raw -172152.567275 + Penalty 2414.787095 = -169737.780180 nChanged 56 SP:Iteration 6Q (339.270000 sec): 3 clusters Score: Raw -172190.184956 + Penalty 2414.787095 = -169775.397861 nChanged 34 SP:Iteration 7Q (339.280000 sec): 3 clusters Score: Raw -172212.743827 + Penalty 2414.787095 = -169797.956732 nChanged 34 SP:Iteration 8Q (339.280000 sec): 3 clusters Score: Raw -172246.187617 + Penalty 2414.787095 = -169831.400522 nChanged 32 SP:Iteration 9Q (339.290000 sec): 3 clusters Score: Raw -172276.965335 + Penalty 2414.787095 = -169862.178240 nChanged 33 SP:Iteration 10Q (339.290000 sec): 3 clusters Score: Raw -172314.208458 + Penalty 2414.787095 = -169899.421363 nChanged 34 SP:Iteration 11Q (339.300000 sec): 3 clusters Score: Raw -172351.809029 + Penalty 2414.787095 = -169937.021934 nChanged 32 SP:Iteration 12Q (339.300000 sec): 3 clusters Score: Raw -172390.314489 + Penalty 2414.787095 = -169975.527394 nChanged 39 SP:Iteration 13Q (339.310000 sec): 3 clusters Score: Raw -172437.267923 + Penalty 2414.787095 = -170022.480828 nChanged 38 SP:Iteration 14Q (339.310000 sec): 3 clusters Score: Raw -172503.217884 + Penalty 2414.787095 = -170088.430789 nChanged 44 SP:Iteration 15Q (339.320000 sec): 3 clusters Score: Raw -172602.587653 + Penalty 2414.787095 = -170187.800558 nChanged 38 SP:Iteration 16Q (339.320000 sec): 3 clusters Score: Raw -172650.277033 + Penalty 2414.787095 = -170235.489938 nChanged 20 SP:Iteration 17Q (339.320000 sec): 3 clusters Score: Raw -172673.498097 + Penalty 2414.787095 = -170258.711002 nChanged 14 SP:Iteration 18Q (339.330000 sec): 3 clusters Score: Raw -172686.086488 + Penalty 2414.787095 = -170271.299393 nChanged 10 SP:Iteration 19Q (339.340000 sec): 3 clusters Score: Raw -172693.557163 + Penalty 2414.787095 = -170278.770068 nChanged 11 SP:Iteration 20F (339.340000 sec): 3 clusters Score: Raw -172704.722266 + Penalty 2414.787095 = -170289.935171 nChanged 9 SP:Iteration 21Q (339.340000 sec): 3 clusters Score: Raw -172714.068912 + Penalty 2414.787095 = -170299.281817 nChanged 2 SP:Iteration 22Q (339.350000 sec): 3 clusters Score: Raw -172715.346013 + Penalty 2414.787095 = -170300.558918 nChanged 1 SP:Iteration 23Q (339.350000 sec): 3 clusters Score: Raw -172715.825590 + Penalty 2414.787095 = -170301.038495 nChanged 0 SP:Iteration 24F (339.360000 sec): 3 clusters Score: Raw -172715.825590 + Penalty 2414.787095 = -170301.038495 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 5 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.360000 sec): 2 clusters Score: Raw -166666.237622 + Penalty 1202.302770 = -165463.934852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.370000 sec): 3 clusters Score: Raw -165996.186621 + Penalty 2404.605540 = -163591.581082 nChanged 560 SP:Iteration 1F (339.370000 sec): 3 clusters Score: Raw -166449.416419 + Penalty 2404.605540 = -164044.810879 nChanged 126 SP:Iteration 2F (339.380000 sec): 3 clusters Score: Raw -166558.421983 + Penalty 2404.605540 = -164153.816444 nChanged 79 SP:Iteration 3Q (339.380000 sec): 3 clusters Score: Raw -166624.179563 + Penalty 2404.605540 = -164219.574024 nChanged 57 SP:Iteration 4Q (339.390000 sec): 3 clusters Score: Raw -166670.056686 + Penalty 2404.605540 = -164265.451146 nChanged 32 SP:Iteration 5Q (339.390000 sec): 3 clusters Score: Raw -166693.132671 + Penalty 2404.605540 = -164288.527131 nChanged 25 SP:Iteration 6Q (339.400000 sec): 3 clusters Score: Raw -166710.143873 + Penalty 2404.605540 = -164305.538333 nChanged 22 SP:Iteration 7Q (339.400000 sec): 3 clusters Score: Raw -166727.080234 + Penalty 2404.605540 = -164322.474694 nChanged 18 SP:Iteration 8Q (339.400000 sec): 3 clusters Score: Raw -166739.578882 + Penalty 2404.605540 = -164334.973342 nChanged 16 SP:Iteration 9Q (339.410000 sec): 3 clusters Score: Raw -166752.466065 + Penalty 2404.605540 = -164347.860525 nChanged 13 SP:Iteration 10Q (339.420000 sec): 3 clusters Score: Raw -166762.287903 + Penalty 2404.605540 = -164357.682363 nChanged 16 SP:Iteration 11Q (339.420000 sec): 3 clusters Score: Raw -166772.052845 + Penalty 2404.605540 = -164367.447306 nChanged 12 SP:Iteration 12Q (339.420000 sec): 3 clusters Score: Raw -166782.003252 + Penalty 2404.605540 = -164377.397712 nChanged 17 SP:Iteration 13Q (339.430000 sec): 3 clusters Score: Raw -166795.818665 + Penalty 2404.605540 = -164391.213125 nChanged 21 SP:Iteration 14Q (339.430000 sec): 3 clusters Score: Raw -166811.040450 + Penalty 2404.605540 = -164406.434910 nChanged 19 SP:Iteration 15Q (339.440000 sec): 3 clusters Score: Raw -166822.403516 + Penalty 2404.605540 = -164417.797977 nChanged 13 SP:Iteration 16Q (339.440000 sec): 3 clusters Score: Raw -166831.878522 + Penalty 2404.605540 = -164427.272983 nChanged 13 SP:Iteration 17Q (339.450000 sec): 3 clusters Score: Raw -166840.877949 + Penalty 2404.605540 = -164436.272410 nChanged 10 SP:Iteration 18Q (339.450000 sec): 3 clusters Score: Raw -166846.624227 + Penalty 2404.605540 = -164442.018687 nChanged 9 SP:Iteration 19Q (339.460000 sec): 3 clusters Score: Raw -166855.432770 + Penalty 2404.605540 = -164450.827230 nChanged 14 SP:Iteration 20F (339.460000 sec): 3 clusters Score: Raw -166862.028995 + Penalty 2404.605540 = -164457.423455 nChanged 7 SP:Iteration 21Q (339.460000 sec): 3 clusters Score: Raw -166865.945365 + Penalty 2404.605540 = -164461.339826 nChanged 8 SP:Iteration 22Q (339.470000 sec): 3 clusters Score: Raw -166869.924509 + Penalty 2404.605540 = -164465.318969 nChanged 8 SP:Iteration 23Q (339.480000 sec): 3 clusters Score: Raw -166876.934592 + Penalty 2404.605540 = -164472.329052 nChanged 10 SP:Iteration 24Q (339.480000 sec): 3 clusters Score: Raw -166882.603731 + Penalty 2404.605540 = -164477.998192 nChanged 11 SP:Iteration 25Q (339.480000 sec): 3 clusters Score: Raw -166890.144487 + Penalty 2404.605540 = -164485.538948 nChanged 4 SP:Iteration 26Q (339.490000 sec): 3 clusters Score: Raw -166891.817698 + Penalty 2404.605540 = -164487.212159 nChanged 4 SP:Iteration 27Q (339.490000 sec): 3 clusters Score: Raw -166893.461165 + Penalty 2404.605540 = -164488.855625 nChanged 5 SP:Iteration 28Q (339.500000 sec): 3 clusters Score: Raw -166897.917870 + Penalty 2404.605540 = -164493.312331 nChanged 9 SP:Iteration 29Q (339.500000 sec): 3 clusters Score: Raw -166905.229873 + Penalty 2404.605540 = -164500.624334 nChanged 6 SP:Iteration 30Q (339.510000 sec): 3 clusters Score: Raw -166909.563209 + Penalty 2404.605540 = -164504.957670 nChanged 7 SP:Iteration 31Q (339.510000 sec): 3 clusters Score: Raw -166913.653394 + Penalty 2404.605540 = -164509.047855 nChanged 12 SP:Iteration 32Q (339.520000 sec): 3 clusters Score: Raw -166920.456304 + Penalty 2404.605540 = -164515.850765 nChanged 7 SP:Iteration 33Q (339.520000 sec): 3 clusters Score: Raw -166923.492857 + Penalty 2404.605540 = -164518.887317 nChanged 8 SP:Iteration 34Q (339.520000 sec): 3 clusters Score: Raw -166928.035515 + Penalty 2404.605540 = -164523.429976 nChanged 11 SP:Iteration 35Q (339.530000 sec): 3 clusters Score: Raw -166935.540067 + Penalty 2404.605540 = -164530.934528 nChanged 9 SP:Iteration 36Q (339.540000 sec): 3 clusters Score: Raw -166940.994393 + Penalty 2404.605540 = -164536.388854 nChanged 7 SP:Iteration 37Q (339.540000 sec): 3 clusters Score: Raw -166945.719092 + Penalty 2404.605540 = -164541.113553 nChanged 7 SP:Iteration 38Q (339.540000 sec): 3 clusters Score: Raw -166951.115213 + Penalty 2404.605540 = -164546.509673 nChanged 7 SP:Iteration 39Q (339.550000 sec): 3 clusters Score: Raw -166954.370369 + Penalty 2404.605540 = -164549.764830 nChanged 3 SP:Iteration 40F (339.550000 sec): 3 clusters Score: Raw -166955.913755 + Penalty 2404.605540 = -164551.308216 nChanged 2 SP:Iteration 41Q (339.560000 sec): 3 clusters Score: Raw -166956.625885 + Penalty 2404.605540 = -164552.020345 nChanged 1 SP:Iteration 42Q (339.560000 sec): 3 clusters Score: Raw -166957.203680 + Penalty 2404.605540 = -164552.598140 nChanged 0 SP:Iteration 43F (339.570000 sec): 3 clusters Score: Raw -166957.203680 + Penalty 2404.605540 = -164552.598140 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 6 (3425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.580000 sec): 2 clusters Score: Raw -372362.622626 + Penalty 1322.564222 = -371040.058404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.590000 sec): 3 clusters Score: Raw -370660.415373 + Penalty 2645.128444 = -368015.286929 nChanged 1333 SP:Iteration 1F (339.600000 sec): 3 clusters Score: Raw -371422.695649 + Penalty 2645.128444 = -368777.567205 nChanged 252 SP:Iteration 2F (339.610000 sec): 3 clusters Score: Raw -371569.870110 + Penalty 2645.128444 = -368924.741666 nChanged 190 SP:Iteration 3F (339.620000 sec): 3 clusters Score: Raw -371668.751424 + Penalty 2645.128444 = -369023.622980 nChanged 135 SP:Iteration 4Q (339.630000 sec): 3 clusters Score: Raw -371732.898840 + Penalty 2645.128444 = -369087.770396 nChanged 106 SP:Iteration 5Q (339.640000 sec): 3 clusters Score: Raw -371782.174017 + Penalty 2645.128444 = -369137.045573 nChanged 74 SP:Iteration 6Q (339.650000 sec): 3 clusters Score: Raw -371818.427370 + Penalty 2645.128444 = -369173.298926 nChanged 60 SP:Iteration 7Q (339.660000 sec): 3 clusters Score: Raw -371845.616769 + Penalty 2645.128444 = -369200.488325 nChanged 67 SP:Iteration 8Q (339.670000 sec): 3 clusters Score: Raw -371872.683187 + Penalty 2645.128444 = -369227.554743 nChanged 37 SP:Iteration 9Q (339.680000 sec): 3 clusters Score: Raw -371884.758290 + Penalty 2645.128444 = -369239.629846 nChanged 36 SP:Iteration 10Q (339.690000 sec): 3 clusters Score: Raw -371896.221501 + Penalty 2645.128444 = -369251.093057 nChanged 32 SP:Iteration 11Q (339.700000 sec): 3 clusters Score: Raw -371906.011399 + Penalty 2645.128444 = -369260.882955 nChanged 30 SP:Iteration 12Q (339.710000 sec): 3 clusters Score: Raw -371913.276885 + Penalty 2645.128444 = -369268.148441 nChanged 24 SP:Iteration 13Q (339.720000 sec): 3 clusters Score: Raw -371919.785887 + Penalty 2645.128444 = -369274.657443 nChanged 18 SP:Iteration 14Q (339.730000 sec): 3 clusters Score: Raw -371925.288162 + Penalty 2645.128444 = -369280.159718 nChanged 20 SP:Iteration 15Q (339.740000 sec): 3 clusters Score: Raw -371932.739036 + Penalty 2645.128444 = -369287.610592 nChanged 25 SP:Iteration 16Q (339.750000 sec): 3 clusters Score: Raw -371943.306207 + Penalty 2645.128444 = -369298.177763 nChanged 23 SP:Iteration 17Q (339.760000 sec): 3 clusters Score: Raw -371950.739020 + Penalty 2645.128444 = -369305.610576 nChanged 20 SP:Iteration 18Q (339.770000 sec): 3 clusters Score: Raw -371956.341349 + Penalty 2645.128444 = -369311.212905 nChanged 21 SP:Iteration 19Q (339.780000 sec): 3 clusters Score: Raw -371962.278087 + Penalty 2645.128444 = -369317.149643 nChanged 17 SP:Iteration 20F (339.790000 sec): 3 clusters Score: Raw -371966.952681 + Penalty 2645.128444 = -369321.824237 nChanged 12 SP:Iteration 21Q (339.800000 sec): 3 clusters Score: Raw -371970.050527 + Penalty 2645.128444 = -369324.922083 nChanged 8 SP:Iteration 22Q (339.810000 sec): 3 clusters Score: Raw -371971.737957 + Penalty 2645.128444 = -369326.609513 nChanged 8 SP:Iteration 23Q (339.820000 sec): 3 clusters Score: Raw -371973.440319 + Penalty 2645.128444 = -369328.311875 nChanged 3 SP:Iteration 24Q (339.830000 sec): 3 clusters Score: Raw -371973.942047 + Penalty 2645.128444 = -369328.813603 nChanged 3 SP:Iteration 25Q (339.840000 sec): 3 clusters Score: Raw -371974.875215 + Penalty 2645.128444 = -369329.746771 nChanged 7 SP:Iteration 26Q (339.850000 sec): 3 clusters Score: Raw -371976.077366 + Penalty 2645.128444 = -369330.948922 nChanged 5 SP:Iteration 27Q (339.860000 sec): 3 clusters Score: Raw -371977.058040 + Penalty 2645.128444 = -369331.929596 nChanged 2 SP:Iteration 28Q (339.870000 sec): 3 clusters Score: Raw -371977.630922 + Penalty 2645.128444 = -369332.502479 nChanged 1 SP:Iteration 29Q (339.880000 sec): 3 clusters Score: Raw -371977.986756 + Penalty 2645.128444 = -369332.858312 nChanged 1 SP:Iteration 30Q (339.890000 sec): 3 clusters Score: Raw -371978.090848 + Penalty 2645.128444 = -369332.962404 nChanged 0 SP:Iteration 31F (339.900000 sec): 3 clusters Score: Raw -371978.090848 + Penalty 2645.128444 = -369332.962404 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 7 (15369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.950000 sec): 2 clusters Score: Raw -1619835.989597 + Penalty 1566.517513 = -1618269.472084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.000000 sec): 3 clusters Score: Raw -1610893.840452 + Penalty 3133.035026 = -1607760.805426 nChanged 6802 SP:Iteration 1F (340.040000 sec): 3 clusters Score: Raw -1614455.157788 + Penalty 3133.035026 = -1611322.122762 nChanged 816 SP:Iteration 2F (340.090000 sec): 3 clusters Score: Raw -1614752.984664 + Penalty 3133.035026 = -1611619.949638 nChanged 658 SP:Iteration 3Q (340.130000 sec): 3 clusters Score: Raw -1614989.845711 + Penalty 3133.035026 = -1611856.810685 nChanged 619 SP:Iteration 4Q (340.180000 sec): 3 clusters Score: Raw -1615214.066099 + Penalty 3133.035026 = -1612081.031073 nChanged 563 SP:Iteration 5Q (340.230000 sec): 3 clusters Score: Raw -1615450.842190 + Penalty 3133.035026 = -1612317.807164 nChanged 545 SP:Iteration 6Q (340.270000 sec): 3 clusters Score: Raw -1615699.871874 + Penalty 3133.035026 = -1612566.836848 nChanged 580 SP:Iteration 7Q (340.320000 sec): 3 clusters Score: Raw -1615999.394315 + Penalty 3133.035026 = -1612866.359289 nChanged 629 SP:Iteration 8Q (340.360000 sec): 3 clusters Score: Raw -1616313.220060 + Penalty 3133.035026 = -1613180.185034 nChanged 655 SP:Iteration 9Q (340.410000 sec): 3 clusters Score: Raw -1616647.172424 + Penalty 3133.035026 = -1613514.137398 nChanged 616 SP:Iteration 10Q (340.450000 sec): 3 clusters Score: Raw -1616952.094612 + Penalty 3133.035026 = -1613819.059586 nChanged 575 SP:Iteration 11Q (340.500000 sec): 3 clusters Score: Raw -1617229.306147 + Penalty 3133.035026 = -1614096.271120 nChanged 527 SP:Iteration 12Q (340.540000 sec): 3 clusters Score: Raw -1617458.868486 + Penalty 3133.035026 = -1614325.833460 nChanged 488 SP:Iteration 13Q (340.590000 sec): 3 clusters Score: Raw -1617652.594100 + Penalty 3133.035026 = -1614519.559074 nChanged 421 SP:Iteration 14Q (340.630000 sec): 3 clusters Score: Raw -1617791.670157 + Penalty 3133.035026 = -1614658.635131 nChanged 296 SP:Iteration 15Q (340.670000 sec): 3 clusters Score: Raw -1617876.971793 + Penalty 3133.035026 = -1614743.936767 nChanged 262 SP:Iteration 16Q (340.720000 sec): 3 clusters Score: Raw -1617958.271581 + Penalty 3133.035026 = -1614825.236555 nChanged 269 SP:Iteration 17Q (340.770000 sec): 3 clusters Score: Raw -1618050.626115 + Penalty 3133.035026 = -1614917.591088 nChanged 279 SP:Iteration 18Q (340.810000 sec): 3 clusters Score: Raw -1618149.346189 + Penalty 3133.035026 = -1615016.311163 nChanged 280 SP:Iteration 19Q (340.850000 sec): 3 clusters Score: Raw -1618244.526319 + Penalty 3133.035026 = -1615111.491293 nChanged 248 SP:Iteration 20F (340.900000 sec): 3 clusters Score: Raw -1618333.393591 + Penalty 3133.035026 = -1615200.358565 nChanged 256 SP:Iteration 21Q (340.950000 sec): 3 clusters Score: Raw -1618426.838417 + Penalty 3133.035026 = -1615293.803391 nChanged 251 SP:Iteration 22Q (340.990000 sec): 3 clusters Score: Raw -1618525.906962 + Penalty 3133.035026 = -1615392.871936 nChanged 257 SP:Iteration 23Q (341.030000 sec): 3 clusters Score: Raw -1618628.646364 + Penalty 3133.035026 = -1615495.611338 nChanged 254 SP:Iteration 24Q (341.070000 sec): 3 clusters Score: Raw -1618738.609210 + Penalty 3133.035026 = -1615605.574184 nChanged 258 SP:Iteration 25Q (341.110000 sec): 3 clusters Score: Raw -1618861.973652 + Penalty 3133.035026 = -1615728.938626 nChanged 258 SP:Iteration 26Q (341.160000 sec): 3 clusters Score: Raw -1618979.453636 + Penalty 3133.035026 = -1615846.418610 nChanged 229 SP:Iteration 27Q (341.200000 sec): 3 clusters Score: Raw -1619067.001502 + Penalty 3133.035026 = -1615933.966476 nChanged 206 SP:Iteration 28Q (341.240000 sec): 3 clusters Score: Raw -1619132.945526 + Penalty 3133.035026 = -1615999.910500 nChanged 147 SP:Iteration 29Q (341.280000 sec): 3 clusters Score: Raw -1619174.064630 + Penalty 3133.035026 = -1616041.029604 nChanged 152 SP:Iteration 30Q (341.320000 sec): 3 clusters Score: Raw -1619223.462432 + Penalty 3133.035026 = -1616090.427406 nChanged 151 SP:Iteration 31Q (341.360000 sec): 3 clusters Score: Raw -1619270.189896 + Penalty 3133.035026 = -1616137.154870 nChanged 143 SP:Iteration 32Q (341.400000 sec): 3 clusters Score: Raw -1619310.865008 + Penalty 3133.035026 = -1616177.829982 nChanged 123 SP:Iteration 33Q (341.440000 sec): 3 clusters Score: Raw -1619350.192991 + Penalty 3133.035026 = -1616217.157965 nChanged 126 SP:Iteration 34Q (341.480000 sec): 3 clusters Score: Raw -1619394.794294 + Penalty 3133.035026 = -1616261.759268 nChanged 156 SP:Iteration 35Q (341.520000 sec): 3 clusters Score: Raw -1619452.857191 + Penalty 3133.035026 = -1616319.822165 nChanged 142 SP:Iteration 36Q (341.560000 sec): 3 clusters Score: Raw -1619504.221289 + Penalty 3133.035026 = -1616371.186263 nChanged 139 SP:Iteration 37Q (341.600000 sec): 3 clusters Score: Raw -1619555.102618 + Penalty 3133.035026 = -1616422.067592 nChanged 141 SP:Iteration 38Q (341.630000 sec): 3 clusters Score: Raw -1619606.367186 + Penalty 3133.035026 = -1616473.332160 nChanged 120 SP:Iteration 39Q (341.670000 sec): 3 clusters Score: Raw -1619646.626271 + Penalty 3133.035026 = -1616513.591245 nChanged 106 SP:Iteration 40F (341.720000 sec): 3 clusters Score: Raw -1619681.929808 + Penalty 3133.035026 = -1616548.894782 nChanged 93 SP:Iteration 41Q (341.760000 sec): 3 clusters Score: Raw -1619709.435184 + Penalty 3133.035026 = -1616576.400158 nChanged 85 SP:Iteration 42Q (341.790000 sec): 3 clusters Score: Raw -1619736.268029 + Penalty 3133.035026 = -1616603.233003 nChanged 75 SP:Iteration 43Q (341.830000 sec): 3 clusters Score: Raw -1619761.930702 + Penalty 3133.035026 = -1616628.895676 nChanged 79 SP:Iteration 44Q (341.870000 sec): 3 clusters Score: Raw -1619791.905370 + Penalty 3133.035026 = -1616658.870344 nChanged 82 SP:Iteration 45Q (341.910000 sec): 3 clusters Score: Raw -1619822.083664 + Penalty 3133.035026 = -1616689.048638 nChanged 81 SP:Iteration 46Q (341.940000 sec): 3 clusters Score: Raw -1619851.873722 + Penalty 3133.035026 = -1616718.838696 nChanged 79 SP:Iteration 47Q (341.980000 sec): 3 clusters Score: Raw -1619879.284438 + Penalty 3133.035026 = -1616746.249412 nChanged 74 SP:Iteration 48Q (342.010000 sec): 3 clusters Score: Raw -1619900.226469 + Penalty 3133.035026 = -1616767.191443 nChanged 56 SP:Iteration 49Q (342.050000 sec): 3 clusters Score: Raw -1619917.269647 + Penalty 3133.035026 = -1616784.234621 nChanged 53 SP:Iteration 50Q (342.090000 sec): 3 clusters Score: Raw -1619933.797389 + Penalty 3133.035026 = -1616800.762363 nChanged 51 SP:Iteration 51Q (342.120000 sec): 3 clusters Score: Raw -1619949.609118 + Penalty 3133.035026 = -1616816.574092 nChanged 51 SP:Iteration 52Q (342.160000 sec): 3 clusters Score: Raw -1619965.379211 + Penalty 3133.035026 = -1616832.344185 nChanged 44 SP:Iteration 53Q (342.190000 sec): 3 clusters Score: Raw -1619976.090668 + Penalty 3133.035026 = -1616843.055642 nChanged 39 SP:Iteration 54Q (342.230000 sec): 3 clusters Score: Raw -1619986.599526 + Penalty 3133.035026 = -1616853.564500 nChanged 38 SP:Iteration 55Q (342.270000 sec): 3 clusters Score: Raw -1619995.923825 + Penalty 3133.035026 = -1616862.888799 nChanged 36 SP:Iteration 56Q (342.310000 sec): 3 clusters Score: Raw -1620005.505937 + Penalty 3133.035026 = -1616872.470910 nChanged 38 SP:Iteration 57Q (342.340000 sec): 3 clusters Score: Raw -1620014.423938 + Penalty 3133.035026 = -1616881.388912 nChanged 40 SP:Iteration 58Q (342.380000 sec): 3 clusters Score: Raw -1620024.939957 + Penalty 3133.035026 = -1616891.904931 nChanged 33 SP:Iteration 59Q (342.410000 sec): 3 clusters Score: Raw -1620034.608426 + Penalty 3133.035026 = -1616901.573400 nChanged 34 SP:Iteration 60F (342.450000 sec): 3 clusters Score: Raw -1620043.296680 + Penalty 3133.035026 = -1616910.261654 nChanged 22 SP:Iteration 61Q (342.490000 sec): 3 clusters Score: Raw -1620050.662935 + Penalty 3133.035026 = -1616917.627909 nChanged 27 SP:Iteration 62Q (342.530000 sec): 3 clusters Score: Raw -1620058.737382 + Penalty 3133.035026 = -1616925.702356 nChanged 18 SP:Iteration 63Q (342.560000 sec): 3 clusters Score: Raw -1620063.421948 + Penalty 3133.035026 = -1616930.386922 nChanged 20 SP:Iteration 64Q (342.590000 sec): 3 clusters Score: Raw -1620068.949279 + Penalty 3133.035026 = -1616935.914253 nChanged 17 SP:Iteration 65Q (342.630000 sec): 3 clusters Score: Raw -1620073.255228 + Penalty 3133.035026 = -1616940.220202 nChanged 11 SP:Iteration 66Q (342.660000 sec): 3 clusters Score: Raw -1620075.464031 + Penalty 3133.035026 = -1616942.429005 nChanged 8 SP:Iteration 67Q (342.700000 sec): 3 clusters Score: Raw -1620077.058953 + Penalty 3133.035026 = -1616944.023927 nChanged 5 SP:Iteration 68Q (342.730000 sec): 3 clusters Score: Raw -1620078.274424 + Penalty 3133.035026 = -1616945.239398 nChanged 5 SP:Iteration 69Q (342.770000 sec): 3 clusters Score: Raw -1620079.549753 + Penalty 3133.035026 = -1616946.514727 nChanged 6 SP:Iteration 70Q (342.800000 sec): 3 clusters Score: Raw -1620081.543946 + Penalty 3133.035026 = -1616948.508920 nChanged 5 SP:Iteration 71Q (342.830000 sec): 3 clusters Score: Raw -1620082.816716 + Penalty 3133.035026 = -1616949.781689 nChanged 3 SP:Iteration 72Q (342.870000 sec): 3 clusters Score: Raw -1620083.477293 + Penalty 3133.035026 = -1616950.442267 nChanged 1 SP:Iteration 73Q (342.900000 sec): 3 clusters Score: Raw -1620083.568185 + Penalty 3133.035026 = -1616950.533159 nChanged 1 SP:Iteration 74Q (342.940000 sec): 3 clusters Score: Raw -1620083.736021 + Penalty 3133.035026 = -1616950.700995 nChanged 0 SP:Iteration 75F (342.980000 sec): 3 clusters Score: Raw -1620083.736021 + Penalty 3133.035026 = -1616950.700995 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 8 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.990000 sec): 2 clusters Score: Raw -21137.284848 + Penalty 864.194499 = -20273.090349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.990000 sec): 3 clusters Score: Raw -21198.638710 + Penalty 1728.388998 = -19470.249712 nChanged 13 SP:Iteration 1F (342.990000 sec): 3 clusters Score: Raw -21236.857777 + Penalty 1728.388998 = -19508.468779 nChanged 6 SP:Iteration 2Q (342.990000 sec): 3 clusters Score: Raw -21258.550960 + Penalty 1728.388998 = -19530.161962 nChanged 4 SP:Iteration 3Q (342.990000 sec): 3 clusters Score: Raw -21274.899443 + Penalty 1728.388998 = -19546.510445 nChanged 3 SP:Iteration 4Q (342.990000 sec): 3 clusters Score: Raw -21283.594546 + Penalty 1728.388998 = -19555.205548 nChanged 2 SP:Iteration 5Q (342.990000 sec): 3 clusters Score: Raw -21292.784382 + Penalty 1728.388998 = -19564.395384 nChanged 1 SP:Iteration 6Q (342.990000 sec): 3 clusters Score: Raw -21294.447077 + Penalty 1728.388998 = -19566.058079 nChanged 0 SP:Iteration 7F (342.990000 sec): 3 clusters Score: Raw -21294.447077 + Penalty 1728.388998 = -19566.058079 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 9 (2446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (343.000000 sec): 2 clusters Score: Raw -283782.218410 + Penalty 1267.859014 = -282514.359396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (343.010000 sec): 3 clusters Score: Raw -282620.121705 + Penalty 2535.718028 = -280084.403678 nChanged 904 SP:Iteration 1F (343.020000 sec): 3 clusters Score: Raw -283157.551065 + Penalty 2535.718028 = -280621.833037 nChanged 205 SP:Iteration 2F (343.030000 sec): 3 clusters Score: Raw -283295.805807 + Penalty 2535.718028 = -280760.087779 nChanged 107 SP:Iteration 3Q (343.030000 sec): 3 clusters Score: Raw -283362.088275 + Penalty 2535.718028 = -280826.370247 nChanged 65 SP:Iteration 4Q (343.040000 sec): 3 clusters Score: Raw -283399.030135 + Penalty 2535.718028 = -280863.312108 nChanged 57 SP:Iteration 5Q (343.050000 sec): 3 clusters Score: Raw -283431.142855 + Penalty 2535.718028 = -280895.424828 nChanged 52 SP:Iteration 6Q (343.050000 sec): 3 clusters Score: Raw -283456.774895 + Penalty 2535.718028 = -280921.056867 nChanged 39 SP:Iteration 7Q (343.060000 sec): 3 clusters Score: Raw -283469.947938 + Penalty 2535.718028 = -280934.229910 nChanged 18 SP:Iteration 8Q (343.070000 sec): 3 clusters Score: Raw -283477.416087 + Penalty 2535.718028 = -280941.698059 nChanged 17 SP:Iteration 9Q (343.080000 sec): 3 clusters Score: Raw -283482.623161 + Penalty 2535.718028 = -280946.905134 nChanged 8 SP:Iteration 10Q (343.080000 sec): 3 clusters Score: Raw -283486.221138 + Penalty 2535.718028 = -280950.503111 nChanged 8 SP:Iteration 11Q (343.090000 sec): 3 clusters Score: Raw -283489.893671 + Penalty 2535.718028 = -280954.175643 nChanged 9 SP:Iteration 12Q (343.100000 sec): 3 clusters Score: Raw -283493.192387 + Penalty 2535.718028 = -280957.474359 nChanged 6 SP:Iteration 13Q (343.110000 sec): 3 clusters Score: Raw -283495.190254 + Penalty 2535.718028 = -280959.472226 nChanged 6 SP:Iteration 14Q (343.110000 sec): 3 clusters Score: Raw -283497.184579 + Penalty 2535.718028 = -280961.466552 nChanged 6 SP:Iteration 15Q (343.120000 sec): 3 clusters Score: Raw -283499.036844 + Penalty 2535.718028 = -280963.318816 nChanged 4 SP:Iteration 16Q (343.130000 sec): 3 clusters Score: Raw -283500.151419 + Penalty 2535.718028 = -280964.433391 nChanged 5 SP:Iteration 17Q (343.130000 sec): 3 clusters Score: Raw -283502.257270 + Penalty 2535.718028 = -280966.539242 nChanged 4 SP:Iteration 18Q (343.140000 sec): 3 clusters Score: Raw -283503.369757 + Penalty 2535.718028 = -280967.651729 nChanged 4 SP:Iteration 19Q (343.150000 sec): 3 clusters Score: Raw -283504.427979 + Penalty 2535.718028 = -280968.709951 nChanged 1 SP:Iteration 20F (343.150000 sec): 3 clusters Score: Raw -283504.751077 + Penalty 2535.718028 = -280969.033049 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 11 (16482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (343.210000 sec): 2 clusters Score: Raw -1709559.528127 + Penalty 1577.878925 = -1707981.649202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (343.260000 sec): 3 clusters Score: Raw -1699810.998303 + Penalty 3155.757850 = -1696655.240453 nChanged 7312 SP:Iteration 1F (343.310000 sec): 3 clusters Score: Raw -1703749.221358 + Penalty 3155.757850 = -1700593.463507 nChanged 862 SP:Iteration 2F (343.350000 sec): 3 clusters Score: Raw -1704097.813079 + Penalty 3155.757850 = -1700942.055228 nChanged 841 SP:Iteration 3F (343.400000 sec): 3 clusters Score: Raw -1704465.103509 + Penalty 3155.757850 = -1701309.345659 nChanged 779 SP:Iteration 4Q (343.450000 sec): 3 clusters Score: Raw -1704842.915604 + Penalty 3155.757850 = -1701687.157754 nChanged 821 SP:Iteration 5Q (343.500000 sec): 3 clusters Score: Raw -1705263.306785 + Penalty 3155.757850 = -1702107.548935 nChanged 870 SP:Iteration 6F (343.550000 sec): 3 clusters Score: Raw -1705769.768921 + Penalty 3155.757850 = -1702614.011070 nChanged 901 SP:Iteration 7F (343.600000 sec): 3 clusters Score: Raw -1706330.889642 + Penalty 3155.757850 = -1703175.131792 nChanged 870 SP:Iteration 8F (343.650000 sec): 3 clusters Score: Raw -1706864.421123 + Penalty 3155.757850 = -1703708.663273 nChanged 789 SP:Iteration 9Q (343.700000 sec): 3 clusters Score: Raw -1707316.380425 + Penalty 3155.757850 = -1704160.622575 nChanged 657 SP:Iteration 10Q (343.750000 sec): 3 clusters Score: Raw -1707620.173874 + Penalty 3155.757850 = -1704464.416024 nChanged 538 SP:Iteration 11Q (343.790000 sec): 3 clusters Score: Raw -1707814.474391 + Penalty 3155.757850 = -1704658.716540 nChanged 408 SP:Iteration 12Q (343.850000 sec): 3 clusters Score: Raw -1707934.095535 + Penalty 3155.757850 = -1704778.337684 nChanged 328 SP:Iteration 13Q (343.890000 sec): 3 clusters Score: Raw -1708035.661367 + Penalty 3155.757850 = -1704879.903516 nChanged 332 SP:Iteration 14Q (343.940000 sec): 3 clusters Score: Raw -1708136.050900 + Penalty 3155.757850 = -1704980.293050 nChanged 304 SP:Iteration 15Q (343.990000 sec): 3 clusters Score: Raw -1708233.720713 + Penalty 3155.757850 = -1705077.962863 nChanged 306 SP:Iteration 16Q (344.040000 sec): 3 clusters Score: Raw -1708322.790767 + Penalty 3155.757850 = -1705167.032917 nChanged 265 SP:Iteration 17Q (344.080000 sec): 3 clusters Score: Raw -1708391.006683 + Penalty 3155.757850 = -1705235.248832 nChanged 240 SP:Iteration 18Q (344.130000 sec): 3 clusters Score: Raw -1708450.165293 + Penalty 3155.757850 = -1705294.407442 nChanged 224 SP:Iteration 19Q (344.180000 sec): 3 clusters Score: Raw -1708505.227123 + Penalty 3155.757850 = -1705349.469272 nChanged 207 SP:Iteration 20F (344.230000 sec): 3 clusters Score: Raw -1708557.029614 + Penalty 3155.757850 = -1705401.271764 nChanged 213 SP:Iteration 21Q (344.270000 sec): 3 clusters Score: Raw -1708609.205246 + Penalty 3155.757850 = -1705453.447395 nChanged 243 SP:Iteration 22Q (344.320000 sec): 3 clusters Score: Raw -1708670.177716 + Penalty 3155.757850 = -1705514.419865 nChanged 248 SP:Iteration 23Q (344.370000 sec): 3 clusters Score: Raw -1708733.780117 + Penalty 3155.757850 = -1705578.022267 nChanged 242 SP:Iteration 24Q (344.410000 sec): 3 clusters Score: Raw -1708793.642807 + Penalty 3155.757850 = -1705637.884956 nChanged 209 SP:Iteration 25Q (344.450000 sec): 3 clusters Score: Raw -1708846.542833 + Penalty 3155.757850 = -1705690.784983 nChanged 215 SP:Iteration 26Q (344.500000 sec): 3 clusters Score: Raw -1708899.497742 + Penalty 3155.757850 = -1705743.739892 nChanged 201 SP:Iteration 27Q (344.550000 sec): 3 clusters Score: Raw -1708952.090363 + Penalty 3155.757850 = -1705796.332512 nChanged 209 SP:Iteration 28Q (344.590000 sec): 3 clusters Score: Raw -1709007.902889 + Penalty 3155.757850 = -1705852.145039 nChanged 188 SP:Iteration 29Q (344.640000 sec): 3 clusters Score: Raw -1709057.162863 + Penalty 3155.757850 = -1705901.405013 nChanged 174 SP:Iteration 30Q (344.680000 sec): 3 clusters Score: Raw -1709097.309522 + Penalty 3155.757850 = -1705941.551671 nChanged 173 SP:Iteration 31Q (344.730000 sec): 3 clusters Score: Raw -1709140.506880 + Penalty 3155.757850 = -1705984.749029 nChanged 176 SP:Iteration 32Q (344.770000 sec): 3 clusters Score: Raw -1709184.819157 + Penalty 3155.757850 = -1706029.061307 nChanged 178 SP:Iteration 33Q (344.810000 sec): 3 clusters Score: Raw -1709236.419100 + Penalty 3155.757850 = -1706080.661250 nChanged 199 SP:Iteration 34Q (344.860000 sec): 3 clusters Score: Raw -1709292.046096 + Penalty 3155.757850 = -1706136.288245 nChanged 181 SP:Iteration 35Q (344.900000 sec): 3 clusters Score: Raw -1709341.017848 + Penalty 3155.757850 = -1706185.259998 nChanged 141 SP:Iteration 36Q (344.950000 sec): 3 clusters Score: Raw -1709376.642613 + Penalty 3155.757850 = -1706220.884763 nChanged 144 SP:Iteration 37Q (344.990000 sec): 3 clusters Score: Raw -1709414.837589 + Penalty 3155.757850 = -1706259.079738 nChanged 148 SP:Iteration 38Q (345.030000 sec): 3 clusters Score: Raw -1709449.156716 + Penalty 3155.757850 = -1706293.398865 nChanged 130 SP:Iteration 39Q (345.070000 sec): 3 clusters Score: Raw -1709476.742216 + Penalty 3155.757850 = -1706320.984365 nChanged 124 SP:Iteration 40F (345.130000 sec): 3 clusters Score: Raw -1709511.495864 + Penalty 3155.757850 = -1706355.738013 nChanged 139 SP:Iteration 41Q (345.170000 sec): 3 clusters Score: Raw -1709547.822773 + Penalty 3155.757850 = -1706392.064923 nChanged 139 SP:Iteration 42Q (345.210000 sec): 3 clusters Score: Raw -1709584.945910 + Penalty 3155.757850 = -1706429.188060 nChanged 137 SP:Iteration 43Q (345.250000 sec): 3 clusters Score: Raw -1709617.035754 + Penalty 3155.757850 = -1706461.277903 nChanged 116 SP:Iteration 44Q (345.290000 sec): 3 clusters Score: Raw -1709646.072855 + Penalty 3155.757850 = -1706490.315004 nChanged 115 SP:Iteration 45Q (345.340000 sec): 3 clusters Score: Raw -1709674.872033 + Penalty 3155.757850 = -1706519.114183 nChanged 111 SP:Iteration 46Q (345.390000 sec): 3 clusters Score: Raw -1709698.919293 + Penalty 3155.757850 = -1706543.161442 nChanged 106 SP:Iteration 47Q (345.430000 sec): 3 clusters Score: Raw -1709722.227869 + Penalty 3155.757850 = -1706566.470018 nChanged 111 SP:Iteration 48Q (345.470000 sec): 3 clusters Score: Raw -1709744.744489 + Penalty 3155.757850 = -1706588.986638 nChanged 83 SP:Iteration 49Q (345.510000 sec): 3 clusters Score: Raw -1709758.454429 + Penalty 3155.757850 = -1706602.696579 nChanged 78 SP:Iteration 50Q (345.550000 sec): 3 clusters Score: Raw -1709771.557968 + Penalty 3155.757850 = -1706615.800118 nChanged 77 SP:Iteration 51Q (345.600000 sec): 3 clusters Score: Raw -1709785.382358 + Penalty 3155.757850 = -1706629.624508 nChanged 69 SP:Iteration 52Q (345.640000 sec): 3 clusters Score: Raw -1709799.886521 + Penalty 3155.757850 = -1706644.128671 nChanged 71 SP:Iteration 53Q (345.680000 sec): 3 clusters Score: Raw -1709817.236988 + Penalty 3155.757850 = -1706661.479137 nChanged 81 SP:Iteration 54Q (345.720000 sec): 3 clusters Score: Raw -1709835.745128 + Penalty 3155.757850 = -1706679.987278 nChanged 88 SP:Iteration 55Q (345.760000 sec): 3 clusters Score: Raw -1709858.620472 + Penalty 3155.757850 = -1706702.862622 nChanged 87 SP:Iteration 56Q (345.810000 sec): 3 clusters Score: Raw -1709880.622135 + Penalty 3155.757850 = -1706724.864285 nChanged 86 SP:Iteration 57Q (345.850000 sec): 3 clusters Score: Raw -1709901.742874 + Penalty 3155.757850 = -1706745.985023 nChanged 74 SP:Iteration 58Q (345.890000 sec): 3 clusters Score: Raw -1709917.908727 + Penalty 3155.757850 = -1706762.150876 nChanged 69 SP:Iteration 59Q (345.930000 sec): 3 clusters Score: Raw -1709931.292892 + Penalty 3155.757850 = -1706775.535042 nChanged 54 SP:Iteration 60F (345.970000 sec): 3 clusters Score: Raw -1709940.039532 + Penalty 3155.757850 = -1706784.281681 nChanged 47 SP:Iteration 61Q (346.010000 sec): 3 clusters Score: Raw -1709947.084343 + Penalty 3155.757850 = -1706791.326492 nChanged 39 SP:Iteration 62Q (346.060000 sec): 3 clusters Score: Raw -1709952.267010 + Penalty 3155.757850 = -1706796.509159 nChanged 32 SP:Iteration 63Q (346.100000 sec): 3 clusters Score: Raw -1709956.543912 + Penalty 3155.757850 = -1706800.786062 nChanged 23 SP:Iteration 64Q (346.140000 sec): 3 clusters Score: Raw -1709959.057734 + Penalty 3155.757850 = -1706803.299884 nChanged 16 SP:Iteration 65Q (346.180000 sec): 3 clusters Score: Raw -1709961.569905 + Penalty 3155.757850 = -1706805.812055 nChanged 19 SP:Iteration 66Q (346.220000 sec): 3 clusters Score: Raw -1709964.129581 + Penalty 3155.757850 = -1706808.371730 nChanged 15 SP:Iteration 67Q (346.260000 sec): 3 clusters Score: Raw -1709965.559666 + Penalty 3155.757850 = -1706809.801816 nChanged 12 SP:Iteration 68Q (346.300000 sec): 3 clusters Score: Raw -1709966.784580 + Penalty 3155.757850 = -1706811.026730 nChanged 11 SP:Iteration 69Q (346.340000 sec): 3 clusters Score: Raw -1709967.799919 + Penalty 3155.757850 = -1706812.042069 nChanged 10 SP:Iteration 70Q (346.380000 sec): 3 clusters Score: Raw -1709968.846995 + Penalty 3155.757850 = -1706813.089145 nChanged 11 SP:Iteration 71Q (346.420000 sec): 3 clusters Score: Raw -1709969.770656 + Penalty 3155.757850 = -1706814.012805 nChanged 9 SP:Iteration 72Q (346.460000 sec): 3 clusters Score: Raw -1709970.677138 + Penalty 3155.757850 = -1706814.919288 nChanged 8 SP:Iteration 73Q (346.500000 sec): 3 clusters Score: Raw -1709971.445551 + Penalty 3155.757850 = -1706815.687701 nChanged 8 SP:Iteration 74Q (346.540000 sec): 3 clusters Score: Raw -1709972.207108 + Penalty 3155.757850 = -1706816.449258 nChanged 9 SP:Iteration 75Q (346.580000 sec): 3 clusters Score: Raw -1709973.273163 + Penalty 3155.757850 = -1706817.515312 nChanged 10 SP:Iteration 76Q (346.620000 sec): 3 clusters Score: Raw -1709974.424177 + Penalty 3155.757850 = -1706818.666327 nChanged 12 SP:Iteration 77Q (346.660000 sec): 3 clusters Score: Raw -1709975.548096 + Penalty 3155.757850 = -1706819.790246 nChanged 10 SP:Iteration 78Q (346.700000 sec): 3 clusters Score: Raw -1709976.258422 + Penalty 3155.757850 = -1706820.500572 nChanged 7 SP:Iteration 79Q (346.740000 sec): 3 clusters Score: Raw -1709976.836551 + Penalty 3155.757850 = -1706821.078700 nChanged 12 SP:Iteration 80F (346.790000 sec): 3 clusters Score: Raw -1709977.963078 + Penalty 3155.757850 = -1706822.205227 nChanged 11 SP:Iteration 81Q (346.830000 sec): 3 clusters Score: Raw -1709979.279286 + Penalty 3155.757850 = -1706823.521436 nChanged 8 SP:Iteration 82Q (346.880000 sec): 3 clusters Score: Raw -1709980.087915 + Penalty 3155.757850 = -1706824.330064 nChanged 7 SP:Iteration 83Q (346.920000 sec): 3 clusters Score: Raw -1709981.023713 + Penalty 3155.757850 = -1706825.265862 nChanged 7 SP:Iteration 84Q (346.960000 sec): 3 clusters Score: Raw -1709981.726225 + Penalty 3155.757850 = -1706825.968374 nChanged 4 SP:Iteration 85Q (347.000000 sec): 3 clusters Score: Raw -1709982.022056 + Penalty 3155.757850 = -1706826.264206 nChanged 2 SP:Iteration 86Q (347.040000 sec): 3 clusters Score: Raw -1709982.179451 + Penalty 3155.757850 = -1706826.421601 nChanged 2 SP:Iteration 87Q (347.080000 sec): 3 clusters Score: Raw -1709982.370113 + Penalty 3155.757850 = -1706826.612262 nChanged 1 SP:Iteration 88Q (347.120000 sec): 3 clusters Score: Raw -1709982.419131 + Penalty 3155.757850 = -1706826.661280 nChanged 2 SP:Iteration 89Q (347.160000 sec): 3 clusters Score: Raw -1709982.692216 + Penalty 3155.757850 = -1706826.934365 nChanged 5 SP:Iteration 90Q (347.200000 sec): 3 clusters Score: Raw -1709983.475901 + Penalty 3155.757850 = -1706827.718050 nChanged 10 SP:Iteration 91Q (347.240000 sec): 3 clusters Score: Raw -1709984.598138 + Penalty 3155.757850 = -1706828.840287 nChanged 6 SP:Iteration 92Q (347.280000 sec): 3 clusters Score: Raw -1709985.080851 + Penalty 3155.757850 = -1706829.323001 nChanged 5 SP:Iteration 93Q (347.320000 sec): 3 clusters Score: Raw -1709985.530688 + Penalty 3155.757850 = -1706829.772837 nChanged 3 SP:Iteration 94Q (347.360000 sec): 3 clusters Score: Raw -1709985.763859 + Penalty 3155.757850 = -1706830.006009 nChanged 4 SP:Iteration 95Q (347.400000 sec): 3 clusters Score: Raw -1709986.086248 + Penalty 3155.757850 = -1706830.328397 nChanged 4 SP:Iteration 96Q (347.440000 sec): 3 clusters Score: Raw -1709986.307094 + Penalty 3155.757850 = -1706830.549243 nChanged 2 SP:Iteration 97Q (347.480000 sec): 3 clusters Score: Raw -1709986.408232 + Penalty 3155.757850 = -1706830.650382 nChanged 1 SP:Iteration 98Q (347.520000 sec): 3 clusters Score: Raw -1709986.534489 + Penalty 3155.757850 = -1706830.776638 nChanged 2 SP:Iteration 99Q (347.560000 sec): 3 clusters Score: Raw -1709986.753101 + Penalty 3155.757850 = -1706830.995251 nChanged 1 SP:Iteration 100F (347.610000 sec): 3 clusters Score: Raw -1709986.918044 + Penalty 3155.757850 = -1706831.160194 nChanged 1 SP:Iteration 101Q (347.650000 sec): 3 clusters Score: Raw -1709987.000167 + Penalty 3155.757850 = -1706831.242317 nChanged 1 SP:Iteration 102Q (347.690000 sec): 3 clusters Score: Raw -1709987.076088 + Penalty 3155.757850 = -1706831.318238 nChanged 1 SP:Iteration 103Q (347.730000 sec): 3 clusters Score: Raw -1709987.252860 + Penalty 3155.757850 = -1706831.495009 nChanged 3 SP:Iteration 104Q (347.770000 sec): 3 clusters Score: Raw -1709987.422706 + Penalty 3155.757850 = -1706831.664856 nChanged 2 SP:Iteration 105Q (347.810000 sec): 3 clusters Score: Raw -1709987.584507 + Penalty 3155.757850 = -1706831.826656 nChanged 1 SP:Iteration 106Q (347.850000 sec): 3 clusters Score: Raw -1709987.755461 + Penalty 3155.757850 = -1706831.997611 nChanged 0 SP:Iteration 107F (347.900000 sec): 3 clusters Score: Raw -1709987.755461 + Penalty 3155.757850 = -1706831.997611 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 14 (3067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.920000 sec): 2 clusters Score: Raw -335282.263409 + Penalty 1304.623964 = -333977.639445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.930000 sec): 3 clusters Score: Raw -333831.022792 + Penalty 2609.247928 = -331221.774864 nChanged 1155 SP:Iteration 1F (347.940000 sec): 3 clusters Score: Raw -334451.392256 + Penalty 2609.247928 = -331842.144328 nChanged 210 SP:Iteration 2F (347.940000 sec): 3 clusters Score: Raw -334566.509092 + Penalty 2609.247928 = -331957.261164 nChanged 127 SP:Iteration 3Q (347.950000 sec): 3 clusters Score: Raw -334622.717090 + Penalty 2609.247928 = -332013.469162 nChanged 91 SP:Iteration 4Q (347.960000 sec): 3 clusters Score: Raw -334665.409409 + Penalty 2609.247928 = -332056.161481 nChanged 87 SP:Iteration 5Q (347.970000 sec): 3 clusters Score: Raw -334709.103610 + Penalty 2609.247928 = -332099.855682 nChanged 75 SP:Iteration 6Q (347.980000 sec): 3 clusters Score: Raw -334745.453045 + Penalty 2609.247928 = -332136.205117 nChanged 62 SP:Iteration 7Q (347.990000 sec): 3 clusters Score: Raw -334772.719754 + Penalty 2609.247928 = -332163.471825 nChanged 56 SP:Iteration 8Q (348.000000 sec): 3 clusters Score: Raw -334800.457969 + Penalty 2609.247928 = -332191.210040 nChanged 60 SP:Iteration 9Q (348.010000 sec): 3 clusters Score: Raw -334826.385943 + Penalty 2609.247928 = -332217.138014 nChanged 52 SP:Iteration 10Q (348.020000 sec): 3 clusters Score: Raw -334850.694457 + Penalty 2609.247928 = -332241.446528 nChanged 40 SP:Iteration 11Q (348.030000 sec): 3 clusters Score: Raw -334867.714390 + Penalty 2609.247928 = -332258.466462 nChanged 30 SP:Iteration 12Q (348.040000 sec): 3 clusters Score: Raw -334879.490662 + Penalty 2609.247928 = -332270.242734 nChanged 32 SP:Iteration 13Q (348.040000 sec): 3 clusters Score: Raw -334889.930799 + Penalty 2609.247928 = -332280.682871 nChanged 34 SP:Iteration 14Q (348.050000 sec): 3 clusters Score: Raw -334901.659873 + Penalty 2609.247928 = -332292.411945 nChanged 25 SP:Iteration 15Q (348.060000 sec): 3 clusters Score: Raw -334912.552700 + Penalty 2609.247928 = -332303.304772 nChanged 28 SP:Iteration 16Q (348.070000 sec): 3 clusters Score: Raw -334924.986382 + Penalty 2609.247928 = -332315.738454 nChanged 31 SP:Iteration 17Q (348.080000 sec): 3 clusters Score: Raw -334936.851296 + Penalty 2609.247928 = -332327.603368 nChanged 26 SP:Iteration 18Q (348.090000 sec): 3 clusters Score: Raw -334948.722170 + Penalty 2609.247928 = -332339.474242 nChanged 34 SP:Iteration 19Q (348.100000 sec): 3 clusters Score: Raw -334964.240585 + Penalty 2609.247928 = -332354.992656 nChanged 41 SP:Iteration 20F (348.110000 sec): 3 clusters Score: Raw -334987.479586 + Penalty 2609.247928 = -332378.231658 nChanged 52 SP:Iteration 21Q (348.120000 sec): 3 clusters Score: Raw -335017.358263 + Penalty 2609.247928 = -332408.110335 nChanged 64 SP:Iteration 22Q (348.120000 sec): 3 clusters Score: Raw -335056.155145 + Penalty 2609.247928 = -332446.907217 nChanged 77 SP:Iteration 23Q (348.130000 sec): 3 clusters Score: Raw -335098.601279 + Penalty 2609.247928 = -332489.353350 nChanged 48 SP:Iteration 24Q (348.140000 sec): 3 clusters Score: Raw -335117.398129 + Penalty 2609.247928 = -332508.150201 nChanged 38 SP:Iteration 25Q (348.150000 sec): 3 clusters Score: Raw -335134.773120 + Penalty 2609.247928 = -332525.525192 nChanged 39 SP:Iteration 26Q (348.160000 sec): 3 clusters Score: Raw -335153.231032 + Penalty 2609.247928 = -332543.983103 nChanged 48 SP:Iteration 27Q (348.170000 sec): 3 clusters Score: Raw -335173.551972 + Penalty 2609.247928 = -332564.304044 nChanged 34 SP:Iteration 28Q (348.180000 sec): 3 clusters Score: Raw -335187.579115 + Penalty 2609.247928 = -332578.331187 nChanged 33 SP:Iteration 29Q (348.190000 sec): 3 clusters Score: Raw -335201.728564 + Penalty 2609.247928 = -332592.480635 nChanged 33 SP:Iteration 30Q (348.200000 sec): 3 clusters Score: Raw -335216.148168 + Penalty 2609.247928 = -332606.900239 nChanged 34 SP:Iteration 31Q (348.200000 sec): 3 clusters Score: Raw -335230.044319 + Penalty 2609.247928 = -332620.796391 nChanged 25 SP:Iteration 32Q (348.220000 sec): 3 clusters Score: Raw -335242.256942 + Penalty 2609.247928 = -332633.009014 nChanged 30 SP:Iteration 33Q (348.220000 sec): 3 clusters Score: Raw -335256.704627 + Penalty 2609.247928 = -332647.456698 nChanged 31 SP:Iteration 34Q (348.230000 sec): 3 clusters Score: Raw -335271.958143 + Penalty 2609.247928 = -332662.710215 nChanged 30 SP:Iteration 35Q (348.240000 sec): 3 clusters Score: Raw -335287.330554 + Penalty 2609.247928 = -332678.082626 nChanged 34 SP:Iteration 36Q (348.250000 sec): 3 clusters Score: Raw -335303.736633 + Penalty 2609.247928 = -332694.488704 nChanged 28 SP:Iteration 37Q (348.260000 sec): 3 clusters Score: Raw -335317.840257 + Penalty 2609.247928 = -332708.592329 nChanged 34 SP:Iteration 38Q (348.270000 sec): 3 clusters Score: Raw -335336.160423 + Penalty 2609.247928 = -332726.912495 nChanged 27 SP:Iteration 39Q (348.280000 sec): 3 clusters Score: Raw -335347.560501 + Penalty 2609.247928 = -332738.312573 nChanged 19 SP:Iteration 40F (348.280000 sec): 3 clusters Score: Raw -335356.649093 + Penalty 2609.247928 = -332747.401165 nChanged 25 SP:Iteration 41Q (348.290000 sec): 3 clusters Score: Raw -335370.557904 + Penalty 2609.247928 = -332761.309976 nChanged 24 SP:Iteration 42Q (348.300000 sec): 3 clusters Score: Raw -335383.622219 + Penalty 2609.247928 = -332774.374290 nChanged 22 SP:Iteration 43Q (348.310000 sec): 3 clusters Score: Raw -335392.304298 + Penalty 2609.247928 = -332783.056369 nChanged 12 SP:Iteration 44Q (348.320000 sec): 3 clusters Score: Raw -335397.748367 + Penalty 2609.247928 = -332788.500438 nChanged 12 SP:Iteration 45Q (348.330000 sec): 3 clusters Score: Raw -335404.827279 + Penalty 2609.247928 = -332795.579350 nChanged 10 SP:Iteration 46Q (348.340000 sec): 3 clusters Score: Raw -335409.641624 + Penalty 2609.247928 = -332800.393696 nChanged 11 SP:Iteration 47Q (348.350000 sec): 3 clusters Score: Raw -335415.052669 + Penalty 2609.247928 = -332805.804740 nChanged 6 SP:Iteration 48Q (348.360000 sec): 3 clusters Score: Raw -335417.149309 + Penalty 2609.247928 = -332807.901381 nChanged 7 SP:Iteration 49Q (348.360000 sec): 3 clusters Score: Raw -335419.380985 + Penalty 2609.247928 = -332810.133057 nChanged 5 SP:Iteration 50Q (348.370000 sec): 3 clusters Score: Raw -335421.125911 + Penalty 2609.247928 = -332811.877982 nChanged 2 SP:Iteration 51Q (348.380000 sec): 3 clusters Score: Raw -335421.756164 + Penalty 2609.247928 = -332812.508235 nChanged 2 SP:Iteration 52Q (348.390000 sec): 3 clusters Score: Raw -335423.079190 + Penalty 2609.247928 = -332813.831262 nChanged 1 SP:Iteration 53Q (348.400000 sec): 3 clusters Score: Raw -335423.387120 + Penalty 2609.247928 = -332814.139192 nChanged 2 SP:Iteration 54Q (348.410000 sec): 3 clusters Score: Raw -335424.020004 + Penalty 2609.247928 = -332814.772076 nChanged 0 SP:Iteration 55F (348.420000 sec): 3 clusters Score: Raw -335424.020004 + Penalty 2609.247928 = -332814.772076 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 15 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.420000 sec): 2 clusters Score: Raw -31207.940592 + Penalty 930.082579 = -30277.858013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.420000 sec): 3 clusters Score: Raw -31244.054852 + Penalty 1860.165158 = -29383.889693 nChanged 44 SP:Iteration 1F (348.430000 sec): 3 clusters Score: Raw -31330.224723 + Penalty 1860.165158 = -29470.059565 nChanged 9 SP:Iteration 2Q (348.430000 sec): 3 clusters Score: Raw -31350.699188 + Penalty 1860.165158 = -29490.534030 nChanged 4 SP:Iteration 3Q (348.430000 sec): 3 clusters Score: Raw -31357.890378 + Penalty 1860.165158 = -29497.725220 nChanged 0 SP:Iteration 4F (348.430000 sec): 3 clusters Score: Raw -31357.890378 + Penalty 1860.165158 = -29497.725220 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 17 (2251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.440000 sec): 2 clusters Score: Raw -259918.452073 + Penalty 1254.358599 = -258664.093474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.440000 sec): 3 clusters Score: Raw -258928.255656 + Penalty 2508.717198 = -256419.538458 nChanged 804 SP:Iteration 1F (348.450000 sec): 3 clusters Score: Raw -259394.919131 + Penalty 2508.717198 = -256886.201933 nChanged 153 SP:Iteration 2F (348.460000 sec): 3 clusters Score: Raw -259491.953431 + Penalty 2508.717198 = -256983.236233 nChanged 90 SP:Iteration 3Q (348.460000 sec): 3 clusters Score: Raw -259549.675774 + Penalty 2508.717198 = -257040.958575 nChanged 70 SP:Iteration 4Q (348.470000 sec): 3 clusters Score: Raw -259590.866600 + Penalty 2508.717198 = -257082.149402 nChanged 53 SP:Iteration 5Q (348.480000 sec): 3 clusters Score: Raw -259622.870925 + Penalty 2508.717198 = -257114.153726 nChanged 53 SP:Iteration 6Q (348.480000 sec): 3 clusters Score: Raw -259649.686954 + Penalty 2508.717198 = -257140.969756 nChanged 28 SP:Iteration 7Q (348.490000 sec): 3 clusters Score: Raw -259662.806196 + Penalty 2508.717198 = -257154.088998 nChanged 27 SP:Iteration 8Q (348.500000 sec): 3 clusters Score: Raw -259673.816549 + Penalty 2508.717198 = -257165.099351 nChanged 14 SP:Iteration 9Q (348.500000 sec): 3 clusters Score: Raw -259682.140108 + Penalty 2508.717198 = -257173.422909 nChanged 21 SP:Iteration 10Q (348.510000 sec): 3 clusters Score: Raw -259694.995491 + Penalty 2508.717198 = -257186.278293 nChanged 23 SP:Iteration 11Q (348.520000 sec): 3 clusters Score: Raw -259707.909675 + Penalty 2508.717198 = -257199.192477 nChanged 17 SP:Iteration 12Q (348.520000 sec): 3 clusters Score: Raw -259716.207314 + Penalty 2508.717198 = -257207.490116 nChanged 17 SP:Iteration 13Q (348.530000 sec): 3 clusters Score: Raw -259726.807533 + Penalty 2508.717198 = -257218.090335 nChanged 17 SP:Iteration 14Q (348.540000 sec): 3 clusters Score: Raw -259734.280773 + Penalty 2508.717198 = -257225.563575 nChanged 13 SP:Iteration 15Q (348.540000 sec): 3 clusters Score: Raw -259741.177372 + Penalty 2508.717198 = -257232.460173 nChanged 13 SP:Iteration 16Q (348.550000 sec): 3 clusters Score: Raw -259746.249148 + Penalty 2508.717198 = -257237.531950 nChanged 11 SP:Iteration 17Q (348.560000 sec): 3 clusters Score: Raw -259751.270853 + Penalty 2508.717198 = -257242.553654 nChanged 9 SP:Iteration 18Q (348.560000 sec): 3 clusters Score: Raw -259755.613722 + Penalty 2508.717198 = -257246.896524 nChanged 6 SP:Iteration 19Q (348.570000 sec): 3 clusters Score: Raw -259757.285117 + Penalty 2508.717198 = -257248.567919 nChanged 7 SP:Iteration 20F (348.580000 sec): 3 clusters Score: Raw -259759.651856 + Penalty 2508.717198 = -257250.934658 nChanged 6 SP:Iteration 21Q (348.580000 sec): 3 clusters Score: Raw -259762.232285 + Penalty 2508.717198 = -257253.515087 nChanged 11 SP:Iteration 22Q (348.590000 sec): 3 clusters Score: Raw -259767.155240 + Penalty 2508.717198 = -257258.438042 nChanged 7 SP:Iteration 23Q (348.600000 sec): 3 clusters Score: Raw -259770.202608 + Penalty 2508.717198 = -257261.485410 nChanged 5 SP:Iteration 24Q (348.600000 sec): 3 clusters Score: Raw -259771.935474 + Penalty 2508.717198 = -257263.218276 nChanged 3 SP:Iteration 25Q (348.610000 sec): 3 clusters Score: Raw -259773.061545 + Penalty 2508.717198 = -257264.344347 nChanged 3 SP:Iteration 26Q (348.620000 sec): 3 clusters Score: Raw -259774.664964 + Penalty 2508.717198 = -257265.947766 nChanged 5 SP:Iteration 27Q (348.620000 sec): 3 clusters Score: Raw -259778.380536 + Penalty 2508.717198 = -257269.663338 nChanged 7 SP:Iteration 28Q (348.630000 sec): 3 clusters Score: Raw -259781.791525 + Penalty 2508.717198 = -257273.074326 nChanged 10 SP:Iteration 29Q (348.640000 sec): 3 clusters Score: Raw -259787.191407 + Penalty 2508.717198 = -257278.474208 nChanged 6 SP:Iteration 30Q (348.640000 sec): 3 clusters Score: Raw -259791.799340 + Penalty 2508.717198 = -257283.082141 nChanged 8 SP:Iteration 31Q (348.650000 sec): 3 clusters Score: Raw -259794.900049 + Penalty 2508.717198 = -257286.182850 nChanged 4 SP:Iteration 32Q (348.660000 sec): 3 clusters Score: Raw -259796.967058 + Penalty 2508.717198 = -257288.249860 nChanged 4 SP:Iteration 33Q (348.660000 sec): 3 clusters Score: Raw -259799.101192 + Penalty 2508.717198 = -257290.383994 nChanged 8 SP:Iteration 34Q (348.670000 sec): 3 clusters Score: Raw -259803.889296 + Penalty 2508.717198 = -257295.172098 nChanged 5 SP:Iteration 35Q (348.670000 sec): 3 clusters Score: Raw -259806.228908 + Penalty 2508.717198 = -257297.511709 nChanged 9 SP:Iteration 36Q (348.680000 sec): 3 clusters Score: Raw -259811.348514 + Penalty 2508.717198 = -257302.631316 nChanged 12 SP:Iteration 37Q (348.690000 sec): 3 clusters Score: Raw -259816.461438 + Penalty 2508.717198 = -257307.744240 nChanged 8 SP:Iteration 38Q (348.690000 sec): 3 clusters Score: Raw -259820.442571 + Penalty 2508.717198 = -257311.725372 nChanged 6 SP:Iteration 39Q (348.700000 sec): 3 clusters Score: Raw -259823.169327 + Penalty 2508.717198 = -257314.452129 nChanged 5 SP:Iteration 40F (348.710000 sec): 3 clusters Score: Raw -259825.017283 + Penalty 2508.717198 = -257316.300085 nChanged 2 SP:Iteration 41Q (348.710000 sec): 3 clusters Score: Raw -259826.133069 + Penalty 2508.717198 = -257317.415871 nChanged 7 SP:Iteration 42Q (348.720000 sec): 3 clusters Score: Raw -259828.705370 + Penalty 2508.717198 = -257319.988171 nChanged 7 SP:Iteration 43Q (348.720000 sec): 3 clusters Score: Raw -259832.536455 + Penalty 2508.717198 = -257323.819257 nChanged 10 SP:Iteration 44Q (348.730000 sec): 3 clusters Score: Raw -259837.558686 + Penalty 2508.717198 = -257328.841488 nChanged 7 SP:Iteration 45Q (348.740000 sec): 3 clusters Score: Raw -259840.675639 + Penalty 2508.717198 = -257331.958441 nChanged 4 SP:Iteration 46Q (348.740000 sec): 3 clusters Score: Raw -259842.357887 + Penalty 2508.717198 = -257333.640689 nChanged 4 SP:Iteration 47Q (348.750000 sec): 3 clusters Score: Raw -259844.542089 + Penalty 2508.717198 = -257335.824891 nChanged 6 SP:Iteration 48Q (348.760000 sec): 3 clusters Score: Raw -259848.479130 + Penalty 2508.717198 = -257339.761932 nChanged 5 SP:Iteration 49Q (348.760000 sec): 3 clusters Score: Raw -259852.670488 + Penalty 2508.717198 = -257343.953290 nChanged 9 SP:Iteration 50Q (348.770000 sec): 3 clusters Score: Raw -259858.841660 + Penalty 2508.717198 = -257350.124461 nChanged 12 SP:Iteration 51Q (348.780000 sec): 3 clusters Score: Raw -259865.772482 + Penalty 2508.717198 = -257357.055284 nChanged 10 SP:Iteration 52Q (348.780000 sec): 3 clusters Score: Raw -259871.371551 + Penalty 2508.717198 = -257362.654353 nChanged 7 SP:Iteration 53Q (348.790000 sec): 3 clusters Score: Raw -259875.298866 + Penalty 2508.717198 = -257366.581668 nChanged 8 SP:Iteration 54Q (348.800000 sec): 3 clusters Score: Raw -259879.477304 + Penalty 2508.717198 = -257370.760105 nChanged 10 SP:Iteration 55Q (348.800000 sec): 3 clusters Score: Raw -259884.889605 + Penalty 2508.717198 = -257376.172407 nChanged 6 SP:Iteration 56Q (348.810000 sec): 3 clusters Score: Raw -259889.467393 + Penalty 2508.717198 = -257380.750194 nChanged 8 SP:Iteration 57Q (348.820000 sec): 3 clusters Score: Raw -259893.403196 + Penalty 2508.717198 = -257384.685997 nChanged 7 SP:Iteration 58Q (348.820000 sec): 3 clusters Score: Raw -259897.504067 + Penalty 2508.717198 = -257388.786869 nChanged 4 SP:Iteration 59Q (348.830000 sec): 3 clusters Score: Raw -259899.685707 + Penalty 2508.717198 = -257390.968509 nChanged 1 SP:Iteration 60F (348.830000 sec): 3 clusters Score: Raw -259899.910462 + Penalty 2508.717198 = -257391.193263 nChanged 2 SP:Iteration 61Q (348.840000 sec): 3 clusters Score: Raw -259900.772668 + Penalty 2508.717198 = -257392.055470 nChanged 5 SP:Iteration 62Q (348.840000 sec): 3 clusters Score: Raw -259903.547682 + Penalty 2508.717198 = -257394.830484 nChanged 6 SP:Iteration 63Q (348.850000 sec): 3 clusters Score: Raw -259906.280151 + Penalty 2508.717198 = -257397.562953 nChanged 4 SP:Iteration 64Q (348.860000 sec): 3 clusters Score: Raw -259907.891193 + Penalty 2508.717198 = -257399.173995 nChanged 3 SP:Iteration 65Q (348.860000 sec): 3 clusters Score: Raw -259909.331274 + Penalty 2508.717198 = -257400.614075 nChanged 1 SP:Iteration 66Q (348.870000 sec): 3 clusters Score: Raw -259910.041443 + Penalty 2508.717198 = -257401.324245 nChanged 1 SP:Iteration 67Q (348.880000 sec): 3 clusters Score: Raw -259910.324902 + Penalty 2508.717198 = -257401.607704 nChanged 0 SP:Iteration 68F (348.880000 sec): 3 clusters Score: Raw -259910.324902 + Penalty 2508.717198 = -257401.607704 nChanged 0 Memory request: 0.00 GB would take us to total of 3.10 GB. Trying to split cluster 18 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.890000 sec): 2 clusters Score: Raw -109024.363416 + Penalty 1139.028952 = -107885.334464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.890000 sec): 3 clusters Score: Raw -108690.904738 + Penalty 2278.057903 = -106412.846835 nChanged 338 SP:Iteration 1F (348.900000 sec): 3 clusters Score: Raw -108973.101215 + Penalty 2278.057903 = -106695.043312 nChanged 73 SP:Iteration 2F (348.900000 sec): 3 clusters Score: Raw -109047.610315 + Penalty 2278.057903 = -106769.552412 nChanged 45 SP:Iteration 3Q (348.900000 sec): 3 clusters Score: Raw -109097.328541 + Penalty 2278.057903 = -106819.270638 nChanged 23 SP:Iteration 4Q (348.900000 sec): 3 clusters Score: Raw -109122.842878 + Penalty 2278.057903 = -106844.784975 nChanged 22 SP:Iteration 5Q (348.910000 sec): 3 clusters Score: Raw -109142.721906 + Penalty 2278.057903 = -106864.664003 nChanged 8 SP:Iteration 6Q (348.910000 sec): 3 clusters Score: Raw -109149.161803 + Penalty 2278.057903 = -106871.103900 nChanged 5 SP:Iteration 7Q (348.920000 sec): 3 clusters Score: Raw -109154.755917 + Penalty 2278.057903 = -106876.698014 nChanged 5 SP:Iteration 8Q (348.920000 sec): 3 clusters Score: Raw -109159.571871 + Penalty 2278.057903 = -106881.513968 nChanged 2 SP:Iteration 9Q (348.920000 sec): 3 clusters Score: Raw -109160.833010 + Penalty 2278.057903 = -106882.775107 nChanged 0 SP:Iteration 10F (348.920000 sec): 3 clusters Score: Raw -109160.833010 + Penalty 2278.057903 = -106882.775107 nChanged 0 ------ Evaluating fit on full set of 855725 points ------ Score: Raw -89312096.016531 + Penalty 31075.827378 = -89281020.189153 Time taken for this iteration:353.870000 seconds. 20->15 Clusters: Score -89281020.189153, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.64 GB would take us to total of 2.56 GB. ------ Running on subset of 285241 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 6 (1949 points): Lose 121.399490 but Gain 2041.177079 Iteration 0F (369.070000 sec): 20 clusters Score: Raw -28306593.821176 + Penalty 38782.364498 = -28267811.456678 nChanged 268264 Deleting Class 19 (736 points): Lose 698.389275 but Gain 2041.177079 Iteration 1F (374.930000 sec): 19 clusters Score: Raw -29445080.770578 + Penalty 36741.187419 = -29408339.583159 nChanged 79302 Deleting Class 9 (1731 points): Lose 1549.722788 but Gain 2041.177079 Iteration 2F (380.490000 sec): 18 clusters Score: Raw -29537021.069438 + Penalty 34700.010340 = -29502321.059098 nChanged 58346 Deleting Class 11 (835 points): Lose 802.637441 but Gain 2041.177079 Iteration 3F (385.700000 sec): 17 clusters Score: Raw -29592827.212121 + Penalty 32658.833261 = -29560168.378860 nChanged 46219 Deleting Class 15 (959 points): Lose 922.451826 but Gain 2041.177079 Iteration 4F (390.520000 sec): 16 clusters Score: Raw -29631731.483252 + Penalty 30617.656183 = -29601113.827069 nChanged 37824 Deleting Class 3 (491 points): Lose 511.142200 but Gain 2041.177079 Iteration 5F (395.020000 sec): 15 clusters Score: Raw -29662317.802818 + Penalty 28576.479104 = -29633741.323715 nChanged 29903 Deleting Class 1 (283 points): Lose 361.420886 but Gain 2041.177079 Iteration 6F (399.260000 sec): 14 clusters Score: Raw -29684957.090008 + Penalty 26535.302025 = -29658421.787983 nChanged 24724 Deleting Class 4 (321 points): Lose 435.374212 but Gain 2041.177079 Iteration 7F (403.230000 sec): 13 clusters Score: Raw -29701849.876730 + Penalty 24494.124946 = -29677355.751784 nChanged 20465 Deleting Class 17 (321 points): Lose 377.561545 but Gain 2041.177079 Iteration 8F (406.940000 sec): 12 clusters Score: Raw -29714960.059320 + Penalty 22452.947867 = -29692507.111453 nChanged 16793 Deleting Class 12 (526 points): Lose 865.395700 but Gain 2041.177079 Iteration 9F (410.350000 sec): 11 clusters Score: Raw -29724788.588909 + Penalty 20411.770788 = -29704376.818121 nChanged 13419 Iteration 10Q (411.950000 sec): 11 clusters Score: Raw -29732971.682235 + Penalty 20411.770788 = -29712559.911446 nChanged 9689 Iteration 11Q (413.420000 sec): 11 clusters Score: Raw -29737941.993585 + Penalty 20411.770788 = -29717530.222797 nChanged 7235 Deleting Class 16 (1602 points): Lose 1851.678042 but Gain 2041.177079 Iteration 12Q (414.800000 sec): 10 clusters Score: Raw -29739241.399363 + Penalty 18370.593710 = -29720870.805653 nChanged 6699 Deleting Class 2 (1885 points): Lose 1994.373307 but Gain 2041.177079 Iteration 13Q (416.090000 sec): 9 clusters Score: Raw -29741375.225203 + Penalty 16329.416631 = -29725045.808572 nChanged 5649 Iteration 14Q (417.290000 sec): 9 clusters Score: Raw -29744862.971456 + Penalty 16329.416631 = -29728533.554825 nChanged 2658 Iteration 15Q (418.470000 sec): 9 clusters Score: Raw -29745434.533013 + Penalty 16329.416631 = -29729105.116383 nChanged 2140 Iteration 16Q (419.650000 sec): 9 clusters Score: Raw -29745870.059904 + Penalty 16329.416631 = -29729540.643273 nChanged 1898 Iteration 17Q (420.820000 sec): 9 clusters Score: Raw -29746227.830113 + Penalty 16329.416631 = -29729898.413482 nChanged 1808 Iteration 18Q (421.960000 sec): 9 clusters Score: Raw -29746524.543689 + Penalty 16329.416631 = -29730195.127058 nChanged 1846 Iteration 19Q (423.110000 sec): 9 clusters Score: Raw -29746833.530560 + Penalty 16329.416631 = -29730504.113929 nChanged 1916 Writing temp clu file Compute initial score before splitting: Score: Raw -29746833.530560 + Penalty 16329.416631 = -29730504.113929 Memory request: 0.01 GB would take us to total of 2.57 GB. Trying to split cluster 5 (4514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.200000 sec): 2 clusters Score: Raw -475468.988439 + Penalty 1367.427581 = -474101.560859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.210000 sec): 3 clusters Score: Raw -473124.410220 + Penalty 2734.855161 = -470389.555059 nChanged 1783 SP:Iteration 1F (423.220000 sec): 3 clusters Score: Raw -474045.205516 + Penalty 2734.855161 = -471310.350355 nChanged 285 SP:Iteration 2F (423.230000 sec): 3 clusters Score: Raw -474203.826739 + Penalty 2734.855161 = -471468.971578 nChanged 232 SP:Iteration 3F (423.250000 sec): 3 clusters Score: Raw -474309.025122 + Penalty 2734.855161 = -471574.169961 nChanged 169 SP:Iteration 4Q (423.260000 sec): 3 clusters Score: Raw -474391.153976 + Penalty 2734.855161 = -471656.298815 nChanged 163 SP:Iteration 5Q (423.270000 sec): 3 clusters Score: Raw -474475.922938 + Penalty 2734.855161 = -471741.067777 nChanged 124 SP:Iteration 6Q (423.280000 sec): 3 clusters Score: Raw -474530.860664 + Penalty 2734.855161 = -471796.005503 nChanged 120 SP:Iteration 7Q (423.300000 sec): 3 clusters Score: Raw -474583.177730 + Penalty 2734.855161 = -471848.322569 nChanged 92 SP:Iteration 8Q (423.310000 sec): 3 clusters Score: Raw -474627.572929 + Penalty 2734.855161 = -471892.717768 nChanged 97 SP:Iteration 9Q (423.320000 sec): 3 clusters Score: Raw -474681.847101 + Penalty 2734.855161 = -471946.991940 nChanged 111 SP:Iteration 10Q (423.330000 sec): 3 clusters Score: Raw -474752.184389 + Penalty 2734.855161 = -472017.329227 nChanged 124 SP:Iteration 11Q (423.350000 sec): 3 clusters Score: Raw -474829.211964 + Penalty 2734.855161 = -472094.356803 nChanged 118 SP:Iteration 12Q (423.360000 sec): 3 clusters Score: Raw -474904.641302 + Penalty 2734.855161 = -472169.786140 nChanged 100 SP:Iteration 13Q (423.370000 sec): 3 clusters Score: Raw -474974.519760 + Penalty 2734.855161 = -472239.664599 nChanged 112 SP:Iteration 14Q (423.380000 sec): 3 clusters Score: Raw -475050.533699 + Penalty 2734.855161 = -472315.678538 nChanged 110 SP:Iteration 15Q (423.400000 sec): 3 clusters Score: Raw -475115.990886 + Penalty 2734.855161 = -472381.135725 nChanged 107 SP:Iteration 16Q (423.410000 sec): 3 clusters Score: Raw -475181.184327 + Penalty 2734.855161 = -472446.329166 nChanged 92 SP:Iteration 17Q (423.420000 sec): 3 clusters Score: Raw -475225.747805 + Penalty 2734.855161 = -472490.892644 nChanged 73 SP:Iteration 18Q (423.430000 sec): 3 clusters Score: Raw -475263.518124 + Penalty 2734.855161 = -472528.662963 nChanged 71 SP:Iteration 19Q (423.440000 sec): 3 clusters Score: Raw -475295.782132 + Penalty 2734.855161 = -472560.926971 nChanged 58 SP:Iteration 20F (423.460000 sec): 3 clusters Score: Raw -475317.757514 + Penalty 2734.855161 = -472582.902353 nChanged 40 SP:Iteration 21Q (423.470000 sec): 3 clusters Score: Raw -475331.574247 + Penalty 2734.855161 = -472596.719086 nChanged 36 SP:Iteration 22Q (423.480000 sec): 3 clusters Score: Raw -475347.730359 + Penalty 2734.855161 = -472612.875198 nChanged 45 SP:Iteration 23Q (423.490000 sec): 3 clusters Score: Raw -475364.226423 + Penalty 2734.855161 = -472629.371262 nChanged 35 SP:Iteration 24Q (423.500000 sec): 3 clusters Score: Raw -475378.457727 + Penalty 2734.855161 = -472643.602566 nChanged 47 SP:Iteration 25Q (423.520000 sec): 3 clusters Score: Raw -475396.426874 + Penalty 2734.855161 = -472661.571713 nChanged 31 SP:Iteration 26Q (423.530000 sec): 3 clusters Score: Raw -475406.072570 + Penalty 2734.855161 = -472671.217409 nChanged 23 SP:Iteration 27Q (423.540000 sec): 3 clusters Score: Raw -475413.981709 + Penalty 2734.855161 = -472679.126548 nChanged 25 SP:Iteration 28Q (423.550000 sec): 3 clusters Score: Raw -475421.329156 + Penalty 2734.855161 = -472686.473994 nChanged 19 SP:Iteration 29Q (423.560000 sec): 3 clusters Score: Raw -475427.020968 + Penalty 2734.855161 = -472692.165807 nChanged 12 SP:Iteration 30Q (423.570000 sec): 3 clusters Score: Raw -475430.250259 + Penalty 2734.855161 = -472695.395098 nChanged 6 SP:Iteration 31Q (423.580000 sec): 3 clusters Score: Raw -475432.060621 + Penalty 2734.855161 = -472697.205459 nChanged 7 SP:Iteration 32Q (423.600000 sec): 3 clusters Score: Raw -475434.146967 + Penalty 2734.855161 = -472699.291805 nChanged 7 SP:Iteration 33Q (423.610000 sec): 3 clusters Score: Raw -475436.019366 + Penalty 2734.855161 = -472701.164205 nChanged 4 SP:Iteration 34Q (423.620000 sec): 3 clusters Score: Raw -475437.044147 + Penalty 2734.855161 = -472702.188986 nChanged 4 SP:Iteration 35Q (423.630000 sec): 3 clusters Score: Raw -475437.785951 + Penalty 2734.855161 = -472702.930790 nChanged 1 SP:Iteration 36Q (423.650000 sec): 3 clusters Score: Raw -475437.921345 + Penalty 2734.855161 = -472703.066184 nChanged 1 SP:Iteration 37Q (423.660000 sec): 3 clusters Score: Raw -475438.545230 + Penalty 2734.855161 = -472703.690068 nChanged 2 SP:Iteration 38Q (423.670000 sec): 3 clusters Score: Raw -475439.392499 + Penalty 2734.855161 = -472704.537338 nChanged 3 SP:Iteration 39Q (423.680000 sec): 3 clusters Score: Raw -475439.777538 + Penalty 2734.855161 = -472704.922377 nChanged 2 SP:Iteration 40F (423.700000 sec): 3 clusters Score: Raw -475440.162274 + Penalty 2734.855161 = -472705.307112 nChanged 2 SP:Iteration 41Q (423.710000 sec): 3 clusters Score: Raw -475440.943093 + Penalty 2734.855161 = -472706.087932 nChanged 3 SP:Iteration 42Q (423.720000 sec): 3 clusters Score: Raw -475441.843907 + Penalty 2734.855161 = -472706.988746 nChanged 2 SP:Iteration 43Q (423.730000 sec): 3 clusters Score: Raw -475442.466824 + Penalty 2734.855161 = -472707.611663 nChanged 3 SP:Iteration 44Q (423.740000 sec): 3 clusters Score: Raw -475443.305246 + Penalty 2734.855161 = -472708.450084 nChanged 1 SP:Iteration 45Q (423.750000 sec): 3 clusters Score: Raw -475443.556104 + Penalty 2734.855161 = -472708.700943 nChanged 1 SP:Iteration 46Q (423.760000 sec): 3 clusters Score: Raw -475443.790318 + Penalty 2734.855161 = -472708.935157 nChanged 1 SP:Iteration 47Q (423.780000 sec): 3 clusters Score: Raw -475443.973195 + Penalty 2734.855161 = -472709.118034 nChanged 1 SP:Iteration 48Q (423.790000 sec): 3 clusters Score: Raw -475444.229878 + Penalty 2734.855161 = -472709.374717 nChanged 1 SP:Iteration 49Q (423.800000 sec): 3 clusters Score: Raw -475444.666164 + Penalty 2734.855161 = -472709.811003 nChanged 1 SP:Iteration 50Q (423.810000 sec): 3 clusters Score: Raw -475444.903448 + Penalty 2734.855161 = -472710.048287 nChanged 1 SP:Iteration 51Q (423.820000 sec): 3 clusters Score: Raw -475445.142674 + Penalty 2734.855161 = -472710.287512 nChanged 0 SP:Iteration 52F (423.830000 sec): 3 clusters Score: Raw -475445.142674 + Penalty 2734.855161 = -472710.287512 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 7 (71476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (424.150000 sec): 2 clusters Score: Raw -7513122.605776 + Penalty 1816.281514 = -7511306.324262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.360000 sec): 3 clusters Score: Raw -7467167.404795 + Penalty 3632.563028 = -7463534.841767 nChanged 33739 SP:Iteration 1F (424.560000 sec): 3 clusters Score: Raw -7486663.585806 + Penalty 3632.563028 = -7483031.022779 nChanged 2687 SP:Iteration 2Q (424.780000 sec): 3 clusters Score: Raw -7487613.209586 + Penalty 3632.563028 = -7483980.646558 nChanged 3492 SP:Iteration 3Q (424.990000 sec): 3 clusters Score: Raw -7489319.453499 + Penalty 3632.563028 = -7485686.890471 nChanged 4919 SP:Iteration 4F (425.200000 sec): 3 clusters Score: Raw -7492502.503456 + Penalty 3632.563028 = -7488869.940429 nChanged 6174 SP:Iteration 5F (425.420000 sec): 3 clusters Score: Raw -7497552.266614 + Penalty 3632.563028 = -7493919.703586 nChanged 6628 SP:Iteration 6F (425.620000 sec): 3 clusters Score: Raw -7503849.730366 + Penalty 3632.563028 = -7500217.167338 nChanged 5200 SP:Iteration 7F (425.830000 sec): 3 clusters Score: Raw -7509055.619671 + Penalty 3632.563028 = -7505423.056643 nChanged 2691 SP:Iteration 8Q (426.030000 sec): 3 clusters Score: Raw -7511684.854115 + Penalty 3632.563028 = -7508052.291087 nChanged 1110 SP:Iteration 9Q (426.210000 sec): 3 clusters Score: Raw -7512758.784816 + Penalty 3632.563028 = -7509126.221789 nChanged 323 SP:Iteration 10Q (426.370000 sec): 3 clusters Score: Raw -7513082.164092 + Penalty 3632.563028 = -7509449.601065 nChanged 92 SP:Iteration 11Q (426.520000 sec): 3 clusters Score: Raw -7513193.380633 + Penalty 3632.563028 = -7509560.817606 nChanged 36 SP:Iteration 12Q (426.660000 sec): 3 clusters Score: Raw -7513242.805015 + Penalty 3632.563028 = -7509610.241987 nChanged 19 SP:Iteration 13Q (426.820000 sec): 3 clusters Score: Raw -7513274.336444 + Penalty 3632.563028 = -7509641.773416 nChanged 13 SP:Iteration 14Q (426.960000 sec): 3 clusters Score: Raw -7513294.725317 + Penalty 3632.563028 = -7509662.162289 nChanged 11 SP:Iteration 15Q (427.110000 sec): 3 clusters Score: Raw -7513311.510304 + Penalty 3632.563028 = -7509678.947276 nChanged 6 SP:Iteration 16Q (427.250000 sec): 3 clusters Score: Raw -7513324.663821 + Penalty 3632.563028 = -7509692.100794 nChanged 7 SP:Iteration 17Q (427.390000 sec): 3 clusters Score: Raw -7513333.882085 + Penalty 3632.563028 = -7509701.319058 nChanged 4 SP:Iteration 18Q (427.530000 sec): 3 clusters Score: Raw -7513338.488415 + Penalty 3632.563028 = -7509705.925388 nChanged 3 SP:Iteration 19Q (427.680000 sec): 3 clusters Score: Raw -7513341.768145 + Penalty 3632.563028 = -7509709.205118 nChanged 2 SP:Iteration 20F (427.880000 sec): 3 clusters Score: Raw -7513344.925765 + Penalty 3632.563028 = -7509712.362737 nChanged 4 SP:Iteration 21Q (428.020000 sec): 3 clusters Score: Raw -7513349.413241 + Penalty 3632.563028 = -7509716.850214 nChanged 5 SP:Iteration 22Q (428.160000 sec): 3 clusters Score: Raw -7513358.524000 + Penalty 3632.563028 = -7509725.960973 nChanged 3 SP:Iteration 23Q (428.310000 sec): 3 clusters Score: Raw -7513362.229390 + Penalty 3632.563028 = -7509729.666362 nChanged 1 SP:Iteration 24Q (428.460000 sec): 3 clusters Score: Raw -7513363.031268 + Penalty 3632.563028 = -7509730.468241 nChanged 0 SP:Iteration 25F (428.660000 sec): 3 clusters Score: Raw -7513363.031268 + Penalty 3632.563028 = -7509730.468241 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 8 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.700000 sec): 2 clusters Score: Raw -195098.752382 + Penalty 1231.946597 = -193866.805785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.700000 sec): 3 clusters Score: Raw -194305.334321 + Penalty 2463.893194 = -191841.441128 nChanged 731 SP:Iteration 1F (428.710000 sec): 3 clusters Score: Raw -195038.866136 + Penalty 2463.893194 = -192574.972943 nChanged 189 SP:Iteration 2F (428.720000 sec): 3 clusters Score: Raw -195668.283729 + Penalty 2463.893194 = -193204.390535 nChanged 185 SP:Iteration 3F (428.720000 sec): 3 clusters Score: Raw -195919.063540 + Penalty 2463.893194 = -193455.170347 nChanged 176 SP:Iteration 4F (428.720000 sec): 3 clusters Score: Raw -196158.432604 + Penalty 2463.893194 = -193694.539410 nChanged 176 SP:Iteration 5F (428.730000 sec): 3 clusters Score: Raw -196474.732658 + Penalty 2463.893194 = -194010.839465 nChanged 162 SP:Iteration 6F (428.740000 sec): 3 clusters Score: Raw -196792.207882 + Penalty 2463.893194 = -194328.314689 nChanged 126 SP:Iteration 7F (428.740000 sec): 3 clusters Score: Raw -197127.958794 + Penalty 2463.893194 = -194664.065601 nChanged 65 SP:Iteration 8Q (428.750000 sec): 3 clusters Score: Raw -197388.060781 + Penalty 2463.893194 = -194924.167587 nChanged 38 SP:Iteration 9Q (428.750000 sec): 3 clusters Score: Raw -197695.189980 + Penalty 2463.893194 = -195231.296787 nChanged 30 SP:Iteration 10Q (428.760000 sec): 3 clusters Score: Raw -198034.574891 + Penalty 2463.893194 = -195570.681698 nChanged 8 SP:Iteration 11Q (428.760000 sec): 3 clusters Score: Raw -198069.507101 + Penalty 2463.893194 = -195605.613908 nChanged 0 SP:Iteration 12F (428.760000 sec): 3 clusters Score: Raw -198075.091086 + Penalty 2463.893194 = -195611.197892 nChanged 1 SP:Iteration 13Q (428.770000 sec): 3 clusters Score: Raw -198076.900847 + Penalty 2463.893194 = -195613.007653 nChanged 1 SP:Iteration 14Q (428.770000 sec): 3 clusters Score: Raw -198079.250236 + Penalty 2463.893194 = -195615.357042 nChanged 0 SP:Iteration 15F (428.780000 sec): 3 clusters Score: Raw -198079.250236 + Penalty 2463.893194 = -195615.357042 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 10 (191681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (429.610000 sec): 2 clusters Score: Raw -20212290.873572 + Penalty 1976.583019 = -20210314.290552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.190000 sec): 3 clusters Score: Raw -20085734.367677 + Penalty 3953.166039 = -20081781.201638 nChanged 92621 SP:Iteration 1F (430.750000 sec): 3 clusters Score: Raw -20141375.290807 + Penalty 3953.166039 = -20137422.124769 nChanged 7105 SP:Iteration 2Q (431.320000 sec): 3 clusters Score: Raw -20143802.690628 + Penalty 3953.166039 = -20139849.524590 nChanged 8742 SP:Iteration 3Q (431.890000 sec): 3 clusters Score: Raw -20147627.326420 + Penalty 3953.166039 = -20143674.160381 nChanged 10857 SP:Iteration 4F (432.450000 sec): 3 clusters Score: Raw -20153660.836598 + Penalty 3953.166039 = -20149707.670559 nChanged 13163 SP:Iteration 5F (433.030000 sec): 3 clusters Score: Raw -20162381.980630 + Penalty 3953.166039 = -20158428.814592 nChanged 14583 SP:Iteration 6F (433.590000 sec): 3 clusters Score: Raw -20172970.670254 + Penalty 3953.166039 = -20169017.504215 nChanged 14228 SP:Iteration 7F (434.140000 sec): 3 clusters Score: Raw -20183652.472786 + Penalty 3953.166039 = -20179699.306748 nChanged 11850 SP:Iteration 8F (434.710000 sec): 3 clusters Score: Raw -20192652.677945 + Penalty 3953.166039 = -20188699.511906 nChanged 8499 SP:Iteration 9Q (435.250000 sec): 3 clusters Score: Raw -20199106.522906 + Penalty 3953.166039 = -20195153.356867 nChanged 5749 SP:Iteration 10Q (435.770000 sec): 3 clusters Score: Raw -20203620.157593 + Penalty 3953.166039 = -20199666.991554 nChanged 3841 SP:Iteration 11Q (436.280000 sec): 3 clusters Score: Raw -20206633.684047 + Penalty 3953.166039 = -20202680.518009 nChanged 2608 SP:Iteration 12Q (436.750000 sec): 3 clusters Score: Raw -20208568.089185 + Penalty 3953.166039 = -20204614.923147 nChanged 1803 SP:Iteration 13Q (437.200000 sec): 3 clusters Score: Raw -20209711.393602 + Penalty 3953.166039 = -20205758.227563 nChanged 1359 SP:Iteration 14Q (437.650000 sec): 3 clusters Score: Raw -20210455.314975 + Penalty 3953.166039 = -20206502.148936 nChanged 1040 SP:Iteration 15Q (438.080000 sec): 3 clusters Score: Raw -20210968.925415 + Penalty 3953.166039 = -20207015.759377 nChanged 869 SP:Iteration 16Q (438.500000 sec): 3 clusters Score: Raw -20211358.947152 + Penalty 3953.166039 = -20207405.781113 nChanged 666 SP:Iteration 17Q (438.920000 sec): 3 clusters Score: Raw -20211625.518549 + Penalty 3953.166039 = -20207672.352510 nChanged 553 SP:Iteration 18Q (439.340000 sec): 3 clusters Score: Raw -20211845.550252 + Penalty 3953.166039 = -20207892.384213 nChanged 474 SP:Iteration 19Q (439.750000 sec): 3 clusters Score: Raw -20212005.517262 + Penalty 3953.166039 = -20208052.351224 nChanged 374 SP:Iteration 20F (440.310000 sec): 3 clusters Score: Raw -20212122.614329 + Penalty 3953.166039 = -20208169.448291 nChanged 321 SP:Iteration 21Q (440.720000 sec): 3 clusters Score: Raw -20212221.949223 + Penalty 3953.166039 = -20208268.783184 nChanged 289 SP:Iteration 22Q (441.120000 sec): 3 clusters Score: Raw -20212319.895415 + Penalty 3953.166039 = -20208366.729376 nChanged 258 SP:Iteration 23Q (441.510000 sec): 3 clusters Score: Raw -20212394.196863 + Penalty 3953.166039 = -20208441.030825 nChanged 199 SP:Iteration 24Q (441.900000 sec): 3 clusters Score: Raw -20212445.341610 + Penalty 3953.166039 = -20208492.175571 nChanged 160 SP:Iteration 25Q (442.300000 sec): 3 clusters Score: Raw -20212486.838587 + Penalty 3953.166039 = -20208533.672549 nChanged 142 SP:Iteration 26Q (442.700000 sec): 3 clusters Score: Raw -20212518.889413 + Penalty 3953.166039 = -20208565.723374 nChanged 137 SP:Iteration 27Q (443.090000 sec): 3 clusters Score: Raw -20212545.594034 + Penalty 3953.166039 = -20208592.427996 nChanged 119 SP:Iteration 28Q (443.490000 sec): 3 clusters Score: Raw -20212566.362673 + Penalty 3953.166039 = -20208613.196635 nChanged 91 SP:Iteration 29Q (443.900000 sec): 3 clusters Score: Raw -20212585.945254 + Penalty 3953.166039 = -20208632.779216 nChanged 87 SP:Iteration 30Q (444.290000 sec): 3 clusters Score: Raw -20212605.328185 + Penalty 3953.166039 = -20208652.162146 nChanged 85 SP:Iteration 31Q (444.690000 sec): 3 clusters Score: Raw -20212621.673299 + Penalty 3953.166039 = -20208668.507260 nChanged 76 SP:Iteration 32Q (445.090000 sec): 3 clusters Score: Raw -20212636.419034 + Penalty 3953.166039 = -20208683.252996 nChanged 69 SP:Iteration 33Q (445.490000 sec): 3 clusters Score: Raw -20212648.760145 + Penalty 3953.166039 = -20208695.594107 nChanged 58 SP:Iteration 34Q (445.880000 sec): 3 clusters Score: Raw -20212658.642360 + Penalty 3953.166039 = -20208705.476322 nChanged 49 SP:Iteration 35Q (446.280000 sec): 3 clusters Score: Raw -20212666.993970 + Penalty 3953.166039 = -20208713.827932 nChanged 46 SP:Iteration 36Q (446.670000 sec): 3 clusters Score: Raw -20212672.912562 + Penalty 3953.166039 = -20208719.746524 nChanged 36 SP:Iteration 37Q (447.070000 sec): 3 clusters Score: Raw -20212678.548823 + Penalty 3953.166039 = -20208725.382785 nChanged 38 SP:Iteration 38Q (447.470000 sec): 3 clusters Score: Raw -20212684.400194 + Penalty 3953.166039 = -20208731.234156 nChanged 45 SP:Iteration 39Q (447.860000 sec): 3 clusters Score: Raw -20212692.195598 + Penalty 3953.166039 = -20208739.029559 nChanged 38 SP:Iteration 40F (448.430000 sec): 3 clusters Score: Raw -20212697.125015 + Penalty 3953.166039 = -20208743.958976 nChanged 29 SP:Iteration 41Q (448.830000 sec): 3 clusters Score: Raw -20212701.162422 + Penalty 3953.166039 = -20208747.996384 nChanged 32 SP:Iteration 42Q (449.220000 sec): 3 clusters Score: Raw -20212704.951181 + Penalty 3953.166039 = -20208751.785142 nChanged 16 SP:Iteration 43Q (449.610000 sec): 3 clusters Score: Raw -20212706.201513 + Penalty 3953.166039 = -20208753.035475 nChanged 8 SP:Iteration 44Q (450.010000 sec): 3 clusters Score: Raw -20212706.946802 + Penalty 3953.166039 = -20208753.780764 nChanged 7 SP:Iteration 45Q (450.400000 sec): 3 clusters Score: Raw -20212707.831552 + Penalty 3953.166039 = -20208754.665513 nChanged 9 SP:Iteration 46Q (450.800000 sec): 3 clusters Score: Raw -20212709.020670 + Penalty 3953.166039 = -20208755.854632 nChanged 12 SP:Iteration 47Q (451.190000 sec): 3 clusters Score: Raw -20212710.843648 + Penalty 3953.166039 = -20208757.677609 nChanged 13 SP:Iteration 48Q (451.590000 sec): 3 clusters Score: Raw -20212712.414190 + Penalty 3953.166039 = -20208759.248151 nChanged 17 SP:Iteration 49Q (451.990000 sec): 3 clusters Score: Raw -20212714.699778 + Penalty 3953.166039 = -20208761.533740 nChanged 9 SP:Iteration 50Q (452.380000 sec): 3 clusters Score: Raw -20212715.710125 + Penalty 3953.166039 = -20208762.544087 nChanged 3 SP:Iteration 51Q (452.770000 sec): 3 clusters Score: Raw -20212715.935086 + Penalty 3953.166039 = -20208762.769047 nChanged 2 SP:Iteration 52Q (453.170000 sec): 3 clusters Score: Raw -20212716.025267 + Penalty 3953.166039 = -20208762.859229 nChanged 2 SP:Iteration 53Q (453.560000 sec): 3 clusters Score: Raw -20212716.162361 + Penalty 3953.166039 = -20208762.996323 nChanged 2 SP:Iteration 54Q (453.960000 sec): 3 clusters Score: Raw -20212716.297380 + Penalty 3953.166039 = -20208763.131341 nChanged 1 SP:Iteration 55Q (454.350000 sec): 3 clusters Score: Raw -20212716.334649 + Penalty 3953.166039 = -20208763.168610 nChanged 0 SP:Iteration 56F (454.920000 sec): 3 clusters Score: Raw -20212716.334649 + Penalty 3953.166039 = -20208763.168610 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 13 (4029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.020000 sec): 2 clusters Score: Raw -408447.237866 + Penalty 1348.956941 = -407098.280924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.030000 sec): 3 clusters Score: Raw -406410.305846 + Penalty 2697.913883 = -403712.391963 nChanged 1597 SP:Iteration 1F (455.040000 sec): 3 clusters Score: Raw -407270.708706 + Penalty 2697.913883 = -404572.794823 nChanged 291 SP:Iteration 2F (455.060000 sec): 3 clusters Score: Raw -407448.522206 + Penalty 2697.913883 = -404750.608323 nChanged 229 SP:Iteration 3F (455.070000 sec): 3 clusters Score: Raw -407645.194997 + Penalty 2697.913883 = -404947.281115 nChanged 223 SP:Iteration 4F (455.080000 sec): 3 clusters Score: Raw -407853.694665 + Penalty 2697.913883 = -405155.780783 nChanged 266 SP:Iteration 5F (455.090000 sec): 3 clusters Score: Raw -408123.713318 + Penalty 2697.913883 = -405425.799436 nChanged 287 SP:Iteration 6F (455.100000 sec): 3 clusters Score: Raw -408476.861371 + Penalty 2697.913883 = -405778.947489 nChanged 304 SP:Iteration 7F (455.110000 sec): 3 clusters Score: Raw -408803.753743 + Penalty 2697.913883 = -406105.839860 nChanged 271 SP:Iteration 8F (455.120000 sec): 3 clusters Score: Raw -409040.744795 + Penalty 2697.913883 = -406342.830912 nChanged 206 SP:Iteration 9F (455.140000 sec): 3 clusters Score: Raw -409180.034219 + Penalty 2697.913883 = -406482.120337 nChanged 141 SP:Iteration 10Q (455.150000 sec): 3 clusters Score: Raw -409272.186416 + Penalty 2697.913883 = -406574.272534 nChanged 89 SP:Iteration 11Q (455.160000 sec): 3 clusters Score: Raw -409332.989879 + Penalty 2697.913883 = -406635.075996 nChanged 72 SP:Iteration 12Q (455.170000 sec): 3 clusters Score: Raw -409371.553977 + Penalty 2697.913883 = -406673.640094 nChanged 51 SP:Iteration 13Q (455.180000 sec): 3 clusters Score: Raw -409399.202509 + Penalty 2697.913883 = -406701.288626 nChanged 34 SP:Iteration 14Q (455.190000 sec): 3 clusters Score: Raw -409412.485082 + Penalty 2697.913883 = -406714.571199 nChanged 22 SP:Iteration 15Q (455.200000 sec): 3 clusters Score: Raw -409418.834151 + Penalty 2697.913883 = -406720.920269 nChanged 11 SP:Iteration 16Q (455.220000 sec): 3 clusters Score: Raw -409423.065174 + Penalty 2697.913883 = -406725.151291 nChanged 13 SP:Iteration 17Q (455.220000 sec): 3 clusters Score: Raw -409427.332014 + Penalty 2697.913883 = -406729.418132 nChanged 9 SP:Iteration 18Q (455.240000 sec): 3 clusters Score: Raw -409429.647471 + Penalty 2697.913883 = -406731.733588 nChanged 9 SP:Iteration 19Q (455.250000 sec): 3 clusters Score: Raw -409431.722032 + Penalty 2697.913883 = -406733.808149 nChanged 4 SP:Iteration 20F (455.260000 sec): 3 clusters Score: Raw -409432.890677 + Penalty 2697.913883 = -406734.976794 nChanged 3 SP:Iteration 21Q (455.270000 sec): 3 clusters Score: Raw -409433.880204 + Penalty 2697.913883 = -406735.966322 nChanged 4 SP:Iteration 22Q (455.280000 sec): 3 clusters Score: Raw -409435.449416 + Penalty 2697.913883 = -406737.535533 nChanged 3 SP:Iteration 23Q (455.300000 sec): 3 clusters Score: Raw -409436.495920 + Penalty 2697.913883 = -406738.582037 nChanged 3 SP:Iteration 24Q (455.310000 sec): 3 clusters Score: Raw -409437.484477 + Penalty 2697.913883 = -406739.570594 nChanged 3 SP:Iteration 25Q (455.320000 sec): 3 clusters Score: Raw -409438.152345 + Penalty 2697.913883 = -406740.238463 nChanged 0 SP:Iteration 26F (455.330000 sec): 3 clusters Score: Raw -409438.152345 + Penalty 2697.913883 = -406740.238463 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 14 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.340000 sec): 2 clusters Score: Raw -288923.695737 + Penalty 1294.231797 = -287629.463941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.350000 sec): 3 clusters Score: Raw -287606.604415 + Penalty 2588.463593 = -285018.140822 nChanged 1078 SP:Iteration 1F (455.360000 sec): 3 clusters Score: Raw -288329.607981 + Penalty 2588.463593 = -285741.144388 nChanged 252 SP:Iteration 2F (455.360000 sec): 3 clusters Score: Raw -288524.059049 + Penalty 2588.463593 = -285935.595456 nChanged 180 SP:Iteration 3F (455.370000 sec): 3 clusters Score: Raw -288679.235024 + Penalty 2588.463593 = -286090.771430 nChanged 148 SP:Iteration 4F (455.380000 sec): 3 clusters Score: Raw -288800.106492 + Penalty 2588.463593 = -286211.642899 nChanged 138 SP:Iteration 5Q (455.390000 sec): 3 clusters Score: Raw -288890.034476 + Penalty 2588.463593 = -286301.570882 nChanged 116 SP:Iteration 6Q (455.400000 sec): 3 clusters Score: Raw -288986.762375 + Penalty 2588.463593 = -286398.298782 nChanged 118 SP:Iteration 7Q (455.400000 sec): 3 clusters Score: Raw -289090.603201 + Penalty 2588.463593 = -286502.139608 nChanged 107 SP:Iteration 8Q (455.410000 sec): 3 clusters Score: Raw -289191.122487 + Penalty 2588.463593 = -286602.658894 nChanged 106 SP:Iteration 9Q (455.420000 sec): 3 clusters Score: Raw -289323.849659 + Penalty 2588.463593 = -286735.386066 nChanged 113 SP:Iteration 10Q (455.430000 sec): 3 clusters Score: Raw -289441.092243 + Penalty 2588.463593 = -286852.628650 nChanged 82 SP:Iteration 11Q (455.440000 sec): 3 clusters Score: Raw -289520.009169 + Penalty 2588.463593 = -286931.545576 nChanged 71 SP:Iteration 12Q (455.440000 sec): 3 clusters Score: Raw -289613.423670 + Penalty 2588.463593 = -287024.960077 nChanged 53 SP:Iteration 13Q (455.450000 sec): 3 clusters Score: Raw -289669.638606 + Penalty 2588.463593 = -287081.175013 nChanged 43 SP:Iteration 14Q (455.460000 sec): 3 clusters Score: Raw -289716.393983 + Penalty 2588.463593 = -287127.930390 nChanged 24 SP:Iteration 15Q (455.470000 sec): 3 clusters Score: Raw -289740.761002 + Penalty 2588.463593 = -287152.297408 nChanged 17 SP:Iteration 16Q (455.480000 sec): 3 clusters Score: Raw -289761.795794 + Penalty 2588.463593 = -287173.332201 nChanged 9 SP:Iteration 17Q (455.480000 sec): 3 clusters Score: Raw -289772.135194 + Penalty 2588.463593 = -287183.671601 nChanged 7 SP:Iteration 18Q (455.490000 sec): 3 clusters Score: Raw -289779.568450 + Penalty 2588.463593 = -287191.104857 nChanged 9 SP:Iteration 19Q (455.490000 sec): 3 clusters Score: Raw -289789.422832 + Penalty 2588.463593 = -287200.959239 nChanged 5 SP:Iteration 20F (455.500000 sec): 3 clusters Score: Raw -289794.879129 + Penalty 2588.463593 = -287206.415536 nChanged 5 SP:Iteration 21Q (455.500000 sec): 3 clusters Score: Raw -289801.311709 + Penalty 2588.463593 = -287212.848116 nChanged 4 SP:Iteration 22Q (455.510000 sec): 3 clusters Score: Raw -289803.399220 + Penalty 2588.463593 = -287214.935627 nChanged 2 SP:Iteration 23Q (455.520000 sec): 3 clusters Score: Raw -289803.777393 + Penalty 2588.463593 = -287215.313800 nChanged 0 SP:Iteration 24F (455.520000 sec): 3 clusters Score: Raw -289803.777393 + Penalty 2588.463593 = -287215.313800 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 18 (6699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.550000 sec): 2 clusters Score: Raw -724268.554345 + Penalty 1431.578450 = -722836.975895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.560000 sec): 3 clusters Score: Raw -720611.339447 + Penalty 2863.156901 = -717748.182547 nChanged 2775 SP:Iteration 1F (455.580000 sec): 3 clusters Score: Raw -722143.477394 + Penalty 2863.156901 = -719280.320493 nChanged 488 SP:Iteration 2F (455.600000 sec): 3 clusters Score: Raw -722388.703834 + Penalty 2863.156901 = -719525.546933 nChanged 380 SP:Iteration 3F (455.620000 sec): 3 clusters Score: Raw -722571.343244 + Penalty 2863.156901 = -719708.186343 nChanged 305 SP:Iteration 4Q (455.640000 sec): 3 clusters Score: Raw -722736.477071 + Penalty 2863.156901 = -719873.320171 nChanged 301 SP:Iteration 5Q (455.660000 sec): 3 clusters Score: Raw -722973.277545 + Penalty 2863.156901 = -720110.120644 nChanged 384 SP:Iteration 6F (455.680000 sec): 3 clusters Score: Raw -723329.265370 + Penalty 2863.156901 = -720466.108469 nChanged 405 SP:Iteration 7F (455.700000 sec): 3 clusters Score: Raw -723779.688120 + Penalty 2863.156901 = -720916.531219 nChanged 449 SP:Iteration 8F (455.720000 sec): 3 clusters Score: Raw -724328.207300 + Penalty 2863.156901 = -721465.050399 nChanged 402 SP:Iteration 9F (455.740000 sec): 3 clusters Score: Raw -724752.957323 + Penalty 2863.156901 = -721889.800423 nChanged 313 SP:Iteration 10Q (455.760000 sec): 3 clusters Score: Raw -725035.152056 + Penalty 2863.156901 = -722171.995155 nChanged 221 SP:Iteration 11Q (455.780000 sec): 3 clusters Score: Raw -725245.995674 + Penalty 2863.156901 = -722382.838774 nChanged 159 SP:Iteration 12Q (455.800000 sec): 3 clusters Score: Raw -725402.763425 + Penalty 2863.156901 = -722539.606524 nChanged 111 SP:Iteration 13Q (455.810000 sec): 3 clusters Score: Raw -725510.203730 + Penalty 2863.156901 = -722647.046829 nChanged 98 SP:Iteration 14Q (455.830000 sec): 3 clusters Score: Raw -725576.655504 + Penalty 2863.156901 = -722713.498603 nChanged 63 SP:Iteration 15Q (455.840000 sec): 3 clusters Score: Raw -725602.709629 + Penalty 2863.156901 = -722739.552728 nChanged 38 SP:Iteration 16Q (455.860000 sec): 3 clusters Score: Raw -725613.435042 + Penalty 2863.156901 = -722750.278141 nChanged 28 SP:Iteration 17Q (455.880000 sec): 3 clusters Score: Raw -725620.698232 + Penalty 2863.156901 = -722757.541331 nChanged 17 SP:Iteration 18Q (455.890000 sec): 3 clusters Score: Raw -725624.993158 + Penalty 2863.156901 = -722761.836257 nChanged 18 SP:Iteration 19Q (455.910000 sec): 3 clusters Score: Raw -725629.676768 + Penalty 2863.156901 = -722766.519867 nChanged 13 SP:Iteration 20F (455.930000 sec): 3 clusters Score: Raw -725632.656007 + Penalty 2863.156901 = -722769.499106 nChanged 11 SP:Iteration 21Q (455.940000 sec): 3 clusters Score: Raw -725634.923265 + Penalty 2863.156901 = -722771.766365 nChanged 6 SP:Iteration 22Q (455.960000 sec): 3 clusters Score: Raw -725636.089503 + Penalty 2863.156901 = -722772.932602 nChanged 7 SP:Iteration 23Q (455.980000 sec): 3 clusters Score: Raw -725637.354001 + Penalty 2863.156901 = -722774.197101 nChanged 4 SP:Iteration 24Q (456.000000 sec): 3 clusters Score: Raw -725637.919061 + Penalty 2863.156901 = -722774.762160 nChanged 5 SP:Iteration 25Q (456.010000 sec): 3 clusters Score: Raw -725639.047339 + Penalty 2863.156901 = -722775.890438 nChanged 7 SP:Iteration 26Q (456.030000 sec): 3 clusters Score: Raw -725640.095183 + Penalty 2863.156901 = -722776.938282 nChanged 3 SP:Iteration 27Q (456.040000 sec): 3 clusters Score: Raw -725640.457343 + Penalty 2863.156901 = -722777.300443 nChanged 2 SP:Iteration 28Q (456.060000 sec): 3 clusters Score: Raw -725640.744962 + Penalty 2863.156901 = -722777.588061 nChanged 0 SP:Iteration 29F (456.080000 sec): 3 clusters Score: Raw -725640.744962 + Penalty 2863.156901 = -722777.588061 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.090000 sec): 2 clusters Score: Raw -198535.964252 + Penalty 1233.595520 = -197302.368732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.100000 sec): 3 clusters Score: Raw -197684.551367 + Penalty 2467.191040 = -195217.360327 nChanged 711 SP:Iteration 1F (456.100000 sec): 3 clusters Score: Raw -198228.026145 + Penalty 2467.191040 = -195760.835105 nChanged 192 SP:Iteration 2F (456.110000 sec): 3 clusters Score: Raw -198532.231031 + Penalty 2467.191040 = -196065.039990 nChanged 134 SP:Iteration 3F (456.110000 sec): 3 clusters Score: Raw -198878.042318 + Penalty 2467.191040 = -196410.851278 nChanged 132 SP:Iteration 4F (456.120000 sec): 3 clusters Score: Raw -199058.849665 + Penalty 2467.191040 = -196591.658625 nChanged 117 SP:Iteration 5F (456.120000 sec): 3 clusters Score: Raw -199208.347411 + Penalty 2467.191040 = -196741.156371 nChanged 97 SP:Iteration 6Q (456.130000 sec): 3 clusters Score: Raw -199368.514125 + Penalty 2467.191040 = -196901.323085 nChanged 128 SP:Iteration 7F (456.140000 sec): 3 clusters Score: Raw -199729.468714 + Penalty 2467.191040 = -197262.277673 nChanged 140 SP:Iteration 8F (456.140000 sec): 3 clusters Score: Raw -200580.922284 + Penalty 2467.191040 = -198113.731244 nChanged 131 SP:Iteration 9F (456.150000 sec): 3 clusters Score: Raw -200898.940278 + Penalty 2467.191040 = -198431.749238 nChanged 55 SP:Iteration 10Q (456.150000 sec): 3 clusters Score: Raw -200998.095179 + Penalty 2467.191040 = -198530.904139 nChanged 30 SP:Iteration 11Q (456.160000 sec): 3 clusters Score: Raw -201048.450842 + Penalty 2467.191040 = -198581.259802 nChanged 7 SP:Iteration 12Q (456.160000 sec): 3 clusters Score: Raw -201074.735492 + Penalty 2467.191040 = -198607.544452 nChanged 6 SP:Iteration 13Q (456.160000 sec): 3 clusters Score: Raw -201096.208063 + Penalty 2467.191040 = -198629.017022 nChanged 6 SP:Iteration 14Q (456.170000 sec): 3 clusters Score: Raw -201116.547208 + Penalty 2467.191040 = -198649.356168 nChanged 5 SP:Iteration 15Q (456.170000 sec): 3 clusters Score: Raw -201122.605948 + Penalty 2467.191040 = -198655.414908 nChanged 1 SP:Iteration 16Q (456.180000 sec): 3 clusters Score: Raw -201123.076226 + Penalty 2467.191040 = -198655.885186 nChanged 0 SP:Iteration 17F (456.180000 sec): 3 clusters Score: Raw -201123.076226 + Penalty 2467.191040 = -198655.885186 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Iteration 20F (459.390000 sec): 11 clusters Score: Raw -29752854.599545 + Penalty 20411.770788 = -29732442.828757 nChanged 2096 Iteration 21Q (460.590000 sec): 11 clusters Score: Raw -29753315.355676 + Penalty 20411.770788 = -29732903.584888 nChanged 2051 Iteration 22Q (461.780000 sec): 11 clusters Score: Raw -29753703.551232 + Penalty 20411.770788 = -29733291.780444 nChanged 2089 Iteration 23Q (462.960000 sec): 11 clusters Score: Raw -29754066.954699 + Penalty 20411.770788 = -29733655.183911 nChanged 2109 Iteration 24Q (464.140000 sec): 11 clusters Score: Raw -29754436.280018 + Penalty 20411.770788 = -29734024.509229 nChanged 2226 Iteration 25Q (465.300000 sec): 11 clusters Score: Raw -29754818.314171 + Penalty 20411.770788 = -29734406.543382 nChanged 2266 Iteration 26Q (466.450000 sec): 11 clusters Score: Raw -29755200.154862 + Penalty 20411.770788 = -29734788.384073 nChanged 2276 Iteration 27Q (467.570000 sec): 11 clusters Score: Raw -29755577.713582 + Penalty 20411.770788 = -29735165.942794 nChanged 2263 Iteration 28Q (468.670000 sec): 11 clusters Score: Raw -29755963.750667 + Penalty 20411.770788 = -29735551.979879 nChanged 2335 Iteration 29Q (469.760000 sec): 11 clusters Score: Raw -29756398.589327 + Penalty 20411.770788 = -29735986.818538 nChanged 2484 Iteration 30Q (470.850000 sec): 11 clusters Score: Raw -29756905.580956 + Penalty 20411.770788 = -29736493.810168 nChanged 2568 Iteration 31Q (471.930000 sec): 11 clusters Score: Raw -29757448.304065 + Penalty 20411.770788 = -29737036.533276 nChanged 2614 Iteration 32Q (473.000000 sec): 11 clusters Score: Raw -29758014.149891 + Penalty 20411.770788 = -29737602.379103 nChanged 2614 Iteration 33Q (474.040000 sec): 11 clusters Score: Raw -29758583.172599 + Penalty 20411.770788 = -29738171.401811 nChanged 2598 Iteration 34Q (475.100000 sec): 11 clusters Score: Raw -29759143.374766 + Penalty 20411.770788 = -29738731.603978 nChanged 2635 Iteration 35Q (476.140000 sec): 11 clusters Score: Raw -29759695.433357 + Penalty 20411.770788 = -29739283.662569 nChanged 2499 Iteration 36Q (477.180000 sec): 11 clusters Score: Raw -29760197.846105 + Penalty 20411.770788 = -29739786.075317 nChanged 2387 Iteration 37Q (478.220000 sec): 11 clusters Score: Raw -29760690.552732 + Penalty 20411.770788 = -29740278.781944 nChanged 2267 Iteration 38Q (479.260000 sec): 11 clusters Score: Raw -29761140.468103 + Penalty 20411.770788 = -29740728.697314 nChanged 2198 Iteration 39Q (480.280000 sec): 11 clusters Score: Raw -29761568.912723 + Penalty 20411.770788 = -29741157.141935 nChanged 2158 Iteration 40F (483.560000 sec): 11 clusters Score: Raw -29761987.052002 + Penalty 20411.770788 = -29741575.281214 nChanged 2023 Iteration 41Q (484.620000 sec): 11 clusters Score: Raw -29762352.791747 + Penalty 20411.770788 = -29741941.020959 nChanged 1874 Iteration 42Q (485.670000 sec): 11 clusters Score: Raw -29762680.127250 + Penalty 20411.770788 = -29742268.356462 nChanged 1815 Iteration 43Q (486.690000 sec): 11 clusters Score: Raw -29762988.254647 + Penalty 20411.770788 = -29742576.483859 nChanged 1663 Iteration 44Q (487.710000 sec): 11 clusters Score: Raw -29763251.528440 + Penalty 20411.770788 = -29742839.757652 nChanged 1525 Iteration 45Q (488.720000 sec): 11 clusters Score: Raw -29763493.506702 + Penalty 20411.770788 = -29743081.735914 nChanged 1487 Iteration 46Q (489.720000 sec): 11 clusters Score: Raw -29763714.230375 + Penalty 20411.770788 = -29743302.459587 nChanged 1379 Iteration 47Q (490.720000 sec): 11 clusters Score: Raw -29763911.277416 + Penalty 20411.770788 = -29743499.506627 nChanged 1319 Iteration 48Q (491.720000 sec): 11 clusters Score: Raw -29764094.443274 + Penalty 20411.770788 = -29743682.672486 nChanged 1221 Iteration 49Q (492.710000 sec): 11 clusters Score: Raw -29764263.425479 + Penalty 20411.770788 = -29743851.654691 nChanged 1213 Iteration 50Q (493.690000 sec): 11 clusters Score: Raw -29764433.551183 + Penalty 20411.770788 = -29744021.780394 nChanged 1182 Iteration 51Q (494.680000 sec): 11 clusters Score: Raw -29764589.027938 + Penalty 20411.770788 = -29744177.257150 nChanged 1093 Iteration 52Q (495.650000 sec): 11 clusters Score: Raw -29764729.983920 + Penalty 20411.770788 = -29744318.213132 nChanged 1041 Iteration 53Q (496.630000 sec): 11 clusters Score: Raw -29764851.541677 + Penalty 20411.770788 = -29744439.770889 nChanged 926 Iteration 54Q (497.590000 sec): 11 clusters Score: Raw -29764956.439986 + Penalty 20411.770788 = -29744544.669198 nChanged 856 Iteration 55Q (498.560000 sec): 11 clusters Score: Raw -29765051.179678 + Penalty 20411.770788 = -29744639.408889 nChanged 856 Iteration 56Q (499.520000 sec): 11 clusters Score: Raw -29765139.866399 + Penalty 20411.770788 = -29744728.095611 nChanged 806 Iteration 57Q (500.480000 sec): 11 clusters Score: Raw -29765228.390951 + Penalty 20411.770788 = -29744816.620163 nChanged 786 Iteration 58Q (501.430000 sec): 11 clusters Score: Raw -29765311.521757 + Penalty 20411.770788 = -29744899.750968 nChanged 722 Writing temp clu file Compute initial score before splitting: Score: Raw -29765311.521757 + Penalty 20411.770788 = -29744899.750968 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 1 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.500000 sec): 2 clusters Score: Raw -35979.018023 + Penalty 957.840461 = -35021.177562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.500000 sec): 3 clusters Score: Raw -35997.993547 + Penalty 1915.680921 = -34082.312625 nChanged 78 SP:Iteration 1F (501.500000 sec): 3 clusters Score: Raw -36147.983046 + Penalty 1915.680921 = -34232.302125 nChanged 17 SP:Iteration 2Q (501.500000 sec): 3 clusters Score: Raw -36177.558871 + Penalty 1915.680921 = -34261.877950 nChanged 8 SP:Iteration 3Q (501.500000 sec): 3 clusters Score: Raw -36194.885944 + Penalty 1915.680921 = -34279.205023 nChanged 7 SP:Iteration 4Q (501.500000 sec): 3 clusters Score: Raw -36209.605630 + Penalty 1915.680921 = -34293.924709 nChanged 2 SP:Iteration 5Q (501.500000 sec): 3 clusters Score: Raw -36211.745352 + Penalty 1915.680921 = -34296.064431 nChanged 0 SP:Iteration 6F (501.500000 sec): 3 clusters Score: Raw -36211.745352 + Penalty 1915.680921 = -34296.064431 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 2 (1693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.510000 sec): 2 clusters Score: Raw -172938.582545 + Penalty 1208.066825 = -171730.515720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.510000 sec): 3 clusters Score: Raw -172232.379574 + Penalty 2416.133649 = -169816.245924 nChanged 559 SP:Iteration 1F (501.520000 sec): 3 clusters Score: Raw -172592.474961 + Penalty 2416.133649 = -170176.341312 nChanged 134 SP:Iteration 2F (501.520000 sec): 3 clusters Score: Raw -172709.061332 + Penalty 2416.133649 = -170292.927683 nChanged 88 SP:Iteration 3F (501.530000 sec): 3 clusters Score: Raw -172811.072447 + Penalty 2416.133649 = -170394.938798 nChanged 83 SP:Iteration 4Q (501.530000 sec): 3 clusters Score: Raw -172920.941755 + Penalty 2416.133649 = -170504.808105 nChanged 70 SP:Iteration 5Q (501.540000 sec): 3 clusters Score: Raw -173034.415082 + Penalty 2416.133649 = -170618.281433 nChanged 74 SP:Iteration 6Q (501.540000 sec): 3 clusters Score: Raw -173153.402700 + Penalty 2416.133649 = -170737.269050 nChanged 81 SP:Iteration 7Q (501.540000 sec): 3 clusters Score: Raw -173230.731508 + Penalty 2416.133649 = -170814.597859 nChanged 65 SP:Iteration 8Q (501.550000 sec): 3 clusters Score: Raw -173277.581091 + Penalty 2416.133649 = -170861.447441 nChanged 24 SP:Iteration 9Q (501.550000 sec): 3 clusters Score: Raw -173299.311469 + Penalty 2416.133649 = -170883.177819 nChanged 30 SP:Iteration 10Q (501.560000 sec): 3 clusters Score: Raw -173319.928520 + Penalty 2416.133649 = -170903.794871 nChanged 20 SP:Iteration 11Q (501.560000 sec): 3 clusters Score: Raw -173337.169513 + Penalty 2416.133649 = -170921.035864 nChanged 23 SP:Iteration 12Q (501.570000 sec): 3 clusters Score: Raw -173360.453180 + Penalty 2416.133649 = -170944.319531 nChanged 29 SP:Iteration 13Q (501.570000 sec): 3 clusters Score: Raw -173387.208347 + Penalty 2416.133649 = -170971.074698 nChanged 28 SP:Iteration 14Q (501.570000 sec): 3 clusters Score: Raw -173407.947199 + Penalty 2416.133649 = -170991.813550 nChanged 17 SP:Iteration 15Q (501.580000 sec): 3 clusters Score: Raw -173419.864256 + Penalty 2416.133649 = -171003.730607 nChanged 15 SP:Iteration 16Q (501.580000 sec): 3 clusters Score: Raw -173430.966520 + Penalty 2416.133649 = -171014.832870 nChanged 12 SP:Iteration 17Q (501.590000 sec): 3 clusters Score: Raw -173439.495382 + Penalty 2416.133649 = -171023.361733 nChanged 12 SP:Iteration 18Q (501.590000 sec): 3 clusters Score: Raw -173446.327173 + Penalty 2416.133649 = -171030.193524 nChanged 8 SP:Iteration 19Q (501.600000 sec): 3 clusters Score: Raw -173450.603329 + Penalty 2416.133649 = -171034.469680 nChanged 2 SP:Iteration 20F (501.600000 sec): 3 clusters Score: Raw -173451.046484 + Penalty 2416.133649 = -171034.912834 nChanged 1 SP:Iteration 21Q (501.610000 sec): 3 clusters Score: Raw -173452.666418 + Penalty 2416.133649 = -171036.532769 nChanged 3 SP:Iteration 22Q (501.610000 sec): 3 clusters Score: Raw -173454.038386 + Penalty 2416.133649 = -171037.904737 nChanged 1 SP:Iteration 23Q (501.610000 sec): 3 clusters Score: Raw -173454.449807 + Penalty 2416.133649 = -171038.316157 nChanged 1 SP:Iteration 24Q (501.620000 sec): 3 clusters Score: Raw -173455.003112 + Penalty 2416.133649 = -171038.869463 nChanged 2 SP:Iteration 25Q (501.620000 sec): 3 clusters Score: Raw -173455.250474 + Penalty 2416.133649 = -171039.116825 nChanged 2 SP:Iteration 26Q (501.630000 sec): 3 clusters Score: Raw -173456.255076 + Penalty 2416.133649 = -171040.121427 nChanged 3 SP:Iteration 27Q (501.630000 sec): 3 clusters Score: Raw -173459.909597 + Penalty 2416.133649 = -171043.775947 nChanged 8 SP:Iteration 28Q (501.640000 sec): 3 clusters Score: Raw -173464.199949 + Penalty 2416.133649 = -171048.066299 nChanged 10 SP:Iteration 29Q (501.640000 sec): 3 clusters Score: Raw -173470.881197 + Penalty 2416.133649 = -171054.747548 nChanged 7 SP:Iteration 30Q (501.650000 sec): 3 clusters Score: Raw -173477.275951 + Penalty 2416.133649 = -171061.142301 nChanged 12 SP:Iteration 31Q (501.650000 sec): 3 clusters Score: Raw -173485.544156 + Penalty 2416.133649 = -171069.410507 nChanged 16 SP:Iteration 32Q (501.650000 sec): 3 clusters Score: Raw -173496.424153 + Penalty 2416.133649 = -171080.290504 nChanged 12 SP:Iteration 33Q (501.660000 sec): 3 clusters Score: Raw -173506.196355 + Penalty 2416.133649 = -171090.062705 nChanged 10 SP:Iteration 34Q (501.660000 sec): 3 clusters Score: Raw -173512.826591 + Penalty 2416.133649 = -171096.692942 nChanged 6 SP:Iteration 35Q (501.670000 sec): 3 clusters Score: Raw -173516.774232 + Penalty 2416.133649 = -171100.640583 nChanged 6 SP:Iteration 36Q (501.670000 sec): 3 clusters Score: Raw -173520.548168 + Penalty 2416.133649 = -171104.414519 nChanged 4 SP:Iteration 37Q (501.680000 sec): 3 clusters Score: Raw -173523.672888 + Penalty 2416.133649 = -171107.539239 nChanged 5 SP:Iteration 38Q (501.680000 sec): 3 clusters Score: Raw -173527.850331 + Penalty 2416.133649 = -171111.716681 nChanged 5 SP:Iteration 39Q (501.690000 sec): 3 clusters Score: Raw -173532.542782 + Penalty 2416.133649 = -171116.409133 nChanged 9 SP:Iteration 40F (501.690000 sec): 3 clusters Score: Raw -173539.049327 + Penalty 2416.133649 = -171122.915678 nChanged 7 SP:Iteration 41Q (501.690000 sec): 3 clusters Score: Raw -173542.582738 + Penalty 2416.133649 = -171126.449089 nChanged 7 SP:Iteration 42Q (501.700000 sec): 3 clusters Score: Raw -173545.663828 + Penalty 2416.133649 = -171129.530179 nChanged 3 SP:Iteration 43Q (501.700000 sec): 3 clusters Score: Raw -173547.604990 + Penalty 2416.133649 = -171131.471341 nChanged 3 SP:Iteration 44Q (501.710000 sec): 3 clusters Score: Raw -173548.478932 + Penalty 2416.133649 = -171132.345282 nChanged 0 SP:Iteration 45F (501.710000 sec): 3 clusters Score: Raw -173548.478932 + Penalty 2416.133649 = -171132.345282 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 5 (3168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.720000 sec): 2 clusters Score: Raw -330153.247465 + Penalty 1309.889060 = -328843.358405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.730000 sec): 3 clusters Score: Raw -328628.525947 + Penalty 2619.778120 = -326008.747827 nChanged 1186 SP:Iteration 1F (501.740000 sec): 3 clusters Score: Raw -329240.873739 + Penalty 2619.778120 = -326621.095620 nChanged 228 SP:Iteration 2F (501.750000 sec): 3 clusters Score: Raw -329378.943399 + Penalty 2619.778120 = -326759.165279 nChanged 159 SP:Iteration 3F (501.760000 sec): 3 clusters Score: Raw -329458.927389 + Penalty 2619.778120 = -326839.149270 nChanged 108 SP:Iteration 4Q (501.770000 sec): 3 clusters Score: Raw -329504.967665 + Penalty 2619.778120 = -326885.189546 nChanged 73 SP:Iteration 5Q (501.770000 sec): 3 clusters Score: Raw -329531.748669 + Penalty 2619.778120 = -326911.970550 nChanged 54 SP:Iteration 6Q (501.790000 sec): 3 clusters Score: Raw -329554.447798 + Penalty 2619.778120 = -326934.669678 nChanged 47 SP:Iteration 7Q (501.790000 sec): 3 clusters Score: Raw -329571.735524 + Penalty 2619.778120 = -326951.957404 nChanged 31 SP:Iteration 8Q (501.800000 sec): 3 clusters Score: Raw -329584.688066 + Penalty 2619.778120 = -326964.909947 nChanged 34 SP:Iteration 9Q (501.810000 sec): 3 clusters Score: Raw -329596.974112 + Penalty 2619.778120 = -326977.195993 nChanged 30 SP:Iteration 10Q (501.820000 sec): 3 clusters Score: Raw -329604.647817 + Penalty 2619.778120 = -326984.869697 nChanged 22 SP:Iteration 11Q (501.830000 sec): 3 clusters Score: Raw -329610.557466 + Penalty 2619.778120 = -326990.779346 nChanged 17 SP:Iteration 12Q (501.840000 sec): 3 clusters Score: Raw -329614.996245 + Penalty 2619.778120 = -326995.218125 nChanged 9 SP:Iteration 13Q (501.850000 sec): 3 clusters Score: Raw -329618.032461 + Penalty 2619.778120 = -326998.254341 nChanged 10 SP:Iteration 14Q (501.850000 sec): 3 clusters Score: Raw -329620.606490 + Penalty 2619.778120 = -327000.828371 nChanged 5 SP:Iteration 15Q (501.860000 sec): 3 clusters Score: Raw -329622.088447 + Penalty 2619.778120 = -327002.310328 nChanged 8 SP:Iteration 16Q (501.870000 sec): 3 clusters Score: Raw -329625.357210 + Penalty 2619.778120 = -327005.579090 nChanged 11 SP:Iteration 17Q (501.880000 sec): 3 clusters Score: Raw -329629.545198 + Penalty 2619.778120 = -327009.767078 nChanged 12 SP:Iteration 18Q (501.890000 sec): 3 clusters Score: Raw -329633.535555 + Penalty 2619.778120 = -327013.757436 nChanged 16 SP:Iteration 19Q (501.900000 sec): 3 clusters Score: Raw -329639.383882 + Penalty 2619.778120 = -327019.605762 nChanged 14 SP:Iteration 20F (501.910000 sec): 3 clusters Score: Raw -329645.163008 + Penalty 2619.778120 = -327025.384888 nChanged 17 SP:Iteration 21Q (501.920000 sec): 3 clusters Score: Raw -329650.010280 + Penalty 2619.778120 = -327030.232161 nChanged 19 SP:Iteration 22Q (501.930000 sec): 3 clusters Score: Raw -329654.597687 + Penalty 2619.778120 = -327034.819568 nChanged 8 SP:Iteration 23Q (501.930000 sec): 3 clusters Score: Raw -329656.397364 + Penalty 2619.778120 = -327036.619244 nChanged 5 SP:Iteration 24Q (501.940000 sec): 3 clusters Score: Raw -329657.169688 + Penalty 2619.778120 = -327037.391568 nChanged 4 SP:Iteration 25Q (501.950000 sec): 3 clusters Score: Raw -329657.646312 + Penalty 2619.778120 = -327037.868192 nChanged 3 SP:Iteration 26Q (501.960000 sec): 3 clusters Score: Raw -329658.692614 + Penalty 2619.778120 = -327038.914494 nChanged 7 SP:Iteration 27Q (501.970000 sec): 3 clusters Score: Raw -329660.453494 + Penalty 2619.778120 = -327040.675374 nChanged 6 SP:Iteration 28Q (501.980000 sec): 3 clusters Score: Raw -329662.703422 + Penalty 2619.778120 = -327042.925303 nChanged 7 SP:Iteration 29Q (501.990000 sec): 3 clusters Score: Raw -329664.544881 + Penalty 2619.778120 = -327044.766761 nChanged 3 SP:Iteration 30Q (502.000000 sec): 3 clusters Score: Raw -329665.364628 + Penalty 2619.778120 = -327045.586508 nChanged 4 SP:Iteration 31Q (502.010000 sec): 3 clusters Score: Raw -329666.897031 + Penalty 2619.778120 = -327047.118911 nChanged 6 SP:Iteration 32Q (502.010000 sec): 3 clusters Score: Raw -329671.657672 + Penalty 2619.778120 = -327051.879552 nChanged 15 SP:Iteration 33Q (502.020000 sec): 3 clusters Score: Raw -329675.655121 + Penalty 2619.778120 = -327055.877001 nChanged 12 SP:Iteration 34Q (502.030000 sec): 3 clusters Score: Raw -329680.600433 + Penalty 2619.778120 = -327060.822313 nChanged 12 SP:Iteration 35Q (502.040000 sec): 3 clusters Score: Raw -329684.459907 + Penalty 2619.778120 = -327064.681788 nChanged 13 SP:Iteration 36Q (502.050000 sec): 3 clusters Score: Raw -329687.717946 + Penalty 2619.778120 = -327067.939826 nChanged 8 SP:Iteration 37Q (502.060000 sec): 3 clusters Score: Raw -329690.450155 + Penalty 2619.778120 = -327070.672035 nChanged 7 SP:Iteration 38Q (502.070000 sec): 3 clusters Score: Raw -329691.783439 + Penalty 2619.778120 = -327072.005319 nChanged 6 SP:Iteration 39Q (502.080000 sec): 3 clusters Score: Raw -329693.705709 + Penalty 2619.778120 = -327073.927590 nChanged 9 SP:Iteration 40F (502.090000 sec): 3 clusters Score: Raw -329696.389396 + Penalty 2619.778120 = -327076.611277 nChanged 13 SP:Iteration 41Q (502.090000 sec): 3 clusters Score: Raw -329700.549054 + Penalty 2619.778120 = -327080.770934 nChanged 14 SP:Iteration 42Q (502.110000 sec): 3 clusters Score: Raw -329703.996195 + Penalty 2619.778120 = -327084.218075 nChanged 15 SP:Iteration 43Q (502.110000 sec): 3 clusters Score: Raw -329707.330742 + Penalty 2619.778120 = -327087.552623 nChanged 7 SP:Iteration 44Q (502.130000 sec): 3 clusters Score: Raw -329708.920276 + Penalty 2619.778120 = -327089.142157 nChanged 7 SP:Iteration 45Q (502.140000 sec): 3 clusters Score: Raw -329710.997647 + Penalty 2619.778120 = -327091.219527 nChanged 6 SP:Iteration 46Q (502.150000 sec): 3 clusters Score: Raw -329713.110481 + Penalty 2619.778120 = -327093.332361 nChanged 6 SP:Iteration 47Q (502.150000 sec): 3 clusters Score: Raw -329714.590902 + Penalty 2619.778120 = -327094.812782 nChanged 9 SP:Iteration 48Q (502.170000 sec): 3 clusters Score: Raw -329716.205485 + Penalty 2619.778120 = -327096.427365 nChanged 9 SP:Iteration 49Q (502.170000 sec): 3 clusters Score: Raw -329718.635643 + Penalty 2619.778120 = -327098.857523 nChanged 9 SP:Iteration 50Q (502.180000 sec): 3 clusters Score: Raw -329720.866638 + Penalty 2619.778120 = -327101.088518 nChanged 5 SP:Iteration 51Q (502.190000 sec): 3 clusters Score: Raw -329723.120065 + Penalty 2619.778120 = -327103.341945 nChanged 7 SP:Iteration 52Q (502.200000 sec): 3 clusters Score: Raw -329724.925980 + Penalty 2619.778120 = -327105.147860 nChanged 6 SP:Iteration 53Q (502.210000 sec): 3 clusters Score: Raw -329727.303735 + Penalty 2619.778120 = -327107.525615 nChanged 11 SP:Iteration 54Q (502.220000 sec): 3 clusters Score: Raw -329730.509733 + Penalty 2619.778120 = -327110.731614 nChanged 12 SP:Iteration 55Q (502.230000 sec): 3 clusters Score: Raw -329734.052466 + Penalty 2619.778120 = -327114.274347 nChanged 13 SP:Iteration 56Q (502.230000 sec): 3 clusters Score: Raw -329737.160739 + Penalty 2619.778120 = -327117.382619 nChanged 10 SP:Iteration 57Q (502.250000 sec): 3 clusters Score: Raw -329740.006882 + Penalty 2619.778120 = -327120.228763 nChanged 7 SP:Iteration 58Q (502.250000 sec): 3 clusters Score: Raw -329741.812052 + Penalty 2619.778120 = -327122.033932 nChanged 4 SP:Iteration 59Q (502.260000 sec): 3 clusters Score: Raw -329743.247763 + Penalty 2619.778120 = -327123.469643 nChanged 5 SP:Iteration 60F (502.270000 sec): 3 clusters Score: Raw -329744.472398 + Penalty 2619.778120 = -327124.694278 nChanged 5 SP:Iteration 61Q (502.280000 sec): 3 clusters Score: Raw -329745.341663 + Penalty 2619.778120 = -327125.563543 nChanged 5 SP:Iteration 62Q (502.290000 sec): 3 clusters Score: Raw -329747.349222 + Penalty 2619.778120 = -327127.571102 nChanged 10 SP:Iteration 63Q (502.300000 sec): 3 clusters Score: Raw -329749.780349 + Penalty 2619.778120 = -327130.002229 nChanged 7 SP:Iteration 64Q (502.310000 sec): 3 clusters Score: Raw -329752.197802 + Penalty 2619.778120 = -327132.419682 nChanged 6 SP:Iteration 65Q (502.320000 sec): 3 clusters Score: Raw -329754.251478 + Penalty 2619.778120 = -327134.473358 nChanged 7 SP:Iteration 66Q (502.330000 sec): 3 clusters Score: Raw -329756.379876 + Penalty 2619.778120 = -327136.601756 nChanged 8 SP:Iteration 67Q (502.330000 sec): 3 clusters Score: Raw -329758.037299 + Penalty 2619.778120 = -327138.259180 nChanged 5 SP:Iteration 68Q (502.350000 sec): 3 clusters Score: Raw -329759.521618 + Penalty 2619.778120 = -327139.743498 nChanged 7 SP:Iteration 69Q (502.350000 sec): 3 clusters Score: Raw -329762.183911 + Penalty 2619.778120 = -327142.405792 nChanged 6 SP:Iteration 70Q (502.360000 sec): 3 clusters Score: Raw -329764.872542 + Penalty 2619.778120 = -327145.094423 nChanged 9 SP:Iteration 71Q (502.370000 sec): 3 clusters Score: Raw -329769.135326 + Penalty 2619.778120 = -327149.357206 nChanged 11 SP:Iteration 72Q (502.380000 sec): 3 clusters Score: Raw -329773.851877 + Penalty 2619.778120 = -327154.073757 nChanged 13 SP:Iteration 73Q (502.390000 sec): 3 clusters Score: Raw -329778.082090 + Penalty 2619.778120 = -327158.303970 nChanged 9 SP:Iteration 74Q (502.400000 sec): 3 clusters Score: Raw -329780.637451 + Penalty 2619.778120 = -327160.859331 nChanged 6 SP:Iteration 75Q (502.410000 sec): 3 clusters Score: Raw -329781.540245 + Penalty 2619.778120 = -327161.762125 nChanged 3 SP:Iteration 76Q (502.420000 sec): 3 clusters Score: Raw -329782.423862 + Penalty 2619.778120 = -327162.645742 nChanged 5 SP:Iteration 77Q (502.430000 sec): 3 clusters Score: Raw -329783.886891 + Penalty 2619.778120 = -327164.108772 nChanged 2 SP:Iteration 78Q (502.430000 sec): 3 clusters Score: Raw -329784.463807 + Penalty 2619.778120 = -327164.685687 nChanged 3 SP:Iteration 79Q (502.440000 sec): 3 clusters Score: Raw -329785.825312 + Penalty 2619.778120 = -327166.047192 nChanged 6 SP:Iteration 80F (502.450000 sec): 3 clusters Score: Raw -329788.128338 + Penalty 2619.778120 = -327168.350218 nChanged 6 SP:Iteration 81Q (502.460000 sec): 3 clusters Score: Raw -329789.671190 + Penalty 2619.778120 = -327169.893070 nChanged 5 SP:Iteration 82Q (502.470000 sec): 3 clusters Score: Raw -329791.026792 + Penalty 2619.778120 = -327171.248672 nChanged 4 SP:Iteration 83Q (502.480000 sec): 3 clusters Score: Raw -329792.347099 + Penalty 2619.778120 = -327172.568979 nChanged 3 SP:Iteration 84Q (502.490000 sec): 3 clusters Score: Raw -329793.441747 + Penalty 2619.778120 = -327173.663627 nChanged 4 SP:Iteration 85Q (502.500000 sec): 3 clusters Score: Raw -329794.683926 + Penalty 2619.778120 = -327174.905806 nChanged 5 SP:Iteration 86Q (502.510000 sec): 3 clusters Score: Raw -329796.783548 + Penalty 2619.778120 = -327177.005429 nChanged 6 SP:Iteration 87Q (502.510000 sec): 3 clusters Score: Raw -329798.558863 + Penalty 2619.778120 = -327178.780743 nChanged 6 SP:Iteration 88Q (502.520000 sec): 3 clusters Score: Raw -329800.986192 + Penalty 2619.778120 = -327181.208072 nChanged 9 SP:Iteration 89Q (502.530000 sec): 3 clusters Score: Raw -329804.300065 + Penalty 2619.778120 = -327184.521945 nChanged 12 SP:Iteration 90Q (502.540000 sec): 3 clusters Score: Raw -329807.616233 + Penalty 2619.778120 = -327187.838113 nChanged 9 SP:Iteration 91Q (502.550000 sec): 3 clusters Score: Raw -329810.874821 + Penalty 2619.778120 = -327191.096702 nChanged 9 SP:Iteration 92Q (502.560000 sec): 3 clusters Score: Raw -329814.600490 + Penalty 2619.778120 = -327194.822370 nChanged 16 SP:Iteration 93Q (502.570000 sec): 3 clusters Score: Raw -329820.025663 + Penalty 2619.778120 = -327200.247544 nChanged 12 SP:Iteration 94Q (502.580000 sec): 3 clusters Score: Raw -329824.191365 + Penalty 2619.778120 = -327204.413245 nChanged 8 SP:Iteration 95Q (502.590000 sec): 3 clusters Score: Raw -329826.568357 + Penalty 2619.778120 = -327206.790237 nChanged 7 SP:Iteration 96Q (502.590000 sec): 3 clusters Score: Raw -329827.943909 + Penalty 2619.778120 = -327208.165789 nChanged 5 SP:Iteration 97Q (502.610000 sec): 3 clusters Score: Raw -329828.973606 + Penalty 2619.778120 = -327209.195486 nChanged 3 SP:Iteration 98Q (502.610000 sec): 3 clusters Score: Raw -329829.472268 + Penalty 2619.778120 = -327209.694148 nChanged 1 SP:Iteration 99Q (502.620000 sec): 3 clusters Score: Raw -329829.567820 + Penalty 2619.778120 = -327209.789700 nChanged 0 SP:Iteration 100F (502.630000 sec): 3 clusters Score: Raw -329829.567820 + Penalty 2619.778120 = -327209.789700 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 7 (21669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.690000 sec): 2 clusters Score: Raw -2270735.189636 + Penalty 1622.341166 = -2269112.848470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.760000 sec): 3 clusters Score: Raw -2257528.841252 + Penalty 3244.682333 = -2254284.158920 nChanged 9883 SP:Iteration 1F (502.820000 sec): 3 clusters Score: Raw -2262933.483081 + Penalty 3244.682333 = -2259688.800748 nChanged 1008 SP:Iteration 2Q (502.890000 sec): 3 clusters Score: Raw -2263241.012761 + Penalty 3244.682333 = -2259996.330429 nChanged 879 SP:Iteration 3Q (502.950000 sec): 3 clusters Score: Raw -2263510.930097 + Penalty 3244.682333 = -2260266.247764 nChanged 884 SP:Iteration 4Q (503.010000 sec): 3 clusters Score: Raw -2263821.787526 + Penalty 3244.682333 = -2260577.105194 nChanged 920 SP:Iteration 5Q (503.070000 sec): 3 clusters Score: Raw -2264210.378214 + Penalty 3244.682333 = -2260965.695881 nChanged 1042 SP:Iteration 6Q (503.130000 sec): 3 clusters Score: Raw -2264757.787054 + Penalty 3244.682333 = -2261513.104721 nChanged 1217 SP:Iteration 7F (503.200000 sec): 3 clusters Score: Raw -2265497.273523 + Penalty 3244.682333 = -2262252.591191 nChanged 1325 SP:Iteration 8F (503.260000 sec): 3 clusters Score: Raw -2266428.118651 + Penalty 3244.682333 = -2263183.436318 nChanged 1387 SP:Iteration 9F (503.320000 sec): 3 clusters Score: Raw -2267577.766172 + Penalty 3244.682333 = -2264333.083839 nChanged 1302 SP:Iteration 10F (503.390000 sec): 3 clusters Score: Raw -2268719.704013 + Penalty 3244.682333 = -2265475.021680 nChanged 912 SP:Iteration 11Q (503.450000 sec): 3 clusters Score: Raw -2269557.965435 + Penalty 3244.682333 = -2266313.283103 nChanged 648 SP:Iteration 12Q (503.510000 sec): 3 clusters Score: Raw -2270185.563048 + Penalty 3244.682333 = -2266940.880715 nChanged 363 SP:Iteration 13Q (503.560000 sec): 3 clusters Score: Raw -2270540.195065 + Penalty 3244.682333 = -2267295.512732 nChanged 195 SP:Iteration 14Q (503.610000 sec): 3 clusters Score: Raw -2270731.015204 + Penalty 3244.682333 = -2267486.332871 nChanged 124 SP:Iteration 15Q (503.660000 sec): 3 clusters Score: Raw -2270835.343415 + Penalty 3244.682333 = -2267590.661082 nChanged 85 SP:Iteration 16Q (503.710000 sec): 3 clusters Score: Raw -2270901.011087 + Penalty 3244.682333 = -2267656.328754 nChanged 63 SP:Iteration 17Q (503.760000 sec): 3 clusters Score: Raw -2270943.140133 + Penalty 3244.682333 = -2267698.457800 nChanged 38 SP:Iteration 18Q (503.800000 sec): 3 clusters Score: Raw -2270966.119133 + Penalty 3244.682333 = -2267721.436801 nChanged 32 SP:Iteration 19Q (503.850000 sec): 3 clusters Score: Raw -2270989.617440 + Penalty 3244.682333 = -2267744.935107 nChanged 22 SP:Iteration 20F (503.910000 sec): 3 clusters Score: Raw -2271004.198886 + Penalty 3244.682333 = -2267759.516554 nChanged 18 SP:Iteration 21Q (503.950000 sec): 3 clusters Score: Raw -2271014.367465 + Penalty 3244.682333 = -2267769.685132 nChanged 17 SP:Iteration 22Q (503.990000 sec): 3 clusters Score: Raw -2271022.773296 + Penalty 3244.682333 = -2267778.090963 nChanged 12 SP:Iteration 23Q (504.040000 sec): 3 clusters Score: Raw -2271027.655435 + Penalty 3244.682333 = -2267782.973103 nChanged 13 SP:Iteration 24Q (504.080000 sec): 3 clusters Score: Raw -2271032.819408 + Penalty 3244.682333 = -2267788.137075 nChanged 10 SP:Iteration 25Q (504.120000 sec): 3 clusters Score: Raw -2271037.559029 + Penalty 3244.682333 = -2267792.876697 nChanged 6 SP:Iteration 26Q (504.170000 sec): 3 clusters Score: Raw -2271040.956130 + Penalty 3244.682333 = -2267796.273797 nChanged 2 SP:Iteration 27Q (504.210000 sec): 3 clusters Score: Raw -2271041.958005 + Penalty 3244.682333 = -2267797.275672 nChanged 2 SP:Iteration 28Q (504.250000 sec): 3 clusters Score: Raw -2271042.543224 + Penalty 3244.682333 = -2267797.860892 nChanged 1 SP:Iteration 29Q (504.300000 sec): 3 clusters Score: Raw -2271043.212191 + Penalty 3244.682333 = -2267798.529858 nChanged 3 SP:Iteration 30Q (504.340000 sec): 3 clusters Score: Raw -2271045.043129 + Penalty 3244.682333 = -2267800.360796 nChanged 2 SP:Iteration 31Q (504.380000 sec): 3 clusters Score: Raw -2271046.262443 + Penalty 3244.682333 = -2267801.580110 nChanged 0 SP:Iteration 32F (504.440000 sec): 3 clusters Score: Raw -2271046.262443 + Penalty 3244.682333 = -2267801.580110 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 8 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.460000 sec): 2 clusters Score: Raw -168733.773813 + Penalty 1204.672192 = -167529.101621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.460000 sec): 3 clusters Score: Raw -168063.628103 + Penalty 2409.344384 = -165654.283719 nChanged 573 SP:Iteration 1F (504.470000 sec): 3 clusters Score: Raw -168478.634875 + Penalty 2409.344384 = -166069.290491 nChanged 125 SP:Iteration 2F (504.470000 sec): 3 clusters Score: Raw -168574.272379 + Penalty 2409.344384 = -166164.927995 nChanged 67 SP:Iteration 3Q (504.470000 sec): 3 clusters Score: Raw -168625.866187 + Penalty 2409.344384 = -166216.521803 nChanged 41 SP:Iteration 4Q (504.480000 sec): 3 clusters Score: Raw -168653.282916 + Penalty 2409.344384 = -166243.938532 nChanged 37 SP:Iteration 5Q (504.490000 sec): 3 clusters Score: Raw -168676.677850 + Penalty 2409.344384 = -166267.333466 nChanged 30 SP:Iteration 6Q (504.490000 sec): 3 clusters Score: Raw -168699.049182 + Penalty 2409.344384 = -166289.704798 nChanged 39 SP:Iteration 7Q (504.490000 sec): 3 clusters Score: Raw -168731.213542 + Penalty 2409.344384 = -166321.869158 nChanged 37 SP:Iteration 8Q (504.500000 sec): 3 clusters Score: Raw -168756.616317 + Penalty 2409.344384 = -166347.271933 nChanged 37 SP:Iteration 9Q (504.500000 sec): 3 clusters Score: Raw -168783.301435 + Penalty 2409.344384 = -166373.957051 nChanged 34 SP:Iteration 10Q (504.510000 sec): 3 clusters Score: Raw -168810.276796 + Penalty 2409.344384 = -166400.932412 nChanged 29 SP:Iteration 11Q (504.510000 sec): 3 clusters Score: Raw -168831.804320 + Penalty 2409.344384 = -166422.459936 nChanged 25 SP:Iteration 12Q (504.510000 sec): 3 clusters Score: Raw -168849.931840 + Penalty 2409.344384 = -166440.587455 nChanged 29 SP:Iteration 13Q (504.520000 sec): 3 clusters Score: Raw -168870.664338 + Penalty 2409.344384 = -166461.319954 nChanged 26 SP:Iteration 14Q (504.530000 sec): 3 clusters Score: Raw -168888.126131 + Penalty 2409.344384 = -166478.781747 nChanged 25 SP:Iteration 15Q (504.530000 sec): 3 clusters Score: Raw -168905.181447 + Penalty 2409.344384 = -166495.837063 nChanged 18 SP:Iteration 16Q (504.530000 sec): 3 clusters Score: Raw -168922.335248 + Penalty 2409.344384 = -166512.990864 nChanged 24 SP:Iteration 17Q (504.540000 sec): 3 clusters Score: Raw -168950.242170 + Penalty 2409.344384 = -166540.897786 nChanged 30 SP:Iteration 18Q (504.540000 sec): 3 clusters Score: Raw -168975.442629 + Penalty 2409.344384 = -166566.098244 nChanged 23 SP:Iteration 19Q (504.550000 sec): 3 clusters Score: Raw -168993.811096 + Penalty 2409.344384 = -166584.466712 nChanged 17 SP:Iteration 20F (504.550000 sec): 3 clusters Score: Raw -169009.633627 + Penalty 2409.344384 = -166600.289243 nChanged 10 SP:Iteration 21Q (504.560000 sec): 3 clusters Score: Raw -169017.263802 + Penalty 2409.344384 = -166607.919418 nChanged 10 SP:Iteration 22Q (504.560000 sec): 3 clusters Score: Raw -169023.649036 + Penalty 2409.344384 = -166614.304652 nChanged 10 SP:Iteration 23Q (504.570000 sec): 3 clusters Score: Raw -169029.851509 + Penalty 2409.344384 = -166620.507125 nChanged 7 SP:Iteration 24Q (504.570000 sec): 3 clusters Score: Raw -169033.949452 + Penalty 2409.344384 = -166624.605068 nChanged 2 SP:Iteration 25Q (504.570000 sec): 3 clusters Score: Raw -169035.840201 + Penalty 2409.344384 = -166626.495816 nChanged 3 SP:Iteration 26Q (504.580000 sec): 3 clusters Score: Raw -169037.208196 + Penalty 2409.344384 = -166627.863812 nChanged 1 SP:Iteration 27Q (504.590000 sec): 3 clusters Score: Raw -169037.680620 + Penalty 2409.344384 = -166628.336236 nChanged 1 SP:Iteration 28Q (504.590000 sec): 3 clusters Score: Raw -169038.160376 + Penalty 2409.344384 = -166628.815992 nChanged 0 SP:Iteration 29F (504.590000 sec): 3 clusters Score: Raw -169038.160376 + Penalty 2409.344384 = -166628.815992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 10 (239624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.710000 sec): 2 clusters Score: Raw -25191734.252783 + Penalty 2012.859275 = -25189721.393508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.410000 sec): 3 clusters Score: Raw -25032181.034698 + Penalty 4025.718550 = -25028155.316148 nChanged 116468 SP:Iteration 1F (507.110000 sec): 3 clusters Score: Raw -25102060.246199 + Penalty 4025.718550 = -25098034.527649 nChanged 7815 SP:Iteration 2Q (507.820000 sec): 3 clusters Score: Raw -25104305.603441 + Penalty 4025.718550 = -25100279.884891 nChanged 9630 SP:Iteration 3Q (508.540000 sec): 3 clusters Score: Raw -25107998.323987 + Penalty 4025.718550 = -25103972.605437 nChanged 12342 SP:Iteration 4F (509.230000 sec): 3 clusters Score: Raw -25113915.075089 + Penalty 4025.718550 = -25109889.356539 nChanged 14814 SP:Iteration 5F (509.930000 sec): 3 clusters Score: Raw -25121982.959603 + Penalty 4025.718550 = -25117957.241053 nChanged 16006 SP:Iteration 6F (510.620000 sec): 3 clusters Score: Raw -25131378.033590 + Penalty 4025.718550 = -25127352.315040 nChanged 15559 SP:Iteration 7F (511.320000 sec): 3 clusters Score: Raw -25140693.675991 + Penalty 4025.718550 = -25136667.957441 nChanged 14269 SP:Iteration 8F (512.010000 sec): 3 clusters Score: Raw -25149636.525888 + Penalty 4025.718550 = -25145610.807338 nChanged 13011 SP:Iteration 9F (512.700000 sec): 3 clusters Score: Raw -25158572.046522 + Penalty 4025.718550 = -25154546.327972 nChanged 12229 SP:Iteration 10F (513.410000 sec): 3 clusters Score: Raw -25167773.598741 + Penalty 4025.718550 = -25163747.880192 nChanged 10763 SP:Iteration 11Q (514.080000 sec): 3 clusters Score: Raw -25176486.841932 + Penalty 4025.718550 = -25172461.123382 nChanged 8218 SP:Iteration 12Q (514.750000 sec): 3 clusters Score: Raw -25183332.189532 + Penalty 4025.718550 = -25179306.470982 nChanged 5341 SP:Iteration 13Q (515.360000 sec): 3 clusters Score: Raw -25187598.722357 + Penalty 4025.718550 = -25183573.003807 nChanged 3033 SP:Iteration 14Q (515.920000 sec): 3 clusters Score: Raw -25189899.070595 + Penalty 4025.718550 = -25185873.352045 nChanged 1582 SP:Iteration 15Q (516.460000 sec): 3 clusters Score: Raw -25191081.950340 + Penalty 4025.718550 = -25187056.231790 nChanged 750 SP:Iteration 16Q (516.960000 sec): 3 clusters Score: Raw -25191697.753162 + Penalty 4025.718550 = -25187672.034612 nChanged 354 SP:Iteration 17Q (517.450000 sec): 3 clusters Score: Raw -25192068.217465 + Penalty 4025.718550 = -25188042.498915 nChanged 225 SP:Iteration 18Q (517.940000 sec): 3 clusters Score: Raw -25192309.825917 + Penalty 4025.718550 = -25188284.107367 nChanged 160 SP:Iteration 19Q (518.410000 sec): 3 clusters Score: Raw -25192414.378369 + Penalty 4025.718550 = -25188388.659820 nChanged 103 SP:Iteration 20F (519.100000 sec): 3 clusters Score: Raw -25192462.619269 + Penalty 4025.718550 = -25188436.900719 nChanged 65 SP:Iteration 21Q (519.580000 sec): 3 clusters Score: Raw -25192489.526124 + Penalty 4025.718550 = -25188463.807574 nChanged 46 SP:Iteration 22Q (520.050000 sec): 3 clusters Score: Raw -25192506.686916 + Penalty 4025.718550 = -25188480.968366 nChanged 34 SP:Iteration 23Q (520.520000 sec): 3 clusters Score: Raw -25192516.549995 + Penalty 4025.718550 = -25188490.831445 nChanged 24 SP:Iteration 24Q (521.000000 sec): 3 clusters Score: Raw -25192521.538211 + Penalty 4025.718550 = -25188495.819661 nChanged 17 SP:Iteration 25Q (521.460000 sec): 3 clusters Score: Raw -25192526.344336 + Penalty 4025.718550 = -25188500.625786 nChanged 22 SP:Iteration 26Q (521.940000 sec): 3 clusters Score: Raw -25192532.442986 + Penalty 4025.718550 = -25188506.724436 nChanged 18 SP:Iteration 27Q (522.420000 sec): 3 clusters Score: Raw -25192537.076656 + Penalty 4025.718550 = -25188511.358107 nChanged 15 SP:Iteration 28Q (522.880000 sec): 3 clusters Score: Raw -25192541.344078 + Penalty 4025.718550 = -25188515.625528 nChanged 12 SP:Iteration 29Q (523.350000 sec): 3 clusters Score: Raw -25192545.336739 + Penalty 4025.718550 = -25188519.618189 nChanged 15 SP:Iteration 30Q (523.820000 sec): 3 clusters Score: Raw -25192562.030764 + Penalty 4025.718550 = -25188536.312214 nChanged 21 SP:Iteration 31Q (524.300000 sec): 3 clusters Score: Raw -25192568.982960 + Penalty 4025.718550 = -25188543.264410 nChanged 17 SP:Iteration 32Q (524.760000 sec): 3 clusters Score: Raw -25192572.795980 + Penalty 4025.718550 = -25188547.077430 nChanged 14 SP:Iteration 33Q (525.230000 sec): 3 clusters Score: Raw -25192576.721253 + Penalty 4025.718550 = -25188551.002703 nChanged 19 SP:Iteration 34Q (525.700000 sec): 3 clusters Score: Raw -25192581.875238 + Penalty 4025.718550 = -25188556.156688 nChanged 19 SP:Iteration 35Q (526.170000 sec): 3 clusters Score: Raw -25192586.746800 + Penalty 4025.718550 = -25188561.028250 nChanged 9 SP:Iteration 36Q (526.640000 sec): 3 clusters Score: Raw -25192588.409154 + Penalty 4025.718550 = -25188562.690605 nChanged 5 SP:Iteration 37Q (527.110000 sec): 3 clusters Score: Raw -25192590.252371 + Penalty 4025.718550 = -25188564.533821 nChanged 5 SP:Iteration 38Q (527.580000 sec): 3 clusters Score: Raw -25192591.337639 + Penalty 4025.718550 = -25188565.619089 nChanged 4 SP:Iteration 39Q (528.050000 sec): 3 clusters Score: Raw -25192591.923004 + Penalty 4025.718550 = -25188566.204454 nChanged 2 SP:Iteration 40F (528.740000 sec): 3 clusters Score: Raw -25192592.443783 + Penalty 4025.718550 = -25188566.725233 nChanged 2 SP:Iteration 41Q (529.210000 sec): 3 clusters Score: Raw -25192592.845424 + Penalty 4025.718550 = -25188567.126874 nChanged 1 SP:Iteration 42Q (529.680000 sec): 3 clusters Score: Raw -25192593.082327 + Penalty 4025.718550 = -25188567.363777 nChanged 1 SP:Iteration 43Q (530.160000 sec): 3 clusters Score: Raw -25192593.206795 + Penalty 4025.718550 = -25188567.488245 nChanged 0 SP:Iteration 44F (530.840000 sec): 3 clusters Score: Raw -25192593.206795 + Penalty 4025.718550 = -25188567.488245 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 13 (10594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (530.970000 sec): 2 clusters Score: Raw -1104328.068035 + Penalty 1506.057001 = -1102822.011034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (531.000000 sec): 3 clusters Score: Raw -1098284.551081 + Penalty 3012.114002 = -1095272.437079 nChanged 4633 SP:Iteration 1F (531.030000 sec): 3 clusters Score: Raw -1100767.640394 + Penalty 3012.114002 = -1097755.526392 nChanged 771 SP:Iteration 2F (531.060000 sec): 3 clusters Score: Raw -1101317.757189 + Penalty 3012.114002 = -1098305.643188 nChanged 818 SP:Iteration 3F (531.090000 sec): 3 clusters Score: Raw -1101965.162452 + Penalty 3012.114002 = -1098953.048451 nChanged 890 SP:Iteration 4F (531.120000 sec): 3 clusters Score: Raw -1102743.658665 + Penalty 3012.114002 = -1099731.544664 nChanged 900 SP:Iteration 5F (531.150000 sec): 3 clusters Score: Raw -1103542.636931 + Penalty 3012.114002 = -1100530.522929 nChanged 724 SP:Iteration 6F (531.180000 sec): 3 clusters Score: Raw -1104173.702242 + Penalty 3012.114002 = -1101161.588240 nChanged 476 SP:Iteration 7Q (531.210000 sec): 3 clusters Score: Raw -1104548.648049 + Penalty 3012.114002 = -1101536.534048 nChanged 325 SP:Iteration 8Q (531.240000 sec): 3 clusters Score: Raw -1104790.213257 + Penalty 3012.114002 = -1101778.099255 nChanged 220 SP:Iteration 9Q (531.270000 sec): 3 clusters Score: Raw -1104947.592811 + Penalty 3012.114002 = -1101935.478809 nChanged 156 SP:Iteration 10Q (531.300000 sec): 3 clusters Score: Raw -1105055.571335 + Penalty 3012.114002 = -1102043.457333 nChanged 113 SP:Iteration 11Q (531.330000 sec): 3 clusters Score: Raw -1105129.949300 + Penalty 3012.114002 = -1102117.835298 nChanged 82 SP:Iteration 12Q (531.360000 sec): 3 clusters Score: Raw -1105175.475977 + Penalty 3012.114002 = -1102163.361976 nChanged 53 SP:Iteration 13Q (531.390000 sec): 3 clusters Score: Raw -1105200.706681 + Penalty 3012.114002 = -1102188.592680 nChanged 34 SP:Iteration 14Q (531.420000 sec): 3 clusters Score: Raw -1105217.662041 + Penalty 3012.114002 = -1102205.548040 nChanged 34 SP:Iteration 15Q (531.450000 sec): 3 clusters Score: Raw -1105231.152305 + Penalty 3012.114002 = -1102219.038303 nChanged 17 SP:Iteration 16Q (531.480000 sec): 3 clusters Score: Raw -1105238.633543 + Penalty 3012.114002 = -1102226.519542 nChanged 19 SP:Iteration 17Q (531.510000 sec): 3 clusters Score: Raw -1105245.734584 + Penalty 3012.114002 = -1102233.620582 nChanged 10 SP:Iteration 18Q (531.540000 sec): 3 clusters Score: Raw -1105250.083974 + Penalty 3012.114002 = -1102237.969972 nChanged 8 SP:Iteration 19Q (531.560000 sec): 3 clusters Score: Raw -1105253.267443 + Penalty 3012.114002 = -1102241.153442 nChanged 5 SP:Iteration 20F (531.600000 sec): 3 clusters Score: Raw -1105255.397334 + Penalty 3012.114002 = -1102243.283332 nChanged 6 SP:Iteration 21Q (531.620000 sec): 3 clusters Score: Raw -1105257.823025 + Penalty 3012.114002 = -1102245.709023 nChanged 5 SP:Iteration 22Q (531.650000 sec): 3 clusters Score: Raw -1105259.288255 + Penalty 3012.114002 = -1102247.174253 nChanged 4 SP:Iteration 23Q (531.680000 sec): 3 clusters Score: Raw -1105260.394766 + Penalty 3012.114002 = -1102248.280765 nChanged 2 SP:Iteration 24Q (531.700000 sec): 3 clusters Score: Raw -1105261.321394 + Penalty 3012.114002 = -1102249.207392 nChanged 0 SP:Iteration 25F (531.730000 sec): 3 clusters Score: Raw -1105261.321394 + Penalty 3012.114002 = -1102249.207392 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 14 (1313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (531.740000 sec): 2 clusters Score: Raw -130826.969220 + Penalty 1166.761355 = -129660.207866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (531.740000 sec): 3 clusters Score: Raw -130437.448731 + Penalty 2333.522709 = -128103.926022 nChanged 454 SP:Iteration 1F (531.750000 sec): 3 clusters Score: Raw -130873.267869 + Penalty 2333.522709 = -128539.745160 nChanged 124 SP:Iteration 2F (531.750000 sec): 3 clusters Score: Raw -131028.481352 + Penalty 2333.522709 = -128694.958643 nChanged 82 SP:Iteration 3F (531.760000 sec): 3 clusters Score: Raw -131129.720537 + Penalty 2333.522709 = -128796.197828 nChanged 57 SP:Iteration 4Q (531.760000 sec): 3 clusters Score: Raw -131192.771442 + Penalty 2333.522709 = -128859.248733 nChanged 51 SP:Iteration 5Q (531.760000 sec): 3 clusters Score: Raw -131250.729449 + Penalty 2333.522709 = -128917.206740 nChanged 34 SP:Iteration 6Q (531.770000 sec): 3 clusters Score: Raw -131286.493215 + Penalty 2333.522709 = -128952.970505 nChanged 26 SP:Iteration 7Q (531.770000 sec): 3 clusters Score: Raw -131306.666989 + Penalty 2333.522709 = -128973.144279 nChanged 11 SP:Iteration 8Q (531.780000 sec): 3 clusters Score: Raw -131320.529029 + Penalty 2333.522709 = -128987.006319 nChanged 13 SP:Iteration 9Q (531.780000 sec): 3 clusters Score: Raw -131337.232260 + Penalty 2333.522709 = -129003.709551 nChanged 9 SP:Iteration 10Q (531.780000 sec): 3 clusters Score: Raw -131345.165905 + Penalty 2333.522709 = -129011.643195 nChanged 7 SP:Iteration 11Q (531.780000 sec): 3 clusters Score: Raw -131353.539135 + Penalty 2333.522709 = -129020.016426 nChanged 7 SP:Iteration 12Q (531.790000 sec): 3 clusters Score: Raw -131359.963185 + Penalty 2333.522709 = -129026.440476 nChanged 3 SP:Iteration 13Q (531.790000 sec): 3 clusters Score: Raw -131361.923059 + Penalty 2333.522709 = -129028.400349 nChanged 2 SP:Iteration 14Q (531.790000 sec): 3 clusters Score: Raw -131363.437251 + Penalty 2333.522709 = -129029.914542 nChanged 0 SP:Iteration 15F (531.800000 sec): 3 clusters Score: Raw -131363.437251 + Penalty 2333.522709 = -129029.914542 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 18 (4838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (531.810000 sec): 2 clusters Score: Raw -524812.595812 + Penalty 1378.691712 = -523433.904100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (531.820000 sec): 3 clusters Score: Raw -522340.883547 + Penalty 2757.383425 = -519583.500122 nChanged 1969 SP:Iteration 1F (531.840000 sec): 3 clusters Score: Raw -523425.351339 + Penalty 2757.383425 = -520667.967914 nChanged 343 SP:Iteration 2F (531.850000 sec): 3 clusters Score: Raw -523582.733000 + Penalty 2757.383425 = -520825.349575 nChanged 213 SP:Iteration 3Q (531.870000 sec): 3 clusters Score: Raw -523675.847538 + Penalty 2757.383425 = -520918.464113 nChanged 177 SP:Iteration 4Q (531.880000 sec): 3 clusters Score: Raw -523745.451357 + Penalty 2757.383425 = -520988.067932 nChanged 124 SP:Iteration 5Q (531.900000 sec): 3 clusters Score: Raw -523791.092848 + Penalty 2757.383425 = -521033.709424 nChanged 100 SP:Iteration 6Q (531.910000 sec): 3 clusters Score: Raw -523821.997335 + Penalty 2757.383425 = -521064.613911 nChanged 89 SP:Iteration 7Q (531.920000 sec): 3 clusters Score: Raw -523852.571996 + Penalty 2757.383425 = -521095.188571 nChanged 79 SP:Iteration 8Q (531.940000 sec): 3 clusters Score: Raw -523885.853951 + Penalty 2757.383425 = -521128.470526 nChanged 83 SP:Iteration 9Q (531.950000 sec): 3 clusters Score: Raw -523915.489778 + Penalty 2757.383425 = -521158.106353 nChanged 73 SP:Iteration 10Q (531.960000 sec): 3 clusters Score: Raw -523935.871848 + Penalty 2757.383425 = -521178.488424 nChanged 54 SP:Iteration 11Q (531.980000 sec): 3 clusters Score: Raw -523951.299869 + Penalty 2757.383425 = -521193.916444 nChanged 48 SP:Iteration 12Q (531.990000 sec): 3 clusters Score: Raw -523963.229057 + Penalty 2757.383425 = -521205.845632 nChanged 45 SP:Iteration 13Q (532.000000 sec): 3 clusters Score: Raw -523974.474292 + Penalty 2757.383425 = -521217.090868 nChanged 34 SP:Iteration 14Q (532.020000 sec): 3 clusters Score: Raw -523988.158435 + Penalty 2757.383425 = -521230.775010 nChanged 42 SP:Iteration 15Q (532.030000 sec): 3 clusters Score: Raw -524002.157715 + Penalty 2757.383425 = -521244.774291 nChanged 44 SP:Iteration 16Q (532.040000 sec): 3 clusters Score: Raw -524015.177024 + Penalty 2757.383425 = -521257.793600 nChanged 37 SP:Iteration 17Q (532.060000 sec): 3 clusters Score: Raw -524025.079822 + Penalty 2757.383425 = -521267.696397 nChanged 36 SP:Iteration 18Q (532.070000 sec): 3 clusters Score: Raw -524033.509177 + Penalty 2757.383425 = -521276.125752 nChanged 26 SP:Iteration 19Q (532.080000 sec): 3 clusters Score: Raw -524042.179002 + Penalty 2757.383425 = -521284.795578 nChanged 35 SP:Iteration 20F (532.100000 sec): 3 clusters Score: Raw -524053.516969 + Penalty 2757.383425 = -521296.133545 nChanged 55 SP:Iteration 21Q (532.110000 sec): 3 clusters Score: Raw -524070.412377 + Penalty 2757.383425 = -521313.028952 nChanged 48 SP:Iteration 22Q (532.120000 sec): 3 clusters Score: Raw -524084.485431 + Penalty 2757.383425 = -521327.102006 nChanged 41 SP:Iteration 23Q (532.140000 sec): 3 clusters Score: Raw -524095.775357 + Penalty 2757.383425 = -521338.391932 nChanged 55 SP:Iteration 24Q (532.150000 sec): 3 clusters Score: Raw -524110.785660 + Penalty 2757.383425 = -521353.402236 nChanged 50 SP:Iteration 25Q (532.160000 sec): 3 clusters Score: Raw -524124.837545 + Penalty 2757.383425 = -521367.454120 nChanged 42 SP:Iteration 26Q (532.180000 sec): 3 clusters Score: Raw -524141.457977 + Penalty 2757.383425 = -521384.074553 nChanged 53 SP:Iteration 27Q (532.190000 sec): 3 clusters Score: Raw -524167.267691 + Penalty 2757.383425 = -521409.884266 nChanged 78 SP:Iteration 28Q (532.200000 sec): 3 clusters Score: Raw -524200.105609 + Penalty 2757.383425 = -521442.722185 nChanged 66 SP:Iteration 29Q (532.220000 sec): 3 clusters Score: Raw -524236.859258 + Penalty 2757.383425 = -521479.475834 nChanged 75 SP:Iteration 30Q (532.230000 sec): 3 clusters Score: Raw -524276.634612 + Penalty 2757.383425 = -521519.251188 nChanged 102 SP:Iteration 31Q (532.240000 sec): 3 clusters Score: Raw -524333.739863 + Penalty 2757.383425 = -521576.356438 nChanged 131 SP:Iteration 32Q (532.260000 sec): 3 clusters Score: Raw -524421.690300 + Penalty 2757.383425 = -521664.306876 nChanged 156 SP:Iteration 33Q (532.270000 sec): 3 clusters Score: Raw -524539.389066 + Penalty 2757.383425 = -521782.005641 nChanged 159 SP:Iteration 34Q (532.280000 sec): 3 clusters Score: Raw -524661.856782 + Penalty 2757.383425 = -521904.473357 nChanged 168 SP:Iteration 35Q (532.300000 sec): 3 clusters Score: Raw -524804.760329 + Penalty 2757.383425 = -522047.376904 nChanged 177 SP:Iteration 36Q (532.310000 sec): 3 clusters Score: Raw -524992.876381 + Penalty 2757.383425 = -522235.492956 nChanged 186 SP:Iteration 37Q (532.320000 sec): 3 clusters Score: Raw -525216.844907 + Penalty 2757.383425 = -522459.461482 nChanged 186 SP:Iteration 38Q (532.330000 sec): 3 clusters Score: Raw -525447.343869 + Penalty 2757.383425 = -522689.960444 nChanged 162 SP:Iteration 39Q (532.340000 sec): 3 clusters Score: Raw -525681.023490 + Penalty 2757.383425 = -522923.640065 nChanged 151 SP:Iteration 40F (532.360000 sec): 3 clusters Score: Raw -525903.201840 + Penalty 2757.383425 = -523145.818416 nChanged 98 SP:Iteration 41Q (532.370000 sec): 3 clusters Score: Raw -526005.503714 + Penalty 2757.383425 = -523248.120290 nChanged 48 SP:Iteration 42Q (532.380000 sec): 3 clusters Score: Raw -526031.655050 + Penalty 2757.383425 = -523274.271625 nChanged 24 SP:Iteration 43Q (532.390000 sec): 3 clusters Score: Raw -526038.999206 + Penalty 2757.383425 = -523281.615781 nChanged 10 SP:Iteration 44Q (532.400000 sec): 3 clusters Score: Raw -526042.521715 + Penalty 2757.383425 = -523285.138290 nChanged 11 SP:Iteration 45Q (532.410000 sec): 3 clusters Score: Raw -526046.590834 + Penalty 2757.383425 = -523289.207410 nChanged 9 SP:Iteration 46Q (532.420000 sec): 3 clusters Score: Raw -526048.687918 + Penalty 2757.383425 = -523291.304493 nChanged 5 SP:Iteration 47Q (532.430000 sec): 3 clusters Score: Raw -526049.907787 + Penalty 2757.383425 = -523292.524363 nChanged 1 SP:Iteration 48Q (532.440000 sec): 3 clusters Score: Raw -526050.061574 + Penalty 2757.383425 = -523292.678149 nChanged 0 SP:Iteration 49F (532.460000 sec): 3 clusters Score: Raw -526050.061574 + Penalty 2757.383425 = -523292.678149 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 20 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (532.460000 sec): 2 clusters Score: Raw -30522.469813 + Penalty 929.017001 = -29593.452811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (532.460000 sec): 3 clusters Score: Raw -30573.304002 + Penalty 1858.034003 = -28715.269999 nChanged 49 SP:Iteration 1F (532.460000 sec): 3 clusters Score: Raw -30666.813804 + Penalty 1858.034003 = -28808.779801 nChanged 13 SP:Iteration 2Q (532.460000 sec): 3 clusters Score: Raw -30704.162682 + Penalty 1858.034003 = -28846.128679 nChanged 10 SP:Iteration 3Q (532.460000 sec): 3 clusters Score: Raw -30738.419342 + Penalty 1858.034003 = -28880.385339 nChanged 3 SP:Iteration 4Q (532.460000 sec): 3 clusters Score: Raw -30749.251142 + Penalty 1858.034003 = -28891.217140 nChanged 2 SP:Iteration 5Q (532.460000 sec): 3 clusters Score: Raw -30776.658953 + Penalty 1858.034003 = -28918.624950 nChanged 2 SP:Iteration 6Q (532.470000 sec): 3 clusters Score: Raw -30799.901213 + Penalty 1858.034003 = -28941.867211 nChanged 3 SP:Iteration 7Q (532.470000 sec): 3 clusters Score: Raw -30806.968297 + Penalty 1858.034003 = -28948.934294 nChanged 1 SP:Iteration 8Q (532.470000 sec): 3 clusters Score: Raw -30807.961761 + Penalty 1858.034003 = -28949.927758 nChanged 0 SP:Iteration 9F (532.470000 sec): 3 clusters Score: Raw -30807.961761 + Penalty 1858.034003 = -28949.927758 nChanged 0 Iteration 59Q (533.420000 sec): 11 clusters Score: Raw -29765381.389612 + Penalty 20411.770788 = -29744969.618823 nChanged 632 Iteration 60F (536.520000 sec): 11 clusters Score: Raw -29765440.782503 + Penalty 20411.770788 = -29745029.011714 nChanged 594 Iteration 61Q (537.480000 sec): 11 clusters Score: Raw -29765496.192937 + Penalty 20411.770788 = -29745084.422149 nChanged 555 Iteration 62Q (538.440000 sec): 11 clusters Score: Raw -29765548.651075 + Penalty 20411.770788 = -29745136.880286 nChanged 551 Iteration 63Q (539.400000 sec): 11 clusters Score: Raw -29765603.161965 + Penalty 20411.770788 = -29745191.391177 nChanged 514 Iteration 64Q (540.340000 sec): 11 clusters Score: Raw -29765648.407135 + Penalty 20411.770788 = -29745236.636347 nChanged 507 Iteration 65Q (541.300000 sec): 11 clusters Score: Raw -29765689.013009 + Penalty 20411.770788 = -29745277.242221 nChanged 481 Iteration 66Q (542.250000 sec): 11 clusters Score: Raw -29765728.610765 + Penalty 20411.770788 = -29745316.839976 nChanged 448 Iteration 67Q (543.190000 sec): 11 clusters Score: Raw -29765762.480475 + Penalty 20411.770788 = -29745350.709687 nChanged 401 Iteration 68Q (544.150000 sec): 11 clusters Score: Raw -29765801.133539 + Penalty 20411.770788 = -29745389.362751 nChanged 398 Iteration 69Q (545.090000 sec): 11 clusters Score: Raw -29765842.431836 + Penalty 20411.770788 = -29745430.661048 nChanged 354 Iteration 70Q (546.050000 sec): 11 clusters Score: Raw -29765872.281134 + Penalty 20411.770788 = -29745460.510346 nChanged 339 Iteration 71Q (547.000000 sec): 11 clusters Score: Raw -29765896.865008 + Penalty 20411.770788 = -29745485.094220 nChanged 321 Iteration 72Q (547.970000 sec): 11 clusters Score: Raw -29765918.398663 + Penalty 20411.770788 = -29745506.627875 nChanged 319 Iteration 73Q (548.940000 sec): 11 clusters Score: Raw -29765942.919960 + Penalty 20411.770788 = -29745531.149171 nChanged 296 Iteration 74Q (549.910000 sec): 11 clusters Score: Raw -29765970.284555 + Penalty 20411.770788 = -29745558.513767 nChanged 311 Iteration 75Q (550.870000 sec): 11 clusters Score: Raw -29765999.215589 + Penalty 20411.770788 = -29745587.444800 nChanged 258 Iteration 76Q (551.840000 sec): 11 clusters Score: Raw -29766026.804721 + Penalty 20411.770788 = -29745615.033932 nChanged 237 Iteration 77Q (552.800000 sec): 11 clusters Score: Raw -29766051.013549 + Penalty 20411.770788 = -29745639.242761 nChanged 210 Iteration 78Q (553.770000 sec): 11 clusters Score: Raw -29766068.078840 + Penalty 20411.770788 = -29745656.308052 nChanged 202 Iteration 79Q (554.730000 sec): 11 clusters Score: Raw -29766088.819819 + Penalty 20411.770788 = -29745677.049031 nChanged 193 Iteration 80F (558.090000 sec): 11 clusters Score: Raw -29766152.432367 + Penalty 20411.770788 = -29745740.661579 nChanged 202 Iteration 81Q (559.060000 sec): 11 clusters Score: Raw -29766187.370296 + Penalty 20411.770788 = -29745775.599507 nChanged 232 Iteration 82Q (560.040000 sec): 11 clusters Score: Raw -29766215.850493 + Penalty 20411.770788 = -29745804.079705 nChanged 225 Iteration 83Q (561.010000 sec): 11 clusters Score: Raw -29766244.532279 + Penalty 20411.770788 = -29745832.761490 nChanged 247 Iteration 84Q (561.970000 sec): 11 clusters Score: Raw -29766271.398647 + Penalty 20411.770788 = -29745859.627858 nChanged 224 Iteration 85Q (562.940000 sec): 11 clusters Score: Raw -29766296.212868 + Penalty 20411.770788 = -29745884.442080 nChanged 224 Iteration 86Q (563.890000 sec): 11 clusters Score: Raw -29766320.123802 + Penalty 20411.770788 = -29745908.353014 nChanged 203 Iteration 87Q (564.840000 sec): 11 clusters Score: Raw -29766338.363012 + Penalty 20411.770788 = -29745926.592223 nChanged 182 Iteration 88Q (565.790000 sec): 11 clusters Score: Raw -29766365.910969 + Penalty 20411.770788 = -29745954.140181 nChanged 199 Iteration 89Q (566.720000 sec): 11 clusters Score: Raw -29766384.377735 + Penalty 20411.770788 = -29745972.606947 nChanged 175 Iteration 90Q (567.660000 sec): 11 clusters Score: Raw -29766399.278393 + Penalty 20411.770788 = -29745987.507604 nChanged 173 Iteration 91Q (568.600000 sec): 11 clusters Score: Raw -29766413.818027 + Penalty 20411.770788 = -29746002.047239 nChanged 170 Iteration 92Q (569.540000 sec): 11 clusters Score: Raw -29766431.857734 + Penalty 20411.770788 = -29746020.086945 nChanged 183 Iteration 93Q (570.490000 sec): 11 clusters Score: Raw -29766451.156312 + Penalty 20411.770788 = -29746039.385523 nChanged 162 Iteration 94Q (571.420000 sec): 11 clusters Score: Raw -29766465.602441 + Penalty 20411.770788 = -29746053.831653 nChanged 123 Iteration 95Q (572.350000 sec): 11 clusters Score: Raw -29766477.462943 + Penalty 20411.770788 = -29746065.692154 nChanged 122 Iteration 96Q (573.300000 sec): 11 clusters Score: Raw -29766489.483553 + Penalty 20411.770788 = -29746077.712764 nChanged 123 Iteration 97Q (574.230000 sec): 11 clusters Score: Raw -29766499.890930 + Penalty 20411.770788 = -29746088.120142 nChanged 107 Iteration 98Q (575.170000 sec): 11 clusters Score: Raw -29766508.783213 + Penalty 20411.770788 = -29746097.012424 nChanged 83 Writing temp clu file Compute initial score before splitting: Score: Raw -29766508.783213 + Penalty 20411.770788 = -29746097.012424 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 1 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.240000 sec): 2 clusters Score: Raw -35979.018023 + Penalty 957.840461 = -35021.177562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.240000 sec): 3 clusters Score: Raw -36045.555559 + Penalty 1915.680921 = -34129.874638 nChanged 76 SP:Iteration 1F (575.240000 sec): 3 clusters Score: Raw -36212.457293 + Penalty 1915.680921 = -34296.776372 nChanged 19 SP:Iteration 2F (575.250000 sec): 3 clusters Score: Raw -36256.714257 + Penalty 1915.680921 = -34341.033336 nChanged 10 SP:Iteration 3Q (575.250000 sec): 3 clusters Score: Raw -36276.618077 + Penalty 1915.680921 = -34360.937156 nChanged 4 SP:Iteration 4Q (575.250000 sec): 3 clusters Score: Raw -36285.735309 + Penalty 1915.680921 = -34370.054388 nChanged 1 SP:Iteration 5Q (575.250000 sec): 3 clusters Score: Raw -36286.265035 + Penalty 1915.680921 = -34370.584114 nChanged 0 SP:Iteration 6F (575.250000 sec): 3 clusters Score: Raw -36286.265035 + Penalty 1915.680921 = -34370.584114 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 2 (1695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.260000 sec): 2 clusters Score: Raw -173119.564621 + Penalty 1208.258678 = -171911.305942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.270000 sec): 3 clusters Score: Raw -172409.008060 + Penalty 2416.517356 = -169992.490703 nChanged 584 SP:Iteration 1F (575.270000 sec): 3 clusters Score: Raw -172812.548071 + Penalty 2416.517356 = -170396.030714 nChanged 125 SP:Iteration 2F (575.280000 sec): 3 clusters Score: Raw -172907.865031 + Penalty 2416.517356 = -170491.347674 nChanged 82 SP:Iteration 3Q (575.290000 sec): 3 clusters Score: Raw -172968.799385 + Penalty 2416.517356 = -170552.282028 nChanged 65 SP:Iteration 4Q (575.290000 sec): 3 clusters Score: Raw -173024.690731 + Penalty 2416.517356 = -170608.173374 nChanged 50 SP:Iteration 5Q (575.300000 sec): 3 clusters Score: Raw -173063.364765 + Penalty 2416.517356 = -170646.847409 nChanged 46 SP:Iteration 6Q (575.300000 sec): 3 clusters Score: Raw -173093.868790 + Penalty 2416.517356 = -170677.351433 nChanged 35 SP:Iteration 7Q (575.310000 sec): 3 clusters Score: Raw -173126.175246 + Penalty 2416.517356 = -170709.657889 nChanged 42 SP:Iteration 8Q (575.310000 sec): 3 clusters Score: Raw -173168.518663 + Penalty 2416.517356 = -170752.001306 nChanged 41 SP:Iteration 9Q (575.320000 sec): 3 clusters Score: Raw -173239.646301 + Penalty 2416.517356 = -170823.128945 nChanged 61 SP:Iteration 10Q (575.330000 sec): 3 clusters Score: Raw -173358.777411 + Penalty 2416.517356 = -170942.260054 nChanged 69 SP:Iteration 11Q (575.330000 sec): 3 clusters Score: Raw -173452.750045 + Penalty 2416.517356 = -171036.232689 nChanged 60 SP:Iteration 12Q (575.330000 sec): 3 clusters Score: Raw -173499.200941 + Penalty 2416.517356 = -171082.683584 nChanged 32 SP:Iteration 13Q (575.340000 sec): 3 clusters Score: Raw -173525.356997 + Penalty 2416.517356 = -171108.839641 nChanged 27 SP:Iteration 14Q (575.350000 sec): 3 clusters Score: Raw -173544.177561 + Penalty 2416.517356 = -171127.660204 nChanged 24 SP:Iteration 15Q (575.350000 sec): 3 clusters Score: Raw -173560.697945 + Penalty 2416.517356 = -171144.180588 nChanged 17 SP:Iteration 16Q (575.360000 sec): 3 clusters Score: Raw -173571.609723 + Penalty 2416.517356 = -171155.092366 nChanged 20 SP:Iteration 17Q (575.360000 sec): 3 clusters Score: Raw -173588.445285 + Penalty 2416.517356 = -171171.927928 nChanged 19 SP:Iteration 18Q (575.370000 sec): 3 clusters Score: Raw -173609.933896 + Penalty 2416.517356 = -171193.416540 nChanged 22 SP:Iteration 19Q (575.370000 sec): 3 clusters Score: Raw -173630.788153 + Penalty 2416.517356 = -171214.270796 nChanged 23 SP:Iteration 20F (575.380000 sec): 3 clusters Score: Raw -173647.188170 + Penalty 2416.517356 = -171230.670814 nChanged 18 SP:Iteration 21Q (575.390000 sec): 3 clusters Score: Raw -173660.604557 + Penalty 2416.517356 = -171244.087200 nChanged 18 SP:Iteration 22Q (575.390000 sec): 3 clusters Score: Raw -173677.815238 + Penalty 2416.517356 = -171261.297882 nChanged 14 SP:Iteration 23Q (575.390000 sec): 3 clusters Score: Raw -173689.867129 + Penalty 2416.517356 = -171273.349773 nChanged 20 SP:Iteration 24Q (575.400000 sec): 3 clusters Score: Raw -173702.384575 + Penalty 2416.517356 = -171285.867219 nChanged 17 SP:Iteration 25Q (575.410000 sec): 3 clusters Score: Raw -173712.054691 + Penalty 2416.517356 = -171295.537335 nChanged 11 SP:Iteration 26Q (575.410000 sec): 3 clusters Score: Raw -173717.279205 + Penalty 2416.517356 = -171300.761849 nChanged 8 SP:Iteration 27Q (575.420000 sec): 3 clusters Score: Raw -173723.012624 + Penalty 2416.517356 = -171306.495268 nChanged 13 SP:Iteration 28Q (575.420000 sec): 3 clusters Score: Raw -173732.158074 + Penalty 2416.517356 = -171315.640717 nChanged 13 SP:Iteration 29Q (575.430000 sec): 3 clusters Score: Raw -173740.068077 + Penalty 2416.517356 = -171323.550721 nChanged 19 SP:Iteration 30Q (575.430000 sec): 3 clusters Score: Raw -173756.102919 + Penalty 2416.517356 = -171339.585562 nChanged 17 SP:Iteration 31Q (575.440000 sec): 3 clusters Score: Raw -173768.823839 + Penalty 2416.517356 = -171352.306483 nChanged 11 SP:Iteration 32Q (575.440000 sec): 3 clusters Score: Raw -173775.763541 + Penalty 2416.517356 = -171359.246185 nChanged 12 SP:Iteration 33Q (575.450000 sec): 3 clusters Score: Raw -173791.383686 + Penalty 2416.517356 = -171374.866329 nChanged 15 SP:Iteration 34Q (575.450000 sec): 3 clusters Score: Raw -173804.936092 + Penalty 2416.517356 = -171388.418736 nChanged 10 SP:Iteration 35Q (575.460000 sec): 3 clusters Score: Raw -173811.668414 + Penalty 2416.517356 = -171395.151058 nChanged 11 SP:Iteration 36Q (575.460000 sec): 3 clusters Score: Raw -173822.709407 + Penalty 2416.517356 = -171406.192050 nChanged 11 SP:Iteration 37Q (575.470000 sec): 3 clusters Score: Raw -173835.225639 + Penalty 2416.517356 = -171418.708282 nChanged 7 SP:Iteration 38Q (575.470000 sec): 3 clusters Score: Raw -173840.147209 + Penalty 2416.517356 = -171423.629852 nChanged 5 SP:Iteration 39Q (575.480000 sec): 3 clusters Score: Raw -173846.171375 + Penalty 2416.517356 = -171429.654019 nChanged 3 SP:Iteration 40F (575.490000 sec): 3 clusters Score: Raw -173848.146648 + Penalty 2416.517356 = -171431.629292 nChanged 5 SP:Iteration 41Q (575.490000 sec): 3 clusters Score: Raw -173852.706350 + Penalty 2416.517356 = -171436.188994 nChanged 4 SP:Iteration 42Q (575.490000 sec): 3 clusters Score: Raw -173854.907307 + Penalty 2416.517356 = -171438.389951 nChanged 2 SP:Iteration 43Q (575.500000 sec): 3 clusters Score: Raw -173856.140495 + Penalty 2416.517356 = -171439.623138 nChanged 1 SP:Iteration 44Q (575.510000 sec): 3 clusters Score: Raw -173856.543562 + Penalty 2416.517356 = -171440.026206 nChanged 0 SP:Iteration 45F (575.510000 sec): 3 clusters Score: Raw -173856.543562 + Penalty 2416.517356 = -171440.026206 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 5 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.520000 sec): 2 clusters Score: Raw -180888.836059 + Penalty 1212.236150 = -179676.599909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.520000 sec): 3 clusters Score: Raw -180159.177463 + Penalty 2424.472299 = -177734.705164 nChanged 566 SP:Iteration 1F (575.530000 sec): 3 clusters Score: Raw -180555.539990 + Penalty 2424.472299 = -178131.067691 nChanged 140 SP:Iteration 2F (575.530000 sec): 3 clusters Score: Raw -180664.015296 + Penalty 2424.472299 = -178239.542997 nChanged 89 SP:Iteration 3F (575.540000 sec): 3 clusters Score: Raw -180727.126710 + Penalty 2424.472299 = -178302.654411 nChanged 51 SP:Iteration 4Q (575.550000 sec): 3 clusters Score: Raw -180761.486256 + Penalty 2424.472299 = -178337.013956 nChanged 44 SP:Iteration 5Q (575.550000 sec): 3 clusters Score: Raw -180788.288606 + Penalty 2424.472299 = -178363.816307 nChanged 24 SP:Iteration 6Q (575.560000 sec): 3 clusters Score: Raw -180803.391437 + Penalty 2424.472299 = -178378.919138 nChanged 19 SP:Iteration 7Q (575.570000 sec): 3 clusters Score: Raw -180818.080818 + Penalty 2424.472299 = -178393.608519 nChanged 29 SP:Iteration 8Q (575.570000 sec): 3 clusters Score: Raw -180838.584312 + Penalty 2424.472299 = -178414.112013 nChanged 29 SP:Iteration 9Q (575.580000 sec): 3 clusters Score: Raw -180857.012448 + Penalty 2424.472299 = -178432.540149 nChanged 16 SP:Iteration 10Q (575.580000 sec): 3 clusters Score: Raw -180865.980295 + Penalty 2424.472299 = -178441.507996 nChanged 14 SP:Iteration 11Q (575.590000 sec): 3 clusters Score: Raw -180872.586140 + Penalty 2424.472299 = -178448.113841 nChanged 14 SP:Iteration 12Q (575.590000 sec): 3 clusters Score: Raw -180881.182349 + Penalty 2424.472299 = -178456.710050 nChanged 15 SP:Iteration 13Q (575.600000 sec): 3 clusters Score: Raw -180890.657033 + Penalty 2424.472299 = -178466.184734 nChanged 11 SP:Iteration 14Q (575.610000 sec): 3 clusters Score: Raw -180895.692836 + Penalty 2424.472299 = -178471.220537 nChanged 7 SP:Iteration 15Q (575.610000 sec): 3 clusters Score: Raw -180898.943455 + Penalty 2424.472299 = -178474.471156 nChanged 10 SP:Iteration 16Q (575.620000 sec): 3 clusters Score: Raw -180904.194982 + Penalty 2424.472299 = -178479.722683 nChanged 7 SP:Iteration 17Q (575.620000 sec): 3 clusters Score: Raw -180907.412294 + Penalty 2424.472299 = -178482.939995 nChanged 3 SP:Iteration 18Q (575.630000 sec): 3 clusters Score: Raw -180908.988210 + Penalty 2424.472299 = -178484.515911 nChanged 5 SP:Iteration 19Q (575.630000 sec): 3 clusters Score: Raw -180912.025067 + Penalty 2424.472299 = -178487.552768 nChanged 7 SP:Iteration 20F (575.640000 sec): 3 clusters Score: Raw -180915.725589 + Penalty 2424.472299 = -178491.253290 nChanged 9 SP:Iteration 21Q (575.650000 sec): 3 clusters Score: Raw -180922.781264 + Penalty 2424.472299 = -178498.308965 nChanged 13 SP:Iteration 22Q (575.650000 sec): 3 clusters Score: Raw -180931.427569 + Penalty 2424.472299 = -178506.955270 nChanged 15 SP:Iteration 23Q (575.660000 sec): 3 clusters Score: Raw -180940.375774 + Penalty 2424.472299 = -178515.903475 nChanged 18 SP:Iteration 24Q (575.660000 sec): 3 clusters Score: Raw -180950.128868 + Penalty 2424.472299 = -178525.656569 nChanged 14 SP:Iteration 25Q (575.670000 sec): 3 clusters Score: Raw -180958.833514 + Penalty 2424.472299 = -178534.361215 nChanged 14 SP:Iteration 26Q (575.670000 sec): 3 clusters Score: Raw -180968.930512 + Penalty 2424.472299 = -178544.458212 nChanged 9 SP:Iteration 27Q (575.680000 sec): 3 clusters Score: Raw -180974.669398 + Penalty 2424.472299 = -178550.197099 nChanged 9 SP:Iteration 28Q (575.690000 sec): 3 clusters Score: Raw -180980.199541 + Penalty 2424.472299 = -178555.727242 nChanged 8 SP:Iteration 29Q (575.690000 sec): 3 clusters Score: Raw -180983.586058 + Penalty 2424.472299 = -178559.113759 nChanged 10 SP:Iteration 30Q (575.700000 sec): 3 clusters Score: Raw -180988.552906 + Penalty 2424.472299 = -178564.080607 nChanged 11 SP:Iteration 31Q (575.700000 sec): 3 clusters Score: Raw -180993.663831 + Penalty 2424.472299 = -178569.191532 nChanged 7 SP:Iteration 32Q (575.710000 sec): 3 clusters Score: Raw -180997.289527 + Penalty 2424.472299 = -178572.817228 nChanged 6 SP:Iteration 33Q (575.710000 sec): 3 clusters Score: Raw -181001.521367 + Penalty 2424.472299 = -178577.049068 nChanged 7 SP:Iteration 34Q (575.720000 sec): 3 clusters Score: Raw -181005.441578 + Penalty 2424.472299 = -178580.969279 nChanged 10 SP:Iteration 35Q (575.730000 sec): 3 clusters Score: Raw -181011.545354 + Penalty 2424.472299 = -178587.073055 nChanged 8 SP:Iteration 36Q (575.730000 sec): 3 clusters Score: Raw -181015.190029 + Penalty 2424.472299 = -178590.717730 nChanged 8 SP:Iteration 37Q (575.740000 sec): 3 clusters Score: Raw -181020.189559 + Penalty 2424.472299 = -178595.717260 nChanged 4 SP:Iteration 38Q (575.740000 sec): 3 clusters Score: Raw -181021.559491 + Penalty 2424.472299 = -178597.087191 nChanged 1 SP:Iteration 39Q (575.750000 sec): 3 clusters Score: Raw -181021.784208 + Penalty 2424.472299 = -178597.311909 nChanged 1 SP:Iteration 40F (575.750000 sec): 3 clusters Score: Raw -181022.109625 + Penalty 2424.472299 = -178597.637326 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 7 (18994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.830000 sec): 2 clusters Score: Raw -1981614.402749 + Penalty 1600.930243 = -1980013.472506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.900000 sec): 3 clusters Score: Raw -1970359.146115 + Penalty 3201.860486 = -1967157.285629 nChanged 8422 SP:Iteration 1F (575.970000 sec): 3 clusters Score: Raw -1974887.363270 + Penalty 3201.860486 = -1971685.502784 nChanged 977 SP:Iteration 2F (576.030000 sec): 3 clusters Score: Raw -1975230.828714 + Penalty 3201.860486 = -1972028.968228 nChanged 901 SP:Iteration 3Q (576.100000 sec): 3 clusters Score: Raw -1975559.290169 + Penalty 3201.860486 = -1972357.429683 nChanged 879 SP:Iteration 4Q (576.170000 sec): 3 clusters Score: Raw -1975907.442356 + Penalty 3201.860486 = -1972705.581870 nChanged 941 SP:Iteration 5Q (576.240000 sec): 3 clusters Score: Raw -1976370.498423 + Penalty 3201.860486 = -1973168.637937 nChanged 1105 SP:Iteration 6F (576.310000 sec): 3 clusters Score: Raw -1977026.996983 + Penalty 3201.860486 = -1973825.136497 nChanged 1266 SP:Iteration 7F (576.380000 sec): 3 clusters Score: Raw -1977938.876110 + Penalty 3201.860486 = -1974737.015624 nChanged 1258 SP:Iteration 8F (576.450000 sec): 3 clusters Score: Raw -1978984.886134 + Penalty 3201.860486 = -1975783.025648 nChanged 1102 SP:Iteration 9F (576.520000 sec): 3 clusters Score: Raw -1979991.595048 + Penalty 3201.860486 = -1976789.734562 nChanged 775 SP:Iteration 10Q (576.580000 sec): 3 clusters Score: Raw -1980781.277468 + Penalty 3201.860486 = -1977579.416982 nChanged 479 SP:Iteration 11Q (576.650000 sec): 3 clusters Score: Raw -1981346.325040 + Penalty 3201.860486 = -1978144.464554 nChanged 250 SP:Iteration 12Q (576.700000 sec): 3 clusters Score: Raw -1981646.076476 + Penalty 3201.860486 = -1978444.215990 nChanged 152 SP:Iteration 13Q (576.760000 sec): 3 clusters Score: Raw -1981797.776043 + Penalty 3201.860486 = -1978595.915557 nChanged 102 SP:Iteration 14Q (576.800000 sec): 3 clusters Score: Raw -1981884.763912 + Penalty 3201.860486 = -1978682.903426 nChanged 65 SP:Iteration 15Q (576.860000 sec): 3 clusters Score: Raw -1981922.686072 + Penalty 3201.860486 = -1978720.825586 nChanged 41 SP:Iteration 16Q (576.900000 sec): 3 clusters Score: Raw -1981945.353967 + Penalty 3201.860486 = -1978743.493481 nChanged 27 SP:Iteration 17Q (576.950000 sec): 3 clusters Score: Raw -1981958.877890 + Penalty 3201.860486 = -1978757.017403 nChanged 21 SP:Iteration 18Q (577.000000 sec): 3 clusters Score: Raw -1981968.563806 + Penalty 3201.860486 = -1978766.703320 nChanged 12 SP:Iteration 19Q (577.050000 sec): 3 clusters Score: Raw -1981973.217014 + Penalty 3201.860486 = -1978771.356528 nChanged 4 SP:Iteration 20F (577.120000 sec): 3 clusters Score: Raw -1981974.376314 + Penalty 3201.860486 = -1978772.515828 nChanged 2 SP:Iteration 21Q (577.160000 sec): 3 clusters Score: Raw -1981975.325141 + Penalty 3201.860486 = -1978773.464655 nChanged 1 SP:Iteration 22Q (577.210000 sec): 3 clusters Score: Raw -1981975.990649 + Penalty 3201.860486 = -1978774.130163 nChanged 1 SP:Iteration 23Q (577.260000 sec): 3 clusters Score: Raw -1981976.292991 + Penalty 3201.860486 = -1978774.432505 nChanged 1 SP:Iteration 24Q (577.310000 sec): 3 clusters Score: Raw -1981976.532921 + Penalty 3201.860486 = -1978774.672435 nChanged 2 SP:Iteration 25Q (577.360000 sec): 3 clusters Score: Raw -1981977.171472 + Penalty 3201.860486 = -1978775.310986 nChanged 0 SP:Iteration 26F (577.420000 sec): 3 clusters Score: Raw -1981977.171472 + Penalty 3201.860486 = -1978775.310986 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 8 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.440000 sec): 2 clusters Score: Raw -168733.773813 + Penalty 1204.672192 = -167529.101621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.450000 sec): 3 clusters Score: Raw -168070.062430 + Penalty 2409.344384 = -165660.718046 nChanged 544 SP:Iteration 1F (577.450000 sec): 3 clusters Score: Raw -168515.461767 + Penalty 2409.344384 = -166106.117383 nChanged 140 SP:Iteration 2F (577.460000 sec): 3 clusters Score: Raw -168655.189689 + Penalty 2409.344384 = -166245.845305 nChanged 87 SP:Iteration 3F (577.460000 sec): 3 clusters Score: Raw -168752.597780 + Penalty 2409.344384 = -166343.253396 nChanged 63 SP:Iteration 4Q (577.470000 sec): 3 clusters Score: Raw -168812.479817 + Penalty 2409.344384 = -166403.135433 nChanged 41 SP:Iteration 5Q (577.480000 sec): 3 clusters Score: Raw -168846.230426 + Penalty 2409.344384 = -166436.886042 nChanged 29 SP:Iteration 6Q (577.480000 sec): 3 clusters Score: Raw -168871.773569 + Penalty 2409.344384 = -166462.429185 nChanged 27 SP:Iteration 7Q (577.480000 sec): 3 clusters Score: Raw -168886.333014 + Penalty 2409.344384 = -166476.988629 nChanged 17 SP:Iteration 8Q (577.490000 sec): 3 clusters Score: Raw -168897.242565 + Penalty 2409.344384 = -166487.898181 nChanged 15 SP:Iteration 9Q (577.500000 sec): 3 clusters Score: Raw -168907.260244 + Penalty 2409.344384 = -166497.915860 nChanged 10 SP:Iteration 10Q (577.500000 sec): 3 clusters Score: Raw -168911.485082 + Penalty 2409.344384 = -166502.140697 nChanged 7 SP:Iteration 11Q (577.510000 sec): 3 clusters Score: Raw -168914.994186 + Penalty 2409.344384 = -166505.649802 nChanged 8 SP:Iteration 12Q (577.510000 sec): 3 clusters Score: Raw -168918.558093 + Penalty 2409.344384 = -166509.213708 nChanged 4 SP:Iteration 13Q (577.520000 sec): 3 clusters Score: Raw -168920.704306 + Penalty 2409.344384 = -166511.359922 nChanged 5 SP:Iteration 14Q (577.520000 sec): 3 clusters Score: Raw -168923.166764 + Penalty 2409.344384 = -166513.822380 nChanged 5 SP:Iteration 15Q (577.530000 sec): 3 clusters Score: Raw -168925.458404 + Penalty 2409.344384 = -166516.114020 nChanged 6 SP:Iteration 16Q (577.540000 sec): 3 clusters Score: Raw -168926.956293 + Penalty 2409.344384 = -166517.611909 nChanged 0 SP:Iteration 17F (577.540000 sec): 3 clusters Score: Raw -168926.956293 + Penalty 2409.344384 = -166517.611909 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 10 (240409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.770000 sec): 2 clusters Score: Raw -25272552.571334 + Penalty 2013.390749 = -25270539.180584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.620000 sec): 3 clusters Score: Raw -25112366.597039 + Penalty 4026.781499 = -25108339.815541 nChanged 116988 SP:Iteration 1F (580.470000 sec): 3 clusters Score: Raw -25182877.927722 + Penalty 4026.781499 = -25178851.146224 nChanged 8861 SP:Iteration 2Q (581.320000 sec): 3 clusters Score: Raw -25186002.673192 + Penalty 4026.781499 = -25181975.891693 nChanged 11240 SP:Iteration 3Q (582.170000 sec): 3 clusters Score: Raw -25191135.768193 + Penalty 4026.781499 = -25187108.986695 nChanged 13925 SP:Iteration 4F (583.020000 sec): 3 clusters Score: Raw -25198544.081008 + Penalty 4026.781499 = -25194517.299510 nChanged 15490 SP:Iteration 5F (583.860000 sec): 3 clusters Score: Raw -25206707.725256 + Penalty 4026.781499 = -25202680.943757 nChanged 14479 SP:Iteration 6F (584.700000 sec): 3 clusters Score: Raw -25213423.123211 + Penalty 4026.781499 = -25209396.341713 nChanged 12373 SP:Iteration 7F (585.540000 sec): 3 clusters Score: Raw -25218234.938878 + Penalty 4026.781499 = -25214208.157379 nChanged 10232 SP:Iteration 8Q (586.380000 sec): 3 clusters Score: Raw -25221715.121219 + Penalty 4026.781499 = -25217688.339721 nChanged 8630 SP:Iteration 9Q (587.200000 sec): 3 clusters Score: Raw -25224510.837254 + Penalty 4026.781499 = -25220484.055756 nChanged 7899 SP:Iteration 10Q (588.050000 sec): 3 clusters Score: Raw -25227417.257863 + Penalty 4026.781499 = -25223390.476364 nChanged 8065 SP:Iteration 11Q (588.890000 sec): 3 clusters Score: Raw -25231009.241310 + Penalty 4026.781499 = -25226982.459812 nChanged 8659 SP:Iteration 12Q (589.720000 sec): 3 clusters Score: Raw -25235330.036050 + Penalty 4026.781499 = -25231303.254552 nChanged 9070 SP:Iteration 13Q (590.560000 sec): 3 clusters Score: Raw -25239916.055361 + Penalty 4026.781499 = -25235889.273863 nChanged 8824 SP:Iteration 14Q (591.390000 sec): 3 clusters Score: Raw -25243998.034975 + Penalty 4026.781499 = -25239971.253477 nChanged 7864 SP:Iteration 15Q (592.210000 sec): 3 clusters Score: Raw -25247134.812335 + Penalty 4026.781499 = -25243108.030837 nChanged 6672 SP:Iteration 16Q (593.020000 sec): 3 clusters Score: Raw -25249359.820258 + Penalty 4026.781499 = -25245333.038759 nChanged 5423 SP:Iteration 17Q (593.820000 sec): 3 clusters Score: Raw -25250828.610238 + Penalty 4026.781499 = -25246801.828740 nChanged 4313 SP:Iteration 18Q (594.610000 sec): 3 clusters Score: Raw -25251844.183714 + Penalty 4026.781499 = -25247817.402215 nChanged 3715 SP:Iteration 19Q (595.400000 sec): 3 clusters Score: Raw -25252637.465609 + Penalty 4026.781499 = -25248610.684111 nChanged 3453 SP:Iteration 20F (596.240000 sec): 3 clusters Score: Raw -25253345.722152 + Penalty 4026.781499 = -25249318.940653 nChanged 3289 SP:Iteration 21Q (597.020000 sec): 3 clusters Score: Raw -25254037.848776 + Penalty 4026.781499 = -25250011.067278 nChanged 3344 SP:Iteration 22Q (597.790000 sec): 3 clusters Score: Raw -25254761.620231 + Penalty 4026.781499 = -25250734.838733 nChanged 3350 SP:Iteration 23Q (598.550000 sec): 3 clusters Score: Raw -25255531.388668 + Penalty 4026.781499 = -25251504.607169 nChanged 3386 SP:Iteration 24Q (599.310000 sec): 3 clusters Score: Raw -25256358.458560 + Penalty 4026.781499 = -25252331.677062 nChanged 3385 SP:Iteration 25Q (600.070000 sec): 3 clusters Score: Raw -25257231.699068 + Penalty 4026.781499 = -25253204.917570 nChanged 3507 SP:Iteration 26Q (600.820000 sec): 3 clusters Score: Raw -25258184.234984 + Penalty 4026.781499 = -25254157.453485 nChanged 3595 SP:Iteration 27Q (601.560000 sec): 3 clusters Score: Raw -25259233.327394 + Penalty 4026.781499 = -25255206.545895 nChanged 3647 SP:Iteration 28Q (602.290000 sec): 3 clusters Score: Raw -25260387.819520 + Penalty 4026.781499 = -25256361.038021 nChanged 3753 SP:Iteration 29Q (603.020000 sec): 3 clusters Score: Raw -25261689.718067 + Penalty 4026.781499 = -25257662.936569 nChanged 3796 SP:Iteration 30Q (603.740000 sec): 3 clusters Score: Raw -25263085.721928 + Penalty 4026.781499 = -25259058.940429 nChanged 3731 SP:Iteration 31Q (604.440000 sec): 3 clusters Score: Raw -25264577.639075 + Penalty 4026.781499 = -25260550.857577 nChanged 3817 SP:Iteration 32Q (605.140000 sec): 3 clusters Score: Raw -25266154.686411 + Penalty 4026.781499 = -25262127.904912 nChanged 3683 SP:Iteration 33Q (605.840000 sec): 3 clusters Score: Raw -25267664.375246 + Penalty 4026.781499 = -25263637.593747 nChanged 3410 SP:Iteration 34Q (606.500000 sec): 3 clusters Score: Raw -25269038.973979 + Penalty 4026.781499 = -25265012.192481 nChanged 3128 SP:Iteration 35Q (607.180000 sec): 3 clusters Score: Raw -25270229.239576 + Penalty 4026.781499 = -25266202.458077 nChanged 2706 SP:Iteration 36Q (607.840000 sec): 3 clusters Score: Raw -25271164.244950 + Penalty 4026.781499 = -25267137.463452 nChanged 2347 SP:Iteration 37Q (608.500000 sec): 3 clusters Score: Raw -25271904.794796 + Penalty 4026.781499 = -25267878.013297 nChanged 1995 SP:Iteration 38Q (609.140000 sec): 3 clusters Score: Raw -25272471.922104 + Penalty 4026.781499 = -25268445.140605 nChanged 1691 SP:Iteration 39Q (609.790000 sec): 3 clusters Score: Raw -25272915.568852 + Penalty 4026.781499 = -25268888.787354 nChanged 1382 SP:Iteration 40F (610.620000 sec): 3 clusters Score: Raw -25273230.769616 + Penalty 4026.781499 = -25269203.988118 nChanged 1152 SP:Iteration 41Q (611.260000 sec): 3 clusters Score: Raw -25273466.878081 + Penalty 4026.781499 = -25269440.096582 nChanged 987 SP:Iteration 42Q (611.890000 sec): 3 clusters Score: Raw -25273656.004961 + Penalty 4026.781499 = -25269629.223462 nChanged 804 SP:Iteration 43Q (612.510000 sec): 3 clusters Score: Raw -25273804.862555 + Penalty 4026.781499 = -25269778.081056 nChanged 707 SP:Iteration 44Q (613.140000 sec): 3 clusters Score: Raw -25273927.568510 + Penalty 4026.781499 = -25269900.787012 nChanged 596 SP:Iteration 45Q (613.770000 sec): 3 clusters Score: Raw -25274023.344837 + Penalty 4026.781499 = -25269996.563338 nChanged 501 SP:Iteration 46Q (614.390000 sec): 3 clusters Score: Raw -25274096.304089 + Penalty 4026.781499 = -25270069.522590 nChanged 420 SP:Iteration 47Q (615.010000 sec): 3 clusters Score: Raw -25274152.339852 + Penalty 4026.781499 = -25270125.558354 nChanged 393 SP:Iteration 48Q (615.630000 sec): 3 clusters Score: Raw -25274199.415532 + Penalty 4026.781499 = -25270172.634034 nChanged 318 SP:Iteration 49Q (616.240000 sec): 3 clusters Score: Raw -25274235.123209 + Penalty 4026.781499 = -25270208.341710 nChanged 234 SP:Iteration 50Q (616.860000 sec): 3 clusters Score: Raw -25274259.409993 + Penalty 4026.781499 = -25270232.628494 nChanged 195 SP:Iteration 51Q (617.470000 sec): 3 clusters Score: Raw -25274279.159271 + Penalty 4026.781499 = -25270252.377773 nChanged 192 SP:Iteration 52Q (618.090000 sec): 3 clusters Score: Raw -25274298.148817 + Penalty 4026.781499 = -25270271.367319 nChanged 156 SP:Iteration 53Q (618.700000 sec): 3 clusters Score: Raw -25274313.512957 + Penalty 4026.781499 = -25270286.731459 nChanged 151 SP:Iteration 54Q (619.320000 sec): 3 clusters Score: Raw -25274328.257216 + Penalty 4026.781499 = -25270301.475717 nChanged 156 SP:Iteration 55Q (619.930000 sec): 3 clusters Score: Raw -25274342.922508 + Penalty 4026.781499 = -25270316.141010 nChanged 135 SP:Iteration 56Q (620.540000 sec): 3 clusters Score: Raw -25274354.406348 + Penalty 4026.781499 = -25270327.624850 nChanged 111 SP:Iteration 57Q (621.150000 sec): 3 clusters Score: Raw -25274362.680135 + Penalty 4026.781499 = -25270335.898637 nChanged 89 SP:Iteration 58Q (621.770000 sec): 3 clusters Score: Raw -25274368.708195 + Penalty 4026.781499 = -25270341.926697 nChanged 77 SP:Iteration 59Q (622.370000 sec): 3 clusters Score: Raw -25274373.868422 + Penalty 4026.781499 = -25270347.086923 nChanged 65 SP:Iteration 60F (623.200000 sec): 3 clusters Score: Raw -25274378.289642 + Penalty 4026.781499 = -25270351.508144 nChanged 67 SP:Iteration 61Q (623.820000 sec): 3 clusters Score: Raw -25274382.637847 + Penalty 4026.781499 = -25270355.856348 nChanged 60 SP:Iteration 62Q (624.430000 sec): 3 clusters Score: Raw -25274385.807464 + Penalty 4026.781499 = -25270359.025966 nChanged 54 SP:Iteration 63Q (625.040000 sec): 3 clusters Score: Raw -25274389.603842 + Penalty 4026.781499 = -25270362.822344 nChanged 65 SP:Iteration 64Q (625.650000 sec): 3 clusters Score: Raw -25274394.366712 + Penalty 4026.781499 = -25270367.585213 nChanged 64 SP:Iteration 65Q (626.260000 sec): 3 clusters Score: Raw -25274398.254531 + Penalty 4026.781499 = -25270371.473032 nChanged 60 SP:Iteration 66Q (626.870000 sec): 3 clusters Score: Raw -25274402.299166 + Penalty 4026.781499 = -25270375.517667 nChanged 47 SP:Iteration 67Q (627.480000 sec): 3 clusters Score: Raw -25274405.638169 + Penalty 4026.781499 = -25270378.856671 nChanged 44 SP:Iteration 68Q (628.080000 sec): 3 clusters Score: Raw -25274408.309473 + Penalty 4026.781499 = -25270381.527975 nChanged 43 SP:Iteration 69Q (628.680000 sec): 3 clusters Score: Raw -25274411.393867 + Penalty 4026.781499 = -25270384.612369 nChanged 47 SP:Iteration 70Q (629.280000 sec): 3 clusters Score: Raw -25274414.498357 + Penalty 4026.781499 = -25270387.716858 nChanged 45 SP:Iteration 71Q (629.890000 sec): 3 clusters Score: Raw -25274417.013990 + Penalty 4026.781499 = -25270390.232492 nChanged 38 SP:Iteration 72Q (630.490000 sec): 3 clusters Score: Raw -25274419.074276 + Penalty 4026.781499 = -25270392.292778 nChanged 37 SP:Iteration 73Q (631.100000 sec): 3 clusters Score: Raw -25274421.460096 + Penalty 4026.781499 = -25270394.678597 nChanged 34 SP:Iteration 74Q (631.700000 sec): 3 clusters Score: Raw -25274423.249134 + Penalty 4026.781499 = -25270396.467635 nChanged 31 SP:Iteration 75Q (632.300000 sec): 3 clusters Score: Raw -25274425.269467 + Penalty 4026.781499 = -25270398.487968 nChanged 31 SP:Iteration 76Q (632.910000 sec): 3 clusters Score: Raw -25274426.752722 + Penalty 4026.781499 = -25270399.971224 nChanged 22 SP:Iteration 77Q (633.510000 sec): 3 clusters Score: Raw -25274427.983610 + Penalty 4026.781499 = -25270401.202112 nChanged 26 SP:Iteration 78Q (634.120000 sec): 3 clusters Score: Raw -25274429.117543 + Penalty 4026.781499 = -25270402.336045 nChanged 18 SP:Iteration 79Q (634.720000 sec): 3 clusters Score: Raw -25274430.331299 + Penalty 4026.781499 = -25270403.549801 nChanged 22 SP:Iteration 80F (635.540000 sec): 3 clusters Score: Raw -25274431.482794 + Penalty 4026.781499 = -25270404.701296 nChanged 20 SP:Iteration 81Q (636.140000 sec): 3 clusters Score: Raw -25274432.434462 + Penalty 4026.781499 = -25270405.652963 nChanged 17 SP:Iteration 82Q (636.750000 sec): 3 clusters Score: Raw -25274433.159775 + Penalty 4026.781499 = -25270406.378276 nChanged 16 SP:Iteration 83Q (637.340000 sec): 3 clusters Score: Raw -25274433.982321 + Penalty 4026.781499 = -25270407.200823 nChanged 15 SP:Iteration 84Q (637.940000 sec): 3 clusters Score: Raw -25274434.934420 + Penalty 4026.781499 = -25270408.152921 nChanged 24 SP:Iteration 85Q (638.540000 sec): 3 clusters Score: Raw -25274436.388051 + Penalty 4026.781499 = -25270409.606552 nChanged 21 SP:Iteration 86Q (639.140000 sec): 3 clusters Score: Raw -25274437.608334 + Penalty 4026.781499 = -25270410.826836 nChanged 18 SP:Iteration 87Q (639.750000 sec): 3 clusters Score: Raw -25274438.369659 + Penalty 4026.781499 = -25270411.588160 nChanged 13 SP:Iteration 88Q (640.350000 sec): 3 clusters Score: Raw -25274439.048563 + Penalty 4026.781499 = -25270412.267065 nChanged 13 SP:Iteration 89Q (640.950000 sec): 3 clusters Score: Raw -25274439.501516 + Penalty 4026.781499 = -25270412.720017 nChanged 5 SP:Iteration 90Q (641.560000 sec): 3 clusters Score: Raw -25274439.656852 + Penalty 4026.781499 = -25270412.875353 nChanged 3 SP:Iteration 91Q (642.160000 sec): 3 clusters Score: Raw -25274439.743865 + Penalty 4026.781499 = -25270412.962367 nChanged 2 SP:Iteration 92Q (642.760000 sec): 3 clusters Score: Raw -25274439.802655 + Penalty 4026.781499 = -25270413.021156 nChanged 3 SP:Iteration 93Q (643.360000 sec): 3 clusters Score: Raw -25274439.892306 + Penalty 4026.781499 = -25270413.110807 nChanged 2 SP:Iteration 94Q (643.960000 sec): 3 clusters Score: Raw -25274439.945880 + Penalty 4026.781499 = -25270413.164381 nChanged 1 SP:Iteration 95Q (644.570000 sec): 3 clusters Score: Raw -25274440.019541 + Penalty 4026.781499 = -25270413.238042 nChanged 5 SP:Iteration 96Q (645.170000 sec): 3 clusters Score: Raw -25274440.232599 + Penalty 4026.781499 = -25270413.451101 nChanged 2 SP:Iteration 97Q (645.770000 sec): 3 clusters Score: Raw -25274440.298375 + Penalty 4026.781499 = -25270413.516876 nChanged 3 SP:Iteration 98Q (646.370000 sec): 3 clusters Score: Raw -25274440.412060 + Penalty 4026.781499 = -25270413.630562 nChanged 3 SP:Iteration 99Q (646.970000 sec): 3 clusters Score: Raw -25274440.565621 + Penalty 4026.781499 = -25270413.784122 nChanged 4 SP:Iteration 100F (647.790000 sec): 3 clusters Score: Raw -25274440.678678 + Penalty 4026.781499 = -25270413.897180 nChanged 3 SP:Iteration 101Q (648.400000 sec): 3 clusters Score: Raw -25274440.799319 + Penalty 4026.781499 = -25270414.017820 nChanged 5 SP:Iteration 102Q (649.000000 sec): 3 clusters Score: Raw -25274441.080815 + Penalty 4026.781499 = -25270414.299317 nChanged 6 SP:Iteration 103Q (649.600000 sec): 3 clusters Score: Raw -25274441.376146 + Penalty 4026.781499 = -25270414.594647 nChanged 6 SP:Iteration 104Q (650.210000 sec): 3 clusters Score: Raw -25274441.588635 + Penalty 4026.781499 = -25270414.807137 nChanged 3 SP:Iteration 105Q (650.810000 sec): 3 clusters Score: Raw -25274441.690275 + Penalty 4026.781499 = -25270414.908776 nChanged 2 SP:Iteration 106Q (651.410000 sec): 3 clusters Score: Raw -25274441.786608 + Penalty 4026.781499 = -25270415.005110 nChanged 1 SP:Iteration 107Q (652.010000 sec): 3 clusters Score: Raw -25274441.873377 + Penalty 4026.781499 = -25270415.091878 nChanged 4 SP:Iteration 108Q (652.610000 sec): 3 clusters Score: Raw -25274442.043245 + Penalty 4026.781499 = -25270415.261747 nChanged 4 SP:Iteration 109Q (653.220000 sec): 3 clusters Score: Raw -25274442.158847 + Penalty 4026.781499 = -25270415.377349 nChanged 3 SP:Iteration 110Q (653.820000 sec): 3 clusters Score: Raw -25274442.253271 + Penalty 4026.781499 = -25270415.471773 nChanged 4 SP:Iteration 111Q (654.420000 sec): 3 clusters Score: Raw -25274442.416604 + Penalty 4026.781499 = -25270415.635106 nChanged 4 SP:Iteration 112Q (655.020000 sec): 3 clusters Score: Raw -25274442.606976 + Penalty 4026.781499 = -25270415.825477 nChanged 8 SP:Iteration 113Q (655.630000 sec): 3 clusters Score: Raw -25274443.016785 + Penalty 4026.781499 = -25270416.235287 nChanged 6 SP:Iteration 114Q (656.230000 sec): 3 clusters Score: Raw -25274443.329500 + Penalty 4026.781499 = -25270416.548002 nChanged 7 SP:Iteration 115Q (656.830000 sec): 3 clusters Score: Raw -25274443.610940 + Penalty 4026.781499 = -25270416.829442 nChanged 7 SP:Iteration 116Q (657.430000 sec): 3 clusters Score: Raw -25274443.839382 + Penalty 4026.781499 = -25270417.057883 nChanged 2 SP:Iteration 117Q (658.030000 sec): 3 clusters Score: Raw -25274443.901347 + Penalty 4026.781499 = -25270417.119848 nChanged 1 SP:Iteration 118Q (658.630000 sec): 3 clusters Score: Raw -25274443.930453 + Penalty 4026.781499 = -25270417.148955 nChanged 1 SP:Iteration 119Q (659.250000 sec): 3 clusters Score: Raw -25274443.962942 + Penalty 4026.781499 = -25270417.181443 nChanged 0 SP:Iteration 120F (660.070000 sec): 3 clusters Score: Raw -25274443.962942 + Penalty 4026.781499 = -25270417.181443 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 13 (14059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (660.220000 sec): 2 clusters Score: Raw -1472692.737579 + Penalty 1552.040431 = -1471140.697148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.270000 sec): 3 clusters Score: Raw -1464509.048927 + Penalty 3104.080863 = -1461404.968064 nChanged 6237 SP:Iteration 1F (660.310000 sec): 3 clusters Score: Raw -1467836.304755 + Penalty 3104.080863 = -1464732.223892 nChanged 834 SP:Iteration 2F (660.360000 sec): 3 clusters Score: Raw -1468191.738343 + Penalty 3104.080863 = -1465087.657480 nChanged 734 SP:Iteration 3F (660.410000 sec): 3 clusters Score: Raw -1468548.877136 + Penalty 3104.080863 = -1465444.796273 nChanged 717 SP:Iteration 4F (660.460000 sec): 3 clusters Score: Raw -1468918.642006 + Penalty 3104.080863 = -1465814.561144 nChanged 771 SP:Iteration 5F (660.510000 sec): 3 clusters Score: Raw -1469282.624589 + Penalty 3104.080863 = -1466178.543726 nChanged 721 SP:Iteration 6F (660.550000 sec): 3 clusters Score: Raw -1469619.098609 + Penalty 3104.080863 = -1466515.017746 nChanged 708 SP:Iteration 7F (660.600000 sec): 3 clusters Score: Raw -1469972.748663 + Penalty 3104.080863 = -1466868.667801 nChanged 756 SP:Iteration 8F (660.650000 sec): 3 clusters Score: Raw -1470358.536292 + Penalty 3104.080863 = -1467254.455430 nChanged 701 SP:Iteration 9Q (660.700000 sec): 3 clusters Score: Raw -1470741.904186 + Penalty 3104.080863 = -1467637.823323 nChanged 646 SP:Iteration 10Q (660.750000 sec): 3 clusters Score: Raw -1471098.459272 + Penalty 3104.080863 = -1467994.378409 nChanged 611 SP:Iteration 11Q (660.790000 sec): 3 clusters Score: Raw -1471496.296321 + Penalty 3104.080863 = -1468392.215458 nChanged 644 SP:Iteration 12Q (660.840000 sec): 3 clusters Score: Raw -1471960.843273 + Penalty 3104.080863 = -1468856.762410 nChanged 565 SP:Iteration 13Q (660.890000 sec): 3 clusters Score: Raw -1472383.467784 + Penalty 3104.080863 = -1469279.386922 nChanged 431 SP:Iteration 14Q (660.930000 sec): 3 clusters Score: Raw -1472698.253065 + Penalty 3104.080863 = -1469594.172202 nChanged 318 SP:Iteration 15Q (660.980000 sec): 3 clusters Score: Raw -1472921.197544 + Penalty 3104.080863 = -1469817.116682 nChanged 212 SP:Iteration 16Q (661.030000 sec): 3 clusters Score: Raw -1473061.754962 + Penalty 3104.080863 = -1469957.674100 nChanged 141 SP:Iteration 17Q (661.080000 sec): 3 clusters Score: Raw -1473146.250948 + Penalty 3104.080863 = -1470042.170086 nChanged 99 SP:Iteration 18Q (661.120000 sec): 3 clusters Score: Raw -1473209.206391 + Penalty 3104.080863 = -1470105.125528 nChanged 67 SP:Iteration 19Q (661.170000 sec): 3 clusters Score: Raw -1473243.595428 + Penalty 3104.080863 = -1470139.514565 nChanged 52 SP:Iteration 20F (661.220000 sec): 3 clusters Score: Raw -1473268.697346 + Penalty 3104.080863 = -1470164.616484 nChanged 41 SP:Iteration 21Q (661.260000 sec): 3 clusters Score: Raw -1473287.161328 + Penalty 3104.080863 = -1470183.080465 nChanged 29 SP:Iteration 22Q (661.310000 sec): 3 clusters Score: Raw -1473300.862854 + Penalty 3104.080863 = -1470196.781992 nChanged 18 SP:Iteration 23Q (661.350000 sec): 3 clusters Score: Raw -1473309.684156 + Penalty 3104.080863 = -1470205.603293 nChanged 14 SP:Iteration 24Q (661.390000 sec): 3 clusters Score: Raw -1473316.223107 + Penalty 3104.080863 = -1470212.142244 nChanged 10 SP:Iteration 25Q (661.440000 sec): 3 clusters Score: Raw -1473320.978090 + Penalty 3104.080863 = -1470216.897227 nChanged 11 SP:Iteration 26Q (661.480000 sec): 3 clusters Score: Raw -1473325.657646 + Penalty 3104.080863 = -1470221.576783 nChanged 13 SP:Iteration 27Q (661.530000 sec): 3 clusters Score: Raw -1473331.073761 + Penalty 3104.080863 = -1470226.992898 nChanged 9 SP:Iteration 28Q (661.570000 sec): 3 clusters Score: Raw -1473335.774206 + Penalty 3104.080863 = -1470231.693343 nChanged 6 SP:Iteration 29Q (661.610000 sec): 3 clusters Score: Raw -1473337.891592 + Penalty 3104.080863 = -1470233.810729 nChanged 3 SP:Iteration 30Q (661.650000 sec): 3 clusters Score: Raw -1473338.959130 + Penalty 3104.080863 = -1470234.878267 nChanged 2 SP:Iteration 31Q (661.690000 sec): 3 clusters Score: Raw -1473339.492180 + Penalty 3104.080863 = -1470235.411317 nChanged 3 SP:Iteration 32Q (661.740000 sec): 3 clusters Score: Raw -1473341.510310 + Penalty 3104.080863 = -1470237.429447 nChanged 3 SP:Iteration 33Q (661.780000 sec): 3 clusters Score: Raw -1473343.065144 + Penalty 3104.080863 = -1470238.984282 nChanged 3 SP:Iteration 34Q (661.820000 sec): 3 clusters Score: Raw -1473344.092016 + Penalty 3104.080863 = -1470240.011154 nChanged 2 SP:Iteration 35Q (661.870000 sec): 3 clusters Score: Raw -1473344.811808 + Penalty 3104.080863 = -1470240.730945 nChanged 0 SP:Iteration 36F (661.910000 sec): 3 clusters Score: Raw -1473344.811808 + Penalty 3104.080863 = -1470240.730945 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 14 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.920000 sec): 2 clusters Score: Raw -88163.528100 + Penalty 1106.109771 = -87057.418329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.930000 sec): 3 clusters Score: Raw -87973.957906 + Penalty 2212.219542 = -85761.738364 nChanged 271 SP:Iteration 1F (661.930000 sec): 3 clusters Score: Raw -88336.626049 + Penalty 2212.219542 = -86124.406507 nChanged 94 SP:Iteration 2F (661.930000 sec): 3 clusters Score: Raw -88489.422349 + Penalty 2212.219542 = -86277.202807 nChanged 52 SP:Iteration 3F (661.940000 sec): 3 clusters Score: Raw -88590.242552 + Penalty 2212.219542 = -86378.023010 nChanged 39 SP:Iteration 4Q (661.940000 sec): 3 clusters Score: Raw -88666.110092 + Penalty 2212.219542 = -86453.890550 nChanged 28 SP:Iteration 5Q (661.940000 sec): 3 clusters Score: Raw -88696.697904 + Penalty 2212.219542 = -86484.478362 nChanged 14 SP:Iteration 6Q (661.950000 sec): 3 clusters Score: Raw -88723.226785 + Penalty 2212.219542 = -86511.007243 nChanged 15 SP:Iteration 7Q (661.950000 sec): 3 clusters Score: Raw -88759.583705 + Penalty 2212.219542 = -86547.364163 nChanged 13 SP:Iteration 8Q (661.950000 sec): 3 clusters Score: Raw -88782.216426 + Penalty 2212.219542 = -86569.996884 nChanged 14 SP:Iteration 9Q (661.950000 sec): 3 clusters Score: Raw -88801.124397 + Penalty 2212.219542 = -86588.904855 nChanged 8 SP:Iteration 10Q (661.960000 sec): 3 clusters Score: Raw -88808.240273 + Penalty 2212.219542 = -86596.020731 nChanged 7 SP:Iteration 11Q (661.960000 sec): 3 clusters Score: Raw -88816.539579 + Penalty 2212.219542 = -86604.320037 nChanged 7 SP:Iteration 12Q (661.960000 sec): 3 clusters Score: Raw -88822.909006 + Penalty 2212.219542 = -86610.689464 nChanged 2 SP:Iteration 13Q (661.970000 sec): 3 clusters Score: Raw -88824.561731 + Penalty 2212.219542 = -86612.342189 nChanged 0 SP:Iteration 14F (661.970000 sec): 3 clusters Score: Raw -88824.561731 + Penalty 2212.219542 = -86612.342189 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 18 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.990000 sec): 2 clusters Score: Raw -553579.255256 + Penalty 1387.325534 = -552191.929723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.010000 sec): 3 clusters Score: Raw -550976.665275 + Penalty 2774.651067 = -548202.014208 nChanged 2012 SP:Iteration 1F (662.020000 sec): 3 clusters Score: Raw -552104.908615 + Penalty 2774.651067 = -549330.257548 nChanged 368 SP:Iteration 2F (662.040000 sec): 3 clusters Score: Raw -552307.891753 + Penalty 2774.651067 = -549533.240685 nChanged 283 SP:Iteration 3F (662.050000 sec): 3 clusters Score: Raw -552450.679818 + Penalty 2774.651067 = -549676.028751 nChanged 208 SP:Iteration 4Q (662.070000 sec): 3 clusters Score: Raw -552552.813032 + Penalty 2774.651067 = -549778.161965 nChanged 172 SP:Iteration 5Q (662.090000 sec): 3 clusters Score: Raw -552633.008466 + Penalty 2774.651067 = -549858.357399 nChanged 163 SP:Iteration 6Q (662.110000 sec): 3 clusters Score: Raw -552705.691960 + Penalty 2774.651067 = -549931.040893 nChanged 148 SP:Iteration 7Q (662.130000 sec): 3 clusters Score: Raw -552777.519131 + Penalty 2774.651067 = -550002.868064 nChanged 161 SP:Iteration 8Q (662.150000 sec): 3 clusters Score: Raw -552869.236828 + Penalty 2774.651067 = -550094.585761 nChanged 158 SP:Iteration 9Q (662.160000 sec): 3 clusters Score: Raw -552970.421435 + Penalty 2774.651067 = -550195.770368 nChanged 166 SP:Iteration 10Q (662.180000 sec): 3 clusters Score: Raw -553089.357974 + Penalty 2774.651067 = -550314.706907 nChanged 200 SP:Iteration 11Q (662.200000 sec): 3 clusters Score: Raw -553278.916180 + Penalty 2774.651067 = -550504.265113 nChanged 250 SP:Iteration 12Q (662.220000 sec): 3 clusters Score: Raw -553533.593889 + Penalty 2774.651067 = -550758.942822 nChanged 266 SP:Iteration 13F (662.230000 sec): 3 clusters Score: Raw -553879.793261 + Penalty 2774.651067 = -551105.142194 nChanged 253 SP:Iteration 14Q (662.250000 sec): 3 clusters Score: Raw -554231.658144 + Penalty 2774.651067 = -551457.007077 nChanged 225 SP:Iteration 15Q (662.260000 sec): 3 clusters Score: Raw -554480.241243 + Penalty 2774.651067 = -551705.590176 nChanged 137 SP:Iteration 16Q (662.280000 sec): 3 clusters Score: Raw -554653.965648 + Penalty 2774.651067 = -551879.314581 nChanged 93 SP:Iteration 17Q (662.300000 sec): 3 clusters Score: Raw -554753.319279 + Penalty 2774.651067 = -551978.668212 nChanged 55 SP:Iteration 18Q (662.310000 sec): 3 clusters Score: Raw -554796.171006 + Penalty 2774.651067 = -552021.519939 nChanged 34 SP:Iteration 19Q (662.320000 sec): 3 clusters Score: Raw -554806.676439 + Penalty 2774.651067 = -552032.025372 nChanged 11 SP:Iteration 20F (662.340000 sec): 3 clusters Score: Raw -554809.292058 + Penalty 2774.651067 = -552034.640991 nChanged 7 SP:Iteration 21Q (662.360000 sec): 3 clusters Score: Raw -554810.383211 + Penalty 2774.651067 = -552035.732144 nChanged 5 SP:Iteration 22Q (662.370000 sec): 3 clusters Score: Raw -554811.511557 + Penalty 2774.651067 = -552036.860490 nChanged 5 SP:Iteration 23Q (662.380000 sec): 3 clusters Score: Raw -554812.871037 + Penalty 2774.651067 = -552038.219970 nChanged 1 SP:Iteration 24Q (662.400000 sec): 3 clusters Score: Raw -554813.181882 + Penalty 2774.651067 = -552038.530815 nChanged 1 SP:Iteration 25Q (662.410000 sec): 3 clusters Score: Raw -554813.253546 + Penalty 2774.651067 = -552038.602479 nChanged 1 SP:Iteration 26Q (662.420000 sec): 3 clusters Score: Raw -554813.358244 + Penalty 2774.651067 = -552038.707177 nChanged 0 SP:Iteration 27F (662.440000 sec): 3 clusters Score: Raw -554813.358244 + Penalty 2774.651067 = -552038.707177 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 20 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.440000 sec): 2 clusters Score: Raw -30538.286687 + Penalty 929.017001 = -29609.269685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.450000 sec): 3 clusters Score: Raw -30601.940691 + Penalty 1858.034003 = -28743.906688 nChanged 43 SP:Iteration 1F (662.450000 sec): 3 clusters Score: Raw -30686.295112 + Penalty 1858.034003 = -28828.261109 nChanged 15 SP:Iteration 2Q (662.450000 sec): 3 clusters Score: Raw -30737.886703 + Penalty 1858.034003 = -28879.852700 nChanged 13 SP:Iteration 3Q (662.450000 sec): 3 clusters Score: Raw -30797.069685 + Penalty 1858.034003 = -28939.035682 nChanged 7 SP:Iteration 4Q (662.450000 sec): 3 clusters Score: Raw -30842.428197 + Penalty 1858.034003 = -28984.394194 nChanged 8 SP:Iteration 5Q (662.450000 sec): 3 clusters Score: Raw -30883.245522 + Penalty 1858.034003 = -29025.211519 nChanged 4 SP:Iteration 6Q (662.450000 sec): 3 clusters Score: Raw -30897.431770 + Penalty 1858.034003 = -29039.397767 nChanged 6 SP:Iteration 7Q (662.450000 sec): 3 clusters Score: Raw -30921.696989 + Penalty 1858.034003 = -29063.662986 nChanged 3 SP:Iteration 8Q (662.460000 sec): 3 clusters Score: Raw -30927.332963 + Penalty 1858.034003 = -29069.298960 nChanged 0 SP:Iteration 9F (662.460000 sec): 3 clusters Score: Raw -30927.332963 + Penalty 1858.034003 = -29069.298960 nChanged 0 Iteration 99Q (663.660000 sec): 11 clusters Score: Raw -29766516.856190 + Penalty 20411.770788 = -29746105.085401 nChanged 83 Iteration 100F (667.170000 sec): 11 clusters Score: Raw -29766565.459073 + Penalty 20411.770788 = -29746153.688284 nChanged 84 Iteration 101Q (668.290000 sec): 11 clusters Score: Raw -29766581.444245 + Penalty 20411.770788 = -29746169.673457 nChanged 68 Iteration 102Q (669.420000 sec): 11 clusters Score: Raw -29766595.135157 + Penalty 20411.770788 = -29746183.364369 nChanged 89 Iteration 103Q (670.540000 sec): 11 clusters Score: Raw -29766609.886317 + Penalty 20411.770788 = -29746198.115529 nChanged 91 Iteration 104Q (671.670000 sec): 11 clusters Score: Raw -29766620.962297 + Penalty 20411.770788 = -29746209.191509 nChanged 73 Iteration 105Q (672.790000 sec): 11 clusters Score: Raw -29766628.505630 + Penalty 20411.770788 = -29746216.734841 nChanged 83 Iteration 106Q (673.910000 sec): 11 clusters Score: Raw -29766634.372321 + Penalty 20411.770788 = -29746222.601533 nChanged 78 Iteration 107Q (675.030000 sec): 11 clusters Score: Raw -29766640.427856 + Penalty 20411.770788 = -29746228.657067 nChanged 75 Iteration 108Q (676.150000 sec): 11 clusters Score: Raw -29766645.453772 + Penalty 20411.770788 = -29746233.682983 nChanged 77 Iteration 109Q (677.270000 sec): 11 clusters Score: Raw -29766649.908178 + Penalty 20411.770788 = -29746238.137389 nChanged 72 Iteration 110Q (678.390000 sec): 11 clusters Score: Raw -29766653.440210 + Penalty 20411.770788 = -29746241.669421 nChanged 70 Iteration 111Q (679.510000 sec): 11 clusters Score: Raw -29766656.046862 + Penalty 20411.770788 = -29746244.276074 nChanged 61 Iteration 112Q (680.640000 sec): 11 clusters Score: Raw -29766658.811385 + Penalty 20411.770788 = -29746247.040597 nChanged 60 Iteration 113Q (681.760000 sec): 11 clusters Score: Raw -29766661.629052 + Penalty 20411.770788 = -29746249.858264 nChanged 51 Iteration 114Q (682.870000 sec): 11 clusters Score: Raw -29766664.725267 + Penalty 20411.770788 = -29746252.954479 nChanged 65 Iteration 115Q (683.980000 sec): 11 clusters Score: Raw -29766669.493177 + Penalty 20411.770788 = -29746257.722389 nChanged 61 Iteration 116Q (685.110000 sec): 11 clusters Score: Raw -29766673.756398 + Penalty 20411.770788 = -29746261.985610 nChanged 59 Iteration 117Q (686.230000 sec): 11 clusters Score: Raw -29766677.911403 + Penalty 20411.770788 = -29746266.140615 nChanged 63 Iteration 118Q (687.350000 sec): 11 clusters Score: Raw -29766680.732902 + Penalty 20411.770788 = -29746268.962114 nChanged 57 Iteration 119Q (688.440000 sec): 11 clusters Score: Raw -29766682.821788 + Penalty 20411.770788 = -29746271.051000 nChanged 48 Iteration 120F (691.930000 sec): 11 clusters Score: Raw -29766685.473165 + Penalty 20411.770788 = -29746273.702377 nChanged 53 Iteration 121Q (693.050000 sec): 11 clusters Score: Raw -29766687.789163 + Penalty 20411.770788 = -29746276.018375 nChanged 41 Iteration 122Q (694.150000 sec): 11 clusters Score: Raw -29766690.786877 + Penalty 20411.770788 = -29746279.016088 nChanged 32 Iteration 123Q (695.280000 sec): 11 clusters Score: Raw -29766693.375999 + Penalty 20411.770788 = -29746281.605210 nChanged 41 Iteration 124Q (696.400000 sec): 11 clusters Score: Raw -29766696.567444 + Penalty 20411.770788 = -29746284.796655 nChanged 46 Iteration 125Q (697.520000 sec): 11 clusters Score: Raw -29766698.854014 + Penalty 20411.770788 = -29746287.083225 nChanged 39 Iteration 126Q (698.630000 sec): 11 clusters Score: Raw -29766702.683964 + Penalty 20411.770788 = -29746290.913175 nChanged 30 Iteration 127Q (699.750000 sec): 11 clusters Score: Raw -29766705.532299 + Penalty 20411.770788 = -29746293.761510 nChanged 31 Iteration 128Q (700.870000 sec): 11 clusters Score: Raw -29766708.759640 + Penalty 20411.770788 = -29746296.988851 nChanged 39 Iteration 129Q (701.980000 sec): 11 clusters Score: Raw -29766710.914495 + Penalty 20411.770788 = -29746299.143707 nChanged 35 Iteration 130Q (703.090000 sec): 11 clusters Score: Raw -29766712.272129 + Penalty 20411.770788 = -29746300.501340 nChanged 30 Iteration 131Q (704.190000 sec): 11 clusters Score: Raw -29766713.628361 + Penalty 20411.770788 = -29746301.857572 nChanged 29 Iteration 132Q (705.300000 sec): 11 clusters Score: Raw -29766715.460296 + Penalty 20411.770788 = -29746303.689508 nChanged 35 Iteration 133Q (706.410000 sec): 11 clusters Score: Raw -29766717.595688 + Penalty 20411.770788 = -29746305.824899 nChanged 28 Iteration 134Q (707.520000 sec): 11 clusters Score: Raw -29766718.782133 + Penalty 20411.770788 = -29746307.011345 nChanged 27 Iteration 135Q (708.640000 sec): 11 clusters Score: Raw -29766719.600500 + Penalty 20411.770788 = -29746307.829712 nChanged 17 Iteration 136Q (709.740000 sec): 11 clusters Score: Raw -29766720.569469 + Penalty 20411.770788 = -29746308.798681 nChanged 13 Iteration 137Q (710.830000 sec): 11 clusters Score: Raw -29766720.906573 + Penalty 20411.770788 = -29746309.135785 nChanged 18 Iteration 138Q (711.940000 sec): 11 clusters Score: Raw -29766721.241321 + Penalty 20411.770788 = -29746309.470532 nChanged 15 Writing temp clu file Compute initial score before splitting: Score: Raw -29766721.241321 + Penalty 20411.770788 = -29746309.470532 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 1 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.000000 sec): 2 clusters Score: Raw -35979.018023 + Penalty 957.840461 = -35021.177562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.000000 sec): 3 clusters Score: Raw -35998.274344 + Penalty 1915.680921 = -34082.593423 nChanged 79 SP:Iteration 1F (712.000000 sec): 3 clusters Score: Raw -36131.827062 + Penalty 1915.680921 = -34216.146141 nChanged 15 SP:Iteration 2Q (712.000000 sec): 3 clusters Score: Raw -36181.440018 + Penalty 1915.680921 = -34265.759097 nChanged 10 SP:Iteration 3Q (712.000000 sec): 3 clusters Score: Raw -36202.480512 + Penalty 1915.680921 = -34286.799591 nChanged 6 SP:Iteration 4Q (712.010000 sec): 3 clusters Score: Raw -36221.966510 + Penalty 1915.680921 = -34306.285589 nChanged 4 SP:Iteration 5Q (712.010000 sec): 3 clusters Score: Raw -36236.187400 + Penalty 1915.680921 = -34320.506479 nChanged 7 SP:Iteration 6Q (712.010000 sec): 3 clusters Score: Raw -36250.899700 + Penalty 1915.680921 = -34335.218778 nChanged 4 SP:Iteration 7Q (712.010000 sec): 3 clusters Score: Raw -36260.678657 + Penalty 1915.680921 = -34344.997736 nChanged 5 SP:Iteration 8Q (712.010000 sec): 3 clusters Score: Raw -36270.378364 + Penalty 1915.680921 = -34354.697443 nChanged 4 SP:Iteration 9Q (712.010000 sec): 3 clusters Score: Raw -36279.578617 + Penalty 1915.680921 = -34363.897696 nChanged 3 SP:Iteration 10Q (712.010000 sec): 3 clusters Score: Raw -36292.371730 + Penalty 1915.680921 = -34376.690809 nChanged 2 SP:Iteration 11Q (712.020000 sec): 3 clusters Score: Raw -36297.706393 + Penalty 1915.680921 = -34382.025471 nChanged 2 SP:Iteration 12Q (712.020000 sec): 3 clusters Score: Raw -36301.067859 + Penalty 1915.680921 = -34385.386938 nChanged 0 SP:Iteration 13F (712.020000 sec): 3 clusters Score: Raw -36301.067859 + Penalty 1915.680921 = -34385.386938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 2 (1695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.020000 sec): 2 clusters Score: Raw -173119.564621 + Penalty 1208.258678 = -171911.305942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.030000 sec): 3 clusters Score: Raw -172457.223498 + Penalty 2416.517356 = -170040.706141 nChanged 594 SP:Iteration 1F (712.040000 sec): 3 clusters Score: Raw -172894.321463 + Penalty 2416.517356 = -170477.804107 nChanged 117 SP:Iteration 2F (712.040000 sec): 3 clusters Score: Raw -172988.646500 + Penalty 2416.517356 = -170572.129143 nChanged 68 SP:Iteration 3Q (712.050000 sec): 3 clusters Score: Raw -173044.589990 + Penalty 2416.517356 = -170628.072633 nChanged 58 SP:Iteration 4Q (712.050000 sec): 3 clusters Score: Raw -173093.973926 + Penalty 2416.517356 = -170677.456570 nChanged 52 SP:Iteration 5Q (712.060000 sec): 3 clusters Score: Raw -173124.700889 + Penalty 2416.517356 = -170708.183532 nChanged 32 SP:Iteration 6Q (712.060000 sec): 3 clusters Score: Raw -173144.500116 + Penalty 2416.517356 = -170727.982760 nChanged 28 SP:Iteration 7Q (712.070000 sec): 3 clusters Score: Raw -173157.528562 + Penalty 2416.517356 = -170741.011205 nChanged 15 SP:Iteration 8Q (712.080000 sec): 3 clusters Score: Raw -173164.612306 + Penalty 2416.517356 = -170748.094950 nChanged 8 SP:Iteration 9Q (712.080000 sec): 3 clusters Score: Raw -173170.108854 + Penalty 2416.517356 = -170753.591498 nChanged 9 SP:Iteration 10Q (712.090000 sec): 3 clusters Score: Raw -173173.493092 + Penalty 2416.517356 = -170756.975735 nChanged 6 SP:Iteration 11Q (712.100000 sec): 3 clusters Score: Raw -173175.228407 + Penalty 2416.517356 = -170758.711050 nChanged 3 SP:Iteration 12Q (712.100000 sec): 3 clusters Score: Raw -173176.215499 + Penalty 2416.517356 = -170759.698143 nChanged 3 SP:Iteration 13Q (712.110000 sec): 3 clusters Score: Raw -173177.076409 + Penalty 2416.517356 = -170760.559052 nChanged 2 SP:Iteration 14Q (712.110000 sec): 3 clusters Score: Raw -173177.587073 + Penalty 2416.517356 = -170761.069717 nChanged 1 SP:Iteration 15Q (712.120000 sec): 3 clusters Score: Raw -173178.293753 + Penalty 2416.517356 = -170761.776397 nChanged 2 SP:Iteration 16Q (712.120000 sec): 3 clusters Score: Raw -173179.082520 + Penalty 2416.517356 = -170762.565163 nChanged 2 SP:Iteration 17Q (712.130000 sec): 3 clusters Score: Raw -173181.408208 + Penalty 2416.517356 = -170764.890852 nChanged 3 SP:Iteration 18Q (712.130000 sec): 3 clusters Score: Raw -173182.267265 + Penalty 2416.517356 = -170765.749909 nChanged 2 SP:Iteration 19Q (712.140000 sec): 3 clusters Score: Raw -173182.895760 + Penalty 2416.517356 = -170766.378404 nChanged 1 SP:Iteration 20F (712.140000 sec): 3 clusters Score: Raw -173183.238211 + Penalty 2416.517356 = -170766.720855 nChanged 1 SP:Iteration 21Q (712.150000 sec): 3 clusters Score: Raw -173183.532587 + Penalty 2416.517356 = -170767.015231 nChanged 1 SP:Iteration 22Q (712.150000 sec): 3 clusters Score: Raw -173184.172322 + Penalty 2416.517356 = -170767.654965 nChanged 4 SP:Iteration 23Q (712.160000 sec): 3 clusters Score: Raw -173185.255367 + Penalty 2416.517356 = -170768.738011 nChanged 2 SP:Iteration 24Q (712.160000 sec): 3 clusters Score: Raw -173186.237709 + Penalty 2416.517356 = -170769.720353 nChanged 4 SP:Iteration 25Q (712.170000 sec): 3 clusters Score: Raw -173189.920998 + Penalty 2416.517356 = -170773.403641 nChanged 4 SP:Iteration 26Q (712.170000 sec): 3 clusters Score: Raw -173191.657808 + Penalty 2416.517356 = -170775.140452 nChanged 6 SP:Iteration 27Q (712.180000 sec): 3 clusters Score: Raw -173194.821304 + Penalty 2416.517356 = -170778.303948 nChanged 7 SP:Iteration 28Q (712.180000 sec): 3 clusters Score: Raw -173200.828708 + Penalty 2416.517356 = -170784.311352 nChanged 9 SP:Iteration 29Q (712.190000 sec): 3 clusters Score: Raw -173207.422835 + Penalty 2416.517356 = -170790.905479 nChanged 5 SP:Iteration 30Q (712.190000 sec): 3 clusters Score: Raw -173209.807292 + Penalty 2416.517356 = -170793.289936 nChanged 2 SP:Iteration 31Q (712.200000 sec): 3 clusters Score: Raw -173210.757818 + Penalty 2416.517356 = -170794.240462 nChanged 1 SP:Iteration 32Q (712.200000 sec): 3 clusters Score: Raw -173211.842447 + Penalty 2416.517356 = -170795.325090 nChanged 4 SP:Iteration 33Q (712.210000 sec): 3 clusters Score: Raw -173213.478670 + Penalty 2416.517356 = -170796.961313 nChanged 5 SP:Iteration 34Q (712.210000 sec): 3 clusters Score: Raw -173215.038683 + Penalty 2416.517356 = -170798.521327 nChanged 4 SP:Iteration 35Q (712.220000 sec): 3 clusters Score: Raw -173216.462930 + Penalty 2416.517356 = -170799.945574 nChanged 5 SP:Iteration 36Q (712.220000 sec): 3 clusters Score: Raw -173218.546319 + Penalty 2416.517356 = -170802.028962 nChanged 3 SP:Iteration 37Q (712.230000 sec): 3 clusters Score: Raw -173219.592293 + Penalty 2416.517356 = -170803.074937 nChanged 4 SP:Iteration 38Q (712.230000 sec): 3 clusters Score: Raw -173221.434233 + Penalty 2416.517356 = -170804.916876 nChanged 5 SP:Iteration 39Q (712.240000 sec): 3 clusters Score: Raw -173225.026479 + Penalty 2416.517356 = -170808.509123 nChanged 4 SP:Iteration 40F (712.240000 sec): 3 clusters Score: Raw -173226.727204 + Penalty 2416.517356 = -170810.209847 nChanged 3 SP:Iteration 41Q (712.250000 sec): 3 clusters Score: Raw -173227.540687 + Penalty 2416.517356 = -170811.023331 nChanged 2 SP:Iteration 42Q (712.260000 sec): 3 clusters Score: Raw -173228.158475 + Penalty 2416.517356 = -170811.641118 nChanged 2 SP:Iteration 43Q (712.260000 sec): 3 clusters Score: Raw -173228.822174 + Penalty 2416.517356 = -170812.304818 nChanged 2 SP:Iteration 44Q (712.260000 sec): 3 clusters Score: Raw -173229.773212 + Penalty 2416.517356 = -170813.255856 nChanged 6 SP:Iteration 45Q (712.270000 sec): 3 clusters Score: Raw -173233.087757 + Penalty 2416.517356 = -170816.570400 nChanged 5 SP:Iteration 46Q (712.280000 sec): 3 clusters Score: Raw -173234.309431 + Penalty 2416.517356 = -170817.792075 nChanged 2 SP:Iteration 47Q (712.280000 sec): 3 clusters Score: Raw -173235.572629 + Penalty 2416.517356 = -170819.055272 nChanged 1 SP:Iteration 48Q (712.280000 sec): 3 clusters Score: Raw -173236.180852 + Penalty 2416.517356 = -170819.663495 nChanged 2 SP:Iteration 49Q (712.290000 sec): 3 clusters Score: Raw -173237.011071 + Penalty 2416.517356 = -170820.493714 nChanged 0 SP:Iteration 50F (712.300000 sec): 3 clusters Score: Raw -173237.011071 + Penalty 2416.517356 = -170820.493714 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 5 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.300000 sec): 2 clusters Score: Raw -152994.887340 + Penalty 1185.225880 = -151809.661460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.310000 sec): 3 clusters Score: Raw -152449.662990 + Penalty 2370.451759 = -150079.211231 nChanged 454 SP:Iteration 1F (712.310000 sec): 3 clusters Score: Raw -152770.103707 + Penalty 2370.451759 = -150399.651948 nChanged 99 SP:Iteration 2F (712.320000 sec): 3 clusters Score: Raw -152863.729150 + Penalty 2370.451759 = -150493.277391 nChanged 59 SP:Iteration 3Q (712.320000 sec): 3 clusters Score: Raw -152909.167668 + Penalty 2370.451759 = -150538.715909 nChanged 37 SP:Iteration 4Q (712.320000 sec): 3 clusters Score: Raw -152934.127675 + Penalty 2370.451759 = -150563.675916 nChanged 29 SP:Iteration 5Q (712.330000 sec): 3 clusters Score: Raw -152957.186578 + Penalty 2370.451759 = -150586.734819 nChanged 19 SP:Iteration 6Q (712.330000 sec): 3 clusters Score: Raw -152967.508861 + Penalty 2370.451759 = -150597.057102 nChanged 16 SP:Iteration 7Q (712.340000 sec): 3 clusters Score: Raw -152975.686981 + Penalty 2370.451759 = -150605.235222 nChanged 13 SP:Iteration 8Q (712.340000 sec): 3 clusters Score: Raw -152985.180395 + Penalty 2370.451759 = -150614.728636 nChanged 9 SP:Iteration 9Q (712.350000 sec): 3 clusters Score: Raw -152991.446713 + Penalty 2370.451759 = -150620.994953 nChanged 11 SP:Iteration 10Q (712.350000 sec): 3 clusters Score: Raw -152998.613355 + Penalty 2370.451759 = -150628.161596 nChanged 7 SP:Iteration 11Q (712.360000 sec): 3 clusters Score: Raw -153002.339655 + Penalty 2370.451759 = -150631.887896 nChanged 9 SP:Iteration 12Q (712.360000 sec): 3 clusters Score: Raw -153008.781563 + Penalty 2370.451759 = -150638.329804 nChanged 6 SP:Iteration 13Q (712.360000 sec): 3 clusters Score: Raw -153011.919477 + Penalty 2370.451759 = -150641.467718 nChanged 7 SP:Iteration 14Q (712.370000 sec): 3 clusters Score: Raw -153015.295527 + Penalty 2370.451759 = -150644.843768 nChanged 4 SP:Iteration 15Q (712.380000 sec): 3 clusters Score: Raw -153016.875575 + Penalty 2370.451759 = -150646.423816 nChanged 2 SP:Iteration 16Q (712.380000 sec): 3 clusters Score: Raw -153017.957809 + Penalty 2370.451759 = -150647.506050 nChanged 1 SP:Iteration 17Q (712.380000 sec): 3 clusters Score: Raw -153018.079359 + Penalty 2370.451759 = -150647.627600 nChanged 0 SP:Iteration 18F (712.390000 sec): 3 clusters Score: Raw -153018.079359 + Penalty 2370.451759 = -150647.627600 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 7 (18623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.460000 sec): 2 clusters Score: Raw -1941037.102122 + Penalty 1597.724806 = -1939439.377316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.520000 sec): 3 clusters Score: Raw -1929867.327531 + Penalty 3195.449613 = -1926671.877919 nChanged 8438 SP:Iteration 1F (712.580000 sec): 3 clusters Score: Raw -1934564.449005 + Penalty 3195.449613 = -1931368.999392 nChanged 951 SP:Iteration 2F (712.650000 sec): 3 clusters Score: Raw -1934902.733806 + Penalty 3195.449613 = -1931707.284193 nChanged 810 SP:Iteration 3Q (712.710000 sec): 3 clusters Score: Raw -1935213.228162 + Penalty 3195.449613 = -1932017.778549 nChanged 781 SP:Iteration 4Q (712.760000 sec): 3 clusters Score: Raw -1935540.642524 + Penalty 3195.449613 = -1932345.192911 nChanged 780 SP:Iteration 5Q (712.820000 sec): 3 clusters Score: Raw -1935875.460010 + Penalty 3195.449613 = -1932680.010397 nChanged 768 SP:Iteration 6Q (712.890000 sec): 3 clusters Score: Raw -1936219.463471 + Penalty 3195.449613 = -1933024.013859 nChanged 770 SP:Iteration 7Q (712.950000 sec): 3 clusters Score: Raw -1936565.650827 + Penalty 3195.449613 = -1933370.201214 nChanged 751 SP:Iteration 8Q (713.010000 sec): 3 clusters Score: Raw -1936939.121415 + Penalty 3195.449613 = -1933743.671803 nChanged 755 SP:Iteration 9Q (713.060000 sec): 3 clusters Score: Raw -1937362.900648 + Penalty 3195.449613 = -1934167.451035 nChanged 768 SP:Iteration 10Q (713.120000 sec): 3 clusters Score: Raw -1937798.972370 + Penalty 3195.449613 = -1934603.522757 nChanged 727 SP:Iteration 11Q (713.190000 sec): 3 clusters Score: Raw -1938151.495250 + Penalty 3195.449613 = -1934956.045637 nChanged 557 SP:Iteration 12Q (713.240000 sec): 3 clusters Score: Raw -1938361.671349 + Penalty 3195.449613 = -1935166.221736 nChanged 398 SP:Iteration 13Q (713.300000 sec): 3 clusters Score: Raw -1938475.558882 + Penalty 3195.449613 = -1935280.109269 nChanged 273 SP:Iteration 14Q (713.360000 sec): 3 clusters Score: Raw -1938539.576825 + Penalty 3195.449613 = -1935344.127212 nChanged 227 SP:Iteration 15Q (713.420000 sec): 3 clusters Score: Raw -1938589.333022 + Penalty 3195.449613 = -1935393.883409 nChanged 191 SP:Iteration 16Q (713.470000 sec): 3 clusters Score: Raw -1938630.869679 + Penalty 3195.449613 = -1935435.420066 nChanged 189 SP:Iteration 17Q (713.530000 sec): 3 clusters Score: Raw -1938668.664485 + Penalty 3195.449613 = -1935473.214872 nChanged 155 SP:Iteration 18Q (713.590000 sec): 3 clusters Score: Raw -1938699.113947 + Penalty 3195.449613 = -1935503.664334 nChanged 144 SP:Iteration 19Q (713.640000 sec): 3 clusters Score: Raw -1938723.804269 + Penalty 3195.449613 = -1935528.354657 nChanged 124 SP:Iteration 20F (713.700000 sec): 3 clusters Score: Raw -1938742.240692 + Penalty 3195.449613 = -1935546.791079 nChanged 118 SP:Iteration 21Q (713.760000 sec): 3 clusters Score: Raw -1938759.815465 + Penalty 3195.449613 = -1935564.365852 nChanged 103 SP:Iteration 22Q (713.820000 sec): 3 clusters Score: Raw -1938776.253384 + Penalty 3195.449613 = -1935580.803771 nChanged 108 SP:Iteration 23Q (713.870000 sec): 3 clusters Score: Raw -1938794.150587 + Penalty 3195.449613 = -1935598.700974 nChanged 121 SP:Iteration 24Q (713.930000 sec): 3 clusters Score: Raw -1938812.668786 + Penalty 3195.449613 = -1935617.219173 nChanged 117 SP:Iteration 25Q (713.990000 sec): 3 clusters Score: Raw -1938830.436244 + Penalty 3195.449613 = -1935634.986631 nChanged 107 SP:Iteration 26Q (714.050000 sec): 3 clusters Score: Raw -1938848.173175 + Penalty 3195.449613 = -1935652.723562 nChanged 118 SP:Iteration 27Q (714.100000 sec): 3 clusters Score: Raw -1938868.384071 + Penalty 3195.449613 = -1935672.934458 nChanged 124 SP:Iteration 28Q (714.160000 sec): 3 clusters Score: Raw -1938891.976581 + Penalty 3195.449613 = -1935696.526969 nChanged 142 SP:Iteration 29Q (714.210000 sec): 3 clusters Score: Raw -1938917.232996 + Penalty 3195.449613 = -1935721.783383 nChanged 150 SP:Iteration 30Q (714.270000 sec): 3 clusters Score: Raw -1938942.914229 + Penalty 3195.449613 = -1935747.464616 nChanged 118 SP:Iteration 31Q (714.330000 sec): 3 clusters Score: Raw -1938961.133418 + Penalty 3195.449613 = -1935765.683805 nChanged 101 SP:Iteration 32Q (714.390000 sec): 3 clusters Score: Raw -1938980.661460 + Penalty 3195.449613 = -1935785.211848 nChanged 110 SP:Iteration 33Q (714.440000 sec): 3 clusters Score: Raw -1939001.387909 + Penalty 3195.449613 = -1935805.938296 nChanged 133 SP:Iteration 34Q (714.500000 sec): 3 clusters Score: Raw -1939028.560869 + Penalty 3195.449613 = -1935833.111256 nChanged 148 SP:Iteration 35Q (714.550000 sec): 3 clusters Score: Raw -1939061.272883 + Penalty 3195.449613 = -1935865.823271 nChanged 136 SP:Iteration 36Q (714.610000 sec): 3 clusters Score: Raw -1939089.014894 + Penalty 3195.449613 = -1935893.565281 nChanged 122 SP:Iteration 37Q (714.670000 sec): 3 clusters Score: Raw -1939114.286572 + Penalty 3195.449613 = -1935918.836959 nChanged 123 SP:Iteration 38Q (714.720000 sec): 3 clusters Score: Raw -1939137.970473 + Penalty 3195.449613 = -1935942.520860 nChanged 126 SP:Iteration 39Q (714.780000 sec): 3 clusters Score: Raw -1939159.300217 + Penalty 3195.449613 = -1935963.850604 nChanged 105 SP:Iteration 40F (714.840000 sec): 3 clusters Score: Raw -1939176.625285 + Penalty 3195.449613 = -1935981.175672 nChanged 99 SP:Iteration 41Q (714.890000 sec): 3 clusters Score: Raw -1939192.102782 + Penalty 3195.449613 = -1935996.653169 nChanged 110 SP:Iteration 42Q (714.950000 sec): 3 clusters Score: Raw -1939209.591897 + Penalty 3195.449613 = -1936014.142284 nChanged 98 SP:Iteration 43Q (715.010000 sec): 3 clusters Score: Raw -1939225.935393 + Penalty 3195.449613 = -1936030.485780 nChanged 108 SP:Iteration 44Q (715.060000 sec): 3 clusters Score: Raw -1939244.290919 + Penalty 3195.449613 = -1936048.841307 nChanged 117 SP:Iteration 45Q (715.120000 sec): 3 clusters Score: Raw -1939263.931560 + Penalty 3195.449613 = -1936068.481948 nChanged 112 SP:Iteration 46Q (715.170000 sec): 3 clusters Score: Raw -1939281.432465 + Penalty 3195.449613 = -1936085.982853 nChanged 120 SP:Iteration 47Q (715.230000 sec): 3 clusters Score: Raw -1939302.283687 + Penalty 3195.449613 = -1936106.834074 nChanged 128 SP:Iteration 48Q (715.280000 sec): 3 clusters Score: Raw -1939325.299513 + Penalty 3195.449613 = -1936129.849900 nChanged 134 SP:Iteration 49Q (715.340000 sec): 3 clusters Score: Raw -1939353.522919 + Penalty 3195.449613 = -1936158.073306 nChanged 156 SP:Iteration 50Q (715.390000 sec): 3 clusters Score: Raw -1939386.655284 + Penalty 3195.449613 = -1936191.205671 nChanged 161 SP:Iteration 51Q (715.450000 sec): 3 clusters Score: Raw -1939425.192887 + Penalty 3195.449613 = -1936229.743274 nChanged 165 SP:Iteration 52Q (715.500000 sec): 3 clusters Score: Raw -1939464.790221 + Penalty 3195.449613 = -1936269.340608 nChanged 185 SP:Iteration 53Q (715.550000 sec): 3 clusters Score: Raw -1939515.037304 + Penalty 3195.449613 = -1936319.587691 nChanged 198 SP:Iteration 54Q (715.610000 sec): 3 clusters Score: Raw -1939570.978010 + Penalty 3195.449613 = -1936375.528397 nChanged 206 SP:Iteration 55Q (715.660000 sec): 3 clusters Score: Raw -1939628.275749 + Penalty 3195.449613 = -1936432.826136 nChanged 200 SP:Iteration 56Q (715.720000 sec): 3 clusters Score: Raw -1939687.289018 + Penalty 3195.449613 = -1936491.839405 nChanged 217 SP:Iteration 57Q (715.770000 sec): 3 clusters Score: Raw -1939755.468658 + Penalty 3195.449613 = -1936560.019045 nChanged 237 SP:Iteration 58Q (715.820000 sec): 3 clusters Score: Raw -1939837.416483 + Penalty 3195.449613 = -1936641.966870 nChanged 226 SP:Iteration 59Q (715.870000 sec): 3 clusters Score: Raw -1939921.745787 + Penalty 3195.449613 = -1936726.296174 nChanged 233 SP:Iteration 60F (715.930000 sec): 3 clusters Score: Raw -1940004.472187 + Penalty 3195.449613 = -1936809.022574 nChanged 210 SP:Iteration 61Q (715.990000 sec): 3 clusters Score: Raw -1940076.671809 + Penalty 3195.449613 = -1936881.222196 nChanged 203 SP:Iteration 62Q (716.030000 sec): 3 clusters Score: Raw -1940151.207763 + Penalty 3195.449613 = -1936955.758151 nChanged 191 SP:Iteration 63Q (716.080000 sec): 3 clusters Score: Raw -1940220.380572 + Penalty 3195.449613 = -1937024.930959 nChanged 192 SP:Iteration 64Q (716.130000 sec): 3 clusters Score: Raw -1940296.653293 + Penalty 3195.449613 = -1937101.203680 nChanged 200 SP:Iteration 65Q (716.180000 sec): 3 clusters Score: Raw -1940377.526472 + Penalty 3195.449613 = -1937182.076859 nChanged 196 SP:Iteration 66Q (716.230000 sec): 3 clusters Score: Raw -1940452.099690 + Penalty 3195.449613 = -1937256.650078 nChanged 202 SP:Iteration 67Q (716.280000 sec): 3 clusters Score: Raw -1940537.330269 + Penalty 3195.449613 = -1937341.880656 nChanged 190 SP:Iteration 68Q (716.330000 sec): 3 clusters Score: Raw -1940618.136158 + Penalty 3195.449613 = -1937422.686545 nChanged 182 SP:Iteration 69Q (716.380000 sec): 3 clusters Score: Raw -1940707.204920 + Penalty 3195.449613 = -1937511.755307 nChanged 175 SP:Iteration 70Q (716.430000 sec): 3 clusters Score: Raw -1940795.208029 + Penalty 3195.449613 = -1937599.758416 nChanged 159 SP:Iteration 71Q (716.480000 sec): 3 clusters Score: Raw -1940871.086884 + Penalty 3195.449613 = -1937675.637271 nChanged 139 SP:Iteration 72Q (716.520000 sec): 3 clusters Score: Raw -1940942.436497 + Penalty 3195.449613 = -1937746.986884 nChanged 128 SP:Iteration 73Q (716.570000 sec): 3 clusters Score: Raw -1941006.861887 + Penalty 3195.449613 = -1937811.412275 nChanged 106 SP:Iteration 74Q (716.620000 sec): 3 clusters Score: Raw -1941056.022004 + Penalty 3195.449613 = -1937860.572391 nChanged 96 SP:Iteration 75Q (716.670000 sec): 3 clusters Score: Raw -1941101.448007 + Penalty 3195.449613 = -1937905.998394 nChanged 86 SP:Iteration 76Q (716.710000 sec): 3 clusters Score: Raw -1941142.890163 + Penalty 3195.449613 = -1937947.440550 nChanged 89 SP:Iteration 77Q (716.750000 sec): 3 clusters Score: Raw -1941185.660609 + Penalty 3195.449613 = -1937990.210996 nChanged 67 SP:Iteration 78Q (716.800000 sec): 3 clusters Score: Raw -1941213.625640 + Penalty 3195.449613 = -1938018.176027 nChanged 52 SP:Iteration 79Q (716.850000 sec): 3 clusters Score: Raw -1941232.471318 + Penalty 3195.449613 = -1938037.021705 nChanged 38 SP:Iteration 80F (716.900000 sec): 3 clusters Score: Raw -1941246.689797 + Penalty 3195.449613 = -1938051.240184 nChanged 37 SP:Iteration 81Q (716.950000 sec): 3 clusters Score: Raw -1941259.323514 + Penalty 3195.449613 = -1938063.873901 nChanged 36 SP:Iteration 82Q (716.990000 sec): 3 clusters Score: Raw -1941272.916440 + Penalty 3195.449613 = -1938077.466827 nChanged 29 SP:Iteration 83Q (717.030000 sec): 3 clusters Score: Raw -1941283.589047 + Penalty 3195.449613 = -1938088.139434 nChanged 32 SP:Iteration 84Q (717.080000 sec): 3 clusters Score: Raw -1941297.226068 + Penalty 3195.449613 = -1938101.776455 nChanged 22 SP:Iteration 85Q (717.120000 sec): 3 clusters Score: Raw -1941306.716609 + Penalty 3195.449613 = -1938111.266997 nChanged 24 SP:Iteration 86Q (717.160000 sec): 3 clusters Score: Raw -1941315.115952 + Penalty 3195.449613 = -1938119.666339 nChanged 21 SP:Iteration 87Q (717.200000 sec): 3 clusters Score: Raw -1941321.914580 + Penalty 3195.449613 = -1938126.464967 nChanged 19 SP:Iteration 88Q (717.240000 sec): 3 clusters Score: Raw -1941328.910718 + Penalty 3195.449613 = -1938133.461105 nChanged 22 SP:Iteration 89Q (717.290000 sec): 3 clusters Score: Raw -1941335.603786 + Penalty 3195.449613 = -1938140.154173 nChanged 12 SP:Iteration 90Q (717.330000 sec): 3 clusters Score: Raw -1941338.602321 + Penalty 3195.449613 = -1938143.152708 nChanged 9 SP:Iteration 91Q (717.370000 sec): 3 clusters Score: Raw -1941340.814225 + Penalty 3195.449613 = -1938145.364612 nChanged 7 SP:Iteration 92Q (717.410000 sec): 3 clusters Score: Raw -1941342.862358 + Penalty 3195.449613 = -1938147.412745 nChanged 6 SP:Iteration 93Q (717.460000 sec): 3 clusters Score: Raw -1941345.170004 + Penalty 3195.449613 = -1938149.720391 nChanged 5 SP:Iteration 94Q (717.500000 sec): 3 clusters Score: Raw -1941346.913206 + Penalty 3195.449613 = -1938151.463593 nChanged 5 SP:Iteration 95Q (717.540000 sec): 3 clusters Score: Raw -1941348.677179 + Penalty 3195.449613 = -1938153.227566 nChanged 4 SP:Iteration 96Q (717.590000 sec): 3 clusters Score: Raw -1941349.679609 + Penalty 3195.449613 = -1938154.229997 nChanged 3 SP:Iteration 97Q (717.630000 sec): 3 clusters Score: Raw -1941350.466134 + Penalty 3195.449613 = -1938155.016521 nChanged 3 SP:Iteration 98Q (717.670000 sec): 3 clusters Score: Raw -1941351.188673 + Penalty 3195.449613 = -1938155.739060 nChanged 3 SP:Iteration 99Q (717.720000 sec): 3 clusters Score: Raw -1941352.804440 + Penalty 3195.449613 = -1938157.354827 nChanged 4 SP:Iteration 100F (717.780000 sec): 3 clusters Score: Raw -1941354.233352 + Penalty 3195.449613 = -1938158.783739 nChanged 3 SP:Iteration 101Q (717.820000 sec): 3 clusters Score: Raw -1941355.521983 + Penalty 3195.449613 = -1938160.072370 nChanged 2 SP:Iteration 102Q (717.870000 sec): 3 clusters Score: Raw -1941355.744140 + Penalty 3195.449613 = -1938160.294527 nChanged 0 SP:Iteration 103F (717.920000 sec): 3 clusters Score: Raw -1941355.744140 + Penalty 3195.449613 = -1938160.294527 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 8 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (717.940000 sec): 2 clusters Score: Raw -168733.773813 + Penalty 1204.672192 = -167529.101621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (717.950000 sec): 3 clusters Score: Raw -168078.003917 + Penalty 2409.344384 = -165668.659533 nChanged 570 SP:Iteration 1F (717.950000 sec): 3 clusters Score: Raw -168474.012240 + Penalty 2409.344384 = -166064.667856 nChanged 153 SP:Iteration 2F (717.960000 sec): 3 clusters Score: Raw -168625.389705 + Penalty 2409.344384 = -166216.045320 nChanged 91 SP:Iteration 3F (717.960000 sec): 3 clusters Score: Raw -168720.488961 + Penalty 2409.344384 = -166311.144577 nChanged 66 SP:Iteration 4Q (717.970000 sec): 3 clusters Score: Raw -168768.759969 + Penalty 2409.344384 = -166359.415585 nChanged 43 SP:Iteration 5Q (717.970000 sec): 3 clusters Score: Raw -168800.034750 + Penalty 2409.344384 = -166390.690366 nChanged 33 SP:Iteration 6Q (717.980000 sec): 3 clusters Score: Raw -168823.094160 + Penalty 2409.344384 = -166413.749776 nChanged 41 SP:Iteration 7Q (717.980000 sec): 3 clusters Score: Raw -168848.685858 + Penalty 2409.344384 = -166439.341474 nChanged 31 SP:Iteration 8Q (717.990000 sec): 3 clusters Score: Raw -168868.528280 + Penalty 2409.344384 = -166459.183896 nChanged 22 SP:Iteration 9Q (717.990000 sec): 3 clusters Score: Raw -168883.831355 + Penalty 2409.344384 = -166474.486971 nChanged 21 SP:Iteration 10Q (718.000000 sec): 3 clusters Score: Raw -168900.797050 + Penalty 2409.344384 = -166491.452666 nChanged 19 SP:Iteration 11Q (718.000000 sec): 3 clusters Score: Raw -168911.602775 + Penalty 2409.344384 = -166502.258391 nChanged 12 SP:Iteration 12Q (718.010000 sec): 3 clusters Score: Raw -168920.010397 + Penalty 2409.344384 = -166510.666012 nChanged 8 SP:Iteration 13Q (718.010000 sec): 3 clusters Score: Raw -168922.812720 + Penalty 2409.344384 = -166513.468336 nChanged 9 SP:Iteration 14Q (718.020000 sec): 3 clusters Score: Raw -168926.944752 + Penalty 2409.344384 = -166517.600368 nChanged 7 SP:Iteration 15Q (718.020000 sec): 3 clusters Score: Raw -168930.650720 + Penalty 2409.344384 = -166521.306336 nChanged 8 SP:Iteration 16Q (718.030000 sec): 3 clusters Score: Raw -168936.699369 + Penalty 2409.344384 = -166527.354985 nChanged 6 SP:Iteration 17Q (718.030000 sec): 3 clusters Score: Raw -168939.165164 + Penalty 2409.344384 = -166529.820780 nChanged 6 SP:Iteration 18Q (718.040000 sec): 3 clusters Score: Raw -168942.007531 + Penalty 2409.344384 = -166532.663147 nChanged 4 SP:Iteration 19Q (718.040000 sec): 3 clusters Score: Raw -168943.378277 + Penalty 2409.344384 = -166534.033893 nChanged 2 SP:Iteration 20F (718.050000 sec): 3 clusters Score: Raw -168944.492138 + Penalty 2409.344384 = -166535.147754 nChanged 3 SP:Iteration 21Q (718.050000 sec): 3 clusters Score: Raw -168945.697740 + Penalty 2409.344384 = -166536.353356 nChanged 5 SP:Iteration 22Q (718.060000 sec): 3 clusters Score: Raw -168947.786585 + Penalty 2409.344384 = -166538.442201 nChanged 5 SP:Iteration 23Q (718.060000 sec): 3 clusters Score: Raw -168950.076372 + Penalty 2409.344384 = -166540.731988 nChanged 7 SP:Iteration 24Q (718.070000 sec): 3 clusters Score: Raw -168953.677098 + Penalty 2409.344384 = -166544.332714 nChanged 3 SP:Iteration 25Q (718.070000 sec): 3 clusters Score: Raw -168955.916532 + Penalty 2409.344384 = -166546.572148 nChanged 4 SP:Iteration 26Q (718.080000 sec): 3 clusters Score: Raw -168958.228884 + Penalty 2409.344384 = -166548.884500 nChanged 4 SP:Iteration 27Q (718.080000 sec): 3 clusters Score: Raw -168960.279133 + Penalty 2409.344384 = -166550.934749 nChanged 5 SP:Iteration 28Q (718.090000 sec): 3 clusters Score: Raw -168963.531924 + Penalty 2409.344384 = -166554.187540 nChanged 3 SP:Iteration 29Q (718.090000 sec): 3 clusters Score: Raw -168965.490385 + Penalty 2409.344384 = -166556.146001 nChanged 2 SP:Iteration 30Q (718.100000 sec): 3 clusters Score: Raw -168966.123280 + Penalty 2409.344384 = -166556.778896 nChanged 0 SP:Iteration 31F (718.100000 sec): 3 clusters Score: Raw -168966.123280 + Penalty 2409.344384 = -166556.778896 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 10 (240646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.210000 sec): 2 clusters Score: Raw -25296369.235859 + Penalty 2013.550866 = -25294355.684993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.990000 sec): 3 clusters Score: Raw -25136260.684069 + Penalty 4027.101732 = -25132233.582337 nChanged 116880 SP:Iteration 1F (720.760000 sec): 3 clusters Score: Raw -25207032.047906 + Penalty 4027.101732 = -25203004.946173 nChanged 8090 SP:Iteration 2Q (721.540000 sec): 3 clusters Score: Raw -25209402.436046 + Penalty 4027.101732 = -25205375.334314 nChanged 9705 SP:Iteration 3Q (722.320000 sec): 3 clusters Score: Raw -25213040.447940 + Penalty 4027.101732 = -25209013.346208 nChanged 11944 SP:Iteration 4Q (723.100000 sec): 3 clusters Score: Raw -25218790.146076 + Penalty 4027.101732 = -25214763.044343 nChanged 14658 SP:Iteration 5F (723.870000 sec): 3 clusters Score: Raw -25227410.927691 + Penalty 4027.101732 = -25223383.825958 nChanged 16888 SP:Iteration 6F (724.640000 sec): 3 clusters Score: Raw -25238874.215212 + Penalty 4027.101732 = -25234847.113480 nChanged 17081 SP:Iteration 7F (725.410000 sec): 3 clusters Score: Raw -25251123.616136 + Penalty 4027.101732 = -25247096.514404 nChanged 15061 SP:Iteration 8F (726.170000 sec): 3 clusters Score: Raw -25262172.307545 + Penalty 4027.101732 = -25258145.205813 nChanged 12232 SP:Iteration 9F (726.930000 sec): 3 clusters Score: Raw -25271409.014652 + Penalty 4027.101732 = -25267381.912920 nChanged 9814 SP:Iteration 10Q (727.680000 sec): 3 clusters Score: Raw -25279174.889208 + Penalty 4027.101732 = -25275147.787476 nChanged 7688 SP:Iteration 11Q (728.380000 sec): 3 clusters Score: Raw -25285451.797313 + Penalty 4027.101732 = -25281424.695581 nChanged 5434 SP:Iteration 12Q (729.030000 sec): 3 clusters Score: Raw -25289870.684325 + Penalty 4027.101732 = -25285843.582593 nChanged 3554 SP:Iteration 13Q (729.630000 sec): 3 clusters Score: Raw -25292576.665188 + Penalty 4027.101732 = -25288549.563456 nChanged 2296 SP:Iteration 14Q (730.270000 sec): 3 clusters Score: Raw -25294175.663193 + Penalty 4027.101732 = -25290148.561461 nChanged 1491 SP:Iteration 15Q (730.830000 sec): 3 clusters Score: Raw -25295131.038691 + Penalty 4027.101732 = -25291103.936959 nChanged 929 SP:Iteration 16Q (731.370000 sec): 3 clusters Score: Raw -25295684.134437 + Penalty 4027.101732 = -25291657.032705 nChanged 609 SP:Iteration 17Q (731.910000 sec): 3 clusters Score: Raw -25296033.124808 + Penalty 4027.101732 = -25292006.023076 nChanged 400 SP:Iteration 18Q (732.430000 sec): 3 clusters Score: Raw -25296246.379247 + Penalty 4027.101732 = -25292219.277515 nChanged 268 SP:Iteration 19Q (732.950000 sec): 3 clusters Score: Raw -25296383.317418 + Penalty 4027.101732 = -25292356.215686 nChanged 186 SP:Iteration 20F (733.700000 sec): 3 clusters Score: Raw -25296484.859434 + Penalty 4027.101732 = -25292457.757701 nChanged 127 SP:Iteration 21Q (734.220000 sec): 3 clusters Score: Raw -25296551.785385 + Penalty 4027.101732 = -25292524.683653 nChanged 102 SP:Iteration 22Q (734.740000 sec): 3 clusters Score: Raw -25296602.596670 + Penalty 4027.101732 = -25292575.494938 nChanged 75 SP:Iteration 23Q (735.260000 sec): 3 clusters Score: Raw -25296634.805409 + Penalty 4027.101732 = -25292607.703677 nChanged 58 SP:Iteration 24Q (735.780000 sec): 3 clusters Score: Raw -25296660.939985 + Penalty 4027.101732 = -25292633.838253 nChanged 56 SP:Iteration 25Q (736.300000 sec): 3 clusters Score: Raw -25296684.968827 + Penalty 4027.101732 = -25292657.867095 nChanged 39 SP:Iteration 26Q (736.800000 sec): 3 clusters Score: Raw -25296700.549480 + Penalty 4027.101732 = -25292673.447748 nChanged 44 SP:Iteration 27Q (737.340000 sec): 3 clusters Score: Raw -25296724.958738 + Penalty 4027.101732 = -25292697.857006 nChanged 43 SP:Iteration 28Q (737.860000 sec): 3 clusters Score: Raw -25296744.223104 + Penalty 4027.101732 = -25292717.121372 nChanged 34 SP:Iteration 29Q (738.370000 sec): 3 clusters Score: Raw -25296757.306178 + Penalty 4027.101732 = -25292730.204446 nChanged 27 SP:Iteration 30Q (738.880000 sec): 3 clusters Score: Raw -25296767.306785 + Penalty 4027.101732 = -25292740.205053 nChanged 22 SP:Iteration 31Q (739.380000 sec): 3 clusters Score: Raw -25296773.736677 + Penalty 4027.101732 = -25292746.634945 nChanged 18 SP:Iteration 32Q (739.890000 sec): 3 clusters Score: Raw -25296782.022753 + Penalty 4027.101732 = -25292754.921021 nChanged 14 SP:Iteration 33Q (740.410000 sec): 3 clusters Score: Raw -25296786.863236 + Penalty 4027.101732 = -25292759.761504 nChanged 19 SP:Iteration 34Q (740.940000 sec): 3 clusters Score: Raw -25296792.992429 + Penalty 4027.101732 = -25292765.890697 nChanged 13 SP:Iteration 35Q (741.450000 sec): 3 clusters Score: Raw -25296797.680569 + Penalty 4027.101732 = -25292770.578837 nChanged 7 SP:Iteration 36Q (741.970000 sec): 3 clusters Score: Raw -25296800.147062 + Penalty 4027.101732 = -25292773.045330 nChanged 5 SP:Iteration 37Q (742.480000 sec): 3 clusters Score: Raw -25296802.025063 + Penalty 4027.101732 = -25292774.923331 nChanged 4 SP:Iteration 38Q (743.000000 sec): 3 clusters Score: Raw -25296803.041807 + Penalty 4027.101732 = -25292775.940075 nChanged 4 SP:Iteration 39Q (743.520000 sec): 3 clusters Score: Raw -25296804.823512 + Penalty 4027.101732 = -25292777.721780 nChanged 8 SP:Iteration 40F (744.270000 sec): 3 clusters Score: Raw -25296808.014191 + Penalty 4027.101732 = -25292780.912459 nChanged 7 SP:Iteration 41Q (744.750000 sec): 3 clusters Score: Raw -25296810.318786 + Penalty 4027.101732 = -25292783.217054 nChanged 8 SP:Iteration 42Q (745.260000 sec): 3 clusters Score: Raw -25296813.947014 + Penalty 4027.101732 = -25292786.845282 nChanged 10 SP:Iteration 43Q (745.770000 sec): 3 clusters Score: Raw -25296817.567063 + Penalty 4027.101732 = -25292790.465331 nChanged 9 SP:Iteration 44Q (746.280000 sec): 3 clusters Score: Raw -25296821.326352 + Penalty 4027.101732 = -25292794.224620 nChanged 9 SP:Iteration 45Q (746.800000 sec): 3 clusters Score: Raw -25296824.851098 + Penalty 4027.101732 = -25292797.749366 nChanged 7 SP:Iteration 46Q (747.320000 sec): 3 clusters Score: Raw -25296827.477532 + Penalty 4027.101732 = -25292800.375800 nChanged 7 SP:Iteration 47Q (747.840000 sec): 3 clusters Score: Raw -25296830.035577 + Penalty 4027.101732 = -25292802.933845 nChanged 3 SP:Iteration 48Q (748.350000 sec): 3 clusters Score: Raw -25296830.954706 + Penalty 4027.101732 = -25292803.852973 nChanged 3 SP:Iteration 49Q (748.870000 sec): 3 clusters Score: Raw -25296832.922993 + Penalty 4027.101732 = -25292805.821261 nChanged 4 SP:Iteration 50Q (749.380000 sec): 3 clusters Score: Raw -25296834.299841 + Penalty 4027.101732 = -25292807.198109 nChanged 3 SP:Iteration 51Q (749.880000 sec): 3 clusters Score: Raw -25296835.331825 + Penalty 4027.101732 = -25292808.230092 nChanged 1 SP:Iteration 52Q (750.390000 sec): 3 clusters Score: Raw -25296835.815341 + Penalty 4027.101732 = -25292808.713608 nChanged 2 SP:Iteration 53Q (750.860000 sec): 3 clusters Score: Raw -25296837.427796 + Penalty 4027.101732 = -25292810.326063 nChanged 7 SP:Iteration 54Q (751.340000 sec): 3 clusters Score: Raw -25296841.298670 + Penalty 4027.101732 = -25292814.196938 nChanged 6 SP:Iteration 55Q (751.810000 sec): 3 clusters Score: Raw -25296842.998951 + Penalty 4027.101732 = -25292815.897218 nChanged 3 SP:Iteration 56Q (752.290000 sec): 3 clusters Score: Raw -25296843.599625 + Penalty 4027.101732 = -25292816.497893 nChanged 0 SP:Iteration 57F (752.990000 sec): 3 clusters Score: Raw -25296843.599625 + Penalty 4027.101732 = -25292816.497893 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 13 (14436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.150000 sec): 2 clusters Score: Raw -1513370.369164 + Penalty 1556.340559 = -1511814.028605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.200000 sec): 3 clusters Score: Raw -1505010.664700 + Penalty 3112.681119 = -1501897.983581 nChanged 6355 SP:Iteration 1F (753.240000 sec): 3 clusters Score: Raw -1508309.448385 + Penalty 3112.681119 = -1505196.767267 nChanged 779 SP:Iteration 2F (753.280000 sec): 3 clusters Score: Raw -1508636.475103 + Penalty 3112.681119 = -1505523.793984 nChanged 750 SP:Iteration 3F (753.320000 sec): 3 clusters Score: Raw -1508987.594890 + Penalty 3112.681119 = -1505874.913771 nChanged 761 SP:Iteration 4F (753.360000 sec): 3 clusters Score: Raw -1509418.412751 + Penalty 3112.681119 = -1506305.731632 nChanged 857 SP:Iteration 5F (753.410000 sec): 3 clusters Score: Raw -1509974.340845 + Penalty 3112.681119 = -1506861.659726 nChanged 909 SP:Iteration 6F (753.450000 sec): 3 clusters Score: Raw -1510554.977390 + Penalty 3112.681119 = -1507442.296271 nChanged 856 SP:Iteration 7F (753.490000 sec): 3 clusters Score: Raw -1511082.332054 + Penalty 3112.681119 = -1507969.650935 nChanged 767 SP:Iteration 8F (753.530000 sec): 3 clusters Score: Raw -1511505.931056 + Penalty 3112.681119 = -1508393.249937 nChanged 671 SP:Iteration 9Q (753.570000 sec): 3 clusters Score: Raw -1511862.931308 + Penalty 3112.681119 = -1508750.250189 nChanged 541 SP:Iteration 10Q (753.610000 sec): 3 clusters Score: Raw -1512132.601198 + Penalty 3112.681119 = -1509019.920079 nChanged 433 SP:Iteration 11Q (753.650000 sec): 3 clusters Score: Raw -1512372.528593 + Penalty 3112.681119 = -1509259.847475 nChanged 393 SP:Iteration 12Q (753.690000 sec): 3 clusters Score: Raw -1512605.661486 + Penalty 3112.681119 = -1509492.980368 nChanged 340 SP:Iteration 13Q (753.740000 sec): 3 clusters Score: Raw -1512796.004305 + Penalty 3112.681119 = -1509683.323186 nChanged 271 SP:Iteration 14Q (753.780000 sec): 3 clusters Score: Raw -1512928.474726 + Penalty 3112.681119 = -1509815.793607 nChanged 248 SP:Iteration 15Q (753.820000 sec): 3 clusters Score: Raw -1513039.245113 + Penalty 3112.681119 = -1509926.563994 nChanged 236 SP:Iteration 16Q (753.850000 sec): 3 clusters Score: Raw -1513150.349617 + Penalty 3112.681119 = -1510037.668498 nChanged 214 SP:Iteration 17Q (753.890000 sec): 3 clusters Score: Raw -1513245.707023 + Penalty 3112.681119 = -1510133.025904 nChanged 206 SP:Iteration 18Q (753.930000 sec): 3 clusters Score: Raw -1513330.151628 + Penalty 3112.681119 = -1510217.470509 nChanged 181 SP:Iteration 19Q (753.970000 sec): 3 clusters Score: Raw -1513402.457535 + Penalty 3112.681119 = -1510289.776416 nChanged 157 SP:Iteration 20F (754.010000 sec): 3 clusters Score: Raw -1513473.981989 + Penalty 3112.681119 = -1510361.300870 nChanged 154 SP:Iteration 21Q (754.050000 sec): 3 clusters Score: Raw -1513540.301102 + Penalty 3112.681119 = -1510427.619983 nChanged 128 SP:Iteration 22Q (754.090000 sec): 3 clusters Score: Raw -1513586.541947 + Penalty 3112.681119 = -1510473.860828 nChanged 112 SP:Iteration 23Q (754.130000 sec): 3 clusters Score: Raw -1513630.139527 + Penalty 3112.681119 = -1510517.458408 nChanged 94 SP:Iteration 24Q (754.160000 sec): 3 clusters Score: Raw -1513662.637038 + Penalty 3112.681119 = -1510549.955919 nChanged 74 SP:Iteration 25Q (754.200000 sec): 3 clusters Score: Raw -1513688.821371 + Penalty 3112.681119 = -1510576.140252 nChanged 59 SP:Iteration 26Q (754.230000 sec): 3 clusters Score: Raw -1513708.304639 + Penalty 3112.681119 = -1510595.623520 nChanged 49 SP:Iteration 27Q (754.270000 sec): 3 clusters Score: Raw -1513727.434624 + Penalty 3112.681119 = -1510614.753505 nChanged 50 SP:Iteration 28Q (754.300000 sec): 3 clusters Score: Raw -1513744.800473 + Penalty 3112.681119 = -1510632.119354 nChanged 39 SP:Iteration 29Q (754.340000 sec): 3 clusters Score: Raw -1513756.511230 + Penalty 3112.681119 = -1510643.830111 nChanged 33 SP:Iteration 30Q (754.370000 sec): 3 clusters Score: Raw -1513766.298923 + Penalty 3112.681119 = -1510653.617804 nChanged 23 SP:Iteration 31Q (754.410000 sec): 3 clusters Score: Raw -1513772.607942 + Penalty 3112.681119 = -1510659.926823 nChanged 25 SP:Iteration 32Q (754.440000 sec): 3 clusters Score: Raw -1513780.208411 + Penalty 3112.681119 = -1510667.527292 nChanged 19 SP:Iteration 33Q (754.470000 sec): 3 clusters Score: Raw -1513788.284184 + Penalty 3112.681119 = -1510675.603065 nChanged 19 SP:Iteration 34Q (754.510000 sec): 3 clusters Score: Raw -1513795.594261 + Penalty 3112.681119 = -1510682.913142 nChanged 21 SP:Iteration 35Q (754.540000 sec): 3 clusters Score: Raw -1513802.584631 + Penalty 3112.681119 = -1510689.903512 nChanged 18 SP:Iteration 36Q (754.580000 sec): 3 clusters Score: Raw -1513807.502710 + Penalty 3112.681119 = -1510694.821591 nChanged 14 SP:Iteration 37Q (754.610000 sec): 3 clusters Score: Raw -1513812.772673 + Penalty 3112.681119 = -1510700.091554 nChanged 11 SP:Iteration 38Q (754.650000 sec): 3 clusters Score: Raw -1513816.185337 + Penalty 3112.681119 = -1510703.504218 nChanged 11 SP:Iteration 39Q (754.680000 sec): 3 clusters Score: Raw -1513820.402454 + Penalty 3112.681119 = -1510707.721335 nChanged 17 SP:Iteration 40F (754.720000 sec): 3 clusters Score: Raw -1513827.007371 + Penalty 3112.681119 = -1510714.326252 nChanged 12 SP:Iteration 41Q (754.750000 sec): 3 clusters Score: Raw -1513830.458379 + Penalty 3112.681119 = -1510717.777260 nChanged 10 SP:Iteration 42Q (754.790000 sec): 3 clusters Score: Raw -1513833.589485 + Penalty 3112.681119 = -1510720.908366 nChanged 7 SP:Iteration 43Q (754.820000 sec): 3 clusters Score: Raw -1513835.325527 + Penalty 3112.681119 = -1510722.644408 nChanged 5 SP:Iteration 44Q (754.850000 sec): 3 clusters Score: Raw -1513837.009774 + Penalty 3112.681119 = -1510724.328655 nChanged 4 SP:Iteration 45Q (754.890000 sec): 3 clusters Score: Raw -1513837.904932 + Penalty 3112.681119 = -1510725.223813 nChanged 2 SP:Iteration 46Q (754.920000 sec): 3 clusters Score: Raw -1513838.240758 + Penalty 3112.681119 = -1510725.559639 nChanged 1 SP:Iteration 47Q (754.950000 sec): 3 clusters Score: Raw -1513838.520114 + Penalty 3112.681119 = -1510725.838995 nChanged 0 SP:Iteration 48F (754.990000 sec): 3 clusters Score: Raw -1513838.520114 + Penalty 3112.681119 = -1510725.838995 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 14 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.000000 sec): 2 clusters Score: Raw -82871.582277 + Penalty 1096.863819 = -81774.718458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.010000 sec): 3 clusters Score: Raw -82706.389959 + Penalty 2193.727638 = -80512.662321 nChanged 257 SP:Iteration 1F (755.010000 sec): 3 clusters Score: Raw -83020.663847 + Penalty 2193.727638 = -80826.936209 nChanged 78 SP:Iteration 2F (755.010000 sec): 3 clusters Score: Raw -83144.829358 + Penalty 2193.727638 = -80951.101720 nChanged 45 SP:Iteration 3F (755.010000 sec): 3 clusters Score: Raw -83208.826335 + Penalty 2193.727638 = -81015.098697 nChanged 36 SP:Iteration 4Q (755.010000 sec): 3 clusters Score: Raw -83269.170266 + Penalty 2193.727638 = -81075.442628 nChanged 25 SP:Iteration 5Q (755.020000 sec): 3 clusters Score: Raw -83311.626308 + Penalty 2193.727638 = -81117.898670 nChanged 29 SP:Iteration 6Q (755.020000 sec): 3 clusters Score: Raw -83350.256239 + Penalty 2193.727638 = -81156.528601 nChanged 12 SP:Iteration 7Q (755.020000 sec): 3 clusters Score: Raw -83371.091035 + Penalty 2193.727638 = -81177.363397 nChanged 11 SP:Iteration 8Q (755.020000 sec): 3 clusters Score: Raw -83391.076260 + Penalty 2193.727638 = -81197.348622 nChanged 11 SP:Iteration 9Q (755.030000 sec): 3 clusters Score: Raw -83403.803096 + Penalty 2193.727638 = -81210.075458 nChanged 5 SP:Iteration 10Q (755.030000 sec): 3 clusters Score: Raw -83409.062805 + Penalty 2193.727638 = -81215.335167 nChanged 4 SP:Iteration 11Q (755.030000 sec): 3 clusters Score: Raw -83411.781732 + Penalty 2193.727638 = -81218.054094 nChanged 4 SP:Iteration 12Q (755.030000 sec): 3 clusters Score: Raw -83415.793864 + Penalty 2193.727638 = -81222.066226 nChanged 4 SP:Iteration 13Q (755.030000 sec): 3 clusters Score: Raw -83419.650163 + Penalty 2193.727638 = -81225.922525 nChanged 4 SP:Iteration 14Q (755.040000 sec): 3 clusters Score: Raw -83422.991691 + Penalty 2193.727638 = -81229.264053 nChanged 1 SP:Iteration 15Q (755.040000 sec): 3 clusters Score: Raw -83423.509642 + Penalty 2193.727638 = -81229.782004 nChanged 0 SP:Iteration 16F (755.040000 sec): 3 clusters Score: Raw -83423.509642 + Penalty 2193.727638 = -81229.782004 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 18 (5176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.060000 sec): 2 clusters Score: Raw -561836.603929 + Penalty 1389.665523 = -560446.938405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.070000 sec): 3 clusters Score: Raw -559111.663442 + Penalty 2779.331047 = -556332.332395 nChanged 2099 SP:Iteration 1F (755.090000 sec): 3 clusters Score: Raw -560237.983583 + Penalty 2779.331047 = -557458.652536 nChanged 372 SP:Iteration 2F (755.100000 sec): 3 clusters Score: Raw -560452.614547 + Penalty 2779.331047 = -557673.283500 nChanged 299 SP:Iteration 3F (755.120000 sec): 3 clusters Score: Raw -560625.980549 + Penalty 2779.331047 = -557846.649502 nChanged 265 SP:Iteration 4F (755.130000 sec): 3 clusters Score: Raw -560779.553301 + Penalty 2779.331047 = -558000.222254 nChanged 257 SP:Iteration 5Q (755.150000 sec): 3 clusters Score: Raw -560927.798676 + Penalty 2779.331047 = -558148.467629 nChanged 219 SP:Iteration 6Q (755.160000 sec): 3 clusters Score: Raw -561039.247890 + Penalty 2779.331047 = -558259.916843 nChanged 181 SP:Iteration 7Q (755.180000 sec): 3 clusters Score: Raw -561130.246258 + Penalty 2779.331047 = -558350.915211 nChanged 164 SP:Iteration 8Q (755.190000 sec): 3 clusters Score: Raw -561218.751488 + Penalty 2779.331047 = -558439.420441 nChanged 154 SP:Iteration 9Q (755.210000 sec): 3 clusters Score: Raw -561293.667989 + Penalty 2779.331047 = -558514.336942 nChanged 141 SP:Iteration 10Q (755.220000 sec): 3 clusters Score: Raw -561359.177615 + Penalty 2779.331047 = -558579.846568 nChanged 121 SP:Iteration 11Q (755.240000 sec): 3 clusters Score: Raw -561411.178282 + Penalty 2779.331047 = -558631.847235 nChanged 107 SP:Iteration 12Q (755.250000 sec): 3 clusters Score: Raw -561461.459671 + Penalty 2779.331047 = -558682.128624 nChanged 116 SP:Iteration 13Q (755.270000 sec): 3 clusters Score: Raw -561522.407431 + Penalty 2779.331047 = -558743.076385 nChanged 112 SP:Iteration 14Q (755.280000 sec): 3 clusters Score: Raw -561583.124256 + Penalty 2779.331047 = -558803.793209 nChanged 118 SP:Iteration 15Q (755.300000 sec): 3 clusters Score: Raw -561655.778243 + Penalty 2779.331047 = -558876.447196 nChanged 105 SP:Iteration 16Q (755.310000 sec): 3 clusters Score: Raw -561721.362007 + Penalty 2779.331047 = -558942.030960 nChanged 96 SP:Iteration 17Q (755.330000 sec): 3 clusters Score: Raw -561788.548654 + Penalty 2779.331047 = -559009.217607 nChanged 85 SP:Iteration 18Q (755.340000 sec): 3 clusters Score: Raw -561851.841226 + Penalty 2779.331047 = -559072.510180 nChanged 76 SP:Iteration 19Q (755.360000 sec): 3 clusters Score: Raw -561909.142079 + Penalty 2779.331047 = -559129.811032 nChanged 69 SP:Iteration 20F (755.370000 sec): 3 clusters Score: Raw -561961.877231 + Penalty 2779.331047 = -559182.546185 nChanged 41 SP:Iteration 21Q (755.380000 sec): 3 clusters Score: Raw -561991.886906 + Penalty 2779.331047 = -559212.555859 nChanged 38 SP:Iteration 22Q (755.400000 sec): 3 clusters Score: Raw -562019.829425 + Penalty 2779.331047 = -559240.498378 nChanged 25 SP:Iteration 23Q (755.410000 sec): 3 clusters Score: Raw -562037.345037 + Penalty 2779.331047 = -559258.013990 nChanged 24 SP:Iteration 24Q (755.420000 sec): 3 clusters Score: Raw -562053.603285 + Penalty 2779.331047 = -559274.272238 nChanged 20 SP:Iteration 25Q (755.440000 sec): 3 clusters Score: Raw -562066.814135 + Penalty 2779.331047 = -559287.483088 nChanged 10 SP:Iteration 26Q (755.450000 sec): 3 clusters Score: Raw -562078.765499 + Penalty 2779.331047 = -559299.434453 nChanged 11 SP:Iteration 27Q (755.460000 sec): 3 clusters Score: Raw -562090.933492 + Penalty 2779.331047 = -559311.602445 nChanged 17 SP:Iteration 28Q (755.470000 sec): 3 clusters Score: Raw -562109.411909 + Penalty 2779.331047 = -559330.080862 nChanged 18 SP:Iteration 29Q (755.490000 sec): 3 clusters Score: Raw -562124.015723 + Penalty 2779.331047 = -559344.684676 nChanged 11 SP:Iteration 30Q (755.500000 sec): 3 clusters Score: Raw -562132.244061 + Penalty 2779.331047 = -559352.913014 nChanged 12 SP:Iteration 31Q (755.510000 sec): 3 clusters Score: Raw -562142.493100 + Penalty 2779.331047 = -559363.162053 nChanged 11 SP:Iteration 32Q (755.520000 sec): 3 clusters Score: Raw -562152.573951 + Penalty 2779.331047 = -559373.242904 nChanged 7 SP:Iteration 33Q (755.540000 sec): 3 clusters Score: Raw -562158.419652 + Penalty 2779.331047 = -559379.088605 nChanged 6 SP:Iteration 34Q (755.550000 sec): 3 clusters Score: Raw -562162.947337 + Penalty 2779.331047 = -559383.616290 nChanged 4 SP:Iteration 35Q (755.560000 sec): 3 clusters Score: Raw -562166.550285 + Penalty 2779.331047 = -559387.219238 nChanged 1 SP:Iteration 36Q (755.580000 sec): 3 clusters Score: Raw -562167.845112 + Penalty 2779.331047 = -559388.514065 nChanged 1 SP:Iteration 37Q (755.590000 sec): 3 clusters Score: Raw -562168.408732 + Penalty 2779.331047 = -559389.077686 nChanged 0 SP:Iteration 38F (755.600000 sec): 3 clusters Score: Raw -562169.815109 + Penalty 2779.331047 = -559390.484062 nChanged 1 SP:Iteration 39Q (755.610000 sec): 3 clusters Score: Raw -562174.219264 + Penalty 2779.331047 = -559394.888218 nChanged 2 SP:Iteration 40F (755.630000 sec): 3 clusters Score: Raw -562176.367486 + Penalty 2779.331047 = -559397.036439 nChanged 2 SP:Iteration 41Q (755.640000 sec): 3 clusters Score: Raw -562178.088599 + Penalty 2779.331047 = -559398.757552 nChanged 2 SP:Iteration 42Q (755.650000 sec): 3 clusters Score: Raw -562179.241445 + Penalty 2779.331047 = -559399.910398 nChanged 0 SP:Iteration 43F (755.670000 sec): 3 clusters Score: Raw -562179.241445 + Penalty 2779.331047 = -559399.910398 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 20 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.670000 sec): 2 clusters Score: Raw -30538.286687 + Penalty 929.017001 = -29609.269685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.670000 sec): 3 clusters Score: Raw -30587.943144 + Penalty 1858.034003 = -28729.909142 nChanged 55 SP:Iteration 1F (755.670000 sec): 3 clusters Score: Raw -30687.886502 + Penalty 1858.034003 = -28829.852499 nChanged 8 SP:Iteration 2Q (755.680000 sec): 3 clusters Score: Raw -30711.567096 + Penalty 1858.034003 = -28853.533093 nChanged 3 SP:Iteration 3Q (755.680000 sec): 3 clusters Score: Raw -30719.289723 + Penalty 1858.034003 = -28861.255720 nChanged 4 SP:Iteration 4Q (755.680000 sec): 3 clusters Score: Raw -30726.662669 + Penalty 1858.034003 = -28868.628666 nChanged 2 SP:Iteration 5Q (755.680000 sec): 3 clusters Score: Raw -30730.915438 + Penalty 1858.034003 = -28872.881435 nChanged 2 SP:Iteration 6Q (755.680000 sec): 3 clusters Score: Raw -30734.215515 + Penalty 1858.034003 = -28876.181512 nChanged 2 SP:Iteration 7Q (755.680000 sec): 3 clusters Score: Raw -30746.284108 + Penalty 1858.034003 = -28888.250105 nChanged 1 SP:Iteration 8Q (755.680000 sec): 3 clusters Score: Raw -30747.472916 + Penalty 1858.034003 = -28889.438913 nChanged 0 SP:Iteration 9F (755.680000 sec): 3 clusters Score: Raw -30747.472916 + Penalty 1858.034003 = -28889.438913 nChanged 0 Iteration 139Q (756.730000 sec): 11 clusters Score: Raw -29766721.940304 + Penalty 20411.770788 = -29746310.169516 nChanged 9 Iteration 140F (759.910000 sec): 11 clusters Score: Raw -29766722.581445 + Penalty 20411.770788 = -29746310.810656 nChanged 13 Iteration 141Q (760.950000 sec): 11 clusters Score: Raw -29766723.387495 + Penalty 20411.770788 = -29746311.616707 nChanged 11 Iteration 142Q (761.990000 sec): 11 clusters Score: Raw -29766724.580881 + Penalty 20411.770788 = -29746312.810092 nChanged 14 Iteration 143Q (763.040000 sec): 11 clusters Score: Raw -29766726.804489 + Penalty 20411.770788 = -29746315.033700 nChanged 10 Iteration 144Q (764.070000 sec): 11 clusters Score: Raw -29766727.554841 + Penalty 20411.770788 = -29746315.784053 nChanged 6 Iteration 145Q (765.120000 sec): 11 clusters Score: Raw -29766728.182126 + Penalty 20411.770788 = -29746316.411338 nChanged 4 Iteration 146Q (766.170000 sec): 11 clusters Score: Raw -29766729.410431 + Penalty 20411.770788 = -29746317.639643 nChanged 6 Iteration 147Q (767.220000 sec): 11 clusters Score: Raw -29766731.470419 + Penalty 20411.770788 = -29746319.699631 nChanged 4 Iteration 148Q (768.260000 sec): 11 clusters Score: Raw -29766732.546032 + Penalty 20411.770788 = -29746320.775243 nChanged 11 Iteration 149Q (769.320000 sec): 11 clusters Score: Raw -29766734.163666 + Penalty 20411.770788 = -29746322.392877 nChanged 13 Iteration 150Q (770.360000 sec): 11 clusters Score: Raw -29766735.337316 + Penalty 20411.770788 = -29746323.566528 nChanged 12 Iteration 151Q (771.410000 sec): 11 clusters Score: Raw -29766736.525361 + Penalty 20411.770788 = -29746324.754573 nChanged 11 Iteration 152Q (772.450000 sec): 11 clusters Score: Raw -29766736.963324 + Penalty 20411.770788 = -29746325.192536 nChanged 13 Iteration 153Q (773.510000 sec): 11 clusters Score: Raw -29766737.875438 + Penalty 20411.770788 = -29746326.104649 nChanged 12 Iteration 154Q (774.570000 sec): 11 clusters Score: Raw -29766739.490806 + Penalty 20411.770788 = -29746327.720017 nChanged 15 Iteration 155Q (775.620000 sec): 11 clusters Score: Raw -29766740.368373 + Penalty 20411.770788 = -29746328.597585 nChanged 10 Iteration 156Q (776.660000 sec): 11 clusters Score: Raw -29766741.027093 + Penalty 20411.770788 = -29746329.256305 nChanged 9 Iteration 157Q (777.730000 sec): 11 clusters Score: Raw -29766741.895664 + Penalty 20411.770788 = -29746330.124876 nChanged 9 Iteration 158Q (778.790000 sec): 11 clusters Score: Raw -29766741.974515 + Penalty 20411.770788 = -29746330.203727 nChanged 4 Iteration 159Q (779.850000 sec): 11 clusters Score: Raw -29766742.009115 + Penalty 20411.770788 = -29746330.238326 nChanged 5 Iteration 160F (783.150000 sec): 11 clusters Score: Raw -29766742.090642 + Penalty 20411.770788 = -29746330.319854 nChanged 10 Iteration 161Q (784.220000 sec): 11 clusters Score: Raw -29766742.230125 + Penalty 20411.770788 = -29746330.459336 nChanged 5 Iteration 162Q (785.290000 sec): 11 clusters Score: Raw -29766742.298823 + Penalty 20411.770788 = -29746330.528034 nChanged 0 Iteration 163F (788.560000 sec): 11 clusters Score: Raw -29766742.298823 + Penalty 20411.770788 = -29746330.528034 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -29766742.298823 + Penalty 20411.770788 = -29746330.528034 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 1 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.620000 sec): 2 clusters Score: Raw -35979.018023 + Penalty 957.840461 = -35021.177562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.620000 sec): 3 clusters Score: Raw -36045.185280 + Penalty 1915.680921 = -34129.504358 nChanged 81 SP:Iteration 1F (788.620000 sec): 3 clusters Score: Raw -36253.461452 + Penalty 1915.680921 = -34337.780531 nChanged 24 SP:Iteration 2F (788.630000 sec): 3 clusters Score: Raw -36303.111289 + Penalty 1915.680921 = -34387.430368 nChanged 7 SP:Iteration 3Q (788.630000 sec): 3 clusters Score: Raw -36317.927816 + Penalty 1915.680921 = -34402.246895 nChanged 4 SP:Iteration 4Q (788.630000 sec): 3 clusters Score: Raw -36327.050959 + Penalty 1915.680921 = -34411.370038 nChanged 3 SP:Iteration 5Q (788.630000 sec): 3 clusters Score: Raw -36335.545054 + Penalty 1915.680921 = -34419.864133 nChanged 1 SP:Iteration 6Q (788.630000 sec): 3 clusters Score: Raw -36336.416054 + Penalty 1915.680921 = -34420.735132 nChanged 0 SP:Iteration 7F (788.630000 sec): 3 clusters Score: Raw -36336.416054 + Penalty 1915.680921 = -34420.735132 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 2 (1695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.640000 sec): 2 clusters Score: Raw -173119.564621 + Penalty 1208.258678 = -171911.305942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.640000 sec): 3 clusters Score: Raw -172447.295346 + Penalty 2416.517356 = -170030.777989 nChanged 572 SP:Iteration 1F (788.650000 sec): 3 clusters Score: Raw -172857.074789 + Penalty 2416.517356 = -170440.557432 nChanged 135 SP:Iteration 2F (788.650000 sec): 3 clusters Score: Raw -172963.236053 + Penalty 2416.517356 = -170546.718697 nChanged 88 SP:Iteration 3F (788.660000 sec): 3 clusters Score: Raw -173040.243303 + Penalty 2416.517356 = -170623.725947 nChanged 63 SP:Iteration 4Q (788.660000 sec): 3 clusters Score: Raw -173086.244798 + Penalty 2416.517356 = -170669.727442 nChanged 43 SP:Iteration 5Q (788.670000 sec): 3 clusters Score: Raw -173118.384191 + Penalty 2416.517356 = -170701.866834 nChanged 33 SP:Iteration 6Q (788.670000 sec): 3 clusters Score: Raw -173149.096214 + Penalty 2416.517356 = -170732.578858 nChanged 28 SP:Iteration 7Q (788.680000 sec): 3 clusters Score: Raw -173173.784035 + Penalty 2416.517356 = -170757.266678 nChanged 19 SP:Iteration 8Q (788.680000 sec): 3 clusters Score: Raw -173191.724895 + Penalty 2416.517356 = -170775.207539 nChanged 23 SP:Iteration 9Q (788.690000 sec): 3 clusters Score: Raw -173206.022042 + Penalty 2416.517356 = -170789.504686 nChanged 18 SP:Iteration 10Q (788.690000 sec): 3 clusters Score: Raw -173215.121052 + Penalty 2416.517356 = -170798.603695 nChanged 13 SP:Iteration 11Q (788.700000 sec): 3 clusters Score: Raw -173222.753880 + Penalty 2416.517356 = -170806.236524 nChanged 11 SP:Iteration 12Q (788.700000 sec): 3 clusters Score: Raw -173228.786961 + Penalty 2416.517356 = -170812.269605 nChanged 7 SP:Iteration 13Q (788.710000 sec): 3 clusters Score: Raw -173234.672548 + Penalty 2416.517356 = -170818.155191 nChanged 7 SP:Iteration 14Q (788.710000 sec): 3 clusters Score: Raw -173238.752603 + Penalty 2416.517356 = -170822.235247 nChanged 5 SP:Iteration 15Q (788.710000 sec): 3 clusters Score: Raw -173243.394644 + Penalty 2416.517356 = -170826.877288 nChanged 5 SP:Iteration 16Q (788.720000 sec): 3 clusters Score: Raw -173247.875169 + Penalty 2416.517356 = -170831.357812 nChanged 8 SP:Iteration 17Q (788.730000 sec): 3 clusters Score: Raw -173253.708430 + Penalty 2416.517356 = -170837.191074 nChanged 15 SP:Iteration 18Q (788.730000 sec): 3 clusters Score: Raw -173261.868286 + Penalty 2416.517356 = -170845.350930 nChanged 15 SP:Iteration 19Q (788.730000 sec): 3 clusters Score: Raw -173272.570757 + Penalty 2416.517356 = -170856.053400 nChanged 14 SP:Iteration 20F (788.740000 sec): 3 clusters Score: Raw -173286.786955 + Penalty 2416.517356 = -170870.269598 nChanged 23 SP:Iteration 21Q (788.750000 sec): 3 clusters Score: Raw -173306.088520 + Penalty 2416.517356 = -170889.571164 nChanged 22 SP:Iteration 22Q (788.750000 sec): 3 clusters Score: Raw -173325.883258 + Penalty 2416.517356 = -170909.365901 nChanged 25 SP:Iteration 23Q (788.750000 sec): 3 clusters Score: Raw -173350.376649 + Penalty 2416.517356 = -170933.859292 nChanged 24 SP:Iteration 24Q (788.760000 sec): 3 clusters Score: Raw -173379.852458 + Penalty 2416.517356 = -170963.335102 nChanged 31 SP:Iteration 25Q (788.760000 sec): 3 clusters Score: Raw -173448.235892 + Penalty 2416.517356 = -171031.718536 nChanged 32 SP:Iteration 26Q (788.770000 sec): 3 clusters Score: Raw -173481.410560 + Penalty 2416.517356 = -171064.893203 nChanged 32 SP:Iteration 27Q (788.770000 sec): 3 clusters Score: Raw -173504.230860 + Penalty 2416.517356 = -171087.713504 nChanged 27 SP:Iteration 28Q (788.770000 sec): 3 clusters Score: Raw -173523.017094 + Penalty 2416.517356 = -171106.499737 nChanged 23 SP:Iteration 29Q (788.780000 sec): 3 clusters Score: Raw -173540.984988 + Penalty 2416.517356 = -171124.467632 nChanged 27 SP:Iteration 30Q (788.790000 sec): 3 clusters Score: Raw -173561.086957 + Penalty 2416.517356 = -171144.569600 nChanged 24 SP:Iteration 31Q (788.790000 sec): 3 clusters Score: Raw -173578.895165 + Penalty 2416.517356 = -171162.377809 nChanged 23 SP:Iteration 32Q (788.790000 sec): 3 clusters Score: Raw -173602.038850 + Penalty 2416.517356 = -171185.521493 nChanged 25 SP:Iteration 33Q (788.800000 sec): 3 clusters Score: Raw -173624.707220 + Penalty 2416.517356 = -171208.189863 nChanged 21 SP:Iteration 34Q (788.800000 sec): 3 clusters Score: Raw -173641.784977 + Penalty 2416.517356 = -171225.267620 nChanged 20 SP:Iteration 35Q (788.810000 sec): 3 clusters Score: Raw -173660.162061 + Penalty 2416.517356 = -171243.644704 nChanged 21 SP:Iteration 36Q (788.810000 sec): 3 clusters Score: Raw -173679.317168 + Penalty 2416.517356 = -171262.799811 nChanged 19 SP:Iteration 37Q (788.820000 sec): 3 clusters Score: Raw -173692.923445 + Penalty 2416.517356 = -171276.406088 nChanged 20 SP:Iteration 38Q (788.820000 sec): 3 clusters Score: Raw -173708.385275 + Penalty 2416.517356 = -171291.867918 nChanged 16 SP:Iteration 39Q (788.830000 sec): 3 clusters Score: Raw -173718.557942 + Penalty 2416.517356 = -171302.040586 nChanged 11 SP:Iteration 40F (788.830000 sec): 3 clusters Score: Raw -173725.589343 + Penalty 2416.517356 = -171309.071987 nChanged 12 SP:Iteration 41Q (788.830000 sec): 3 clusters Score: Raw -173733.783725 + Penalty 2416.517356 = -171317.266368 nChanged 14 SP:Iteration 42Q (788.840000 sec): 3 clusters Score: Raw -173745.599397 + Penalty 2416.517356 = -171329.082041 nChanged 10 SP:Iteration 43Q (788.840000 sec): 3 clusters Score: Raw -173751.362735 + Penalty 2416.517356 = -171334.845378 nChanged 9 SP:Iteration 44Q (788.850000 sec): 3 clusters Score: Raw -173755.713364 + Penalty 2416.517356 = -171339.196007 nChanged 11 SP:Iteration 45Q (788.850000 sec): 3 clusters Score: Raw -173764.629399 + Penalty 2416.517356 = -171348.112042 nChanged 17 SP:Iteration 46Q (788.860000 sec): 3 clusters Score: Raw -173775.030776 + Penalty 2416.517356 = -171358.513419 nChanged 9 SP:Iteration 47Q (788.860000 sec): 3 clusters Score: Raw -173780.796187 + Penalty 2416.517356 = -171364.278831 nChanged 6 SP:Iteration 48Q (788.870000 sec): 3 clusters Score: Raw -173784.955141 + Penalty 2416.517356 = -171368.437784 nChanged 4 SP:Iteration 49Q (788.870000 sec): 3 clusters Score: Raw -173786.428267 + Penalty 2416.517356 = -171369.910911 nChanged 3 SP:Iteration 50Q (788.870000 sec): 3 clusters Score: Raw -173788.608604 + Penalty 2416.517356 = -171372.091248 nChanged 2 SP:Iteration 51Q (788.880000 sec): 3 clusters Score: Raw -173789.535352 + Penalty 2416.517356 = -171373.017996 nChanged 6 SP:Iteration 52Q (788.890000 sec): 3 clusters Score: Raw -173794.121146 + Penalty 2416.517356 = -171377.603790 nChanged 6 SP:Iteration 53Q (788.890000 sec): 3 clusters Score: Raw -173798.866888 + Penalty 2416.517356 = -171382.349532 nChanged 8 SP:Iteration 54Q (788.890000 sec): 3 clusters Score: Raw -173803.590850 + Penalty 2416.517356 = -171387.073494 nChanged 10 SP:Iteration 55Q (788.900000 sec): 3 clusters Score: Raw -173809.259317 + Penalty 2416.517356 = -171392.741961 nChanged 12 SP:Iteration 56Q (788.900000 sec): 3 clusters Score: Raw -173816.350813 + Penalty 2416.517356 = -171399.833457 nChanged 7 SP:Iteration 57Q (788.910000 sec): 3 clusters Score: Raw -173820.484191 + Penalty 2416.517356 = -171403.966834 nChanged 6 SP:Iteration 58Q (788.910000 sec): 3 clusters Score: Raw -173824.854083 + Penalty 2416.517356 = -171408.336726 nChanged 10 SP:Iteration 59Q (788.910000 sec): 3 clusters Score: Raw -173831.576081 + Penalty 2416.517356 = -171415.058724 nChanged 9 SP:Iteration 60F (788.920000 sec): 3 clusters Score: Raw -173836.897955 + Penalty 2416.517356 = -171420.380598 nChanged 10 SP:Iteration 61Q (788.920000 sec): 3 clusters Score: Raw -173844.644360 + Penalty 2416.517356 = -171428.127003 nChanged 9 SP:Iteration 62Q (788.930000 sec): 3 clusters Score: Raw -173851.120585 + Penalty 2416.517356 = -171434.603229 nChanged 8 SP:Iteration 63Q (788.930000 sec): 3 clusters Score: Raw -173858.920275 + Penalty 2416.517356 = -171442.402919 nChanged 12 SP:Iteration 64Q (788.930000 sec): 3 clusters Score: Raw -173866.552495 + Penalty 2416.517356 = -171450.035139 nChanged 6 SP:Iteration 65Q (788.940000 sec): 3 clusters Score: Raw -173873.128135 + Penalty 2416.517356 = -171456.610779 nChanged 7 SP:Iteration 66Q (788.940000 sec): 3 clusters Score: Raw -173878.760971 + Penalty 2416.517356 = -171462.243614 nChanged 3 SP:Iteration 67Q (788.950000 sec): 3 clusters Score: Raw -173880.771600 + Penalty 2416.517356 = -171464.254244 nChanged 2 SP:Iteration 68Q (788.950000 sec): 3 clusters Score: Raw -173881.535501 + Penalty 2416.517356 = -171465.018144 nChanged 1 SP:Iteration 69Q (788.960000 sec): 3 clusters Score: Raw -173882.124927 + Penalty 2416.517356 = -171465.607571 nChanged 1 SP:Iteration 70Q (788.960000 sec): 3 clusters Score: Raw -173882.394893 + Penalty 2416.517356 = -171465.877536 nChanged 0 SP:Iteration 71F (788.970000 sec): 3 clusters Score: Raw -173882.394893 + Penalty 2416.517356 = -171465.877536 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 5 (1452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.970000 sec): 2 clusters Score: Raw -150989.917334 + Penalty 1183.113294 = -149806.804040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.970000 sec): 3 clusters Score: Raw -150439.496299 + Penalty 2366.226589 = -148073.269710 nChanged 438 SP:Iteration 1F (788.980000 sec): 3 clusters Score: Raw -150713.274336 + Penalty 2366.226589 = -148347.047747 nChanged 92 SP:Iteration 2F (788.980000 sec): 3 clusters Score: Raw -150783.026004 + Penalty 2366.226589 = -148416.799415 nChanged 56 SP:Iteration 3Q (788.990000 sec): 3 clusters Score: Raw -150825.894126 + Penalty 2366.226589 = -148459.667538 nChanged 38 SP:Iteration 4Q (788.990000 sec): 3 clusters Score: Raw -150853.198415 + Penalty 2366.226589 = -148486.971827 nChanged 28 SP:Iteration 5Q (788.990000 sec): 3 clusters Score: Raw -150873.155609 + Penalty 2366.226589 = -148506.929021 nChanged 20 SP:Iteration 6Q (789.000000 sec): 3 clusters Score: Raw -150888.871973 + Penalty 2366.226589 = -148522.645385 nChanged 21 SP:Iteration 7Q (789.000000 sec): 3 clusters Score: Raw -150904.929982 + Penalty 2366.226589 = -148538.703394 nChanged 21 SP:Iteration 8Q (789.010000 sec): 3 clusters Score: Raw -150919.210806 + Penalty 2366.226589 = -148552.984218 nChanged 21 SP:Iteration 9Q (789.010000 sec): 3 clusters Score: Raw -150931.624702 + Penalty 2366.226589 = -148565.398113 nChanged 11 SP:Iteration 10Q (789.010000 sec): 3 clusters Score: Raw -150937.937941 + Penalty 2366.226589 = -148571.711352 nChanged 6 SP:Iteration 11Q (789.020000 sec): 3 clusters Score: Raw -150941.766431 + Penalty 2366.226589 = -148575.539842 nChanged 10 SP:Iteration 12Q (789.020000 sec): 3 clusters Score: Raw -150948.047365 + Penalty 2366.226589 = -148581.820777 nChanged 7 SP:Iteration 13Q (789.030000 sec): 3 clusters Score: Raw -150953.533494 + Penalty 2366.226589 = -148587.306906 nChanged 6 SP:Iteration 14Q (789.030000 sec): 3 clusters Score: Raw -150956.533312 + Penalty 2366.226589 = -148590.306724 nChanged 4 SP:Iteration 15Q (789.030000 sec): 3 clusters Score: Raw -150958.006346 + Penalty 2366.226589 = -148591.779758 nChanged 0 SP:Iteration 16F (789.040000 sec): 3 clusters Score: Raw -150958.006346 + Penalty 2366.226589 = -148591.779758 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 7 (18591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (789.100000 sec): 2 clusters Score: Raw -1937589.359689 + Penalty 1597.445342 = -1935991.914347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (789.160000 sec): 3 clusters Score: Raw -1926464.829117 + Penalty 3194.890683 = -1923269.938434 nChanged 8354 SP:Iteration 1F (789.210000 sec): 3 clusters Score: Raw -1930970.258845 + Penalty 3194.890683 = -1927775.368162 nChanged 953 SP:Iteration 2F (789.270000 sec): 3 clusters Score: Raw -1931323.384698 + Penalty 3194.890683 = -1928128.494015 nChanged 915 SP:Iteration 3Q (789.320000 sec): 3 clusters Score: Raw -1931659.818564 + Penalty 3194.890683 = -1928464.927880 nChanged 844 SP:Iteration 4Q (789.380000 sec): 3 clusters Score: Raw -1931995.858710 + Penalty 3194.890683 = -1928800.968026 nChanged 868 SP:Iteration 5Q (789.430000 sec): 3 clusters Score: Raw -1932396.259577 + Penalty 3194.890683 = -1929201.368894 nChanged 922 SP:Iteration 6Q (789.490000 sec): 3 clusters Score: Raw -1932869.058122 + Penalty 3194.890683 = -1929674.167439 nChanged 978 SP:Iteration 7F (789.540000 sec): 3 clusters Score: Raw -1933447.647904 + Penalty 3194.890683 = -1930252.757220 nChanged 1008 SP:Iteration 8F (789.600000 sec): 3 clusters Score: Raw -1934128.446723 + Penalty 3194.890683 = -1930933.556040 nChanged 952 SP:Iteration 9F (789.650000 sec): 3 clusters Score: Raw -1934828.417060 + Penalty 3194.890683 = -1931633.526377 nChanged 887 SP:Iteration 10Q (789.700000 sec): 3 clusters Score: Raw -1935526.113494 + Penalty 3194.890683 = -1932331.222811 nChanged 746 SP:Iteration 11Q (789.750000 sec): 3 clusters Score: Raw -1936180.917923 + Penalty 3194.890683 = -1932986.027239 nChanged 587 SP:Iteration 12Q (789.810000 sec): 3 clusters Score: Raw -1936816.041668 + Penalty 3194.890683 = -1933621.150984 nChanged 413 SP:Iteration 13Q (789.860000 sec): 3 clusters Score: Raw -1937255.314976 + Penalty 3194.890683 = -1934060.424292 nChanged 286 SP:Iteration 14Q (789.910000 sec): 3 clusters Score: Raw -1937543.210666 + Penalty 3194.890683 = -1934348.319983 nChanged 220 SP:Iteration 15Q (789.950000 sec): 3 clusters Score: Raw -1937727.462833 + Penalty 3194.890683 = -1934532.572150 nChanged 156 SP:Iteration 16Q (789.990000 sec): 3 clusters Score: Raw -1937838.139228 + Penalty 3194.890683 = -1934643.248545 nChanged 117 SP:Iteration 17Q (790.030000 sec): 3 clusters Score: Raw -1937903.543746 + Penalty 3194.890683 = -1934708.653063 nChanged 75 SP:Iteration 18Q (790.070000 sec): 3 clusters Score: Raw -1937936.861985 + Penalty 3194.890683 = -1934741.971302 nChanged 52 SP:Iteration 19Q (790.120000 sec): 3 clusters Score: Raw -1937962.468598 + Penalty 3194.890683 = -1934767.577914 nChanged 52 SP:Iteration 20F (790.170000 sec): 3 clusters Score: Raw -1937985.123193 + Penalty 3194.890683 = -1934790.232510 nChanged 42 SP:Iteration 21Q (790.220000 sec): 3 clusters Score: Raw -1938001.268218 + Penalty 3194.890683 = -1934806.377534 nChanged 34 SP:Iteration 22Q (790.260000 sec): 3 clusters Score: Raw -1938012.032952 + Penalty 3194.890683 = -1934817.142268 nChanged 24 SP:Iteration 23Q (790.290000 sec): 3 clusters Score: Raw -1938018.771564 + Penalty 3194.890683 = -1934823.880881 nChanged 17 SP:Iteration 24Q (790.330000 sec): 3 clusters Score: Raw -1938022.930480 + Penalty 3194.890683 = -1934828.039797 nChanged 12 SP:Iteration 25Q (790.370000 sec): 3 clusters Score: Raw -1938026.651050 + Penalty 3194.890683 = -1934831.760366 nChanged 9 SP:Iteration 26Q (790.410000 sec): 3 clusters Score: Raw -1938028.728620 + Penalty 3194.890683 = -1934833.837937 nChanged 6 SP:Iteration 27Q (790.450000 sec): 3 clusters Score: Raw -1938029.888119 + Penalty 3194.890683 = -1934834.997436 nChanged 8 SP:Iteration 28Q (790.490000 sec): 3 clusters Score: Raw -1938032.170004 + Penalty 3194.890683 = -1934837.279321 nChanged 9 SP:Iteration 29Q (790.530000 sec): 3 clusters Score: Raw -1938034.213693 + Penalty 3194.890683 = -1934839.323010 nChanged 9 SP:Iteration 30Q (790.560000 sec): 3 clusters Score: Raw -1938035.886468 + Penalty 3194.890683 = -1934840.995785 nChanged 6 SP:Iteration 31Q (790.600000 sec): 3 clusters Score: Raw -1938037.445229 + Penalty 3194.890683 = -1934842.554545 nChanged 6 SP:Iteration 32Q (790.640000 sec): 3 clusters Score: Raw -1938039.211879 + Penalty 3194.890683 = -1934844.321196 nChanged 6 SP:Iteration 33Q (790.680000 sec): 3 clusters Score: Raw -1938040.534435 + Penalty 3194.890683 = -1934845.643752 nChanged 3 SP:Iteration 34Q (790.720000 sec): 3 clusters Score: Raw -1938041.255459 + Penalty 3194.890683 = -1934846.364776 nChanged 4 SP:Iteration 35Q (790.760000 sec): 3 clusters Score: Raw -1938041.983370 + Penalty 3194.890683 = -1934847.092687 nChanged 4 SP:Iteration 36Q (790.800000 sec): 3 clusters Score: Raw -1938043.594316 + Penalty 3194.890683 = -1934848.703633 nChanged 4 SP:Iteration 37Q (790.840000 sec): 3 clusters Score: Raw -1938044.679933 + Penalty 3194.890683 = -1934849.789249 nChanged 5 SP:Iteration 38Q (790.880000 sec): 3 clusters Score: Raw -1938046.224452 + Penalty 3194.890683 = -1934851.333769 nChanged 3 SP:Iteration 39Q (790.920000 sec): 3 clusters Score: Raw -1938047.092401 + Penalty 3194.890683 = -1934852.201717 nChanged 4 SP:Iteration 40F (790.970000 sec): 3 clusters Score: Raw -1938048.229590 + Penalty 3194.890683 = -1934853.338907 nChanged 5 SP:Iteration 41Q (791.010000 sec): 3 clusters Score: Raw -1938050.039891 + Penalty 3194.890683 = -1934855.149208 nChanged 7 SP:Iteration 42Q (791.050000 sec): 3 clusters Score: Raw -1938052.579276 + Penalty 3194.890683 = -1934857.688592 nChanged 7 SP:Iteration 43Q (791.090000 sec): 3 clusters Score: Raw -1938054.707142 + Penalty 3194.890683 = -1934859.816459 nChanged 5 SP:Iteration 44Q (791.130000 sec): 3 clusters Score: Raw -1938055.762196 + Penalty 3194.890683 = -1934860.871513 nChanged 2 SP:Iteration 45Q (791.170000 sec): 3 clusters Score: Raw -1938056.331720 + Penalty 3194.890683 = -1934861.441037 nChanged 3 SP:Iteration 46Q (791.210000 sec): 3 clusters Score: Raw -1938057.219206 + Penalty 3194.890683 = -1934862.328523 nChanged 4 SP:Iteration 47Q (791.250000 sec): 3 clusters Score: Raw -1938058.470618 + Penalty 3194.890683 = -1934863.579935 nChanged 6 SP:Iteration 48Q (791.290000 sec): 3 clusters Score: Raw -1938060.672559 + Penalty 3194.890683 = -1934865.781876 nChanged 9 SP:Iteration 49Q (791.330000 sec): 3 clusters Score: Raw -1938062.760310 + Penalty 3194.890683 = -1934867.869627 nChanged 5 SP:Iteration 50Q (791.370000 sec): 3 clusters Score: Raw -1938063.474746 + Penalty 3194.890683 = -1934868.584063 nChanged 4 SP:Iteration 51Q (791.410000 sec): 3 clusters Score: Raw -1938064.727414 + Penalty 3194.890683 = -1934869.836731 nChanged 3 SP:Iteration 52Q (791.450000 sec): 3 clusters Score: Raw -1938066.318260 + Penalty 3194.890683 = -1934871.427576 nChanged 5 SP:Iteration 53Q (791.490000 sec): 3 clusters Score: Raw -1938067.389607 + Penalty 3194.890683 = -1934872.498924 nChanged 2 SP:Iteration 54Q (791.530000 sec): 3 clusters Score: Raw -1938068.117156 + Penalty 3194.890683 = -1934873.226473 nChanged 3 SP:Iteration 55Q (791.570000 sec): 3 clusters Score: Raw -1938069.092405 + Penalty 3194.890683 = -1934874.201722 nChanged 2 SP:Iteration 56Q (791.610000 sec): 3 clusters Score: Raw -1938069.391900 + Penalty 3194.890683 = -1934874.501217 nChanged 0 SP:Iteration 57F (791.660000 sec): 3 clusters Score: Raw -1938069.391900 + Penalty 3194.890683 = -1934874.501217 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 8 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.680000 sec): 2 clusters Score: Raw -168733.773813 + Penalty 1204.672192 = -167529.101621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.680000 sec): 3 clusters Score: Raw -168046.199576 + Penalty 2409.344384 = -165636.855191 nChanged 572 SP:Iteration 1F (791.680000 sec): 3 clusters Score: Raw -168452.318415 + Penalty 2409.344384 = -166042.974031 nChanged 151 SP:Iteration 2F (791.690000 sec): 3 clusters Score: Raw -168581.270491 + Penalty 2409.344384 = -166171.926107 nChanged 96 SP:Iteration 3F (791.690000 sec): 3 clusters Score: Raw -168659.291881 + Penalty 2409.344384 = -166249.947497 nChanged 59 SP:Iteration 4Q (791.700000 sec): 3 clusters Score: Raw -168719.413650 + Penalty 2409.344384 = -166310.069266 nChanged 60 SP:Iteration 5Q (791.700000 sec): 3 clusters Score: Raw -168774.761238 + Penalty 2409.344384 = -166365.416854 nChanged 54 SP:Iteration 6Q (791.710000 sec): 3 clusters Score: Raw -168820.052831 + Penalty 2409.344384 = -166410.708446 nChanged 41 SP:Iteration 7Q (791.710000 sec): 3 clusters Score: Raw -168856.536640 + Penalty 2409.344384 = -166447.192256 nChanged 35 SP:Iteration 8Q (791.720000 sec): 3 clusters Score: Raw -168879.647125 + Penalty 2409.344384 = -166470.302741 nChanged 24 SP:Iteration 9Q (791.720000 sec): 3 clusters Score: Raw -168893.295719 + Penalty 2409.344384 = -166483.951335 nChanged 21 SP:Iteration 10Q (791.720000 sec): 3 clusters Score: Raw -168909.094510 + Penalty 2409.344384 = -166499.750126 nChanged 16 SP:Iteration 11Q (791.730000 sec): 3 clusters Score: Raw -168920.180536 + Penalty 2409.344384 = -166510.836152 nChanged 13 SP:Iteration 12Q (791.730000 sec): 3 clusters Score: Raw -168926.802004 + Penalty 2409.344384 = -166517.457620 nChanged 8 SP:Iteration 13Q (791.740000 sec): 3 clusters Score: Raw -168930.978980 + Penalty 2409.344384 = -166521.634596 nChanged 5 SP:Iteration 14Q (791.740000 sec): 3 clusters Score: Raw -168933.401973 + Penalty 2409.344384 = -166524.057589 nChanged 6 SP:Iteration 15Q (791.750000 sec): 3 clusters Score: Raw -168935.516870 + Penalty 2409.344384 = -166526.172486 nChanged 6 SP:Iteration 16Q (791.750000 sec): 3 clusters Score: Raw -168938.026448 + Penalty 2409.344384 = -166528.682064 nChanged 3 SP:Iteration 17Q (791.760000 sec): 3 clusters Score: Raw -168942.207393 + Penalty 2409.344384 = -166532.863009 nChanged 5 SP:Iteration 18Q (791.760000 sec): 3 clusters Score: Raw -168946.135345 + Penalty 2409.344384 = -166536.790961 nChanged 8 SP:Iteration 19Q (791.760000 sec): 3 clusters Score: Raw -168951.220008 + Penalty 2409.344384 = -166541.875624 nChanged 10 SP:Iteration 20F (791.770000 sec): 3 clusters Score: Raw -168959.390151 + Penalty 2409.344384 = -166550.045767 nChanged 7 SP:Iteration 21Q (791.770000 sec): 3 clusters Score: Raw -168963.772929 + Penalty 2409.344384 = -166554.428545 nChanged 6 SP:Iteration 22Q (791.780000 sec): 3 clusters Score: Raw -168965.906065 + Penalty 2409.344384 = -166556.561681 nChanged 3 SP:Iteration 23Q (791.780000 sec): 3 clusters Score: Raw -168968.726324 + Penalty 2409.344384 = -166559.381940 nChanged 8 SP:Iteration 24Q (791.790000 sec): 3 clusters Score: Raw -168973.257566 + Penalty 2409.344384 = -166563.913181 nChanged 5 SP:Iteration 25Q (791.790000 sec): 3 clusters Score: Raw -168975.541163 + Penalty 2409.344384 = -166566.196778 nChanged 2 SP:Iteration 26Q (791.800000 sec): 3 clusters Score: Raw -168977.045376 + Penalty 2409.344384 = -166567.700992 nChanged 2 SP:Iteration 27Q (791.800000 sec): 3 clusters Score: Raw -168978.568846 + Penalty 2409.344384 = -166569.224462 nChanged 2 SP:Iteration 28Q (791.800000 sec): 3 clusters Score: Raw -168979.253305 + Penalty 2409.344384 = -166569.908921 nChanged 4 SP:Iteration 29Q (791.810000 sec): 3 clusters Score: Raw -168981.384874 + Penalty 2409.344384 = -166572.040490 nChanged 2 SP:Iteration 30Q (791.810000 sec): 3 clusters Score: Raw -168982.907555 + Penalty 2409.344384 = -166573.563170 nChanged 2 SP:Iteration 31Q (791.820000 sec): 3 clusters Score: Raw -168983.628425 + Penalty 2409.344384 = -166574.284041 nChanged 1 SP:Iteration 32Q (791.820000 sec): 3 clusters Score: Raw -168984.052047 + Penalty 2409.344384 = -166574.707663 nChanged 3 SP:Iteration 33Q (791.830000 sec): 3 clusters Score: Raw -168985.128122 + Penalty 2409.344384 = -166575.783738 nChanged 0 SP:Iteration 34F (791.830000 sec): 3 clusters Score: Raw -168985.128122 + Penalty 2409.344384 = -166575.783738 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 10 (240672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (792.880000 sec): 2 clusters Score: Raw -25298893.161120 + Penalty 2013.568422 = -25296879.592698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.600000 sec): 3 clusters Score: Raw -25139000.797022 + Penalty 4027.136844 = -25134973.660178 nChanged 116741 SP:Iteration 1F (794.310000 sec): 3 clusters Score: Raw -25209251.665259 + Penalty 4027.136844 = -25205224.528415 nChanged 8086 SP:Iteration 2Q (795.030000 sec): 3 clusters Score: Raw -25212033.829097 + Penalty 4027.136844 = -25208006.692253 nChanged 10156 SP:Iteration 3Q (795.760000 sec): 3 clusters Score: Raw -25216557.489204 + Penalty 4027.136844 = -25212530.352360 nChanged 13296 SP:Iteration 4F (796.480000 sec): 3 clusters Score: Raw -25224061.585301 + Penalty 4027.136844 = -25220034.448457 nChanged 16845 SP:Iteration 5F (797.190000 sec): 3 clusters Score: Raw -25235794.875876 + Penalty 4027.136844 = -25231767.739032 nChanged 19538 SP:Iteration 6F (797.910000 sec): 3 clusters Score: Raw -25251705.836368 + Penalty 4027.136844 = -25247678.699524 nChanged 18786 SP:Iteration 7F (798.620000 sec): 3 clusters Score: Raw -25268320.819731 + Penalty 4027.136844 = -25264293.682887 nChanged 14851 SP:Iteration 8F (799.330000 sec): 3 clusters Score: Raw -25281808.054027 + Penalty 4027.136844 = -25277780.917183 nChanged 9761 SP:Iteration 9Q (799.990000 sec): 3 clusters Score: Raw -25290688.633272 + Penalty 4027.136844 = -25286661.496428 nChanged 5586 SP:Iteration 10Q (800.610000 sec): 3 clusters Score: Raw -25295636.291508 + Penalty 4027.136844 = -25291609.154664 nChanged 2523 SP:Iteration 11Q (801.170000 sec): 3 clusters Score: Raw -25297752.038670 + Penalty 4027.136844 = -25293724.901826 nChanged 1058 SP:Iteration 12Q (801.700000 sec): 3 clusters Score: Raw -25298633.304033 + Penalty 4027.136844 = -25294606.167188 nChanged 400 SP:Iteration 13Q (802.210000 sec): 3 clusters Score: Raw -25299023.659253 + Penalty 4027.136844 = -25294996.522409 nChanged 217 SP:Iteration 14Q (802.690000 sec): 3 clusters Score: Raw -25299247.314757 + Penalty 4027.136844 = -25295220.177913 nChanged 129 SP:Iteration 15Q (803.180000 sec): 3 clusters Score: Raw -25299389.179988 + Penalty 4027.136844 = -25295362.043143 nChanged 99 SP:Iteration 16Q (803.660000 sec): 3 clusters Score: Raw -25299450.264771 + Penalty 4027.136844 = -25295423.127927 nChanged 67 SP:Iteration 17Q (804.140000 sec): 3 clusters Score: Raw -25299495.096380 + Penalty 4027.136844 = -25295467.959536 nChanged 49 SP:Iteration 18Q (804.630000 sec): 3 clusters Score: Raw -25299523.445431 + Penalty 4027.136844 = -25295496.308587 nChanged 38 SP:Iteration 19Q (805.110000 sec): 3 clusters Score: Raw -25299537.443915 + Penalty 4027.136844 = -25295510.307071 nChanged 23 SP:Iteration 20F (805.810000 sec): 3 clusters Score: Raw -25299547.394408 + Penalty 4027.136844 = -25295520.257564 nChanged 23 SP:Iteration 21Q (806.300000 sec): 3 clusters Score: Raw -25299557.508818 + Penalty 4027.136844 = -25295530.371974 nChanged 23 SP:Iteration 22Q (806.780000 sec): 3 clusters Score: Raw -25299566.996158 + Penalty 4027.136844 = -25295539.859314 nChanged 20 SP:Iteration 23Q (807.300000 sec): 3 clusters Score: Raw -25299574.449192 + Penalty 4027.136844 = -25295547.312347 nChanged 15 SP:Iteration 24Q (807.780000 sec): 3 clusters Score: Raw -25299579.617859 + Penalty 4027.136844 = -25295552.481015 nChanged 11 SP:Iteration 25Q (808.260000 sec): 3 clusters Score: Raw -25299583.008035 + Penalty 4027.136844 = -25295555.871191 nChanged 8 SP:Iteration 26Q (808.750000 sec): 3 clusters Score: Raw -25299585.275204 + Penalty 4027.136844 = -25295558.138360 nChanged 7 SP:Iteration 27Q (809.260000 sec): 3 clusters Score: Raw -25299587.469536 + Penalty 4027.136844 = -25295560.332692 nChanged 7 SP:Iteration 28Q (809.750000 sec): 3 clusters Score: Raw -25299590.353443 + Penalty 4027.136844 = -25295563.216599 nChanged 5 SP:Iteration 29Q (810.250000 sec): 3 clusters Score: Raw -25299592.246437 + Penalty 4027.136844 = -25295565.109593 nChanged 7 SP:Iteration 30Q (810.770000 sec): 3 clusters Score: Raw -25299595.629370 + Penalty 4027.136844 = -25295568.492526 nChanged 6 SP:Iteration 31Q (811.300000 sec): 3 clusters Score: Raw -25299597.509626 + Penalty 4027.136844 = -25295570.372782 nChanged 4 SP:Iteration 32Q (811.820000 sec): 3 clusters Score: Raw -25299598.296278 + Penalty 4027.136844 = -25295571.159434 nChanged 2 SP:Iteration 33Q (812.340000 sec): 3 clusters Score: Raw -25299598.797434 + Penalty 4027.136844 = -25295571.660589 nChanged 1 SP:Iteration 34Q (812.860000 sec): 3 clusters Score: Raw -25299598.871332 + Penalty 4027.136844 = -25295571.734488 nChanged 0 SP:Iteration 35F (813.620000 sec): 3 clusters Score: Raw -25299598.871332 + Penalty 4027.136844 = -25295571.734488 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 13 (14465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.780000 sec): 2 clusters Score: Raw -1516444.594248 + Penalty 1556.666673 = -1514887.927576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.820000 sec): 3 clusters Score: Raw -1507941.653183 + Penalty 3113.333346 = -1504828.319838 nChanged 6431 SP:Iteration 1F (813.870000 sec): 3 clusters Score: Raw -1511366.083186 + Penalty 3113.333346 = -1508252.749841 nChanged 772 SP:Iteration 2F (813.920000 sec): 3 clusters Score: Raw -1511678.829975 + Penalty 3113.333346 = -1508565.496629 nChanged 723 SP:Iteration 3Q (813.960000 sec): 3 clusters Score: Raw -1512008.079830 + Penalty 3113.333346 = -1508894.746485 nChanged 762 SP:Iteration 4F (814.010000 sec): 3 clusters Score: Raw -1512395.577364 + Penalty 3113.333346 = -1509282.244018 nChanged 776 SP:Iteration 5F (814.050000 sec): 3 clusters Score: Raw -1512904.668092 + Penalty 3113.333346 = -1509791.334746 nChanged 824 SP:Iteration 6F (814.100000 sec): 3 clusters Score: Raw -1513490.536880 + Penalty 3113.333346 = -1510377.203534 nChanged 748 SP:Iteration 7F (814.140000 sec): 3 clusters Score: Raw -1513984.765109 + Penalty 3113.333346 = -1510871.431763 nChanged 668 SP:Iteration 8Q (814.180000 sec): 3 clusters Score: Raw -1514390.051369 + Penalty 3113.333346 = -1511276.718023 nChanged 567 SP:Iteration 9Q (814.230000 sec): 3 clusters Score: Raw -1514722.264588 + Penalty 3113.333346 = -1511608.931243 nChanged 492 SP:Iteration 10Q (814.270000 sec): 3 clusters Score: Raw -1514977.561287 + Penalty 3113.333346 = -1511864.227941 nChanged 387 SP:Iteration 11Q (814.320000 sec): 3 clusters Score: Raw -1515153.069741 + Penalty 3113.333346 = -1512039.736395 nChanged 322 SP:Iteration 12Q (814.360000 sec): 3 clusters Score: Raw -1515304.000188 + Penalty 3113.333346 = -1512190.666843 nChanged 318 SP:Iteration 13Q (814.400000 sec): 3 clusters Score: Raw -1515465.273776 + Penalty 3113.333346 = -1512351.940431 nChanged 298 SP:Iteration 14Q (814.440000 sec): 3 clusters Score: Raw -1515619.502874 + Penalty 3113.333346 = -1512506.169528 nChanged 298 SP:Iteration 15Q (814.480000 sec): 3 clusters Score: Raw -1515795.841082 + Penalty 3113.333346 = -1512682.507737 nChanged 305 SP:Iteration 16Q (814.530000 sec): 3 clusters Score: Raw -1515994.419331 + Penalty 3113.333346 = -1512881.085985 nChanged 284 SP:Iteration 17Q (814.570000 sec): 3 clusters Score: Raw -1516207.373688 + Penalty 3113.333346 = -1513094.040342 nChanged 243 SP:Iteration 18Q (814.600000 sec): 3 clusters Score: Raw -1516392.890206 + Penalty 3113.333346 = -1513279.556860 nChanged 183 SP:Iteration 19Q (814.640000 sec): 3 clusters Score: Raw -1516534.797849 + Penalty 3113.333346 = -1513421.464503 nChanged 122 SP:Iteration 20F (814.680000 sec): 3 clusters Score: Raw -1516640.249359 + Penalty 3113.333346 = -1513526.916013 nChanged 89 SP:Iteration 21Q (814.720000 sec): 3 clusters Score: Raw -1516723.572644 + Penalty 3113.333346 = -1513610.239299 nChanged 52 SP:Iteration 22Q (814.760000 sec): 3 clusters Score: Raw -1516786.434967 + Penalty 3113.333346 = -1513673.101621 nChanged 38 SP:Iteration 23Q (814.790000 sec): 3 clusters Score: Raw -1516824.398450 + Penalty 3113.333346 = -1513711.065104 nChanged 28 SP:Iteration 24Q (814.830000 sec): 3 clusters Score: Raw -1516847.711838 + Penalty 3113.333346 = -1513734.378492 nChanged 25 SP:Iteration 25Q (814.860000 sec): 3 clusters Score: Raw -1516866.628138 + Penalty 3113.333346 = -1513753.294792 nChanged 14 SP:Iteration 26Q (814.890000 sec): 3 clusters Score: Raw -1516873.781402 + Penalty 3113.333346 = -1513760.448056 nChanged 8 SP:Iteration 27Q (814.920000 sec): 3 clusters Score: Raw -1516878.120960 + Penalty 3113.333346 = -1513764.787614 nChanged 4 SP:Iteration 28Q (814.960000 sec): 3 clusters Score: Raw -1516880.144663 + Penalty 3113.333346 = -1513766.811317 nChanged 2 SP:Iteration 29Q (814.990000 sec): 3 clusters Score: Raw -1516880.802442 + Penalty 3113.333346 = -1513767.469096 nChanged 0 SP:Iteration 30F (815.030000 sec): 3 clusters Score: Raw -1516880.802442 + Penalty 3113.333346 = -1513767.469096 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 14 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (815.040000 sec): 2 clusters Score: Raw -80754.407421 + Penalty 1092.817967 = -79661.589454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (815.050000 sec): 3 clusters Score: Raw -80558.911680 + Penalty 2185.635934 = -78373.275746 nChanged 227 SP:Iteration 1F (815.050000 sec): 3 clusters Score: Raw -80861.646476 + Penalty 2185.635934 = -78676.010542 nChanged 79 SP:Iteration 2F (815.050000 sec): 3 clusters Score: Raw -80993.946980 + Penalty 2185.635934 = -78808.311047 nChanged 53 SP:Iteration 3F (815.060000 sec): 3 clusters Score: Raw -81072.694744 + Penalty 2185.635934 = -78887.058810 nChanged 33 SP:Iteration 4Q (815.060000 sec): 3 clusters Score: Raw -81120.182632 + Penalty 2185.635934 = -78934.546698 nChanged 24 SP:Iteration 5Q (815.060000 sec): 3 clusters Score: Raw -81153.514380 + Penalty 2185.635934 = -78967.878447 nChanged 16 SP:Iteration 6Q (815.060000 sec): 3 clusters Score: Raw -81177.759303 + Penalty 2185.635934 = -78992.123369 nChanged 12 SP:Iteration 7Q (815.060000 sec): 3 clusters Score: Raw -81189.610668 + Penalty 2185.635934 = -79003.974734 nChanged 8 SP:Iteration 8Q (815.070000 sec): 3 clusters Score: Raw -81197.917126 + Penalty 2185.635934 = -79012.281193 nChanged 2 SP:Iteration 9Q (815.070000 sec): 3 clusters Score: Raw -81223.558878 + Penalty 2185.635934 = -79037.922944 nChanged 5 SP:Iteration 10Q (815.070000 sec): 3 clusters Score: Raw -81242.296441 + Penalty 2185.635934 = -79056.660508 nChanged 6 SP:Iteration 11Q (815.070000 sec): 3 clusters Score: Raw -81259.010924 + Penalty 2185.635934 = -79073.374991 nChanged 10 SP:Iteration 12Q (815.080000 sec): 3 clusters Score: Raw -81277.241047 + Penalty 2185.635934 = -79091.605114 nChanged 9 SP:Iteration 13Q (815.080000 sec): 3 clusters Score: Raw -81289.729088 + Penalty 2185.635934 = -79104.093154 nChanged 8 SP:Iteration 14Q (815.080000 sec): 3 clusters Score: Raw -81299.957540 + Penalty 2185.635934 = -79114.321606 nChanged 5 SP:Iteration 15Q (815.080000 sec): 3 clusters Score: Raw -81309.102456 + Penalty 2185.635934 = -79123.466522 nChanged 4 SP:Iteration 16Q (815.080000 sec): 3 clusters Score: Raw -81312.913545 + Penalty 2185.635934 = -79127.277611 nChanged 2 SP:Iteration 17Q (815.090000 sec): 3 clusters Score: Raw -81315.687215 + Penalty 2185.635934 = -79130.051282 nChanged 1 SP:Iteration 18Q (815.090000 sec): 3 clusters Score: Raw -81317.313956 + Penalty 2185.635934 = -79131.678023 nChanged 1 SP:Iteration 19Q (815.090000 sec): 3 clusters Score: Raw -81319.565727 + Penalty 2185.635934 = -79133.929793 nChanged 1 SP:Iteration 20F (815.100000 sec): 3 clusters Score: Raw -81320.536866 + Penalty 2185.635934 = -79134.900932 nChanged 1 SP:Iteration 21Q (815.100000 sec): 3 clusters Score: Raw -81321.384306 + Penalty 2185.635934 = -79135.748373 nChanged 0 SP:Iteration 22F (815.100000 sec): 3 clusters Score: Raw -81321.384306 + Penalty 2185.635934 = -79135.748373 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 18 (5193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (815.120000 sec): 2 clusters Score: Raw -563677.951312 + Penalty 1390.198362 = -562287.752950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (815.130000 sec): 3 clusters Score: Raw -560944.753927 + Penalty 2780.396724 = -558164.357203 nChanged 2103 SP:Iteration 1F (815.150000 sec): 3 clusters Score: Raw -562066.138151 + Penalty 2780.396724 = -559285.741427 nChanged 362 SP:Iteration 2F (815.160000 sec): 3 clusters Score: Raw -562242.463156 + Penalty 2780.396724 = -559462.066431 nChanged 272 SP:Iteration 3F (815.180000 sec): 3 clusters Score: Raw -562371.955656 + Penalty 2780.396724 = -559591.558931 nChanged 214 SP:Iteration 4Q (815.200000 sec): 3 clusters Score: Raw -562489.986146 + Penalty 2780.396724 = -559709.589422 nChanged 207 SP:Iteration 5Q (815.210000 sec): 3 clusters Score: Raw -562606.237236 + Penalty 2780.396724 = -559825.840512 nChanged 201 SP:Iteration 6Q (815.230000 sec): 3 clusters Score: Raw -562718.913195 + Penalty 2780.396724 = -559938.516470 nChanged 207 SP:Iteration 7Q (815.240000 sec): 3 clusters Score: Raw -562834.513814 + Penalty 2780.396724 = -560054.117089 nChanged 191 SP:Iteration 8Q (815.260000 sec): 3 clusters Score: Raw -562947.722999 + Penalty 2780.396724 = -560167.326275 nChanged 179 SP:Iteration 9Q (815.280000 sec): 3 clusters Score: Raw -563066.547012 + Penalty 2780.396724 = -560286.150287 nChanged 203 SP:Iteration 10Q (815.290000 sec): 3 clusters Score: Raw -563218.209729 + Penalty 2780.396724 = -560437.813004 nChanged 198 SP:Iteration 11Q (815.310000 sec): 3 clusters Score: Raw -563364.671405 + Penalty 2780.396724 = -560584.274680 nChanged 169 SP:Iteration 12Q (815.320000 sec): 3 clusters Score: Raw -563499.357819 + Penalty 2780.396724 = -560718.961095 nChanged 145 SP:Iteration 13Q (815.340000 sec): 3 clusters Score: Raw -563617.502187 + Penalty 2780.396724 = -560837.105463 nChanged 103 SP:Iteration 14Q (815.360000 sec): 3 clusters Score: Raw -563705.190170 + Penalty 2780.396724 = -560924.793446 nChanged 79 SP:Iteration 15Q (815.370000 sec): 3 clusters Score: Raw -563768.077631 + Penalty 2780.396724 = -560987.680906 nChanged 66 SP:Iteration 16Q (815.380000 sec): 3 clusters Score: Raw -563825.001335 + Penalty 2780.396724 = -561044.604610 nChanged 48 SP:Iteration 17Q (815.400000 sec): 3 clusters Score: Raw -563869.750542 + Penalty 2780.396724 = -561089.353818 nChanged 31 SP:Iteration 18Q (815.420000 sec): 3 clusters Score: Raw -563900.066608 + Penalty 2780.396724 = -561119.669883 nChanged 23 SP:Iteration 19Q (815.430000 sec): 3 clusters Score: Raw -563923.126837 + Penalty 2780.396724 = -561142.730113 nChanged 14 SP:Iteration 20F (815.440000 sec): 3 clusters Score: Raw -563939.709878 + Penalty 2780.396724 = -561159.313154 nChanged 11 SP:Iteration 21Q (815.460000 sec): 3 clusters Score: Raw -563950.918583 + Penalty 2780.396724 = -561170.521858 nChanged 9 SP:Iteration 22Q (815.470000 sec): 3 clusters Score: Raw -563963.539944 + Penalty 2780.396724 = -561183.143219 nChanged 5 SP:Iteration 23Q (815.490000 sec): 3 clusters Score: Raw -563967.985820 + Penalty 2780.396724 = -561187.589096 nChanged 7 SP:Iteration 24Q (815.500000 sec): 3 clusters Score: Raw -563977.866393 + Penalty 2780.396724 = -561197.469669 nChanged 6 SP:Iteration 25Q (815.520000 sec): 3 clusters Score: Raw -563986.345477 + Penalty 2780.396724 = -561205.948753 nChanged 7 SP:Iteration 26Q (815.530000 sec): 3 clusters Score: Raw -563994.310808 + Penalty 2780.396724 = -561213.914083 nChanged 3 SP:Iteration 27Q (815.540000 sec): 3 clusters Score: Raw -563997.730403 + Penalty 2780.396724 = -561217.333679 nChanged 3 SP:Iteration 28Q (815.560000 sec): 3 clusters Score: Raw -563999.673377 + Penalty 2780.396724 = -561219.276653 nChanged 1 SP:Iteration 29Q (815.570000 sec): 3 clusters Score: Raw -564000.846710 + Penalty 2780.396724 = -561220.449986 nChanged 0 SP:Iteration 30F (815.590000 sec): 3 clusters Score: Raw -564000.846710 + Penalty 2780.396724 = -561220.449986 nChanged 0 Memory request: 0.00 GB would take us to total of 2.57 GB. Trying to split cluster 20 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (815.590000 sec): 2 clusters Score: Raw -30538.286687 + Penalty 929.017001 = -29609.269685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (815.590000 sec): 3 clusters Score: Raw -30589.129180 + Penalty 1858.034003 = -28731.095177 nChanged 61 SP:Iteration 1F (815.590000 sec): 3 clusters Score: Raw -30715.373395 + Penalty 1858.034003 = -28857.339392 nChanged 15 SP:Iteration 2Q (815.590000 sec): 3 clusters Score: Raw -30774.417552 + Penalty 1858.034003 = -28916.383549 nChanged 11 SP:Iteration 3Q (815.600000 sec): 3 clusters Score: Raw -30806.913347 + Penalty 1858.034003 = -28948.879344 nChanged 3 SP:Iteration 4Q (815.600000 sec): 3 clusters Score: Raw -30818.285657 + Penalty 1858.034003 = -28960.251654 nChanged 4 SP:Iteration 5Q (815.600000 sec): 3 clusters Score: Raw -30849.902518 + Penalty 1858.034003 = -28991.868515 nChanged 8 SP:Iteration 6Q (815.600000 sec): 3 clusters Score: Raw -30904.229004 + Penalty 1858.034003 = -29046.195001 nChanged 4 SP:Iteration 7Q (815.600000 sec): 3 clusters Score: Raw -30913.324771 + Penalty 1858.034003 = -29055.290768 nChanged 3 SP:Iteration 8Q (815.600000 sec): 3 clusters Score: Raw -30922.988348 + Penalty 1858.034003 = -29064.954345 nChanged 3 SP:Iteration 9Q (815.600000 sec): 3 clusters Score: Raw -30929.055393 + Penalty 1858.034003 = -29071.021390 nChanged 2 SP:Iteration 10Q (815.600000 sec): 3 clusters Score: Raw -30932.210618 + Penalty 1858.034003 = -29074.176615 nChanged 2 SP:Iteration 11Q (815.600000 sec): 3 clusters Score: Raw -30937.689325 + Penalty 1858.034003 = -29079.655322 nChanged 1 SP:Iteration 12Q (815.600000 sec): 3 clusters Score: Raw -30941.239030 + Penalty 1858.034003 = -29083.205027 nChanged 1 SP:Iteration 13Q (815.600000 sec): 3 clusters Score: Raw -30944.861490 + Penalty 1858.034003 = -29086.827487 nChanged 1 SP:Iteration 14Q (815.600000 sec): 3 clusters Score: Raw -30946.593596 + Penalty 1858.034003 = -29088.559593 nChanged 1 SP:Iteration 15Q (815.610000 sec): 3 clusters Score: Raw -30948.954908 + Penalty 1858.034003 = -29090.920906 nChanged 1 SP:Iteration 16Q (815.610000 sec): 3 clusters Score: Raw -30954.706230 + Penalty 1858.034003 = -29096.672227 nChanged 0 SP:Iteration 17F (815.610000 sec): 3 clusters Score: Raw -30954.706230 + Penalty 1858.034003 = -29096.672227 nChanged 0 ------ Evaluating fit on full set of 855725 points ------ Score: Raw -89296479.847155 + Penalty 22197.019555 = -89274282.827600 Time taken for this iteration:462.900000 seconds. 21->11 Clusters: Score -89274282.827600, best is -89281020.189153 Main iterations: 0 (time per iteration =inf ms) Total iterations: 4012 (time per iteration =205.583250 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 131047447104.000000 (time per metric unit =6.293904ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3145138730496.000000 (time per metric unit=262.245984ps) That took 824.800000 seconds.