FileBase /isis1/Yuta/YutaData/YutaMouse32-150317/YutaMouse32-150317 ElecNo 6 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 4.95 and 7.43 GB of RAM. Memory request: 2.48 GB would take us to total of 2.48 GB. ---------------------------------------------------------- Loaded 1328297 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.83 GB would take us to total of 3.30 GB. ------ Running on subset of 442765 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 12 (41 points): Lose 8.205905 but Gain 3224.197020 Iteration 0F (46.310000 sec): 19 clusters Score: Raw -54169523.384098 + Penalty 58035.546354 = -54111487.837744 nChanged 419150 Deleting Class 8 (541 points): Lose 755.376168 but Gain 3224.197020 Iteration 1F (63.460000 sec): 18 clusters Score: Raw -58799018.028559 + Penalty 54811.349335 = -58744206.679225 nChanged 60767 Deleting Class 10 (523 points): Lose 748.432978 but Gain 3224.197020 Iteration 2F (79.430000 sec): 17 clusters Score: Raw -58967534.941727 + Penalty 51587.152315 = -58915947.789412 nChanged 22121 Deleting Class 13 (776 points): Lose 1180.436531 but Gain 3224.197020 Iteration 3Q (89.040000 sec): 16 clusters Score: Raw -59020962.540705 + Penalty 48362.955295 = -58972599.585410 nChanged 13567 Deleting Class 4 (743 points): Lose 2691.806077 but Gain 3224.197020 Iteration 4Q (98.370000 sec): 15 clusters Score: Raw -59033916.103949 + Penalty 45138.758276 = -58988777.345674 nChanged 11771 Deleting Class 7 (1286 points): Lose 3106.393522 but Gain 3224.197020 Iteration 5Q (107.230000 sec): 14 clusters Score: Raw -59043721.789823 + Penalty 41914.561256 = -59001807.228567 nChanged 12168 Iteration 6Q (115.180000 sec): 14 clusters Score: Raw -59056496.253824 + Penalty 41914.561256 = -59014581.692568 nChanged 10795 Iteration 7Q (122.410000 sec): 14 clusters Score: Raw -59066301.642741 + Penalty 41914.561256 = -59024387.081485 nChanged 9816 Iteration 8Q (130.280000 sec): 14 clusters Score: Raw -59074137.722515 + Penalty 41914.561256 = -59032223.161259 nChanged 8159 Iteration 9Q (137.690000 sec): 14 clusters Score: Raw -59079401.777293 + Penalty 41914.561256 = -59037487.216037 nChanged 6638 Iteration 10Q (145.050000 sec): 14 clusters Score: Raw -59082615.162203 + Penalty 41914.561256 = -59040700.600948 nChanged 5126 Iteration 11Q (152.900000 sec): 14 clusters Score: Raw -59084439.294064 + Penalty 41914.561256 = -59042524.732808 nChanged 3905 Iteration 12Q (160.700000 sec): 14 clusters Score: Raw -59085551.305170 + Penalty 41914.561256 = -59043636.743914 nChanged 3050 Iteration 13Q (168.100000 sec): 14 clusters Score: Raw -59086238.982665 + Penalty 41914.561256 = -59044324.421409 nChanged 2326 Iteration 14Q (175.470000 sec): 14 clusters Score: Raw -59086682.286897 + Penalty 41914.561256 = -59044767.725641 nChanged 1804 Iteration 15Q (183.600000 sec): 14 clusters Score: Raw -59086956.983580 + Penalty 41914.561256 = -59045042.422324 nChanged 1340 Iteration 16Q (190.660000 sec): 14 clusters Score: Raw -59087141.280888 + Penalty 41914.561256 = -59045226.719632 nChanged 1012 Iteration 17Q (197.960000 sec): 14 clusters Score: Raw -59087255.712590 + Penalty 41914.561256 = -59045341.151334 nChanged 814 Iteration 18Q (208.800000 sec): 14 clusters Score: Raw -59087329.979605 + Penalty 41914.561256 = -59045415.418349 nChanged 665 Iteration 19Q (217.620000 sec): 14 clusters Score: Raw -59087392.828180 + Penalty 41914.561256 = -59045478.266924 nChanged 526 Writing temp clu file Because OldScore, -59045415.418349, is greater than current (better) Score,-59045478.266924 Compute initial score before splitting: Score: Raw -59087392.828180 + Penalty 41914.561256 = -59045478.266924 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.800000 sec): 2 clusters Score: Raw -132371.194615 + Penalty 1706.590003 = -130664.604611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.930000 sec): 3 clusters Score: Raw -132231.608000 + Penalty 3413.180007 = -128818.427993 nChanged 232 SP:Iteration 1F (218.090000 sec): 3 clusters Score: Raw -132553.406648 + Penalty 3413.180007 = -129140.226642 nChanged 65 SP:Iteration 2F (218.220000 sec): 3 clusters Score: Raw -132799.974299 + Penalty 3413.180007 = -129386.794292 nChanged 63 SP:Iteration 3F (218.340000 sec): 3 clusters Score: Raw -132956.337125 + Penalty 3413.180007 = -129543.157118 nChanged 52 SP:Iteration 4F (218.460000 sec): 3 clusters Score: Raw -133052.972266 + Penalty 3413.180007 = -129639.792259 nChanged 39 SP:Iteration 5Q (218.580000 sec): 3 clusters Score: Raw -133129.298105 + Penalty 3413.180007 = -129716.118098 nChanged 29 SP:Iteration 6Q (218.710000 sec): 3 clusters Score: Raw -133182.053730 + Penalty 3413.180007 = -129768.873723 nChanged 17 SP:Iteration 7Q (218.830000 sec): 3 clusters Score: Raw -133205.152171 + Penalty 3413.180007 = -129791.972164 nChanged 17 SP:Iteration 8Q (218.960000 sec): 3 clusters Score: Raw -133233.911117 + Penalty 3413.180007 = -129820.731111 nChanged 17 SP:Iteration 9Q (219.080000 sec): 3 clusters Score: Raw -133270.772620 + Penalty 3413.180007 = -129857.592613 nChanged 17 SP:Iteration 10Q (219.200000 sec): 3 clusters Score: Raw -133297.914952 + Penalty 3413.180007 = -129884.734945 nChanged 11 SP:Iteration 11Q (219.320000 sec): 3 clusters Score: Raw -133319.508632 + Penalty 3413.180007 = -129906.328625 nChanged 9 SP:Iteration 12Q (219.450000 sec): 3 clusters Score: Raw -133337.394858 + Penalty 3413.180007 = -129924.214852 nChanged 9 SP:Iteration 13Q (219.570000 sec): 3 clusters Score: Raw -133349.416126 + Penalty 3413.180007 = -129936.236119 nChanged 4 SP:Iteration 14Q (219.680000 sec): 3 clusters Score: Raw -133353.461120 + Penalty 3413.180007 = -129940.281113 nChanged 2 SP:Iteration 15Q (219.790000 sec): 3 clusters Score: Raw -133356.812337 + Penalty 3413.180007 = -129943.632331 nChanged 2 SP:Iteration 16Q (219.920000 sec): 3 clusters Score: Raw -133358.589457 + Penalty 3413.180007 = -129945.409450 nChanged 0 SP:Iteration 17F (220.050000 sec): 3 clusters Score: Raw -133358.589457 + Penalty 3413.180007 = -129945.409450 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.110000 sec): 2 clusters Score: Raw -20224.556695 + Penalty 1273.678012 = -18950.878683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.240000 sec): 3 clusters Score: Raw -20460.837868 + Penalty 2547.356025 = -17913.481843 nChanged 15 SP:Iteration 1F (220.360000 sec): 3 clusters Score: Raw -20553.133779 + Penalty 2547.356025 = -18005.777754 nChanged 4 SP:Iteration 2Q (220.490000 sec): 3 clusters Score: Raw -20575.874746 + Penalty 2547.356025 = -18028.518721 nChanged 1 SP:Iteration 3Q (220.620000 sec): 3 clusters Score: Raw -20595.383683 + Penalty 2547.356025 = -18048.027658 nChanged 0 SP:Iteration 4F (220.750000 sec): 3 clusters Score: Raw -20595.383683 + Penalty 2547.356025 = -18048.027658 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (22304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.000000 sec): 2 clusters Score: Raw -3066736.869982 + Penalty 2483.105286 = -3064253.764696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.350000 sec): 3 clusters Score: Raw -3053630.693290 + Penalty 4966.210572 = -3048664.482719 nChanged 9879 SP:Iteration 1F (221.670000 sec): 3 clusters Score: Raw -3059001.812726 + Penalty 4966.210572 = -3054035.602155 nChanged 1097 SP:Iteration 2Q (222.070000 sec): 3 clusters Score: Raw -3059391.210955 + Penalty 4966.210572 = -3054425.000384 nChanged 1026 SP:Iteration 3Q (222.400000 sec): 3 clusters Score: Raw -3059750.030112 + Penalty 4966.210572 = -3054783.819541 nChanged 961 SP:Iteration 4Q (222.690000 sec): 3 clusters Score: Raw -3060123.780470 + Penalty 4966.210572 = -3055157.569899 nChanged 977 SP:Iteration 5Q (223.010000 sec): 3 clusters Score: Raw -3060570.597362 + Penalty 4966.210572 = -3055604.386790 nChanged 1132 SP:Iteration 6F (223.280000 sec): 3 clusters Score: Raw -3061177.243686 + Penalty 4966.210572 = -3056211.033115 nChanged 1254 SP:Iteration 7F (223.590000 sec): 3 clusters Score: Raw -3061962.154893 + Penalty 4966.210572 = -3056995.944321 nChanged 1348 SP:Iteration 8F (223.910000 sec): 3 clusters Score: Raw -3062925.536491 + Penalty 4966.210572 = -3057959.325920 nChanged 1271 SP:Iteration 9F (224.210000 sec): 3 clusters Score: Raw -3063915.495538 + Penalty 4966.210572 = -3058949.284966 nChanged 1113 SP:Iteration 10Q (224.580000 sec): 3 clusters Score: Raw -3064841.933302 + Penalty 4966.210572 = -3059875.722731 nChanged 915 SP:Iteration 11Q (224.900000 sec): 3 clusters Score: Raw -3065595.701805 + Penalty 4966.210572 = -3060629.491233 nChanged 636 SP:Iteration 12Q (225.210000 sec): 3 clusters Score: Raw -3066115.783970 + Penalty 4966.210572 = -3061149.573398 nChanged 427 SP:Iteration 13Q (225.480000 sec): 3 clusters Score: Raw -3066450.075204 + Penalty 4966.210572 = -3061483.864633 nChanged 263 SP:Iteration 14Q (225.770000 sec): 3 clusters Score: Raw -3066638.260975 + Penalty 4966.210572 = -3061672.050403 nChanged 174 SP:Iteration 15Q (226.120000 sec): 3 clusters Score: Raw -3066757.128705 + Penalty 4966.210572 = -3061790.918133 nChanged 112 SP:Iteration 16Q (226.410000 sec): 3 clusters Score: Raw -3066831.754608 + Penalty 4966.210572 = -3061865.544037 nChanged 75 SP:Iteration 17Q (226.720000 sec): 3 clusters Score: Raw -3066881.857677 + Penalty 4966.210572 = -3061915.647105 nChanged 55 SP:Iteration 18Q (227.000000 sec): 3 clusters Score: Raw -3066920.677729 + Penalty 4966.210572 = -3061954.467158 nChanged 46 SP:Iteration 19Q (227.280000 sec): 3 clusters Score: Raw -3066949.528264 + Penalty 4966.210572 = -3061983.317692 nChanged 32 SP:Iteration 20F (227.640000 sec): 3 clusters Score: Raw -3066969.894478 + Penalty 4966.210572 = -3062003.683907 nChanged 24 SP:Iteration 21Q (227.970000 sec): 3 clusters Score: Raw -3066986.260183 + Penalty 4966.210572 = -3062020.049611 nChanged 20 SP:Iteration 22Q (228.240000 sec): 3 clusters Score: Raw -3067000.321806 + Penalty 4966.210572 = -3062034.111234 nChanged 22 SP:Iteration 23Q (228.540000 sec): 3 clusters Score: Raw -3067013.418431 + Penalty 4966.210572 = -3062047.207860 nChanged 20 SP:Iteration 24Q (228.830000 sec): 3 clusters Score: Raw -3067031.077137 + Penalty 4966.210572 = -3062064.866565 nChanged 15 SP:Iteration 25Q (229.100000 sec): 3 clusters Score: Raw -3067040.460944 + Penalty 4966.210572 = -3062074.250372 nChanged 12 SP:Iteration 26Q (229.380000 sec): 3 clusters Score: Raw -3067046.602708 + Penalty 4966.210572 = -3062080.392136 nChanged 4 SP:Iteration 27Q (229.710000 sec): 3 clusters Score: Raw -3067048.967383 + Penalty 4966.210572 = -3062082.756812 nChanged 3 SP:Iteration 28Q (229.980000 sec): 3 clusters Score: Raw -3067050.126807 + Penalty 4966.210572 = -3062083.916236 nChanged 2 SP:Iteration 29Q (230.330000 sec): 3 clusters Score: Raw -3067051.961176 + Penalty 4966.210572 = -3062085.750604 nChanged 3 SP:Iteration 30Q (230.620000 sec): 3 clusters Score: Raw -3067054.071166 + Penalty 4966.210572 = -3062087.860595 nChanged 5 SP:Iteration 31Q (230.930000 sec): 3 clusters Score: Raw -3067057.527706 + Penalty 4966.210572 = -3062091.317134 nChanged 3 SP:Iteration 32Q (231.210000 sec): 3 clusters Score: Raw -3067059.208638 + Penalty 4966.210572 = -3062092.998066 nChanged 1 SP:Iteration 33Q (231.550000 sec): 3 clusters Score: Raw -3067060.266078 + Penalty 4966.210572 = -3062094.055506 nChanged 2 SP:Iteration 34Q (231.830000 sec): 3 clusters Score: Raw -3067062.089700 + Penalty 4966.210572 = -3062095.879128 nChanged 5 SP:Iteration 35Q (232.120000 sec): 3 clusters Score: Raw -3067064.275028 + Penalty 4966.210572 = -3062098.064457 nChanged 2 SP:Iteration 36Q (232.440000 sec): 3 clusters Score: Raw -3067065.122163 + Penalty 4966.210572 = -3062098.911592 nChanged 1 SP:Iteration 37Q (232.740000 sec): 3 clusters Score: Raw -3067065.683199 + Penalty 4966.210572 = -3062099.472628 nChanged 0 SP:Iteration 38F (233.040000 sec): 3 clusters Score: Raw -3067065.683199 + Penalty 4966.210572 = -3062099.472628 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.160000 sec): 2 clusters Score: Raw -76679.687819 + Penalty 1581.428283 = -75098.259536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.350000 sec): 3 clusters Score: Raw -76705.847016 + Penalty 3162.856566 = -73542.990450 nChanged 129 SP:Iteration 1F (233.530000 sec): 3 clusters Score: Raw -77026.804550 + Penalty 3162.856566 = -73863.947984 nChanged 31 SP:Iteration 2F (233.680000 sec): 3 clusters Score: Raw -77177.614210 + Penalty 3162.856566 = -74014.757644 nChanged 22 SP:Iteration 3Q (233.920000 sec): 3 clusters Score: Raw -77288.408744 + Penalty 3162.856566 = -74125.552178 nChanged 24 SP:Iteration 4Q (234.140000 sec): 3 clusters Score: Raw -77338.080943 + Penalty 3162.856566 = -74175.224377 nChanged 20 SP:Iteration 5Q (234.310000 sec): 3 clusters Score: Raw -77394.296394 + Penalty 3162.856566 = -74231.439828 nChanged 11 SP:Iteration 6Q (234.450000 sec): 3 clusters Score: Raw -77420.829552 + Penalty 3162.856566 = -74257.972986 nChanged 9 SP:Iteration 7Q (234.620000 sec): 3 clusters Score: Raw -77448.728166 + Penalty 3162.856566 = -74285.871600 nChanged 8 SP:Iteration 8Q (234.890000 sec): 3 clusters Score: Raw -77465.834827 + Penalty 3162.856566 = -74302.978261 nChanged 4 SP:Iteration 9Q (235.120000 sec): 3 clusters Score: Raw -77470.202713 + Penalty 3162.856566 = -74307.346147 nChanged 0 SP:Iteration 10F (235.330000 sec): 3 clusters Score: Raw -77470.202713 + Penalty 3162.856566 = -74307.346147 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.420000 sec): 2 clusters Score: Raw -142174.974715 + Penalty 1783.287657 = -140391.687058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.620000 sec): 3 clusters Score: Raw -142063.479741 + Penalty 3566.575313 = -138496.904428 nChanged 444 SP:Iteration 1F (235.820000 sec): 3 clusters Score: Raw -143529.003430 + Penalty 3566.575313 = -139962.428117 nChanged 191 SP:Iteration 2F (236.050000 sec): 3 clusters Score: Raw -144477.789876 + Penalty 3566.575313 = -140911.214563 nChanged 128 SP:Iteration 3F (236.230000 sec): 3 clusters Score: Raw -145526.408712 + Penalty 3566.575313 = -141959.833399 nChanged 102 SP:Iteration 4F (236.410000 sec): 3 clusters Score: Raw -146407.378954 + Penalty 3566.575313 = -142840.803641 nChanged 66 SP:Iteration 5Q (236.580000 sec): 3 clusters Score: Raw -146936.619329 + Penalty 3566.575313 = -143370.044016 nChanged 36 SP:Iteration 6Q (236.820000 sec): 3 clusters Score: Raw -147228.441495 + Penalty 3566.575313 = -143661.866182 nChanged 31 SP:Iteration 7Q (236.990000 sec): 3 clusters Score: Raw -147470.521277 + Penalty 3566.575313 = -143903.945964 nChanged 29 SP:Iteration 8Q (237.140000 sec): 3 clusters Score: Raw -147751.061264 + Penalty 3566.575313 = -144184.485950 nChanged 18 SP:Iteration 9Q (237.320000 sec): 3 clusters Score: Raw -148000.064496 + Penalty 3566.575313 = -144433.489183 nChanged 19 SP:Iteration 10Q (237.490000 sec): 3 clusters Score: Raw -148283.524374 + Penalty 3566.575313 = -144716.949061 nChanged 14 SP:Iteration 11Q (237.640000 sec): 3 clusters Score: Raw -148451.863797 + Penalty 3566.575313 = -144885.288484 nChanged 12 SP:Iteration 12Q (237.890000 sec): 3 clusters Score: Raw -148615.553484 + Penalty 3566.575313 = -145048.978171 nChanged 8 SP:Iteration 13Q (238.050000 sec): 3 clusters Score: Raw -148760.041290 + Penalty 3566.575313 = -145193.465977 nChanged 8 SP:Iteration 14Q (238.280000 sec): 3 clusters Score: Raw -148908.012975 + Penalty 3566.575313 = -145341.437662 nChanged 6 SP:Iteration 15Q (238.460000 sec): 3 clusters Score: Raw -149062.336491 + Penalty 3566.575313 = -145495.761177 nChanged 6 SP:Iteration 16Q (238.630000 sec): 3 clusters Score: Raw -149143.883576 + Penalty 3566.575313 = -145577.308263 nChanged 5 SP:Iteration 17Q (238.800000 sec): 3 clusters Score: Raw -149216.603939 + Penalty 3566.575313 = -145650.028626 nChanged 4 SP:Iteration 18Q (239.000000 sec): 3 clusters Score: Raw -149266.195319 + Penalty 3566.575313 = -145699.620006 nChanged 5 SP:Iteration 19Q (239.170000 sec): 3 clusters Score: Raw -149335.029828 + Penalty 3566.575313 = -145768.454515 nChanged 0 SP:Iteration 20F (239.330000 sec): 3 clusters Score: Raw -149431.889991 + Penalty 3566.575313 = -145865.314678 nChanged 15 SP:Iteration 21Q (239.510000 sec): 3 clusters Score: Raw -149644.934188 + Penalty 3566.575313 = -146078.358875 nChanged 4 SP:Iteration 22Q (239.710000 sec): 3 clusters Score: Raw -149687.169103 + Penalty 3566.575313 = -146120.593790 nChanged 1 SP:Iteration 23Q (239.880000 sec): 3 clusters Score: Raw -149710.658909 + Penalty 3566.575313 = -146144.083596 nChanged 0 SP:Iteration 24F (240.060000 sec): 3 clusters Score: Raw -149713.977153 + Penalty 3566.575313 = -146147.401840 nChanged 2 SP:Iteration 25Q (240.220000 sec): 3 clusters Score: Raw -149759.427941 + Penalty 3566.575313 = -146192.852628 nChanged 3 SP:Iteration 26Q (240.380000 sec): 3 clusters Score: Raw -149898.919312 + Penalty 3566.575313 = -146332.343998 nChanged 2 SP:Iteration 27Q (240.580000 sec): 3 clusters Score: Raw -149995.889005 + Penalty 3566.575313 = -146429.313692 nChanged 0 SP:Iteration 28F (240.790000 sec): 3 clusters Score: Raw -149995.889005 + Penalty 3566.575313 = -146429.313692 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 3.30 GB. Trying to split cluster 9 (2657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.950000 sec): 2 clusters Score: Raw -349203.593632 + Penalty 1955.468331 = -347248.125302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (241.200000 sec): 3 clusters Score: Raw -348142.998885 + Penalty 3910.936661 = -344232.062224 nChanged 919 SP:Iteration 1F (241.350000 sec): 3 clusters Score: Raw -348779.525178 + Penalty 3910.936661 = -344868.588517 nChanged 202 SP:Iteration 2F (241.570000 sec): 3 clusters Score: Raw -348960.765029 + Penalty 3910.936661 = -345049.828367 nChanged 122 SP:Iteration 3Q (241.760000 sec): 3 clusters Score: Raw -349073.703678 + Penalty 3910.936661 = -345162.767017 nChanged 121 SP:Iteration 4Q (241.960000 sec): 3 clusters Score: Raw -349174.586542 + Penalty 3910.936661 = -345263.649881 nChanged 97 SP:Iteration 5Q (242.220000 sec): 3 clusters Score: Raw -349256.424880 + Penalty 3910.936661 = -345345.488218 nChanged 82 SP:Iteration 6Q (242.430000 sec): 3 clusters Score: Raw -349321.828076 + Penalty 3910.936661 = -345410.891415 nChanged 83 SP:Iteration 7Q (242.640000 sec): 3 clusters Score: Raw -349394.894086 + Penalty 3910.936661 = -345483.957425 nChanged 88 SP:Iteration 8Q (242.880000 sec): 3 clusters Score: Raw -349474.104790 + Penalty 3910.936661 = -345563.168129 nChanged 92 SP:Iteration 9Q (243.060000 sec): 3 clusters Score: Raw -349552.427462 + Penalty 3910.936661 = -345641.490801 nChanged 68 SP:Iteration 10Q (243.280000 sec): 3 clusters Score: Raw -349618.833887 + Penalty 3910.936661 = -345707.897226 nChanged 72 SP:Iteration 11Q (243.440000 sec): 3 clusters Score: Raw -349694.999720 + Penalty 3910.936661 = -345784.063059 nChanged 67 SP:Iteration 12Q (243.630000 sec): 3 clusters Score: Raw -349764.086812 + Penalty 3910.936661 = -345853.150151 nChanged 48 SP:Iteration 13Q (243.830000 sec): 3 clusters Score: Raw -349812.221753 + Penalty 3910.936661 = -345901.285092 nChanged 44 SP:Iteration 14Q (244.010000 sec): 3 clusters Score: Raw -349849.714296 + Penalty 3910.936661 = -345938.777635 nChanged 29 SP:Iteration 15Q (244.210000 sec): 3 clusters Score: Raw -349873.470739 + Penalty 3910.936661 = -345962.534078 nChanged 23 SP:Iteration 16Q (244.400000 sec): 3 clusters Score: Raw -349892.285840 + Penalty 3910.936661 = -345981.349179 nChanged 13 SP:Iteration 17Q (244.600000 sec): 3 clusters Score: Raw -349904.161301 + Penalty 3910.936661 = -345993.224640 nChanged 13 SP:Iteration 18Q (244.800000 sec): 3 clusters Score: Raw -349914.383941 + Penalty 3910.936661 = -346003.447280 nChanged 9 SP:Iteration 19Q (244.990000 sec): 3 clusters Score: Raw -349921.132381 + Penalty 3910.936661 = -346010.195719 nChanged 16 SP:Iteration 20F (245.240000 sec): 3 clusters Score: Raw -349934.555384 + Penalty 3910.936661 = -346023.618723 nChanged 14 SP:Iteration 21Q (245.430000 sec): 3 clusters Score: Raw -349948.087212 + Penalty 3910.936661 = -346037.150551 nChanged 13 SP:Iteration 22Q (245.630000 sec): 3 clusters Score: Raw -349972.340581 + Penalty 3910.936661 = -346061.403920 nChanged 20 SP:Iteration 23Q (245.840000 sec): 3 clusters Score: Raw -349996.320463 + Penalty 3910.936661 = -346085.383802 nChanged 12 SP:Iteration 24Q (246.030000 sec): 3 clusters Score: Raw -350007.387957 + Penalty 3910.936661 = -346096.451296 nChanged 7 SP:Iteration 25Q (246.230000 sec): 3 clusters Score: Raw -350014.258176 + Penalty 3910.936661 = -346103.321515 nChanged 5 SP:Iteration 26Q (246.380000 sec): 3 clusters Score: Raw -350017.807677 + Penalty 3910.936661 = -346106.871016 nChanged 4 SP:Iteration 27Q (246.600000 sec): 3 clusters Score: Raw -350024.380899 + Penalty 3910.936661 = -346113.444238 nChanged 5 SP:Iteration 28Q (246.780000 sec): 3 clusters Score: Raw -350028.293056 + Penalty 3910.936661 = -346117.356395 nChanged 5 SP:Iteration 29Q (247.000000 sec): 3 clusters Score: Raw -350032.559937 + Penalty 3910.936661 = -346121.623276 nChanged 6 SP:Iteration 30Q (247.200000 sec): 3 clusters Score: Raw -350037.236862 + Penalty 3910.936661 = -346126.300201 nChanged 3 SP:Iteration 31Q (247.440000 sec): 3 clusters Score: Raw -350038.948938 + Penalty 3910.936661 = -346128.012277 nChanged 1 SP:Iteration 32Q (247.650000 sec): 3 clusters Score: Raw -350039.321241 + Penalty 3910.936661 = -346128.384580 nChanged 1 SP:Iteration 33Q (247.900000 sec): 3 clusters Score: Raw -350039.795040 + Penalty 3910.936661 = -346128.858379 nChanged 0 SP:Iteration 34F (248.090000 sec): 3 clusters Score: Raw -350039.795040 + Penalty 3910.936661 = -346128.858379 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.220000 sec): 2 clusters Score: Raw -87194.144907 + Penalty 1611.947186 = -85582.197721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.390000 sec): 3 clusters Score: Raw -87153.209548 + Penalty 3223.894372 = -83929.315176 nChanged 143 SP:Iteration 1F (248.620000 sec): 3 clusters Score: Raw -87369.473438 + Penalty 3223.894372 = -84145.579066 nChanged 36 SP:Iteration 2F (248.800000 sec): 3 clusters Score: Raw -87471.200112 + Penalty 3223.894372 = -84247.305740 nChanged 28 SP:Iteration 3Q (248.980000 sec): 3 clusters Score: Raw -87591.285256 + Penalty 3223.894372 = -84367.390884 nChanged 32 SP:Iteration 4Q (249.210000 sec): 3 clusters Score: Raw -87681.941347 + Penalty 3223.894372 = -84458.046975 nChanged 26 SP:Iteration 5Q (249.430000 sec): 3 clusters Score: Raw -87736.406634 + Penalty 3223.894372 = -84512.512262 nChanged 10 SP:Iteration 6Q (249.610000 sec): 3 clusters Score: Raw -87753.750473 + Penalty 3223.894372 = -84529.856101 nChanged 1 SP:Iteration 7Q (249.810000 sec): 3 clusters Score: Raw -87754.616727 + Penalty 3223.894372 = -84530.722355 nChanged 0 SP:Iteration 8F (250.010000 sec): 3 clusters Score: Raw -87754.616727 + Penalty 3223.894372 = -84530.722355 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (3483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.110000 sec): 2 clusters Score: Raw -450775.790364 + Penalty 2022.601019 = -448753.189345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.370000 sec): 3 clusters Score: Raw -449306.748886 + Penalty 4045.202038 = -445261.546848 nChanged 1255 SP:Iteration 1F (250.590000 sec): 3 clusters Score: Raw -450566.920659 + Penalty 4045.202038 = -446521.718621 nChanged 407 SP:Iteration 2F (250.810000 sec): 3 clusters Score: Raw -451081.780631 + Penalty 4045.202038 = -447036.578593 nChanged 346 SP:Iteration 3F (251.050000 sec): 3 clusters Score: Raw -451478.108315 + Penalty 4045.202038 = -447432.906277 nChanged 296 SP:Iteration 4F (251.290000 sec): 3 clusters Score: Raw -451846.338276 + Penalty 4045.202038 = -447801.136238 nChanged 221 SP:Iteration 5F (251.470000 sec): 3 clusters Score: Raw -452171.766663 + Penalty 4045.202038 = -448126.564624 nChanged 188 SP:Iteration 6F (251.690000 sec): 3 clusters Score: Raw -452525.547372 + Penalty 4045.202038 = -448480.345334 nChanged 123 SP:Iteration 7Q (251.880000 sec): 3 clusters Score: Raw -452749.642485 + Penalty 4045.202038 = -448704.440447 nChanged 75 SP:Iteration 8Q (252.080000 sec): 3 clusters Score: Raw -452902.945320 + Penalty 4045.202038 = -448857.743282 nChanged 34 SP:Iteration 9Q (252.280000 sec): 3 clusters Score: Raw -452947.687966 + Penalty 4045.202038 = -448902.485928 nChanged 10 SP:Iteration 10Q (252.420000 sec): 3 clusters Score: Raw -452967.069177 + Penalty 4045.202038 = -448921.867139 nChanged 11 SP:Iteration 11Q (252.610000 sec): 3 clusters Score: Raw -452989.522472 + Penalty 4045.202038 = -448944.320434 nChanged 12 SP:Iteration 12Q (252.800000 sec): 3 clusters Score: Raw -453007.167647 + Penalty 4045.202038 = -448961.965609 nChanged 11 SP:Iteration 13Q (252.990000 sec): 3 clusters Score: Raw -453018.395021 + Penalty 4045.202038 = -448973.192983 nChanged 7 SP:Iteration 14Q (253.220000 sec): 3 clusters Score: Raw -453026.871729 + Penalty 4045.202038 = -448981.669691 nChanged 4 SP:Iteration 15Q (253.460000 sec): 3 clusters Score: Raw -453030.551443 + Penalty 4045.202038 = -448985.349405 nChanged 1 SP:Iteration 16Q (253.730000 sec): 3 clusters Score: Raw -453031.246184 + Penalty 4045.202038 = -448986.044146 nChanged 0 SP:Iteration 17F (253.960000 sec): 3 clusters Score: Raw -453036.428985 + Penalty 4045.202038 = -448991.226947 nChanged 1 SP:Iteration 18Q (254.190000 sec): 3 clusters Score: Raw -453038.700284 + Penalty 4045.202038 = -448993.498246 nChanged 1 SP:Iteration 19Q (254.390000 sec): 3 clusters Score: Raw -453040.976808 + Penalty 4045.202038 = -448995.774770 nChanged 0 SP:Iteration 20F (254.570000 sec): 3 clusters Score: Raw -453040.976808 + Penalty 4045.202038 = -448995.774770 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (340986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.680000 sec): 2 clusters Score: Raw -46199211.975537 + Penalty 3159.419982 = -46196052.555555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (258.550000 sec): 3 clusters Score: Raw -45972579.830972 + Penalty 6318.839963 = -45966260.991009 nChanged 165709 SP:Iteration 1F (260.340000 sec): 3 clusters Score: Raw -46070272.565329 + Penalty 6318.839963 = -46063953.725366 nChanged 8236 SP:Iteration 2Q (262.230000 sec): 3 clusters Score: Raw -46071885.438379 + Penalty 6318.839963 = -46065566.598416 nChanged 9399 SP:Iteration 3Q (264.260000 sec): 3 clusters Score: Raw -46074265.115043 + Penalty 6318.839963 = -46067946.275080 nChanged 11541 SP:Iteration 4Q (266.390000 sec): 3 clusters Score: Raw -46078109.527566 + Penalty 6318.839963 = -46071790.687603 nChanged 14475 SP:Iteration 5Q (268.550000 sec): 3 clusters Score: Raw -46084544.217445 + Penalty 6318.839963 = -46078225.377482 nChanged 18276 SP:Iteration 6F (270.630000 sec): 3 clusters Score: Raw -46095616.001439 + Penalty 6318.839963 = -46089297.161476 nChanged 22780 SP:Iteration 7F (272.580000 sec): 3 clusters Score: Raw -46113774.765806 + Penalty 6318.839963 = -46107455.925843 nChanged 26738 SP:Iteration 8F (274.490000 sec): 3 clusters Score: Raw -46139732.596760 + Penalty 6318.839963 = -46133413.756796 nChanged 27044 SP:Iteration 9F (276.810000 sec): 3 clusters Score: Raw -46165585.127079 + Penalty 6318.839963 = -46159266.287116 nChanged 21900 SP:Iteration 10F (278.840000 sec): 3 clusters Score: Raw -46181525.020004 + Penalty 6318.839963 = -46175206.180041 nChanged 14506 SP:Iteration 11Q (280.870000 sec): 3 clusters Score: Raw -46188596.708014 + Penalty 6318.839963 = -46182277.868051 nChanged 9297 SP:Iteration 12Q (282.810000 sec): 3 clusters Score: Raw -46191890.496891 + Penalty 6318.839963 = -46185571.656927 nChanged 6334 SP:Iteration 13Q (284.820000 sec): 3 clusters Score: Raw -46193698.949409 + Penalty 6318.839963 = -46187380.109446 nChanged 4800 SP:Iteration 14Q (286.740000 sec): 3 clusters Score: Raw -46194852.629291 + Penalty 6318.839963 = -46188533.789328 nChanged 3940 SP:Iteration 15Q (288.520000 sec): 3 clusters Score: Raw -46195650.317619 + Penalty 6318.839963 = -46189331.477656 nChanged 3422 SP:Iteration 16Q (290.380000 sec): 3 clusters Score: Raw -46196255.030311 + Penalty 6318.839963 = -46189936.190348 nChanged 3016 SP:Iteration 17Q (292.220000 sec): 3 clusters Score: Raw -46196721.472964 + Penalty 6318.839963 = -46190402.633001 nChanged 2723 SP:Iteration 18Q (294.250000 sec): 3 clusters Score: Raw -46197094.429122 + Penalty 6318.839963 = -46190775.589159 nChanged 2471 SP:Iteration 19Q (296.150000 sec): 3 clusters Score: Raw -46197400.719154 + Penalty 6318.839963 = -46191081.879191 nChanged 2264 SP:Iteration 20F (298.210000 sec): 3 clusters Score: Raw -46197660.491342 + Penalty 6318.839963 = -46191341.651379 nChanged 2137 SP:Iteration 21Q (300.290000 sec): 3 clusters Score: Raw -46197893.863959 + Penalty 6318.839963 = -46191575.023996 nChanged 1927 SP:Iteration 22Q (302.260000 sec): 3 clusters Score: Raw -46198092.166320 + Penalty 6318.839963 = -46191773.326357 nChanged 1810 SP:Iteration 23Q (304.210000 sec): 3 clusters Score: Raw -46198270.172569 + Penalty 6318.839963 = -46191951.332606 nChanged 1713 SP:Iteration 24Q (306.200000 sec): 3 clusters Score: Raw -46198434.484293 + Penalty 6318.839963 = -46192115.644330 nChanged 1621 SP:Iteration 25Q (308.130000 sec): 3 clusters Score: Raw -46198581.910170 + Penalty 6318.839963 = -46192263.070207 nChanged 1536 SP:Iteration 26Q (309.870000 sec): 3 clusters Score: Raw -46198712.643691 + Penalty 6318.839963 = -46192393.803728 nChanged 1436 SP:Iteration 27Q (311.760000 sec): 3 clusters Score: Raw -46198830.420775 + Penalty 6318.839963 = -46192511.580812 nChanged 1399 SP:Iteration 28Q (313.620000 sec): 3 clusters Score: Raw -46198942.303224 + Penalty 6318.839963 = -46192623.463261 nChanged 1372 SP:Iteration 29Q (315.670000 sec): 3 clusters Score: Raw -46199049.625695 + Penalty 6318.839963 = -46192730.785732 nChanged 1276 SP:Iteration 30Q (317.530000 sec): 3 clusters Score: Raw -46199143.973051 + Penalty 6318.839963 = -46192825.133088 nChanged 1197 SP:Iteration 31Q (319.730000 sec): 3 clusters Score: Raw -46199230.892782 + Penalty 6318.839963 = -46192912.052819 nChanged 1190 SP:Iteration 32Q (321.580000 sec): 3 clusters Score: Raw -46199313.470388 + Penalty 6318.839963 = -46192994.630425 nChanged 1145 SP:Iteration 33Q (323.550000 sec): 3 clusters Score: Raw -46199392.919596 + Penalty 6318.839963 = -46193074.079633 nChanged 1129 SP:Iteration 34Q (325.410000 sec): 3 clusters Score: Raw -46199470.769771 + Penalty 6318.839963 = -46193151.929808 nChanged 1087 SP:Iteration 35Q (327.240000 sec): 3 clusters Score: Raw -46199544.735225 + Penalty 6318.839963 = -46193225.895262 nChanged 1074 SP:Iteration 36Q (329.060000 sec): 3 clusters Score: Raw -46199616.247651 + Penalty 6318.839963 = -46193297.407688 nChanged 1007 SP:Iteration 37Q (330.980000 sec): 3 clusters Score: Raw -46199680.564487 + Penalty 6318.839963 = -46193361.724524 nChanged 1008 SP:Iteration 38Q (332.980000 sec): 3 clusters Score: Raw -46199744.464375 + Penalty 6318.839963 = -46193425.624412 nChanged 964 SP:Iteration 39Q (334.860000 sec): 3 clusters Score: Raw -46199803.360923 + Penalty 6318.839963 = -46193484.520960 nChanged 903 SP:Iteration 40F (336.830000 sec): 3 clusters Score: Raw -46199856.713397 + Penalty 6318.839963 = -46193537.873434 nChanged 918 SP:Iteration 41Q (338.670000 sec): 3 clusters Score: Raw -46199910.888092 + Penalty 6318.839963 = -46193592.048129 nChanged 889 SP:Iteration 42Q (340.880000 sec): 3 clusters Score: Raw -46199961.586953 + Penalty 6318.839963 = -46193642.746990 nChanged 895 SP:Iteration 43Q (342.680000 sec): 3 clusters Score: Raw -46200015.168088 + Penalty 6318.839963 = -46193696.328125 nChanged 899 SP:Iteration 44Q (344.580000 sec): 3 clusters Score: Raw -46200069.098289 + Penalty 6318.839963 = -46193750.258326 nChanged 884 SP:Iteration 45Q (346.500000 sec): 3 clusters Score: Raw -46200122.596289 + Penalty 6318.839963 = -46193803.756326 nChanged 926 SP:Iteration 46Q (348.350000 sec): 3 clusters Score: Raw -46200176.987579 + Penalty 6318.839963 = -46193858.147616 nChanged 885 SP:Iteration 47Q (350.210000 sec): 3 clusters Score: Raw -46200227.018127 + Penalty 6318.839963 = -46193908.178164 nChanged 816 SP:Iteration 48Q (352.090000 sec): 3 clusters Score: Raw -46200269.192870 + Penalty 6318.839963 = -46193950.352907 nChanged 741 SP:Iteration 49Q (354.050000 sec): 3 clusters Score: Raw -46200308.198122 + Penalty 6318.839963 = -46193989.358159 nChanged 778 SP:Iteration 50Q (356.080000 sec): 3 clusters Score: Raw -46200350.746979 + Penalty 6318.839963 = -46194031.907016 nChanged 786 SP:Iteration 51Q (358.200000 sec): 3 clusters Score: Raw -46200394.526635 + Penalty 6318.839963 = -46194075.686672 nChanged 790 SP:Iteration 52Q (360.030000 sec): 3 clusters Score: Raw -46200440.390946 + Penalty 6318.839963 = -46194121.550983 nChanged 780 SP:Iteration 53Q (361.960000 sec): 3 clusters Score: Raw -46200486.573316 + Penalty 6318.839963 = -46194167.733352 nChanged 800 SP:Iteration 54Q (363.900000 sec): 3 clusters Score: Raw -46200532.649684 + Penalty 6318.839963 = -46194213.809721 nChanged 792 SP:Iteration 55Q (366.220000 sec): 3 clusters Score: Raw -46200576.356146 + Penalty 6318.839963 = -46194257.516183 nChanged 764 SP:Iteration 56Q (368.120000 sec): 3 clusters Score: Raw -46200618.984505 + Penalty 6318.839963 = -46194300.144542 nChanged 771 SP:Iteration 57Q (369.990000 sec): 3 clusters Score: Raw -46200661.861325 + Penalty 6318.839963 = -46194343.021362 nChanged 754 SP:Iteration 58Q (371.820000 sec): 3 clusters Score: Raw -46200703.988976 + Penalty 6318.839963 = -46194385.149013 nChanged 726 SP:Iteration 59Q (373.600000 sec): 3 clusters Score: Raw -46200744.624969 + Penalty 6318.839963 = -46194425.785006 nChanged 699 SP:Iteration 60F (375.660000 sec): 3 clusters Score: Raw -46200781.564741 + Penalty 6318.839963 = -46194462.724778 nChanged 670 SP:Iteration 61Q (377.420000 sec): 3 clusters Score: Raw -46200815.506041 + Penalty 6318.839963 = -46194496.666078 nChanged 655 SP:Iteration 62Q (379.300000 sec): 3 clusters Score: Raw -46200848.019132 + Penalty 6318.839963 = -46194529.179169 nChanged 661 SP:Iteration 63Q (381.200000 sec): 3 clusters Score: Raw -46200883.012268 + Penalty 6318.839963 = -46194564.172305 nChanged 649 SP:Iteration 64Q (383.170000 sec): 3 clusters Score: Raw -46200917.448443 + Penalty 6318.839963 = -46194598.608479 nChanged 622 SP:Iteration 65Q (384.950000 sec): 3 clusters Score: Raw -46200949.236483 + Penalty 6318.839963 = -46194630.396519 nChanged 639 SP:Iteration 66Q (386.720000 sec): 3 clusters Score: Raw -46200982.117021 + Penalty 6318.839963 = -46194663.277058 nChanged 614 SP:Iteration 67Q (388.590000 sec): 3 clusters Score: Raw -46201013.238244 + Penalty 6318.839963 = -46194694.398281 nChanged 593 SP:Iteration 68Q (390.560000 sec): 3 clusters Score: Raw -46201041.656378 + Penalty 6318.839963 = -46194722.816415 nChanged 553 SP:Iteration 69Q (392.330000 sec): 3 clusters Score: Raw -46201066.847439 + Penalty 6318.839963 = -46194748.007476 nChanged 515 SP:Iteration 70Q (394.230000 sec): 3 clusters Score: Raw -46201090.829847 + Penalty 6318.839963 = -46194771.989884 nChanged 511 SP:Iteration 71Q (396.140000 sec): 3 clusters Score: Raw -46201114.929664 + Penalty 6318.839963 = -46194796.089701 nChanged 502 SP:Iteration 72Q (397.940000 sec): 3 clusters Score: Raw -46201139.151868 + Penalty 6318.839963 = -46194820.311905 nChanged 492 SP:Iteration 73Q (399.640000 sec): 3 clusters Score: Raw -46201162.127701 + Penalty 6318.839963 = -46194843.287738 nChanged 493 SP:Iteration 74Q (401.290000 sec): 3 clusters Score: Raw -46201184.847695 + Penalty 6318.839963 = -46194866.007732 nChanged 513 SP:Iteration 75Q (403.080000 sec): 3 clusters Score: Raw -46201207.958054 + Penalty 6318.839963 = -46194889.118091 nChanged 495 SP:Iteration 76Q (405.030000 sec): 3 clusters Score: Raw -46201232.075073 + Penalty 6318.839963 = -46194913.235110 nChanged 494 SP:Iteration 77Q (406.860000 sec): 3 clusters Score: Raw -46201254.665524 + Penalty 6318.839963 = -46194935.825561 nChanged 494 SP:Iteration 78Q (408.780000 sec): 3 clusters Score: Raw -46201276.879743 + Penalty 6318.839963 = -46194958.039779 nChanged 462 SP:Iteration 79Q (410.560000 sec): 3 clusters Score: Raw -46201297.260245 + Penalty 6318.839963 = -46194978.420282 nChanged 412 SP:Iteration 80F (412.580000 sec): 3 clusters Score: Raw -46201315.363106 + Penalty 6318.839963 = -46194996.523143 nChanged 444 SP:Iteration 81Q (414.370000 sec): 3 clusters Score: Raw -46201335.131075 + Penalty 6318.839963 = -46195016.291112 nChanged 422 SP:Iteration 82Q (416.240000 sec): 3 clusters Score: Raw -46201354.631536 + Penalty 6318.839963 = -46195035.791573 nChanged 436 SP:Iteration 83Q (417.980000 sec): 3 clusters Score: Raw -46201375.264325 + Penalty 6318.839963 = -46195056.424362 nChanged 415 SP:Iteration 84Q (419.730000 sec): 3 clusters Score: Raw -46201394.227559 + Penalty 6318.839963 = -46195075.387596 nChanged 438 SP:Iteration 85Q (421.590000 sec): 3 clusters Score: Raw -46201415.875346 + Penalty 6318.839963 = -46195097.035383 nChanged 471 SP:Iteration 86Q (423.270000 sec): 3 clusters Score: Raw -46201438.668049 + Penalty 6318.839963 = -46195119.828086 nChanged 462 SP:Iteration 87Q (425.080000 sec): 3 clusters Score: Raw -46201461.507915 + Penalty 6318.839963 = -46195142.667952 nChanged 485 SP:Iteration 88Q (426.790000 sec): 3 clusters Score: Raw -46201488.061813 + Penalty 6318.839963 = -46195169.221850 nChanged 477 SP:Iteration 89Q (428.650000 sec): 3 clusters Score: Raw -46201514.530712 + Penalty 6318.839963 = -46195195.690749 nChanged 475 SP:Iteration 90Q (430.470000 sec): 3 clusters Score: Raw -46201540.328746 + Penalty 6318.839963 = -46195221.488783 nChanged 483 SP:Iteration 91Q (432.250000 sec): 3 clusters Score: Raw -46201565.655966 + Penalty 6318.839963 = -46195246.816003 nChanged 471 SP:Iteration 92Q (434.130000 sec): 3 clusters Score: Raw -46201589.704305 + Penalty 6318.839963 = -46195270.864342 nChanged 474 SP:Iteration 93Q (435.900000 sec): 3 clusters Score: Raw -46201613.176283 + Penalty 6318.839963 = -46195294.336319 nChanged 471 SP:Iteration 94Q (437.770000 sec): 3 clusters Score: Raw -46201636.474211 + Penalty 6318.839963 = -46195317.634248 nChanged 443 SP:Iteration 95Q (439.540000 sec): 3 clusters Score: Raw -46201656.933201 + Penalty 6318.839963 = -46195338.093237 nChanged 396 SP:Iteration 96Q (441.320000 sec): 3 clusters Score: Raw -46201674.902385 + Penalty 6318.839963 = -46195356.062422 nChanged 402 SP:Iteration 97Q (443.060000 sec): 3 clusters Score: Raw -46201693.639800 + Penalty 6318.839963 = -46195374.799837 nChanged 361 SP:Iteration 98Q (445.220000 sec): 3 clusters Score: Raw -46201709.773319 + Penalty 6318.839963 = -46195390.933356 nChanged 379 SP:Iteration 99Q (447.260000 sec): 3 clusters Score: Raw -46201727.600897 + Penalty 6318.839963 = -46195408.760934 nChanged 371 SP:Iteration 100F (449.250000 sec): 3 clusters Score: Raw -46201745.062010 + Penalty 6318.839963 = -46195426.222047 nChanged 344 SP:Iteration 101Q (451.070000 sec): 3 clusters Score: Raw -46201760.347959 + Penalty 6318.839963 = -46195441.507996 nChanged 363 SP:Iteration 102Q (452.950000 sec): 3 clusters Score: Raw -46201776.463718 + Penalty 6318.839963 = -46195457.623755 nChanged 350 SP:Iteration 103Q (454.900000 sec): 3 clusters Score: Raw -46201792.448212 + Penalty 6318.839963 = -46195473.608249 nChanged 347 SP:Iteration 104Q (456.920000 sec): 3 clusters Score: Raw -46201809.108708 + Penalty 6318.839963 = -46195490.268745 nChanged 325 SP:Iteration 105Q (458.800000 sec): 3 clusters Score: Raw -46201824.611503 + Penalty 6318.839963 = -46195505.771540 nChanged 317 SP:Iteration 106Q (460.670000 sec): 3 clusters Score: Raw -46201841.624732 + Penalty 6318.839963 = -46195522.784769 nChanged 334 SP:Iteration 107Q (462.600000 sec): 3 clusters Score: Raw -46201859.134784 + Penalty 6318.839963 = -46195540.294821 nChanged 341 SP:Iteration 108Q (464.750000 sec): 3 clusters Score: Raw -46201876.231471 + Penalty 6318.839963 = -46195557.391508 nChanged 329 SP:Iteration 109Q (466.750000 sec): 3 clusters Score: Raw -46201891.259174 + Penalty 6318.839963 = -46195572.419211 nChanged 277 SP:Iteration 110Q (468.780000 sec): 3 clusters Score: Raw -46201904.317988 + Penalty 6318.839963 = -46195585.478024 nChanged 262 SP:Iteration 111Q (470.650000 sec): 3 clusters Score: Raw -46201916.157864 + Penalty 6318.839963 = -46195597.317900 nChanged 269 SP:Iteration 112Q (472.690000 sec): 3 clusters Score: Raw -46201928.176103 + Penalty 6318.839963 = -46195609.336140 nChanged 242 SP:Iteration 113Q (474.530000 sec): 3 clusters Score: Raw -46201939.486089 + Penalty 6318.839963 = -46195620.646126 nChanged 255 SP:Iteration 114Q (476.250000 sec): 3 clusters Score: Raw -46201951.489666 + Penalty 6318.839963 = -46195632.649703 nChanged 258 SP:Iteration 115Q (478.370000 sec): 3 clusters Score: Raw -46201964.263829 + Penalty 6318.839963 = -46195645.423866 nChanged 287 SP:Iteration 116Q (480.200000 sec): 3 clusters Score: Raw -46201978.760475 + Penalty 6318.839963 = -46195659.920512 nChanged 277 SP:Iteration 117Q (482.050000 sec): 3 clusters Score: Raw -46201992.751043 + Penalty 6318.839963 = -46195673.911080 nChanged 280 SP:Iteration 118Q (483.830000 sec): 3 clusters Score: Raw -46202005.415415 + Penalty 6318.839963 = -46195686.575452 nChanged 245 SP:Iteration 119Q (485.520000 sec): 3 clusters Score: Raw -46202015.165081 + Penalty 6318.839963 = -46195696.325118 nChanged 204 SP:Iteration 120F (487.400000 sec): 3 clusters Score: Raw -46202022.754807 + Penalty 6318.839963 = -46195703.914844 nChanged 221 SP:Iteration 121Q (489.300000 sec): 3 clusters Score: Raw -46202031.445570 + Penalty 6318.839963 = -46195712.605607 nChanged 194 SP:Iteration 122Q (491.120000 sec): 3 clusters Score: Raw -46202039.151171 + Penalty 6318.839963 = -46195720.311208 nChanged 186 SP:Iteration 123Q (493.060000 sec): 3 clusters Score: Raw -46202045.948396 + Penalty 6318.839963 = -46195727.108433 nChanged 199 SP:Iteration 124Q (495.070000 sec): 3 clusters Score: Raw -46202053.730070 + Penalty 6318.839963 = -46195734.890107 nChanged 183 SP:Iteration 125Q (496.830000 sec): 3 clusters Score: Raw -46202060.688133 + Penalty 6318.839963 = -46195741.848170 nChanged 166 SP:Iteration 126Q (498.550000 sec): 3 clusters Score: Raw -46202067.354085 + Penalty 6318.839963 = -46195748.514122 nChanged 180 SP:Iteration 127Q (500.400000 sec): 3 clusters Score: Raw -46202074.312926 + Penalty 6318.839963 = -46195755.472963 nChanged 178 SP:Iteration 128Q (502.320000 sec): 3 clusters Score: Raw -46202081.184015 + Penalty 6318.839963 = -46195762.344052 nChanged 186 SP:Iteration 129Q (504.150000 sec): 3 clusters Score: Raw -46202089.759321 + Penalty 6318.839963 = -46195770.919358 nChanged 201 SP:Iteration 130Q (506.000000 sec): 3 clusters Score: Raw -46202099.918917 + Penalty 6318.839963 = -46195781.078954 nChanged 181 SP:Iteration 131Q (508.000000 sec): 3 clusters Score: Raw -46202108.593980 + Penalty 6318.839963 = -46195789.754017 nChanged 172 SP:Iteration 132Q (509.750000 sec): 3 clusters Score: Raw -46202116.261693 + Penalty 6318.839963 = -46195797.421730 nChanged 191 SP:Iteration 133Q (511.760000 sec): 3 clusters Score: Raw -46202123.163350 + Penalty 6318.839963 = -46195804.323387 nChanged 150 SP:Iteration 134Q (513.600000 sec): 3 clusters Score: Raw -46202129.077566 + Penalty 6318.839963 = -46195810.237603 nChanged 138 SP:Iteration 135Q (515.500000 sec): 3 clusters Score: Raw -46202133.881493 + Penalty 6318.839963 = -46195815.041530 nChanged 128 SP:Iteration 136Q (517.550000 sec): 3 clusters Score: Raw -46202138.138258 + Penalty 6318.839963 = -46195819.298295 nChanged 124 SP:Iteration 137Q (519.380000 sec): 3 clusters Score: Raw -46202142.117297 + Penalty 6318.839963 = -46195823.277334 nChanged 121 SP:Iteration 138Q (521.150000 sec): 3 clusters Score: Raw -46202145.929562 + Penalty 6318.839963 = -46195827.089599 nChanged 110 SP:Iteration 139Q (523.050000 sec): 3 clusters Score: Raw -46202149.495810 + Penalty 6318.839963 = -46195830.655847 nChanged 112 SP:Iteration 140F (525.210000 sec): 3 clusters Score: Raw -46202153.495274 + Penalty 6318.839963 = -46195834.655311 nChanged 109 SP:Iteration 141Q (527.000000 sec): 3 clusters Score: Raw -46202157.330033 + Penalty 6318.839963 = -46195838.490070 nChanged 111 SP:Iteration 142Q (528.930000 sec): 3 clusters Score: Raw -46202160.385507 + Penalty 6318.839963 = -46195841.545544 nChanged 87 SP:Iteration 143Q (530.680000 sec): 3 clusters Score: Raw -46202163.009794 + Penalty 6318.839963 = -46195844.169831 nChanged 94 SP:Iteration 144Q (532.470000 sec): 3 clusters Score: Raw -46202165.822085 + Penalty 6318.839963 = -46195846.982122 nChanged 91 SP:Iteration 145Q (534.190000 sec): 3 clusters Score: Raw -46202168.836777 + Penalty 6318.839963 = -46195849.996814 nChanged 106 SP:Iteration 146Q (536.020000 sec): 3 clusters Score: Raw -46202171.853750 + Penalty 6318.839963 = -46195853.013787 nChanged 86 SP:Iteration 147Q (538.080000 sec): 3 clusters Score: Raw -46202174.209984 + Penalty 6318.839963 = -46195855.370021 nChanged 89 SP:Iteration 148Q (540.020000 sec): 3 clusters Score: Raw -46202176.875768 + Penalty 6318.839963 = -46195858.035805 nChanged 85 SP:Iteration 149Q (541.910000 sec): 3 clusters Score: Raw -46202179.279899 + Penalty 6318.839963 = -46195860.439936 nChanged 76 SP:Iteration 150Q (544.000000 sec): 3 clusters Score: Raw -46202181.613996 + Penalty 6318.839963 = -46195862.774033 nChanged 78 SP:Iteration 151Q (545.700000 sec): 3 clusters Score: Raw -46202184.212315 + Penalty 6318.839963 = -46195865.372352 nChanged 75 SP:Iteration 152Q (547.410000 sec): 3 clusters Score: Raw -46202186.705157 + Penalty 6318.839963 = -46195867.865194 nChanged 87 SP:Iteration 153Q (549.100000 sec): 3 clusters Score: Raw -46202189.288891 + Penalty 6318.839963 = -46195870.448928 nChanged 87 SP:Iteration 154Q (550.970000 sec): 3 clusters Score: Raw -46202191.945928 + Penalty 6318.839963 = -46195873.105965 nChanged 83 SP:Iteration 155Q (552.770000 sec): 3 clusters Score: Raw -46202194.588708 + Penalty 6318.839963 = -46195875.748744 nChanged 91 SP:Iteration 156Q (554.650000 sec): 3 clusters Score: Raw -46202197.814286 + Penalty 6318.839963 = -46195878.974323 nChanged 102 SP:Iteration 157Q (556.770000 sec): 3 clusters Score: Raw -46202201.659129 + Penalty 6318.839963 = -46195882.819166 nChanged 109 SP:Iteration 158Q (558.650000 sec): 3 clusters Score: Raw -46202205.141224 + Penalty 6318.839963 = -46195886.301261 nChanged 102 SP:Iteration 159Q (560.850000 sec): 3 clusters Score: Raw -46202208.692888 + Penalty 6318.839963 = -46195889.852925 nChanged 86 SP:Iteration 160F (562.790000 sec): 3 clusters Score: Raw -46202211.710173 + Penalty 6318.839963 = -46195892.870210 nChanged 80 SP:Iteration 161Q (564.690000 sec): 3 clusters Score: Raw -46202214.855869 + Penalty 6318.839963 = -46195896.015906 nChanged 97 SP:Iteration 162Q (566.760000 sec): 3 clusters Score: Raw -46202218.492407 + Penalty 6318.839963 = -46195899.652443 nChanged 107 SP:Iteration 163Q (568.770000 sec): 3 clusters Score: Raw -46202222.792749 + Penalty 6318.839963 = -46195903.952786 nChanged 120 SP:Iteration 164Q (570.930000 sec): 3 clusters Score: Raw -46202227.237030 + Penalty 6318.839963 = -46195908.397067 nChanged 105 SP:Iteration 165Q (572.900000 sec): 3 clusters Score: Raw -46202230.356042 + Penalty 6318.839963 = -46195911.516079 nChanged 93 SP:Iteration 166Q (574.990000 sec): 3 clusters Score: Raw -46202233.291549 + Penalty 6318.839963 = -46195914.451586 nChanged 96 SP:Iteration 167Q (577.100000 sec): 3 clusters Score: Raw -46202236.724523 + Penalty 6318.839963 = -46195917.884560 nChanged 103 SP:Iteration 168Q (579.240000 sec): 3 clusters Score: Raw -46202240.273305 + Penalty 6318.839963 = -46195921.433342 nChanged 101 SP:Iteration 169Q (581.350000 sec): 3 clusters Score: Raw -46202243.791811 + Penalty 6318.839963 = -46195924.951848 nChanged 105 SP:Iteration 170Q (583.230000 sec): 3 clusters Score: Raw -46202247.409357 + Penalty 6318.839963 = -46195928.569394 nChanged 105 SP:Iteration 171Q (585.040000 sec): 3 clusters Score: Raw -46202251.497097 + Penalty 6318.839963 = -46195932.657134 nChanged 110 SP:Iteration 172Q (586.820000 sec): 3 clusters Score: Raw -46202255.348380 + Penalty 6318.839963 = -46195936.508417 nChanged 99 SP:Iteration 173Q (588.910000 sec): 3 clusters Score: Raw -46202259.003759 + Penalty 6318.839963 = -46195940.163796 nChanged 106 SP:Iteration 174Q (590.760000 sec): 3 clusters Score: Raw -46202262.902198 + Penalty 6318.839963 = -46195944.062235 nChanged 103 SP:Iteration 175Q (592.740000 sec): 3 clusters Score: Raw -46202266.353321 + Penalty 6318.839963 = -46195947.513358 nChanged 104 SP:Iteration 176Q (594.800000 sec): 3 clusters Score: Raw -46202270.172191 + Penalty 6318.839963 = -46195951.332228 nChanged 110 SP:Iteration 177Q (596.670000 sec): 3 clusters Score: Raw -46202274.473431 + Penalty 6318.839963 = -46195955.633468 nChanged 106 SP:Iteration 178Q (598.520000 sec): 3 clusters Score: Raw -46202278.451985 + Penalty 6318.839963 = -46195959.612022 nChanged 100 SP:Iteration 179Q (600.200000 sec): 3 clusters Score: Raw -46202282.378825 + Penalty 6318.839963 = -46195963.538862 nChanged 95 SP:Iteration 180F (602.120000 sec): 3 clusters Score: Raw -46202286.261273 + Penalty 6318.839963 = -46195967.421310 nChanged 98 SP:Iteration 181Q (603.970000 sec): 3 clusters Score: Raw -46202290.471180 + Penalty 6318.839963 = -46195971.631217 nChanged 108 SP:Iteration 182Q (605.940000 sec): 3 clusters Score: Raw -46202294.457890 + Penalty 6318.839963 = -46195975.617927 nChanged 109 SP:Iteration 183Q (607.810000 sec): 3 clusters Score: Raw -46202298.653968 + Penalty 6318.839963 = -46195979.814005 nChanged 116 SP:Iteration 184Q (609.660000 sec): 3 clusters Score: Raw -46202303.017632 + Penalty 6318.839963 = -46195984.177669 nChanged 118 SP:Iteration 185Q (611.410000 sec): 3 clusters Score: Raw -46202307.004357 + Penalty 6318.839963 = -46195988.164394 nChanged 105 SP:Iteration 186Q (613.140000 sec): 3 clusters Score: Raw -46202310.945555 + Penalty 6318.839963 = -46195992.105592 nChanged 93 SP:Iteration 187Q (615.000000 sec): 3 clusters Score: Raw -46202314.826429 + Penalty 6318.839963 = -46195995.986466 nChanged 95 SP:Iteration 188Q (616.750000 sec): 3 clusters Score: Raw -46202318.245851 + Penalty 6318.839963 = -46195999.405888 nChanged 85 SP:Iteration 189Q (618.670000 sec): 3 clusters Score: Raw -46202321.575411 + Penalty 6318.839963 = -46196002.735448 nChanged 96 SP:Iteration 190Q (620.570000 sec): 3 clusters Score: Raw -46202325.597518 + Penalty 6318.839963 = -46196006.757555 nChanged 93 SP:Iteration 191Q (622.430000 sec): 3 clusters Score: Raw -46202329.024189 + Penalty 6318.839963 = -46196010.184226 nChanged 94 SP:Iteration 192Q (624.380000 sec): 3 clusters Score: Raw -46202332.314981 + Penalty 6318.839963 = -46196013.475018 nChanged 76 SP:Iteration 193Q (626.210000 sec): 3 clusters Score: Raw -46202334.756694 + Penalty 6318.839963 = -46196015.916731 nChanged 79 SP:Iteration 194Q (628.290000 sec): 3 clusters Score: Raw -46202337.787373 + Penalty 6318.839963 = -46196018.947410 nChanged 88 SP:Iteration 195Q (630.120000 sec): 3 clusters Score: Raw -46202341.119237 + Penalty 6318.839963 = -46196022.279274 nChanged 89 SP:Iteration 196Q (632.150000 sec): 3 clusters Score: Raw -46202344.586518 + Penalty 6318.839963 = -46196025.746555 nChanged 84 SP:Iteration 197Q (634.110000 sec): 3 clusters Score: Raw -46202347.586390 + Penalty 6318.839963 = -46196028.746427 nChanged 79 SP:Iteration 198Q (636.060000 sec): 3 clusters Score: Raw -46202351.020318 + Penalty 6318.839963 = -46196032.180355 nChanged 83 SP:Iteration 199Q (637.880000 sec): 3 clusters Score: Raw -46202354.199430 + Penalty 6318.839963 = -46196035.359467 nChanged 83 SP:Iteration 200F (639.930000 sec): 3 clusters Score: Raw -46202357.545969 + Penalty 6318.839963 = -46196038.706006 nChanged 95 SP:Iteration 201Q (641.810000 sec): 3 clusters Score: Raw -46202361.490645 + Penalty 6318.839963 = -46196042.650682 nChanged 93 SP:Iteration 202Q (643.530000 sec): 3 clusters Score: Raw -46202364.940159 + Penalty 6318.839963 = -46196046.100196 nChanged 70 SP:Iteration 203Q (645.430000 sec): 3 clusters Score: Raw -46202367.472776 + Penalty 6318.839963 = -46196048.632813 nChanged 67 SP:Iteration 204Q (647.070000 sec): 3 clusters Score: Raw -46202369.235673 + Penalty 6318.839963 = -46196050.395710 nChanged 48 SP:Iteration 205Q (648.930000 sec): 3 clusters Score: Raw -46202370.603110 + Penalty 6318.839963 = -46196051.763147 nChanged 44 SP:Iteration 206Q (650.790000 sec): 3 clusters Score: Raw -46202371.953385 + Penalty 6318.839963 = -46196053.113422 nChanged 46 SP:Iteration 207Q (652.760000 sec): 3 clusters Score: Raw -46202373.064648 + Penalty 6318.839963 = -46196054.224685 nChanged 40 SP:Iteration 208Q (654.530000 sec): 3 clusters Score: Raw -46202374.183332 + Penalty 6318.839963 = -46196055.343369 nChanged 33 SP:Iteration 209Q (656.420000 sec): 3 clusters Score: Raw -46202375.083873 + Penalty 6318.839963 = -46196056.243910 nChanged 37 SP:Iteration 210Q (658.340000 sec): 3 clusters Score: Raw -46202376.093236 + Penalty 6318.839963 = -46196057.253273 nChanged 35 SP:Iteration 211Q (660.220000 sec): 3 clusters Score: Raw -46202377.022809 + Penalty 6318.839963 = -46196058.182846 nChanged 31 SP:Iteration 212Q (661.960000 sec): 3 clusters Score: Raw -46202377.950727 + Penalty 6318.839963 = -46196059.110764 nChanged 35 SP:Iteration 213Q (663.740000 sec): 3 clusters Score: Raw -46202379.022640 + Penalty 6318.839963 = -46196060.182677 nChanged 34 SP:Iteration 214Q (665.880000 sec): 3 clusters Score: Raw -46202379.867422 + Penalty 6318.839963 = -46196061.027459 nChanged 33 SP:Iteration 215Q (667.990000 sec): 3 clusters Score: Raw -46202380.864047 + Penalty 6318.839963 = -46196062.024084 nChanged 41 SP:Iteration 216Q (670.130000 sec): 3 clusters Score: Raw -46202382.280109 + Penalty 6318.839963 = -46196063.440146 nChanged 55 SP:Iteration 217Q (672.170000 sec): 3 clusters Score: Raw -46202384.072397 + Penalty 6318.839963 = -46196065.232433 nChanged 50 SP:Iteration 218Q (674.040000 sec): 3 clusters Score: Raw -46202385.822755 + Penalty 6318.839963 = -46196066.982792 nChanged 62 SP:Iteration 219Q (676.010000 sec): 3 clusters Score: Raw -46202387.817000 + Penalty 6318.839963 = -46196068.977037 nChanged 61 SP:Iteration 220F (678.110000 sec): 3 clusters Score: Raw -46202389.709815 + Penalty 6318.839963 = -46196070.869852 nChanged 58 SP:Iteration 221Q (680.160000 sec): 3 clusters Score: Raw -46202391.567248 + Penalty 6318.839963 = -46196072.727285 nChanged 62 SP:Iteration 222Q (681.920000 sec): 3 clusters Score: Raw -46202393.895750 + Penalty 6318.839963 = -46196075.055787 nChanged 70 SP:Iteration 223Q (683.960000 sec): 3 clusters Score: Raw -46202396.295577 + Penalty 6318.839963 = -46196077.455614 nChanged 78 SP:Iteration 224Q (686.090000 sec): 3 clusters Score: Raw -46202399.152548 + Penalty 6318.839963 = -46196080.312584 nChanged 80 SP:Iteration 225Q (688.010000 sec): 3 clusters Score: Raw -46202402.283707 + Penalty 6318.839963 = -46196083.443744 nChanged 85 SP:Iteration 226Q (689.770000 sec): 3 clusters Score: Raw -46202405.479470 + Penalty 6318.839963 = -46196086.639506 nChanged 98 SP:Iteration 227Q (691.640000 sec): 3 clusters Score: Raw -46202409.177711 + Penalty 6318.839963 = -46196090.337748 nChanged 71 SP:Iteration 228Q (693.640000 sec): 3 clusters Score: Raw -46202412.020957 + Penalty 6318.839963 = -46196093.180994 nChanged 70 SP:Iteration 229Q (695.640000 sec): 3 clusters Score: Raw -46202414.762258 + Penalty 6318.839963 = -46196095.922294 nChanged 80 SP:Iteration 230Q (697.470000 sec): 3 clusters Score: Raw -46202417.662867 + Penalty 6318.839963 = -46196098.822904 nChanged 75 SP:Iteration 231Q (699.230000 sec): 3 clusters Score: Raw -46202420.146377 + Penalty 6318.839963 = -46196101.306414 nChanged 61 SP:Iteration 232Q (701.110000 sec): 3 clusters Score: Raw -46202422.301026 + Penalty 6318.839963 = -46196103.461063 nChanged 58 SP:Iteration 233Q (702.910000 sec): 3 clusters Score: Raw -46202424.097378 + Penalty 6318.839963 = -46196105.257415 nChanged 57 SP:Iteration 234Q (705.150000 sec): 3 clusters Score: Raw -46202426.000362 + Penalty 6318.839963 = -46196107.160399 nChanged 71 SP:Iteration 235Q (706.970000 sec): 3 clusters Score: Raw -46202428.800440 + Penalty 6318.839963 = -46196109.960477 nChanged 70 SP:Iteration 236Q (708.710000 sec): 3 clusters Score: Raw -46202431.162016 + Penalty 6318.839963 = -46196112.322053 nChanged 44 SP:Iteration 237Q (710.580000 sec): 3 clusters Score: Raw -46202432.768068 + Penalty 6318.839963 = -46196113.928105 nChanged 48 SP:Iteration 238Q (712.380000 sec): 3 clusters Score: Raw -46202434.471152 + Penalty 6318.839963 = -46196115.631189 nChanged 49 SP:Iteration 239Q (714.260000 sec): 3 clusters Score: Raw -46202436.206683 + Penalty 6318.839963 = -46196117.366720 nChanged 50 SP:Iteration 240F (716.190000 sec): 3 clusters Score: Raw -46202437.924220 + Penalty 6318.839963 = -46196119.084257 nChanged 53 SP:Iteration 241Q (717.980000 sec): 3 clusters Score: Raw -46202439.282579 + Penalty 6318.839963 = -46196120.442616 nChanged 38 SP:Iteration 242Q (719.890000 sec): 3 clusters Score: Raw -46202440.213899 + Penalty 6318.839963 = -46196121.373936 nChanged 26 SP:Iteration 243Q (721.730000 sec): 3 clusters Score: Raw -46202441.024750 + Penalty 6318.839963 = -46196122.184787 nChanged 30 SP:Iteration 244Q (723.640000 sec): 3 clusters Score: Raw -46202442.099800 + Penalty 6318.839963 = -46196123.259837 nChanged 42 SP:Iteration 245Q (725.470000 sec): 3 clusters Score: Raw -46202443.369708 + Penalty 6318.839963 = -46196124.529745 nChanged 47 SP:Iteration 246Q (727.280000 sec): 3 clusters Score: Raw -46202444.863072 + Penalty 6318.839963 = -46196126.023109 nChanged 48 SP:Iteration 247Q (729.390000 sec): 3 clusters Score: Raw -46202446.424271 + Penalty 6318.839963 = -46196127.584307 nChanged 59 SP:Iteration 248Q (731.530000 sec): 3 clusters Score: Raw -46202448.705673 + Penalty 6318.839963 = -46196129.865710 nChanged 67 SP:Iteration 249Q (733.370000 sec): 3 clusters Score: Raw -46202451.290240 + Penalty 6318.839963 = -46196132.450277 nChanged 77 SP:Iteration 250Q (735.160000 sec): 3 clusters Score: Raw -46202454.269063 + Penalty 6318.839963 = -46196135.429100 nChanged 78 SP:Iteration 251Q (736.970000 sec): 3 clusters Score: Raw -46202457.240998 + Penalty 6318.839963 = -46196138.401035 nChanged 64 SP:Iteration 252Q (738.870000 sec): 3 clusters Score: Raw -46202459.517570 + Penalty 6318.839963 = -46196140.677607 nChanged 54 SP:Iteration 253Q (740.780000 sec): 3 clusters Score: Raw -46202461.386573 + Penalty 6318.839963 = -46196142.546610 nChanged 54 SP:Iteration 254Q (742.650000 sec): 3 clusters Score: Raw -46202463.524923 + Penalty 6318.839963 = -46196144.684960 nChanged 66 SP:Iteration 255Q (744.560000 sec): 3 clusters Score: Raw -46202466.190473 + Penalty 6318.839963 = -46196147.350510 nChanged 66 SP:Iteration 256Q (746.480000 sec): 3 clusters Score: Raw -46202468.691741 + Penalty 6318.839963 = -46196149.851778 nChanged 70 SP:Iteration 257Q (748.400000 sec): 3 clusters Score: Raw -46202471.551479 + Penalty 6318.839963 = -46196152.711515 nChanged 71 SP:Iteration 258Q (750.460000 sec): 3 clusters Score: Raw -46202474.493474 + Penalty 6318.839963 = -46196155.653511 nChanged 66 SP:Iteration 259Q (752.220000 sec): 3 clusters Score: Raw -46202476.965840 + Penalty 6318.839963 = -46196158.125877 nChanged 73 SP:Iteration 260F (754.260000 sec): 3 clusters Score: Raw -46202479.640932 + Penalty 6318.839963 = -46196160.800969 nChanged 67 SP:Iteration 261Q (756.160000 sec): 3 clusters Score: Raw -46202481.982229 + Penalty 6318.839963 = -46196163.142266 nChanged 67 SP:Iteration 262Q (757.970000 sec): 3 clusters Score: Raw -46202484.700604 + Penalty 6318.839963 = -46196165.860641 nChanged 85 SP:Iteration 263Q (759.950000 sec): 3 clusters Score: Raw -46202488.196970 + Penalty 6318.839963 = -46196169.357007 nChanged 81 SP:Iteration 264Q (762.170000 sec): 3 clusters Score: Raw -46202491.508824 + Penalty 6318.839963 = -46196172.668861 nChanged 84 SP:Iteration 265Q (763.860000 sec): 3 clusters Score: Raw -46202495.047869 + Penalty 6318.839963 = -46196176.207906 nChanged 81 SP:Iteration 266Q (765.800000 sec): 3 clusters Score: Raw -46202498.499745 + Penalty 6318.839963 = -46196179.659782 nChanged 81 SP:Iteration 267Q (767.690000 sec): 3 clusters Score: Raw -46202501.955611 + Penalty 6318.839963 = -46196183.115648 nChanged 75 SP:Iteration 268Q (769.450000 sec): 3 clusters Score: Raw -46202505.343339 + Penalty 6318.839963 = -46196186.503376 nChanged 72 SP:Iteration 269Q (771.230000 sec): 3 clusters Score: Raw -46202508.349646 + Penalty 6318.839963 = -46196189.509683 nChanged 77 SP:Iteration 270Q (772.990000 sec): 3 clusters Score: Raw -46202511.449838 + Penalty 6318.839963 = -46196192.609875 nChanged 68 SP:Iteration 271Q (774.950000 sec): 3 clusters Score: Raw -46202514.001886 + Penalty 6318.839963 = -46196195.161923 nChanged 59 SP:Iteration 272Q (776.690000 sec): 3 clusters Score: Raw -46202516.266423 + Penalty 6318.839963 = -46196197.426460 nChanged 53 SP:Iteration 273Q (778.550000 sec): 3 clusters Score: Raw -46202518.067434 + Penalty 6318.839963 = -46196199.227471 nChanged 57 SP:Iteration 274Q (780.510000 sec): 3 clusters Score: Raw -46202520.282452 + Penalty 6318.839963 = -46196201.442489 nChanged 66 SP:Iteration 275Q (782.470000 sec): 3 clusters Score: Raw -46202523.176406 + Penalty 6318.839963 = -46196204.336443 nChanged 59 SP:Iteration 276Q (784.380000 sec): 3 clusters Score: Raw -46202525.541741 + Penalty 6318.839963 = -46196206.701778 nChanged 56 SP:Iteration 277Q (786.140000 sec): 3 clusters Score: Raw -46202527.631552 + Penalty 6318.839963 = -46196208.791589 nChanged 59 SP:Iteration 278Q (787.950000 sec): 3 clusters Score: Raw -46202529.992704 + Penalty 6318.839963 = -46196211.152741 nChanged 60 SP:Iteration 279Q (789.740000 sec): 3 clusters Score: Raw -46202532.364268 + Penalty 6318.839963 = -46196213.524305 nChanged 57 SP:Iteration 280F (791.620000 sec): 3 clusters Score: Raw -46202534.541915 + Penalty 6318.839963 = -46196215.701952 nChanged 65 SP:Iteration 281Q (793.480000 sec): 3 clusters Score: Raw -46202537.237545 + Penalty 6318.839963 = -46196218.397582 nChanged 71 SP:Iteration 282Q (795.350000 sec): 3 clusters Score: Raw -46202540.486013 + Penalty 6318.839963 = -46196221.646050 nChanged 66 SP:Iteration 283Q (797.020000 sec): 3 clusters Score: Raw -46202543.490992 + Penalty 6318.839963 = -46196224.651029 nChanged 61 SP:Iteration 284Q (798.620000 sec): 3 clusters Score: Raw -46202545.813377 + Penalty 6318.839963 = -46196226.973414 nChanged 66 SP:Iteration 285Q (800.360000 sec): 3 clusters Score: Raw -46202548.521052 + Penalty 6318.839963 = -46196229.681089 nChanged 66 SP:Iteration 286Q (802.160000 sec): 3 clusters Score: Raw -46202551.292674 + Penalty 6318.839963 = -46196232.452711 nChanged 76 SP:Iteration 287Q (804.070000 sec): 3 clusters Score: Raw -46202554.362787 + Penalty 6318.839963 = -46196235.522824 nChanged 77 SP:Iteration 288Q (805.770000 sec): 3 clusters Score: Raw -46202557.689970 + Penalty 6318.839963 = -46196238.850007 nChanged 86 SP:Iteration 289Q (807.460000 sec): 3 clusters Score: Raw -46202561.555520 + Penalty 6318.839963 = -46196242.715557 nChanged 89 SP:Iteration 290Q (809.290000 sec): 3 clusters Score: Raw -46202565.497267 + Penalty 6318.839963 = -46196246.657304 nChanged 89 SP:Iteration 291Q (811.070000 sec): 3 clusters Score: Raw -46202569.833774 + Penalty 6318.839963 = -46196250.993811 nChanged 100 SP:Iteration 292Q (812.770000 sec): 3 clusters Score: Raw -46202574.769798 + Penalty 6318.839963 = -46196255.929835 nChanged 96 SP:Iteration 293Q (814.510000 sec): 3 clusters Score: Raw -46202579.527572 + Penalty 6318.839963 = -46196260.687609 nChanged 102 SP:Iteration 294Q (816.160000 sec): 3 clusters Score: Raw -46202585.125582 + Penalty 6318.839963 = -46196266.285619 nChanged 106 SP:Iteration 295Q (817.840000 sec): 3 clusters Score: Raw -46202590.529041 + Penalty 6318.839963 = -46196271.689078 nChanged 94 SP:Iteration 296Q (819.500000 sec): 3 clusters Score: Raw -46202594.310974 + Penalty 6318.839963 = -46196275.471011 nChanged 89 SP:Iteration 297Q (821.180000 sec): 3 clusters Score: Raw -46202599.392701 + Penalty 6318.839963 = -46196280.552738 nChanged 105 SP:Iteration 298Q (823.070000 sec): 3 clusters Score: Raw -46202605.955447 + Penalty 6318.839963 = -46196287.115484 nChanged 107 SP:Iteration 299Q (824.920000 sec): 3 clusters Score: Raw -46202611.211648 + Penalty 6318.839963 = -46196292.371685 nChanged 84 SP:Iteration 300F (826.870000 sec): 3 clusters Score: Raw -46202615.097320 + Penalty 6318.839963 = -46196296.257357 nChanged 78 SP:Iteration 301Q (828.570000 sec): 3 clusters Score: Raw -46202618.452541 + Penalty 6318.839963 = -46196299.612578 nChanged 80 SP:Iteration 302Q (830.220000 sec): 3 clusters Score: Raw -46202622.352528 + Penalty 6318.839963 = -46196303.512565 nChanged 77 SP:Iteration 303Q (832.180000 sec): 3 clusters Score: Raw -46202626.183848 + Penalty 6318.839963 = -46196307.343885 nChanged 83 SP:Iteration 304Q (834.060000 sec): 3 clusters Score: Raw -46202630.507047 + Penalty 6318.839963 = -46196311.667084 nChanged 93 SP:Iteration 305Q (835.780000 sec): 3 clusters Score: Raw -46202635.358587 + Penalty 6318.839963 = -46196316.518624 nChanged 94 SP:Iteration 306Q (837.570000 sec): 3 clusters Score: Raw -46202640.080342 + Penalty 6318.839963 = -46196321.240379 nChanged 86 SP:Iteration 307Q (839.400000 sec): 3 clusters Score: Raw -46202643.693291 + Penalty 6318.839963 = -46196324.853328 nChanged 73 SP:Iteration 308Q (841.170000 sec): 3 clusters Score: Raw -46202646.786668 + Penalty 6318.839963 = -46196327.946705 nChanged 67 SP:Iteration 309Q (843.420000 sec): 3 clusters Score: Raw -46202649.524770 + Penalty 6318.839963 = -46196330.684807 nChanged 58 SP:Iteration 310Q (845.250000 sec): 3 clusters Score: Raw -46202651.699363 + Penalty 6318.839963 = -46196332.859400 nChanged 58 SP:Iteration 311Q (847.140000 sec): 3 clusters Score: Raw -46202654.308123 + Penalty 6318.839963 = -46196335.468160 nChanged 60 SP:Iteration 312Q (849.070000 sec): 3 clusters Score: Raw -46202657.478202 + Penalty 6318.839963 = -46196338.638239 nChanged 68 SP:Iteration 313Q (850.990000 sec): 3 clusters Score: Raw -46202661.043785 + Penalty 6318.839963 = -46196342.203822 nChanged 84 SP:Iteration 314Q (853.050000 sec): 3 clusters Score: Raw -46202665.118648 + Penalty 6318.839963 = -46196346.278685 nChanged 72 SP:Iteration 315Q (854.970000 sec): 3 clusters Score: Raw -46202668.600871 + Penalty 6318.839963 = -46196349.760908 nChanged 62 SP:Iteration 316Q (856.780000 sec): 3 clusters Score: Raw -46202671.521068 + Penalty 6318.839963 = -46196352.681105 nChanged 65 SP:Iteration 317Q (858.450000 sec): 3 clusters Score: Raw -46202674.442604 + Penalty 6318.839963 = -46196355.602640 nChanged 57 SP:Iteration 318Q (860.350000 sec): 3 clusters Score: Raw -46202676.900553 + Penalty 6318.839963 = -46196358.060590 nChanged 49 SP:Iteration 319Q (862.180000 sec): 3 clusters Score: Raw -46202678.899141 + Penalty 6318.839963 = -46196360.059178 nChanged 53 SP:Iteration 320F (864.420000 sec): 3 clusters Score: Raw -46202680.675948 + Penalty 6318.839963 = -46196361.835985 nChanged 45 SP:Iteration 321Q (866.270000 sec): 3 clusters Score: Raw -46202682.278481 + Penalty 6318.839963 = -46196363.438518 nChanged 37 SP:Iteration 322Q (868.140000 sec): 3 clusters Score: Raw -46202683.645866 + Penalty 6318.839963 = -46196364.805903 nChanged 48 SP:Iteration 323Q (869.940000 sec): 3 clusters Score: Raw -46202685.151524 + Penalty 6318.839963 = -46196366.311561 nChanged 41 SP:Iteration 324Q (871.750000 sec): 3 clusters Score: Raw -46202686.908284 + Penalty 6318.839963 = -46196368.068321 nChanged 45 SP:Iteration 325Q (873.390000 sec): 3 clusters Score: Raw -46202688.859106 + Penalty 6318.839963 = -46196370.019143 nChanged 47 SP:Iteration 326Q (875.220000 sec): 3 clusters Score: Raw -46202690.710908 + Penalty 6318.839963 = -46196371.870945 nChanged 35 SP:Iteration 327Q (876.940000 sec): 3 clusters Score: Raw -46202692.001321 + Penalty 6318.839963 = -46196373.161358 nChanged 33 SP:Iteration 328Q (878.810000 sec): 3 clusters Score: Raw -46202693.272452 + Penalty 6318.839963 = -46196374.432489 nChanged 30 SP:Iteration 329Q (880.670000 sec): 3 clusters Score: Raw -46202694.402392 + Penalty 6318.839963 = -46196375.562429 nChanged 29 SP:Iteration 330Q (882.450000 sec): 3 clusters Score: Raw -46202695.364617 + Penalty 6318.839963 = -46196376.524654 nChanged 30 SP:Iteration 331Q (884.300000 sec): 3 clusters Score: Raw -46202696.562668 + Penalty 6318.839963 = -46196377.722705 nChanged 32 SP:Iteration 332Q (886.140000 sec): 3 clusters Score: Raw -46202697.730056 + Penalty 6318.839963 = -46196378.890093 nChanged 33 SP:Iteration 333Q (887.820000 sec): 3 clusters Score: Raw -46202699.125898 + Penalty 6318.839963 = -46196380.285935 nChanged 38 SP:Iteration 334Q (889.610000 sec): 3 clusters Score: Raw -46202700.480782 + Penalty 6318.839963 = -46196381.640819 nChanged 32 SP:Iteration 335Q (891.410000 sec): 3 clusters Score: Raw -46202701.829456 + Penalty 6318.839963 = -46196382.989493 nChanged 32 SP:Iteration 336Q (893.250000 sec): 3 clusters Score: Raw -46202703.032935 + Penalty 6318.839963 = -46196384.192972 nChanged 29 SP:Iteration 337Q (895.370000 sec): 3 clusters Score: Raw -46202703.998791 + Penalty 6318.839963 = -46196385.158828 nChanged 20 SP:Iteration 338Q (897.200000 sec): 3 clusters Score: Raw -46202704.764807 + Penalty 6318.839963 = -46196385.924844 nChanged 21 SP:Iteration 339Q (899.090000 sec): 3 clusters Score: Raw -46202705.508292 + Penalty 6318.839963 = -46196386.668329 nChanged 28 SP:Iteration 340F (901.180000 sec): 3 clusters Score: Raw -46202706.446179 + Penalty 6318.839963 = -46196387.606216 nChanged 27 SP:Iteration 341Q (903.150000 sec): 3 clusters Score: Raw -46202707.325514 + Penalty 6318.839963 = -46196388.485551 nChanged 23 SP:Iteration 342Q (905.180000 sec): 3 clusters Score: Raw -46202708.124514 + Penalty 6318.839963 = -46196389.284551 nChanged 35 SP:Iteration 343Q (906.930000 sec): 3 clusters Score: Raw -46202709.469548 + Penalty 6318.839963 = -46196390.629585 nChanged 36 SP:Iteration 344Q (908.680000 sec): 3 clusters Score: Raw -46202710.655589 + Penalty 6318.839963 = -46196391.815626 nChanged 30 SP:Iteration 345Q (910.460000 sec): 3 clusters Score: Raw -46202711.673931 + Penalty 6318.839963 = -46196392.833968 nChanged 25 SP:Iteration 346Q (912.310000 sec): 3 clusters Score: Raw -46202712.629485 + Penalty 6318.839963 = -46196393.789522 nChanged 24 SP:Iteration 347Q (914.090000 sec): 3 clusters Score: Raw -46202713.477274 + Penalty 6318.839963 = -46196394.637311 nChanged 24 SP:Iteration 348Q (916.130000 sec): 3 clusters Score: Raw -46202714.225416 + Penalty 6318.839963 = -46196395.385453 nChanged 19 SP:Iteration 349Q (917.940000 sec): 3 clusters Score: Raw -46202714.884504 + Penalty 6318.839963 = -46196396.044541 nChanged 23 SP:Iteration 350Q (919.670000 sec): 3 clusters Score: Raw -46202715.832367 + Penalty 6318.839963 = -46196396.992404 nChanged 35 SP:Iteration 351Q (921.340000 sec): 3 clusters Score: Raw -46202717.349245 + Penalty 6318.839963 = -46196398.509282 nChanged 34 SP:Iteration 352Q (923.150000 sec): 3 clusters Score: Raw -46202718.560657 + Penalty 6318.839963 = -46196399.720694 nChanged 28 SP:Iteration 353Q (924.780000 sec): 3 clusters Score: Raw -46202719.874020 + Penalty 6318.839963 = -46196401.034057 nChanged 32 SP:Iteration 354Q (926.310000 sec): 3 clusters Score: Raw -46202721.196866 + Penalty 6318.839963 = -46196402.356903 nChanged 27 SP:Iteration 355Q (928.020000 sec): 3 clusters Score: Raw -46202722.118436 + Penalty 6318.839963 = -46196403.278473 nChanged 29 SP:Iteration 356Q (929.760000 sec): 3 clusters Score: Raw -46202723.145526 + Penalty 6318.839963 = -46196404.305563 nChanged 29 SP:Iteration 357Q (931.500000 sec): 3 clusters Score: Raw -46202724.097213 + Penalty 6318.839963 = -46196405.257250 nChanged 20 SP:Iteration 358Q (933.370000 sec): 3 clusters Score: Raw -46202724.743881 + Penalty 6318.839963 = -46196405.903918 nChanged 19 SP:Iteration 359Q (935.180000 sec): 3 clusters Score: Raw -46202725.252454 + Penalty 6318.839963 = -46196406.412491 nChanged 7 SP:Iteration 360F (937.170000 sec): 3 clusters Score: Raw -46202725.416061 + Penalty 6318.839963 = -46196406.576098 nChanged 10 SP:Iteration 361Q (939.180000 sec): 3 clusters Score: Raw -46202725.714061 + Penalty 6318.839963 = -46196406.874098 nChanged 9 SP:Iteration 362Q (941.210000 sec): 3 clusters Score: Raw -46202725.941543 + Penalty 6318.839963 = -46196407.101580 nChanged 9 SP:Iteration 363Q (942.890000 sec): 3 clusters Score: Raw -46202726.228047 + Penalty 6318.839963 = -46196407.388084 nChanged 12 SP:Iteration 364Q (944.790000 sec): 3 clusters Score: Raw -46202726.639943 + Penalty 6318.839963 = -46196407.799980 nChanged 19 SP:Iteration 365Q (946.490000 sec): 3 clusters Score: Raw -46202727.297098 + Penalty 6318.839963 = -46196408.457135 nChanged 20 SP:Iteration 366Q (948.270000 sec): 3 clusters Score: Raw -46202728.198905 + Penalty 6318.839963 = -46196409.358942 nChanged 28 SP:Iteration 367Q (950.500000 sec): 3 clusters Score: Raw -46202729.132413 + Penalty 6318.839963 = -46196410.292450 nChanged 25 SP:Iteration 368Q (952.150000 sec): 3 clusters Score: Raw -46202730.055565 + Penalty 6318.839963 = -46196411.215602 nChanged 21 SP:Iteration 369Q (953.870000 sec): 3 clusters Score: Raw -46202730.821606 + Penalty 6318.839963 = -46196411.981643 nChanged 24 SP:Iteration 370Q (955.730000 sec): 3 clusters Score: Raw -46202731.732575 + Penalty 6318.839963 = -46196412.892611 nChanged 30 SP:Iteration 371Q (957.610000 sec): 3 clusters Score: Raw -46202733.047794 + Penalty 6318.839963 = -46196414.207831 nChanged 24 SP:Iteration 372Q (959.430000 sec): 3 clusters Score: Raw -46202734.032911 + Penalty 6318.839963 = -46196415.192948 nChanged 23 SP:Iteration 373Q (961.480000 sec): 3 clusters Score: Raw -46202734.804160 + Penalty 6318.839963 = -46196415.964197 nChanged 21 SP:Iteration 374Q (963.200000 sec): 3 clusters Score: Raw -46202735.471341 + Penalty 6318.839963 = -46196416.631378 nChanged 17 SP:Iteration 375Q (964.930000 sec): 3 clusters Score: Raw -46202736.112868 + Penalty 6318.839963 = -46196417.272905 nChanged 15 SP:Iteration 376Q (966.670000 sec): 3 clusters Score: Raw -46202736.588562 + Penalty 6318.839963 = -46196417.748599 nChanged 14 SP:Iteration 377Q (968.510000 sec): 3 clusters Score: Raw -46202736.965833 + Penalty 6318.839963 = -46196418.125870 nChanged 13 SP:Iteration 378Q (970.380000 sec): 3 clusters Score: Raw -46202737.501691 + Penalty 6318.839963 = -46196418.661728 nChanged 22 SP:Iteration 379Q (972.270000 sec): 3 clusters Score: Raw -46202738.399338 + Penalty 6318.839963 = -46196419.559375 nChanged 24 SP:Iteration 380F (974.230000 sec): 3 clusters Score: Raw -46202739.235340 + Penalty 6318.839963 = -46196420.395376 nChanged 20 SP:Iteration 381Q (975.980000 sec): 3 clusters Score: Raw -46202739.724914 + Penalty 6318.839963 = -46196420.884951 nChanged 14 SP:Iteration 382Q (977.830000 sec): 3 clusters Score: Raw -46202740.069357 + Penalty 6318.839963 = -46196421.229394 nChanged 11 SP:Iteration 383Q (979.660000 sec): 3 clusters Score: Raw -46202740.441527 + Penalty 6318.839963 = -46196421.601564 nChanged 12 SP:Iteration 384Q (981.530000 sec): 3 clusters Score: Raw -46202740.814696 + Penalty 6318.839963 = -46196421.974733 nChanged 15 SP:Iteration 385Q (983.610000 sec): 3 clusters Score: Raw -46202741.272588 + Penalty 6318.839963 = -46196422.432625 nChanged 13 SP:Iteration 386Q (985.680000 sec): 3 clusters Score: Raw -46202741.666419 + Penalty 6318.839963 = -46196422.826456 nChanged 16 SP:Iteration 387Q (987.520000 sec): 3 clusters Score: Raw -46202742.229714 + Penalty 6318.839963 = -46196423.389751 nChanged 22 SP:Iteration 388Q (989.230000 sec): 3 clusters Score: Raw -46202742.915470 + Penalty 6318.839963 = -46196424.075507 nChanged 19 SP:Iteration 389Q (990.960000 sec): 3 clusters Score: Raw -46202743.513721 + Penalty 6318.839963 = -46196424.673758 nChanged 20 SP:Iteration 390Q (992.650000 sec): 3 clusters Score: Raw -46202744.306763 + Penalty 6318.839963 = -46196425.466800 nChanged 24 SP:Iteration 391Q (994.620000 sec): 3 clusters Score: Raw -46202745.361530 + Penalty 6318.839963 = -46196426.521567 nChanged 32 SP:Iteration 392Q (996.340000 sec): 3 clusters Score: Raw -46202746.538031 + Penalty 6318.839963 = -46196427.698068 nChanged 21 SP:Iteration 393Q (998.070000 sec): 3 clusters Score: Raw -46202747.379188 + Penalty 6318.839963 = -46196428.539225 nChanged 28 SP:Iteration 394Q (999.680000 sec): 3 clusters Score: Raw -46202748.329121 + Penalty 6318.839963 = -46196429.489158 nChanged 23 SP:Iteration 395Q (1001.520000 sec): 3 clusters Score: Raw -46202749.176621 + Penalty 6318.839963 = -46196430.336658 nChanged 24 SP:Iteration 396Q (1003.280000 sec): 3 clusters Score: Raw -46202750.220778 + Penalty 6318.839963 = -46196431.380814 nChanged 28 SP:Iteration 397Q (1005.210000 sec): 3 clusters Score: Raw -46202751.206682 + Penalty 6318.839963 = -46196432.366719 nChanged 20 SP:Iteration 398Q (1006.930000 sec): 3 clusters Score: Raw -46202752.059250 + Penalty 6318.839963 = -46196433.219287 nChanged 33 SP:Iteration 399Q (1008.610000 sec): 3 clusters Score: Raw -46202753.259785 + Penalty 6318.839963 = -46196434.419821 nChanged 29 SP:Iteration 400F (1010.530000 sec): 3 clusters Score: Raw -46202754.457181 + Penalty 6318.839963 = -46196435.617218 nChanged 30 SP:Iteration 401Q (1012.200000 sec): 3 clusters Score: Raw -46202755.524063 + Penalty 6318.839963 = -46196436.684100 nChanged 24 SP:Iteration 402Q (1013.850000 sec): 3 clusters Score: Raw -46202756.529790 + Penalty 6318.839963 = -46196437.689827 nChanged 26 SP:Iteration 403Q (1015.500000 sec): 3 clusters Score: Raw -46202757.559803 + Penalty 6318.839963 = -46196438.719840 nChanged 28 SP:Iteration 404Q (1016.970000 sec): 3 clusters Score: Raw -46202758.569293 + Penalty 6318.839963 = -46196439.729330 nChanged 28 SP:Iteration 405Q (1018.540000 sec): 3 clusters Score: Raw -46202759.789527 + Penalty 6318.839963 = -46196440.949564 nChanged 27 SP:Iteration 406Q (1020.290000 sec): 3 clusters Score: Raw -46202761.165878 + Penalty 6318.839963 = -46196442.325915 nChanged 29 SP:Iteration 407Q (1021.990000 sec): 3 clusters Score: Raw -46202762.335180 + Penalty 6318.839963 = -46196443.495217 nChanged 20 SP:Iteration 408Q (1024.120000 sec): 3 clusters Score: Raw -46202763.182008 + Penalty 6318.839963 = -46196444.342045 nChanged 21 SP:Iteration 409Q (1025.980000 sec): 3 clusters Score: Raw -46202763.930835 + Penalty 6318.839963 = -46196445.090872 nChanged 16 SP:Iteration 410Q (1027.760000 sec): 3 clusters Score: Raw -46202764.397442 + Penalty 6318.839963 = -46196445.557479 nChanged 14 SP:Iteration 411Q (1029.710000 sec): 3 clusters Score: Raw -46202764.947933 + Penalty 6318.839963 = -46196446.107969 nChanged 14 SP:Iteration 412Q (1031.290000 sec): 3 clusters Score: Raw -46202765.430542 + Penalty 6318.839963 = -46196446.590579 nChanged 11 SP:Iteration 413Q (1033.090000 sec): 3 clusters Score: Raw -46202765.848075 + Penalty 6318.839963 = -46196447.008112 nChanged 19 SP:Iteration 414Q (1034.810000 sec): 3 clusters Score: Raw -46202766.451915 + Penalty 6318.839963 = -46196447.611952 nChanged 13 SP:Iteration 415Q (1036.580000 sec): 3 clusters Score: Raw -46202767.047805 + Penalty 6318.839963 = -46196448.207842 nChanged 15 SP:Iteration 416Q (1038.400000 sec): 3 clusters Score: Raw -46202767.527719 + Penalty 6318.839963 = -46196448.687756 nChanged 11 SP:Iteration 417Q (1040.340000 sec): 3 clusters Score: Raw -46202767.946089 + Penalty 6318.839963 = -46196449.106126 nChanged 11 SP:Iteration 418Q (1042.170000 sec): 3 clusters Score: Raw -46202768.413647 + Penalty 6318.839963 = -46196449.573684 nChanged 13 SP:Iteration 419Q (1043.980000 sec): 3 clusters Score: Raw -46202768.929679 + Penalty 6318.839963 = -46196450.089716 nChanged 10 SP:Iteration 420F (1045.930000 sec): 3 clusters Score: Raw -46202769.304052 + Penalty 6318.839963 = -46196450.464089 nChanged 13 SP:Iteration 421Q (1047.670000 sec): 3 clusters Score: Raw -46202769.687265 + Penalty 6318.839963 = -46196450.847301 nChanged 11 SP:Iteration 422Q (1049.430000 sec): 3 clusters Score: Raw -46202770.100227 + Penalty 6318.839963 = -46196451.260264 nChanged 13 SP:Iteration 423Q (1051.330000 sec): 3 clusters Score: Raw -46202770.483315 + Penalty 6318.839963 = -46196451.643352 nChanged 11 SP:Iteration 424Q (1053.190000 sec): 3 clusters Score: Raw -46202770.916983 + Penalty 6318.839963 = -46196452.077020 nChanged 10 SP:Iteration 425Q (1055.220000 sec): 3 clusters Score: Raw -46202771.368806 + Penalty 6318.839963 = -46196452.528843 nChanged 8 SP:Iteration 426Q (1056.990000 sec): 3 clusters Score: Raw -46202771.645908 + Penalty 6318.839963 = -46196452.805945 nChanged 10 SP:Iteration 427Q (1058.760000 sec): 3 clusters Score: Raw -46202771.973691 + Penalty 6318.839963 = -46196453.133728 nChanged 12 SP:Iteration 428Q (1060.610000 sec): 3 clusters Score: Raw -46202772.417037 + Penalty 6318.839963 = -46196453.577073 nChanged 14 SP:Iteration 429Q (1062.350000 sec): 3 clusters Score: Raw -46202772.838728 + Penalty 6318.839963 = -46196453.998765 nChanged 17 SP:Iteration 430Q (1064.200000 sec): 3 clusters Score: Raw -46202773.287032 + Penalty 6318.839963 = -46196454.447069 nChanged 15 SP:Iteration 431Q (1065.960000 sec): 3 clusters Score: Raw -46202773.846344 + Penalty 6318.839963 = -46196455.006381 nChanged 17 SP:Iteration 432Q (1067.750000 sec): 3 clusters Score: Raw -46202774.597767 + Penalty 6318.839963 = -46196455.757804 nChanged 24 SP:Iteration 433Q (1069.490000 sec): 3 clusters Score: Raw -46202775.560275 + Penalty 6318.839963 = -46196456.720312 nChanged 18 SP:Iteration 434Q (1071.360000 sec): 3 clusters Score: Raw -46202776.261675 + Penalty 6318.839963 = -46196457.421712 nChanged 28 SP:Iteration 435Q (1073.280000 sec): 3 clusters Score: Raw -46202777.237474 + Penalty 6318.839963 = -46196458.397511 nChanged 24 SP:Iteration 436Q (1075.370000 sec): 3 clusters Score: Raw -46202778.025271 + Penalty 6318.839963 = -46196459.185308 nChanged 18 SP:Iteration 437Q (1077.660000 sec): 3 clusters Score: Raw -46202778.713787 + Penalty 6318.839963 = -46196459.873824 nChanged 15 SP:Iteration 438Q (1079.530000 sec): 3 clusters Score: Raw -46202779.337888 + Penalty 6318.839963 = -46196460.497925 nChanged 16 SP:Iteration 439Q (1081.520000 sec): 3 clusters Score: Raw -46202779.877214 + Penalty 6318.839963 = -46196461.037250 nChanged 14 SP:Iteration 440F (1083.760000 sec): 3 clusters Score: Raw -46202780.309377 + Penalty 6318.839963 = -46196461.469414 nChanged 4 SP:Iteration 441Q (1085.650000 sec): 3 clusters Score: Raw -46202780.482570 + Penalty 6318.839963 = -46196461.642607 nChanged 6 SP:Iteration 442Q (1087.400000 sec): 3 clusters Score: Raw -46202780.702367 + Penalty 6318.839963 = -46196461.862404 nChanged 5 SP:Iteration 443Q (1089.010000 sec): 3 clusters Score: Raw -46202780.833206 + Penalty 6318.839963 = -46196461.993243 nChanged 5 SP:Iteration 444Q (1090.610000 sec): 3 clusters Score: Raw -46202780.990782 + Penalty 6318.839963 = -46196462.150819 nChanged 5 SP:Iteration 445Q (1092.370000 sec): 3 clusters Score: Raw -46202781.111610 + Penalty 6318.839963 = -46196462.271647 nChanged 2 SP:Iteration 446Q (1094.140000 sec): 3 clusters Score: Raw -46202781.169595 + Penalty 6318.839963 = -46196462.329632 nChanged 4 SP:Iteration 447Q (1095.870000 sec): 3 clusters Score: Raw -46202781.233337 + Penalty 6318.839963 = -46196462.393374 nChanged 2 SP:Iteration 448Q (1097.740000 sec): 3 clusters Score: Raw -46202781.251322 + Penalty 6318.839963 = -46196462.411358 nChanged 0 SP:Iteration 449F (1099.750000 sec): 3 clusters Score: Raw -46202781.251322 + Penalty 6318.839963 = -46196462.411358 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (65427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.270000 sec): 2 clusters Score: Raw -8746696.697258 + Penalty 2749.995193 = -8743946.702064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.850000 sec): 3 clusters Score: Raw -8705327.359293 + Penalty 5499.990387 = -8699827.368906 nChanged 30594 SP:Iteration 1F (1101.380000 sec): 3 clusters Score: Raw -8722612.883138 + Penalty 5499.990387 = -8717112.892751 nChanged 2453 SP:Iteration 2Q (1101.960000 sec): 3 clusters Score: Raw -8723253.054396 + Penalty 5499.990387 = -8717753.064009 nChanged 2365 SP:Iteration 3Q (1102.540000 sec): 3 clusters Score: Raw -8723878.987748 + Penalty 5499.990387 = -8718378.997361 nChanged 2327 SP:Iteration 4Q (1103.100000 sec): 3 clusters Score: Raw -8724516.959040 + Penalty 5499.990387 = -8719016.968653 nChanged 2397 SP:Iteration 5Q (1103.730000 sec): 3 clusters Score: Raw -8725256.010679 + Penalty 5499.990387 = -8719756.020292 nChanged 2580 SP:Iteration 6Q (1104.360000 sec): 3 clusters Score: Raw -8726176.320820 + Penalty 5499.990387 = -8720676.330434 nChanged 2916 SP:Iteration 7Q (1105.000000 sec): 3 clusters Score: Raw -8727495.785299 + Penalty 5499.990387 = -8721995.794912 nChanged 3353 SP:Iteration 8F (1105.640000 sec): 3 clusters Score: Raw -8729331.592536 + Penalty 5499.990387 = -8723831.602149 nChanged 3742 SP:Iteration 9F (1106.230000 sec): 3 clusters Score: Raw -8731670.109579 + Penalty 5499.990387 = -8726170.119192 nChanged 3654 SP:Iteration 10F (1106.800000 sec): 3 clusters Score: Raw -8734081.643463 + Penalty 5499.990387 = -8728581.653076 nChanged 3164 SP:Iteration 11Q (1107.340000 sec): 3 clusters Score: Raw -8736152.017886 + Penalty 5499.990387 = -8730652.027499 nChanged 2598 SP:Iteration 12Q (1108.000000 sec): 3 clusters Score: Raw -8737853.507595 + Penalty 5499.990387 = -8732353.517209 nChanged 2096 SP:Iteration 13Q (1108.540000 sec): 3 clusters Score: Raw -8739295.932065 + Penalty 5499.990387 = -8733795.941678 nChanged 1671 SP:Iteration 14Q (1109.170000 sec): 3 clusters Score: Raw -8740433.974807 + Penalty 5499.990387 = -8734933.984420 nChanged 1284 SP:Iteration 15Q (1109.770000 sec): 3 clusters Score: Raw -8741238.433718 + Penalty 5499.990387 = -8735738.443331 nChanged 1019 SP:Iteration 16Q (1110.370000 sec): 3 clusters Score: Raw -8741804.445411 + Penalty 5499.990387 = -8736304.455024 nChanged 885 SP:Iteration 17Q (1111.010000 sec): 3 clusters Score: Raw -8742246.326795 + Penalty 5499.990387 = -8736746.336408 nChanged 769 SP:Iteration 18Q (1111.570000 sec): 3 clusters Score: Raw -8742589.199565 + Penalty 5499.990387 = -8737089.209178 nChanged 641 SP:Iteration 19Q (1112.080000 sec): 3 clusters Score: Raw -8742828.492115 + Penalty 5499.990387 = -8737328.501729 nChanged 542 SP:Iteration 20F (1112.580000 sec): 3 clusters Score: Raw -8743014.812322 + Penalty 5499.990387 = -8737514.821935 nChanged 515 SP:Iteration 21Q (1113.090000 sec): 3 clusters Score: Raw -8743163.285210 + Penalty 5499.990387 = -8737663.294823 nChanged 428 SP:Iteration 22Q (1113.640000 sec): 3 clusters Score: Raw -8743278.519218 + Penalty 5499.990387 = -8737778.528831 nChanged 419 SP:Iteration 23Q (1114.230000 sec): 3 clusters Score: Raw -8743382.518569 + Penalty 5499.990387 = -8737882.528182 nChanged 393 SP:Iteration 24Q (1114.720000 sec): 3 clusters Score: Raw -8743483.412724 + Penalty 5499.990387 = -8737983.422337 nChanged 385 SP:Iteration 25Q (1115.250000 sec): 3 clusters Score: Raw -8743576.629553 + Penalty 5499.990387 = -8738076.639166 nChanged 393 SP:Iteration 26Q (1115.860000 sec): 3 clusters Score: Raw -8743668.656649 + Penalty 5499.990387 = -8738168.666262 nChanged 363 SP:Iteration 27Q (1116.440000 sec): 3 clusters Score: Raw -8743750.847513 + Penalty 5499.990387 = -8738250.857126 nChanged 357 SP:Iteration 28Q (1117.010000 sec): 3 clusters Score: Raw -8743829.146597 + Penalty 5499.990387 = -8738329.156210 nChanged 344 SP:Iteration 29Q (1117.590000 sec): 3 clusters Score: Raw -8743910.680697 + Penalty 5499.990387 = -8738410.690310 nChanged 368 SP:Iteration 30Q (1118.150000 sec): 3 clusters Score: Raw -8744000.079894 + Penalty 5499.990387 = -8738500.089507 nChanged 378 SP:Iteration 31Q (1118.670000 sec): 3 clusters Score: Raw -8744093.228777 + Penalty 5499.990387 = -8738593.238390 nChanged 376 SP:Iteration 32Q (1119.240000 sec): 3 clusters Score: Raw -8744188.506676 + Penalty 5499.990387 = -8738688.516289 nChanged 382 SP:Iteration 33Q (1119.860000 sec): 3 clusters Score: Raw -8744291.133684 + Penalty 5499.990387 = -8738791.143297 nChanged 350 SP:Iteration 34Q (1120.460000 sec): 3 clusters Score: Raw -8744373.762186 + Penalty 5499.990387 = -8738873.771799 nChanged 349 SP:Iteration 35Q (1121.060000 sec): 3 clusters Score: Raw -8744461.445148 + Penalty 5499.990387 = -8738961.454761 nChanged 372 SP:Iteration 36Q (1121.660000 sec): 3 clusters Score: Raw -8744564.752321 + Penalty 5499.990387 = -8739064.761934 nChanged 372 SP:Iteration 37Q (1122.220000 sec): 3 clusters Score: Raw -8744671.157126 + Penalty 5499.990387 = -8739171.166739 nChanged 387 SP:Iteration 38Q (1122.720000 sec): 3 clusters Score: Raw -8744788.775761 + Penalty 5499.990387 = -8739288.785374 nChanged 401 SP:Iteration 39Q (1123.310000 sec): 3 clusters Score: Raw -8744918.762015 + Penalty 5499.990387 = -8739418.771629 nChanged 435 SP:Iteration 40F (1123.830000 sec): 3 clusters Score: Raw -8745074.746655 + Penalty 5499.990387 = -8739574.756268 nChanged 415 SP:Iteration 41Q (1124.370000 sec): 3 clusters Score: Raw -8745228.672845 + Penalty 5499.990387 = -8739728.682458 nChanged 411 SP:Iteration 42Q (1124.890000 sec): 3 clusters Score: Raw -8745386.250237 + Penalty 5499.990387 = -8739886.259850 nChanged 361 SP:Iteration 43Q (1125.430000 sec): 3 clusters Score: Raw -8745524.210495 + Penalty 5499.990387 = -8740024.220108 nChanged 380 SP:Iteration 44Q (1126.000000 sec): 3 clusters Score: Raw -8745682.027386 + Penalty 5499.990387 = -8740182.037000 nChanged 371 SP:Iteration 45Q (1126.540000 sec): 3 clusters Score: Raw -8745858.958748 + Penalty 5499.990387 = -8740358.968361 nChanged 339 SP:Iteration 46Q (1127.050000 sec): 3 clusters Score: Raw -8746019.197752 + Penalty 5499.990387 = -8740519.207365 nChanged 297 SP:Iteration 47Q (1127.550000 sec): 3 clusters Score: Raw -8746165.585347 + Penalty 5499.990387 = -8740665.594960 nChanged 277 SP:Iteration 48Q (1128.020000 sec): 3 clusters Score: Raw -8746320.194440 + Penalty 5499.990387 = -8740820.204053 nChanged 267 SP:Iteration 49Q (1128.490000 sec): 3 clusters Score: Raw -8746456.764983 + Penalty 5499.990387 = -8740956.774596 nChanged 220 SP:Iteration 50Q (1129.010000 sec): 3 clusters Score: Raw -8746560.767742 + Penalty 5499.990387 = -8741060.777355 nChanged 183 SP:Iteration 51Q (1129.470000 sec): 3 clusters Score: Raw -8746639.256014 + Penalty 5499.990387 = -8741139.265627 nChanged 147 SP:Iteration 52Q (1130.000000 sec): 3 clusters Score: Raw -8746708.512893 + Penalty 5499.990387 = -8741208.522506 nChanged 134 SP:Iteration 53Q (1130.520000 sec): 3 clusters Score: Raw -8746771.292569 + Penalty 5499.990387 = -8741271.302182 nChanged 105 SP:Iteration 54Q (1131.020000 sec): 3 clusters Score: Raw -8746816.918293 + Penalty 5499.990387 = -8741316.927906 nChanged 86 SP:Iteration 55Q (1131.520000 sec): 3 clusters Score: Raw -8746851.212624 + Penalty 5499.990387 = -8741351.222238 nChanged 69 SP:Iteration 56Q (1131.990000 sec): 3 clusters Score: Raw -8746885.264896 + Penalty 5499.990387 = -8741385.274509 nChanged 62 SP:Iteration 57Q (1132.450000 sec): 3 clusters Score: Raw -8746911.108253 + Penalty 5499.990387 = -8741411.117866 nChanged 60 SP:Iteration 58Q (1132.920000 sec): 3 clusters Score: Raw -8746935.432740 + Penalty 5499.990387 = -8741435.442353 nChanged 51 SP:Iteration 59Q (1133.370000 sec): 3 clusters Score: Raw -8746958.074809 + Penalty 5499.990387 = -8741458.084422 nChanged 50 SP:Iteration 60F (1133.910000 sec): 3 clusters Score: Raw -8746979.138852 + Penalty 5499.990387 = -8741479.148465 nChanged 38 SP:Iteration 61Q (1134.460000 sec): 3 clusters Score: Raw -8746996.681369 + Penalty 5499.990387 = -8741496.690982 nChanged 36 SP:Iteration 62Q (1135.000000 sec): 3 clusters Score: Raw -8747011.058551 + Penalty 5499.990387 = -8741511.068164 nChanged 31 SP:Iteration 63Q (1135.560000 sec): 3 clusters Score: Raw -8747022.274081 + Penalty 5499.990387 = -8741522.283694 nChanged 23 SP:Iteration 64Q (1136.100000 sec): 3 clusters Score: Raw -8747035.941348 + Penalty 5499.990387 = -8741535.950961 nChanged 25 SP:Iteration 65Q (1136.600000 sec): 3 clusters Score: Raw -8747046.002490 + Penalty 5499.990387 = -8741546.012103 nChanged 21 SP:Iteration 66Q (1137.130000 sec): 3 clusters Score: Raw -8747054.790125 + Penalty 5499.990387 = -8741554.799738 nChanged 14 SP:Iteration 67Q (1137.620000 sec): 3 clusters Score: Raw -8747059.748798 + Penalty 5499.990387 = -8741559.758411 nChanged 16 SP:Iteration 68Q (1138.150000 sec): 3 clusters Score: Raw -8747066.984572 + Penalty 5499.990387 = -8741566.994185 nChanged 11 SP:Iteration 69Q (1138.660000 sec): 3 clusters Score: Raw -8747070.949604 + Penalty 5499.990387 = -8741570.959217 nChanged 12 SP:Iteration 70Q (1139.230000 sec): 3 clusters Score: Raw -8747076.144700 + Penalty 5499.990387 = -8741576.154313 nChanged 10 SP:Iteration 71Q (1139.750000 sec): 3 clusters Score: Raw -8747081.198607 + Penalty 5499.990387 = -8741581.208220 nChanged 16 SP:Iteration 72Q (1140.240000 sec): 3 clusters Score: Raw -8747087.585188 + Penalty 5499.990387 = -8741587.594801 nChanged 18 SP:Iteration 73Q (1140.770000 sec): 3 clusters Score: Raw -8747093.740294 + Penalty 5499.990387 = -8741593.749907 nChanged 9 SP:Iteration 74Q (1141.220000 sec): 3 clusters Score: Raw -8747098.329146 + Penalty 5499.990387 = -8741598.338759 nChanged 16 SP:Iteration 75Q (1141.680000 sec): 3 clusters Score: Raw -8747105.772724 + Penalty 5499.990387 = -8741605.782338 nChanged 20 SP:Iteration 76Q (1142.160000 sec): 3 clusters Score: Raw -8747116.933448 + Penalty 5499.990387 = -8741616.943061 nChanged 20 SP:Iteration 77Q (1142.610000 sec): 3 clusters Score: Raw -8747124.878111 + Penalty 5499.990387 = -8741624.887724 nChanged 11 SP:Iteration 78Q (1143.100000 sec): 3 clusters Score: Raw -8747128.925387 + Penalty 5499.990387 = -8741628.935000 nChanged 12 SP:Iteration 79Q (1143.580000 sec): 3 clusters Score: Raw -8747133.877676 + Penalty 5499.990387 = -8741633.887289 nChanged 13 SP:Iteration 80F (1144.060000 sec): 3 clusters Score: Raw -8747139.182486 + Penalty 5499.990387 = -8741639.192099 nChanged 12 SP:Iteration 81Q (1144.650000 sec): 3 clusters Score: Raw -8747144.143646 + Penalty 5499.990387 = -8741644.153259 nChanged 12 SP:Iteration 82Q (1145.170000 sec): 3 clusters Score: Raw -8747148.473492 + Penalty 5499.990387 = -8741648.483105 nChanged 8 SP:Iteration 83Q (1145.650000 sec): 3 clusters Score: Raw -8747151.198752 + Penalty 5499.990387 = -8741651.208365 nChanged 2 SP:Iteration 84Q (1146.090000 sec): 3 clusters Score: Raw -8747152.113100 + Penalty 5499.990387 = -8741652.122713 nChanged 2 SP:Iteration 85Q (1146.550000 sec): 3 clusters Score: Raw -8747153.646712 + Penalty 5499.990387 = -8741653.656325 nChanged 1 SP:Iteration 86Q (1146.980000 sec): 3 clusters Score: Raw -8747154.265308 + Penalty 5499.990387 = -8741654.274921 nChanged 3 SP:Iteration 87Q (1147.440000 sec): 3 clusters Score: Raw -8747155.659216 + Penalty 5499.990387 = -8741655.668829 nChanged 3 SP:Iteration 88Q (1147.870000 sec): 3 clusters Score: Raw -8747156.606123 + Penalty 5499.990387 = -8741656.615736 nChanged 3 SP:Iteration 89Q (1148.340000 sec): 3 clusters Score: Raw -8747157.819366 + Penalty 5499.990387 = -8741657.828979 nChanged 3 SP:Iteration 90Q (1148.800000 sec): 3 clusters Score: Raw -8747158.690814 + Penalty 5499.990387 = -8741658.700427 nChanged 3 SP:Iteration 91Q (1149.340000 sec): 3 clusters Score: Raw -8747159.959513 + Penalty 5499.990387 = -8741659.969126 nChanged 2 SP:Iteration 92Q (1149.890000 sec): 3 clusters Score: Raw -8747161.358579 + Penalty 5499.990387 = -8741661.368192 nChanged 2 SP:Iteration 93Q (1150.370000 sec): 3 clusters Score: Raw -8747162.250205 + Penalty 5499.990387 = -8741662.259818 nChanged 2 SP:Iteration 94Q (1150.860000 sec): 3 clusters Score: Raw -8747163.306278 + Penalty 5499.990387 = -8741663.315891 nChanged 2 SP:Iteration 95Q (1151.370000 sec): 3 clusters Score: Raw -8747163.931054 + Penalty 5499.990387 = -8741663.940667 nChanged 2 SP:Iteration 96Q (1151.860000 sec): 3 clusters Score: Raw -8747164.375952 + Penalty 5499.990387 = -8741664.385565 nChanged 2 SP:Iteration 97Q (1152.310000 sec): 3 clusters Score: Raw -8747165.109240 + Penalty 5499.990387 = -8741665.118853 nChanged 1 SP:Iteration 98Q (1152.850000 sec): 3 clusters Score: Raw -8747165.704777 + Penalty 5499.990387 = -8741665.714390 nChanged 2 SP:Iteration 99Q (1153.420000 sec): 3 clusters Score: Raw -8747166.135381 + Penalty 5499.990387 = -8741666.144994 nChanged 3 SP:Iteration 100F (1154.000000 sec): 3 clusters Score: Raw -8747167.053695 + Penalty 5499.990387 = -8741667.063308 nChanged 1 SP:Iteration 101Q (1154.570000 sec): 3 clusters Score: Raw -8747167.326025 + Penalty 5499.990387 = -8741667.335638 nChanged 0 SP:Iteration 102F (1155.150000 sec): 3 clusters Score: Raw -8747167.326025 + Penalty 5499.990387 = -8741667.335638 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1155.270000 sec): 2 clusters Score: Raw -58166.218901 + Penalty 1545.647108 = -56620.571792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1155.520000 sec): 3 clusters Score: Raw -58351.900884 + Penalty 3091.294216 = -55260.606668 nChanged 129 SP:Iteration 1F (1155.690000 sec): 3 clusters Score: Raw -58899.642387 + Penalty 3091.294216 = -55808.348171 nChanged 64 SP:Iteration 2F (1155.890000 sec): 3 clusters Score: Raw -59200.810133 + Penalty 3091.294216 = -56109.515916 nChanged 26 SP:Iteration 3F (1156.090000 sec): 3 clusters Score: Raw -59413.727736 + Penalty 3091.294216 = -56322.433520 nChanged 14 SP:Iteration 4Q (1156.240000 sec): 3 clusters Score: Raw -59605.642241 + Penalty 3091.294216 = -56514.348025 nChanged 12 SP:Iteration 5Q (1156.440000 sec): 3 clusters Score: Raw -59700.887157 + Penalty 3091.294216 = -56609.592941 nChanged 12 SP:Iteration 6Q (1156.620000 sec): 3 clusters Score: Raw -59862.700025 + Penalty 3091.294216 = -56771.405809 nChanged 12 SP:Iteration 7Q (1156.820000 sec): 3 clusters Score: Raw -59923.341569 + Penalty 3091.294216 = -56832.047353 nChanged 6 SP:Iteration 8Q (1156.990000 sec): 3 clusters Score: Raw -59968.752078 + Penalty 3091.294216 = -56877.457861 nChanged 5 SP:Iteration 9Q (1157.190000 sec): 3 clusters Score: Raw -59987.891804 + Penalty 3091.294216 = -56896.597588 nChanged 8 SP:Iteration 10Q (1157.380000 sec): 3 clusters Score: Raw -60014.768197 + Penalty 3091.294216 = -56923.473981 nChanged 4 SP:Iteration 11Q (1157.590000 sec): 3 clusters Score: Raw -60024.536557 + Penalty 3091.294216 = -56933.242341 nChanged 4 SP:Iteration 12Q (1157.780000 sec): 3 clusters Score: Raw -60034.267300 + Penalty 3091.294216 = -56942.973084 nChanged 4 SP:Iteration 13Q (1157.980000 sec): 3 clusters Score: Raw -60044.023858 + Penalty 3091.294216 = -56952.729642 nChanged 1 SP:Iteration 14Q (1158.200000 sec): 3 clusters Score: Raw -60045.297034 + Penalty 3091.294216 = -56954.002818 nChanged 1 SP:Iteration 15Q (1158.370000 sec): 3 clusters Score: Raw -60046.065170 + Penalty 3091.294216 = -56954.770953 nChanged 0 SP:Iteration 16F (1158.600000 sec): 3 clusters Score: Raw -60046.065170 + Penalty 3091.294216 = -56954.770953 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.700000 sec): 2 clusters Score: Raw -20325.248931 + Penalty 1257.088242 = -19068.160689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.840000 sec): 3 clusters Score: Raw -20601.448759 + Penalty 2514.176484 = -18087.272275 nChanged 5 SP:Iteration 1Q (1159.080000 sec): 3 clusters Score: Raw -20644.717330 + Penalty 2514.176484 = -18130.540846 nChanged 1 SP:Iteration 2Q (1159.240000 sec): 3 clusters Score: Raw -20647.906928 + Penalty 2514.176484 = -18133.730444 nChanged 0 SP:Iteration 3F (1159.480000 sec): 3 clusters Score: Raw -20647.906928 + Penalty 2514.176484 = -18133.730444 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1159.580000 sec): 2 clusters Score: Raw -95657.467051 + Penalty 1635.753567 = -94021.713484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1159.780000 sec): 3 clusters Score: Raw -95582.518393 + Penalty 3271.507135 = -92311.011258 nChanged 162 SP:Iteration 1F (1159.970000 sec): 3 clusters Score: Raw -95831.720676 + Penalty 3271.507135 = -92560.213541 nChanged 41 SP:Iteration 2F (1160.170000 sec): 3 clusters Score: Raw -95903.634365 + Penalty 3271.507135 = -92632.127230 nChanged 17 SP:Iteration 3Q (1160.370000 sec): 3 clusters Score: Raw -95932.337940 + Penalty 3271.507135 = -92660.830805 nChanged 15 SP:Iteration 4Q (1160.540000 sec): 3 clusters Score: Raw -95962.073380 + Penalty 3271.507135 = -92690.566245 nChanged 12 SP:Iteration 5Q (1160.690000 sec): 3 clusters Score: Raw -95977.888825 + Penalty 3271.507135 = -92706.381690 nChanged 5 SP:Iteration 6Q (1160.890000 sec): 3 clusters Score: Raw -95986.742434 + Penalty 3271.507135 = -92715.235299 nChanged 5 SP:Iteration 7Q (1161.060000 sec): 3 clusters Score: Raw -95995.576887 + Penalty 3271.507135 = -92724.069752 nChanged 6 SP:Iteration 8Q (1161.230000 sec): 3 clusters Score: Raw -96003.732844 + Penalty 3271.507135 = -92732.225709 nChanged 4 SP:Iteration 9Q (1161.440000 sec): 3 clusters Score: Raw -96011.524163 + Penalty 3271.507135 = -92740.017028 nChanged 1 SP:Iteration 10Q (1161.620000 sec): 3 clusters Score: Raw -96013.947598 + Penalty 3271.507135 = -92742.440463 nChanged 1 SP:Iteration 11Q (1161.820000 sec): 3 clusters Score: Raw -96015.027361 + Penalty 3271.507135 = -92743.520226 nChanged 0 SP:Iteration 12F (1162.040000 sec): 3 clusters Score: Raw -96015.027361 + Penalty 3271.507135 = -92743.520226 nChanged 0 Iteration 20F (1178.890000 sec): 18 clusters Score: Raw -59136661.847781 + Penalty 54811.349335 = -59081850.498446 nChanged 3528 Iteration 21Q (1188.790000 sec): 18 clusters Score: Raw -59154731.095412 + Penalty 54811.349335 = -59099919.746077 nChanged 2176 Iteration 22Q (1200.300000 sec): 18 clusters Score: Raw -59155702.373735 + Penalty 54811.349335 = -59100891.024401 nChanged 1795 Iteration 23Q (1210.240000 sec): 18 clusters Score: Raw -59156232.320625 + Penalty 54811.349335 = -59101420.971291 nChanged 1603 Iteration 24Q (1220.850000 sec): 18 clusters Score: Raw -59156729.633190 + Penalty 54811.349335 = -59101918.283855 nChanged 1426 Iteration 25Q (1231.270000 sec): 18 clusters Score: Raw -59157352.600534 + Penalty 54811.349335 = -59102541.251199 nChanged 1299 Iteration 26Q (1242.530000 sec): 18 clusters Score: Raw -59158496.713864 + Penalty 54811.349335 = -59103685.364529 nChanged 1165 Iteration 27Q (1252.130000 sec): 18 clusters Score: Raw -59158925.798583 + Penalty 54811.349335 = -59104114.449248 nChanged 1063 Iteration 28Q (1263.400000 sec): 18 clusters Score: Raw -59159149.679089 + Penalty 54811.349335 = -59104338.329754 nChanged 905 Iteration 29Q (1273.280000 sec): 18 clusters Score: Raw -59159391.663146 + Penalty 54811.349335 = -59104580.313811 nChanged 805 Iteration 30Q (1283.430000 sec): 18 clusters Score: Raw -59159659.076632 + Penalty 54811.349335 = -59104847.727297 nChanged 753 Iteration 31Q (1294.410000 sec): 18 clusters Score: Raw -59159816.836492 + Penalty 54811.349335 = -59105005.487158 nChanged 706 Iteration 32Q (1305.880000 sec): 18 clusters Score: Raw -59160093.795006 + Penalty 54811.349335 = -59105282.445671 nChanged 652 Iteration 33Q (1316.710000 sec): 18 clusters Score: Raw -59160206.862146 + Penalty 54811.349335 = -59105395.512811 nChanged 611 Iteration 34Q (1326.400000 sec): 18 clusters Score: Raw -59160350.441483 + Penalty 54811.349335 = -59105539.092148 nChanged 581 Iteration 35Q (1336.390000 sec): 18 clusters Score: Raw -59160452.789594 + Penalty 54811.349335 = -59105641.440259 nChanged 581 Iteration 36Q (1346.330000 sec): 18 clusters Score: Raw -59160550.178304 + Penalty 54811.349335 = -59105738.828969 nChanged 586 Iteration 37Q (1356.270000 sec): 18 clusters Score: Raw -59160647.122655 + Penalty 54811.349335 = -59105835.773320 nChanged 621 Iteration 38Q (1366.520000 sec): 18 clusters Score: Raw -59160749.994191 + Penalty 54811.349335 = -59105938.644856 nChanged 578 Iteration 39Q (1375.660000 sec): 18 clusters Score: Raw -59160846.960712 + Penalty 54811.349335 = -59106035.611377 nChanged 567 Iteration 40F (1392.330000 sec): 18 clusters Score: Raw -59178448.018959 + Penalty 54811.349335 = -59123636.669624 nChanged 870 Iteration 41Q (1402.090000 sec): 18 clusters Score: Raw -59183976.665546 + Penalty 54811.349335 = -59129165.316211 nChanged 649 Iteration 42Q (1413.010000 sec): 18 clusters Score: Raw -59184259.959183 + Penalty 54811.349335 = -59129448.609848 nChanged 645 Iteration 43Q (1423.200000 sec): 18 clusters Score: Raw -59184565.867631 + Penalty 54811.349335 = -59129754.518296 nChanged 601 Iteration 44Q (1433.180000 sec): 18 clusters Score: Raw -59184836.616264 + Penalty 54811.349335 = -59130025.266929 nChanged 616 Iteration 45Q (1443.000000 sec): 18 clusters Score: Raw -59185055.175014 + Penalty 54811.349335 = -59130243.825679 nChanged 630 Iteration 46Q (1452.530000 sec): 18 clusters Score: Raw -59185182.912794 + Penalty 54811.349335 = -59130371.563459 nChanged 598 Iteration 47Q (1462.130000 sec): 18 clusters Score: Raw -59185299.211217 + Penalty 54811.349335 = -59130487.861882 nChanged 566 Iteration 48Q (1472.830000 sec): 18 clusters Score: Raw -59185381.799282 + Penalty 54811.349335 = -59130570.449947 nChanged 510 Iteration 49Q (1481.940000 sec): 18 clusters Score: Raw -59185440.840683 + Penalty 54811.349335 = -59130629.491348 nChanged 476 Iteration 50Q (1491.720000 sec): 18 clusters Score: Raw -59185496.472423 + Penalty 54811.349335 = -59130685.123088 nChanged 441 Iteration 51Q (1501.430000 sec): 18 clusters Score: Raw -59185546.584301 + Penalty 54811.349335 = -59130735.234966 nChanged 388 Iteration 52Q (1510.930000 sec): 18 clusters Score: Raw -59185590.262005 + Penalty 54811.349335 = -59130778.912670 nChanged 348 Iteration 53Q (1520.760000 sec): 18 clusters Score: Raw -59185636.332408 + Penalty 54811.349335 = -59130824.983073 nChanged 340 Iteration 54Q (1531.820000 sec): 18 clusters Score: Raw -59185689.322877 + Penalty 54811.349335 = -59130877.973542 nChanged 300 Iteration 55Q (1541.750000 sec): 18 clusters Score: Raw -59185728.997561 + Penalty 54811.349335 = -59130917.648227 nChanged 266 Iteration 56Q (1552.300000 sec): 18 clusters Score: Raw -59185763.144764 + Penalty 54811.349335 = -59130951.795429 nChanged 238 Iteration 57Q (1562.390000 sec): 18 clusters Score: Raw -59185792.322595 + Penalty 54811.349335 = -59130980.973260 nChanged 248 Iteration 58Q (1572.370000 sec): 18 clusters Score: Raw -59185828.969031 + Penalty 54811.349335 = -59131017.619697 nChanged 250 Writing temp clu file Because OldScore, -59130980.973260, is greater than current (better) Score,-59131017.619697 Compute initial score before splitting: Score: Raw -59185828.969031 + Penalty 54811.349335 = -59131017.619697 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.560000 sec): 2 clusters Score: Raw -151521.279550 + Penalty 1739.227916 = -149782.051635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.730000 sec): 3 clusters Score: Raw -151222.884322 + Penalty 3478.455832 = -147744.428490 nChanged 299 SP:Iteration 1F (1572.920000 sec): 3 clusters Score: Raw -151500.541508 + Penalty 3478.455832 = -148022.085677 nChanged 60 SP:Iteration 2F (1573.110000 sec): 3 clusters Score: Raw -151584.454548 + Penalty 3478.455832 = -148105.998717 nChanged 42 SP:Iteration 3Q (1573.280000 sec): 3 clusters Score: Raw -151656.555507 + Penalty 3478.455832 = -148178.099676 nChanged 35 SP:Iteration 4Q (1573.490000 sec): 3 clusters Score: Raw -151700.275185 + Penalty 3478.455832 = -148221.819353 nChanged 33 SP:Iteration 5Q (1573.650000 sec): 3 clusters Score: Raw -151747.773922 + Penalty 3478.455832 = -148269.318090 nChanged 24 SP:Iteration 6Q (1573.830000 sec): 3 clusters Score: Raw -151790.413609 + Penalty 3478.455832 = -148311.957777 nChanged 25 SP:Iteration 7Q (1574.040000 sec): 3 clusters Score: Raw -151845.307619 + Penalty 3478.455832 = -148366.851787 nChanged 34 SP:Iteration 8Q (1574.230000 sec): 3 clusters Score: Raw -151904.452013 + Penalty 3478.455832 = -148425.996182 nChanged 21 SP:Iteration 9Q (1574.390000 sec): 3 clusters Score: Raw -151945.857524 + Penalty 3478.455832 = -148467.401692 nChanged 25 SP:Iteration 10Q (1574.620000 sec): 3 clusters Score: Raw -151988.545297 + Penalty 3478.455832 = -148510.089465 nChanged 20 SP:Iteration 11Q (1574.790000 sec): 3 clusters Score: Raw -152025.147875 + Penalty 3478.455832 = -148546.692043 nChanged 16 SP:Iteration 12Q (1574.970000 sec): 3 clusters Score: Raw -152067.389472 + Penalty 3478.455832 = -148588.933641 nChanged 23 SP:Iteration 13Q (1575.170000 sec): 3 clusters Score: Raw -152116.277964 + Penalty 3478.455832 = -148637.822132 nChanged 24 SP:Iteration 14Q (1575.390000 sec): 3 clusters Score: Raw -152168.915334 + Penalty 3478.455832 = -148690.459503 nChanged 27 SP:Iteration 15Q (1575.610000 sec): 3 clusters Score: Raw -152208.700566 + Penalty 3478.455832 = -148730.244734 nChanged 17 SP:Iteration 16Q (1575.810000 sec): 3 clusters Score: Raw -152235.259384 + Penalty 3478.455832 = -148756.803553 nChanged 15 SP:Iteration 17Q (1576.010000 sec): 3 clusters Score: Raw -152256.919618 + Penalty 3478.455832 = -148778.463786 nChanged 10 SP:Iteration 18Q (1576.170000 sec): 3 clusters Score: Raw -152272.427498 + Penalty 3478.455832 = -148793.971666 nChanged 6 SP:Iteration 19Q (1576.410000 sec): 3 clusters Score: Raw -152281.021498 + Penalty 3478.455832 = -148802.565666 nChanged 7 SP:Iteration 20F (1576.590000 sec): 3 clusters Score: Raw -152293.358988 + Penalty 3478.455832 = -148814.903156 nChanged 4 SP:Iteration 21Q (1576.780000 sec): 3 clusters Score: Raw -152298.267359 + Penalty 3478.455832 = -148819.811527 nChanged 2 SP:Iteration 22Q (1576.950000 sec): 3 clusters Score: Raw -152301.911708 + Penalty 3478.455832 = -148823.455876 nChanged 4 SP:Iteration 23Q (1577.190000 sec): 3 clusters Score: Raw -152312.846803 + Penalty 3478.455832 = -148834.390972 nChanged 6 SP:Iteration 24Q (1577.360000 sec): 3 clusters Score: Raw -152324.667954 + Penalty 3478.455832 = -148846.212123 nChanged 6 SP:Iteration 25Q (1577.550000 sec): 3 clusters Score: Raw -152332.558219 + Penalty 3478.455832 = -148854.102387 nChanged 6 SP:Iteration 26Q (1577.790000 sec): 3 clusters Score: Raw -152340.062924 + Penalty 3478.455832 = -148861.607093 nChanged 5 SP:Iteration 27Q (1577.980000 sec): 3 clusters Score: Raw -152346.029941 + Penalty 3478.455832 = -148867.574109 nChanged 3 SP:Iteration 28Q (1578.140000 sec): 3 clusters Score: Raw -152350.185314 + Penalty 3478.455832 = -148871.729482 nChanged 2 SP:Iteration 29Q (1578.300000 sec): 3 clusters Score: Raw -152352.201013 + Penalty 3478.455832 = -148873.745181 nChanged 1 SP:Iteration 30Q (1578.520000 sec): 3 clusters Score: Raw -152352.696091 + Penalty 3478.455832 = -148874.240260 nChanged 0 SP:Iteration 31F (1578.740000 sec): 3 clusters Score: Raw -152352.696091 + Penalty 3478.455832 = -148874.240260 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1578.830000 sec): 2 clusters Score: Raw -23931.236000 + Penalty 1324.898894 = -22606.337105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1579.030000 sec): 3 clusters Score: Raw -24236.618095 + Penalty 2649.797789 = -21586.820306 nChanged 16 SP:Iteration 1F (1579.220000 sec): 3 clusters Score: Raw -24297.493548 + Penalty 2649.797789 = -21647.695759 nChanged 8 SP:Iteration 2Q (1579.360000 sec): 3 clusters Score: Raw -24332.937451 + Penalty 2649.797789 = -21683.139662 nChanged 3 SP:Iteration 3Q (1579.590000 sec): 3 clusters Score: Raw -24345.450662 + Penalty 2649.797789 = -21695.652873 nChanged 3 SP:Iteration 4Q (1579.760000 sec): 3 clusters Score: Raw -24370.633544 + Penalty 2649.797789 = -21720.835755 nChanged 0 SP:Iteration 5F (1579.930000 sec): 3 clusters Score: Raw -24370.633544 + Penalty 2649.797789 = -21720.835755 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (31630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1580.230000 sec): 2 clusters Score: Raw -4336190.841059 + Penalty 2569.741606 = -4333621.099453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1580.600000 sec): 3 clusters Score: Raw -4317116.423150 + Penalty 5139.483213 = -4311976.939937 nChanged 14302 SP:Iteration 1F (1580.960000 sec): 3 clusters Score: Raw -4324896.141891 + Penalty 5139.483213 = -4319756.658678 nChanged 1493 SP:Iteration 2Q (1581.340000 sec): 3 clusters Score: Raw -4325408.376148 + Penalty 5139.483213 = -4320268.892935 nChanged 1384 SP:Iteration 3Q (1581.690000 sec): 3 clusters Score: Raw -4325901.505163 + Penalty 5139.483213 = -4320762.021950 nChanged 1335 SP:Iteration 4Q (1582.180000 sec): 3 clusters Score: Raw -4326428.161259 + Penalty 5139.483213 = -4321288.678046 nChanged 1420 SP:Iteration 5Q (1582.580000 sec): 3 clusters Score: Raw -4327118.935643 + Penalty 5139.483213 = -4321979.452430 nChanged 1682 SP:Iteration 6F (1582.940000 sec): 3 clusters Score: Raw -4328088.326165 + Penalty 5139.483213 = -4322948.842952 nChanged 1949 SP:Iteration 7F (1583.320000 sec): 3 clusters Score: Raw -4329401.177771 + Penalty 5139.483213 = -4324261.694558 nChanged 2158 SP:Iteration 8F (1583.760000 sec): 3 clusters Score: Raw -4331109.644298 + Penalty 5139.483213 = -4325970.161085 nChanged 2204 SP:Iteration 9F (1584.100000 sec): 3 clusters Score: Raw -4333045.069524 + Penalty 5139.483213 = -4327905.586312 nChanged 1775 SP:Iteration 10F (1584.480000 sec): 3 clusters Score: Raw -4334696.579438 + Penalty 5139.483213 = -4329557.096225 nChanged 1090 SP:Iteration 11Q (1584.800000 sec): 3 clusters Score: Raw -4335675.283932 + Penalty 5139.483213 = -4330535.800719 nChanged 541 SP:Iteration 12Q (1585.220000 sec): 3 clusters Score: Raw -4336145.922895 + Penalty 5139.483213 = -4331006.439682 nChanged 238 SP:Iteration 13Q (1585.530000 sec): 3 clusters Score: Raw -4336357.118199 + Penalty 5139.483213 = -4331217.634986 nChanged 127 SP:Iteration 14Q (1585.900000 sec): 3 clusters Score: Raw -4336461.944606 + Penalty 5139.483213 = -4331322.461393 nChanged 69 SP:Iteration 15Q (1586.230000 sec): 3 clusters Score: Raw -4336526.652243 + Penalty 5139.483213 = -4331387.169030 nChanged 47 SP:Iteration 16Q (1586.620000 sec): 3 clusters Score: Raw -4336568.509586 + Penalty 5139.483213 = -4331429.026373 nChanged 25 SP:Iteration 17Q (1586.980000 sec): 3 clusters Score: Raw -4336589.955918 + Penalty 5139.483213 = -4331450.472705 nChanged 19 SP:Iteration 18Q (1587.340000 sec): 3 clusters Score: Raw -4336605.776607 + Penalty 5139.483213 = -4331466.293395 nChanged 14 SP:Iteration 19Q (1587.670000 sec): 3 clusters Score: Raw -4336619.570271 + Penalty 5139.483213 = -4331480.087058 nChanged 14 SP:Iteration 20F (1588.020000 sec): 3 clusters Score: Raw -4336629.870719 + Penalty 5139.483213 = -4331490.387506 nChanged 8 SP:Iteration 21Q (1588.330000 sec): 3 clusters Score: Raw -4336637.341072 + Penalty 5139.483213 = -4331497.857859 nChanged 9 SP:Iteration 22Q (1588.680000 sec): 3 clusters Score: Raw -4336643.979729 + Penalty 5139.483213 = -4331504.496516 nChanged 5 SP:Iteration 23Q (1589.040000 sec): 3 clusters Score: Raw -4336648.876385 + Penalty 5139.483213 = -4331509.393172 nChanged 2 SP:Iteration 24Q (1589.420000 sec): 3 clusters Score: Raw -4336650.679159 + Penalty 5139.483213 = -4331511.195947 nChanged 2 SP:Iteration 25Q (1589.800000 sec): 3 clusters Score: Raw -4336651.201300 + Penalty 5139.483213 = -4331511.718087 nChanged 1 SP:Iteration 26Q (1590.160000 sec): 3 clusters Score: Raw -4336651.437377 + Penalty 5139.483213 = -4331511.954164 nChanged 0 SP:Iteration 27F (1590.510000 sec): 3 clusters Score: Raw -4336651.437377 + Penalty 5139.483213 = -4331511.954164 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1590.620000 sec): 2 clusters Score: Raw -70078.731786 + Penalty 1583.109645 = -68495.622141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1590.820000 sec): 3 clusters Score: Raw -70230.385614 + Penalty 3166.219291 = -67064.166323 nChanged 125 SP:Iteration 1F (1591.060000 sec): 3 clusters Score: Raw -70536.984166 + Penalty 3166.219291 = -67370.764875 nChanged 44 SP:Iteration 2F (1591.230000 sec): 3 clusters Score: Raw -70768.264032 + Penalty 3166.219291 = -67602.044741 nChanged 44 SP:Iteration 3F (1591.390000 sec): 3 clusters Score: Raw -71061.473486 + Penalty 3166.219291 = -67895.254195 nChanged 34 SP:Iteration 4F (1591.550000 sec): 3 clusters Score: Raw -71285.104155 + Penalty 3166.219291 = -68118.884864 nChanged 15 SP:Iteration 5Q (1591.730000 sec): 3 clusters Score: Raw -71340.492789 + Penalty 3166.219291 = -68174.273499 nChanged 11 SP:Iteration 6Q (1591.970000 sec): 3 clusters Score: Raw -71376.359327 + Penalty 3166.219291 = -68210.140036 nChanged 9 SP:Iteration 7Q (1592.130000 sec): 3 clusters Score: Raw -71406.318113 + Penalty 3166.219291 = -68240.098822 nChanged 8 SP:Iteration 8Q (1592.290000 sec): 3 clusters Score: Raw -71437.260621 + Penalty 3166.219291 = -68271.041330 nChanged 8 SP:Iteration 9Q (1592.450000 sec): 3 clusters Score: Raw -71470.962591 + Penalty 3166.219291 = -68304.743300 nChanged 7 SP:Iteration 10Q (1592.670000 sec): 3 clusters Score: Raw -71488.024461 + Penalty 3166.219291 = -68321.805170 nChanged 4 SP:Iteration 11Q (1592.850000 sec): 3 clusters Score: Raw -71498.846058 + Penalty 3166.219291 = -68332.626767 nChanged 2 SP:Iteration 12Q (1593.060000 sec): 3 clusters Score: Raw -71501.923765 + Penalty 3166.219291 = -68335.704474 nChanged 1 SP:Iteration 13Q (1593.280000 sec): 3 clusters Score: Raw -71503.306357 + Penalty 3166.219291 = -68337.087066 nChanged 1 SP:Iteration 14Q (1593.490000 sec): 3 clusters Score: Raw -71505.287994 + Penalty 3166.219291 = -68339.068703 nChanged 1 SP:Iteration 15Q (1593.670000 sec): 3 clusters Score: Raw -71507.620940 + Penalty 3166.219291 = -68341.401649 nChanged 2 SP:Iteration 16Q (1593.830000 sec): 3 clusters Score: Raw -71511.067066 + Penalty 3166.219291 = -68344.847775 nChanged 1 SP:Iteration 17Q (1594.050000 sec): 3 clusters Score: Raw -71512.223592 + Penalty 3166.219291 = -68346.004301 nChanged 3 SP:Iteration 18Q (1594.220000 sec): 3 clusters Score: Raw -71518.821879 + Penalty 3166.219291 = -68352.602588 nChanged 4 SP:Iteration 19Q (1594.350000 sec): 3 clusters Score: Raw -71524.814325 + Penalty 3166.219291 = -68358.595034 nChanged 2 SP:Iteration 20F (1594.570000 sec): 3 clusters Score: Raw -71530.914085 + Penalty 3166.219291 = -68364.694794 nChanged 3 SP:Iteration 21Q (1594.740000 sec): 3 clusters Score: Raw -71536.662133 + Penalty 3166.219291 = -68370.442842 nChanged 4 SP:Iteration 22Q (1594.980000 sec): 3 clusters Score: Raw -71549.730090 + Penalty 3166.219291 = -68383.510800 nChanged 4 SP:Iteration 23Q (1595.130000 sec): 3 clusters Score: Raw -71559.810275 + Penalty 3166.219291 = -68393.590984 nChanged 9 SP:Iteration 24Q (1595.290000 sec): 3 clusters Score: Raw -71595.601310 + Penalty 3166.219291 = -68429.382019 nChanged 7 SP:Iteration 25Q (1595.440000 sec): 3 clusters Score: Raw -71625.861713 + Penalty 3166.219291 = -68459.642422 nChanged 8 SP:Iteration 26Q (1595.680000 sec): 3 clusters Score: Raw -71693.833846 + Penalty 3166.219291 = -68527.614555 nChanged 9 SP:Iteration 27Q (1595.850000 sec): 3 clusters Score: Raw -71933.659803 + Penalty 3166.219291 = -68767.440512 nChanged 1 SP:Iteration 28Q (1596.040000 sec): 3 clusters Score: Raw -71980.187772 + Penalty 3166.219291 = -68813.968481 nChanged 0 SP:Iteration 29F (1596.200000 sec): 3 clusters Score: Raw -71980.187772 + Penalty 3166.219291 = -68813.968481 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.280000 sec): 2 clusters Score: Raw -39159.785341 + Penalty 1416.185900 = -37743.599440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1596.440000 sec): 3 clusters Score: Raw -39281.233893 + Penalty 2832.371801 = -36448.862092 nChanged 40 SP:Iteration 1F (1596.600000 sec): 3 clusters Score: Raw -39409.266099 + Penalty 2832.371801 = -36576.894298 nChanged 14 SP:Iteration 2Q (1596.770000 sec): 3 clusters Score: Raw -39463.804393 + Penalty 2832.371801 = -36631.432593 nChanged 4 SP:Iteration 3Q (1596.960000 sec): 3 clusters Score: Raw -39476.460394 + Penalty 2832.371801 = -36644.088593 nChanged 0 SP:Iteration 4F (1597.130000 sec): 3 clusters Score: Raw -39476.460394 + Penalty 2832.371801 = -36644.088593 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1597.270000 sec): 2 clusters Score: Raw -148745.931893 + Penalty 1795.858838 = -146950.073054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1597.460000 sec): 3 clusters Score: Raw -148558.353601 + Penalty 3591.717677 = -144966.635925 nChanged 419 SP:Iteration 1F (1597.640000 sec): 3 clusters Score: Raw -149729.633891 + Penalty 3591.717677 = -146137.916215 nChanged 216 SP:Iteration 2F (1597.850000 sec): 3 clusters Score: Raw -150810.489766 + Penalty 3591.717677 = -147218.772089 nChanged 127 SP:Iteration 3F (1598.030000 sec): 3 clusters Score: Raw -151288.767460 + Penalty 3591.717677 = -147697.049784 nChanged 76 SP:Iteration 4F (1598.200000 sec): 3 clusters Score: Raw -151620.761906 + Penalty 3591.717677 = -148029.044230 nChanged 44 SP:Iteration 5Q (1598.480000 sec): 3 clusters Score: Raw -152429.233743 + Penalty 3591.717677 = -148837.516067 nChanged 27 SP:Iteration 6Q (1598.620000 sec): 3 clusters Score: Raw -153189.758196 + Penalty 3591.717677 = -149598.040519 nChanged 21 SP:Iteration 7Q (1598.880000 sec): 3 clusters Score: Raw -153293.800682 + Penalty 3591.717677 = -149702.083005 nChanged 10 SP:Iteration 8Q (1599.050000 sec): 3 clusters Score: Raw -153321.876758 + Penalty 3591.717677 = -149730.159081 nChanged 6 SP:Iteration 9Q (1599.210000 sec): 3 clusters Score: Raw -153352.426954 + Penalty 3591.717677 = -149760.709277 nChanged 7 SP:Iteration 10Q (1599.380000 sec): 3 clusters Score: Raw -153399.008666 + Penalty 3591.717677 = -149807.290989 nChanged 7 SP:Iteration 11Q (1599.540000 sec): 3 clusters Score: Raw -153431.781680 + Penalty 3591.717677 = -149840.064004 nChanged 6 SP:Iteration 12Q (1599.700000 sec): 3 clusters Score: Raw -153460.105737 + Penalty 3591.717677 = -149868.388060 nChanged 5 SP:Iteration 13Q (1599.920000 sec): 3 clusters Score: Raw -153485.598265 + Penalty 3591.717677 = -149893.880589 nChanged 3 SP:Iteration 14Q (1600.130000 sec): 3 clusters Score: Raw -153492.838206 + Penalty 3591.717677 = -149901.120529 nChanged 2 SP:Iteration 15Q (1600.320000 sec): 3 clusters Score: Raw -153498.331834 + Penalty 3591.717677 = -149906.614157 nChanged 0 SP:Iteration 16F (1600.470000 sec): 3 clusters Score: Raw -153498.331834 + Penalty 3591.717677 = -149906.614157 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (4112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1600.600000 sec): 2 clusters Score: Raw -540167.471630 + Penalty 2063.772872 = -538103.698758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.900000 sec): 3 clusters Score: Raw -538230.084718 + Penalty 4127.545744 = -534102.538973 nChanged 1521 SP:Iteration 1F (1601.090000 sec): 3 clusters Score: Raw -539106.336875 + Penalty 4127.545744 = -534978.791131 nChanged 312 SP:Iteration 2F (1601.280000 sec): 3 clusters Score: Raw -539344.629611 + Penalty 4127.545744 = -535217.083866 nChanged 236 SP:Iteration 3F (1601.490000 sec): 3 clusters Score: Raw -539498.216442 + Penalty 4127.545744 = -535370.670698 nChanged 181 SP:Iteration 4Q (1601.680000 sec): 3 clusters Score: Raw -539612.915306 + Penalty 4127.545744 = -535485.369562 nChanged 129 SP:Iteration 5Q (1601.890000 sec): 3 clusters Score: Raw -539688.577731 + Penalty 4127.545744 = -535561.031986 nChanged 89 SP:Iteration 6Q (1602.080000 sec): 3 clusters Score: Raw -539742.672698 + Penalty 4127.545744 = -535615.126953 nChanged 81 SP:Iteration 7Q (1602.260000 sec): 3 clusters Score: Raw -539786.736748 + Penalty 4127.545744 = -535659.191004 nChanged 70 SP:Iteration 8Q (1602.460000 sec): 3 clusters Score: Raw -539828.483051 + Penalty 4127.545744 = -535700.937307 nChanged 78 SP:Iteration 9Q (1602.710000 sec): 3 clusters Score: Raw -539873.092070 + Penalty 4127.545744 = -535745.546326 nChanged 69 SP:Iteration 10Q (1602.920000 sec): 3 clusters Score: Raw -539913.021466 + Penalty 4127.545744 = -535785.475722 nChanged 72 SP:Iteration 11Q (1603.150000 sec): 3 clusters Score: Raw -539947.976294 + Penalty 4127.545744 = -535820.430549 nChanged 54 SP:Iteration 12Q (1603.360000 sec): 3 clusters Score: Raw -539974.674136 + Penalty 4127.545744 = -535847.128392 nChanged 52 SP:Iteration 13Q (1603.580000 sec): 3 clusters Score: Raw -539997.543185 + Penalty 4127.545744 = -535869.997440 nChanged 42 SP:Iteration 14Q (1603.830000 sec): 3 clusters Score: Raw -540013.240496 + Penalty 4127.545744 = -535885.694752 nChanged 27 SP:Iteration 15Q (1604.090000 sec): 3 clusters Score: Raw -540023.348578 + Penalty 4127.545744 = -535895.802833 nChanged 25 SP:Iteration 16Q (1604.320000 sec): 3 clusters Score: Raw -540033.474637 + Penalty 4127.545744 = -535905.928893 nChanged 25 SP:Iteration 17Q (1604.540000 sec): 3 clusters Score: Raw -540040.888553 + Penalty 4127.545744 = -535913.342809 nChanged 23 SP:Iteration 18Q (1604.850000 sec): 3 clusters Score: Raw -540048.390316 + Penalty 4127.545744 = -535920.844572 nChanged 21 SP:Iteration 19Q (1605.040000 sec): 3 clusters Score: Raw -540057.308402 + Penalty 4127.545744 = -535929.762658 nChanged 28 SP:Iteration 20F (1605.220000 sec): 3 clusters Score: Raw -540070.356225 + Penalty 4127.545744 = -535942.810480 nChanged 34 SP:Iteration 21Q (1605.390000 sec): 3 clusters Score: Raw -540083.211972 + Penalty 4127.545744 = -535955.666227 nChanged 33 SP:Iteration 22Q (1605.570000 sec): 3 clusters Score: Raw -540097.134878 + Penalty 4127.545744 = -535969.589133 nChanged 30 SP:Iteration 23Q (1605.760000 sec): 3 clusters Score: Raw -540108.017930 + Penalty 4127.545744 = -535980.472186 nChanged 27 SP:Iteration 24Q (1605.970000 sec): 3 clusters Score: Raw -540120.055863 + Penalty 4127.545744 = -535992.510119 nChanged 33 SP:Iteration 25Q (1606.170000 sec): 3 clusters Score: Raw -540133.130551 + Penalty 4127.545744 = -536005.584807 nChanged 29 SP:Iteration 26Q (1606.360000 sec): 3 clusters Score: Raw -540142.972026 + Penalty 4127.545744 = -536015.426282 nChanged 16 SP:Iteration 27Q (1606.550000 sec): 3 clusters Score: Raw -540148.222190 + Penalty 4127.545744 = -536020.676446 nChanged 15 SP:Iteration 28Q (1606.760000 sec): 3 clusters Score: Raw -540153.159321 + Penalty 4127.545744 = -536025.613577 nChanged 20 SP:Iteration 29Q (1606.980000 sec): 3 clusters Score: Raw -540162.246536 + Penalty 4127.545744 = -536034.700792 nChanged 18 SP:Iteration 30Q (1607.170000 sec): 3 clusters Score: Raw -540171.327529 + Penalty 4127.545744 = -536043.781784 nChanged 18 SP:Iteration 31Q (1607.370000 sec): 3 clusters Score: Raw -540177.911603 + Penalty 4127.545744 = -536050.365859 nChanged 17 SP:Iteration 32Q (1607.570000 sec): 3 clusters Score: Raw -540183.160650 + Penalty 4127.545744 = -536055.614905 nChanged 15 SP:Iteration 33Q (1607.750000 sec): 3 clusters Score: Raw -540188.227546 + Penalty 4127.545744 = -536060.681801 nChanged 20 SP:Iteration 34Q (1607.920000 sec): 3 clusters Score: Raw -540194.488523 + Penalty 4127.545744 = -536066.942779 nChanged 14 SP:Iteration 35Q (1608.110000 sec): 3 clusters Score: Raw -540199.483142 + Penalty 4127.545744 = -536071.937398 nChanged 17 SP:Iteration 36Q (1608.330000 sec): 3 clusters Score: Raw -540205.869691 + Penalty 4127.545744 = -536078.323947 nChanged 21 SP:Iteration 37Q (1608.550000 sec): 3 clusters Score: Raw -540211.764652 + Penalty 4127.545744 = -536084.218907 nChanged 13 SP:Iteration 38Q (1608.760000 sec): 3 clusters Score: Raw -540216.917546 + Penalty 4127.545744 = -536089.371801 nChanged 18 SP:Iteration 39Q (1608.910000 sec): 3 clusters Score: Raw -540225.682197 + Penalty 4127.545744 = -536098.136453 nChanged 24 SP:Iteration 40F (1609.110000 sec): 3 clusters Score: Raw -540236.301545 + Penalty 4127.545744 = -536108.755801 nChanged 22 SP:Iteration 41Q (1609.300000 sec): 3 clusters Score: Raw -540246.174703 + Penalty 4127.545744 = -536118.628958 nChanged 22 SP:Iteration 42Q (1609.510000 sec): 3 clusters Score: Raw -540258.784231 + Penalty 4127.545744 = -536131.238487 nChanged 25 SP:Iteration 43Q (1609.740000 sec): 3 clusters Score: Raw -540269.392653 + Penalty 4127.545744 = -536141.846909 nChanged 26 SP:Iteration 44Q (1609.930000 sec): 3 clusters Score: Raw -540280.289177 + Penalty 4127.545744 = -536152.743433 nChanged 27 SP:Iteration 45Q (1610.150000 sec): 3 clusters Score: Raw -540290.408804 + Penalty 4127.545744 = -536162.863060 nChanged 21 SP:Iteration 46Q (1610.380000 sec): 3 clusters Score: Raw -540298.644230 + Penalty 4127.545744 = -536171.098486 nChanged 26 SP:Iteration 47Q (1610.580000 sec): 3 clusters Score: Raw -540310.819583 + Penalty 4127.545744 = -536183.273838 nChanged 31 SP:Iteration 48Q (1610.810000 sec): 3 clusters Score: Raw -540325.571800 + Penalty 4127.545744 = -536198.026055 nChanged 32 SP:Iteration 49Q (1611.040000 sec): 3 clusters Score: Raw -540339.806421 + Penalty 4127.545744 = -536212.260677 nChanged 25 SP:Iteration 50Q (1611.260000 sec): 3 clusters Score: Raw -540352.804565 + Penalty 4127.545744 = -536225.258821 nChanged 25 SP:Iteration 51Q (1611.510000 sec): 3 clusters Score: Raw -540363.077469 + Penalty 4127.545744 = -536235.531725 nChanged 21 SP:Iteration 52Q (1611.760000 sec): 3 clusters Score: Raw -540373.164958 + Penalty 4127.545744 = -536245.619213 nChanged 21 SP:Iteration 53Q (1611.930000 sec): 3 clusters Score: Raw -540383.185440 + Penalty 4127.545744 = -536255.639696 nChanged 22 SP:Iteration 54Q (1612.170000 sec): 3 clusters Score: Raw -540392.982870 + Penalty 4127.545744 = -536265.437125 nChanged 16 SP:Iteration 55Q (1612.360000 sec): 3 clusters Score: Raw -540399.844980 + Penalty 4127.545744 = -536272.299236 nChanged 26 SP:Iteration 56Q (1612.560000 sec): 3 clusters Score: Raw -540411.803309 + Penalty 4127.545744 = -536284.257564 nChanged 26 SP:Iteration 57Q (1612.760000 sec): 3 clusters Score: Raw -540424.081116 + Penalty 4127.545744 = -536296.535372 nChanged 25 SP:Iteration 58Q (1612.930000 sec): 3 clusters Score: Raw -540434.720873 + Penalty 4127.545744 = -536307.175128 nChanged 18 SP:Iteration 59Q (1613.090000 sec): 3 clusters Score: Raw -540442.903445 + Penalty 4127.545744 = -536315.357701 nChanged 20 SP:Iteration 60F (1613.290000 sec): 3 clusters Score: Raw -540451.783688 + Penalty 4127.545744 = -536324.237943 nChanged 27 SP:Iteration 61Q (1613.490000 sec): 3 clusters Score: Raw -540462.545281 + Penalty 4127.545744 = -536334.999536 nChanged 18 SP:Iteration 62Q (1613.640000 sec): 3 clusters Score: Raw -540470.456166 + Penalty 4127.545744 = -536342.910422 nChanged 19 SP:Iteration 63Q (1613.850000 sec): 3 clusters Score: Raw -540477.339153 + Penalty 4127.545744 = -536349.793408 nChanged 15 SP:Iteration 64Q (1614.020000 sec): 3 clusters Score: Raw -540485.205497 + Penalty 4127.545744 = -536357.659753 nChanged 19 SP:Iteration 65Q (1614.240000 sec): 3 clusters Score: Raw -540498.405859 + Penalty 4127.545744 = -536370.860115 nChanged 23 SP:Iteration 66Q (1614.510000 sec): 3 clusters Score: Raw -540509.453273 + Penalty 4127.545744 = -536381.907529 nChanged 14 SP:Iteration 67Q (1614.730000 sec): 3 clusters Score: Raw -540514.667052 + Penalty 4127.545744 = -536387.121307 nChanged 15 SP:Iteration 68Q (1614.900000 sec): 3 clusters Score: Raw -540521.524589 + Penalty 4127.545744 = -536393.978845 nChanged 17 SP:Iteration 69Q (1615.080000 sec): 3 clusters Score: Raw -540527.775153 + Penalty 4127.545744 = -536400.229409 nChanged 9 SP:Iteration 70Q (1615.340000 sec): 3 clusters Score: Raw -540531.464773 + Penalty 4127.545744 = -536403.919028 nChanged 7 SP:Iteration 71Q (1615.480000 sec): 3 clusters Score: Raw -540534.633251 + Penalty 4127.545744 = -536407.087507 nChanged 5 SP:Iteration 72Q (1615.720000 sec): 3 clusters Score: Raw -540535.980572 + Penalty 4127.545744 = -536408.434827 nChanged 3 SP:Iteration 73Q (1615.910000 sec): 3 clusters Score: Raw -540537.455806 + Penalty 4127.545744 = -536409.910062 nChanged 4 SP:Iteration 74Q (1616.100000 sec): 3 clusters Score: Raw -540540.309230 + Penalty 4127.545744 = -536412.763486 nChanged 5 SP:Iteration 75Q (1616.300000 sec): 3 clusters Score: Raw -540543.151266 + Penalty 4127.545744 = -536415.605522 nChanged 6 SP:Iteration 76Q (1616.530000 sec): 3 clusters Score: Raw -540545.827460 + Penalty 4127.545744 = -536418.281716 nChanged 6 SP:Iteration 77Q (1616.730000 sec): 3 clusters Score: Raw -540548.473701 + Penalty 4127.545744 = -536420.927957 nChanged 7 SP:Iteration 78Q (1616.890000 sec): 3 clusters Score: Raw -540552.213945 + Penalty 4127.545744 = -536424.668200 nChanged 8 SP:Iteration 79Q (1617.090000 sec): 3 clusters Score: Raw -540555.737097 + Penalty 4127.545744 = -536428.191352 nChanged 4 SP:Iteration 80F (1617.340000 sec): 3 clusters Score: Raw -540558.149250 + Penalty 4127.545744 = -536430.603505 nChanged 7 SP:Iteration 81Q (1617.480000 sec): 3 clusters Score: Raw -540560.786851 + Penalty 4127.545744 = -536433.241107 nChanged 6 SP:Iteration 82Q (1617.700000 sec): 3 clusters Score: Raw -540563.208072 + Penalty 4127.545744 = -536435.662327 nChanged 4 SP:Iteration 83Q (1617.840000 sec): 3 clusters Score: Raw -540565.001552 + Penalty 4127.545744 = -536437.455807 nChanged 2 SP:Iteration 84Q (1618.060000 sec): 3 clusters Score: Raw -540566.029415 + Penalty 4127.545744 = -536438.483671 nChanged 4 SP:Iteration 85Q (1618.240000 sec): 3 clusters Score: Raw -540568.188541 + Penalty 4127.545744 = -536440.642796 nChanged 3 SP:Iteration 86Q (1618.430000 sec): 3 clusters Score: Raw -540569.511586 + Penalty 4127.545744 = -536441.965841 nChanged 3 SP:Iteration 87Q (1618.690000 sec): 3 clusters Score: Raw -540570.277864 + Penalty 4127.545744 = -536442.732119 nChanged 1 SP:Iteration 88Q (1618.910000 sec): 3 clusters Score: Raw -540571.064727 + Penalty 4127.545744 = -536443.518983 nChanged 3 SP:Iteration 89Q (1619.120000 sec): 3 clusters Score: Raw -540572.576663 + Penalty 4127.545744 = -536445.030919 nChanged 2 SP:Iteration 90Q (1619.240000 sec): 3 clusters Score: Raw -540573.015182 + Penalty 4127.545744 = -536445.469438 nChanged 1 SP:Iteration 91Q (1619.440000 sec): 3 clusters Score: Raw -540573.442279 + Penalty 4127.545744 = -536445.896534 nChanged 1 SP:Iteration 92Q (1619.630000 sec): 3 clusters Score: Raw -540574.386227 + Penalty 4127.545744 = -536446.840482 nChanged 2 SP:Iteration 93Q (1619.820000 sec): 3 clusters Score: Raw -540574.954796 + Penalty 4127.545744 = -536447.409051 nChanged 3 SP:Iteration 94Q (1620.020000 sec): 3 clusters Score: Raw -540576.359759 + Penalty 4127.545744 = -536448.814015 nChanged 2 SP:Iteration 95Q (1620.230000 sec): 3 clusters Score: Raw -540576.907385 + Penalty 4127.545744 = -536449.361641 nChanged 0 SP:Iteration 96F (1620.430000 sec): 3 clusters Score: Raw -540576.907385 + Penalty 4127.545744 = -536449.361641 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (320590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1622.340000 sec): 2 clusters Score: Raw -43389468.603062 + Penalty 3144.123745 = -43386324.479317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1624.270000 sec): 3 clusters Score: Raw -43177355.249734 + Penalty 6288.247490 = -43171067.002243 nChanged 155115 SP:Iteration 1F (1626.160000 sec): 3 clusters Score: Raw -43270321.027204 + Penalty 6288.247490 = -43264032.779714 nChanged 9793 SP:Iteration 2Q (1628.070000 sec): 3 clusters Score: Raw -43272813.655686 + Penalty 6288.247490 = -43266525.408196 nChanged 11006 SP:Iteration 3Q (1630.190000 sec): 3 clusters Score: Raw -43275992.969144 + Penalty 6288.247490 = -43269704.721654 nChanged 12235 SP:Iteration 4Q (1632.190000 sec): 3 clusters Score: Raw -43279929.722712 + Penalty 6288.247490 = -43273641.475222 nChanged 13336 SP:Iteration 5Q (1634.100000 sec): 3 clusters Score: Raw -43284583.972017 + Penalty 6288.247490 = -43278295.724527 nChanged 14180 SP:Iteration 6Q (1636.030000 sec): 3 clusters Score: Raw -43289866.202098 + Penalty 6288.247490 = -43283577.954607 nChanged 14635 SP:Iteration 7Q (1638.140000 sec): 3 clusters Score: Raw -43295667.747696 + Penalty 6288.247490 = -43289379.500205 nChanged 14904 SP:Iteration 8Q (1640.250000 sec): 3 clusters Score: Raw -43301785.232233 + Penalty 6288.247490 = -43295496.984742 nChanged 14848 SP:Iteration 9Q (1642.470000 sec): 3 clusters Score: Raw -43308351.186438 + Penalty 6288.247490 = -43302062.938948 nChanged 14856 SP:Iteration 10Q (1644.650000 sec): 3 clusters Score: Raw -43315717.376242 + Penalty 6288.247490 = -43309429.128752 nChanged 14940 SP:Iteration 11Q (1646.780000 sec): 3 clusters Score: Raw -43323981.424434 + Penalty 6288.247490 = -43317693.176944 nChanged 14419 SP:Iteration 12Q (1648.890000 sec): 3 clusters Score: Raw -43332078.692665 + Penalty 6288.247490 = -43325790.445175 nChanged 12747 SP:Iteration 13Q (1650.970000 sec): 3 clusters Score: Raw -43337890.389847 + Penalty 6288.247490 = -43331602.142357 nChanged 9614 SP:Iteration 14Q (1653.040000 sec): 3 clusters Score: Raw -43341058.460851 + Penalty 6288.247490 = -43334770.213360 nChanged 6700 SP:Iteration 15Q (1655.160000 sec): 3 clusters Score: Raw -43342830.774196 + Penalty 6288.247490 = -43336542.526706 nChanged 5133 SP:Iteration 16Q (1657.200000 sec): 3 clusters Score: Raw -43344140.548218 + Penalty 6288.247490 = -43337852.300728 nChanged 4591 SP:Iteration 17Q (1659.160000 sec): 3 clusters Score: Raw -43345345.510071 + Penalty 6288.247490 = -43339057.262581 nChanged 4407 SP:Iteration 18Q (1661.210000 sec): 3 clusters Score: Raw -43346573.821219 + Penalty 6288.247490 = -43340285.573729 nChanged 4489 SP:Iteration 19Q (1663.300000 sec): 3 clusters Score: Raw -43347837.923203 + Penalty 6288.247490 = -43341549.675713 nChanged 4506 SP:Iteration 20F (1665.500000 sec): 3 clusters Score: Raw -43349082.478950 + Penalty 6288.247490 = -43342794.231459 nChanged 4486 SP:Iteration 21Q (1667.870000 sec): 3 clusters Score: Raw -43350271.354892 + Penalty 6288.247490 = -43343983.107402 nChanged 4340 SP:Iteration 22Q (1669.860000 sec): 3 clusters Score: Raw -43351366.038597 + Penalty 6288.247490 = -43345077.791107 nChanged 4132 SP:Iteration 23Q (1671.950000 sec): 3 clusters Score: Raw -43352406.902358 + Penalty 6288.247490 = -43346118.654868 nChanged 4124 SP:Iteration 24Q (1673.940000 sec): 3 clusters Score: Raw -43353439.687838 + Penalty 6288.247490 = -43347151.440347 nChanged 4095 SP:Iteration 25Q (1676.020000 sec): 3 clusters Score: Raw -43354417.392203 + Penalty 6288.247490 = -43348129.144713 nChanged 3982 SP:Iteration 26Q (1678.700000 sec): 3 clusters Score: Raw -43355381.937155 + Penalty 6288.247490 = -43349093.689664 nChanged 4001 SP:Iteration 27Q (1680.960000 sec): 3 clusters Score: Raw -43356348.606649 + Penalty 6288.247490 = -43350060.359159 nChanged 3926 SP:Iteration 28Q (1683.140000 sec): 3 clusters Score: Raw -43357293.388496 + Penalty 6288.247490 = -43351005.141005 nChanged 3966 SP:Iteration 29Q (1685.330000 sec): 3 clusters Score: Raw -43358225.291289 + Penalty 6288.247490 = -43351937.043799 nChanged 3783 SP:Iteration 30Q (1687.630000 sec): 3 clusters Score: Raw -43359086.992553 + Penalty 6288.247490 = -43352798.745063 nChanged 3661 SP:Iteration 31Q (1689.900000 sec): 3 clusters Score: Raw -43359903.272114 + Penalty 6288.247490 = -43353615.024623 nChanged 3592 SP:Iteration 32Q (1692.400000 sec): 3 clusters Score: Raw -43360715.377116 + Penalty 6288.247490 = -43354427.129625 nChanged 3627 SP:Iteration 33Q (1694.210000 sec): 3 clusters Score: Raw -43361513.387066 + Penalty 6288.247490 = -43355225.139575 nChanged 3530 SP:Iteration 34Q (1696.180000 sec): 3 clusters Score: Raw -43362259.873566 + Penalty 6288.247490 = -43355971.626076 nChanged 3411 SP:Iteration 35Q (1698.080000 sec): 3 clusters Score: Raw -43362951.127788 + Penalty 6288.247490 = -43356662.880298 nChanged 3287 SP:Iteration 36Q (1700.030000 sec): 3 clusters Score: Raw -43363561.006016 + Penalty 6288.247490 = -43357272.758526 nChanged 3064 SP:Iteration 37Q (1702.090000 sec): 3 clusters Score: Raw -43364090.039745 + Penalty 6288.247490 = -43357801.792254 nChanged 2884 SP:Iteration 38Q (1704.160000 sec): 3 clusters Score: Raw -43364553.007166 + Penalty 6288.247490 = -43358264.759676 nChanged 2675 SP:Iteration 39Q (1706.120000 sec): 3 clusters Score: Raw -43364962.153020 + Penalty 6288.247490 = -43358673.905530 nChanged 2561 SP:Iteration 40F (1708.070000 sec): 3 clusters Score: Raw -43365395.507901 + Penalty 6288.247490 = -43359107.260410 nChanged 2575 SP:Iteration 41Q (1710.140000 sec): 3 clusters Score: Raw -43365778.500461 + Penalty 6288.247490 = -43359490.252971 nChanged 2466 SP:Iteration 42Q (1712.200000 sec): 3 clusters Score: Raw -43366120.870553 + Penalty 6288.247490 = -43359832.623063 nChanged 2401 SP:Iteration 43Q (1714.230000 sec): 3 clusters Score: Raw -43366444.461643 + Penalty 6288.247490 = -43360156.214152 nChanged 2430 SP:Iteration 44Q (1716.270000 sec): 3 clusters Score: Raw -43366768.515292 + Penalty 6288.247490 = -43360480.267801 nChanged 2350 SP:Iteration 45Q (1718.080000 sec): 3 clusters Score: Raw -43367077.053381 + Penalty 6288.247490 = -43360788.805891 nChanged 2412 SP:Iteration 46Q (1720.150000 sec): 3 clusters Score: Raw -43367386.260900 + Penalty 6288.247490 = -43361098.013409 nChanged 2348 SP:Iteration 47Q (1722.090000 sec): 3 clusters Score: Raw -43367677.716672 + Penalty 6288.247490 = -43361389.469182 nChanged 2373 SP:Iteration 48Q (1724.170000 sec): 3 clusters Score: Raw -43367975.910963 + Penalty 6288.247490 = -43361687.663472 nChanged 2375 SP:Iteration 49Q (1726.280000 sec): 3 clusters Score: Raw -43368262.980293 + Penalty 6288.247490 = -43361974.732803 nChanged 2254 SP:Iteration 50Q (1728.380000 sec): 3 clusters Score: Raw -43368525.716456 + Penalty 6288.247490 = -43362237.468966 nChanged 2211 SP:Iteration 51Q (1730.170000 sec): 3 clusters Score: Raw -43368784.044726 + Penalty 6288.247490 = -43362495.797236 nChanged 2230 SP:Iteration 52Q (1731.930000 sec): 3 clusters Score: Raw -43369047.496006 + Penalty 6288.247490 = -43362759.248515 nChanged 2261 SP:Iteration 53Q (1733.840000 sec): 3 clusters Score: Raw -43369317.514044 + Penalty 6288.247490 = -43363029.266554 nChanged 2267 SP:Iteration 54Q (1735.690000 sec): 3 clusters Score: Raw -43369584.494615 + Penalty 6288.247490 = -43363296.247125 nChanged 2170 SP:Iteration 55Q (1737.640000 sec): 3 clusters Score: Raw -43369840.454877 + Penalty 6288.247490 = -43363552.207386 nChanged 2186 SP:Iteration 56Q (1739.580000 sec): 3 clusters Score: Raw -43370100.545766 + Penalty 6288.247490 = -43363812.298276 nChanged 2156 SP:Iteration 57Q (1741.350000 sec): 3 clusters Score: Raw -43370359.651680 + Penalty 6288.247490 = -43364071.404190 nChanged 2130 SP:Iteration 58Q (1743.160000 sec): 3 clusters Score: Raw -43370613.538126 + Penalty 6288.247490 = -43364325.290636 nChanged 2171 SP:Iteration 59Q (1745.000000 sec): 3 clusters Score: Raw -43370872.915218 + Penalty 6288.247490 = -43364584.667728 nChanged 2152 SP:Iteration 60F (1747.020000 sec): 3 clusters Score: Raw -43371134.104160 + Penalty 6288.247490 = -43364845.856670 nChanged 2179 SP:Iteration 61Q (1748.940000 sec): 3 clusters Score: Raw -43371405.673570 + Penalty 6288.247490 = -43365117.426079 nChanged 2167 SP:Iteration 62Q (1750.930000 sec): 3 clusters Score: Raw -43371681.231129 + Penalty 6288.247490 = -43365392.983638 nChanged 2205 SP:Iteration 63Q (1752.720000 sec): 3 clusters Score: Raw -43371964.723690 + Penalty 6288.247490 = -43365676.476200 nChanged 2271 SP:Iteration 64Q (1754.610000 sec): 3 clusters Score: Raw -43372273.338936 + Penalty 6288.247490 = -43365985.091446 nChanged 2343 SP:Iteration 65Q (1756.360000 sec): 3 clusters Score: Raw -43372612.182333 + Penalty 6288.247490 = -43366323.934843 nChanged 2476 SP:Iteration 66Q (1758.190000 sec): 3 clusters Score: Raw -43372994.337149 + Penalty 6288.247490 = -43366706.089659 nChanged 2555 SP:Iteration 67Q (1759.950000 sec): 3 clusters Score: Raw -43373408.186263 + Penalty 6288.247490 = -43367119.938773 nChanged 2636 SP:Iteration 68Q (1761.680000 sec): 3 clusters Score: Raw -43373871.856300 + Penalty 6288.247490 = -43367583.608810 nChanged 2780 SP:Iteration 69Q (1763.490000 sec): 3 clusters Score: Raw -43374386.835163 + Penalty 6288.247490 = -43368098.587672 nChanged 2956 SP:Iteration 70Q (1765.460000 sec): 3 clusters Score: Raw -43374979.775543 + Penalty 6288.247490 = -43368691.528052 nChanged 3077 SP:Iteration 71Q (1767.480000 sec): 3 clusters Score: Raw -43375647.175401 + Penalty 6288.247490 = -43369358.927910 nChanged 3215 SP:Iteration 72Q (1769.240000 sec): 3 clusters Score: Raw -43376396.278633 + Penalty 6288.247490 = -43370108.031143 nChanged 3346 SP:Iteration 73Q (1771.120000 sec): 3 clusters Score: Raw -43377233.991466 + Penalty 6288.247490 = -43370945.743976 nChanged 3555 SP:Iteration 74Q (1773.150000 sec): 3 clusters Score: Raw -43378205.004261 + Penalty 6288.247490 = -43371916.756770 nChanged 3550 SP:Iteration 75Q (1774.930000 sec): 3 clusters Score: Raw -43379236.935628 + Penalty 6288.247490 = -43372948.688137 nChanged 3625 SP:Iteration 76Q (1776.940000 sec): 3 clusters Score: Raw -43380348.858531 + Penalty 6288.247490 = -43374060.611041 nChanged 3656 SP:Iteration 77Q (1778.690000 sec): 3 clusters Score: Raw -43381540.577734 + Penalty 6288.247490 = -43375252.330244 nChanged 3584 SP:Iteration 78Q (1780.260000 sec): 3 clusters Score: Raw -43382784.309832 + Penalty 6288.247490 = -43376496.062342 nChanged 3412 SP:Iteration 79Q (1781.960000 sec): 3 clusters Score: Raw -43384056.765213 + Penalty 6288.247490 = -43377768.517722 nChanged 3239 SP:Iteration 80F (1783.790000 sec): 3 clusters Score: Raw -43385299.220772 + Penalty 6288.247490 = -43379010.973281 nChanged 2795 SP:Iteration 81Q (1785.570000 sec): 3 clusters Score: Raw -43386354.267882 + Penalty 6288.247490 = -43380066.020391 nChanged 2379 SP:Iteration 82Q (1787.210000 sec): 3 clusters Score: Raw -43387252.683416 + Penalty 6288.247490 = -43380964.435926 nChanged 1997 SP:Iteration 83Q (1788.980000 sec): 3 clusters Score: Raw -43388006.789963 + Penalty 6288.247490 = -43381718.542473 nChanged 1615 SP:Iteration 84Q (1790.590000 sec): 3 clusters Score: Raw -43388621.562220 + Penalty 6288.247490 = -43382333.314730 nChanged 1285 SP:Iteration 85Q (1792.260000 sec): 3 clusters Score: Raw -43389085.150452 + Penalty 6288.247490 = -43382796.902962 nChanged 958 SP:Iteration 86Q (1794.080000 sec): 3 clusters Score: Raw -43389421.945074 + Penalty 6288.247490 = -43383133.697584 nChanged 737 SP:Iteration 87Q (1795.700000 sec): 3 clusters Score: Raw -43389685.274346 + Penalty 6288.247490 = -43383397.026855 nChanged 565 SP:Iteration 88Q (1797.320000 sec): 3 clusters Score: Raw -43389887.416133 + Penalty 6288.247490 = -43383599.168642 nChanged 432 SP:Iteration 89Q (1799.110000 sec): 3 clusters Score: Raw -43390031.176366 + Penalty 6288.247490 = -43383742.928876 nChanged 314 SP:Iteration 90Q (1800.810000 sec): 3 clusters Score: Raw -43390139.509894 + Penalty 6288.247490 = -43383851.262403 nChanged 262 SP:Iteration 91Q (1802.500000 sec): 3 clusters Score: Raw -43390229.970926 + Penalty 6288.247490 = -43383941.723436 nChanged 206 SP:Iteration 92Q (1804.090000 sec): 3 clusters Score: Raw -43390298.834498 + Penalty 6288.247490 = -43384010.587008 nChanged 166 SP:Iteration 93Q (1805.740000 sec): 3 clusters Score: Raw -43390350.191945 + Penalty 6288.247490 = -43384061.944455 nChanged 152 SP:Iteration 94Q (1807.420000 sec): 3 clusters Score: Raw -43390389.785411 + Penalty 6288.247490 = -43384101.537921 nChanged 102 SP:Iteration 95Q (1809.140000 sec): 3 clusters Score: Raw -43390415.802008 + Penalty 6288.247490 = -43384127.554518 nChanged 75 SP:Iteration 96Q (1811.040000 sec): 3 clusters Score: Raw -43390441.992192 + Penalty 6288.247490 = -43384153.744702 nChanged 91 SP:Iteration 97Q (1812.580000 sec): 3 clusters Score: Raw -43390468.539607 + Penalty 6288.247490 = -43384180.292117 nChanged 67 SP:Iteration 98Q (1814.180000 sec): 3 clusters Score: Raw -43390485.102713 + Penalty 6288.247490 = -43384196.855222 nChanged 49 SP:Iteration 99Q (1815.860000 sec): 3 clusters Score: Raw -43390496.691963 + Penalty 6288.247490 = -43384208.444473 nChanged 38 SP:Iteration 100F (1817.740000 sec): 3 clusters Score: Raw -43390504.815257 + Penalty 6288.247490 = -43384216.567767 nChanged 36 SP:Iteration 101Q (1819.300000 sec): 3 clusters Score: Raw -43390512.890997 + Penalty 6288.247490 = -43384224.643506 nChanged 37 SP:Iteration 102Q (1820.900000 sec): 3 clusters Score: Raw -43390521.057188 + Penalty 6288.247490 = -43384232.809698 nChanged 31 SP:Iteration 103Q (1822.570000 sec): 3 clusters Score: Raw -43390527.493845 + Penalty 6288.247490 = -43384239.246355 nChanged 28 SP:Iteration 104Q (1824.180000 sec): 3 clusters Score: Raw -43390533.292112 + Penalty 6288.247490 = -43384245.044622 nChanged 25 SP:Iteration 105Q (1825.840000 sec): 3 clusters Score: Raw -43390538.918094 + Penalty 6288.247490 = -43384250.670604 nChanged 27 SP:Iteration 106Q (1827.530000 sec): 3 clusters Score: Raw -43390544.062104 + Penalty 6288.247490 = -43384255.814614 nChanged 24 SP:Iteration 107Q (1829.150000 sec): 3 clusters Score: Raw -43390548.105710 + Penalty 6288.247490 = -43384259.858220 nChanged 26 SP:Iteration 108Q (1830.680000 sec): 3 clusters Score: Raw -43390553.393390 + Penalty 6288.247490 = -43384265.145900 nChanged 18 SP:Iteration 109Q (1832.470000 sec): 3 clusters Score: Raw -43390556.554776 + Penalty 6288.247490 = -43384268.307286 nChanged 19 SP:Iteration 110Q (1834.260000 sec): 3 clusters Score: Raw -43390559.409918 + Penalty 6288.247490 = -43384271.162428 nChanged 11 SP:Iteration 111Q (1835.830000 sec): 3 clusters Score: Raw -43390561.889710 + Penalty 6288.247490 = -43384273.642219 nChanged 12 SP:Iteration 112Q (1837.470000 sec): 3 clusters Score: Raw -43390564.010222 + Penalty 6288.247490 = -43384275.762732 nChanged 10 SP:Iteration 113Q (1839.020000 sec): 3 clusters Score: Raw -43390565.625871 + Penalty 6288.247490 = -43384277.378381 nChanged 14 SP:Iteration 114Q (1840.620000 sec): 3 clusters Score: Raw -43390568.472872 + Penalty 6288.247490 = -43384280.225382 nChanged 13 SP:Iteration 115Q (1842.260000 sec): 3 clusters Score: Raw -43390570.454192 + Penalty 6288.247490 = -43384282.206702 nChanged 9 SP:Iteration 116Q (1843.790000 sec): 3 clusters Score: Raw -43390571.549106 + Penalty 6288.247490 = -43384283.301616 nChanged 11 SP:Iteration 117Q (1845.290000 sec): 3 clusters Score: Raw -43390573.047686 + Penalty 6288.247490 = -43384284.800196 nChanged 6 SP:Iteration 118Q (1846.760000 sec): 3 clusters Score: Raw -43390574.299463 + Penalty 6288.247490 = -43384286.051973 nChanged 9 SP:Iteration 119Q (1848.310000 sec): 3 clusters Score: Raw -43390576.591880 + Penalty 6288.247490 = -43384288.344390 nChanged 9 SP:Iteration 120F (1850.140000 sec): 3 clusters Score: Raw -43390578.295031 + Penalty 6288.247490 = -43384290.047540 nChanged 9 SP:Iteration 121Q (1851.530000 sec): 3 clusters Score: Raw -43390579.740495 + Penalty 6288.247490 = -43384291.493005 nChanged 7 SP:Iteration 122Q (1853.030000 sec): 3 clusters Score: Raw -43390580.843704 + Penalty 6288.247490 = -43384292.596214 nChanged 7 SP:Iteration 123Q (1854.900000 sec): 3 clusters Score: Raw -43390582.062423 + Penalty 6288.247490 = -43384293.814933 nChanged 4 SP:Iteration 124Q (1856.630000 sec): 3 clusters Score: Raw -43390582.848585 + Penalty 6288.247490 = -43384294.601095 nChanged 5 SP:Iteration 125Q (1858.240000 sec): 3 clusters Score: Raw -43390583.705002 + Penalty 6288.247490 = -43384295.457512 nChanged 7 SP:Iteration 126Q (1859.850000 sec): 3 clusters Score: Raw -43390584.688897 + Penalty 6288.247490 = -43384296.441407 nChanged 4 SP:Iteration 127Q (1861.430000 sec): 3 clusters Score: Raw -43390585.403924 + Penalty 6288.247490 = -43384297.156433 nChanged 6 SP:Iteration 128Q (1863.050000 sec): 3 clusters Score: Raw -43390586.350463 + Penalty 6288.247490 = -43384298.102972 nChanged 6 SP:Iteration 129Q (1864.590000 sec): 3 clusters Score: Raw -43390587.955330 + Penalty 6288.247490 = -43384299.707840 nChanged 13 SP:Iteration 130Q (1866.260000 sec): 3 clusters Score: Raw -43390590.143504 + Penalty 6288.247490 = -43384301.896013 nChanged 17 SP:Iteration 131Q (1867.830000 sec): 3 clusters Score: Raw -43390593.079378 + Penalty 6288.247490 = -43384304.831888 nChanged 16 SP:Iteration 132Q (1869.390000 sec): 3 clusters Score: Raw -43390595.450437 + Penalty 6288.247490 = -43384307.202947 nChanged 11 SP:Iteration 133Q (1871.040000 sec): 3 clusters Score: Raw -43390597.324242 + Penalty 6288.247490 = -43384309.076752 nChanged 8 SP:Iteration 134Q (1872.620000 sec): 3 clusters Score: Raw -43390598.583050 + Penalty 6288.247490 = -43384310.335560 nChanged 3 SP:Iteration 135Q (1874.220000 sec): 3 clusters Score: Raw -43390599.295639 + Penalty 6288.247490 = -43384311.048149 nChanged 5 SP:Iteration 136Q (1875.920000 sec): 3 clusters Score: Raw -43390600.496358 + Penalty 6288.247490 = -43384312.248868 nChanged 5 SP:Iteration 137Q (1877.360000 sec): 3 clusters Score: Raw -43390601.593260 + Penalty 6288.247490 = -43384313.345770 nChanged 7 SP:Iteration 138Q (1878.920000 sec): 3 clusters Score: Raw -43390602.621292 + Penalty 6288.247490 = -43384314.373802 nChanged 3 SP:Iteration 139Q (1880.450000 sec): 3 clusters Score: Raw -43390603.490032 + Penalty 6288.247490 = -43384315.242542 nChanged 5 SP:Iteration 140F (1882.300000 sec): 3 clusters Score: Raw -43390604.026033 + Penalty 6288.247490 = -43384315.778542 nChanged 6 SP:Iteration 141Q (1883.970000 sec): 3 clusters Score: Raw -43390604.882512 + Penalty 6288.247490 = -43384316.635021 nChanged 8 SP:Iteration 142Q (1885.690000 sec): 3 clusters Score: Raw -43390606.347205 + Penalty 6288.247490 = -43384318.099715 nChanged 7 SP:Iteration 143Q (1887.350000 sec): 3 clusters Score: Raw -43390607.066403 + Penalty 6288.247490 = -43384318.818912 nChanged 3 SP:Iteration 144Q (1889.260000 sec): 3 clusters Score: Raw -43390607.971745 + Penalty 6288.247490 = -43384319.724255 nChanged 5 SP:Iteration 145Q (1890.830000 sec): 3 clusters Score: Raw -43390608.964610 + Penalty 6288.247490 = -43384320.717119 nChanged 4 SP:Iteration 146Q (1892.350000 sec): 3 clusters Score: Raw -43390609.740144 + Penalty 6288.247490 = -43384321.492654 nChanged 4 SP:Iteration 147Q (1894.050000 sec): 3 clusters Score: Raw -43390610.553302 + Penalty 6288.247490 = -43384322.305812 nChanged 7 SP:Iteration 148Q (1895.710000 sec): 3 clusters Score: Raw -43390611.729750 + Penalty 6288.247490 = -43384323.482259 nChanged 2 SP:Iteration 149Q (1897.450000 sec): 3 clusters Score: Raw -43390612.038583 + Penalty 6288.247490 = -43384323.791092 nChanged 1 SP:Iteration 150Q (1899.150000 sec): 3 clusters Score: Raw -43390612.183315 + Penalty 6288.247490 = -43384323.935824 nChanged 1 SP:Iteration 151Q (1901.120000 sec): 3 clusters Score: Raw -43390612.318142 + Penalty 6288.247490 = -43384324.070652 nChanged 1 SP:Iteration 152Q (1902.920000 sec): 3 clusters Score: Raw -43390612.491706 + Penalty 6288.247490 = -43384324.244216 nChanged 1 SP:Iteration 153Q (1904.520000 sec): 3 clusters Score: Raw -43390612.851526 + Penalty 6288.247490 = -43384324.604036 nChanged 1 SP:Iteration 154Q (1906.160000 sec): 3 clusters Score: Raw -43390612.964056 + Penalty 6288.247490 = -43384324.716565 nChanged 1 SP:Iteration 155Q (1907.900000 sec): 3 clusters Score: Raw -43390613.259766 + Penalty 6288.247490 = -43384325.012275 nChanged 3 SP:Iteration 156Q (1909.590000 sec): 3 clusters Score: Raw -43390613.971981 + Penalty 6288.247490 = -43384325.724490 nChanged 4 SP:Iteration 157Q (1911.290000 sec): 3 clusters Score: Raw -43390614.841596 + Penalty 6288.247490 = -43384326.594105 nChanged 7 SP:Iteration 158Q (1913.070000 sec): 3 clusters Score: Raw -43390615.729665 + Penalty 6288.247490 = -43384327.482175 nChanged 4 SP:Iteration 159Q (1914.540000 sec): 3 clusters Score: Raw -43390616.522392 + Penalty 6288.247490 = -43384328.274902 nChanged 3 SP:Iteration 160F (1916.330000 sec): 3 clusters Score: Raw -43390617.206455 + Penalty 6288.247490 = -43384328.958965 nChanged 5 SP:Iteration 161Q (1917.750000 sec): 3 clusters Score: Raw -43390618.081402 + Penalty 6288.247490 = -43384329.833912 nChanged 5 SP:Iteration 162Q (1919.110000 sec): 3 clusters Score: Raw -43390619.124892 + Penalty 6288.247490 = -43384330.877402 nChanged 4 SP:Iteration 163Q (1920.540000 sec): 3 clusters Score: Raw -43390619.928529 + Penalty 6288.247490 = -43384331.681038 nChanged 4 SP:Iteration 164Q (1922.010000 sec): 3 clusters Score: Raw -43390620.418627 + Penalty 6288.247490 = -43384332.171137 nChanged 6 SP:Iteration 165Q (1923.410000 sec): 3 clusters Score: Raw -43390621.233887 + Penalty 6288.247490 = -43384332.986397 nChanged 4 SP:Iteration 166Q (1924.940000 sec): 3 clusters Score: Raw -43390621.777534 + Penalty 6288.247490 = -43384333.530044 nChanged 2 SP:Iteration 167Q (1926.350000 sec): 3 clusters Score: Raw -43390621.982202 + Penalty 6288.247490 = -43384333.734712 nChanged 0 SP:Iteration 168F (1928.060000 sec): 3 clusters Score: Raw -43390621.982202 + Penalty 6288.247490 = -43384333.734712 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (4661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1928.340000 sec): 2 clusters Score: Raw -635257.619890 + Penalty 2094.852354 = -633162.767536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1928.570000 sec): 3 clusters Score: Raw -633102.573520 + Penalty 4189.704707 = -628912.868813 nChanged 1713 SP:Iteration 1F (1928.800000 sec): 3 clusters Score: Raw -634079.143942 + Penalty 4189.704707 = -629889.439235 nChanged 376 SP:Iteration 2F (1928.990000 sec): 3 clusters Score: Raw -634316.776028 + Penalty 4189.704707 = -630127.071321 nChanged 262 SP:Iteration 3F (1929.200000 sec): 3 clusters Score: Raw -634483.293633 + Penalty 4189.704707 = -630293.588926 nChanged 213 SP:Iteration 4Q (1929.400000 sec): 3 clusters Score: Raw -634623.129224 + Penalty 4189.704707 = -630433.424517 nChanged 196 SP:Iteration 5Q (1929.670000 sec): 3 clusters Score: Raw -634760.040056 + Penalty 4189.704707 = -630570.335349 nChanged 167 SP:Iteration 6Q (1929.900000 sec): 3 clusters Score: Raw -634872.843347 + Penalty 4189.704707 = -630683.138640 nChanged 153 SP:Iteration 7Q (1930.100000 sec): 3 clusters Score: Raw -634971.328879 + Penalty 4189.704707 = -630781.624172 nChanged 120 SP:Iteration 8Q (1930.340000 sec): 3 clusters Score: Raw -635052.504157 + Penalty 4189.704707 = -630862.799450 nChanged 114 SP:Iteration 9Q (1930.520000 sec): 3 clusters Score: Raw -635132.048685 + Penalty 4189.704707 = -630942.343978 nChanged 126 SP:Iteration 10Q (1930.690000 sec): 3 clusters Score: Raw -635231.843279 + Penalty 4189.704707 = -631042.138572 nChanged 109 SP:Iteration 11Q (1930.880000 sec): 3 clusters Score: Raw -635313.147293 + Penalty 4189.704707 = -631123.442586 nChanged 81 SP:Iteration 12Q (1931.130000 sec): 3 clusters Score: Raw -635369.282920 + Penalty 4189.704707 = -631179.578213 nChanged 60 SP:Iteration 13Q (1931.420000 sec): 3 clusters Score: Raw -635412.288662 + Penalty 4189.704707 = -631222.583955 nChanged 51 SP:Iteration 14Q (1931.630000 sec): 3 clusters Score: Raw -635444.361203 + Penalty 4189.704707 = -631254.656496 nChanged 33 SP:Iteration 15Q (1931.870000 sec): 3 clusters Score: Raw -635463.527513 + Penalty 4189.704707 = -631273.822806 nChanged 29 SP:Iteration 16Q (1932.060000 sec): 3 clusters Score: Raw -635482.445010 + Penalty 4189.704707 = -631292.740303 nChanged 28 SP:Iteration 17Q (1932.310000 sec): 3 clusters Score: Raw -635500.077106 + Penalty 4189.704707 = -631310.372399 nChanged 22 SP:Iteration 18Q (1932.460000 sec): 3 clusters Score: Raw -635513.744144 + Penalty 4189.704707 = -631324.039437 nChanged 19 SP:Iteration 19Q (1932.640000 sec): 3 clusters Score: Raw -635531.496425 + Penalty 4189.704707 = -631341.791718 nChanged 20 SP:Iteration 20F (1932.780000 sec): 3 clusters Score: Raw -635554.472877 + Penalty 4189.704707 = -631364.768170 nChanged 18 SP:Iteration 21Q (1932.980000 sec): 3 clusters Score: Raw -635567.839498 + Penalty 4189.704707 = -631378.134791 nChanged 21 SP:Iteration 22Q (1933.140000 sec): 3 clusters Score: Raw -635583.980233 + Penalty 4189.704707 = -631394.275526 nChanged 17 SP:Iteration 23Q (1933.350000 sec): 3 clusters Score: Raw -635598.317870 + Penalty 4189.704707 = -631408.613163 nChanged 20 SP:Iteration 24Q (1933.520000 sec): 3 clusters Score: Raw -635615.840778 + Penalty 4189.704707 = -631426.136071 nChanged 23 SP:Iteration 25Q (1933.660000 sec): 3 clusters Score: Raw -635631.972519 + Penalty 4189.704707 = -631442.267812 nChanged 22 SP:Iteration 26Q (1933.910000 sec): 3 clusters Score: Raw -635658.181871 + Penalty 4189.704707 = -631468.477164 nChanged 23 SP:Iteration 27Q (1934.080000 sec): 3 clusters Score: Raw -635685.790511 + Penalty 4189.704707 = -631496.085804 nChanged 22 SP:Iteration 28Q (1934.280000 sec): 3 clusters Score: Raw -635719.485143 + Penalty 4189.704707 = -631529.780436 nChanged 26 SP:Iteration 29Q (1934.510000 sec): 3 clusters Score: Raw -635754.648504 + Penalty 4189.704707 = -631564.943797 nChanged 27 SP:Iteration 30Q (1934.740000 sec): 3 clusters Score: Raw -635795.049307 + Penalty 4189.704707 = -631605.344600 nChanged 31 SP:Iteration 31Q (1934.930000 sec): 3 clusters Score: Raw -635831.207974 + Penalty 4189.704707 = -631641.503267 nChanged 20 SP:Iteration 32Q (1935.130000 sec): 3 clusters Score: Raw -635851.257263 + Penalty 4189.704707 = -631661.552556 nChanged 9 SP:Iteration 33Q (1935.340000 sec): 3 clusters Score: Raw -635858.185329 + Penalty 4189.704707 = -631668.480622 nChanged 2 SP:Iteration 34Q (1935.500000 sec): 3 clusters Score: Raw -635860.750572 + Penalty 4189.704707 = -631671.045865 nChanged 3 SP:Iteration 35Q (1935.670000 sec): 3 clusters Score: Raw -635864.018712 + Penalty 4189.704707 = -631674.314005 nChanged 1 SP:Iteration 36Q (1935.880000 sec): 3 clusters Score: Raw -635865.610850 + Penalty 4189.704707 = -631675.906143 nChanged 3 SP:Iteration 37Q (1936.080000 sec): 3 clusters Score: Raw -635868.821934 + Penalty 4189.704707 = -631679.117227 nChanged 1 SP:Iteration 38Q (1936.300000 sec): 3 clusters Score: Raw -635869.659783 + Penalty 4189.704707 = -631679.955076 nChanged 0 SP:Iteration 39F (1936.500000 sec): 3 clusters Score: Raw -635869.659783 + Penalty 4189.704707 = -631679.955076 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1936.610000 sec): 2 clusters Score: Raw -59710.055743 + Penalty 1533.157057 = -58176.898686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1936.760000 sec): 3 clusters Score: Raw -59959.592731 + Penalty 3066.314114 = -56893.278617 nChanged 121 SP:Iteration 1F (1936.940000 sec): 3 clusters Score: Raw -60181.697314 + Penalty 3066.314114 = -57115.383201 nChanged 32 SP:Iteration 2F (1937.100000 sec): 3 clusters Score: Raw -60325.468384 + Penalty 3066.314114 = -57259.154270 nChanged 14 SP:Iteration 3Q (1937.260000 sec): 3 clusters Score: Raw -60387.740896 + Penalty 3066.314114 = -57321.426782 nChanged 10 SP:Iteration 4Q (1937.460000 sec): 3 clusters Score: Raw -60403.281805 + Penalty 3066.314114 = -57336.967691 nChanged 10 SP:Iteration 5Q (1937.650000 sec): 3 clusters Score: Raw -60437.930744 + Penalty 3066.314114 = -57371.616630 nChanged 13 SP:Iteration 6Q (1937.860000 sec): 3 clusters Score: Raw -60464.600676 + Penalty 3066.314114 = -57398.286562 nChanged 18 SP:Iteration 7Q (1938.060000 sec): 3 clusters Score: Raw -60518.116102 + Penalty 3066.314114 = -57451.801988 nChanged 21 SP:Iteration 8Q (1938.260000 sec): 3 clusters Score: Raw -60585.071847 + Penalty 3066.314114 = -57518.757733 nChanged 25 SP:Iteration 9F (1938.440000 sec): 3 clusters Score: Raw -60750.587030 + Penalty 3066.314114 = -57684.272916 nChanged 26 SP:Iteration 10F (1938.580000 sec): 3 clusters Score: Raw -60967.298805 + Penalty 3066.314114 = -57900.984691 nChanged 18 SP:Iteration 11Q (1938.720000 sec): 3 clusters Score: Raw -61093.058770 + Penalty 3066.314114 = -58026.744656 nChanged 11 SP:Iteration 12Q (1938.950000 sec): 3 clusters Score: Raw -61150.108162 + Penalty 3066.314114 = -58083.794048 nChanged 7 SP:Iteration 13Q (1939.140000 sec): 3 clusters Score: Raw -61177.764064 + Penalty 3066.314114 = -58111.449951 nChanged 3 SP:Iteration 14Q (1939.320000 sec): 3 clusters Score: Raw -61187.553576 + Penalty 3066.314114 = -58121.239462 nChanged 1 SP:Iteration 15Q (1939.440000 sec): 3 clusters Score: Raw -61191.286427 + Penalty 3066.314114 = -58124.972313 nChanged 0 SP:Iteration 16F (1939.640000 sec): 3 clusters Score: Raw -61191.286427 + Penalty 3066.314114 = -58124.972313 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1939.710000 sec): 2 clusters Score: Raw -152791.334639 + Penalty 1751.210923 = -151040.123716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1939.880000 sec): 3 clusters Score: Raw -152440.682023 + Penalty 3502.421846 = -148938.260177 nChanged 311 SP:Iteration 1F (1940.060000 sec): 3 clusters Score: Raw -152752.242818 + Penalty 3502.421846 = -149249.820972 nChanged 71 SP:Iteration 2F (1940.220000 sec): 3 clusters Score: Raw -152837.466409 + Penalty 3502.421846 = -149335.044563 nChanged 32 SP:Iteration 3Q (1940.470000 sec): 3 clusters Score: Raw -152875.766941 + Penalty 3502.421846 = -149373.345095 nChanged 34 SP:Iteration 4Q (1940.660000 sec): 3 clusters Score: Raw -152916.465927 + Penalty 3502.421846 = -149414.044081 nChanged 19 SP:Iteration 5Q (1940.820000 sec): 3 clusters Score: Raw -152935.612150 + Penalty 3502.421846 = -149433.190304 nChanged 12 SP:Iteration 6Q (1941.040000 sec): 3 clusters Score: Raw -152943.848074 + Penalty 3502.421846 = -149441.426228 nChanged 5 SP:Iteration 7Q (1941.230000 sec): 3 clusters Score: Raw -152950.164490 + Penalty 3502.421846 = -149447.742644 nChanged 6 SP:Iteration 8Q (1941.370000 sec): 3 clusters Score: Raw -152959.861405 + Penalty 3502.421846 = -149457.439559 nChanged 8 SP:Iteration 9Q (1941.600000 sec): 3 clusters Score: Raw -152967.702322 + Penalty 3502.421846 = -149465.280476 nChanged 5 SP:Iteration 10Q (1941.740000 sec): 3 clusters Score: Raw -152974.375482 + Penalty 3502.421846 = -149471.953636 nChanged 6 SP:Iteration 11Q (1941.970000 sec): 3 clusters Score: Raw -152979.926404 + Penalty 3502.421846 = -149477.504558 nChanged 7 SP:Iteration 12Q (1942.140000 sec): 3 clusters Score: Raw -152986.641747 + Penalty 3502.421846 = -149484.219901 nChanged 3 SP:Iteration 13Q (1942.310000 sec): 3 clusters Score: Raw -152990.389946 + Penalty 3502.421846 = -149487.968100 nChanged 2 SP:Iteration 14Q (1942.530000 sec): 3 clusters Score: Raw -152992.014914 + Penalty 3502.421846 = -149489.593068 nChanged 0 SP:Iteration 15F (1942.720000 sec): 3 clusters Score: Raw -152992.014914 + Penalty 3502.421846 = -149489.593068 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1942.810000 sec): 2 clusters Score: Raw -42894.873610 + Penalty 1452.057837 = -41442.815774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1942.980000 sec): 3 clusters Score: Raw -43065.114915 + Penalty 2904.115673 = -40160.999241 nChanged 57 SP:Iteration 1F (1943.170000 sec): 3 clusters Score: Raw -43188.623193 + Penalty 2904.115673 = -40284.507519 nChanged 12 SP:Iteration 2Q (1943.360000 sec): 3 clusters Score: Raw -43226.947065 + Penalty 2904.115673 = -40322.831392 nChanged 8 SP:Iteration 3Q (1943.560000 sec): 3 clusters Score: Raw -43255.131695 + Penalty 2904.115673 = -40351.016022 nChanged 7 SP:Iteration 4Q (1943.700000 sec): 3 clusters Score: Raw -43292.304284 + Penalty 2904.115673 = -40388.188610 nChanged 2 SP:Iteration 5Q (1943.890000 sec): 3 clusters Score: Raw -43298.021090 + Penalty 2904.115673 = -40393.905417 nChanged 0 SP:Iteration 6F (1944.090000 sec): 3 clusters Score: Raw -43298.021090 + Penalty 2904.115673 = -40393.905417 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (16908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1944.310000 sec): 2 clusters Score: Raw -2406409.229358 + Penalty 2414.414456 = -2403994.814902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1944.600000 sec): 3 clusters Score: Raw -2396771.796536 + Penalty 4828.828912 = -2391942.967624 nChanged 7314 SP:Iteration 1F (1944.920000 sec): 3 clusters Score: Raw -2400659.004460 + Penalty 4828.828912 = -2395830.175548 nChanged 960 SP:Iteration 2F (1945.240000 sec): 3 clusters Score: Raw -2401009.911419 + Penalty 4828.828912 = -2396181.082507 nChanged 737 SP:Iteration 3Q (1945.540000 sec): 3 clusters Score: Raw -2401271.687865 + Penalty 4828.828912 = -2396442.858953 nChanged 643 SP:Iteration 4Q (1945.870000 sec): 3 clusters Score: Raw -2401503.097565 + Penalty 4828.828912 = -2396674.268653 nChanged 596 SP:Iteration 5Q (1946.180000 sec): 3 clusters Score: Raw -2401702.718626 + Penalty 4828.828912 = -2396873.889714 nChanged 537 SP:Iteration 6Q (1946.460000 sec): 3 clusters Score: Raw -2401903.559256 + Penalty 4828.828912 = -2397074.730344 nChanged 525 SP:Iteration 7Q (1946.710000 sec): 3 clusters Score: Raw -2402102.058422 + Penalty 4828.828912 = -2397273.229510 nChanged 505 SP:Iteration 8Q (1947.050000 sec): 3 clusters Score: Raw -2402317.654285 + Penalty 4828.828912 = -2397488.825373 nChanged 570 SP:Iteration 9Q (1947.340000 sec): 3 clusters Score: Raw -2402550.818261 + Penalty 4828.828912 = -2397721.989349 nChanged 551 SP:Iteration 10Q (1947.710000 sec): 3 clusters Score: Raw -2402806.879821 + Penalty 4828.828912 = -2397978.050909 nChanged 587 SP:Iteration 11Q (1948.110000 sec): 3 clusters Score: Raw -2403115.890951 + Penalty 4828.828912 = -2398287.062039 nChanged 617 SP:Iteration 12Q (1948.440000 sec): 3 clusters Score: Raw -2403460.615327 + Penalty 4828.828912 = -2398631.786415 nChanged 649 SP:Iteration 13Q (1948.730000 sec): 3 clusters Score: Raw -2403831.504102 + Penalty 4828.828912 = -2399002.675190 nChanged 621 SP:Iteration 14Q (1949.050000 sec): 3 clusters Score: Raw -2404168.454170 + Penalty 4828.828912 = -2399339.625258 nChanged 519 SP:Iteration 15Q (1949.390000 sec): 3 clusters Score: Raw -2404438.291002 + Penalty 4828.828912 = -2399609.462090 nChanged 451 SP:Iteration 16Q (1949.720000 sec): 3 clusters Score: Raw -2404648.694221 + Penalty 4828.828912 = -2399819.865309 nChanged 358 SP:Iteration 17Q (1950.010000 sec): 3 clusters Score: Raw -2404806.374768 + Penalty 4828.828912 = -2399977.545856 nChanged 322 SP:Iteration 18Q (1950.270000 sec): 3 clusters Score: Raw -2404938.624476 + Penalty 4828.828912 = -2400109.795564 nChanged 306 SP:Iteration 19Q (1950.560000 sec): 3 clusters Score: Raw -2405063.476859 + Penalty 4828.828912 = -2400234.647947 nChanged 291 SP:Iteration 20F (1950.830000 sec): 3 clusters Score: Raw -2405179.132083 + Penalty 4828.828912 = -2400350.303171 nChanged 275 SP:Iteration 21Q (1951.170000 sec): 3 clusters Score: Raw -2405290.873467 + Penalty 4828.828912 = -2400462.044555 nChanged 287 SP:Iteration 22Q (1951.480000 sec): 3 clusters Score: Raw -2405415.500505 + Penalty 4828.828912 = -2400586.671593 nChanged 259 SP:Iteration 23Q (1951.740000 sec): 3 clusters Score: Raw -2405531.263228 + Penalty 4828.828912 = -2400702.434316 nChanged 246 SP:Iteration 24Q (1952.080000 sec): 3 clusters Score: Raw -2405640.191215 + Penalty 4828.828912 = -2400811.362303 nChanged 245 SP:Iteration 25Q (1952.320000 sec): 3 clusters Score: Raw -2405760.040775 + Penalty 4828.828912 = -2400931.211863 nChanged 252 SP:Iteration 26Q (1952.660000 sec): 3 clusters Score: Raw -2405882.084073 + Penalty 4828.828912 = -2401053.255161 nChanged 216 SP:Iteration 27Q (1952.980000 sec): 3 clusters Score: Raw -2405986.348280 + Penalty 4828.828912 = -2401157.519368 nChanged 199 SP:Iteration 28Q (1953.300000 sec): 3 clusters Score: Raw -2406075.725062 + Penalty 4828.828912 = -2401246.896149 nChanged 168 SP:Iteration 29Q (1953.650000 sec): 3 clusters Score: Raw -2406150.486462 + Penalty 4828.828912 = -2401321.657549 nChanged 143 SP:Iteration 30Q (1953.920000 sec): 3 clusters Score: Raw -2406209.276021 + Penalty 4828.828912 = -2401380.447108 nChanged 127 SP:Iteration 31Q (1954.250000 sec): 3 clusters Score: Raw -2406258.869047 + Penalty 4828.828912 = -2401430.040135 nChanged 118 SP:Iteration 32Q (1954.560000 sec): 3 clusters Score: Raw -2406308.219716 + Penalty 4828.828912 = -2401479.390804 nChanged 105 SP:Iteration 33Q (1954.870000 sec): 3 clusters Score: Raw -2406354.149973 + Penalty 4828.828912 = -2401525.321061 nChanged 92 SP:Iteration 34Q (1955.140000 sec): 3 clusters Score: Raw -2406392.628718 + Penalty 4828.828912 = -2401563.799806 nChanged 81 SP:Iteration 35Q (1955.430000 sec): 3 clusters Score: Raw -2406423.046982 + Penalty 4828.828912 = -2401594.218070 nChanged 74 SP:Iteration 36Q (1955.740000 sec): 3 clusters Score: Raw -2406453.416899 + Penalty 4828.828912 = -2401624.587987 nChanged 69 SP:Iteration 37Q (1956.030000 sec): 3 clusters Score: Raw -2406484.694732 + Penalty 4828.828912 = -2401655.865820 nChanged 76 SP:Iteration 38Q (1956.290000 sec): 3 clusters Score: Raw -2406521.591858 + Penalty 4828.828912 = -2401692.762946 nChanged 61 SP:Iteration 39Q (1956.600000 sec): 3 clusters Score: Raw -2406552.480678 + Penalty 4828.828912 = -2401723.651765 nChanged 49 SP:Iteration 40F (1956.880000 sec): 3 clusters Score: Raw -2406576.221600 + Penalty 4828.828912 = -2401747.392688 nChanged 43 SP:Iteration 41Q (1957.210000 sec): 3 clusters Score: Raw -2406604.440856 + Penalty 4828.828912 = -2401775.611943 nChanged 44 SP:Iteration 42Q (1957.520000 sec): 3 clusters Score: Raw -2406635.436659 + Penalty 4828.828912 = -2401806.607747 nChanged 46 SP:Iteration 43Q (1957.820000 sec): 3 clusters Score: Raw -2406667.523591 + Penalty 4828.828912 = -2401838.694678 nChanged 46 SP:Iteration 44Q (1958.160000 sec): 3 clusters Score: Raw -2406708.615132 + Penalty 4828.828912 = -2401879.786220 nChanged 44 SP:Iteration 45Q (1958.430000 sec): 3 clusters Score: Raw -2406741.798786 + Penalty 4828.828912 = -2401912.969873 nChanged 38 SP:Iteration 46Q (1958.790000 sec): 3 clusters Score: Raw -2406768.616952 + Penalty 4828.828912 = -2401939.788039 nChanged 34 SP:Iteration 47Q (1958.990000 sec): 3 clusters Score: Raw -2406786.226068 + Penalty 4828.828912 = -2401957.397156 nChanged 15 SP:Iteration 48Q (1959.360000 sec): 3 clusters Score: Raw -2406796.020879 + Penalty 4828.828912 = -2401967.191966 nChanged 24 SP:Iteration 49Q (1959.640000 sec): 3 clusters Score: Raw -2406807.242014 + Penalty 4828.828912 = -2401978.413101 nChanged 20 SP:Iteration 50Q (1959.960000 sec): 3 clusters Score: Raw -2406817.290082 + Penalty 4828.828912 = -2401988.461170 nChanged 15 SP:Iteration 51Q (1960.190000 sec): 3 clusters Score: Raw -2406824.311943 + Penalty 4828.828912 = -2401995.483030 nChanged 16 SP:Iteration 52Q (1960.410000 sec): 3 clusters Score: Raw -2406832.578093 + Penalty 4828.828912 = -2402003.749181 nChanged 15 SP:Iteration 53Q (1960.720000 sec): 3 clusters Score: Raw -2406838.735303 + Penalty 4828.828912 = -2402009.906391 nChanged 11 SP:Iteration 54Q (1960.940000 sec): 3 clusters Score: Raw -2406844.061501 + Penalty 4828.828912 = -2402015.232589 nChanged 10 SP:Iteration 55Q (1961.170000 sec): 3 clusters Score: Raw -2406848.164906 + Penalty 4828.828912 = -2402019.335994 nChanged 5 SP:Iteration 56Q (1961.410000 sec): 3 clusters Score: Raw -2406850.278674 + Penalty 4828.828912 = -2402021.449762 nChanged 3 SP:Iteration 57Q (1961.670000 sec): 3 clusters Score: Raw -2406851.606242 + Penalty 4828.828912 = -2402022.777330 nChanged 2 SP:Iteration 58Q (1962.000000 sec): 3 clusters Score: Raw -2406852.559085 + Penalty 4828.828912 = -2402023.730173 nChanged 0 SP:Iteration 59F (1962.260000 sec): 3 clusters Score: Raw -2406852.559085 + Penalty 4828.828912 = -2402023.730173 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (56110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1962.690000 sec): 2 clusters Score: Raw -7501420.719575 + Penalty 2711.897194 = -7498708.822381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1963.160000 sec): 3 clusters Score: Raw -7466416.054645 + Penalty 5423.794387 = -7460992.260258 nChanged 25913 SP:Iteration 1F (1963.670000 sec): 3 clusters Score: Raw -7480792.930113 + Penalty 5423.794387 = -7475369.135726 nChanged 2061 SP:Iteration 2Q (1964.250000 sec): 3 clusters Score: Raw -7481346.170319 + Penalty 5423.794387 = -7475922.375932 nChanged 2036 SP:Iteration 3Q (1964.790000 sec): 3 clusters Score: Raw -7481963.075067 + Penalty 5423.794387 = -7476539.280680 nChanged 2181 SP:Iteration 4Q (1965.370000 sec): 3 clusters Score: Raw -7482702.197355 + Penalty 5423.794387 = -7477278.402968 nChanged 2372 SP:Iteration 5Q (1965.880000 sec): 3 clusters Score: Raw -7483677.100567 + Penalty 5423.794387 = -7478253.306180 nChanged 2805 SP:Iteration 6Q (1966.440000 sec): 3 clusters Score: Raw -7485131.132657 + Penalty 5423.794387 = -7479707.338270 nChanged 3371 SP:Iteration 7F (1966.970000 sec): 3 clusters Score: Raw -7487294.371716 + Penalty 5423.794387 = -7481870.577329 nChanged 3767 SP:Iteration 8F (1967.500000 sec): 3 clusters Score: Raw -7490112.775619 + Penalty 5423.794387 = -7484688.981232 nChanged 3768 SP:Iteration 9F (1968.040000 sec): 3 clusters Score: Raw -7493331.453301 + Penalty 5423.794387 = -7487907.658914 nChanged 3164 SP:Iteration 10F (1968.540000 sec): 3 clusters Score: Raw -7496278.776044 + Penalty 5423.794387 = -7490854.981657 nChanged 2304 SP:Iteration 11Q (1969.160000 sec): 3 clusters Score: Raw -7498537.440812 + Penalty 5423.794387 = -7493113.646425 nChanged 1413 SP:Iteration 12Q (1969.600000 sec): 3 clusters Score: Raw -7499886.303195 + Penalty 5423.794387 = -7494462.508808 nChanged 840 SP:Iteration 13Q (1970.130000 sec): 3 clusters Score: Raw -7500574.863815 + Penalty 5423.794387 = -7495151.069427 nChanged 569 SP:Iteration 14Q (1970.580000 sec): 3 clusters Score: Raw -7500990.750264 + Penalty 5423.794387 = -7495566.955877 nChanged 406 SP:Iteration 15Q (1971.090000 sec): 3 clusters Score: Raw -7501261.185668 + Penalty 5423.794387 = -7495837.391281 nChanged 287 SP:Iteration 16Q (1971.580000 sec): 3 clusters Score: Raw -7501408.147395 + Penalty 5423.794387 = -7495984.353008 nChanged 232 SP:Iteration 17Q (1972.060000 sec): 3 clusters Score: Raw -7501518.256112 + Penalty 5423.794387 = -7496094.461725 nChanged 180 SP:Iteration 18Q (1972.500000 sec): 3 clusters Score: Raw -7501602.185169 + Penalty 5423.794387 = -7496178.390782 nChanged 136 SP:Iteration 19Q (1973.000000 sec): 3 clusters Score: Raw -7501664.034945 + Penalty 5423.794387 = -7496240.240558 nChanged 110 SP:Iteration 20F (1973.440000 sec): 3 clusters Score: Raw -7501713.897729 + Penalty 5423.794387 = -7496290.103342 nChanged 90 SP:Iteration 21Q (1973.950000 sec): 3 clusters Score: Raw -7501753.892775 + Penalty 5423.794387 = -7496330.098388 nChanged 71 SP:Iteration 22Q (1974.350000 sec): 3 clusters Score: Raw -7501789.802467 + Penalty 5423.794387 = -7496366.008079 nChanged 62 SP:Iteration 23Q (1974.880000 sec): 3 clusters Score: Raw -7501815.281227 + Penalty 5423.794387 = -7496391.486840 nChanged 42 SP:Iteration 24Q (1975.330000 sec): 3 clusters Score: Raw -7501830.412426 + Penalty 5423.794387 = -7496406.618039 nChanged 32 SP:Iteration 25Q (1975.770000 sec): 3 clusters Score: Raw -7501843.983914 + Penalty 5423.794387 = -7496420.189527 nChanged 38 SP:Iteration 26Q (1976.210000 sec): 3 clusters Score: Raw -7501857.368966 + Penalty 5423.794387 = -7496433.574579 nChanged 19 SP:Iteration 27Q (1976.710000 sec): 3 clusters Score: Raw -7501863.425942 + Penalty 5423.794387 = -7496439.631555 nChanged 18 SP:Iteration 28Q (1977.190000 sec): 3 clusters Score: Raw -7501869.076567 + Penalty 5423.794387 = -7496445.282180 nChanged 18 SP:Iteration 29Q (1977.740000 sec): 3 clusters Score: Raw -7501874.924029 + Penalty 5423.794387 = -7496451.129642 nChanged 17 SP:Iteration 30Q (1978.310000 sec): 3 clusters Score: Raw -7501880.201822 + Penalty 5423.794387 = -7496456.407435 nChanged 19 SP:Iteration 31Q (1978.790000 sec): 3 clusters Score: Raw -7501886.616083 + Penalty 5423.794387 = -7496462.821696 nChanged 16 SP:Iteration 32Q (1979.250000 sec): 3 clusters Score: Raw -7501891.807375 + Penalty 5423.794387 = -7496468.012987 nChanged 12 SP:Iteration 33Q (1979.690000 sec): 3 clusters Score: Raw -7501894.517148 + Penalty 5423.794387 = -7496470.722761 nChanged 6 SP:Iteration 34Q (1980.120000 sec): 3 clusters Score: Raw -7501895.858940 + Penalty 5423.794387 = -7496472.064553 nChanged 3 SP:Iteration 35Q (1980.560000 sec): 3 clusters Score: Raw -7501897.000544 + Penalty 5423.794387 = -7496473.206157 nChanged 7 SP:Iteration 36Q (1981.010000 sec): 3 clusters Score: Raw -7501899.367871 + Penalty 5423.794387 = -7496475.573484 nChanged 8 SP:Iteration 37Q (1981.510000 sec): 3 clusters Score: Raw -7501901.644030 + Penalty 5423.794387 = -7496477.849643 nChanged 7 SP:Iteration 38Q (1981.990000 sec): 3 clusters Score: Raw -7501903.730346 + Penalty 5423.794387 = -7496479.935959 nChanged 6 SP:Iteration 39Q (1982.540000 sec): 3 clusters Score: Raw -7501905.725857 + Penalty 5423.794387 = -7496481.931470 nChanged 3 SP:Iteration 40F (1983.090000 sec): 3 clusters Score: Raw -7501906.611799 + Penalty 5423.794387 = -7496482.817412 nChanged 3 SP:Iteration 41Q (1983.490000 sec): 3 clusters Score: Raw -7501907.865980 + Penalty 5423.794387 = -7496484.071593 nChanged 6 SP:Iteration 42Q (1983.950000 sec): 3 clusters Score: Raw -7501910.557681 + Penalty 5423.794387 = -7496486.763294 nChanged 7 SP:Iteration 43Q (1984.400000 sec): 3 clusters Score: Raw -7501912.629957 + Penalty 5423.794387 = -7496488.835570 nChanged 4 SP:Iteration 44Q (1984.830000 sec): 3 clusters Score: Raw -7501913.783758 + Penalty 5423.794387 = -7496489.989371 nChanged 1 SP:Iteration 45Q (1985.320000 sec): 3 clusters Score: Raw -7501914.066518 + Penalty 5423.794387 = -7496490.272131 nChanged 0 SP:Iteration 46F (1985.760000 sec): 3 clusters Score: Raw -7501914.066518 + Penalty 5423.794387 = -7496490.272131 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1985.870000 sec): 2 clusters Score: Raw -25018.459769 + Penalty 1338.744350 = -23679.715419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1986.030000 sec): 3 clusters Score: Raw -25391.146116 + Penalty 2677.488700 = -22713.657416 nChanged 31 SP:Iteration 1F (1986.170000 sec): 3 clusters Score: Raw -25475.857419 + Penalty 2677.488700 = -22798.368719 nChanged 10 SP:Iteration 2Q (1986.330000 sec): 3 clusters Score: Raw -25503.282176 + Penalty 2677.488700 = -22825.793476 nChanged 7 SP:Iteration 3Q (1986.470000 sec): 3 clusters Score: Raw -25558.037430 + Penalty 2677.488700 = -22880.548730 nChanged 7 SP:Iteration 4Q (1986.630000 sec): 3 clusters Score: Raw -25606.564653 + Penalty 2677.488700 = -22929.075953 nChanged 9 SP:Iteration 5Q (1986.850000 sec): 3 clusters Score: Raw -25645.266912 + Penalty 2677.488700 = -22967.778212 nChanged 4 SP:Iteration 6Q (1986.990000 sec): 3 clusters Score: Raw -25696.993117 + Penalty 2677.488700 = -23019.504417 nChanged 3 SP:Iteration 7Q (1987.130000 sec): 3 clusters Score: Raw -25703.191126 + Penalty 2677.488700 = -23025.702426 nChanged 2 SP:Iteration 8Q (1987.320000 sec): 3 clusters Score: Raw -25712.358087 + Penalty 2677.488700 = -23034.869387 nChanged 2 SP:Iteration 9Q (1987.540000 sec): 3 clusters Score: Raw -25723.639281 + Penalty 2677.488700 = -23046.150581 nChanged 2 SP:Iteration 10Q (1987.720000 sec): 3 clusters Score: Raw -25756.253806 + Penalty 2677.488700 = -23078.765106 nChanged 4 SP:Iteration 11Q (1987.890000 sec): 3 clusters Score: Raw -25784.890903 + Penalty 2677.488700 = -23107.402203 nChanged 1 SP:Iteration 12Q (1988.060000 sec): 3 clusters Score: Raw -25789.448402 + Penalty 2677.488700 = -23111.959702 nChanged 0 SP:Iteration 13F (1988.230000 sec): 3 clusters Score: Raw -25789.448402 + Penalty 2677.488700 = -23111.959702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1988.350000 sec): 2 clusters Score: Raw -15006.578088 + Penalty 1178.890367 = -13827.687721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1988.550000 sec): 3 clusters Score: Raw -15282.544782 + Penalty 2357.780735 = -12924.764048 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1988.650000 sec): 2 clusters Score: Raw -100253.071062 + Penalty 1648.304848 = -98604.766215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1988.790000 sec): 3 clusters Score: Raw -100218.444042 + Penalty 3296.609695 = -96921.834346 nChanged 200 SP:Iteration 1F (1989.020000 sec): 3 clusters Score: Raw -100665.076363 + Penalty 3296.609695 = -97368.466667 nChanged 59 SP:Iteration 2F (1989.170000 sec): 3 clusters Score: Raw -100898.774435 + Penalty 3296.609695 = -97602.164739 nChanged 40 SP:Iteration 3F (1989.360000 sec): 3 clusters Score: Raw -101107.140685 + Penalty 3296.609695 = -97810.530990 nChanged 39 SP:Iteration 4F (1989.530000 sec): 3 clusters Score: Raw -101281.866862 + Penalty 3296.609695 = -97985.257167 nChanged 34 SP:Iteration 5Q (1989.670000 sec): 3 clusters Score: Raw -101377.942744 + Penalty 3296.609695 = -98081.333048 nChanged 27 SP:Iteration 6Q (1989.890000 sec): 3 clusters Score: Raw -101426.907346 + Penalty 3296.609695 = -98130.297650 nChanged 19 SP:Iteration 7Q (1990.070000 sec): 3 clusters Score: Raw -101471.063072 + Penalty 3296.609695 = -98174.453377 nChanged 20 SP:Iteration 8Q (1990.230000 sec): 3 clusters Score: Raw -101517.773341 + Penalty 3296.609695 = -98221.163646 nChanged 13 SP:Iteration 9Q (1990.420000 sec): 3 clusters Score: Raw -101542.457829 + Penalty 3296.609695 = -98245.848134 nChanged 13 SP:Iteration 10Q (1990.580000 sec): 3 clusters Score: Raw -101563.390129 + Penalty 3296.609695 = -98266.780434 nChanged 15 SP:Iteration 11Q (1990.770000 sec): 3 clusters Score: Raw -101593.009120 + Penalty 3296.609695 = -98296.399424 nChanged 24 SP:Iteration 12Q (1990.980000 sec): 3 clusters Score: Raw -101652.018811 + Penalty 3296.609695 = -98355.409115 nChanged 24 SP:Iteration 13Q (1991.180000 sec): 3 clusters Score: Raw -101701.765000 + Penalty 3296.609695 = -98405.155304 nChanged 14 SP:Iteration 14Q (1991.380000 sec): 3 clusters Score: Raw -101743.341359 + Penalty 3296.609695 = -98446.731664 nChanged 19 SP:Iteration 15Q (1991.540000 sec): 3 clusters Score: Raw -101806.557784 + Penalty 3296.609695 = -98509.948088 nChanged 12 SP:Iteration 16Q (1991.780000 sec): 3 clusters Score: Raw -101852.802266 + Penalty 3296.609695 = -98556.192570 nChanged 6 SP:Iteration 17Q (1991.960000 sec): 3 clusters Score: Raw -101879.242042 + Penalty 3296.609695 = -98582.632347 nChanged 6 SP:Iteration 18Q (1992.160000 sec): 3 clusters Score: Raw -101900.063952 + Penalty 3296.609695 = -98603.454257 nChanged 1 SP:Iteration 19Q (1992.360000 sec): 3 clusters Score: Raw -101902.269288 + Penalty 3296.609695 = -98605.659592 nChanged 0 SP:Iteration 20F (1992.510000 sec): 3 clusters Score: Raw -101903.115930 + Penalty 3296.609695 = -98606.506235 nChanged 1 SP:Iteration 21Q (1992.700000 sec): 3 clusters Score: Raw -101913.982202 + Penalty 3296.609695 = -98617.372507 nChanged 3 SP:Iteration 22Q (1992.910000 sec): 3 clusters Score: Raw -101921.868778 + Penalty 3296.609695 = -98625.259082 nChanged 0 SP:Iteration 23F (1993.130000 sec): 3 clusters Score: Raw -101921.868778 + Penalty 3296.609695 = -98625.259082 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Iteration 59Q (2004.350000 sec): 21 clusters Score: Raw -59194198.936968 + Penalty 64483.940394 = -59129714.996574 nChanged 256 Iteration 60F (2023.840000 sec): 21 clusters Score: Raw -59195648.438402 + Penalty 64483.940394 = -59131164.498008 nChanged 312 Iteration 61Q (2035.740000 sec): 21 clusters Score: Raw -59196520.585608 + Penalty 64483.940394 = -59132036.645214 nChanged 265 Iteration 62Q (2048.450000 sec): 21 clusters Score: Raw -59196705.516278 + Penalty 64483.940394 = -59132221.575884 nChanged 250 Iteration 63Q (2060.650000 sec): 21 clusters Score: Raw -59196742.100663 + Penalty 64483.940394 = -59132258.160269 nChanged 256 Iteration 64Q (2071.830000 sec): 21 clusters Score: Raw -59196757.799583 + Penalty 64483.940394 = -59132273.859190 nChanged 244 Iteration 65Q (2083.600000 sec): 21 clusters Score: Raw -59196769.507614 + Penalty 64483.940394 = -59132285.567220 nChanged 237 Iteration 66Q (2094.920000 sec): 21 clusters Score: Raw -59196779.544298 + Penalty 64483.940394 = -59132295.603905 nChanged 229 Iteration 67Q (2106.490000 sec): 21 clusters Score: Raw -59196789.476779 + Penalty 64483.940394 = -59132305.536385 nChanged 235 Iteration 68Q (2119.050000 sec): 21 clusters Score: Raw -59196799.280103 + Penalty 64483.940394 = -59132315.339709 nChanged 196 Iteration 69Q (2131.500000 sec): 21 clusters Score: Raw -59196807.696519 + Penalty 64483.940394 = -59132323.756125 nChanged 197 Iteration 70Q (2143.620000 sec): 21 clusters Score: Raw -59196817.968915 + Penalty 64483.940394 = -59132334.028521 nChanged 196 Iteration 71Q (2155.090000 sec): 21 clusters Score: Raw -59196827.684508 + Penalty 64483.940394 = -59132343.744114 nChanged 201 Iteration 72Q (2167.590000 sec): 21 clusters Score: Raw -59196836.671129 + Penalty 64483.940394 = -59132352.730735 nChanged 196 Iteration 73Q (2179.100000 sec): 21 clusters Score: Raw -59196845.487136 + Penalty 64483.940394 = -59132361.546742 nChanged 194 Iteration 74Q (2191.170000 sec): 21 clusters Score: Raw -59196854.033160 + Penalty 64483.940394 = -59132370.092767 nChanged 210 Iteration 75Q (2202.760000 sec): 21 clusters Score: Raw -59196861.895428 + Penalty 64483.940394 = -59132377.955034 nChanged 187 Iteration 76Q (2216.680000 sec): 21 clusters Score: Raw -59196868.270177 + Penalty 64483.940394 = -59132384.329783 nChanged 179 Iteration 77Q (2230.610000 sec): 21 clusters Score: Raw -59196873.799075 + Penalty 64483.940394 = -59132389.858681 nChanged 187 Iteration 78Q (2243.310000 sec): 21 clusters Score: Raw -59196880.225170 + Penalty 64483.940394 = -59132396.284776 nChanged 196 Iteration 79Q (2255.190000 sec): 21 clusters Score: Raw -59196887.221942 + Penalty 64483.940394 = -59132403.281548 nChanged 202 Iteration 80F (2272.500000 sec): 21 clusters Score: Raw -59197175.013333 + Penalty 64483.940394 = -59132691.072939 nChanged 193 Iteration 81Q (2281.940000 sec): 21 clusters Score: Raw -59197696.525900 + Penalty 64483.940394 = -59133212.585506 nChanged 219 Iteration 82Q (2294.330000 sec): 21 clusters Score: Raw -59197774.668791 + Penalty 64483.940394 = -59133290.728397 nChanged 207 Iteration 83Q (2306.670000 sec): 21 clusters Score: Raw -59197794.686348 + Penalty 64483.940394 = -59133310.745954 nChanged 183 Iteration 84Q (2317.270000 sec): 21 clusters Score: Raw -59197804.721100 + Penalty 64483.940394 = -59133320.780706 nChanged 163 Iteration 85Q (2328.950000 sec): 21 clusters Score: Raw -59197814.715289 + Penalty 64483.940394 = -59133330.774896 nChanged 157 Iteration 86Q (2340.760000 sec): 21 clusters Score: Raw -59197818.667647 + Penalty 64483.940394 = -59133334.727253 nChanged 145 Iteration 87Q (2351.910000 sec): 21 clusters Score: Raw -59197822.917657 + Penalty 64483.940394 = -59133338.977263 nChanged 179 Iteration 88Q (2361.530000 sec): 21 clusters Score: Raw -59197828.805597 + Penalty 64483.940394 = -59133344.865203 nChanged 184 Iteration 89Q (2373.030000 sec): 21 clusters Score: Raw -59197834.546993 + Penalty 64483.940394 = -59133350.606599 nChanged 156 Iteration 90Q (2382.480000 sec): 21 clusters Score: Raw -59197840.145120 + Penalty 64483.940394 = -59133356.204726 nChanged 158 Iteration 91Q (2392.390000 sec): 21 clusters Score: Raw -59197846.609307 + Penalty 64483.940394 = -59133362.668913 nChanged 175 Iteration 92Q (2404.990000 sec): 21 clusters Score: Raw -59197854.711446 + Penalty 64483.940394 = -59133370.771053 nChanged 184 Iteration 93Q (2416.440000 sec): 21 clusters Score: Raw -59197861.620390 + Penalty 64483.940394 = -59133377.679996 nChanged 188 Iteration 94Q (2427.580000 sec): 21 clusters Score: Raw -59197868.156353 + Penalty 64483.940394 = -59133384.215959 nChanged 207 Iteration 95Q (2439.820000 sec): 21 clusters Score: Raw -59197874.372285 + Penalty 64483.940394 = -59133390.431892 nChanged 177 Iteration 96Q (2453.110000 sec): 21 clusters Score: Raw -59197879.995368 + Penalty 64483.940394 = -59133396.054974 nChanged 183 Iteration 97Q (2464.940000 sec): 21 clusters Score: Raw -59197886.467128 + Penalty 64483.940394 = -59133402.526734 nChanged 186 Iteration 98Q (2477.600000 sec): 21 clusters Score: Raw -59197893.902926 + Penalty 64483.940394 = -59133409.962533 nChanged 203 Writing temp clu file Because OldScore, -59133402.526734, is greater than current (better) Score,-59133409.962533 Compute initial score before splitting: Score: Raw -59197893.902926 + Penalty 64483.940394 = -59133409.962533 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2477.810000 sec): 2 clusters Score: Raw -154516.024892 + Penalty 1744.309608 = -152771.715284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2478.110000 sec): 3 clusters Score: Raw -154253.708487 + Penalty 3488.619216 = -150765.089271 nChanged 317 SP:Iteration 1F (2478.290000 sec): 3 clusters Score: Raw -154659.232553 + Penalty 3488.619216 = -151170.613337 nChanged 72 SP:Iteration 2F (2478.490000 sec): 3 clusters Score: Raw -154784.539976 + Penalty 3488.619216 = -151295.920760 nChanged 52 SP:Iteration 3Q (2478.680000 sec): 3 clusters Score: Raw -154873.798056 + Penalty 3488.619216 = -151385.178840 nChanged 45 SP:Iteration 4Q (2478.880000 sec): 3 clusters Score: Raw -154951.651991 + Penalty 3488.619216 = -151463.032775 nChanged 29 SP:Iteration 5Q (2479.060000 sec): 3 clusters Score: Raw -155009.492432 + Penalty 3488.619216 = -151520.873215 nChanged 43 SP:Iteration 6Q (2479.250000 sec): 3 clusters Score: Raw -155106.335031 + Penalty 3488.619216 = -151617.715814 nChanged 40 SP:Iteration 7Q (2479.440000 sec): 3 clusters Score: Raw -155218.731653 + Penalty 3488.619216 = -151730.112437 nChanged 31 SP:Iteration 8Q (2479.620000 sec): 3 clusters Score: Raw -155285.771610 + Penalty 3488.619216 = -151797.152394 nChanged 21 SP:Iteration 9Q (2479.790000 sec): 3 clusters Score: Raw -155331.410632 + Penalty 3488.619216 = -151842.791416 nChanged 20 SP:Iteration 10Q (2479.970000 sec): 3 clusters Score: Raw -155362.296217 + Penalty 3488.619216 = -151873.677000 nChanged 13 SP:Iteration 11Q (2480.180000 sec): 3 clusters Score: Raw -155383.728923 + Penalty 3488.619216 = -151895.109706 nChanged 6 SP:Iteration 12Q (2480.370000 sec): 3 clusters Score: Raw -155391.802334 + Penalty 3488.619216 = -151903.183118 nChanged 8 SP:Iteration 13Q (2480.510000 sec): 3 clusters Score: Raw -155405.663857 + Penalty 3488.619216 = -151917.044641 nChanged 6 SP:Iteration 14Q (2480.730000 sec): 3 clusters Score: Raw -155410.538146 + Penalty 3488.619216 = -151921.918929 nChanged 6 SP:Iteration 15Q (2480.910000 sec): 3 clusters Score: Raw -155417.602964 + Penalty 3488.619216 = -151928.983748 nChanged 6 SP:Iteration 16Q (2481.090000 sec): 3 clusters Score: Raw -155422.281597 + Penalty 3488.619216 = -151933.662381 nChanged 2 SP:Iteration 17Q (2481.280000 sec): 3 clusters Score: Raw -155423.169511 + Penalty 3488.619216 = -151934.550295 nChanged 1 SP:Iteration 18Q (2481.460000 sec): 3 clusters Score: Raw -155423.588264 + Penalty 3488.619216 = -151934.969048 nChanged 0 SP:Iteration 19F (2481.650000 sec): 3 clusters Score: Raw -155423.588264 + Penalty 3488.619216 = -151934.969048 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2481.710000 sec): 2 clusters Score: Raw -26024.396397 + Penalty 1348.643669 = -24675.752729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2481.910000 sec): 3 clusters Score: Raw -26253.753439 + Penalty 2697.287337 = -23556.466102 nChanged 36 SP:Iteration 1F (2482.080000 sec): 3 clusters Score: Raw -26392.391427 + Penalty 2697.287337 = -23695.104090 nChanged 13 SP:Iteration 2F (2482.360000 sec): 3 clusters Score: Raw -26460.527270 + Penalty 2697.287337 = -23763.239933 nChanged 10 SP:Iteration 3Q (2482.560000 sec): 3 clusters Score: Raw -26553.362190 + Penalty 2697.287337 = -23856.074852 nChanged 10 SP:Iteration 4Q (2482.770000 sec): 3 clusters Score: Raw -26639.010380 + Penalty 2697.287337 = -23941.723043 nChanged 6 SP:Iteration 5Q (2482.980000 sec): 3 clusters Score: Raw -26718.056624 + Penalty 2697.287337 = -24020.769287 nChanged 4 SP:Iteration 6Q (2483.210000 sec): 3 clusters Score: Raw -26775.861801 + Penalty 2697.287337 = -24078.574464 nChanged 3 SP:Iteration 7Q (2483.390000 sec): 3 clusters Score: Raw -26836.742277 + Penalty 2697.287337 = -24139.454940 nChanged 2 SP:Iteration 8Q (2483.590000 sec): 3 clusters Score: Raw -26875.660330 + Penalty 2697.287337 = -24178.372993 nChanged 3 SP:Iteration 9Q (2483.860000 sec): 3 clusters Score: Raw -26911.812609 + Penalty 2697.287337 = -24214.525272 nChanged 1 SP:Iteration 10Q (2484.110000 sec): 3 clusters Score: Raw -26922.794231 + Penalty 2697.287337 = -24225.506894 nChanged 0 SP:Iteration 11F (2484.330000 sec): 3 clusters Score: Raw -26923.049773 + Penalty 2697.287337 = -24225.762435 nChanged 1 SP:Iteration 12Q (2484.620000 sec): 3 clusters Score: Raw -26953.590650 + Penalty 2697.287337 = -24256.303313 nChanged 2 SP:Iteration 13Q (2484.870000 sec): 3 clusters Score: Raw -26983.217724 + Penalty 2697.287337 = -24285.930387 nChanged 1 SP:Iteration 14Q (2485.010000 sec): 3 clusters Score: Raw -27019.108504 + Penalty 2697.287337 = -24321.821167 nChanged 1 SP:Iteration 15Q (2485.170000 sec): 3 clusters Score: Raw -27023.384692 + Penalty 2697.287337 = -24326.097355 nChanged 1 SP:Iteration 16Q (2485.350000 sec): 3 clusters Score: Raw -27025.071094 + Penalty 2697.287337 = -24327.783757 nChanged 2 SP:Iteration 17Q (2485.490000 sec): 3 clusters Score: Raw -27039.682929 + Penalty 2697.287337 = -24342.395592 nChanged 1 SP:Iteration 18Q (2485.670000 sec): 3 clusters Score: Raw -27080.503966 + Penalty 2697.287337 = -24383.216628 nChanged 0 SP:Iteration 19F (2485.830000 sec): 3 clusters Score: Raw -27080.503966 + Penalty 2697.287337 = -24383.216628 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (32697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2486.100000 sec): 2 clusters Score: Raw -4482702.922883 + Penalty 2577.969575 = -4480124.953308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2486.550000 sec): 3 clusters Score: Raw -4462824.266684 + Penalty 5155.939150 = -4457668.327534 nChanged 14893 SP:Iteration 1F (2486.960000 sec): 3 clusters Score: Raw -4471019.073301 + Penalty 5155.939150 = -4465863.134150 nChanged 1681 SP:Iteration 2F (2487.330000 sec): 3 clusters Score: Raw -4471691.826177 + Penalty 5155.939150 = -4466535.887027 nChanged 1844 SP:Iteration 3F (2487.710000 sec): 3 clusters Score: Raw -4472598.294815 + Penalty 5155.939150 = -4467442.355665 nChanged 2121 SP:Iteration 4F (2488.110000 sec): 3 clusters Score: Raw -4473874.984358 + Penalty 5155.939150 = -4468719.045207 nChanged 2388 SP:Iteration 5F (2488.460000 sec): 3 clusters Score: Raw -4475667.654877 + Penalty 5155.939150 = -4470511.715727 nChanged 2446 SP:Iteration 6F (2488.890000 sec): 3 clusters Score: Raw -4477720.387968 + Penalty 5155.939150 = -4472564.448817 nChanged 2118 SP:Iteration 7F (2489.350000 sec): 3 clusters Score: Raw -4479617.602532 + Penalty 5155.939150 = -4474461.663381 nChanged 1636 SP:Iteration 8F (2489.720000 sec): 3 clusters Score: Raw -4481079.892374 + Penalty 5155.939150 = -4475923.953224 nChanged 1037 SP:Iteration 9Q (2490.100000 sec): 3 clusters Score: Raw -4481963.983793 + Penalty 5155.939150 = -4476808.044642 nChanged 579 SP:Iteration 10Q (2490.500000 sec): 3 clusters Score: Raw -4482432.895273 + Penalty 5155.939150 = -4477276.956122 nChanged 357 SP:Iteration 11Q (2490.830000 sec): 3 clusters Score: Raw -4482728.179570 + Penalty 5155.939150 = -4477572.240420 nChanged 207 SP:Iteration 12Q (2491.210000 sec): 3 clusters Score: Raw -4482899.571166 + Penalty 5155.939150 = -4477743.632016 nChanged 112 SP:Iteration 13Q (2491.570000 sec): 3 clusters Score: Raw -4482987.261714 + Penalty 5155.939150 = -4477831.322564 nChanged 73 SP:Iteration 14Q (2491.920000 sec): 3 clusters Score: Raw -4483043.961676 + Penalty 5155.939150 = -4477888.022525 nChanged 54 SP:Iteration 15Q (2492.290000 sec): 3 clusters Score: Raw -4483093.128329 + Penalty 5155.939150 = -4477937.189179 nChanged 38 SP:Iteration 16Q (2492.720000 sec): 3 clusters Score: Raw -4483128.390769 + Penalty 5155.939150 = -4477972.451618 nChanged 28 SP:Iteration 17Q (2493.070000 sec): 3 clusters Score: Raw -4483149.134369 + Penalty 5155.939150 = -4477993.195219 nChanged 18 SP:Iteration 18Q (2493.470000 sec): 3 clusters Score: Raw -4483159.718277 + Penalty 5155.939150 = -4478003.779127 nChanged 10 SP:Iteration 19Q (2493.870000 sec): 3 clusters Score: Raw -4483168.254663 + Penalty 5155.939150 = -4478012.315513 nChanged 14 SP:Iteration 20F (2494.230000 sec): 3 clusters Score: Raw -4483177.022079 + Penalty 5155.939150 = -4478021.082929 nChanged 8 SP:Iteration 21Q (2494.600000 sec): 3 clusters Score: Raw -4483187.125744 + Penalty 5155.939150 = -4478031.186594 nChanged 9 SP:Iteration 22Q (2494.960000 sec): 3 clusters Score: Raw -4483195.130607 + Penalty 5155.939150 = -4478039.191456 nChanged 4 SP:Iteration 23Q (2495.340000 sec): 3 clusters Score: Raw -4483196.957231 + Penalty 5155.939150 = -4478041.018080 nChanged 7 SP:Iteration 24Q (2495.700000 sec): 3 clusters Score: Raw -4483201.115014 + Penalty 5155.939150 = -4478045.175863 nChanged 3 SP:Iteration 25Q (2496.130000 sec): 3 clusters Score: Raw -4483201.977629 + Penalty 5155.939150 = -4478046.038478 nChanged 2 SP:Iteration 26Q (2496.480000 sec): 3 clusters Score: Raw -4483204.009055 + Penalty 5155.939150 = -4478048.069905 nChanged 1 SP:Iteration 27Q (2496.830000 sec): 3 clusters Score: Raw -4483204.235449 + Penalty 5155.939150 = -4478048.296298 nChanged 0 SP:Iteration 28F (2497.190000 sec): 3 clusters Score: Raw -4483204.235449 + Penalty 5155.939150 = -4478048.296298 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2497.340000 sec): 2 clusters Score: Raw -32835.528255 + Penalty 1382.835378 = -31452.692877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2497.510000 sec): 3 clusters Score: Raw -33037.344796 + Penalty 2765.670755 = -30271.674041 nChanged 29 SP:Iteration 1F (2497.670000 sec): 3 clusters Score: Raw -33146.621218 + Penalty 2765.670755 = -30380.950463 nChanged 7 SP:Iteration 2Q (2497.890000 sec): 3 clusters Score: Raw -33164.024651 + Penalty 2765.670755 = -30398.353896 nChanged 1 SP:Iteration 3Q (2498.030000 sec): 3 clusters Score: Raw -33171.323353 + Penalty 2765.670755 = -30405.652598 nChanged 1 SP:Iteration 4Q (2498.200000 sec): 3 clusters Score: Raw -33176.254144 + Penalty 2765.670755 = -30410.583389 nChanged 2 SP:Iteration 5Q (2498.330000 sec): 3 clusters Score: Raw -33187.264725 + Penalty 2765.670755 = -30421.593970 nChanged 0 SP:Iteration 6F (2498.550000 sec): 3 clusters Score: Raw -33187.264725 + Penalty 2765.670755 = -30421.593970 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2498.630000 sec): 2 clusters Score: Raw -33854.648320 + Penalty 1379.049044 = -32475.599276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2498.810000 sec): 3 clusters Score: Raw -34006.694173 + Penalty 2758.098089 = -31248.596084 nChanged 18 SP:Iteration 1F (2499.030000 sec): 3 clusters Score: Raw -34085.574150 + Penalty 2758.098089 = -31327.476061 nChanged 5 SP:Iteration 2Q (2499.230000 sec): 3 clusters Score: Raw -34118.070111 + Penalty 2758.098089 = -31359.972022 nChanged 2 SP:Iteration 3Q (2499.400000 sec): 3 clusters Score: Raw -34123.008055 + Penalty 2758.098089 = -31364.909966 nChanged 0 SP:Iteration 4F (2499.580000 sec): 3 clusters Score: Raw -34123.008055 + Penalty 2758.098089 = -31364.909966 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2499.690000 sec): 2 clusters Score: Raw -27249.565677 + Penalty 1378.093359 = -25871.472318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2499.860000 sec): 3 clusters Score: Raw -27535.743628 + Penalty 2756.186719 = -24779.556909 nChanged 50 SP:Iteration 1F (2500.100000 sec): 3 clusters Score: Raw -27856.948506 + Penalty 2756.186719 = -25100.761787 nChanged 18 SP:Iteration 2F (2500.270000 sec): 3 clusters Score: Raw -28265.647279 + Penalty 2756.186719 = -25509.460560 nChanged 10 SP:Iteration 3Q (2500.420000 sec): 3 clusters Score: Raw -28326.294976 + Penalty 2756.186719 = -25570.108258 nChanged 7 SP:Iteration 4Q (2500.600000 sec): 3 clusters Score: Raw -28367.848925 + Penalty 2756.186719 = -25611.662206 nChanged 2 SP:Iteration 5Q (2500.810000 sec): 3 clusters Score: Raw -28379.957126 + Penalty 2756.186719 = -25623.770408 nChanged 3 SP:Iteration 6Q (2500.980000 sec): 3 clusters Score: Raw -28402.235033 + Penalty 2756.186719 = -25646.048314 nChanged 3 SP:Iteration 7Q (2501.100000 sec): 3 clusters Score: Raw -28428.627423 + Penalty 2756.186719 = -25672.440705 nChanged 0 SP:Iteration 8F (2501.310000 sec): 3 clusters Score: Raw -28428.627423 + Penalty 2756.186719 = -25672.440705 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (4075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2501.460000 sec): 2 clusters Score: Raw -535209.289714 + Penalty 2061.531254 = -533147.758460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2501.650000 sec): 3 clusters Score: Raw -533302.729694 + Penalty 4123.062509 = -529179.667186 nChanged 1533 SP:Iteration 1F (2501.860000 sec): 3 clusters Score: Raw -534187.183019 + Penalty 4123.062509 = -530064.120510 nChanged 298 SP:Iteration 2F (2502.090000 sec): 3 clusters Score: Raw -534374.565822 + Penalty 4123.062509 = -530251.503313 nChanged 174 SP:Iteration 3Q (2502.330000 sec): 3 clusters Score: Raw -534477.003047 + Penalty 4123.062509 = -530353.940538 nChanged 137 SP:Iteration 4Q (2502.540000 sec): 3 clusters Score: Raw -534557.945179 + Penalty 4123.062509 = -530434.882671 nChanged 118 SP:Iteration 5Q (2502.760000 sec): 3 clusters Score: Raw -534623.052952 + Penalty 4123.062509 = -530499.990443 nChanged 93 SP:Iteration 6Q (2502.930000 sec): 3 clusters Score: Raw -534668.936490 + Penalty 4123.062509 = -530545.873981 nChanged 81 SP:Iteration 7Q (2503.160000 sec): 3 clusters Score: Raw -534708.443858 + Penalty 4123.062509 = -530585.381349 nChanged 75 SP:Iteration 8Q (2503.420000 sec): 3 clusters Score: Raw -534747.462395 + Penalty 4123.062509 = -530624.399887 nChanged 75 SP:Iteration 9Q (2503.670000 sec): 3 clusters Score: Raw -534789.097551 + Penalty 4123.062509 = -530666.035043 nChanged 73 SP:Iteration 10Q (2503.880000 sec): 3 clusters Score: Raw -534827.043317 + Penalty 4123.062509 = -530703.980809 nChanged 68 SP:Iteration 11Q (2504.110000 sec): 3 clusters Score: Raw -534863.783707 + Penalty 4123.062509 = -530740.721199 nChanged 69 SP:Iteration 12Q (2504.340000 sec): 3 clusters Score: Raw -534914.762257 + Penalty 4123.062509 = -530791.699749 nChanged 79 SP:Iteration 13Q (2504.560000 sec): 3 clusters Score: Raw -534971.570058 + Penalty 4123.062509 = -530848.507549 nChanged 88 SP:Iteration 14Q (2504.770000 sec): 3 clusters Score: Raw -535028.378891 + Penalty 4123.062509 = -530905.316382 nChanged 77 SP:Iteration 15Q (2504.980000 sec): 3 clusters Score: Raw -535071.715573 + Penalty 4123.062509 = -530948.653065 nChanged 68 SP:Iteration 16Q (2505.180000 sec): 3 clusters Score: Raw -535104.387568 + Penalty 4123.062509 = -530981.325059 nChanged 57 SP:Iteration 17Q (2505.400000 sec): 3 clusters Score: Raw -535127.377627 + Penalty 4123.062509 = -531004.315118 nChanged 45 SP:Iteration 18Q (2505.590000 sec): 3 clusters Score: Raw -535147.227261 + Penalty 4123.062509 = -531024.164753 nChanged 43 SP:Iteration 19Q (2505.830000 sec): 3 clusters Score: Raw -535165.177087 + Penalty 4123.062509 = -531042.114578 nChanged 36 SP:Iteration 20F (2506.070000 sec): 3 clusters Score: Raw -535184.603250 + Penalty 4123.062509 = -531061.540741 nChanged 35 SP:Iteration 21Q (2506.270000 sec): 3 clusters Score: Raw -535198.989637 + Penalty 4123.062509 = -531075.927128 nChanged 33 SP:Iteration 22Q (2506.480000 sec): 3 clusters Score: Raw -535214.308187 + Penalty 4123.062509 = -531091.245678 nChanged 32 SP:Iteration 23Q (2506.680000 sec): 3 clusters Score: Raw -535225.499257 + Penalty 4123.062509 = -531102.436748 nChanged 27 SP:Iteration 24Q (2506.960000 sec): 3 clusters Score: Raw -535238.714890 + Penalty 4123.062509 = -531115.652381 nChanged 32 SP:Iteration 25Q (2507.140000 sec): 3 clusters Score: Raw -535252.797462 + Penalty 4123.062509 = -531129.734953 nChanged 35 SP:Iteration 26Q (2507.380000 sec): 3 clusters Score: Raw -535265.357187 + Penalty 4123.062509 = -531142.294679 nChanged 23 SP:Iteration 27Q (2507.610000 sec): 3 clusters Score: Raw -535272.682733 + Penalty 4123.062509 = -531149.620224 nChanged 20 SP:Iteration 28Q (2507.830000 sec): 3 clusters Score: Raw -535278.788436 + Penalty 4123.062509 = -531155.725927 nChanged 16 SP:Iteration 29Q (2508.090000 sec): 3 clusters Score: Raw -535283.947539 + Penalty 4123.062509 = -531160.885031 nChanged 19 SP:Iteration 30Q (2508.360000 sec): 3 clusters Score: Raw -535290.665049 + Penalty 4123.062509 = -531167.602540 nChanged 14 SP:Iteration 31Q (2508.550000 sec): 3 clusters Score: Raw -535295.026726 + Penalty 4123.062509 = -531171.964218 nChanged 11 SP:Iteration 32Q (2508.760000 sec): 3 clusters Score: Raw -535297.534437 + Penalty 4123.062509 = -531174.471928 nChanged 10 SP:Iteration 33Q (2508.970000 sec): 3 clusters Score: Raw -535300.637805 + Penalty 4123.062509 = -531177.575297 nChanged 13 SP:Iteration 34Q (2509.160000 sec): 3 clusters Score: Raw -535304.888276 + Penalty 4123.062509 = -531181.825767 nChanged 9 SP:Iteration 35Q (2509.330000 sec): 3 clusters Score: Raw -535308.046897 + Penalty 4123.062509 = -531184.984389 nChanged 13 SP:Iteration 36Q (2509.530000 sec): 3 clusters Score: Raw -535311.559964 + Penalty 4123.062509 = -531188.497456 nChanged 17 SP:Iteration 37Q (2509.730000 sec): 3 clusters Score: Raw -535318.134141 + Penalty 4123.062509 = -531195.071632 nChanged 14 SP:Iteration 38Q (2509.980000 sec): 3 clusters Score: Raw -535322.383285 + Penalty 4123.062509 = -531199.320776 nChanged 17 SP:Iteration 39Q (2510.220000 sec): 3 clusters Score: Raw -535328.838098 + Penalty 4123.062509 = -531205.775589 nChanged 19 SP:Iteration 40F (2510.410000 sec): 3 clusters Score: Raw -535333.597000 + Penalty 4123.062509 = -531210.534491 nChanged 12 SP:Iteration 41Q (2510.630000 sec): 3 clusters Score: Raw -535337.799296 + Penalty 4123.062509 = -531214.736788 nChanged 11 SP:Iteration 42Q (2510.860000 sec): 3 clusters Score: Raw -535341.848688 + Penalty 4123.062509 = -531218.786180 nChanged 13 SP:Iteration 43Q (2511.080000 sec): 3 clusters Score: Raw -535347.797072 + Penalty 4123.062509 = -531224.734563 nChanged 9 SP:Iteration 44Q (2511.280000 sec): 3 clusters Score: Raw -535351.282928 + Penalty 4123.062509 = -531228.220419 nChanged 12 SP:Iteration 45Q (2511.460000 sec): 3 clusters Score: Raw -535357.668019 + Penalty 4123.062509 = -531234.605510 nChanged 19 SP:Iteration 46Q (2511.680000 sec): 3 clusters Score: Raw -535366.153836 + Penalty 4123.062509 = -531243.091327 nChanged 17 SP:Iteration 47Q (2511.860000 sec): 3 clusters Score: Raw -535371.931815 + Penalty 4123.062509 = -531248.869306 nChanged 15 SP:Iteration 48Q (2512.080000 sec): 3 clusters Score: Raw -535378.261933 + Penalty 4123.062509 = -531255.199424 nChanged 10 SP:Iteration 49Q (2512.300000 sec): 3 clusters Score: Raw -535382.247254 + Penalty 4123.062509 = -531259.184745 nChanged 9 SP:Iteration 50Q (2512.480000 sec): 3 clusters Score: Raw -535384.616156 + Penalty 4123.062509 = -531261.553647 nChanged 10 SP:Iteration 51Q (2512.680000 sec): 3 clusters Score: Raw -535387.485793 + Penalty 4123.062509 = -531264.423284 nChanged 6 SP:Iteration 52Q (2512.910000 sec): 3 clusters Score: Raw -535389.329056 + Penalty 4123.062509 = -531266.266547 nChanged 9 SP:Iteration 53Q (2513.150000 sec): 3 clusters Score: Raw -535391.754800 + Penalty 4123.062509 = -531268.692291 nChanged 11 SP:Iteration 54Q (2513.380000 sec): 3 clusters Score: Raw -535394.502120 + Penalty 4123.062509 = -531271.439611 nChanged 7 SP:Iteration 55Q (2513.540000 sec): 3 clusters Score: Raw -535396.207411 + Penalty 4123.062509 = -531273.144902 nChanged 10 SP:Iteration 56Q (2513.740000 sec): 3 clusters Score: Raw -535398.607807 + Penalty 4123.062509 = -531275.545299 nChanged 6 SP:Iteration 57Q (2513.900000 sec): 3 clusters Score: Raw -535400.644762 + Penalty 4123.062509 = -531277.582253 nChanged 8 SP:Iteration 58Q (2514.070000 sec): 3 clusters Score: Raw -535403.399102 + Penalty 4123.062509 = -531280.336594 nChanged 4 SP:Iteration 59Q (2514.260000 sec): 3 clusters Score: Raw -535404.559614 + Penalty 4123.062509 = -531281.497105 nChanged 8 SP:Iteration 60F (2514.520000 sec): 3 clusters Score: Raw -535407.165246 + Penalty 4123.062509 = -531284.102737 nChanged 8 SP:Iteration 61Q (2514.700000 sec): 3 clusters Score: Raw -535409.984498 + Penalty 4123.062509 = -531286.921989 nChanged 7 SP:Iteration 62Q (2514.910000 sec): 3 clusters Score: Raw -535413.312193 + Penalty 4123.062509 = -531290.249684 nChanged 5 SP:Iteration 63Q (2515.110000 sec): 3 clusters Score: Raw -535414.827663 + Penalty 4123.062509 = -531291.765154 nChanged 11 SP:Iteration 64Q (2515.340000 sec): 3 clusters Score: Raw -535419.216729 + Penalty 4123.062509 = -531296.154220 nChanged 13 SP:Iteration 65Q (2515.550000 sec): 3 clusters Score: Raw -535424.498826 + Penalty 4123.062509 = -531301.436318 nChanged 14 SP:Iteration 66Q (2515.750000 sec): 3 clusters Score: Raw -535429.488748 + Penalty 4123.062509 = -531306.426240 nChanged 14 SP:Iteration 67Q (2515.970000 sec): 3 clusters Score: Raw -535433.074714 + Penalty 4123.062509 = -531310.012205 nChanged 6 SP:Iteration 68Q (2516.190000 sec): 3 clusters Score: Raw -535435.206389 + Penalty 4123.062509 = -531312.143880 nChanged 10 SP:Iteration 69Q (2516.380000 sec): 3 clusters Score: Raw -535439.102882 + Penalty 4123.062509 = -531316.040374 nChanged 10 SP:Iteration 70Q (2516.580000 sec): 3 clusters Score: Raw -535442.469089 + Penalty 4123.062509 = -531319.406580 nChanged 12 SP:Iteration 71Q (2516.760000 sec): 3 clusters Score: Raw -535446.734145 + Penalty 4123.062509 = -531323.671637 nChanged 5 SP:Iteration 72Q (2516.950000 sec): 3 clusters Score: Raw -535448.457212 + Penalty 4123.062509 = -531325.394703 nChanged 6 SP:Iteration 73Q (2517.170000 sec): 3 clusters Score: Raw -535450.604328 + Penalty 4123.062509 = -531327.541819 nChanged 2 SP:Iteration 74Q (2517.360000 sec): 3 clusters Score: Raw -535451.352290 + Penalty 4123.062509 = -531328.289781 nChanged 4 SP:Iteration 75Q (2517.590000 sec): 3 clusters Score: Raw -535452.337155 + Penalty 4123.062509 = -531329.274646 nChanged 5 SP:Iteration 76Q (2517.780000 sec): 3 clusters Score: Raw -535453.629718 + Penalty 4123.062509 = -531330.567210 nChanged 2 SP:Iteration 77Q (2517.980000 sec): 3 clusters Score: Raw -535453.889815 + Penalty 4123.062509 = -531330.827306 nChanged 0 SP:Iteration 78F (2518.170000 sec): 3 clusters Score: Raw -535453.889815 + Penalty 4123.062509 = -531330.827306 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (317626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2519.850000 sec): 2 clusters Score: Raw -42981515.044792 + Penalty 3141.820208 = -42978373.224584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2521.800000 sec): 3 clusters Score: Raw -42770509.395282 + Penalty 6283.640415 = -42764225.754867 nChanged 154141 SP:Iteration 1F (2523.650000 sec): 3 clusters Score: Raw -42862955.515383 + Penalty 6283.640415 = -42856671.874968 nChanged 8570 SP:Iteration 2Q (2525.810000 sec): 3 clusters Score: Raw -42864769.622963 + Penalty 6283.640415 = -42858485.982548 nChanged 9281 SP:Iteration 3Q (2528.120000 sec): 3 clusters Score: Raw -42867008.575123 + Penalty 6283.640415 = -42860724.934708 nChanged 10201 SP:Iteration 4Q (2530.140000 sec): 3 clusters Score: Raw -42869855.345758 + Penalty 6283.640415 = -42863571.705343 nChanged 11431 SP:Iteration 5Q (2532.240000 sec): 3 clusters Score: Raw -42873433.011037 + Penalty 6283.640415 = -42867149.370622 nChanged 12334 SP:Iteration 6Q (2534.290000 sec): 3 clusters Score: Raw -42877868.324606 + Penalty 6283.640415 = -42871584.684191 nChanged 13727 SP:Iteration 7Q (2536.350000 sec): 3 clusters Score: Raw -42883746.232033 + Penalty 6283.640415 = -42877462.591618 nChanged 15536 SP:Iteration 8Q (2538.620000 sec): 3 clusters Score: Raw -42891761.843057 + Penalty 6283.640415 = -42885478.202642 nChanged 17505 SP:Iteration 9F (2540.620000 sec): 3 clusters Score: Raw -42902315.644041 + Penalty 6283.640415 = -42896032.003626 nChanged 18875 SP:Iteration 10F (2542.550000 sec): 3 clusters Score: Raw -42914820.028735 + Penalty 6283.640415 = -42908536.388320 nChanged 18895 SP:Iteration 11F (2544.480000 sec): 3 clusters Score: Raw -42927967.628030 + Penalty 6283.640415 = -42921683.987615 nChanged 17046 SP:Iteration 12F (2546.410000 sec): 3 clusters Score: Raw -42939865.828100 + Penalty 6283.640415 = -42933582.187685 nChanged 14341 SP:Iteration 13Q (2548.370000 sec): 3 clusters Score: Raw -42949918.720197 + Penalty 6283.640415 = -42943635.079782 nChanged 11634 SP:Iteration 14Q (2550.350000 sec): 3 clusters Score: Raw -42958018.624750 + Penalty 6283.640415 = -42951734.984335 nChanged 9318 SP:Iteration 15Q (2552.310000 sec): 3 clusters Score: Raw -42964580.409223 + Penalty 6283.640415 = -42958296.768808 nChanged 7393 SP:Iteration 16Q (2554.170000 sec): 3 clusters Score: Raw -42969913.412900 + Penalty 6283.640415 = -42963629.772485 nChanged 5652 SP:Iteration 17Q (2555.850000 sec): 3 clusters Score: Raw -42974002.148669 + Penalty 6283.640415 = -42967718.508254 nChanged 4122 SP:Iteration 18Q (2557.430000 sec): 3 clusters Score: Raw -42977015.176816 + Penalty 6283.640415 = -42970731.536401 nChanged 2807 SP:Iteration 19Q (2559.070000 sec): 3 clusters Score: Raw -42979028.949111 + Penalty 6283.640415 = -42972745.308696 nChanged 1768 SP:Iteration 20F (2560.900000 sec): 3 clusters Score: Raw -42980268.158312 + Penalty 6283.640415 = -42973984.517897 nChanged 1016 SP:Iteration 21Q (2562.480000 sec): 3 clusters Score: Raw -42980975.447067 + Penalty 6283.640415 = -42974691.806652 nChanged 518 SP:Iteration 22Q (2563.970000 sec): 3 clusters Score: Raw -42981326.629745 + Penalty 6283.640415 = -42975042.989330 nChanged 318 SP:Iteration 23Q (2565.450000 sec): 3 clusters Score: Raw -42981552.329875 + Penalty 6283.640415 = -42975268.689460 nChanged 178 SP:Iteration 24Q (2567.040000 sec): 3 clusters Score: Raw -42981686.025450 + Penalty 6283.640415 = -42975402.385035 nChanged 106 SP:Iteration 25Q (2568.610000 sec): 3 clusters Score: Raw -42981762.082459 + Penalty 6283.640415 = -42975478.442044 nChanged 71 SP:Iteration 26Q (2570.130000 sec): 3 clusters Score: Raw -42981807.630567 + Penalty 6283.640415 = -42975523.990152 nChanged 47 SP:Iteration 27Q (2571.760000 sec): 3 clusters Score: Raw -42981841.632897 + Penalty 6283.640415 = -42975557.992482 nChanged 34 SP:Iteration 28Q (2573.190000 sec): 3 clusters Score: Raw -42981868.817616 + Penalty 6283.640415 = -42975585.177201 nChanged 24 SP:Iteration 29Q (2574.570000 sec): 3 clusters Score: Raw -42981884.426005 + Penalty 6283.640415 = -42975600.785590 nChanged 15 SP:Iteration 30Q (2575.960000 sec): 3 clusters Score: Raw -42981893.382951 + Penalty 6283.640415 = -42975609.742536 nChanged 14 SP:Iteration 31Q (2577.470000 sec): 3 clusters Score: Raw -42981902.232294 + Penalty 6283.640415 = -42975618.591879 nChanged 12 SP:Iteration 32Q (2578.890000 sec): 3 clusters Score: Raw -42981909.939482 + Penalty 6283.640415 = -42975626.299067 nChanged 10 SP:Iteration 33Q (2580.360000 sec): 3 clusters Score: Raw -42981916.851263 + Penalty 6283.640415 = -42975633.210848 nChanged 7 SP:Iteration 34Q (2581.950000 sec): 3 clusters Score: Raw -42981922.142641 + Penalty 6283.640415 = -42975638.502226 nChanged 7 SP:Iteration 35Q (2583.490000 sec): 3 clusters Score: Raw -42981926.838906 + Penalty 6283.640415 = -42975643.198491 nChanged 6 SP:Iteration 36Q (2584.990000 sec): 3 clusters Score: Raw -42981932.147620 + Penalty 6283.640415 = -42975648.507205 nChanged 7 SP:Iteration 37Q (2586.770000 sec): 3 clusters Score: Raw -42981936.936419 + Penalty 6283.640415 = -42975653.296004 nChanged 7 SP:Iteration 38Q (2588.260000 sec): 3 clusters Score: Raw -42981942.700579 + Penalty 6283.640415 = -42975659.060164 nChanged 3 SP:Iteration 39Q (2589.800000 sec): 3 clusters Score: Raw -42981944.618954 + Penalty 6283.640415 = -42975660.978539 nChanged 1 SP:Iteration 40F (2591.690000 sec): 3 clusters Score: Raw -42981944.798260 + Penalty 6283.640415 = -42975661.157845 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (5071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2592.020000 sec): 2 clusters Score: Raw -692440.767662 + Penalty 2115.760742 = -690325.006920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2592.300000 sec): 3 clusters Score: Raw -689949.519193 + Penalty 4231.521485 = -685717.997708 nChanged 1966 SP:Iteration 1F (2592.500000 sec): 3 clusters Score: Raw -691047.843807 + Penalty 4231.521485 = -686816.322322 nChanged 369 SP:Iteration 2F (2592.740000 sec): 3 clusters Score: Raw -691290.110767 + Penalty 4231.521485 = -687058.589282 nChanged 275 SP:Iteration 3F (2592.980000 sec): 3 clusters Score: Raw -691467.801653 + Penalty 4231.521485 = -687236.280168 nChanged 249 SP:Iteration 4Q (2593.210000 sec): 3 clusters Score: Raw -691647.766878 + Penalty 4231.521485 = -687416.245393 nChanged 234 SP:Iteration 5Q (2593.410000 sec): 3 clusters Score: Raw -691799.227208 + Penalty 4231.521485 = -687567.705724 nChanged 183 SP:Iteration 6Q (2593.600000 sec): 3 clusters Score: Raw -691912.815451 + Penalty 4231.521485 = -687681.293966 nChanged 184 SP:Iteration 7Q (2593.800000 sec): 3 clusters Score: Raw -692020.112453 + Penalty 4231.521485 = -687788.590969 nChanged 178 SP:Iteration 8Q (2594.000000 sec): 3 clusters Score: Raw -692125.768109 + Penalty 4231.521485 = -687894.246625 nChanged 171 SP:Iteration 9Q (2594.220000 sec): 3 clusters Score: Raw -692238.748703 + Penalty 4231.521485 = -688007.227218 nChanged 147 SP:Iteration 10Q (2594.440000 sec): 3 clusters Score: Raw -692335.068732 + Penalty 4231.521485 = -688103.547247 nChanged 140 SP:Iteration 11Q (2594.650000 sec): 3 clusters Score: Raw -692419.834685 + Penalty 4231.521485 = -688188.313201 nChanged 128 SP:Iteration 12Q (2594.850000 sec): 3 clusters Score: Raw -692499.956313 + Penalty 4231.521485 = -688268.434828 nChanged 126 SP:Iteration 13Q (2595.020000 sec): 3 clusters Score: Raw -692590.734899 + Penalty 4231.521485 = -688359.213415 nChanged 110 SP:Iteration 14Q (2595.190000 sec): 3 clusters Score: Raw -692654.948586 + Penalty 4231.521485 = -688423.427101 nChanged 87 SP:Iteration 15Q (2595.400000 sec): 3 clusters Score: Raw -692711.682133 + Penalty 4231.521485 = -688480.160648 nChanged 64 SP:Iteration 16Q (2595.620000 sec): 3 clusters Score: Raw -692748.641539 + Penalty 4231.521485 = -688517.120054 nChanged 55 SP:Iteration 17Q (2595.800000 sec): 3 clusters Score: Raw -692781.480686 + Penalty 4231.521485 = -688549.959202 nChanged 47 SP:Iteration 18Q (2596.000000 sec): 3 clusters Score: Raw -692812.868629 + Penalty 4231.521485 = -688581.347144 nChanged 35 SP:Iteration 19Q (2596.220000 sec): 3 clusters Score: Raw -692836.480741 + Penalty 4231.521485 = -688604.959256 nChanged 30 SP:Iteration 20F (2596.450000 sec): 3 clusters Score: Raw -692853.951292 + Penalty 4231.521485 = -688622.429807 nChanged 31 SP:Iteration 21Q (2596.700000 sec): 3 clusters Score: Raw -692874.444901 + Penalty 4231.521485 = -688642.923417 nChanged 30 SP:Iteration 22Q (2596.920000 sec): 3 clusters Score: Raw -692891.244433 + Penalty 4231.521485 = -688659.722948 nChanged 28 SP:Iteration 23Q (2597.100000 sec): 3 clusters Score: Raw -692906.103673 + Penalty 4231.521485 = -688674.582189 nChanged 28 SP:Iteration 24Q (2597.340000 sec): 3 clusters Score: Raw -692921.637453 + Penalty 4231.521485 = -688690.115968 nChanged 28 SP:Iteration 25Q (2597.550000 sec): 3 clusters Score: Raw -692938.963671 + Penalty 4231.521485 = -688707.442186 nChanged 20 SP:Iteration 26Q (2597.800000 sec): 3 clusters Score: Raw -692951.223221 + Penalty 4231.521485 = -688719.701736 nChanged 20 SP:Iteration 27Q (2598.040000 sec): 3 clusters Score: Raw -692962.650045 + Penalty 4231.521485 = -688731.128560 nChanged 19 SP:Iteration 28Q (2598.190000 sec): 3 clusters Score: Raw -692973.133901 + Penalty 4231.521485 = -688741.612416 nChanged 19 SP:Iteration 29Q (2598.390000 sec): 3 clusters Score: Raw -692987.263988 + Penalty 4231.521485 = -688755.742503 nChanged 24 SP:Iteration 30Q (2598.600000 sec): 3 clusters Score: Raw -693009.899557 + Penalty 4231.521485 = -688778.378073 nChanged 22 SP:Iteration 31Q (2598.860000 sec): 3 clusters Score: Raw -693024.494520 + Penalty 4231.521485 = -688792.973035 nChanged 15 SP:Iteration 32Q (2599.080000 sec): 3 clusters Score: Raw -693033.956112 + Penalty 4231.521485 = -688802.434627 nChanged 7 SP:Iteration 33Q (2599.280000 sec): 3 clusters Score: Raw -693040.664160 + Penalty 4231.521485 = -688809.142675 nChanged 10 SP:Iteration 34Q (2599.480000 sec): 3 clusters Score: Raw -693048.326167 + Penalty 4231.521485 = -688816.804682 nChanged 8 SP:Iteration 35Q (2599.720000 sec): 3 clusters Score: Raw -693053.417507 + Penalty 4231.521485 = -688821.896022 nChanged 10 SP:Iteration 36Q (2599.930000 sec): 3 clusters Score: Raw -693061.212307 + Penalty 4231.521485 = -688829.690822 nChanged 13 SP:Iteration 37Q (2600.160000 sec): 3 clusters Score: Raw -693067.776048 + Penalty 4231.521485 = -688836.254564 nChanged 11 SP:Iteration 38Q (2600.350000 sec): 3 clusters Score: Raw -693073.218989 + Penalty 4231.521485 = -688841.697505 nChanged 8 SP:Iteration 39Q (2600.540000 sec): 3 clusters Score: Raw -693078.820894 + Penalty 4231.521485 = -688847.299409 nChanged 7 SP:Iteration 40F (2600.740000 sec): 3 clusters Score: Raw -693083.584455 + Penalty 4231.521485 = -688852.062970 nChanged 4 SP:Iteration 41Q (2600.940000 sec): 3 clusters Score: Raw -693086.381426 + Penalty 4231.521485 = -688854.859941 nChanged 8 SP:Iteration 42Q (2601.070000 sec): 3 clusters Score: Raw -693092.511857 + Penalty 4231.521485 = -688860.990373 nChanged 5 SP:Iteration 43Q (2601.310000 sec): 3 clusters Score: Raw -693096.627348 + Penalty 4231.521485 = -688865.105863 nChanged 2 SP:Iteration 44Q (2601.520000 sec): 3 clusters Score: Raw -693098.365849 + Penalty 4231.521485 = -688866.844365 nChanged 3 SP:Iteration 45Q (2601.700000 sec): 3 clusters Score: Raw -693100.253076 + Penalty 4231.521485 = -688868.731591 nChanged 2 SP:Iteration 46Q (2601.910000 sec): 3 clusters Score: Raw -693101.685255 + Penalty 4231.521485 = -688870.163771 nChanged 6 SP:Iteration 47Q (2602.170000 sec): 3 clusters Score: Raw -693104.639946 + Penalty 4231.521485 = -688873.118462 nChanged 2 SP:Iteration 48Q (2602.330000 sec): 3 clusters Score: Raw -693105.544441 + Penalty 4231.521485 = -688874.022957 nChanged 2 SP:Iteration 49Q (2602.540000 sec): 3 clusters Score: Raw -693106.585943 + Penalty 4231.521485 = -688875.064458 nChanged 2 SP:Iteration 50Q (2602.770000 sec): 3 clusters Score: Raw -693107.371922 + Penalty 4231.521485 = -688875.850437 nChanged 3 SP:Iteration 51Q (2602.960000 sec): 3 clusters Score: Raw -693108.337565 + Penalty 4231.521485 = -688876.816080 nChanged 3 SP:Iteration 52Q (2603.170000 sec): 3 clusters Score: Raw -693110.644846 + Penalty 4231.521485 = -688879.123361 nChanged 1 SP:Iteration 53Q (2603.350000 sec): 3 clusters Score: Raw -693111.056543 + Penalty 4231.521485 = -688879.535059 nChanged 1 SP:Iteration 54Q (2603.580000 sec): 3 clusters Score: Raw -693111.786661 + Penalty 4231.521485 = -688880.265177 nChanged 1 SP:Iteration 55Q (2603.780000 sec): 3 clusters Score: Raw -693112.329402 + Penalty 4231.521485 = -688880.807918 nChanged 1 SP:Iteration 56Q (2604.020000 sec): 3 clusters Score: Raw -693112.835591 + Penalty 4231.521485 = -688881.314106 nChanged 1 SP:Iteration 57Q (2604.230000 sec): 3 clusters Score: Raw -693113.962949 + Penalty 4231.521485 = -688882.441465 nChanged 2 SP:Iteration 58Q (2604.460000 sec): 3 clusters Score: Raw -693114.992627 + Penalty 4231.521485 = -688883.471142 nChanged 0 SP:Iteration 59F (2604.610000 sec): 3 clusters Score: Raw -693114.992627 + Penalty 4231.521485 = -688883.471142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2604.710000 sec): 2 clusters Score: Raw -60665.449177 + Penalty 1534.689503 = -59130.759675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2604.890000 sec): 3 clusters Score: Raw -60888.254424 + Penalty 3069.379005 = -57818.875419 nChanged 116 SP:Iteration 1F (2605.100000 sec): 3 clusters Score: Raw -61335.926414 + Penalty 3069.379005 = -58266.547409 nChanged 61 SP:Iteration 2F (2605.280000 sec): 3 clusters Score: Raw -61654.437649 + Penalty 3069.379005 = -58585.058644 nChanged 33 SP:Iteration 3F (2605.430000 sec): 3 clusters Score: Raw -61977.586347 + Penalty 3069.379005 = -58908.207342 nChanged 19 SP:Iteration 4Q (2605.590000 sec): 3 clusters Score: Raw -62074.824202 + Penalty 3069.379005 = -59005.445197 nChanged 8 SP:Iteration 5Q (2605.780000 sec): 3 clusters Score: Raw -62111.403467 + Penalty 3069.379005 = -59042.024462 nChanged 1 SP:Iteration 6Q (2605.930000 sec): 3 clusters Score: Raw -62115.440452 + Penalty 3069.379005 = -59046.061447 nChanged 2 SP:Iteration 7Q (2606.090000 sec): 3 clusters Score: Raw -62121.585263 + Penalty 3069.379005 = -59052.206258 nChanged 0 SP:Iteration 8F (2606.240000 sec): 3 clusters Score: Raw -62121.585263 + Penalty 3069.379005 = -59052.206258 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2606.350000 sec): 2 clusters Score: Raw -163439.355670 + Penalty 1767.866995 = -161671.488676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2606.520000 sec): 3 clusters Score: Raw -163070.681409 + Penalty 3535.733989 = -159534.947420 nChanged 357 SP:Iteration 1F (2606.700000 sec): 3 clusters Score: Raw -163389.294334 + Penalty 3535.733989 = -159853.560345 nChanged 80 SP:Iteration 2F (2606.880000 sec): 3 clusters Score: Raw -163475.905289 + Penalty 3535.733989 = -159940.171300 nChanged 29 SP:Iteration 3Q (2607.050000 sec): 3 clusters Score: Raw -163510.400384 + Penalty 3535.733989 = -159974.666395 nChanged 32 SP:Iteration 4Q (2607.250000 sec): 3 clusters Score: Raw -163543.032625 + Penalty 3535.733989 = -160007.298636 nChanged 25 SP:Iteration 5Q (2607.390000 sec): 3 clusters Score: Raw -163566.776107 + Penalty 3535.733989 = -160031.042118 nChanged 10 SP:Iteration 6Q (2607.540000 sec): 3 clusters Score: Raw -163576.747862 + Penalty 3535.733989 = -160041.013873 nChanged 8 SP:Iteration 7Q (2607.750000 sec): 3 clusters Score: Raw -163586.747302 + Penalty 3535.733989 = -160051.013312 nChanged 8 SP:Iteration 8Q (2607.890000 sec): 3 clusters Score: Raw -163596.368862 + Penalty 3535.733989 = -160060.634873 nChanged 7 SP:Iteration 9Q (2608.030000 sec): 3 clusters Score: Raw -163600.765418 + Penalty 3535.733989 = -160065.031429 nChanged 1 SP:Iteration 10Q (2608.210000 sec): 3 clusters Score: Raw -163601.619460 + Penalty 3535.733989 = -160065.885471 nChanged 2 SP:Iteration 11Q (2608.390000 sec): 3 clusters Score: Raw -163604.059779 + Penalty 3535.733989 = -160068.325790 nChanged 4 SP:Iteration 12Q (2608.640000 sec): 3 clusters Score: Raw -163606.956033 + Penalty 3535.733989 = -160071.222044 nChanged 2 SP:Iteration 13Q (2608.820000 sec): 3 clusters Score: Raw -163610.103173 + Penalty 3535.733989 = -160074.369183 nChanged 2 SP:Iteration 14Q (2609.030000 sec): 3 clusters Score: Raw -163612.640272 + Penalty 3535.733989 = -160076.906283 nChanged 5 SP:Iteration 15Q (2609.170000 sec): 3 clusters Score: Raw -163618.758002 + Penalty 3535.733989 = -160083.024013 nChanged 0 SP:Iteration 16F (2609.370000 sec): 3 clusters Score: Raw -163618.758002 + Penalty 3535.733989 = -160083.024013 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 12 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2609.460000 sec): 2 clusters Score: Raw -40942.640114 + Penalty 1447.033063 = -39495.607052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2609.630000 sec): 3 clusters Score: Raw -41135.149377 + Penalty 2894.066126 = -38241.083251 nChanged 60 SP:Iteration 1F (2609.810000 sec): 3 clusters Score: Raw -41339.463982 + Penalty 2894.066126 = -38445.397857 nChanged 17 SP:Iteration 2Q (2610.040000 sec): 3 clusters Score: Raw -41482.564469 + Penalty 2894.066126 = -38588.498344 nChanged 17 SP:Iteration 3Q (2610.240000 sec): 3 clusters Score: Raw -41657.148214 + Penalty 2894.066126 = -38763.082088 nChanged 17 SP:Iteration 4Q (2610.430000 sec): 3 clusters Score: Raw -41752.561881 + Penalty 2894.066126 = -38858.495756 nChanged 11 SP:Iteration 5Q (2610.590000 sec): 3 clusters Score: Raw -41943.628390 + Penalty 2894.066126 = -39049.562264 nChanged 16 SP:Iteration 6Q (2610.830000 sec): 3 clusters Score: Raw -42026.197885 + Penalty 2894.066126 = -39132.131760 nChanged 4 SP:Iteration 7Q (2611.030000 sec): 3 clusters Score: Raw -42049.349595 + Penalty 2894.066126 = -39155.283469 nChanged 5 SP:Iteration 8Q (2611.240000 sec): 3 clusters Score: Raw -42082.951331 + Penalty 2894.066126 = -39188.885206 nChanged 5 SP:Iteration 9Q (2611.410000 sec): 3 clusters Score: Raw -42114.770712 + Penalty 2894.066126 = -39220.704587 nChanged 5 SP:Iteration 10Q (2611.600000 sec): 3 clusters Score: Raw -42154.938025 + Penalty 2894.066126 = -39260.871900 nChanged 2 SP:Iteration 11Q (2611.790000 sec): 3 clusters Score: Raw -42167.159677 + Penalty 2894.066126 = -39273.093551 nChanged 1 SP:Iteration 12Q (2612.020000 sec): 3 clusters Score: Raw -42171.574475 + Penalty 2894.066126 = -39277.508349 nChanged 0 SP:Iteration 13F (2612.220000 sec): 3 clusters Score: Raw -42171.574475 + Penalty 2894.066126 = -39277.508349 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 13 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2612.330000 sec): 2 clusters Score: Raw -128689.959913 + Penalty 1749.503515 = -126940.456398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2612.560000 sec): 3 clusters Score: Raw -128464.031199 + Penalty 3499.007030 = -124965.024169 nChanged 329 SP:Iteration 1F (2612.740000 sec): 3 clusters Score: Raw -129105.029619 + Penalty 3499.007030 = -125606.022588 nChanged 135 SP:Iteration 2F (2612.930000 sec): 3 clusters Score: Raw -129679.096964 + Penalty 3499.007030 = -126180.089934 nChanged 105 SP:Iteration 3F (2613.150000 sec): 3 clusters Score: Raw -130093.978873 + Penalty 3499.007030 = -126594.971843 nChanged 65 SP:Iteration 4F (2613.340000 sec): 3 clusters Score: Raw -130378.993336 + Penalty 3499.007030 = -126879.986306 nChanged 56 SP:Iteration 5Q (2613.570000 sec): 3 clusters Score: Raw -130667.086272 + Penalty 3499.007030 = -127168.079242 nChanged 67 SP:Iteration 6F (2613.790000 sec): 3 clusters Score: Raw -131045.980459 + Penalty 3499.007030 = -127546.973429 nChanged 57 SP:Iteration 7Q (2613.970000 sec): 3 clusters Score: Raw -131382.633653 + Penalty 3499.007030 = -127883.626623 nChanged 39 SP:Iteration 8Q (2614.150000 sec): 3 clusters Score: Raw -131661.586182 + Penalty 3499.007030 = -128162.579152 nChanged 41 SP:Iteration 9Q (2614.310000 sec): 3 clusters Score: Raw -132014.253896 + Penalty 3499.007030 = -128515.246866 nChanged 24 SP:Iteration 10Q (2614.530000 sec): 3 clusters Score: Raw -132311.889496 + Penalty 3499.007030 = -128812.882466 nChanged 20 SP:Iteration 11Q (2614.810000 sec): 3 clusters Score: Raw -132433.725166 + Penalty 3499.007030 = -128934.718136 nChanged 17 SP:Iteration 12Q (2614.960000 sec): 3 clusters Score: Raw -132530.606010 + Penalty 3499.007030 = -129031.598979 nChanged 8 SP:Iteration 13Q (2615.180000 sec): 3 clusters Score: Raw -132568.121019 + Penalty 3499.007030 = -129069.113988 nChanged 9 SP:Iteration 14Q (2615.320000 sec): 3 clusters Score: Raw -132591.283995 + Penalty 3499.007030 = -129092.276965 nChanged 3 SP:Iteration 15Q (2615.560000 sec): 3 clusters Score: Raw -132597.935197 + Penalty 3499.007030 = -129098.928166 nChanged 1 SP:Iteration 16Q (2615.710000 sec): 3 clusters Score: Raw -132611.268091 + Penalty 3499.007030 = -129112.261061 nChanged 3 SP:Iteration 17Q (2615.970000 sec): 3 clusters Score: Raw -132619.761729 + Penalty 3499.007030 = -129120.754699 nChanged 1 SP:Iteration 18Q (2616.120000 sec): 3 clusters Score: Raw -132629.373586 + Penalty 3499.007030 = -129130.366556 nChanged 1 SP:Iteration 19Q (2616.290000 sec): 3 clusters Score: Raw -132636.351331 + Penalty 3499.007030 = -129137.344301 nChanged 2 SP:Iteration 20F (2616.490000 sec): 3 clusters Score: Raw -132672.401711 + Penalty 3499.007030 = -129173.394681 nChanged 9 SP:Iteration 21Q (2616.640000 sec): 3 clusters Score: Raw -132706.965420 + Penalty 3499.007030 = -129207.958389 nChanged 4 SP:Iteration 22Q (2616.900000 sec): 3 clusters Score: Raw -132714.042302 + Penalty 3499.007030 = -129215.035272 nChanged 2 SP:Iteration 23Q (2617.110000 sec): 3 clusters Score: Raw -132717.670148 + Penalty 3499.007030 = -129218.663118 nChanged 1 SP:Iteration 24Q (2617.340000 sec): 3 clusters Score: Raw -132722.888443 + Penalty 3499.007030 = -129223.881412 nChanged 2 SP:Iteration 25Q (2617.470000 sec): 3 clusters Score: Raw -132733.875783 + Penalty 3499.007030 = -129234.868753 nChanged 5 SP:Iteration 26Q (2617.670000 sec): 3 clusters Score: Raw -132754.630483 + Penalty 3499.007030 = -129255.623453 nChanged 1 SP:Iteration 27Q (2617.820000 sec): 3 clusters Score: Raw -132756.355537 + Penalty 3499.007030 = -129257.348507 nChanged 0 SP:Iteration 28F (2617.960000 sec): 3 clusters Score: Raw -132756.355537 + Penalty 3499.007030 = -129257.348507 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2618.110000 sec): 2 clusters Score: Raw -42409.275807 + Penalty 1449.199015 = -40960.076791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2618.290000 sec): 3 clusters Score: Raw -42613.353723 + Penalty 2898.398031 = -39714.955692 nChanged 56 SP:Iteration 1F (2618.500000 sec): 3 clusters Score: Raw -42765.584615 + Penalty 2898.398031 = -39867.186585 nChanged 13 SP:Iteration 2Q (2618.660000 sec): 3 clusters Score: Raw -42799.906149 + Penalty 2898.398031 = -39901.508118 nChanged 6 SP:Iteration 3Q (2618.830000 sec): 3 clusters Score: Raw -42822.243813 + Penalty 2898.398031 = -39923.845783 nChanged 2 SP:Iteration 4Q (2619.000000 sec): 3 clusters Score: Raw -42830.972684 + Penalty 2898.398031 = -39932.574654 nChanged 0 SP:Iteration 5F (2619.180000 sec): 3 clusters Score: Raw -42830.972684 + Penalty 2898.398031 = -39932.574654 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (20288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2619.410000 sec): 2 clusters Score: Raw -2876874.921063 + Penalty 2459.610645 = -2874415.310419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2619.700000 sec): 3 clusters Score: Raw -2865114.359566 + Penalty 4919.221289 = -2860195.138277 nChanged 8904 SP:Iteration 1F (2620.000000 sec): 3 clusters Score: Raw -2869774.483809 + Penalty 4919.221289 = -2864855.262520 nChanged 1069 SP:Iteration 2F (2620.290000 sec): 3 clusters Score: Raw -2870139.369214 + Penalty 4919.221289 = -2865220.147925 nChanged 851 SP:Iteration 3Q (2620.600000 sec): 3 clusters Score: Raw -2870412.135717 + Penalty 4919.221289 = -2865492.914427 nChanged 765 SP:Iteration 4Q (2620.900000 sec): 3 clusters Score: Raw -2870647.543892 + Penalty 4919.221289 = -2865728.322603 nChanged 676 SP:Iteration 5Q (2621.220000 sec): 3 clusters Score: Raw -2870867.406314 + Penalty 4919.221289 = -2865948.185024 nChanged 710 SP:Iteration 6Q (2621.520000 sec): 3 clusters Score: Raw -2871133.455160 + Penalty 4919.221289 = -2866214.233871 nChanged 759 SP:Iteration 7Q (2621.880000 sec): 3 clusters Score: Raw -2871459.011228 + Penalty 4919.221289 = -2866539.789939 nChanged 851 SP:Iteration 8Q (2622.210000 sec): 3 clusters Score: Raw -2871867.040285 + Penalty 4919.221289 = -2866947.818996 nChanged 995 SP:Iteration 9Q (2622.520000 sec): 3 clusters Score: Raw -2872460.005650 + Penalty 4919.221289 = -2867540.784361 nChanged 1159 SP:Iteration 10F (2622.830000 sec): 3 clusters Score: Raw -2873226.502259 + Penalty 4919.221289 = -2868307.280970 nChanged 1208 SP:Iteration 11F (2623.160000 sec): 3 clusters Score: Raw -2874147.220659 + Penalty 4919.221289 = -2869227.999370 nChanged 1161 SP:Iteration 12F (2623.500000 sec): 3 clusters Score: Raw -2875090.144712 + Penalty 4919.221289 = -2870170.923423 nChanged 947 SP:Iteration 13Q (2623.820000 sec): 3 clusters Score: Raw -2875913.479914 + Penalty 4919.221289 = -2870994.258624 nChanged 624 SP:Iteration 14Q (2624.150000 sec): 3 clusters Score: Raw -2876470.452619 + Penalty 4919.221289 = -2871551.231330 nChanged 382 SP:Iteration 15Q (2624.440000 sec): 3 clusters Score: Raw -2876803.457365 + Penalty 4919.221289 = -2871884.236076 nChanged 187 SP:Iteration 16Q (2624.720000 sec): 3 clusters Score: Raw -2876972.098365 + Penalty 4919.221289 = -2872052.877076 nChanged 99 SP:Iteration 17Q (2625.050000 sec): 3 clusters Score: Raw -2877066.631574 + Penalty 4919.221289 = -2872147.410285 nChanged 61 SP:Iteration 18Q (2625.370000 sec): 3 clusters Score: Raw -2877129.071372 + Penalty 4919.221289 = -2872209.850083 nChanged 45 SP:Iteration 19Q (2625.690000 sec): 3 clusters Score: Raw -2877169.445105 + Penalty 4919.221289 = -2872250.223815 nChanged 27 SP:Iteration 20F (2625.970000 sec): 3 clusters Score: Raw -2877197.425151 + Penalty 4919.221289 = -2872278.203862 nChanged 19 SP:Iteration 21Q (2626.290000 sec): 3 clusters Score: Raw -2877217.840866 + Penalty 4919.221289 = -2872298.619577 nChanged 14 SP:Iteration 22Q (2626.570000 sec): 3 clusters Score: Raw -2877230.419454 + Penalty 4919.221289 = -2872311.198165 nChanged 11 SP:Iteration 23Q (2626.820000 sec): 3 clusters Score: Raw -2877240.366380 + Penalty 4919.221289 = -2872321.145090 nChanged 5 SP:Iteration 24Q (2627.130000 sec): 3 clusters Score: Raw -2877244.235788 + Penalty 4919.221289 = -2872325.014498 nChanged 4 SP:Iteration 25Q (2627.440000 sec): 3 clusters Score: Raw -2877247.739772 + Penalty 4919.221289 = -2872328.518483 nChanged 4 SP:Iteration 26Q (2627.710000 sec): 3 clusters Score: Raw -2877252.232551 + Penalty 4919.221289 = -2872333.011262 nChanged 2 SP:Iteration 27Q (2628.080000 sec): 3 clusters Score: Raw -2877254.829111 + Penalty 4919.221289 = -2872335.607822 nChanged 2 SP:Iteration 28Q (2628.390000 sec): 3 clusters Score: Raw -2877257.784773 + Penalty 4919.221289 = -2872338.563484 nChanged 3 SP:Iteration 29Q (2628.750000 sec): 3 clusters Score: Raw -2877260.537243 + Penalty 4919.221289 = -2872341.315954 nChanged 2 SP:Iteration 30Q (2629.090000 sec): 3 clusters Score: Raw -2877262.197035 + Penalty 4919.221289 = -2872342.975746 nChanged 1 SP:Iteration 31Q (2629.430000 sec): 3 clusters Score: Raw -2877263.093633 + Penalty 4919.221289 = -2872343.872344 nChanged 0 SP:Iteration 32F (2629.790000 sec): 3 clusters Score: Raw -2877263.093633 + Penalty 4919.221289 = -2872343.872344 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (54129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2630.110000 sec): 2 clusters Score: Raw -7234992.039533 + Penalty 2702.983091 = -7232289.056443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2630.650000 sec): 3 clusters Score: Raw -7201312.648403 + Penalty 5405.966181 = -7195906.682222 nChanged 25143 SP:Iteration 1F (2631.140000 sec): 3 clusters Score: Raw -7215541.227997 + Penalty 5405.966181 = -7210135.261815 nChanged 2536 SP:Iteration 2Q (2631.700000 sec): 3 clusters Score: Raw -7216514.783783 + Penalty 5405.966181 = -7211108.817601 nChanged 2857 SP:Iteration 3F (2632.190000 sec): 3 clusters Score: Raw -7217961.052292 + Penalty 5405.966181 = -7212555.086110 nChanged 3542 SP:Iteration 4F (2632.710000 sec): 3 clusters Score: Raw -7220247.898998 + Penalty 5405.966181 = -7214841.932817 nChanged 4170 SP:Iteration 5F (2633.220000 sec): 3 clusters Score: Raw -7223557.487786 + Penalty 5405.966181 = -7218151.521604 nChanged 4351 SP:Iteration 6F (2633.720000 sec): 3 clusters Score: Raw -7227491.112572 + Penalty 5405.966181 = -7222085.146391 nChanged 3594 SP:Iteration 7F (2634.240000 sec): 3 clusters Score: Raw -7230869.020206 + Penalty 5405.966181 = -7225463.054025 nChanged 2443 SP:Iteration 8Q (2634.770000 sec): 3 clusters Score: Raw -7233132.759918 + Penalty 5405.966181 = -7227726.793737 nChanged 1348 SP:Iteration 9Q (2635.240000 sec): 3 clusters Score: Raw -7234313.660822 + Penalty 5405.966181 = -7228907.694641 nChanged 605 SP:Iteration 10Q (2635.730000 sec): 3 clusters Score: Raw -7234809.356457 + Penalty 5405.966181 = -7229403.390276 nChanged 278 SP:Iteration 11Q (2636.250000 sec): 3 clusters Score: Raw -7235031.176381 + Penalty 5405.966181 = -7229625.210200 nChanged 119 SP:Iteration 12Q (2636.740000 sec): 3 clusters Score: Raw -7235140.371735 + Penalty 5405.966181 = -7229734.405554 nChanged 66 SP:Iteration 13Q (2637.160000 sec): 3 clusters Score: Raw -7235204.467191 + Penalty 5405.966181 = -7229798.501010 nChanged 39 SP:Iteration 14Q (2637.600000 sec): 3 clusters Score: Raw -7235240.940046 + Penalty 5405.966181 = -7229834.973865 nChanged 21 SP:Iteration 15Q (2638.080000 sec): 3 clusters Score: Raw -7235257.850498 + Penalty 5405.966181 = -7229851.884317 nChanged 14 SP:Iteration 16Q (2638.550000 sec): 3 clusters Score: Raw -7235272.303133 + Penalty 5405.966181 = -7229866.336952 nChanged 14 SP:Iteration 17Q (2639.020000 sec): 3 clusters Score: Raw -7235289.665692 + Penalty 5405.966181 = -7229883.699511 nChanged 10 SP:Iteration 18Q (2639.500000 sec): 3 clusters Score: Raw -7235303.190831 + Penalty 5405.966181 = -7229897.224650 nChanged 15 SP:Iteration 19Q (2639.960000 sec): 3 clusters Score: Raw -7235319.888578 + Penalty 5405.966181 = -7229913.922397 nChanged 6 SP:Iteration 20F (2640.520000 sec): 3 clusters Score: Raw -7235327.203338 + Penalty 5405.966181 = -7229921.237156 nChanged 4 SP:Iteration 21Q (2640.960000 sec): 3 clusters Score: Raw -7235331.843837 + Penalty 5405.966181 = -7229925.877655 nChanged 1 SP:Iteration 22Q (2641.490000 sec): 3 clusters Score: Raw -7235332.941378 + Penalty 5405.966181 = -7229926.975197 nChanged 1 SP:Iteration 23Q (2641.970000 sec): 3 clusters Score: Raw -7235334.159389 + Penalty 5405.966181 = -7229928.193208 nChanged 1 SP:Iteration 24Q (2642.490000 sec): 3 clusters Score: Raw -7235334.615897 + Penalty 5405.966181 = -7229928.649715 nChanged 1 SP:Iteration 25Q (2642.990000 sec): 3 clusters Score: Raw -7235335.582954 + Penalty 5405.966181 = -7229929.616773 nChanged 1 SP:Iteration 26Q (2643.440000 sec): 3 clusters Score: Raw -7235337.459143 + Penalty 5405.966181 = -7229931.492962 nChanged 3 SP:Iteration 27Q (2643.940000 sec): 3 clusters Score: Raw -7235339.837960 + Penalty 5405.966181 = -7229933.871778 nChanged 1 SP:Iteration 28Q (2644.400000 sec): 3 clusters Score: Raw -7235340.375511 + Penalty 5405.966181 = -7229934.409329 nChanged 0 SP:Iteration 29F (2644.920000 sec): 3 clusters Score: Raw -7235340.375511 + Penalty 5405.966181 = -7229934.409329 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2645.060000 sec): 2 clusters Score: Raw -24648.228822 + Penalty 1335.354776 = -23312.874046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2645.240000 sec): 3 clusters Score: Raw -25062.623067 + Penalty 2670.709551 = -22391.913516 nChanged 47 SP:Iteration 1F (2645.440000 sec): 3 clusters Score: Raw -25324.675337 + Penalty 2670.709551 = -22653.965786 nChanged 17 SP:Iteration 2F (2645.650000 sec): 3 clusters Score: Raw -25438.304459 + Penalty 2670.709551 = -22767.594908 nChanged 2 SP:Iteration 3Q (2645.800000 sec): 3 clusters Score: Raw -25461.284747 + Penalty 2670.709551 = -22790.575196 nChanged 1 SP:Iteration 4Q (2645.960000 sec): 3 clusters Score: Raw -25518.110748 + Penalty 2670.709551 = -22847.401197 nChanged 3 SP:Iteration 5Q (2646.090000 sec): 3 clusters Score: Raw -25550.563367 + Penalty 2670.709551 = -22879.853815 nChanged 1 SP:Iteration 6Q (2646.270000 sec): 3 clusters Score: Raw -25566.207794 + Penalty 2670.709551 = -22895.498243 nChanged 0 SP:Iteration 7F (2646.460000 sec): 3 clusters Score: Raw -25566.207794 + Penalty 2670.709551 = -22895.498243 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2646.640000 sec): 2 clusters Score: Raw -15006.578088 + Penalty 1178.890367 = -13827.687721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2646.800000 sec): 3 clusters Score: Raw -15305.950385 + Penalty 2357.780735 = -12948.169650 nChanged 3 SP:Iteration 1Q (2646.950000 sec): 3 clusters Score: Raw -15343.004835 + Penalty 2357.780735 = -12985.224100 nChanged 0 SP:Iteration 2F (2647.180000 sec): 3 clusters Score: Raw -15343.004835 + Penalty 2357.780735 = -12985.224100 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2647.280000 sec): 2 clusters Score: Raw -85498.675533 + Penalty 1603.603892 = -83895.071641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2647.450000 sec): 3 clusters Score: Raw -85487.247023 + Penalty 3207.207783 = -82280.039240 nChanged 135 SP:Iteration 1F (2647.620000 sec): 3 clusters Score: Raw -85839.081841 + Penalty 3207.207783 = -82631.874058 nChanged 61 SP:Iteration 2F (2647.810000 sec): 3 clusters Score: Raw -86028.321108 + Penalty 3207.207783 = -82821.113325 nChanged 31 SP:Iteration 3Q (2647.960000 sec): 3 clusters Score: Raw -86171.658293 + Penalty 3207.207783 = -82964.450510 nChanged 38 SP:Iteration 4F (2648.170000 sec): 3 clusters Score: Raw -86373.255548 + Penalty 3207.207783 = -83166.047765 nChanged 32 SP:Iteration 5Q (2648.360000 sec): 3 clusters Score: Raw -86559.171003 + Penalty 3207.207783 = -83351.963220 nChanged 23 SP:Iteration 6Q (2648.590000 sec): 3 clusters Score: Raw -86658.445045 + Penalty 3207.207783 = -83451.237262 nChanged 15 SP:Iteration 7Q (2648.780000 sec): 3 clusters Score: Raw -86711.056212 + Penalty 3207.207783 = -83503.848429 nChanged 9 SP:Iteration 8Q (2648.930000 sec): 3 clusters Score: Raw -86744.895792 + Penalty 3207.207783 = -83537.688009 nChanged 6 SP:Iteration 9Q (2649.140000 sec): 3 clusters Score: Raw -86766.416944 + Penalty 3207.207783 = -83559.209161 nChanged 4 SP:Iteration 10Q (2649.350000 sec): 3 clusters Score: Raw -86780.197654 + Penalty 3207.207783 = -83572.989871 nChanged 2 SP:Iteration 11Q (2649.500000 sec): 3 clusters Score: Raw -86785.642454 + Penalty 3207.207783 = -83578.434671 nChanged 0 SP:Iteration 12F (2649.720000 sec): 3 clusters Score: Raw -86785.642454 + Penalty 3207.207783 = -83578.434671 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 20 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2649.780000 sec): 2 clusters Score: Raw -22911.770552 + Penalty 1278.016315 = -21633.754237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2650.010000 sec): 3 clusters Score: Raw -23118.559904 + Penalty 2556.032631 = -20562.527273 nChanged 6 SP:Iteration 1Q (2650.200000 sec): 3 clusters Score: Raw -23149.890280 + Penalty 2556.032631 = -20593.857649 nChanged 0 SP:Iteration 2F (2650.370000 sec): 3 clusters Score: Raw -23149.890280 + Penalty 2556.032631 = -20593.857649 nChanged 0 Iteration 99Q (2662.080000 sec): 22 clusters Score: Raw -59202049.208287 + Penalty 67708.137413 = -59134341.070873 nChanged 211 Iteration 100F (2682.190000 sec): 22 clusters Score: Raw -59202225.947214 + Penalty 67708.137413 = -59134517.809800 nChanged 221 Iteration 101Q (2694.490000 sec): 22 clusters Score: Raw -59202393.171544 + Penalty 67708.137413 = -59134685.034130 nChanged 224 Iteration 102Q (2706.060000 sec): 22 clusters Score: Raw -59202474.935977 + Penalty 67708.137413 = -59134766.798564 nChanged 232 Iteration 103Q (2718.070000 sec): 22 clusters Score: Raw -59202497.127591 + Penalty 67708.137413 = -59134788.990177 nChanged 234 Iteration 104Q (2731.670000 sec): 22 clusters Score: Raw -59202510.494357 + Penalty 67708.137413 = -59134802.356944 nChanged 229 Iteration 105Q (2743.860000 sec): 22 clusters Score: Raw -59202521.227552 + Penalty 67708.137413 = -59134813.090138 nChanged 252 Iteration 106Q (2755.930000 sec): 22 clusters Score: Raw -59202534.336242 + Penalty 67708.137413 = -59134826.198828 nChanged 295 Iteration 107Q (2771.880000 sec): 22 clusters Score: Raw -59202548.837822 + Penalty 67708.137413 = -59134840.700408 nChanged 301 Iteration 108Q (2783.170000 sec): 22 clusters Score: Raw -59202562.234479 + Penalty 67708.137413 = -59134854.097065 nChanged 264 Iteration 109Q (2793.980000 sec): 22 clusters Score: Raw -59202573.728327 + Penalty 67708.137413 = -59134865.590914 nChanged 256 Iteration 110Q (2805.690000 sec): 22 clusters Score: Raw -59202584.256572 + Penalty 67708.137413 = -59134876.119158 nChanged 273 Iteration 111Q (2817.220000 sec): 22 clusters Score: Raw -59202595.560110 + Penalty 67708.137413 = -59134887.422697 nChanged 266 Iteration 112Q (2828.380000 sec): 22 clusters Score: Raw -59202606.411221 + Penalty 67708.137413 = -59134898.273807 nChanged 266 Iteration 113Q (2839.500000 sec): 22 clusters Score: Raw -59202616.797515 + Penalty 67708.137413 = -59134908.660101 nChanged 293 Iteration 114Q (2851.980000 sec): 22 clusters Score: Raw -59202627.688418 + Penalty 67708.137413 = -59134919.551005 nChanged 257 Iteration 115Q (2864.390000 sec): 22 clusters Score: Raw -59202636.521024 + Penalty 67708.137413 = -59134928.383610 nChanged 256 Iteration 116Q (2876.540000 sec): 22 clusters Score: Raw -59202645.478933 + Penalty 67708.137413 = -59134937.341519 nChanged 269 Iteration 117Q (2888.990000 sec): 22 clusters Score: Raw -59202655.177737 + Penalty 67708.137413 = -59134947.040324 nChanged 268 Iteration 118Q (2901.430000 sec): 22 clusters Score: Raw -59202665.376803 + Penalty 67708.137413 = -59134957.239389 nChanged 269 Iteration 119Q (2914.000000 sec): 22 clusters Score: Raw -59202676.825249 + Penalty 67708.137413 = -59134968.687835 nChanged 288 Iteration 120F (2935.420000 sec): 22 clusters Score: Raw -59202738.460354 + Penalty 67708.137413 = -59135030.322941 nChanged 325 Iteration 121Q (2948.070000 sec): 22 clusters Score: Raw -59202897.970957 + Penalty 67708.137413 = -59135189.833544 nChanged 394 Iteration 122Q (2960.510000 sec): 22 clusters Score: Raw -59202952.857098 + Penalty 67708.137413 = -59135244.719684 nChanged 401 Iteration 123Q (2972.120000 sec): 22 clusters Score: Raw -59202975.978605 + Penalty 67708.137413 = -59135267.841191 nChanged 446 Iteration 124Q (2983.360000 sec): 22 clusters Score: Raw -59203001.393574 + Penalty 67708.137413 = -59135293.256161 nChanged 490 Iteration 125Q (2996.500000 sec): 22 clusters Score: Raw -59203031.253433 + Penalty 67708.137413 = -59135323.116019 nChanged 492 Iteration 126Q (3008.890000 sec): 22 clusters Score: Raw -59203061.712707 + Penalty 67708.137413 = -59135353.575294 nChanged 513 Iteration 127Q (3021.550000 sec): 22 clusters Score: Raw -59203092.826641 + Penalty 67708.137413 = -59135384.689227 nChanged 538 Iteration 128Q (3033.850000 sec): 22 clusters Score: Raw -59203124.426103 + Penalty 67708.137413 = -59135416.288690 nChanged 582 Iteration 129Q (3045.920000 sec): 22 clusters Score: Raw -59203157.278255 + Penalty 67708.137413 = -59135449.140841 nChanged 591 Iteration 130Q (3058.650000 sec): 22 clusters Score: Raw -59203190.107195 + Penalty 67708.137413 = -59135481.969781 nChanged 596 Iteration 131Q (3070.840000 sec): 22 clusters Score: Raw -59203223.214547 + Penalty 67708.137413 = -59135515.077134 nChanged 600 Iteration 132Q (3083.480000 sec): 22 clusters Score: Raw -59203256.972110 + Penalty 67708.137413 = -59135548.834696 nChanged 622 Iteration 133Q (3095.890000 sec): 22 clusters Score: Raw -59203291.369904 + Penalty 67708.137413 = -59135583.232490 nChanged 627 Iteration 134Q (3107.010000 sec): 22 clusters Score: Raw -59203325.643233 + Penalty 67708.137413 = -59135617.505819 nChanged 627 Iteration 135Q (3117.470000 sec): 22 clusters Score: Raw -59203358.090927 + Penalty 67708.137413 = -59135649.953513 nChanged 609 Iteration 136Q (3129.050000 sec): 22 clusters Score: Raw -59203393.247834 + Penalty 67708.137413 = -59135685.110421 nChanged 692 Iteration 137Q (3140.160000 sec): 22 clusters Score: Raw -59203432.192114 + Penalty 67708.137413 = -59135724.054701 nChanged 673 Iteration 138Q (3151.960000 sec): 22 clusters Score: Raw -59203470.721767 + Penalty 67708.137413 = -59135762.584353 nChanged 701 Writing temp clu file Because OldScore, -59135724.054701, is greater than current (better) Score,-59135762.584353 Compute initial score before splitting: Score: Raw -59203470.721767 + Penalty 67708.137413 = -59135762.584353 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3152.150000 sec): 2 clusters Score: Raw -154516.024892 + Penalty 1744.309608 = -152771.715284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3152.360000 sec): 3 clusters Score: Raw -154214.271555 + Penalty 3488.619216 = -150725.652339 nChanged 299 SP:Iteration 1F (3152.580000 sec): 3 clusters Score: Raw -154531.921096 + Penalty 3488.619216 = -151043.301880 nChanged 77 SP:Iteration 2F (3152.770000 sec): 3 clusters Score: Raw -154645.242815 + Penalty 3488.619216 = -151156.623598 nChanged 58 SP:Iteration 3F (3152.990000 sec): 3 clusters Score: Raw -154723.851026 + Penalty 3488.619216 = -151235.231810 nChanged 30 SP:Iteration 4Q (3153.170000 sec): 3 clusters Score: Raw -154773.684014 + Penalty 3488.619216 = -151285.064798 nChanged 25 SP:Iteration 5Q (3153.410000 sec): 3 clusters Score: Raw -154821.684425 + Penalty 3488.619216 = -151333.065208 nChanged 23 SP:Iteration 6Q (3153.610000 sec): 3 clusters Score: Raw -154859.301337 + Penalty 3488.619216 = -151370.682121 nChanged 21 SP:Iteration 7Q (3153.800000 sec): 3 clusters Score: Raw -154900.892836 + Penalty 3488.619216 = -151412.273620 nChanged 35 SP:Iteration 8Q (3153.980000 sec): 3 clusters Score: Raw -154973.468209 + Penalty 3488.619216 = -151484.848993 nChanged 36 SP:Iteration 9Q (3154.140000 sec): 3 clusters Score: Raw -155051.682466 + Penalty 3488.619216 = -151563.063249 nChanged 30 SP:Iteration 10Q (3154.360000 sec): 3 clusters Score: Raw -155098.141854 + Penalty 3488.619216 = -151609.522638 nChanged 20 SP:Iteration 11Q (3154.540000 sec): 3 clusters Score: Raw -155133.919815 + Penalty 3488.619216 = -151645.300599 nChanged 22 SP:Iteration 12Q (3154.710000 sec): 3 clusters Score: Raw -155171.129456 + Penalty 3488.619216 = -151682.510240 nChanged 28 SP:Iteration 13Q (3154.890000 sec): 3 clusters Score: Raw -155211.987112 + Penalty 3488.619216 = -151723.367896 nChanged 17 SP:Iteration 14Q (3155.080000 sec): 3 clusters Score: Raw -155248.887762 + Penalty 3488.619216 = -151760.268546 nChanged 17 SP:Iteration 15Q (3155.240000 sec): 3 clusters Score: Raw -155269.886352 + Penalty 3488.619216 = -151781.267136 nChanged 12 SP:Iteration 16Q (3155.420000 sec): 3 clusters Score: Raw -155287.510946 + Penalty 3488.619216 = -151798.891730 nChanged 8 SP:Iteration 17Q (3155.570000 sec): 3 clusters Score: Raw -155297.602128 + Penalty 3488.619216 = -151808.982912 nChanged 3 SP:Iteration 18Q (3155.740000 sec): 3 clusters Score: Raw -155299.126087 + Penalty 3488.619216 = -151810.506871 nChanged 1 SP:Iteration 19Q (3155.930000 sec): 3 clusters Score: Raw -155299.988471 + Penalty 3488.619216 = -151811.369255 nChanged 0 SP:Iteration 20F (3156.120000 sec): 3 clusters Score: Raw -155299.988471 + Penalty 3488.619216 = -151811.369255 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3156.250000 sec): 2 clusters Score: Raw -26148.570775 + Penalty 1350.790868 = -24797.779907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3156.420000 sec): 3 clusters Score: Raw -26406.644954 + Penalty 2701.581736 = -23705.063217 nChanged 38 SP:Iteration 1F (3156.570000 sec): 3 clusters Score: Raw -26599.466327 + Penalty 2701.581736 = -23897.884590 nChanged 20 SP:Iteration 2F (3156.770000 sec): 3 clusters Score: Raw -26733.038789 + Penalty 2701.581736 = -24031.457053 nChanged 13 SP:Iteration 3F (3156.940000 sec): 3 clusters Score: Raw -26901.077040 + Penalty 2701.581736 = -24199.495304 nChanged 11 SP:Iteration 4Q (3157.110000 sec): 3 clusters Score: Raw -27089.508034 + Penalty 2701.581736 = -24387.926297 nChanged 4 SP:Iteration 5Q (3157.280000 sec): 3 clusters Score: Raw -27191.195911 + Penalty 2701.581736 = -24489.614175 nChanged 6 SP:Iteration 6Q (3157.490000 sec): 3 clusters Score: Raw -27396.411771 + Penalty 2701.581736 = -24694.830035 nChanged 6 SP:Iteration 7Q (3157.670000 sec): 3 clusters Score: Raw -27561.725303 + Penalty 2701.581736 = -24860.143566 nChanged 4 SP:Iteration 8Q (3157.870000 sec): 3 clusters Score: Raw -27648.457682 + Penalty 2701.581736 = -24946.875946 nChanged 4 SP:Iteration 9Q (3158.070000 sec): 3 clusters Score: Raw -27711.705683 + Penalty 2701.581736 = -25010.123947 nChanged 0 SP:Iteration 10F (3158.310000 sec): 3 clusters Score: Raw -27714.634255 + Penalty 2701.581736 = -25013.052518 nChanged 2 SP:Iteration 11Q (3158.520000 sec): 3 clusters Score: Raw -27765.255787 + Penalty 2701.581736 = -25063.674051 nChanged 5 SP:Iteration 12Q (3158.680000 sec): 3 clusters Score: Raw -27889.098760 + Penalty 2701.581736 = -25187.517024 nChanged 4 SP:Iteration 13Q (3158.900000 sec): 3 clusters Score: Raw -27970.328824 + Penalty 2701.581736 = -25268.747088 nChanged 6 SP:Iteration 14Q (3159.100000 sec): 3 clusters Score: Raw -28091.803758 + Penalty 2701.581736 = -25390.222021 nChanged 2 SP:Iteration 15Q (3159.300000 sec): 3 clusters Score: Raw -28125.957579 + Penalty 2701.581736 = -25424.375843 nChanged 2 SP:Iteration 16Q (3159.550000 sec): 3 clusters Score: Raw -28149.827920 + Penalty 2701.581736 = -25448.246184 nChanged 4 SP:Iteration 17Q (3159.710000 sec): 3 clusters Score: Raw -28213.263096 + Penalty 2701.581736 = -25511.681359 nChanged 2 SP:Iteration 18Q (3159.940000 sec): 3 clusters Score: Raw -28223.444061 + Penalty 2701.581736 = -25521.862325 nChanged 1 SP:Iteration 19Q (3160.100000 sec): 3 clusters Score: Raw -28228.084085 + Penalty 2701.581736 = -25526.502349 nChanged 0 SP:Iteration 20F (3160.260000 sec): 3 clusters Score: Raw -28228.084085 + Penalty 2701.581736 = -25526.502349 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (34158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3160.480000 sec): 2 clusters Score: Raw -4681203.198377 + Penalty 2588.810520 = -4678614.387856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3160.860000 sec): 3 clusters Score: Raw -4660634.112316 + Penalty 5177.621041 = -4655456.491276 nChanged 15367 SP:Iteration 1F (3161.210000 sec): 3 clusters Score: Raw -4668938.117798 + Penalty 5177.621041 = -4663760.496757 nChanged 1435 SP:Iteration 2Q (3161.560000 sec): 3 clusters Score: Raw -4669384.380282 + Penalty 5177.621041 = -4664206.759241 nChanged 1366 SP:Iteration 3Q (3161.920000 sec): 3 clusters Score: Raw -4669819.648950 + Penalty 5177.621041 = -4664642.027909 nChanged 1316 SP:Iteration 4Q (3162.320000 sec): 3 clusters Score: Raw -4670252.013754 + Penalty 5177.621041 = -4665074.392713 nChanged 1320 SP:Iteration 5Q (3162.680000 sec): 3 clusters Score: Raw -4670724.097847 + Penalty 5177.621041 = -4665546.476806 nChanged 1410 SP:Iteration 6Q (3163.160000 sec): 3 clusters Score: Raw -4671312.544044 + Penalty 5177.621041 = -4666134.923004 nChanged 1653 SP:Iteration 7Q (3163.500000 sec): 3 clusters Score: Raw -4672169.162623 + Penalty 5177.621041 = -4666991.541583 nChanged 2006 SP:Iteration 8F (3163.860000 sec): 3 clusters Score: Raw -4673409.227567 + Penalty 5177.621041 = -4668231.606526 nChanged 2238 SP:Iteration 9F (3164.280000 sec): 3 clusters Score: Raw -4675066.305723 + Penalty 5177.621041 = -4669888.684683 nChanged 2227 SP:Iteration 10F (3164.630000 sec): 3 clusters Score: Raw -4676983.038232 + Penalty 5177.621041 = -4671805.417191 nChanged 1804 SP:Iteration 11F (3164.950000 sec): 3 clusters Score: Raw -4678779.488375 + Penalty 5177.621041 = -4673601.867334 nChanged 1242 SP:Iteration 12Q (3165.360000 sec): 3 clusters Score: Raw -4680021.216342 + Penalty 5177.621041 = -4674843.595302 nChanged 790 SP:Iteration 13Q (3165.670000 sec): 3 clusters Score: Raw -4680726.036533 + Penalty 5177.621041 = -4675548.415493 nChanged 517 SP:Iteration 14Q (3166.040000 sec): 3 clusters Score: Raw -4681096.816241 + Penalty 5177.621041 = -4675919.195200 nChanged 331 SP:Iteration 15Q (3166.400000 sec): 3 clusters Score: Raw -4681289.946196 + Penalty 5177.621041 = -4676112.325155 nChanged 239 SP:Iteration 16Q (3166.770000 sec): 3 clusters Score: Raw -4681407.077464 + Penalty 5177.621041 = -4676229.456423 nChanged 181 SP:Iteration 17Q (3167.130000 sec): 3 clusters Score: Raw -4681485.514743 + Penalty 5177.621041 = -4676307.893703 nChanged 158 SP:Iteration 18Q (3167.490000 sec): 3 clusters Score: Raw -4681550.923692 + Penalty 5177.621041 = -4676373.302652 nChanged 122 SP:Iteration 19Q (3167.830000 sec): 3 clusters Score: Raw -4681596.397970 + Penalty 5177.621041 = -4676418.776929 nChanged 108 SP:Iteration 20F (3168.220000 sec): 3 clusters Score: Raw -4681633.754436 + Penalty 5177.621041 = -4676456.133395 nChanged 90 SP:Iteration 21Q (3168.540000 sec): 3 clusters Score: Raw -4681665.108548 + Penalty 5177.621041 = -4676487.487507 nChanged 56 SP:Iteration 22Q (3168.920000 sec): 3 clusters Score: Raw -4681682.551119 + Penalty 5177.621041 = -4676504.930078 nChanged 52 SP:Iteration 23Q (3169.180000 sec): 3 clusters Score: Raw -4681695.536071 + Penalty 5177.621041 = -4676517.915030 nChanged 44 SP:Iteration 24Q (3169.490000 sec): 3 clusters Score: Raw -4681706.673801 + Penalty 5177.621041 = -4676529.052761 nChanged 47 SP:Iteration 25Q (3169.860000 sec): 3 clusters Score: Raw -4681719.894427 + Penalty 5177.621041 = -4676542.273386 nChanged 46 SP:Iteration 26Q (3170.190000 sec): 3 clusters Score: Raw -4681730.945715 + Penalty 5177.621041 = -4676553.324674 nChanged 38 SP:Iteration 27Q (3170.590000 sec): 3 clusters Score: Raw -4681739.600801 + Penalty 5177.621041 = -4676561.979760 nChanged 26 SP:Iteration 28Q (3170.900000 sec): 3 clusters Score: Raw -4681745.075317 + Penalty 5177.621041 = -4676567.454276 nChanged 13 SP:Iteration 29Q (3171.270000 sec): 3 clusters Score: Raw -4681747.548384 + Penalty 5177.621041 = -4676569.927343 nChanged 8 SP:Iteration 30Q (3171.590000 sec): 3 clusters Score: Raw -4681749.312967 + Penalty 5177.621041 = -4676571.691927 nChanged 4 SP:Iteration 31Q (3171.930000 sec): 3 clusters Score: Raw -4681750.445584 + Penalty 5177.621041 = -4676572.824543 nChanged 10 SP:Iteration 32Q (3172.310000 sec): 3 clusters Score: Raw -4681752.335742 + Penalty 5177.621041 = -4676574.714701 nChanged 15 SP:Iteration 33Q (3172.710000 sec): 3 clusters Score: Raw -4681754.722992 + Penalty 5177.621041 = -4676577.101951 nChanged 13 SP:Iteration 34Q (3173.090000 sec): 3 clusters Score: Raw -4681757.096987 + Penalty 5177.621041 = -4676579.475946 nChanged 11 SP:Iteration 35Q (3173.460000 sec): 3 clusters Score: Raw -4681759.097193 + Penalty 5177.621041 = -4676581.476152 nChanged 8 SP:Iteration 36Q (3173.820000 sec): 3 clusters Score: Raw -4681760.563494 + Penalty 5177.621041 = -4676582.942453 nChanged 5 SP:Iteration 37Q (3174.160000 sec): 3 clusters Score: Raw -4681761.493676 + Penalty 5177.621041 = -4676583.872635 nChanged 3 SP:Iteration 38Q (3174.540000 sec): 3 clusters Score: Raw -4681762.038585 + Penalty 5177.621041 = -4676584.417544 nChanged 0 SP:Iteration 39F (3174.940000 sec): 3 clusters Score: Raw -4681762.038585 + Penalty 5177.621041 = -4676584.417544 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3175.100000 sec): 2 clusters Score: Raw -32835.528255 + Penalty 1382.835378 = -31452.692877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3175.280000 sec): 3 clusters Score: Raw -33042.062235 + Penalty 2765.670755 = -30276.391480 nChanged 32 SP:Iteration 1F (3175.460000 sec): 3 clusters Score: Raw -33147.377268 + Penalty 2765.670755 = -30381.706513 nChanged 6 SP:Iteration 2Q (3175.670000 sec): 3 clusters Score: Raw -33170.380338 + Penalty 2765.670755 = -30404.709583 nChanged 3 SP:Iteration 3Q (3175.860000 sec): 3 clusters Score: Raw -33180.243142 + Penalty 2765.670755 = -30414.572386 nChanged 2 SP:Iteration 4Q (3176.060000 sec): 3 clusters Score: Raw -33188.024642 + Penalty 2765.670755 = -30422.353887 nChanged 2 SP:Iteration 5Q (3176.240000 sec): 3 clusters Score: Raw -33198.005816 + Penalty 2765.670755 = -30432.335061 nChanged 1 SP:Iteration 6Q (3176.390000 sec): 3 clusters Score: Raw -33201.377053 + Penalty 2765.670755 = -30435.706298 nChanged 2 SP:Iteration 7Q (3176.620000 sec): 3 clusters Score: Raw -33211.904700 + Penalty 2765.670755 = -30446.233945 nChanged 0 SP:Iteration 8F (3176.810000 sec): 3 clusters Score: Raw -33211.904700 + Penalty 2765.670755 = -30446.233945 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3176.860000 sec): 2 clusters Score: Raw -33854.648320 + Penalty 1379.049044 = -32475.599276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3177.060000 sec): 3 clusters Score: Raw -34027.086926 + Penalty 2758.098089 = -31268.988837 nChanged 23 SP:Iteration 1F (3177.260000 sec): 3 clusters Score: Raw -34113.400701 + Penalty 2758.098089 = -31355.302612 nChanged 8 SP:Iteration 2Q (3177.490000 sec): 3 clusters Score: Raw -34152.020068 + Penalty 2758.098089 = -31393.921979 nChanged 5 SP:Iteration 3Q (3177.680000 sec): 3 clusters Score: Raw -34177.552000 + Penalty 2758.098089 = -31419.453911 nChanged 2 SP:Iteration 4Q (3177.830000 sec): 3 clusters Score: Raw -34189.205968 + Penalty 2758.098089 = -31431.107879 nChanged 2 SP:Iteration 5Q (3178.000000 sec): 3 clusters Score: Raw -34197.403420 + Penalty 2758.098089 = -31439.305331 nChanged 2 SP:Iteration 6Q (3178.200000 sec): 3 clusters Score: Raw -34203.319642 + Penalty 2758.098089 = -31445.221553 nChanged 0 SP:Iteration 7F (3178.400000 sec): 3 clusters Score: Raw -34203.319642 + Penalty 2758.098089 = -31445.221553 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3178.540000 sec): 2 clusters Score: Raw -23247.931679 + Penalty 1338.744350 = -21909.187329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3178.740000 sec): 3 clusters Score: Raw -23529.451406 + Penalty 2677.488700 = -20851.962707 nChanged 26 SP:Iteration 1F (3178.950000 sec): 3 clusters Score: Raw -23733.898411 + Penalty 2677.488700 = -21056.409711 nChanged 9 SP:Iteration 2Q (3179.160000 sec): 3 clusters Score: Raw -23801.351643 + Penalty 2677.488700 = -21123.862943 nChanged 5 SP:Iteration 3Q (3179.360000 sec): 3 clusters Score: Raw -23862.765890 + Penalty 2677.488700 = -21185.277190 nChanged 6 SP:Iteration 4Q (3179.580000 sec): 3 clusters Score: Raw -23971.496581 + Penalty 2677.488700 = -21294.007881 nChanged 5 SP:Iteration 5Q (3179.820000 sec): 3 clusters Score: Raw -24084.410572 + Penalty 2677.488700 = -21406.921872 nChanged 5 SP:Iteration 6Q (3180.010000 sec): 3 clusters Score: Raw -24119.658199 + Penalty 2677.488700 = -21442.169499 nChanged 5 SP:Iteration 7Q (3180.180000 sec): 3 clusters Score: Raw -24161.595804 + Penalty 2677.488700 = -21484.107104 nChanged 4 SP:Iteration 8Q (3180.450000 sec): 3 clusters Score: Raw -24189.422843 + Penalty 2677.488700 = -21511.934143 nChanged 2 SP:Iteration 9Q (3180.600000 sec): 3 clusters Score: Raw -24199.837090 + Penalty 2677.488700 = -21522.348390 nChanged 1 SP:Iteration 10Q (3180.770000 sec): 3 clusters Score: Raw -24207.287969 + Penalty 2677.488700 = -21529.799269 nChanged 1 SP:Iteration 11Q (3180.990000 sec): 3 clusters Score: Raw -24212.114227 + Penalty 2677.488700 = -21534.625527 nChanged 0 SP:Iteration 12F (3181.120000 sec): 3 clusters Score: Raw -24215.908695 + Penalty 2677.488700 = -21538.419995 nChanged 2 SP:Iteration 13Q (3181.330000 sec): 3 clusters Score: Raw -24235.704715 + Penalty 2677.488700 = -21558.216016 nChanged 0 SP:Iteration 14F (3181.460000 sec): 3 clusters Score: Raw -24235.704715 + Penalty 2677.488700 = -21558.216016 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (4011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3181.620000 sec): 2 clusters Score: Raw -526779.127628 + Penalty 2057.605375 = -524721.522253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3181.810000 sec): 3 clusters Score: Raw -524895.991294 + Penalty 4115.210749 = -520780.780544 nChanged 1469 SP:Iteration 1F (3182.050000 sec): 3 clusters Score: Raw -525695.641035 + Penalty 4115.210749 = -521580.430285 nChanged 312 SP:Iteration 2F (3182.250000 sec): 3 clusters Score: Raw -525886.500538 + Penalty 4115.210749 = -521771.289788 nChanged 210 SP:Iteration 3F (3182.450000 sec): 3 clusters Score: Raw -526024.735221 + Penalty 4115.210749 = -521909.524472 nChanged 170 SP:Iteration 4Q (3182.680000 sec): 3 clusters Score: Raw -526134.446247 + Penalty 4115.210749 = -522019.235498 nChanged 134 SP:Iteration 5Q (3182.860000 sec): 3 clusters Score: Raw -526215.685532 + Penalty 4115.210749 = -522100.474783 nChanged 104 SP:Iteration 6Q (3183.120000 sec): 3 clusters Score: Raw -526270.150450 + Penalty 4115.210749 = -522154.939700 nChanged 90 SP:Iteration 7Q (3183.330000 sec): 3 clusters Score: Raw -526317.621785 + Penalty 4115.210749 = -522202.411036 nChanged 79 SP:Iteration 8Q (3183.570000 sec): 3 clusters Score: Raw -526363.656927 + Penalty 4115.210749 = -522248.446178 nChanged 75 SP:Iteration 9Q (3183.810000 sec): 3 clusters Score: Raw -526404.780570 + Penalty 4115.210749 = -522289.569821 nChanged 56 SP:Iteration 10Q (3184.080000 sec): 3 clusters Score: Raw -526431.191983 + Penalty 4115.210749 = -522315.981233 nChanged 47 SP:Iteration 11Q (3184.300000 sec): 3 clusters Score: Raw -526451.579313 + Penalty 4115.210749 = -522336.368564 nChanged 39 SP:Iteration 12Q (3184.490000 sec): 3 clusters Score: Raw -526471.205217 + Penalty 4115.210749 = -522355.994468 nChanged 47 SP:Iteration 13Q (3184.690000 sec): 3 clusters Score: Raw -526501.040034 + Penalty 4115.210749 = -522385.829285 nChanged 42 SP:Iteration 14Q (3184.870000 sec): 3 clusters Score: Raw -526528.484257 + Penalty 4115.210749 = -522413.273507 nChanged 36 SP:Iteration 15Q (3185.110000 sec): 3 clusters Score: Raw -526550.003393 + Penalty 4115.210749 = -522434.792643 nChanged 41 SP:Iteration 16Q (3185.370000 sec): 3 clusters Score: Raw -526581.795624 + Penalty 4115.210749 = -522466.584874 nChanged 52 SP:Iteration 17Q (3185.580000 sec): 3 clusters Score: Raw -526613.150601 + Penalty 4115.210749 = -522497.939851 nChanged 49 SP:Iteration 18Q (3185.800000 sec): 3 clusters Score: Raw -526637.706596 + Penalty 4115.210749 = -522522.495846 nChanged 46 SP:Iteration 19Q (3185.960000 sec): 3 clusters Score: Raw -526657.663451 + Penalty 4115.210749 = -522542.452701 nChanged 37 SP:Iteration 20F (3186.160000 sec): 3 clusters Score: Raw -526678.769813 + Penalty 4115.210749 = -522563.559064 nChanged 31 SP:Iteration 21Q (3186.380000 sec): 3 clusters Score: Raw -526697.153352 + Penalty 4115.210749 = -522581.942603 nChanged 31 SP:Iteration 22Q (3186.580000 sec): 3 clusters Score: Raw -526716.164773 + Penalty 4115.210749 = -522600.954023 nChanged 42 SP:Iteration 23Q (3186.820000 sec): 3 clusters Score: Raw -526733.526080 + Penalty 4115.210749 = -522618.315330 nChanged 33 SP:Iteration 24Q (3187.030000 sec): 3 clusters Score: Raw -526749.908374 + Penalty 4115.210749 = -522634.697625 nChanged 35 SP:Iteration 25Q (3187.220000 sec): 3 clusters Score: Raw -526769.013242 + Penalty 4115.210749 = -522653.802493 nChanged 28 SP:Iteration 26Q (3187.440000 sec): 3 clusters Score: Raw -526787.538363 + Penalty 4115.210749 = -522672.327614 nChanged 39 SP:Iteration 27Q (3187.600000 sec): 3 clusters Score: Raw -526808.744675 + Penalty 4115.210749 = -522693.533925 nChanged 49 SP:Iteration 28Q (3187.810000 sec): 3 clusters Score: Raw -526831.718297 + Penalty 4115.210749 = -522716.507548 nChanged 39 SP:Iteration 29Q (3187.990000 sec): 3 clusters Score: Raw -526853.643922 + Penalty 4115.210749 = -522738.433173 nChanged 39 SP:Iteration 30Q (3188.170000 sec): 3 clusters Score: Raw -526874.214416 + Penalty 4115.210749 = -522759.003667 nChanged 31 SP:Iteration 31Q (3188.380000 sec): 3 clusters Score: Raw -526888.658162 + Penalty 4115.210749 = -522773.447412 nChanged 36 SP:Iteration 32Q (3188.560000 sec): 3 clusters Score: Raw -526904.184950 + Penalty 4115.210749 = -522788.974201 nChanged 23 SP:Iteration 33Q (3188.740000 sec): 3 clusters Score: Raw -526913.891967 + Penalty 4115.210749 = -522798.681218 nChanged 25 SP:Iteration 34Q (3188.940000 sec): 3 clusters Score: Raw -526923.523283 + Penalty 4115.210749 = -522808.312533 nChanged 23 SP:Iteration 35Q (3189.180000 sec): 3 clusters Score: Raw -526933.994380 + Penalty 4115.210749 = -522818.783630 nChanged 18 SP:Iteration 36Q (3189.390000 sec): 3 clusters Score: Raw -526943.795472 + Penalty 4115.210749 = -522828.584723 nChanged 20 SP:Iteration 37Q (3189.600000 sec): 3 clusters Score: Raw -526954.816495 + Penalty 4115.210749 = -522839.605746 nChanged 23 SP:Iteration 38Q (3189.860000 sec): 3 clusters Score: Raw -526964.206163 + Penalty 4115.210749 = -522848.995414 nChanged 16 SP:Iteration 39Q (3190.070000 sec): 3 clusters Score: Raw -526971.162395 + Penalty 4115.210749 = -522855.951646 nChanged 12 SP:Iteration 40F (3190.290000 sec): 3 clusters Score: Raw -526974.323712 + Penalty 4115.210749 = -522859.112962 nChanged 7 SP:Iteration 41Q (3190.480000 sec): 3 clusters Score: Raw -526976.868763 + Penalty 4115.210749 = -522861.658013 nChanged 6 SP:Iteration 42Q (3190.650000 sec): 3 clusters Score: Raw -526979.897090 + Penalty 4115.210749 = -522864.686341 nChanged 9 SP:Iteration 43Q (3190.860000 sec): 3 clusters Score: Raw -526984.380996 + Penalty 4115.210749 = -522869.170247 nChanged 18 SP:Iteration 44Q (3191.090000 sec): 3 clusters Score: Raw -526994.287720 + Penalty 4115.210749 = -522879.076971 nChanged 18 SP:Iteration 45Q (3191.270000 sec): 3 clusters Score: Raw -527001.149253 + Penalty 4115.210749 = -522885.938504 nChanged 16 SP:Iteration 46Q (3191.480000 sec): 3 clusters Score: Raw -527007.541664 + Penalty 4115.210749 = -522892.330915 nChanged 12 SP:Iteration 47Q (3191.700000 sec): 3 clusters Score: Raw -527011.983790 + Penalty 4115.210749 = -522896.773040 nChanged 7 SP:Iteration 48Q (3191.900000 sec): 3 clusters Score: Raw -527014.937218 + Penalty 4115.210749 = -522899.726469 nChanged 8 SP:Iteration 49Q (3192.070000 sec): 3 clusters Score: Raw -527017.329997 + Penalty 4115.210749 = -522902.119248 nChanged 7 SP:Iteration 50Q (3192.280000 sec): 3 clusters Score: Raw -527019.780147 + Penalty 4115.210749 = -522904.569397 nChanged 5 SP:Iteration 51Q (3192.510000 sec): 3 clusters Score: Raw -527020.918482 + Penalty 4115.210749 = -522905.707733 nChanged 4 SP:Iteration 52Q (3192.700000 sec): 3 clusters Score: Raw -527021.981200 + Penalty 4115.210749 = -522906.770451 nChanged 1 SP:Iteration 53Q (3192.880000 sec): 3 clusters Score: Raw -527022.316928 + Penalty 4115.210749 = -522907.106178 nChanged 1 SP:Iteration 54Q (3193.050000 sec): 3 clusters Score: Raw -527022.511531 + Penalty 4115.210749 = -522907.300781 nChanged 2 SP:Iteration 55Q (3193.250000 sec): 3 clusters Score: Raw -527023.343495 + Penalty 4115.210749 = -522908.132746 nChanged 1 SP:Iteration 56Q (3193.450000 sec): 3 clusters Score: Raw -527023.960242 + Penalty 4115.210749 = -522908.749492 nChanged 3 SP:Iteration 57Q (3193.640000 sec): 3 clusters Score: Raw -527025.138212 + Penalty 4115.210749 = -522909.927463 nChanged 1 SP:Iteration 58Q (3193.840000 sec): 3 clusters Score: Raw -527025.558343 + Penalty 4115.210749 = -522910.347593 nChanged 0 SP:Iteration 59F (3194.040000 sec): 3 clusters Score: Raw -527025.558343 + Penalty 4115.210749 = -522910.347593 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (309645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3195.560000 sec): 2 clusters Score: Raw -41897601.817116 + Penalty 3135.509076 = -41894466.308040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3197.380000 sec): 3 clusters Score: Raw -41692605.763092 + Penalty 6271.018152 = -41686334.744939 nChanged 150340 SP:Iteration 1F (3199.370000 sec): 3 clusters Score: Raw -41781348.568919 + Penalty 6271.018152 = -41775077.550766 nChanged 7791 SP:Iteration 2Q (3201.300000 sec): 3 clusters Score: Raw -41782800.585061 + Penalty 6271.018152 = -41776529.566909 nChanged 8176 SP:Iteration 3Q (3203.290000 sec): 3 clusters Score: Raw -41784604.569007 + Penalty 6271.018152 = -41778333.550855 nChanged 8997 SP:Iteration 4Q (3205.110000 sec): 3 clusters Score: Raw -41786984.085408 + Penalty 6271.018152 = -41780713.067255 nChanged 10467 SP:Iteration 5Q (3207.120000 sec): 3 clusters Score: Raw -41790437.709789 + Penalty 6271.018152 = -41784166.691636 nChanged 12439 SP:Iteration 6Q (3209.180000 sec): 3 clusters Score: Raw -41795681.718995 + Penalty 6271.018152 = -41789410.700843 nChanged 15194 SP:Iteration 7Q (3210.960000 sec): 3 clusters Score: Raw -41803802.701699 + Penalty 6271.018152 = -41797531.683547 nChanged 18363 SP:Iteration 8F (3212.790000 sec): 3 clusters Score: Raw -41815849.849111 + Penalty 6271.018152 = -41809578.830959 nChanged 20769 SP:Iteration 9F (3214.620000 sec): 3 clusters Score: Raw -41831885.450792 + Penalty 6271.018152 = -41825614.432639 nChanged 20680 SP:Iteration 10F (3216.410000 sec): 3 clusters Score: Raw -41849135.458964 + Penalty 6271.018152 = -41842864.440811 nChanged 17484 SP:Iteration 11F (3218.280000 sec): 3 clusters Score: Raw -41863592.126880 + Penalty 6271.018152 = -41857321.108728 nChanged 13346 SP:Iteration 12Q (3219.890000 sec): 3 clusters Score: Raw -41874028.196670 + Penalty 6271.018152 = -41867757.178518 nChanged 9656 SP:Iteration 13Q (3221.520000 sec): 3 clusters Score: Raw -41880831.875122 + Penalty 6271.018152 = -41874560.856970 nChanged 7241 SP:Iteration 14Q (3223.160000 sec): 3 clusters Score: Raw -41885556.318407 + Penalty 6271.018152 = -41879285.300254 nChanged 5847 SP:Iteration 15Q (3224.950000 sec): 3 clusters Score: Raw -41889218.082824 + Penalty 6271.018152 = -41882947.064672 nChanged 4502 SP:Iteration 16Q (3226.520000 sec): 3 clusters Score: Raw -41891973.610741 + Penalty 6271.018152 = -41885702.592588 nChanged 3531 SP:Iteration 17Q (3228.130000 sec): 3 clusters Score: Raw -41894146.314158 + Penalty 6271.018152 = -41887875.296005 nChanged 2526 SP:Iteration 18Q (3229.890000 sec): 3 clusters Score: Raw -41895707.225193 + Penalty 6271.018152 = -41889436.207041 nChanged 1717 SP:Iteration 19Q (3231.450000 sec): 3 clusters Score: Raw -41896740.893398 + Penalty 6271.018152 = -41890469.875245 nChanged 1070 SP:Iteration 20F (3233.210000 sec): 3 clusters Score: Raw -41897364.088144 + Penalty 6271.018152 = -41891093.069992 nChanged 650 SP:Iteration 21Q (3234.730000 sec): 3 clusters Score: Raw -41897721.978186 + Penalty 6271.018152 = -41891450.960034 nChanged 375 SP:Iteration 22Q (3236.240000 sec): 3 clusters Score: Raw -41897921.066854 + Penalty 6271.018152 = -41891650.048702 nChanged 223 SP:Iteration 23Q (3237.610000 sec): 3 clusters Score: Raw -41898030.857739 + Penalty 6271.018152 = -41891759.839587 nChanged 152 SP:Iteration 24Q (3239.190000 sec): 3 clusters Score: Raw -41898099.710848 + Penalty 6271.018152 = -41891828.692695 nChanged 104 SP:Iteration 25Q (3240.640000 sec): 3 clusters Score: Raw -41898146.182991 + Penalty 6271.018152 = -41891875.164838 nChanged 58 SP:Iteration 26Q (3242.160000 sec): 3 clusters Score: Raw -41898177.793442 + Penalty 6271.018152 = -41891906.775290 nChanged 52 SP:Iteration 27Q (3243.800000 sec): 3 clusters Score: Raw -41898202.849951 + Penalty 6271.018152 = -41891931.831799 nChanged 41 SP:Iteration 28Q (3245.530000 sec): 3 clusters Score: Raw -41898223.077424 + Penalty 6271.018152 = -41891952.059271 nChanged 27 SP:Iteration 29Q (3247.000000 sec): 3 clusters Score: Raw -41898235.686626 + Penalty 6271.018152 = -41891964.668474 nChanged 26 SP:Iteration 30Q (3248.680000 sec): 3 clusters Score: Raw -41898250.224388 + Penalty 6271.018152 = -41891979.206236 nChanged 20 SP:Iteration 31Q (3250.130000 sec): 3 clusters Score: Raw -41898257.921138 + Penalty 6271.018152 = -41891986.902985 nChanged 15 SP:Iteration 32Q (3251.660000 sec): 3 clusters Score: Raw -41898263.788538 + Penalty 6271.018152 = -41891992.770385 nChanged 10 SP:Iteration 33Q (3253.220000 sec): 3 clusters Score: Raw -41898266.802667 + Penalty 6271.018152 = -41891995.784515 nChanged 6 SP:Iteration 34Q (3254.690000 sec): 3 clusters Score: Raw -41898268.365758 + Penalty 6271.018152 = -41891997.347606 nChanged 6 SP:Iteration 35Q (3256.400000 sec): 3 clusters Score: Raw -41898270.179503 + Penalty 6271.018152 = -41891999.161351 nChanged 3 SP:Iteration 36Q (3257.910000 sec): 3 clusters Score: Raw -41898271.355527 + Penalty 6271.018152 = -41892000.337375 nChanged 2 SP:Iteration 37Q (3259.470000 sec): 3 clusters Score: Raw -41898272.029549 + Penalty 6271.018152 = -41892001.011396 nChanged 1 SP:Iteration 38Q (3261.160000 sec): 3 clusters Score: Raw -41898272.330772 + Penalty 6271.018152 = -41892001.312620 nChanged 1 SP:Iteration 39Q (3262.690000 sec): 3 clusters Score: Raw -41898272.614791 + Penalty 6271.018152 = -41892001.596638 nChanged 2 SP:Iteration 40F (3264.540000 sec): 3 clusters Score: Raw -41898273.249694 + Penalty 6271.018152 = -41892002.231541 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (5403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3264.910000 sec): 2 clusters Score: Raw -737610.174090 + Penalty 2131.487989 = -735478.686100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3265.190000 sec): 3 clusters Score: Raw -734980.154366 + Penalty 4262.975978 = -730717.178388 nChanged 2104 SP:Iteration 1F (3265.390000 sec): 3 clusters Score: Raw -736194.509755 + Penalty 4262.975978 = -731931.533776 nChanged 437 SP:Iteration 2F (3265.610000 sec): 3 clusters Score: Raw -736467.322153 + Penalty 4262.975978 = -732204.346174 nChanged 323 SP:Iteration 3F (3265.800000 sec): 3 clusters Score: Raw -736679.697909 + Penalty 4262.975978 = -732416.721930 nChanged 257 SP:Iteration 4Q (3266.040000 sec): 3 clusters Score: Raw -736852.749471 + Penalty 4262.975978 = -732589.773492 nChanged 240 SP:Iteration 5Q (3266.240000 sec): 3 clusters Score: Raw -737043.424422 + Penalty 4262.975978 = -732780.448443 nChanged 236 SP:Iteration 6Q (3266.420000 sec): 3 clusters Score: Raw -737254.848724 + Penalty 4262.975978 = -732991.872745 nChanged 232 SP:Iteration 7Q (3266.600000 sec): 3 clusters Score: Raw -737501.561061 + Penalty 4262.975978 = -733238.585082 nChanged 248 SP:Iteration 8Q (3266.790000 sec): 3 clusters Score: Raw -737758.135962 + Penalty 4262.975978 = -733495.159984 nChanged 229 SP:Iteration 9Q (3266.970000 sec): 3 clusters Score: Raw -737984.844472 + Penalty 4262.975978 = -733721.868494 nChanged 228 SP:Iteration 10Q (3267.150000 sec): 3 clusters Score: Raw -738221.183740 + Penalty 4262.975978 = -733958.207761 nChanged 206 SP:Iteration 11Q (3267.310000 sec): 3 clusters Score: Raw -738435.971890 + Penalty 4262.975978 = -734172.995911 nChanged 178 SP:Iteration 12Q (3267.500000 sec): 3 clusters Score: Raw -738606.842939 + Penalty 4262.975978 = -734343.866961 nChanged 146 SP:Iteration 13Q (3267.690000 sec): 3 clusters Score: Raw -738750.278751 + Penalty 4262.975978 = -734487.302773 nChanged 109 SP:Iteration 14Q (3267.900000 sec): 3 clusters Score: Raw -738860.590647 + Penalty 4262.975978 = -734597.614669 nChanged 90 SP:Iteration 15Q (3268.080000 sec): 3 clusters Score: Raw -738938.053808 + Penalty 4262.975978 = -734675.077830 nChanged 62 SP:Iteration 16Q (3268.310000 sec): 3 clusters Score: Raw -738974.979909 + Penalty 4262.975978 = -734712.003931 nChanged 39 SP:Iteration 17Q (3268.520000 sec): 3 clusters Score: Raw -738996.538760 + Penalty 4262.975978 = -734733.562782 nChanged 28 SP:Iteration 18Q (3268.760000 sec): 3 clusters Score: Raw -739007.785036 + Penalty 4262.975978 = -734744.809058 nChanged 20 SP:Iteration 19Q (3268.950000 sec): 3 clusters Score: Raw -739016.424272 + Penalty 4262.975978 = -734753.448293 nChanged 12 SP:Iteration 20F (3269.130000 sec): 3 clusters Score: Raw -739020.979953 + Penalty 4262.975978 = -734758.003975 nChanged 9 SP:Iteration 21Q (3269.400000 sec): 3 clusters Score: Raw -739023.653396 + Penalty 4262.975978 = -734760.677417 nChanged 8 SP:Iteration 22Q (3269.630000 sec): 3 clusters Score: Raw -739025.765887 + Penalty 4262.975978 = -734762.789909 nChanged 4 SP:Iteration 23Q (3269.900000 sec): 3 clusters Score: Raw -739026.784273 + Penalty 4262.975978 = -734763.808294 nChanged 3 SP:Iteration 24Q (3270.150000 sec): 3 clusters Score: Raw -739027.698403 + Penalty 4262.975978 = -734764.722425 nChanged 3 SP:Iteration 25Q (3270.300000 sec): 3 clusters Score: Raw -739028.789991 + Penalty 4262.975978 = -734765.814013 nChanged 2 SP:Iteration 26Q (3270.530000 sec): 3 clusters Score: Raw -739029.093444 + Penalty 4262.975978 = -734766.117466 nChanged 2 SP:Iteration 27Q (3270.720000 sec): 3 clusters Score: Raw -739029.605726 + Penalty 4262.975978 = -734766.629748 nChanged 2 SP:Iteration 28Q (3270.930000 sec): 3 clusters Score: Raw -739030.223244 + Penalty 4262.975978 = -734767.247266 nChanged 4 SP:Iteration 29Q (3271.180000 sec): 3 clusters Score: Raw -739032.417471 + Penalty 4262.975978 = -734769.441492 nChanged 10 SP:Iteration 30Q (3271.380000 sec): 3 clusters Score: Raw -739036.300664 + Penalty 4262.975978 = -734773.324685 nChanged 2 SP:Iteration 31Q (3271.650000 sec): 3 clusters Score: Raw -739036.835244 + Penalty 4262.975978 = -734773.859265 nChanged 1 SP:Iteration 32Q (3271.840000 sec): 3 clusters Score: Raw -739036.865302 + Penalty 4262.975978 = -734773.889323 nChanged 0 SP:Iteration 33F (3272.060000 sec): 3 clusters Score: Raw -739036.865302 + Penalty 4262.975978 = -734773.889323 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3272.110000 sec): 2 clusters Score: Raw -61204.506361 + Penalty 1536.212537 = -59668.293824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3272.340000 sec): 3 clusters Score: Raw -61412.332307 + Penalty 3072.425074 = -58339.907233 nChanged 103 SP:Iteration 1F (3272.560000 sec): 3 clusters Score: Raw -61651.852748 + Penalty 3072.425074 = -58579.427674 nChanged 35 SP:Iteration 2F (3272.730000 sec): 3 clusters Score: Raw -61774.907572 + Penalty 3072.425074 = -58702.482498 nChanged 24 SP:Iteration 3Q (3272.920000 sec): 3 clusters Score: Raw -61899.500636 + Penalty 3072.425074 = -58827.075562 nChanged 19 SP:Iteration 4Q (3273.170000 sec): 3 clusters Score: Raw -61992.327306 + Penalty 3072.425074 = -58919.902232 nChanged 24 SP:Iteration 5Q (3273.370000 sec): 3 clusters Score: Raw -62084.372047 + Penalty 3072.425074 = -59011.946973 nChanged 19 SP:Iteration 6Q (3273.570000 sec): 3 clusters Score: Raw -62172.567051 + Penalty 3072.425074 = -59100.141977 nChanged 14 SP:Iteration 7Q (3273.770000 sec): 3 clusters Score: Raw -62249.380012 + Penalty 3072.425074 = -59176.954938 nChanged 8 SP:Iteration 8Q (3273.960000 sec): 3 clusters Score: Raw -62291.972946 + Penalty 3072.425074 = -59219.547872 nChanged 12 SP:Iteration 9Q (3274.200000 sec): 3 clusters Score: Raw -62361.743660 + Penalty 3072.425074 = -59289.318586 nChanged 5 SP:Iteration 10Q (3274.400000 sec): 3 clusters Score: Raw -62468.214440 + Penalty 3072.425074 = -59395.789366 nChanged 3 SP:Iteration 11Q (3274.610000 sec): 3 clusters Score: Raw -62479.584770 + Penalty 3072.425074 = -59407.159696 nChanged 4 SP:Iteration 12Q (3274.780000 sec): 3 clusters Score: Raw -62491.296204 + Penalty 3072.425074 = -59418.871130 nChanged 1 SP:Iteration 13Q (3275.010000 sec): 3 clusters Score: Raw -62493.474028 + Penalty 3072.425074 = -59421.048954 nChanged 1 SP:Iteration 14Q (3275.200000 sec): 3 clusters Score: Raw -62497.734508 + Penalty 3072.425074 = -59425.309434 nChanged 1 SP:Iteration 15Q (3275.390000 sec): 3 clusters Score: Raw -62501.790983 + Penalty 3072.425074 = -59429.365909 nChanged 3 SP:Iteration 16Q (3275.540000 sec): 3 clusters Score: Raw -62516.441560 + Penalty 3072.425074 = -59444.016486 nChanged 2 SP:Iteration 17Q (3275.700000 sec): 3 clusters Score: Raw -62531.191425 + Penalty 3072.425074 = -59458.766351 nChanged 4 SP:Iteration 18Q (3275.870000 sec): 3 clusters Score: Raw -62542.783368 + Penalty 3072.425074 = -59470.358294 nChanged 1 SP:Iteration 19Q (3276.070000 sec): 3 clusters Score: Raw -62548.219346 + Penalty 3072.425074 = -59475.794272 nChanged 2 SP:Iteration 20F (3276.270000 sec): 3 clusters Score: Raw -62560.307692 + Penalty 3072.425074 = -59487.882618 nChanged 2 SP:Iteration 21Q (3276.450000 sec): 3 clusters Score: Raw -62570.670003 + Penalty 3072.425074 = -59498.244929 nChanged 2 SP:Iteration 22Q (3276.620000 sec): 3 clusters Score: Raw -62580.460306 + Penalty 3072.425074 = -59508.035232 nChanged 1 SP:Iteration 23Q (3276.850000 sec): 3 clusters Score: Raw -62583.206234 + Penalty 3072.425074 = -59510.781160 nChanged 0 SP:Iteration 24F (3277.080000 sec): 3 clusters Score: Raw -62583.206234 + Penalty 3072.425074 = -59510.781160 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3277.160000 sec): 2 clusters Score: Raw -163431.130277 + Penalty 1767.866995 = -161663.263282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3277.340000 sec): 3 clusters Score: Raw -163110.429852 + Penalty 3535.733989 = -159574.695863 nChanged 301 SP:Iteration 1F (3277.510000 sec): 3 clusters Score: Raw -163397.744240 + Penalty 3535.733989 = -159862.010251 nChanged 72 SP:Iteration 2F (3277.650000 sec): 3 clusters Score: Raw -163475.030639 + Penalty 3535.733989 = -159939.296650 nChanged 38 SP:Iteration 3Q (3277.850000 sec): 3 clusters Score: Raw -163526.338132 + Penalty 3535.733989 = -159990.604143 nChanged 28 SP:Iteration 4Q (3278.030000 sec): 3 clusters Score: Raw -163563.093063 + Penalty 3535.733989 = -160027.359074 nChanged 20 SP:Iteration 5Q (3278.290000 sec): 3 clusters Score: Raw -163584.238014 + Penalty 3535.733989 = -160048.504025 nChanged 18 SP:Iteration 6Q (3278.500000 sec): 3 clusters Score: Raw -163601.954680 + Penalty 3535.733989 = -160066.220691 nChanged 16 SP:Iteration 7Q (3278.650000 sec): 3 clusters Score: Raw -163616.715626 + Penalty 3535.733989 = -160080.981636 nChanged 5 SP:Iteration 8Q (3278.840000 sec): 3 clusters Score: Raw -163624.211080 + Penalty 3535.733989 = -160088.477091 nChanged 7 SP:Iteration 9Q (3279.030000 sec): 3 clusters Score: Raw -163631.986469 + Penalty 3535.733989 = -160096.252480 nChanged 4 SP:Iteration 10Q (3279.250000 sec): 3 clusters Score: Raw -163636.818842 + Penalty 3535.733989 = -160101.084853 nChanged 3 SP:Iteration 11Q (3279.390000 sec): 3 clusters Score: Raw -163640.202002 + Penalty 3535.733989 = -160104.468013 nChanged 3 SP:Iteration 12Q (3279.590000 sec): 3 clusters Score: Raw -163642.040157 + Penalty 3535.733989 = -160106.306168 nChanged 1 SP:Iteration 13Q (3279.820000 sec): 3 clusters Score: Raw -163644.338324 + Penalty 3535.733989 = -160108.604335 nChanged 2 SP:Iteration 14Q (3280.000000 sec): 3 clusters Score: Raw -163645.648032 + Penalty 3535.733989 = -160109.914043 nChanged 0 SP:Iteration 15F (3280.120000 sec): 3 clusters Score: Raw -163645.648032 + Penalty 3535.733989 = -160109.914043 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 12 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3280.210000 sec): 2 clusters Score: Raw -41073.567994 + Penalty 1449.199015 = -39624.368979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3280.410000 sec): 3 clusters Score: Raw -41323.369373 + Penalty 2898.398031 = -38424.971343 nChanged 58 SP:Iteration 1F (3280.570000 sec): 3 clusters Score: Raw -41493.962984 + Penalty 2898.398031 = -38595.564953 nChanged 16 SP:Iteration 2Q (3280.760000 sec): 3 clusters Score: Raw -41596.619167 + Penalty 2898.398031 = -38698.221136 nChanged 8 SP:Iteration 3Q (3280.980000 sec): 3 clusters Score: Raw -41795.808751 + Penalty 2898.398031 = -38897.410720 nChanged 19 SP:Iteration 4F (3281.190000 sec): 3 clusters Score: Raw -41927.175660 + Penalty 2898.398031 = -39028.777629 nChanged 19 SP:Iteration 5F (3281.390000 sec): 3 clusters Score: Raw -42082.353817 + Penalty 2898.398031 = -39183.955786 nChanged 20 SP:Iteration 6F (3281.610000 sec): 3 clusters Score: Raw -42171.569028 + Penalty 2898.398031 = -39273.170997 nChanged 14 SP:Iteration 7Q (3281.790000 sec): 3 clusters Score: Raw -42238.047453 + Penalty 2898.398031 = -39339.649422 nChanged 16 SP:Iteration 8Q (3281.970000 sec): 3 clusters Score: Raw -42321.487132 + Penalty 2898.398031 = -39423.089101 nChanged 1 SP:Iteration 9Q (3282.170000 sec): 3 clusters Score: Raw -42328.453660 + Penalty 2898.398031 = -39430.055630 nChanged 2 SP:Iteration 10Q (3282.360000 sec): 3 clusters Score: Raw -42337.647632 + Penalty 2898.398031 = -39439.249602 nChanged 2 SP:Iteration 11Q (3282.580000 sec): 3 clusters Score: Raw -42350.484057 + Penalty 2898.398031 = -39452.086026 nChanged 1 SP:Iteration 12Q (3282.760000 sec): 3 clusters Score: Raw -42353.900208 + Penalty 2898.398031 = -39455.502177 nChanged 0 SP:Iteration 13F (3282.990000 sec): 3 clusters Score: Raw -42353.900208 + Penalty 2898.398031 = -39455.502177 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 13 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3283.100000 sec): 2 clusters Score: Raw -64667.084316 + Penalty 1565.759915 = -63101.324400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3283.350000 sec): 3 clusters Score: Raw -64670.305440 + Penalty 3131.519831 = -61538.785609 nChanged 106 SP:Iteration 1F (3283.580000 sec): 3 clusters Score: Raw -64879.812445 + Penalty 3131.519831 = -61748.292614 nChanged 27 SP:Iteration 2Q (3283.780000 sec): 3 clusters Score: Raw -64944.010772 + Penalty 3131.519831 = -61812.490941 nChanged 6 SP:Iteration 3Q (3284.010000 sec): 3 clusters Score: Raw -64962.885014 + Penalty 3131.519831 = -61831.365183 nChanged 3 SP:Iteration 4Q (3284.180000 sec): 3 clusters Score: Raw -64966.892450 + Penalty 3131.519831 = -61835.372619 nChanged 7 SP:Iteration 5Q (3284.350000 sec): 3 clusters Score: Raw -64982.349757 + Penalty 3131.519831 = -61850.829926 nChanged 5 SP:Iteration 6Q (3284.550000 sec): 3 clusters Score: Raw -64992.644334 + Penalty 3131.519831 = -61861.124503 nChanged 2 SP:Iteration 7Q (3284.700000 sec): 3 clusters Score: Raw -64995.233175 + Penalty 3131.519831 = -61863.713344 nChanged 1 SP:Iteration 8Q (3284.940000 sec): 3 clusters Score: Raw -64997.028595 + Penalty 3131.519831 = -61865.508764 nChanged 1 SP:Iteration 9Q (3285.110000 sec): 3 clusters Score: Raw -64999.437107 + Penalty 3131.519831 = -61867.917276 nChanged 2 SP:Iteration 10Q (3285.350000 sec): 3 clusters Score: Raw -65004.148424 + Penalty 3131.519831 = -61872.628593 nChanged 2 SP:Iteration 11Q (3285.500000 sec): 3 clusters Score: Raw -65008.354619 + Penalty 3131.519831 = -61876.834788 nChanged 0 SP:Iteration 12F (3285.700000 sec): 3 clusters Score: Raw -65008.354619 + Penalty 3131.519831 = -61876.834788 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3285.820000 sec): 2 clusters Score: Raw -42533.897483 + Penalty 1449.916816 = -41083.980667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3285.990000 sec): 3 clusters Score: Raw -42714.771008 + Penalty 2899.833632 = -39814.937376 nChanged 59 SP:Iteration 1F (3286.160000 sec): 3 clusters Score: Raw -42866.237097 + Penalty 2899.833632 = -39966.403465 nChanged 16 SP:Iteration 2Q (3286.320000 sec): 3 clusters Score: Raw -42911.383221 + Penalty 2899.833632 = -40011.549588 nChanged 3 SP:Iteration 3Q (3286.530000 sec): 3 clusters Score: Raw -42917.130009 + Penalty 2899.833632 = -40017.296377 nChanged 2 SP:Iteration 4Q (3286.680000 sec): 3 clusters Score: Raw -42921.114049 + Penalty 2899.833632 = -40021.280416 nChanged 2 SP:Iteration 5Q (3286.820000 sec): 3 clusters Score: Raw -42924.612377 + Penalty 2899.833632 = -40024.778745 nChanged 0 SP:Iteration 6F (3287.030000 sec): 3 clusters Score: Raw -42924.612377 + Penalty 2899.833632 = -40024.778745 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (29812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3287.310000 sec): 2 clusters Score: Raw -4187639.585551 + Penalty 2555.061236 = -4185084.524315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3287.710000 sec): 3 clusters Score: Raw -4169697.215413 + Penalty 5110.122473 = -4164587.092941 nChanged 13464 SP:Iteration 1F (3288.090000 sec): 3 clusters Score: Raw -4177050.414058 + Penalty 5110.122473 = -4171940.291585 nChanged 1519 SP:Iteration 2F (3288.450000 sec): 3 clusters Score: Raw -4177642.196981 + Penalty 5110.122473 = -4172532.074508 nChanged 1487 SP:Iteration 3Q (3288.810000 sec): 3 clusters Score: Raw -4178302.636257 + Penalty 5110.122473 = -4173192.513784 nChanged 1609 SP:Iteration 4F (3289.170000 sec): 3 clusters Score: Raw -4179152.378350 + Penalty 5110.122473 = -4174042.255877 nChanged 1776 SP:Iteration 5F (3289.510000 sec): 3 clusters Score: Raw -4180224.478695 + Penalty 5110.122473 = -4175114.356222 nChanged 1957 SP:Iteration 6F (3289.870000 sec): 3 clusters Score: Raw -4181633.410559 + Penalty 5110.122473 = -4176523.288086 nChanged 2097 SP:Iteration 7F (3290.270000 sec): 3 clusters Score: Raw -4183352.050975 + Penalty 5110.122473 = -4178241.928502 nChanged 1936 SP:Iteration 8F (3290.660000 sec): 3 clusters Score: Raw -4185054.131263 + Penalty 5110.122473 = -4179944.008790 nChanged 1419 SP:Iteration 9Q (3291.020000 sec): 3 clusters Score: Raw -4186312.185341 + Penalty 5110.122473 = -4181202.062868 nChanged 880 SP:Iteration 10Q (3291.410000 sec): 3 clusters Score: Raw -4187066.520169 + Penalty 5110.122473 = -4181956.397696 nChanged 493 SP:Iteration 11Q (3291.800000 sec): 3 clusters Score: Raw -4187473.384512 + Penalty 5110.122473 = -4182363.262039 nChanged 247 SP:Iteration 12Q (3292.100000 sec): 3 clusters Score: Raw -4187682.180569 + Penalty 5110.122473 = -4182572.058096 nChanged 141 SP:Iteration 13Q (3292.480000 sec): 3 clusters Score: Raw -4187800.679824 + Penalty 5110.122473 = -4182690.557351 nChanged 72 SP:Iteration 14Q (3292.780000 sec): 3 clusters Score: Raw -4187862.031866 + Penalty 5110.122473 = -4182751.909393 nChanged 52 SP:Iteration 15Q (3293.140000 sec): 3 clusters Score: Raw -4187908.502480 + Penalty 5110.122473 = -4182798.380008 nChanged 42 SP:Iteration 16Q (3293.480000 sec): 3 clusters Score: Raw -4187945.446379 + Penalty 5110.122473 = -4182835.323906 nChanged 20 SP:Iteration 17Q (3293.840000 sec): 3 clusters Score: Raw -4187964.472560 + Penalty 5110.122473 = -4182854.350087 nChanged 19 SP:Iteration 18Q (3294.190000 sec): 3 clusters Score: Raw -4187977.418069 + Penalty 5110.122473 = -4182867.295596 nChanged 13 SP:Iteration 19Q (3294.520000 sec): 3 clusters Score: Raw -4187989.250521 + Penalty 5110.122473 = -4182879.128048 nChanged 12 SP:Iteration 20F (3294.950000 sec): 3 clusters Score: Raw -4187999.289860 + Penalty 5110.122473 = -4182889.167387 nChanged 7 SP:Iteration 21Q (3295.240000 sec): 3 clusters Score: Raw -4188004.825278 + Penalty 5110.122473 = -4182894.702805 nChanged 5 SP:Iteration 22Q (3295.590000 sec): 3 clusters Score: Raw -4188007.356382 + Penalty 5110.122473 = -4182897.233909 nChanged 2 SP:Iteration 23Q (3295.900000 sec): 3 clusters Score: Raw -4188008.127900 + Penalty 5110.122473 = -4182898.005427 nChanged 1 SP:Iteration 24Q (3296.190000 sec): 3 clusters Score: Raw -4188008.786874 + Penalty 5110.122473 = -4182898.664401 nChanged 1 SP:Iteration 25Q (3296.520000 sec): 3 clusters Score: Raw -4188009.413604 + Penalty 5110.122473 = -4182899.291131 nChanged 0 SP:Iteration 26F (3296.840000 sec): 3 clusters Score: Raw -4188009.413604 + Penalty 5110.122473 = -4182899.291131 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (50852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3297.220000 sec): 2 clusters Score: Raw -6795701.642436 + Penalty 2687.495334 = -6793014.147102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3297.700000 sec): 3 clusters Score: Raw -6764244.810224 + Penalty 5374.990667 = -6758869.819557 nChanged 23405 SP:Iteration 1F (3298.110000 sec): 3 clusters Score: Raw -6777070.042798 + Penalty 5374.990667 = -6771695.052131 nChanged 1889 SP:Iteration 2Q (3298.550000 sec): 3 clusters Score: Raw -6777537.151059 + Penalty 5374.990667 = -6772162.160392 nChanged 1818 SP:Iteration 3Q (3298.970000 sec): 3 clusters Score: Raw -6778026.752577 + Penalty 5374.990667 = -6772651.761910 nChanged 1812 SP:Iteration 4Q (3299.390000 sec): 3 clusters Score: Raw -6778569.388508 + Penalty 5374.990667 = -6773194.397841 nChanged 1997 SP:Iteration 5Q (3299.810000 sec): 3 clusters Score: Raw -6779315.038740 + Penalty 5374.990667 = -6773940.048073 nChanged 2420 SP:Iteration 6Q (3300.280000 sec): 3 clusters Score: Raw -6780498.016637 + Penalty 5374.990667 = -6775123.025970 nChanged 3176 SP:Iteration 7F (3300.680000 sec): 3 clusters Score: Raw -6782493.652284 + Penalty 5374.990667 = -6777118.661617 nChanged 3861 SP:Iteration 8F (3301.110000 sec): 3 clusters Score: Raw -6785478.637798 + Penalty 5374.990667 = -6780103.647131 nChanged 4020 SP:Iteration 9F (3301.540000 sec): 3 clusters Score: Raw -6789126.610588 + Penalty 5374.990667 = -6783751.619921 nChanged 3342 SP:Iteration 10F (3302.050000 sec): 3 clusters Score: Raw -6792347.769505 + Penalty 5374.990667 = -6786972.778838 nChanged 2116 SP:Iteration 11Q (3302.590000 sec): 3 clusters Score: Raw -6794342.623305 + Penalty 5374.990667 = -6788967.632638 nChanged 1013 SP:Iteration 12Q (3303.090000 sec): 3 clusters Score: Raw -6795271.274827 + Penalty 5374.990667 = -6789896.284160 nChanged 442 SP:Iteration 13Q (3303.560000 sec): 3 clusters Score: Raw -6795649.287862 + Penalty 5374.990667 = -6790274.297195 nChanged 175 SP:Iteration 14Q (3303.920000 sec): 3 clusters Score: Raw -6795810.088143 + Penalty 5374.990667 = -6790435.097475 nChanged 82 SP:Iteration 15Q (3304.390000 sec): 3 clusters Score: Raw -6795894.453596 + Penalty 5374.990667 = -6790519.462929 nChanged 53 SP:Iteration 16Q (3304.850000 sec): 3 clusters Score: Raw -6795951.074807 + Penalty 5374.990667 = -6790576.084140 nChanged 30 SP:Iteration 17Q (3305.290000 sec): 3 clusters Score: Raw -6795983.479709 + Penalty 5374.990667 = -6790608.489042 nChanged 20 SP:Iteration 18Q (3305.710000 sec): 3 clusters Score: Raw -6796006.133697 + Penalty 5374.990667 = -6790631.143030 nChanged 17 SP:Iteration 19Q (3306.170000 sec): 3 clusters Score: Raw -6796024.279723 + Penalty 5374.990667 = -6790649.289056 nChanged 11 SP:Iteration 20F (3306.600000 sec): 3 clusters Score: Raw -6796038.695266 + Penalty 5374.990667 = -6790663.704599 nChanged 7 SP:Iteration 21Q (3307.020000 sec): 3 clusters Score: Raw -6796049.211285 + Penalty 5374.990667 = -6790674.220618 nChanged 5 SP:Iteration 22Q (3307.410000 sec): 3 clusters Score: Raw -6796055.845157 + Penalty 5374.990667 = -6790680.854490 nChanged 4 SP:Iteration 23Q (3307.850000 sec): 3 clusters Score: Raw -6796059.601369 + Penalty 5374.990667 = -6790684.610702 nChanged 3 SP:Iteration 24Q (3308.260000 sec): 3 clusters Score: Raw -6796062.058507 + Penalty 5374.990667 = -6790687.067840 nChanged 4 SP:Iteration 25Q (3308.630000 sec): 3 clusters Score: Raw -6796067.542894 + Penalty 5374.990667 = -6790692.552227 nChanged 4 SP:Iteration 26Q (3308.970000 sec): 3 clusters Score: Raw -6796073.215060 + Penalty 5374.990667 = -6790698.224393 nChanged 5 SP:Iteration 27Q (3309.430000 sec): 3 clusters Score: Raw -6796080.849695 + Penalty 5374.990667 = -6790705.859028 nChanged 3 SP:Iteration 28Q (3309.800000 sec): 3 clusters Score: Raw -6796083.825695 + Penalty 5374.990667 = -6790708.835028 nChanged 2 SP:Iteration 29Q (3310.240000 sec): 3 clusters Score: Raw -6796085.135883 + Penalty 5374.990667 = -6790710.145216 nChanged 2 SP:Iteration 30Q (3310.670000 sec): 3 clusters Score: Raw -6796087.156440 + Penalty 5374.990667 = -6790712.165773 nChanged 1 SP:Iteration 31Q (3311.150000 sec): 3 clusters Score: Raw -6796087.661136 + Penalty 5374.990667 = -6790712.670469 nChanged 1 SP:Iteration 32Q (3311.630000 sec): 3 clusters Score: Raw -6796088.133989 + Penalty 5374.990667 = -6790713.143322 nChanged 0 SP:Iteration 33F (3312.120000 sec): 3 clusters Score: Raw -6796088.133989 + Penalty 5374.990667 = -6790713.143322 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3312.250000 sec): 2 clusters Score: Raw -24648.228822 + Penalty 1335.354776 = -23312.874046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3312.440000 sec): 3 clusters Score: Raw -24969.278183 + Penalty 2670.709551 = -22298.568632 nChanged 28 SP:Iteration 1F (3312.610000 sec): 3 clusters Score: Raw -25063.456660 + Penalty 2670.709551 = -22392.747109 nChanged 14 SP:Iteration 2F (3312.830000 sec): 3 clusters Score: Raw -25125.374945 + Penalty 2670.709551 = -22454.665393 nChanged 8 SP:Iteration 3Q (3313.000000 sec): 3 clusters Score: Raw -25159.834338 + Penalty 2670.709551 = -22489.124787 nChanged 5 SP:Iteration 4Q (3313.140000 sec): 3 clusters Score: Raw -25173.601466 + Penalty 2670.709551 = -22502.891915 nChanged 4 SP:Iteration 5Q (3313.320000 sec): 3 clusters Score: Raw -25183.897915 + Penalty 2670.709551 = -22513.188364 nChanged 6 SP:Iteration 6Q (3313.560000 sec): 3 clusters Score: Raw -25213.876683 + Penalty 2670.709551 = -22543.167132 nChanged 8 SP:Iteration 7Q (3313.740000 sec): 3 clusters Score: Raw -25262.669638 + Penalty 2670.709551 = -22591.960086 nChanged 6 SP:Iteration 8Q (3313.940000 sec): 3 clusters Score: Raw -25300.627313 + Penalty 2670.709551 = -22629.917762 nChanged 3 SP:Iteration 9Q (3314.170000 sec): 3 clusters Score: Raw -25320.892884 + Penalty 2670.709551 = -22650.183333 nChanged 3 SP:Iteration 10Q (3314.340000 sec): 3 clusters Score: Raw -25387.724564 + Penalty 2670.709551 = -22717.015013 nChanged 2 SP:Iteration 11Q (3314.570000 sec): 3 clusters Score: Raw -25475.740606 + Penalty 2670.709551 = -22805.031055 nChanged 2 SP:Iteration 12Q (3314.750000 sec): 3 clusters Score: Raw -25492.358328 + Penalty 2670.709551 = -22821.648777 nChanged 0 SP:Iteration 13F (3314.980000 sec): 3 clusters Score: Raw -25492.358328 + Penalty 2670.709551 = -22821.648777 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3315.110000 sec): 2 clusters Score: Raw -15006.578088 + Penalty 1178.890367 = -13827.687721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3315.280000 sec): 3 clusters Score: Raw -15337.262208 + Penalty 2357.780735 = -12979.481473 nChanged 2 SP:Iteration 1Q (3315.480000 sec): 3 clusters Score: Raw -15365.581391 + Penalty 2357.780735 = -13007.800656 nChanged 0 SP:Iteration 2F (3315.650000 sec): 3 clusters Score: Raw -15365.581391 + Penalty 2357.780735 = -13007.800656 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3315.780000 sec): 2 clusters Score: Raw -85504.097091 + Penalty 1603.603892 = -83900.493199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3315.930000 sec): 3 clusters Score: Raw -85470.031001 + Penalty 3207.207783 = -82262.823217 nChanged 145 SP:Iteration 1F (3316.100000 sec): 3 clusters Score: Raw -85699.863215 + Penalty 3207.207783 = -82492.655432 nChanged 45 SP:Iteration 2F (3316.340000 sec): 3 clusters Score: Raw -85802.024813 + Penalty 3207.207783 = -82594.817030 nChanged 22 SP:Iteration 3Q (3316.510000 sec): 3 clusters Score: Raw -85858.882533 + Penalty 3207.207783 = -82651.674750 nChanged 14 SP:Iteration 4Q (3316.640000 sec): 3 clusters Score: Raw -85889.758903 + Penalty 3207.207783 = -82682.551119 nChanged 14 SP:Iteration 5Q (3316.870000 sec): 3 clusters Score: Raw -85919.168613 + Penalty 3207.207783 = -82711.960830 nChanged 12 SP:Iteration 6Q (3317.040000 sec): 3 clusters Score: Raw -85944.481007 + Penalty 3207.207783 = -82737.273224 nChanged 9 SP:Iteration 7Q (3317.200000 sec): 3 clusters Score: Raw -85979.079560 + Penalty 3207.207783 = -82771.871776 nChanged 11 SP:Iteration 8Q (3317.410000 sec): 3 clusters Score: Raw -86017.466477 + Penalty 3207.207783 = -82810.258694 nChanged 12 SP:Iteration 9Q (3317.580000 sec): 3 clusters Score: Raw -86056.506760 + Penalty 3207.207783 = -82849.298977 nChanged 10 SP:Iteration 10Q (3317.750000 sec): 3 clusters Score: Raw -86081.613480 + Penalty 3207.207783 = -82874.405697 nChanged 8 SP:Iteration 11Q (3317.970000 sec): 3 clusters Score: Raw -86103.227729 + Penalty 3207.207783 = -82896.019945 nChanged 6 SP:Iteration 12Q (3318.180000 sec): 3 clusters Score: Raw -86112.242347 + Penalty 3207.207783 = -82905.034564 nChanged 4 SP:Iteration 13Q (3318.310000 sec): 3 clusters Score: Raw -86121.389352 + Penalty 3207.207783 = -82914.181569 nChanged 4 SP:Iteration 14Q (3318.520000 sec): 3 clusters Score: Raw -86127.715207 + Penalty 3207.207783 = -82920.507423 nChanged 6 SP:Iteration 15Q (3318.720000 sec): 3 clusters Score: Raw -86137.927106 + Penalty 3207.207783 = -82930.719323 nChanged 3 SP:Iteration 16Q (3318.950000 sec): 3 clusters Score: Raw -86144.810098 + Penalty 3207.207783 = -82937.602315 nChanged 3 SP:Iteration 17Q (3319.120000 sec): 3 clusters Score: Raw -86149.720644 + Penalty 3207.207783 = -82942.512861 nChanged 1 SP:Iteration 18Q (3319.300000 sec): 3 clusters Score: Raw -86151.188527 + Penalty 3207.207783 = -82943.980744 nChanged 1 SP:Iteration 19Q (3319.500000 sec): 3 clusters Score: Raw -86152.228677 + Penalty 3207.207783 = -82945.020893 nChanged 1 SP:Iteration 20F (3319.660000 sec): 3 clusters Score: Raw -86155.935821 + Penalty 3207.207783 = -82948.728037 nChanged 2 SP:Iteration 21Q (3319.820000 sec): 3 clusters Score: Raw -86180.448456 + Penalty 3207.207783 = -82973.240672 nChanged 6 SP:Iteration 22Q (3320.030000 sec): 3 clusters Score: Raw -86193.222821 + Penalty 3207.207783 = -82986.015038 nChanged 7 SP:Iteration 23Q (3320.250000 sec): 3 clusters Score: Raw -86208.480301 + Penalty 3207.207783 = -83001.272518 nChanged 6 SP:Iteration 24Q (3320.460000 sec): 3 clusters Score: Raw -86220.738654 + Penalty 3207.207783 = -83013.530871 nChanged 6 SP:Iteration 25Q (3320.570000 sec): 3 clusters Score: Raw -86229.819910 + Penalty 3207.207783 = -83022.612127 nChanged 6 SP:Iteration 26Q (3320.730000 sec): 3 clusters Score: Raw -86241.206973 + Penalty 3207.207783 = -83033.999190 nChanged 1 SP:Iteration 27Q (3320.890000 sec): 3 clusters Score: Raw -86244.267009 + Penalty 3207.207783 = -83037.059226 nChanged 3 SP:Iteration 28Q (3321.000000 sec): 3 clusters Score: Raw -86250.501470 + Penalty 3207.207783 = -83043.293687 nChanged 0 SP:Iteration 29F (3321.200000 sec): 3 clusters Score: Raw -86250.501470 + Penalty 3207.207783 = -83043.293687 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 20 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.310000 sec): 2 clusters Score: Raw -22911.770552 + Penalty 1278.016315 = -21633.754237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.590000 sec): 3 clusters Score: Raw -23159.218227 + Penalty 2556.032631 = -20603.185596 nChanged 3 SP:Iteration 1Q (3321.750000 sec): 3 clusters Score: Raw -23179.617369 + Penalty 2556.032631 = -20623.584739 nChanged 1 SP:Iteration 2Q (3321.960000 sec): 3 clusters Score: Raw -23181.719481 + Penalty 2556.032631 = -20625.686850 nChanged 0 SP:Iteration 3F (3322.100000 sec): 3 clusters Score: Raw -23181.719481 + Penalty 2556.032631 = -20625.686850 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 21 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3322.200000 sec): 2 clusters Score: Raw -73335.037147 + Penalty 1606.289146 = -71728.748001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3322.390000 sec): 3 clusters Score: Raw -73269.879139 + Penalty 3212.578292 = -70057.300847 nChanged 152 SP:Iteration 1F (3322.550000 sec): 3 clusters Score: Raw -73560.144244 + Penalty 3212.578292 = -70347.565952 nChanged 48 SP:Iteration 2F (3322.690000 sec): 3 clusters Score: Raw -73679.761018 + Penalty 3212.578292 = -70467.182726 nChanged 32 SP:Iteration 3Q (3322.850000 sec): 3 clusters Score: Raw -73757.511221 + Penalty 3212.578292 = -70544.932929 nChanged 22 SP:Iteration 4Q (3323.080000 sec): 3 clusters Score: Raw -73827.222139 + Penalty 3212.578292 = -70614.643847 nChanged 23 SP:Iteration 5Q (3323.200000 sec): 3 clusters Score: Raw -73916.150682 + Penalty 3212.578292 = -70703.572390 nChanged 18 SP:Iteration 6Q (3323.430000 sec): 3 clusters Score: Raw -73984.496463 + Penalty 3212.578292 = -70771.918171 nChanged 19 SP:Iteration 7Q (3323.670000 sec): 3 clusters Score: Raw -74126.275205 + Penalty 3212.578292 = -70913.696913 nChanged 24 SP:Iteration 8Q (3323.870000 sec): 3 clusters Score: Raw -74184.836776 + Penalty 3212.578292 = -70972.258484 nChanged 13 SP:Iteration 9Q (3324.090000 sec): 3 clusters Score: Raw -74218.735888 + Penalty 3212.578292 = -71006.157596 nChanged 7 SP:Iteration 10Q (3324.300000 sec): 3 clusters Score: Raw -74230.508511 + Penalty 3212.578292 = -71017.930219 nChanged 3 SP:Iteration 11Q (3324.490000 sec): 3 clusters Score: Raw -74233.955169 + Penalty 3212.578292 = -71021.376877 nChanged 3 SP:Iteration 12Q (3324.730000 sec): 3 clusters Score: Raw -74237.883486 + Penalty 3212.578292 = -71025.305194 nChanged 3 SP:Iteration 13Q (3324.910000 sec): 3 clusters Score: Raw -74241.802089 + Penalty 3212.578292 = -71029.223797 nChanged 2 SP:Iteration 14Q (3325.120000 sec): 3 clusters Score: Raw -74244.067433 + Penalty 3212.578292 = -71031.489141 nChanged 2 SP:Iteration 15Q (3325.260000 sec): 3 clusters Score: Raw -74246.251390 + Penalty 3212.578292 = -71033.673098 nChanged 1 SP:Iteration 16Q (3325.490000 sec): 3 clusters Score: Raw -74247.122512 + Penalty 3212.578292 = -71034.544220 nChanged 0 SP:Iteration 17F (3325.640000 sec): 3 clusters Score: Raw -74247.122512 + Penalty 3212.578292 = -71034.544220 nChanged 0 Iteration 139Q (3337.220000 sec): 23 clusters Score: Raw -59205619.534482 + Penalty 70932.334433 = -59134687.200049 nChanged 698 Iteration 140F (3358.490000 sec): 23 clusters Score: Raw -59205922.836209 + Penalty 70932.334433 = -59134990.501776 nChanged 711 Iteration 141Q (3370.330000 sec): 23 clusters Score: Raw -59206332.489772 + Penalty 70932.334433 = -59135400.155339 nChanged 718 Iteration 142Q (3383.840000 sec): 23 clusters Score: Raw -59206401.936866 + Penalty 70932.334433 = -59135469.602433 nChanged 720 Iteration 143Q (3401.490000 sec): 23 clusters Score: Raw -59206459.823779 + Penalty 70932.334433 = -59135527.489346 nChanged 698 Iteration 144Q (3414.330000 sec): 23 clusters Score: Raw -59206519.040407 + Penalty 70932.334433 = -59135586.705974 nChanged 717 Iteration 145Q (3426.480000 sec): 23 clusters Score: Raw -59206565.438044 + Penalty 70932.334433 = -59135633.103611 nChanged 721 Iteration 146Q (3438.570000 sec): 23 clusters Score: Raw -59206604.612007 + Penalty 70932.334433 = -59135672.277574 nChanged 776 Iteration 147Q (3450.230000 sec): 23 clusters Score: Raw -59206647.234472 + Penalty 70932.334433 = -59135714.900039 nChanged 836 Iteration 148Q (3462.700000 sec): 23 clusters Score: Raw -59206695.618723 + Penalty 70932.334433 = -59135763.284289 nChanged 833 Iteration 149Q (3474.740000 sec): 23 clusters Score: Raw -59206746.416046 + Penalty 70932.334433 = -59135814.081613 nChanged 895 Iteration 150Q (3487.230000 sec): 23 clusters Score: Raw -59206801.041416 + Penalty 70932.334433 = -59135868.706983 nChanged 934 Iteration 151Q (3499.330000 sec): 23 clusters Score: Raw -59206862.823585 + Penalty 70932.334433 = -59135930.489151 nChanged 953 Iteration 152Q (3509.790000 sec): 23 clusters Score: Raw -59206922.894787 + Penalty 70932.334433 = -59135990.560354 nChanged 941 Iteration 153Q (3521.150000 sec): 23 clusters Score: Raw -59206979.199313 + Penalty 70932.334433 = -59136046.864879 nChanged 912 Iteration 154Q (3533.640000 sec): 23 clusters Score: Raw -59207032.927544 + Penalty 70932.334433 = -59136100.593110 nChanged 916 Iteration 155Q (3546.180000 sec): 23 clusters Score: Raw -59207087.881277 + Penalty 70932.334433 = -59136155.546843 nChanged 934 Iteration 156Q (3556.820000 sec): 23 clusters Score: Raw -59207145.586748 + Penalty 70932.334433 = -59136213.252315 nChanged 939 Iteration 157Q (3567.460000 sec): 23 clusters Score: Raw -59207207.297913 + Penalty 70932.334433 = -59136274.963480 nChanged 991 Iteration 158Q (3578.790000 sec): 23 clusters Score: Raw -59207271.449265 + Penalty 70932.334433 = -59136339.114832 nChanged 1018 Iteration 159Q (3591.270000 sec): 23 clusters Score: Raw -59207337.155170 + Penalty 70932.334433 = -59136404.820737 nChanged 1059 Iteration 160F (3611.810000 sec): 23 clusters Score: Raw -59207526.882956 + Penalty 70932.334433 = -59136594.548522 nChanged 1139 Iteration 161Q (3623.800000 sec): 23 clusters Score: Raw -59207889.642370 + Penalty 70932.334433 = -59136957.307936 nChanged 1193 Iteration 162Q (3637.060000 sec): 23 clusters Score: Raw -59207991.978728 + Penalty 70932.334433 = -59137059.644294 nChanged 1238 Iteration 163Q (3649.350000 sec): 23 clusters Score: Raw -59208084.018394 + Penalty 70932.334433 = -59137151.683961 nChanged 1253 Iteration 164Q (3661.110000 sec): 23 clusters Score: Raw -59208175.818850 + Penalty 70932.334433 = -59137243.484417 nChanged 1263 Iteration 165Q (3673.980000 sec): 23 clusters Score: Raw -59208269.022172 + Penalty 70932.334433 = -59137336.687739 nChanged 1272 Iteration 166Q (3686.150000 sec): 23 clusters Score: Raw -59208359.885199 + Penalty 70932.334433 = -59137427.550766 nChanged 1274 Iteration 167Q (3697.470000 sec): 23 clusters Score: Raw -59208454.992866 + Penalty 70932.334433 = -59137522.658433 nChanged 1298 Iteration 168Q (3708.910000 sec): 23 clusters Score: Raw -59208549.691591 + Penalty 70932.334433 = -59137617.357158 nChanged 1281 Iteration 169Q (3720.940000 sec): 23 clusters Score: Raw -59208639.695012 + Penalty 70932.334433 = -59137707.360578 nChanged 1285 Iteration 170Q (3732.420000 sec): 23 clusters Score: Raw -59208729.115206 + Penalty 70932.334433 = -59137796.780773 nChanged 1311 Iteration 171Q (3743.840000 sec): 23 clusters Score: Raw -59208824.656753 + Penalty 70932.334433 = -59137892.322320 nChanged 1356 Iteration 172Q (3755.390000 sec): 23 clusters Score: Raw -59208922.808192 + Penalty 70932.334433 = -59137990.473758 nChanged 1332 Iteration 173Q (3767.830000 sec): 23 clusters Score: Raw -59209016.082592 + Penalty 70932.334433 = -59138083.748158 nChanged 1280 Iteration 174Q (3780.070000 sec): 23 clusters Score: Raw -59209102.082108 + Penalty 70932.334433 = -59138169.747675 nChanged 1260 Iteration 175Q (3792.030000 sec): 23 clusters Score: Raw -59209188.658123 + Penalty 70932.334433 = -59138256.323690 nChanged 1245 Iteration 176Q (3804.540000 sec): 23 clusters Score: Raw -59209274.188532 + Penalty 70932.334433 = -59138341.854098 nChanged 1272 Iteration 177Q (3816.580000 sec): 23 clusters Score: Raw -59209363.658814 + Penalty 70932.334433 = -59138431.324381 nChanged 1266 Iteration 178Q (3828.660000 sec): 23 clusters Score: Raw -59209451.497210 + Penalty 70932.334433 = -59138519.162777 nChanged 1284 Writing temp clu file Because OldScore, -59138431.324381, is greater than current (better) Score,-59138519.162777 Compute initial score before splitting: Score: Raw -59209451.497210 + Penalty 70932.334433 = -59138519.162777 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3828.850000 sec): 2 clusters Score: Raw -154785.607031 + Penalty 1744.746613 = -153040.860418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3829.050000 sec): 3 clusters Score: Raw -154468.773840 + Penalty 3489.493225 = -150979.280615 nChanged 315 SP:Iteration 1F (3829.220000 sec): 3 clusters Score: Raw -154784.694722 + Penalty 3489.493225 = -151295.201497 nChanged 74 SP:Iteration 2F (3829.400000 sec): 3 clusters Score: Raw -154866.738203 + Penalty 3489.493225 = -151377.244978 nChanged 36 SP:Iteration 3Q (3829.550000 sec): 3 clusters Score: Raw -154906.742364 + Penalty 3489.493225 = -151417.249139 nChanged 25 SP:Iteration 4Q (3829.690000 sec): 3 clusters Score: Raw -154933.363797 + Penalty 3489.493225 = -151443.870572 nChanged 17 SP:Iteration 5Q (3829.880000 sec): 3 clusters Score: Raw -154957.303378 + Penalty 3489.493225 = -151467.810153 nChanged 13 SP:Iteration 6Q (3830.050000 sec): 3 clusters Score: Raw -154972.142528 + Penalty 3489.493225 = -151482.649303 nChanged 6 SP:Iteration 7Q (3830.180000 sec): 3 clusters Score: Raw -154978.871501 + Penalty 3489.493225 = -151489.378276 nChanged 2 SP:Iteration 8Q (3830.320000 sec): 3 clusters Score: Raw -154980.510797 + Penalty 3489.493225 = -151491.017572 nChanged 2 SP:Iteration 9Q (3830.470000 sec): 3 clusters Score: Raw -154982.029141 + Penalty 3489.493225 = -151492.535915 nChanged 1 SP:Iteration 10Q (3830.700000 sec): 3 clusters Score: Raw -154982.822491 + Penalty 3489.493225 = -151493.329266 nChanged 1 SP:Iteration 11Q (3830.880000 sec): 3 clusters Score: Raw -154984.649418 + Penalty 3489.493225 = -151495.156193 nChanged 0 SP:Iteration 12F (3831.040000 sec): 3 clusters Score: Raw -154984.649418 + Penalty 3489.493225 = -151495.156193 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3831.160000 sec): 2 clusters Score: Raw -13930.946447 + Penalty 1187.297952 = -12743.648495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3831.340000 sec): 3 clusters Score: Raw -14305.988697 + Penalty 2374.595904 = -11931.392792 nChanged 3 SP:Iteration 1Q (3831.490000 sec): 3 clusters Score: Raw -14333.577011 + Penalty 2374.595904 = -11958.981107 nChanged 1 SP:Iteration 2Q (3831.700000 sec): 3 clusters Score: Raw -14343.017134 + Penalty 2374.595904 = -11968.421230 nChanged 0 SP:Iteration 3F (3831.890000 sec): 3 clusters Score: Raw -14343.017134 + Penalty 2374.595904 = -11968.421230 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (36338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3832.180000 sec): 2 clusters Score: Raw -4976418.049496 + Penalty 2604.153588 = -4973813.895908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3832.570000 sec): 3 clusters Score: Raw -4954299.327817 + Penalty 5208.307175 = -4949091.020642 nChanged 16461 SP:Iteration 1F (3832.940000 sec): 3 clusters Score: Raw -4963470.150756 + Penalty 5208.307175 = -4958261.843581 nChanged 1686 SP:Iteration 2Q (3833.330000 sec): 3 clusters Score: Raw -4964037.752848 + Penalty 5208.307175 = -4958829.445673 nChanged 1636 SP:Iteration 3Q (3833.820000 sec): 3 clusters Score: Raw -4964674.836321 + Penalty 5208.307175 = -4959466.529146 nChanged 1709 SP:Iteration 4Q (3834.240000 sec): 3 clusters Score: Raw -4965502.574234 + Penalty 5208.307175 = -4960294.267059 nChanged 1964 SP:Iteration 5F (3834.590000 sec): 3 clusters Score: Raw -4966634.110398 + Penalty 5208.307175 = -4961425.803222 nChanged 2311 SP:Iteration 6F (3834.990000 sec): 3 clusters Score: Raw -4968291.361552 + Penalty 5208.307175 = -4963083.054377 nChanged 2617 SP:Iteration 7F (3835.380000 sec): 3 clusters Score: Raw -4970434.911538 + Penalty 5208.307175 = -4965226.604363 nChanged 2557 SP:Iteration 8F (3835.790000 sec): 3 clusters Score: Raw -4972664.740400 + Penalty 5208.307175 = -4967456.433225 nChanged 1982 SP:Iteration 9F (3836.230000 sec): 3 clusters Score: Raw -4974417.688747 + Penalty 5208.307175 = -4969209.381572 nChanged 1298 SP:Iteration 10Q (3836.620000 sec): 3 clusters Score: Raw -4975563.713521 + Penalty 5208.307175 = -4970355.406346 nChanged 686 SP:Iteration 11Q (3837.070000 sec): 3 clusters Score: Raw -4976209.525723 + Penalty 5208.307175 = -4971001.218547 nChanged 326 SP:Iteration 12Q (3837.390000 sec): 3 clusters Score: Raw -4976541.500106 + Penalty 5208.307175 = -4971333.192930 nChanged 158 SP:Iteration 13Q (3837.820000 sec): 3 clusters Score: Raw -4976700.383351 + Penalty 5208.307175 = -4971492.076176 nChanged 78 SP:Iteration 14Q (3838.150000 sec): 3 clusters Score: Raw -4976770.375502 + Penalty 5208.307175 = -4971562.068327 nChanged 45 SP:Iteration 15Q (3838.530000 sec): 3 clusters Score: Raw -4976807.859316 + Penalty 5208.307175 = -4971599.552141 nChanged 34 SP:Iteration 16Q (3838.920000 sec): 3 clusters Score: Raw -4976844.556411 + Penalty 5208.307175 = -4971636.249236 nChanged 31 SP:Iteration 17Q (3839.270000 sec): 3 clusters Score: Raw -4976866.490702 + Penalty 5208.307175 = -4971658.183527 nChanged 14 SP:Iteration 18Q (3839.630000 sec): 3 clusters Score: Raw -4976872.524514 + Penalty 5208.307175 = -4971664.217339 nChanged 5 SP:Iteration 19Q (3839.960000 sec): 3 clusters Score: Raw -4976875.841530 + Penalty 5208.307175 = -4971667.534354 nChanged 4 SP:Iteration 20F (3840.360000 sec): 3 clusters Score: Raw -4976878.128031 + Penalty 5208.307175 = -4971669.820856 nChanged 3 SP:Iteration 21Q (3840.700000 sec): 3 clusters Score: Raw -4976881.318280 + Penalty 5208.307175 = -4971673.011105 nChanged 6 SP:Iteration 22Q (3841.050000 sec): 3 clusters Score: Raw -4976883.289936 + Penalty 5208.307175 = -4971674.982760 nChanged 1 SP:Iteration 23Q (3841.440000 sec): 3 clusters Score: Raw -4976883.427078 + Penalty 5208.307175 = -4971675.119903 nChanged 0 SP:Iteration 24F (3841.830000 sec): 3 clusters Score: Raw -4976883.427078 + Penalty 5208.307175 = -4971675.119903 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3841.980000 sec): 2 clusters Score: Raw -33205.165072 + Penalty 1385.637667 = -31819.527405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3842.190000 sec): 3 clusters Score: Raw -33416.596193 + Penalty 2771.275335 = -30645.320858 nChanged 33 SP:Iteration 1F (3842.390000 sec): 3 clusters Score: Raw -33575.824452 + Penalty 2771.275335 = -30804.549118 nChanged 11 SP:Iteration 2Q (3842.620000 sec): 3 clusters Score: Raw -33635.805208 + Penalty 2771.275335 = -30864.529873 nChanged 5 SP:Iteration 3Q (3842.820000 sec): 3 clusters Score: Raw -33692.483395 + Penalty 2771.275335 = -30921.208060 nChanged 2 SP:Iteration 4Q (3843.040000 sec): 3 clusters Score: Raw -33737.464337 + Penalty 2771.275335 = -30966.189003 nChanged 5 SP:Iteration 5Q (3843.250000 sec): 3 clusters Score: Raw -33761.298144 + Penalty 2771.275335 = -30990.022810 nChanged 2 SP:Iteration 6Q (3843.450000 sec): 3 clusters Score: Raw -33766.827820 + Penalty 2771.275335 = -30995.552486 nChanged 1 SP:Iteration 7Q (3843.650000 sec): 3 clusters Score: Raw -33772.936228 + Penalty 2771.275335 = -31001.660893 nChanged 1 SP:Iteration 8Q (3843.850000 sec): 3 clusters Score: Raw -33779.541177 + Penalty 2771.275335 = -31008.265843 nChanged 1 SP:Iteration 9Q (3844.040000 sec): 3 clusters Score: Raw -33785.427095 + Penalty 2771.275335 = -31014.151760 nChanged 1 SP:Iteration 10Q (3844.200000 sec): 3 clusters Score: Raw -33787.667248 + Penalty 2771.275335 = -31016.391913 nChanged 0 SP:Iteration 11F (3844.400000 sec): 3 clusters Score: Raw -33787.667248 + Penalty 2771.275335 = -31016.391913 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3844.500000 sec): 2 clusters Score: Raw -33854.648320 + Penalty 1379.049044 = -32475.599276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3844.640000 sec): 3 clusters Score: Raw -34000.530071 + Penalty 2758.098089 = -31242.431982 nChanged 23 SP:Iteration 1F (3844.830000 sec): 3 clusters Score: Raw -34097.448510 + Penalty 2758.098089 = -31339.350421 nChanged 5 SP:Iteration 2Q (3845.010000 sec): 3 clusters Score: Raw -34118.544378 + Penalty 2758.098089 = -31360.446289 nChanged 1 SP:Iteration 3Q (3845.210000 sec): 3 clusters Score: Raw -34121.556724 + Penalty 2758.098089 = -31363.458635 nChanged 1 SP:Iteration 4Q (3845.400000 sec): 3 clusters Score: Raw -34125.990720 + Penalty 2758.098089 = -31367.892631 nChanged 2 SP:Iteration 5Q (3845.590000 sec): 3 clusters Score: Raw -34135.128177 + Penalty 2758.098089 = -31377.030088 nChanged 2 SP:Iteration 6Q (3845.770000 sec): 3 clusters Score: Raw -34138.798818 + Penalty 2758.098089 = -31380.700729 nChanged 0 SP:Iteration 7F (3845.930000 sec): 3 clusters Score: Raw -34138.798818 + Penalty 2758.098089 = -31380.700729 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3846.040000 sec): 2 clusters Score: Raw -23247.931679 + Penalty 1338.744350 = -21909.187329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3846.180000 sec): 3 clusters Score: Raw -23463.230273 + Penalty 2677.488700 = -20785.741573 nChanged 19 SP:Iteration 1F (3846.330000 sec): 3 clusters Score: Raw -23606.634961 + Penalty 2677.488700 = -20929.146261 nChanged 11 SP:Iteration 2Q (3846.470000 sec): 3 clusters Score: Raw -23714.702819 + Penalty 2677.488700 = -21037.214119 nChanged 6 SP:Iteration 3Q (3846.610000 sec): 3 clusters Score: Raw -23745.570496 + Penalty 2677.488700 = -21068.081796 nChanged 5 SP:Iteration 4Q (3846.750000 sec): 3 clusters Score: Raw -23778.662434 + Penalty 2677.488700 = -21101.173734 nChanged 8 SP:Iteration 5Q (3846.940000 sec): 3 clusters Score: Raw -23825.405093 + Penalty 2677.488700 = -21147.916393 nChanged 4 SP:Iteration 6Q (3847.130000 sec): 3 clusters Score: Raw -23848.418851 + Penalty 2677.488700 = -21170.930151 nChanged 2 SP:Iteration 7Q (3847.270000 sec): 3 clusters Score: Raw -23863.750071 + Penalty 2677.488700 = -21186.261371 nChanged 2 SP:Iteration 8Q (3847.430000 sec): 3 clusters Score: Raw -23879.976808 + Penalty 2677.488700 = -21202.488108 nChanged 2 SP:Iteration 9Q (3847.640000 sec): 3 clusters Score: Raw -23902.974900 + Penalty 2677.488700 = -21225.486200 nChanged 1 SP:Iteration 10Q (3847.820000 sec): 3 clusters Score: Raw -23907.022208 + Penalty 2677.488700 = -21229.533508 nChanged 0 SP:Iteration 11F (3848.000000 sec): 3 clusters Score: Raw -23907.022208 + Penalty 2677.488700 = -21229.533508 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (3876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3848.150000 sec): 2 clusters Score: Raw -509173.184930 + Penalty 2049.114625 = -507124.070304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3848.330000 sec): 3 clusters Score: Raw -507404.978395 + Penalty 4098.229251 = -503306.749144 nChanged 1436 SP:Iteration 1F (3848.540000 sec): 3 clusters Score: Raw -508277.808881 + Penalty 4098.229251 = -504179.579630 nChanged 311 SP:Iteration 2F (3848.770000 sec): 3 clusters Score: Raw -508526.863200 + Penalty 4098.229251 = -504428.633949 nChanged 236 SP:Iteration 3F (3848.970000 sec): 3 clusters Score: Raw -508705.555039 + Penalty 4098.229251 = -504607.325788 nChanged 190 SP:Iteration 4Q (3849.180000 sec): 3 clusters Score: Raw -508865.077684 + Penalty 4098.229251 = -504766.848433 nChanged 159 SP:Iteration 5Q (3849.410000 sec): 3 clusters Score: Raw -508989.251640 + Penalty 4098.229251 = -504891.022389 nChanged 129 SP:Iteration 6Q (3849.610000 sec): 3 clusters Score: Raw -509077.120514 + Penalty 4098.229251 = -504978.891263 nChanged 107 SP:Iteration 7Q (3849.820000 sec): 3 clusters Score: Raw -509150.695903 + Penalty 4098.229251 = -505052.466652 nChanged 104 SP:Iteration 8Q (3850.020000 sec): 3 clusters Score: Raw -509219.423338 + Penalty 4098.229251 = -505121.194087 nChanged 90 SP:Iteration 9Q (3850.230000 sec): 3 clusters Score: Raw -509274.391808 + Penalty 4098.229251 = -505176.162558 nChanged 92 SP:Iteration 10Q (3850.430000 sec): 3 clusters Score: Raw -509330.205237 + Penalty 4098.229251 = -505231.975986 nChanged 87 SP:Iteration 11Q (3850.650000 sec): 3 clusters Score: Raw -509387.120230 + Penalty 4098.229251 = -505288.890979 nChanged 67 SP:Iteration 12Q (3850.870000 sec): 3 clusters Score: Raw -509428.639247 + Penalty 4098.229251 = -505330.409997 nChanged 51 SP:Iteration 13Q (3851.010000 sec): 3 clusters Score: Raw -509457.317972 + Penalty 4098.229251 = -505359.088721 nChanged 48 SP:Iteration 14Q (3851.190000 sec): 3 clusters Score: Raw -509483.934095 + Penalty 4098.229251 = -505385.704844 nChanged 47 SP:Iteration 15Q (3851.420000 sec): 3 clusters Score: Raw -509504.385363 + Penalty 4098.229251 = -505406.156112 nChanged 29 SP:Iteration 16Q (3851.650000 sec): 3 clusters Score: Raw -509518.378052 + Penalty 4098.229251 = -505420.148801 nChanged 26 SP:Iteration 17Q (3851.890000 sec): 3 clusters Score: Raw -509531.316687 + Penalty 4098.229251 = -505433.087436 nChanged 24 SP:Iteration 18Q (3852.080000 sec): 3 clusters Score: Raw -509542.114773 + Penalty 4098.229251 = -505443.885523 nChanged 12 SP:Iteration 19Q (3852.330000 sec): 3 clusters Score: Raw -509548.157286 + Penalty 4098.229251 = -505449.928035 nChanged 10 SP:Iteration 20F (3852.490000 sec): 3 clusters Score: Raw -509553.440342 + Penalty 4098.229251 = -505455.211091 nChanged 8 SP:Iteration 21Q (3852.700000 sec): 3 clusters Score: Raw -509558.050333 + Penalty 4098.229251 = -505459.821083 nChanged 11 SP:Iteration 22Q (3852.870000 sec): 3 clusters Score: Raw -509565.055059 + Penalty 4098.229251 = -505466.825809 nChanged 13 SP:Iteration 23Q (3853.040000 sec): 3 clusters Score: Raw -509570.761576 + Penalty 4098.229251 = -505472.532325 nChanged 9 SP:Iteration 24Q (3853.250000 sec): 3 clusters Score: Raw -509576.509690 + Penalty 4098.229251 = -505478.280440 nChanged 10 SP:Iteration 25Q (3853.470000 sec): 3 clusters Score: Raw -509581.538052 + Penalty 4098.229251 = -505483.308801 nChanged 9 SP:Iteration 26Q (3853.700000 sec): 3 clusters Score: Raw -509587.021945 + Penalty 4098.229251 = -505488.792695 nChanged 11 SP:Iteration 27Q (3853.890000 sec): 3 clusters Score: Raw -509593.080256 + Penalty 4098.229251 = -505494.851005 nChanged 13 SP:Iteration 28Q (3854.130000 sec): 3 clusters Score: Raw -509598.638839 + Penalty 4098.229251 = -505500.409588 nChanged 8 SP:Iteration 29Q (3854.340000 sec): 3 clusters Score: Raw -509604.211510 + Penalty 4098.229251 = -505505.982259 nChanged 12 SP:Iteration 30Q (3854.570000 sec): 3 clusters Score: Raw -509611.485643 + Penalty 4098.229251 = -505513.256392 nChanged 14 SP:Iteration 31Q (3854.750000 sec): 3 clusters Score: Raw -509621.279955 + Penalty 4098.229251 = -505523.050704 nChanged 12 SP:Iteration 32Q (3854.970000 sec): 3 clusters Score: Raw -509627.574448 + Penalty 4098.229251 = -505529.345198 nChanged 10 SP:Iteration 33Q (3855.160000 sec): 3 clusters Score: Raw -509631.908064 + Penalty 4098.229251 = -505533.678813 nChanged 7 SP:Iteration 34Q (3855.370000 sec): 3 clusters Score: Raw -509636.447779 + Penalty 4098.229251 = -505538.218528 nChanged 7 SP:Iteration 35Q (3855.590000 sec): 3 clusters Score: Raw -509639.917312 + Penalty 4098.229251 = -505541.688061 nChanged 6 SP:Iteration 36Q (3855.800000 sec): 3 clusters Score: Raw -509642.917283 + Penalty 4098.229251 = -505544.688033 nChanged 5 SP:Iteration 37Q (3856.040000 sec): 3 clusters Score: Raw -509645.424829 + Penalty 4098.229251 = -505547.195578 nChanged 5 SP:Iteration 38Q (3856.300000 sec): 3 clusters Score: Raw -509647.778973 + Penalty 4098.229251 = -505549.549722 nChanged 7 SP:Iteration 39Q (3856.500000 sec): 3 clusters Score: Raw -509649.974977 + Penalty 4098.229251 = -505551.745726 nChanged 3 SP:Iteration 40F (3856.670000 sec): 3 clusters Score: Raw -509652.404871 + Penalty 4098.229251 = -505554.175620 nChanged 7 SP:Iteration 41Q (3856.900000 sec): 3 clusters Score: Raw -509655.625510 + Penalty 4098.229251 = -505557.396259 nChanged 8 SP:Iteration 42Q (3857.120000 sec): 3 clusters Score: Raw -509660.295270 + Penalty 4098.229251 = -505562.066020 nChanged 9 SP:Iteration 43Q (3857.280000 sec): 3 clusters Score: Raw -509665.483220 + Penalty 4098.229251 = -505567.253969 nChanged 4 SP:Iteration 44Q (3857.480000 sec): 3 clusters Score: Raw -509667.822654 + Penalty 4098.229251 = -505569.593403 nChanged 4 SP:Iteration 45Q (3857.640000 sec): 3 clusters Score: Raw -509669.943135 + Penalty 4098.229251 = -505571.713885 nChanged 1 SP:Iteration 46Q (3857.880000 sec): 3 clusters Score: Raw -509670.327248 + Penalty 4098.229251 = -505572.097998 nChanged 1 SP:Iteration 47Q (3858.070000 sec): 3 clusters Score: Raw -509670.726381 + Penalty 4098.229251 = -505572.497131 nChanged 0 SP:Iteration 48F (3858.260000 sec): 3 clusters Score: Raw -509670.726381 + Penalty 4098.229251 = -505572.497131 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (284112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3859.920000 sec): 2 clusters Score: Raw -38438751.894914 + Penalty 3114.166704 = -38435637.728211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3861.690000 sec): 3 clusters Score: Raw -38250842.436610 + Penalty 6228.333408 = -38244614.103202 nChanged 137447 SP:Iteration 1F (3863.430000 sec): 3 clusters Score: Raw -38331642.296257 + Penalty 6228.333408 = -38325413.962849 nChanged 6431 SP:Iteration 2Q (3865.550000 sec): 3 clusters Score: Raw -38332661.529212 + Penalty 6228.333408 = -38326433.195804 nChanged 6544 SP:Iteration 3Q (3867.490000 sec): 3 clusters Score: Raw -38333794.784860 + Penalty 6228.333408 = -38327566.451453 nChanged 6869 SP:Iteration 4Q (3869.460000 sec): 3 clusters Score: Raw -38335095.788004 + Penalty 6228.333408 = -38328867.454597 nChanged 7520 SP:Iteration 5Q (3871.300000 sec): 3 clusters Score: Raw -38336736.726259 + Penalty 6228.333408 = -38330508.392852 nChanged 8243 SP:Iteration 6Q (3873.290000 sec): 3 clusters Score: Raw -38338835.085133 + Penalty 6228.333408 = -38332606.751725 nChanged 9296 SP:Iteration 7Q (3875.180000 sec): 3 clusters Score: Raw -38341730.220514 + Penalty 6228.333408 = -38335501.887107 nChanged 10799 SP:Iteration 8Q (3877.030000 sec): 3 clusters Score: Raw -38345968.380280 + Penalty 6228.333408 = -38339740.046872 nChanged 12785 SP:Iteration 9Q (3879.250000 sec): 3 clusters Score: Raw -38352355.443880 + Penalty 6228.333408 = -38346127.110473 nChanged 15050 SP:Iteration 10F (3881.040000 sec): 3 clusters Score: Raw -38361563.540843 + Penalty 6228.333408 = -38355335.207436 nChanged 16781 SP:Iteration 11F (3882.870000 sec): 3 clusters Score: Raw -38373012.560511 + Penalty 6228.333408 = -38366784.227103 nChanged 16665 SP:Iteration 12F (3884.560000 sec): 3 clusters Score: Raw -38384415.662409 + Penalty 6228.333408 = -38378187.329001 nChanged 14673 SP:Iteration 13F (3886.370000 sec): 3 clusters Score: Raw -38393286.946943 + Penalty 6228.333408 = -38387058.613535 nChanged 11413 SP:Iteration 14Q (3888.180000 sec): 3 clusters Score: Raw -38398811.899676 + Penalty 6228.333408 = -38392583.566269 nChanged 8403 SP:Iteration 15Q (3889.990000 sec): 3 clusters Score: Raw -38402198.000960 + Penalty 6228.333408 = -38395969.667552 nChanged 6645 SP:Iteration 16Q (3891.760000 sec): 3 clusters Score: Raw -38404818.825764 + Penalty 6228.333408 = -38398590.492356 nChanged 6190 SP:Iteration 17Q (3893.480000 sec): 3 clusters Score: Raw -38407400.657161 + Penalty 6228.333408 = -38401172.323753 nChanged 6176 SP:Iteration 18Q (3895.200000 sec): 3 clusters Score: Raw -38410125.550678 + Penalty 6228.333408 = -38403897.217270 nChanged 6304 SP:Iteration 19Q (3896.980000 sec): 3 clusters Score: Raw -38413135.124741 + Penalty 6228.333408 = -38406906.791334 nChanged 6171 SP:Iteration 20F (3898.660000 sec): 3 clusters Score: Raw -38416274.579556 + Penalty 6228.333408 = -38410046.246148 nChanged 5914 SP:Iteration 21Q (3900.490000 sec): 3 clusters Score: Raw -38419519.832879 + Penalty 6228.333408 = -38413291.499471 nChanged 5634 SP:Iteration 22Q (3902.190000 sec): 3 clusters Score: Raw -38422871.196192 + Penalty 6228.333408 = -38416642.862785 nChanged 5263 SP:Iteration 23Q (3904.000000 sec): 3 clusters Score: Raw -38426274.205482 + Penalty 6228.333408 = -38420045.872074 nChanged 4774 SP:Iteration 24Q (3905.630000 sec): 3 clusters Score: Raw -38429592.576367 + Penalty 6228.333408 = -38423364.242959 nChanged 4077 SP:Iteration 25Q (3907.380000 sec): 3 clusters Score: Raw -38432604.008258 + Penalty 6228.333408 = -38426375.674850 nChanged 3306 SP:Iteration 26Q (3909.160000 sec): 3 clusters Score: Raw -38435165.944690 + Penalty 6228.333408 = -38428937.611283 nChanged 2335 SP:Iteration 27Q (3910.760000 sec): 3 clusters Score: Raw -38436953.785880 + Penalty 6228.333408 = -38430725.452472 nChanged 1440 SP:Iteration 28Q (3912.380000 sec): 3 clusters Score: Raw -38438046.312497 + Penalty 6228.333408 = -38431817.979090 nChanged 762 SP:Iteration 29Q (3913.960000 sec): 3 clusters Score: Raw -38438601.483304 + Penalty 6228.333408 = -38432373.149896 nChanged 409 SP:Iteration 30Q (3915.610000 sec): 3 clusters Score: Raw -38438886.250479 + Penalty 6228.333408 = -38432657.917071 nChanged 210 SP:Iteration 31Q (3917.240000 sec): 3 clusters Score: Raw -38439037.087669 + Penalty 6228.333408 = -38432808.754261 nChanged 125 SP:Iteration 32Q (3918.770000 sec): 3 clusters Score: Raw -38439139.901705 + Penalty 6228.333408 = -38432911.568298 nChanged 85 SP:Iteration 33Q (3920.270000 sec): 3 clusters Score: Raw -38439190.643514 + Penalty 6228.333408 = -38432962.310107 nChanged 49 SP:Iteration 34Q (3921.850000 sec): 3 clusters Score: Raw -38439221.864199 + Penalty 6228.333408 = -38432993.530791 nChanged 36 SP:Iteration 35Q (3923.360000 sec): 3 clusters Score: Raw -38439246.034041 + Penalty 6228.333408 = -38433017.700633 nChanged 24 SP:Iteration 36Q (3924.920000 sec): 3 clusters Score: Raw -38439261.237479 + Penalty 6228.333408 = -38433032.904071 nChanged 15 SP:Iteration 37Q (3926.500000 sec): 3 clusters Score: Raw -38439271.100943 + Penalty 6228.333408 = -38433042.767535 nChanged 17 SP:Iteration 38Q (3928.080000 sec): 3 clusters Score: Raw -38439283.091344 + Penalty 6228.333408 = -38433054.757936 nChanged 16 SP:Iteration 39Q (3929.690000 sec): 3 clusters Score: Raw -38439292.569907 + Penalty 6228.333408 = -38433064.236499 nChanged 8 SP:Iteration 40F (3931.520000 sec): 3 clusters Score: Raw -38439295.689772 + Penalty 6228.333408 = -38433067.356364 nChanged 3 SP:Iteration 41Q (3932.980000 sec): 3 clusters Score: Raw -38439298.998729 + Penalty 6228.333408 = -38433070.665322 nChanged 10 SP:Iteration 42Q (3934.620000 sec): 3 clusters Score: Raw -38439305.406578 + Penalty 6228.333408 = -38433077.073170 nChanged 12 SP:Iteration 43Q (3936.180000 sec): 3 clusters Score: Raw -38439312.612234 + Penalty 6228.333408 = -38433084.278826 nChanged 6 SP:Iteration 44Q (3937.720000 sec): 3 clusters Score: Raw -38439316.303973 + Penalty 6228.333408 = -38433087.970566 nChanged 6 SP:Iteration 45Q (3938.910000 sec): 3 clusters Score: Raw -38439320.582123 + Penalty 6228.333408 = -38433092.248715 nChanged 6 SP:Iteration 46Q (3940.350000 sec): 3 clusters Score: Raw -38439323.788344 + Penalty 6228.333408 = -38433095.454936 nChanged 5 SP:Iteration 47Q (3941.830000 sec): 3 clusters Score: Raw -38439326.366685 + Penalty 6228.333408 = -38433098.033277 nChanged 0 SP:Iteration 48F (3943.430000 sec): 3 clusters Score: Raw -38439326.366685 + Penalty 6228.333408 = -38433098.033277 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (5817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3943.750000 sec): 2 clusters Score: Raw -792135.572931 + Penalty 2149.797906 = -789985.775025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3943.940000 sec): 3 clusters Score: Raw -789222.002110 + Penalty 4299.595812 = -784922.406298 nChanged 2292 SP:Iteration 1F (3944.220000 sec): 3 clusters Score: Raw -790381.525060 + Penalty 4299.595812 = -786081.929248 nChanged 414 SP:Iteration 2F (3944.450000 sec): 3 clusters Score: Raw -790590.905180 + Penalty 4299.595812 = -786291.309368 nChanged 278 SP:Iteration 3Q (3944.650000 sec): 3 clusters Score: Raw -790748.007505 + Penalty 4299.595812 = -786448.411692 nChanged 240 SP:Iteration 4Q (3944.860000 sec): 3 clusters Score: Raw -790877.960557 + Penalty 4299.595812 = -786578.364745 nChanged 210 SP:Iteration 5Q (3945.130000 sec): 3 clusters Score: Raw -791025.929030 + Penalty 4299.595812 = -786726.333218 nChanged 219 SP:Iteration 6Q (3945.350000 sec): 3 clusters Score: Raw -791179.209209 + Penalty 4299.595812 = -786879.613397 nChanged 219 SP:Iteration 7Q (3945.570000 sec): 3 clusters Score: Raw -791333.092600 + Penalty 4299.595812 = -787033.496788 nChanged 211 SP:Iteration 8Q (3945.830000 sec): 3 clusters Score: Raw -791493.639632 + Penalty 4299.595812 = -787194.043820 nChanged 206 SP:Iteration 9Q (3946.050000 sec): 3 clusters Score: Raw -791678.617772 + Penalty 4299.595812 = -787379.021960 nChanged 202 SP:Iteration 10Q (3946.270000 sec): 3 clusters Score: Raw -791867.579069 + Penalty 4299.595812 = -787567.983257 nChanged 179 SP:Iteration 11Q (3946.460000 sec): 3 clusters Score: Raw -792045.556092 + Penalty 4299.595812 = -787745.960280 nChanged 186 SP:Iteration 12Q (3946.700000 sec): 3 clusters Score: Raw -792192.067144 + Penalty 4299.595812 = -787892.471332 nChanged 167 SP:Iteration 13Q (3946.890000 sec): 3 clusters Score: Raw -792287.299950 + Penalty 4299.595812 = -787987.704138 nChanged 136 SP:Iteration 14Q (3947.070000 sec): 3 clusters Score: Raw -792370.194606 + Penalty 4299.595812 = -788070.598794 nChanged 137 SP:Iteration 15Q (3947.320000 sec): 3 clusters Score: Raw -792446.587248 + Penalty 4299.595812 = -788146.991436 nChanged 139 SP:Iteration 16Q (3947.470000 sec): 3 clusters Score: Raw -792518.939446 + Penalty 4299.595812 = -788219.343634 nChanged 129 SP:Iteration 17Q (3947.700000 sec): 3 clusters Score: Raw -792593.145353 + Penalty 4299.595812 = -788293.549541 nChanged 135 SP:Iteration 18Q (3947.930000 sec): 3 clusters Score: Raw -792673.257060 + Penalty 4299.595812 = -788373.661248 nChanged 141 SP:Iteration 19Q (3948.160000 sec): 3 clusters Score: Raw -792757.854958 + Penalty 4299.595812 = -788458.259146 nChanged 138 SP:Iteration 20F (3948.350000 sec): 3 clusters Score: Raw -792844.977225 + Penalty 4299.595812 = -788545.381413 nChanged 119 SP:Iteration 21Q (3948.570000 sec): 3 clusters Score: Raw -792914.811856 + Penalty 4299.595812 = -788615.216044 nChanged 127 SP:Iteration 22Q (3948.760000 sec): 3 clusters Score: Raw -793005.578761 + Penalty 4299.595812 = -788705.982949 nChanged 144 SP:Iteration 23Q (3948.980000 sec): 3 clusters Score: Raw -793115.790272 + Penalty 4299.595812 = -788816.194460 nChanged 122 SP:Iteration 24Q (3949.250000 sec): 3 clusters Score: Raw -793204.397412 + Penalty 4299.595812 = -788904.801600 nChanged 118 SP:Iteration 25Q (3949.470000 sec): 3 clusters Score: Raw -793282.360160 + Penalty 4299.595812 = -788982.764347 nChanged 108 SP:Iteration 26Q (3949.690000 sec): 3 clusters Score: Raw -793363.824193 + Penalty 4299.595812 = -789064.228381 nChanged 88 SP:Iteration 27Q (3949.900000 sec): 3 clusters Score: Raw -793426.048484 + Penalty 4299.595812 = -789126.452672 nChanged 66 SP:Iteration 28Q (3950.080000 sec): 3 clusters Score: Raw -793475.279941 + Penalty 4299.595812 = -789175.684129 nChanged 64 SP:Iteration 29Q (3950.300000 sec): 3 clusters Score: Raw -793516.283620 + Penalty 4299.595812 = -789216.687808 nChanged 64 SP:Iteration 30Q (3950.500000 sec): 3 clusters Score: Raw -793555.304786 + Penalty 4299.595812 = -789255.708973 nChanged 49 SP:Iteration 31Q (3950.690000 sec): 3 clusters Score: Raw -793580.737068 + Penalty 4299.595812 = -789281.141256 nChanged 26 SP:Iteration 32Q (3950.890000 sec): 3 clusters Score: Raw -793591.310921 + Penalty 4299.595812 = -789291.715109 nChanged 21 SP:Iteration 33Q (3951.100000 sec): 3 clusters Score: Raw -793598.153201 + Penalty 4299.595812 = -789298.557389 nChanged 17 SP:Iteration 34Q (3951.290000 sec): 3 clusters Score: Raw -793603.287792 + Penalty 4299.595812 = -789303.691980 nChanged 3 SP:Iteration 35Q (3951.530000 sec): 3 clusters Score: Raw -793604.064677 + Penalty 4299.595812 = -789304.468865 nChanged 3 SP:Iteration 36Q (3951.730000 sec): 3 clusters Score: Raw -793604.795308 + Penalty 4299.595812 = -789305.199496 nChanged 1 SP:Iteration 37Q (3952.000000 sec): 3 clusters Score: Raw -793604.919049 + Penalty 4299.595812 = -789305.323237 nChanged 0 SP:Iteration 38F (3952.210000 sec): 3 clusters Score: Raw -793604.919049 + Penalty 4299.595812 = -789305.323237 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3952.330000 sec): 2 clusters Score: Raw -60945.906924 + Penalty 1533.157057 = -59412.749867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3952.460000 sec): 3 clusters Score: Raw -61150.164523 + Penalty 3066.314114 = -58083.850409 nChanged 94 SP:Iteration 1F (3952.620000 sec): 3 clusters Score: Raw -61328.248290 + Penalty 3066.314114 = -58261.934177 nChanged 24 SP:Iteration 2Q (3952.780000 sec): 3 clusters Score: Raw -61390.329856 + Penalty 3066.314114 = -58324.015742 nChanged 18 SP:Iteration 3Q (3952.950000 sec): 3 clusters Score: Raw -61444.203131 + Penalty 3066.314114 = -58377.889017 nChanged 15 SP:Iteration 4Q (3953.130000 sec): 3 clusters Score: Raw -61518.293071 + Penalty 3066.314114 = -58451.978957 nChanged 14 SP:Iteration 5Q (3953.360000 sec): 3 clusters Score: Raw -61576.472382 + Penalty 3066.314114 = -58510.158269 nChanged 12 SP:Iteration 6Q (3953.630000 sec): 3 clusters Score: Raw -61618.639525 + Penalty 3066.314114 = -58552.325412 nChanged 9 SP:Iteration 7Q (3953.830000 sec): 3 clusters Score: Raw -61680.196095 + Penalty 3066.314114 = -58613.881982 nChanged 8 SP:Iteration 8Q (3954.030000 sec): 3 clusters Score: Raw -61706.362172 + Penalty 3066.314114 = -58640.048058 nChanged 5 SP:Iteration 9Q (3954.190000 sec): 3 clusters Score: Raw -61735.511583 + Penalty 3066.314114 = -58669.197469 nChanged 2 SP:Iteration 10Q (3954.390000 sec): 3 clusters Score: Raw -61750.698120 + Penalty 3066.314114 = -58684.384006 nChanged 3 SP:Iteration 11Q (3954.570000 sec): 3 clusters Score: Raw -61755.994565 + Penalty 3066.314114 = -58689.680451 nChanged 0 SP:Iteration 12F (3954.750000 sec): 3 clusters Score: Raw -61765.016791 + Penalty 3066.314114 = -58698.702677 nChanged 1 SP:Iteration 13Q (3954.950000 sec): 3 clusters Score: Raw -61779.789172 + Penalty 3066.314114 = -58713.475058 nChanged 1 SP:Iteration 14Q (3955.130000 sec): 3 clusters Score: Raw -61790.888025 + Penalty 3066.314114 = -58724.573912 nChanged 5 SP:Iteration 15Q (3955.280000 sec): 3 clusters Score: Raw -61877.926430 + Penalty 3066.314114 = -58811.612316 nChanged 9 SP:Iteration 16Q (3955.470000 sec): 3 clusters Score: Raw -61930.488119 + Penalty 3066.314114 = -58864.174005 nChanged 5 SP:Iteration 17Q (3955.670000 sec): 3 clusters Score: Raw -61949.574933 + Penalty 3066.314114 = -58883.260819 nChanged 1 SP:Iteration 18Q (3955.870000 sec): 3 clusters Score: Raw -61952.414532 + Penalty 3066.314114 = -58886.100419 nChanged 0 SP:Iteration 19F (3956.040000 sec): 3 clusters Score: Raw -61960.850387 + Penalty 3066.314114 = -58894.536273 nChanged 1 SP:Iteration 20F (3956.240000 sec): 3 clusters Score: Raw -61987.726077 + Penalty 3066.314114 = -58921.411964 nChanged 1 SP:Iteration 21Q (3956.420000 sec): 3 clusters Score: Raw -61988.758979 + Penalty 3066.314114 = -58922.444865 nChanged 0 SP:Iteration 22F (3956.560000 sec): 3 clusters Score: Raw -61988.758979 + Penalty 3066.314114 = -58922.444865 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3956.670000 sec): 2 clusters Score: Raw -165928.606408 + Penalty 1771.812981 = -164156.793428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3956.850000 sec): 3 clusters Score: Raw -165579.104270 + Penalty 3543.625961 = -162035.478308 nChanged 339 SP:Iteration 1F (3956.960000 sec): 3 clusters Score: Raw -165889.945401 + Penalty 3543.625961 = -162346.319440 nChanged 82 SP:Iteration 2F (3957.090000 sec): 3 clusters Score: Raw -165977.012182 + Penalty 3543.625961 = -162433.386220 nChanged 44 SP:Iteration 3Q (3957.290000 sec): 3 clusters Score: Raw -166024.596908 + Penalty 3543.625961 = -162480.970947 nChanged 27 SP:Iteration 4Q (3957.530000 sec): 3 clusters Score: Raw -166051.899386 + Penalty 3543.625961 = -162508.273425 nChanged 9 SP:Iteration 5Q (3957.650000 sec): 3 clusters Score: Raw -166059.375528 + Penalty 3543.625961 = -162515.749566 nChanged 9 SP:Iteration 6Q (3957.860000 sec): 3 clusters Score: Raw -166070.219358 + Penalty 3543.625961 = -162526.593397 nChanged 4 SP:Iteration 7Q (3958.030000 sec): 3 clusters Score: Raw -166075.221281 + Penalty 3543.625961 = -162531.595319 nChanged 4 SP:Iteration 8Q (3958.190000 sec): 3 clusters Score: Raw -166076.982524 + Penalty 3543.625961 = -162533.356563 nChanged 3 SP:Iteration 9Q (3958.320000 sec): 3 clusters Score: Raw -166079.220319 + Penalty 3543.625961 = -162535.594357 nChanged 0 SP:Iteration 10F (3958.480000 sec): 3 clusters Score: Raw -166079.220319 + Penalty 3543.625961 = -162535.594357 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 12 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3958.590000 sec): 2 clusters Score: Raw -41348.518652 + Penalty 1452.767422 = -39895.751229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3958.770000 sec): 3 clusters Score: Raw -41569.947894 + Penalty 2905.534845 = -38664.413049 nChanged 72 SP:Iteration 1F (3958.980000 sec): 3 clusters Score: Raw -41799.255977 + Penalty 2905.534845 = -38893.721132 nChanged 18 SP:Iteration 2F (3959.150000 sec): 3 clusters Score: Raw -41930.231812 + Penalty 2905.534845 = -39024.696968 nChanged 20 SP:Iteration 3F (3959.360000 sec): 3 clusters Score: Raw -42081.504237 + Penalty 2905.534845 = -39175.969392 nChanged 28 SP:Iteration 4F (3959.570000 sec): 3 clusters Score: Raw -42293.338937 + Penalty 2905.534845 = -39387.804092 nChanged 22 SP:Iteration 5F (3959.770000 sec): 3 clusters Score: Raw -42607.509232 + Penalty 2905.534845 = -39701.974387 nChanged 29 SP:Iteration 6F (3960.010000 sec): 3 clusters Score: Raw -42792.613429 + Penalty 2905.534845 = -39887.078584 nChanged 15 SP:Iteration 7Q (3960.170000 sec): 3 clusters Score: Raw -43021.419220 + Penalty 2905.534845 = -40115.884375 nChanged 10 SP:Iteration 8Q (3960.380000 sec): 3 clusters Score: Raw -43273.348710 + Penalty 2905.534845 = -40367.813865 nChanged 3 SP:Iteration 9Q (3960.560000 sec): 3 clusters Score: Raw -43312.643556 + Penalty 2905.534845 = -40407.108711 nChanged 1 SP:Iteration 10Q (3960.710000 sec): 3 clusters Score: Raw -43327.612199 + Penalty 2905.534845 = -40422.077354 nChanged 1 SP:Iteration 11Q (3960.930000 sec): 3 clusters Score: Raw -43338.680496 + Penalty 2905.534845 = -40433.145652 nChanged 1 SP:Iteration 12Q (3961.070000 sec): 3 clusters Score: Raw -43355.376909 + Penalty 2905.534845 = -40449.842065 nChanged 0 SP:Iteration 13F (3961.300000 sec): 3 clusters Score: Raw -43355.376909 + Penalty 2905.534845 = -40449.842065 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 13 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3961.370000 sec): 2 clusters Score: Raw -64776.038528 + Penalty 1566.208784 = -63209.829743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3961.530000 sec): 3 clusters Score: Raw -64740.697339 + Penalty 3132.417569 = -61608.279770 nChanged 114 SP:Iteration 1F (3961.740000 sec): 3 clusters Score: Raw -64958.308211 + Penalty 3132.417569 = -61825.890642 nChanged 32 SP:Iteration 2F (3961.890000 sec): 3 clusters Score: Raw -65029.890988 + Penalty 3132.417569 = -61897.473419 nChanged 17 SP:Iteration 3Q (3962.050000 sec): 3 clusters Score: Raw -65070.824414 + Penalty 3132.417569 = -61938.406845 nChanged 10 SP:Iteration 4Q (3962.260000 sec): 3 clusters Score: Raw -65100.232561 + Penalty 3132.417569 = -61967.814992 nChanged 9 SP:Iteration 5Q (3962.410000 sec): 3 clusters Score: Raw -65131.513377 + Penalty 3132.417569 = -61999.095808 nChanged 14 SP:Iteration 6Q (3962.660000 sec): 3 clusters Score: Raw -65174.579606 + Penalty 3132.417569 = -62042.162038 nChanged 9 SP:Iteration 7Q (3962.800000 sec): 3 clusters Score: Raw -65196.901629 + Penalty 3132.417569 = -62064.484060 nChanged 6 SP:Iteration 8Q (3963.010000 sec): 3 clusters Score: Raw -65212.180475 + Penalty 3132.417569 = -62079.762906 nChanged 8 SP:Iteration 9Q (3963.170000 sec): 3 clusters Score: Raw -65236.041509 + Penalty 3132.417569 = -62103.623940 nChanged 6 SP:Iteration 10Q (3963.330000 sec): 3 clusters Score: Raw -65254.543308 + Penalty 3132.417569 = -62122.125739 nChanged 7 SP:Iteration 11Q (3963.550000 sec): 3 clusters Score: Raw -65282.767848 + Penalty 3132.417569 = -62150.350279 nChanged 6 SP:Iteration 12Q (3963.710000 sec): 3 clusters Score: Raw -65300.945562 + Penalty 3132.417569 = -62168.527994 nChanged 5 SP:Iteration 13Q (3963.900000 sec): 3 clusters Score: Raw -65314.552421 + Penalty 3132.417569 = -62182.134852 nChanged 5 SP:Iteration 14Q (3964.150000 sec): 3 clusters Score: Raw -65331.613121 + Penalty 3132.417569 = -62199.195552 nChanged 4 SP:Iteration 15Q (3964.360000 sec): 3 clusters Score: Raw -65355.608124 + Penalty 3132.417569 = -62223.190556 nChanged 2 SP:Iteration 16Q (3964.500000 sec): 3 clusters Score: Raw -65363.857253 + Penalty 3132.417569 = -62231.439684 nChanged 3 SP:Iteration 17Q (3964.690000 sec): 3 clusters Score: Raw -65380.686337 + Penalty 3132.417569 = -62248.268768 nChanged 3 SP:Iteration 18Q (3964.870000 sec): 3 clusters Score: Raw -65388.889597 + Penalty 3132.417569 = -62256.472028 nChanged 0 SP:Iteration 19F (3965.100000 sec): 3 clusters Score: Raw -65388.889597 + Penalty 3132.417569 = -62256.472028 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3965.210000 sec): 2 clusters Score: Raw -43289.097268 + Penalty 1454.180532 = -41834.916736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3965.480000 sec): 3 clusters Score: Raw -43422.114543 + Penalty 2908.361063 = -40513.753480 nChanged 50 SP:Iteration 1F (3965.610000 sec): 3 clusters Score: Raw -43550.848785 + Penalty 2908.361063 = -40642.487721 nChanged 24 SP:Iteration 2F (3965.760000 sec): 3 clusters Score: Raw -43616.024674 + Penalty 2908.361063 = -40707.663610 nChanged 8 SP:Iteration 3Q (3965.910000 sec): 3 clusters Score: Raw -43645.621480 + Penalty 2908.361063 = -40737.260417 nChanged 1 SP:Iteration 4Q (3966.040000 sec): 3 clusters Score: Raw -43652.186359 + Penalty 2908.361063 = -40743.825296 nChanged 3 SP:Iteration 5Q (3966.220000 sec): 3 clusters Score: Raw -43661.733015 + Penalty 2908.361063 = -40753.371952 nChanged 4 SP:Iteration 6Q (3966.390000 sec): 3 clusters Score: Raw -43679.408223 + Penalty 2908.361063 = -40771.047160 nChanged 3 SP:Iteration 7Q (3966.570000 sec): 3 clusters Score: Raw -43686.471904 + Penalty 2908.361063 = -40778.110841 nChanged 1 SP:Iteration 8Q (3966.790000 sec): 3 clusters Score: Raw -43687.583493 + Penalty 2908.361063 = -40779.222430 nChanged 0 SP:Iteration 9F (3966.900000 sec): 3 clusters Score: Raw -43687.583493 + Penalty 2908.361063 = -40779.222430 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (59525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3967.310000 sec): 2 clusters Score: Raw -8257142.218772 + Penalty 2726.549614 = -8254415.669157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3967.840000 sec): 3 clusters Score: Raw -8220083.569858 + Penalty 5453.099229 = -8214630.470629 nChanged 27552 SP:Iteration 1F (3968.430000 sec): 3 clusters Score: Raw -8235267.294255 + Penalty 5453.099229 = -8229814.195026 nChanged 2493 SP:Iteration 2Q (3968.990000 sec): 3 clusters Score: Raw -8236021.071045 + Penalty 5453.099229 = -8230567.971816 nChanged 2553 SP:Iteration 3Q (3969.560000 sec): 3 clusters Score: Raw -8236942.778169 + Penalty 5453.099229 = -8231489.678940 nChanged 2969 SP:Iteration 4Q (3970.170000 sec): 3 clusters Score: Raw -8238343.700115 + Penalty 5453.099229 = -8232890.600887 nChanged 3665 SP:Iteration 5F (3970.870000 sec): 3 clusters Score: Raw -8240525.957761 + Penalty 5453.099229 = -8235072.858532 nChanged 4302 SP:Iteration 6F (3971.420000 sec): 3 clusters Score: Raw -8243692.680800 + Penalty 5453.099229 = -8238239.581571 nChanged 4672 SP:Iteration 7F (3971.980000 sec): 3 clusters Score: Raw -8247697.132287 + Penalty 5453.099229 = -8242244.033058 nChanged 4232 SP:Iteration 8F (3972.490000 sec): 3 clusters Score: Raw -8251572.385828 + Penalty 5453.099229 = -8246119.286599 nChanged 3169 SP:Iteration 9F (3972.980000 sec): 3 clusters Score: Raw -8254518.195037 + Penalty 5453.099229 = -8249065.095808 nChanged 1871 SP:Iteration 10Q (3973.530000 sec): 3 clusters Score: Raw -8256135.419580 + Penalty 5453.099229 = -8250682.320351 nChanged 937 SP:Iteration 11Q (3974.040000 sec): 3 clusters Score: Raw -8256885.204701 + Penalty 5453.099229 = -8251432.105472 nChanged 463 SP:Iteration 12Q (3974.570000 sec): 3 clusters Score: Raw -8257218.909206 + Penalty 5453.099229 = -8251765.809977 nChanged 220 SP:Iteration 13Q (3975.090000 sec): 3 clusters Score: Raw -8257376.193312 + Penalty 5453.099229 = -8251923.094083 nChanged 130 SP:Iteration 14Q (3975.560000 sec): 3 clusters Score: Raw -8257469.489550 + Penalty 5453.099229 = -8252016.390321 nChanged 81 SP:Iteration 15Q (3976.060000 sec): 3 clusters Score: Raw -8257521.044191 + Penalty 5453.099229 = -8252067.944962 nChanged 45 SP:Iteration 16Q (3976.570000 sec): 3 clusters Score: Raw -8257553.366965 + Penalty 5453.099229 = -8252100.267736 nChanged 35 SP:Iteration 17Q (3977.030000 sec): 3 clusters Score: Raw -8257577.910780 + Penalty 5453.099229 = -8252124.811551 nChanged 19 SP:Iteration 18Q (3977.530000 sec): 3 clusters Score: Raw -8257592.257576 + Penalty 5453.099229 = -8252139.158347 nChanged 20 SP:Iteration 19Q (3978.010000 sec): 3 clusters Score: Raw -8257605.853569 + Penalty 5453.099229 = -8252152.754340 nChanged 13 SP:Iteration 20F (3978.480000 sec): 3 clusters Score: Raw -8257615.282933 + Penalty 5453.099229 = -8252162.183704 nChanged 13 SP:Iteration 21Q (3978.920000 sec): 3 clusters Score: Raw -8257621.818912 + Penalty 5453.099229 = -8252168.719683 nChanged 1 SP:Iteration 22Q (3979.310000 sec): 3 clusters Score: Raw -8257622.219690 + Penalty 5453.099229 = -8252169.120461 nChanged 1 SP:Iteration 23Q (3979.780000 sec): 3 clusters Score: Raw -8257622.644633 + Penalty 5453.099229 = -8252169.545404 nChanged 0 SP:Iteration 24F (3980.260000 sec): 3 clusters Score: Raw -8257622.644633 + Penalty 5453.099229 = -8252169.545404 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (44172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3980.540000 sec): 2 clusters Score: Raw -5901029.778447 + Penalty 2652.569903 = -5898377.208544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3981.000000 sec): 3 clusters Score: Raw -5873794.184293 + Penalty 5305.139806 = -5868489.044487 nChanged 20384 SP:Iteration 1F (3981.420000 sec): 3 clusters Score: Raw -5885160.269763 + Penalty 5305.139806 = -5879855.129957 nChanged 1953 SP:Iteration 2Q (3981.890000 sec): 3 clusters Score: Raw -5885882.871183 + Penalty 5305.139806 = -5880577.731377 nChanged 2003 SP:Iteration 3Q (3982.340000 sec): 3 clusters Score: Raw -5886726.257460 + Penalty 5305.139806 = -5881421.117654 nChanged 2084 SP:Iteration 4Q (3982.830000 sec): 3 clusters Score: Raw -5887682.486850 + Penalty 5305.139806 = -5882377.347044 nChanged 2137 SP:Iteration 5Q (3983.340000 sec): 3 clusters Score: Raw -5888769.024071 + Penalty 5305.139806 = -5883463.884265 nChanged 2273 SP:Iteration 6F (3983.760000 sec): 3 clusters Score: Raw -5889936.583390 + Penalty 5305.139806 = -5884631.443584 nChanged 2279 SP:Iteration 7F (3984.190000 sec): 3 clusters Score: Raw -5891056.308368 + Penalty 5305.139806 = -5885751.168562 nChanged 2036 SP:Iteration 8Q (3984.690000 sec): 3 clusters Score: Raw -5891987.905470 + Penalty 5305.139806 = -5886682.765664 nChanged 1794 SP:Iteration 9Q (3985.200000 sec): 3 clusters Score: Raw -5892742.844329 + Penalty 5305.139806 = -5887437.704523 nChanged 1646 SP:Iteration 10Q (3985.700000 sec): 3 clusters Score: Raw -5893478.328359 + Penalty 5305.139806 = -5888173.188553 nChanged 1469 SP:Iteration 11Q (3986.170000 sec): 3 clusters Score: Raw -5894252.035476 + Penalty 5305.139806 = -5888946.895670 nChanged 1400 SP:Iteration 12Q (3986.690000 sec): 3 clusters Score: Raw -5895191.707800 + Penalty 5305.139806 = -5889886.567994 nChanged 1464 SP:Iteration 13Q (3987.140000 sec): 3 clusters Score: Raw -5896243.801032 + Penalty 5305.139806 = -5890938.661226 nChanged 1373 SP:Iteration 14Q (3987.560000 sec): 3 clusters Score: Raw -5897255.943898 + Penalty 5305.139806 = -5891950.804091 nChanged 1187 SP:Iteration 15Q (3987.980000 sec): 3 clusters Score: Raw -5898122.518627 + Penalty 5305.139806 = -5892817.378821 nChanged 1018 SP:Iteration 16Q (3988.400000 sec): 3 clusters Score: Raw -5898835.828634 + Penalty 5305.139806 = -5893530.688828 nChanged 855 SP:Iteration 17Q (3988.740000 sec): 3 clusters Score: Raw -5899408.201676 + Penalty 5305.139806 = -5894103.061870 nChanged 712 SP:Iteration 18Q (3989.190000 sec): 3 clusters Score: Raw -5899838.633570 + Penalty 5305.139806 = -5894533.493764 nChanged 589 SP:Iteration 19Q (3989.610000 sec): 3 clusters Score: Raw -5900175.742499 + Penalty 5305.139806 = -5894870.602693 nChanged 514 SP:Iteration 20F (3990.020000 sec): 3 clusters Score: Raw -5900444.063542 + Penalty 5305.139806 = -5895138.923736 nChanged 399 SP:Iteration 21Q (3990.440000 sec): 3 clusters Score: Raw -5900638.032031 + Penalty 5305.139806 = -5895332.892225 nChanged 357 SP:Iteration 22Q (3990.810000 sec): 3 clusters Score: Raw -5900818.382225 + Penalty 5305.139806 = -5895513.242419 nChanged 326 SP:Iteration 23Q (3991.240000 sec): 3 clusters Score: Raw -5900975.055005 + Penalty 5305.139806 = -5895669.915199 nChanged 273 SP:Iteration 24Q (3991.670000 sec): 3 clusters Score: Raw -5901095.847273 + Penalty 5305.139806 = -5895790.707467 nChanged 208 SP:Iteration 25Q (3992.070000 sec): 3 clusters Score: Raw -5901178.456319 + Penalty 5305.139806 = -5895873.316513 nChanged 173 SP:Iteration 26Q (3992.460000 sec): 3 clusters Score: Raw -5901244.553345 + Penalty 5305.139806 = -5895939.413539 nChanged 140 SP:Iteration 27Q (3992.880000 sec): 3 clusters Score: Raw -5901301.805260 + Penalty 5305.139806 = -5895996.665454 nChanged 118 SP:Iteration 28Q (3993.330000 sec): 3 clusters Score: Raw -5901347.084397 + Penalty 5305.139806 = -5896041.944591 nChanged 101 SP:Iteration 29Q (3993.740000 sec): 3 clusters Score: Raw -5901384.493377 + Penalty 5305.139806 = -5896079.353571 nChanged 80 SP:Iteration 30Q (3994.200000 sec): 3 clusters Score: Raw -5901415.434654 + Penalty 5305.139806 = -5896110.294848 nChanged 76 SP:Iteration 31Q (3994.670000 sec): 3 clusters Score: Raw -5901445.630013 + Penalty 5305.139806 = -5896140.490207 nChanged 66 SP:Iteration 32Q (3995.090000 sec): 3 clusters Score: Raw -5901473.080119 + Penalty 5305.139806 = -5896167.940313 nChanged 53 SP:Iteration 33Q (3995.550000 sec): 3 clusters Score: Raw -5901493.820737 + Penalty 5305.139806 = -5896188.680931 nChanged 47 SP:Iteration 34Q (3995.970000 sec): 3 clusters Score: Raw -5901511.490562 + Penalty 5305.139806 = -5896206.350756 nChanged 42 SP:Iteration 35Q (3996.370000 sec): 3 clusters Score: Raw -5901528.128030 + Penalty 5305.139806 = -5896222.988224 nChanged 41 SP:Iteration 36Q (3996.830000 sec): 3 clusters Score: Raw -5901541.388932 + Penalty 5305.139806 = -5896236.249126 nChanged 36 SP:Iteration 37Q (3997.220000 sec): 3 clusters Score: Raw -5901552.270853 + Penalty 5305.139806 = -5896247.131047 nChanged 33 SP:Iteration 38Q (3997.630000 sec): 3 clusters Score: Raw -5901565.166673 + Penalty 5305.139806 = -5896260.026867 nChanged 29 SP:Iteration 39Q (3998.050000 sec): 3 clusters Score: Raw -5901576.910427 + Penalty 5305.139806 = -5896271.770621 nChanged 25 SP:Iteration 40F (3998.460000 sec): 3 clusters Score: Raw -5901590.784109 + Penalty 5305.139806 = -5896285.644303 nChanged 25 SP:Iteration 41Q (3998.820000 sec): 3 clusters Score: Raw -5901602.170605 + Penalty 5305.139806 = -5896297.030799 nChanged 24 SP:Iteration 42Q (3999.170000 sec): 3 clusters Score: Raw -5901610.867778 + Penalty 5305.139806 = -5896305.727972 nChanged 16 SP:Iteration 43Q (3999.680000 sec): 3 clusters Score: Raw -5901616.871585 + Penalty 5305.139806 = -5896311.731779 nChanged 14 SP:Iteration 44Q (4000.150000 sec): 3 clusters Score: Raw -5901621.138630 + Penalty 5305.139806 = -5896315.998824 nChanged 12 SP:Iteration 45Q (4000.500000 sec): 3 clusters Score: Raw -5901624.980612 + Penalty 5305.139806 = -5896319.840806 nChanged 9 SP:Iteration 46Q (4000.890000 sec): 3 clusters Score: Raw -5901627.661481 + Penalty 5305.139806 = -5896322.521675 nChanged 6 SP:Iteration 47Q (4001.330000 sec): 3 clusters Score: Raw -5901629.591915 + Penalty 5305.139806 = -5896324.452108 nChanged 8 SP:Iteration 48Q (4001.710000 sec): 3 clusters Score: Raw -5901632.544321 + Penalty 5305.139806 = -5896327.404515 nChanged 5 SP:Iteration 49Q (4002.110000 sec): 3 clusters Score: Raw -5901634.110731 + Penalty 5305.139806 = -5896328.970925 nChanged 2 SP:Iteration 50Q (4002.500000 sec): 3 clusters Score: Raw -5901634.742544 + Penalty 5305.139806 = -5896329.602738 nChanged 3 SP:Iteration 51Q (4002.920000 sec): 3 clusters Score: Raw -5901635.720008 + Penalty 5305.139806 = -5896330.580202 nChanged 3 SP:Iteration 52Q (4003.320000 sec): 3 clusters Score: Raw -5901636.839694 + Penalty 5305.139806 = -5896331.699887 nChanged 3 SP:Iteration 53Q (4003.800000 sec): 3 clusters Score: Raw -5901637.709531 + Penalty 5305.139806 = -5896332.569725 nChanged 2 SP:Iteration 54Q (4004.200000 sec): 3 clusters Score: Raw -5901638.091151 + Penalty 5305.139806 = -5896332.951345 nChanged 1 SP:Iteration 55Q (4004.600000 sec): 3 clusters Score: Raw -5901638.555427 + Penalty 5305.139806 = -5896333.415621 nChanged 1 SP:Iteration 56Q (4005.040000 sec): 3 clusters Score: Raw -5901638.664632 + Penalty 5305.139806 = -5896333.524826 nChanged 0 SP:Iteration 57F (4005.460000 sec): 3 clusters Score: Raw -5901638.664632 + Penalty 5305.139806 = -5896333.524826 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4005.580000 sec): 2 clusters Score: Raw -24520.492989 + Penalty 1334.214544 = -23186.278445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4005.800000 sec): 3 clusters Score: Raw -24891.134348 + Penalty 2668.429087 = -22222.705260 nChanged 37 SP:Iteration 1F (4005.960000 sec): 3 clusters Score: Raw -25085.956305 + Penalty 2668.429087 = -22417.527218 nChanged 8 SP:Iteration 2Q (4006.140000 sec): 3 clusters Score: Raw -25117.707303 + Penalty 2668.429087 = -22449.278216 nChanged 5 SP:Iteration 3Q (4006.320000 sec): 3 clusters Score: Raw -25140.502089 + Penalty 2668.429087 = -22472.073001 nChanged 3 SP:Iteration 4Q (4006.530000 sec): 3 clusters Score: Raw -25148.300994 + Penalty 2668.429087 = -22479.871907 nChanged 2 SP:Iteration 5Q (4006.700000 sec): 3 clusters Score: Raw -25156.463982 + Penalty 2668.429087 = -22488.034895 nChanged 1 SP:Iteration 6Q (4006.850000 sec): 3 clusters Score: Raw -25159.530163 + Penalty 2668.429087 = -22491.101075 nChanged 2 SP:Iteration 7Q (4007.000000 sec): 3 clusters Score: Raw -25169.057046 + Penalty 2668.429087 = -22500.627959 nChanged 2 SP:Iteration 8Q (4007.160000 sec): 3 clusters Score: Raw -25181.268131 + Penalty 2668.429087 = -22512.839044 nChanged 1 SP:Iteration 9Q (4007.350000 sec): 3 clusters Score: Raw -25184.437631 + Penalty 2668.429087 = -22516.008543 nChanged 0 SP:Iteration 10F (4007.470000 sec): 3 clusters Score: Raw -25184.437631 + Penalty 2668.429087 = -22516.008543 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4007.590000 sec): 2 clusters Score: Raw -15006.578088 + Penalty 1178.890367 = -13827.687721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4007.810000 sec): 3 clusters Score: Raw -15346.203590 + Penalty 2357.780735 = -12988.422855 nChanged 2 SP:Iteration 1Q (4008.010000 sec): 3 clusters Score: Raw -15375.740158 + Penalty 2357.780735 = -13017.959424 nChanged 0 SP:Iteration 2F (4008.230000 sec): 3 clusters Score: Raw -15375.740158 + Penalty 2357.780735 = -13017.959424 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4008.370000 sec): 2 clusters Score: Raw -85120.692544 + Penalty 1602.444108 = -83518.248436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4008.520000 sec): 3 clusters Score: Raw -85130.226744 + Penalty 3204.888215 = -81925.338529 nChanged 140 SP:Iteration 1F (4008.740000 sec): 3 clusters Score: Raw -85338.850419 + Penalty 3204.888215 = -82133.962203 nChanged 23 SP:Iteration 2Q (4008.960000 sec): 3 clusters Score: Raw -85371.759486 + Penalty 3204.888215 = -82166.871270 nChanged 10 SP:Iteration 3Q (4009.160000 sec): 3 clusters Score: Raw -85382.864836 + Penalty 3204.888215 = -82177.976620 nChanged 2 SP:Iteration 4Q (4009.320000 sec): 3 clusters Score: Raw -85385.827931 + Penalty 3204.888215 = -82180.939715 nChanged 0 SP:Iteration 5F (4009.580000 sec): 3 clusters Score: Raw -85385.827931 + Penalty 3204.888215 = -82180.939715 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 20 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4009.690000 sec): 2 clusters Score: Raw -23036.667277 + Penalty 1279.445714 = -21757.221563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4009.850000 sec): 3 clusters Score: Raw -23250.498929 + Penalty 2558.891428 = -20691.607500 nChanged 8 SP:Iteration 1Q (4010.060000 sec): 3 clusters Score: Raw -23287.253083 + Penalty 2558.891428 = -20728.361655 nChanged 0 SP:Iteration 2F (4010.270000 sec): 3 clusters Score: Raw -23287.253083 + Penalty 2558.891428 = -20728.361655 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 21 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4010.360000 sec): 2 clusters Score: Raw -73661.343021 + Penalty 1609.322823 = -72052.020198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4010.500000 sec): 3 clusters Score: Raw -73699.389892 + Penalty 3218.645646 = -70480.744246 nChanged 153 SP:Iteration 1F (4010.670000 sec): 3 clusters Score: Raw -74130.998218 + Penalty 3218.645646 = -70912.352572 nChanged 42 SP:Iteration 2F (4010.860000 sec): 3 clusters Score: Raw -74358.912726 + Penalty 3218.645646 = -71140.267080 nChanged 37 SP:Iteration 3F (4011.070000 sec): 3 clusters Score: Raw -74488.910764 + Penalty 3218.645646 = -71270.265118 nChanged 33 SP:Iteration 4F (4011.280000 sec): 3 clusters Score: Raw -74579.323891 + Penalty 3218.645646 = -71360.678245 nChanged 24 SP:Iteration 5Q (4011.440000 sec): 3 clusters Score: Raw -74652.535399 + Penalty 3218.645646 = -71433.889753 nChanged 23 SP:Iteration 6Q (4011.660000 sec): 3 clusters Score: Raw -74719.901444 + Penalty 3218.645646 = -71501.255798 nChanged 21 SP:Iteration 7Q (4011.820000 sec): 3 clusters Score: Raw -74793.576350 + Penalty 3218.645646 = -71574.930704 nChanged 19 SP:Iteration 8Q (4011.980000 sec): 3 clusters Score: Raw -74884.317451 + Penalty 3218.645646 = -71665.671805 nChanged 15 SP:Iteration 9Q (4012.130000 sec): 3 clusters Score: Raw -74940.079484 + Penalty 3218.645646 = -71721.433838 nChanged 8 SP:Iteration 10Q (4012.290000 sec): 3 clusters Score: Raw -74972.094122 + Penalty 3218.645646 = -71753.448476 nChanged 8 SP:Iteration 11Q (4012.460000 sec): 3 clusters Score: Raw -75005.558472 + Penalty 3218.645646 = -71786.912826 nChanged 9 SP:Iteration 12Q (4012.680000 sec): 3 clusters Score: Raw -75041.480627 + Penalty 3218.645646 = -71822.834981 nChanged 10 SP:Iteration 13Q (4012.880000 sec): 3 clusters Score: Raw -75130.135480 + Penalty 3218.645646 = -71911.489834 nChanged 14 SP:Iteration 14Q (4013.070000 sec): 3 clusters Score: Raw -75221.652637 + Penalty 3218.645646 = -72003.006991 nChanged 11 SP:Iteration 15Q (4013.310000 sec): 3 clusters Score: Raw -75270.420495 + Penalty 3218.645646 = -72051.774849 nChanged 8 SP:Iteration 16Q (4013.500000 sec): 3 clusters Score: Raw -75312.449614 + Penalty 3218.645646 = -72093.803968 nChanged 7 SP:Iteration 17Q (4013.690000 sec): 3 clusters Score: Raw -75335.730975 + Penalty 3218.645646 = -72117.085329 nChanged 6 SP:Iteration 18Q (4013.890000 sec): 3 clusters Score: Raw -75354.121031 + Penalty 3218.645646 = -72135.475385 nChanged 6 SP:Iteration 19Q (4014.040000 sec): 3 clusters Score: Raw -75370.013572 + Penalty 3218.645646 = -72151.367926 nChanged 5 SP:Iteration 20F (4014.220000 sec): 3 clusters Score: Raw -75384.841926 + Penalty 3218.645646 = -72166.196280 nChanged 2 SP:Iteration 21Q (4014.420000 sec): 3 clusters Score: Raw -75389.752834 + Penalty 3218.645646 = -72171.107188 nChanged 1 SP:Iteration 22Q (4014.620000 sec): 3 clusters Score: Raw -75391.234125 + Penalty 3218.645646 = -72172.588479 nChanged 1 SP:Iteration 23Q (4014.830000 sec): 3 clusters Score: Raw -75400.366232 + Penalty 3218.645646 = -72181.720586 nChanged 1 SP:Iteration 24Q (4015.070000 sec): 3 clusters Score: Raw -75401.934369 + Penalty 3218.645646 = -72183.288723 nChanged 1 SP:Iteration 25Q (4015.300000 sec): 3 clusters Score: Raw -75403.386476 + Penalty 3218.645646 = -72184.740830 nChanged 0 SP:Iteration 26F (4015.520000 sec): 3 clusters Score: Raw -75403.386476 + Penalty 3218.645646 = -72184.740830 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 22 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4015.610000 sec): 2 clusters Score: Raw -16907.319924 + Penalty 1212.806584 = -15694.513340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4015.760000 sec): 3 clusters Score: Raw -17134.261724 + Penalty 2425.613168 = -14708.648556 nChanged 2 SP:Iteration 1Q (4015.960000 sec): 3 clusters Score: Raw -17148.399569 + Penalty 2425.613168 = -14722.786401 nChanged 2 SP:Iteration 2Q (4016.060000 sec): 3 clusters Score: Raw -17163.827602 + Penalty 2425.613168 = -14738.214435 nChanged 1 SP:Iteration 3Q (4016.210000 sec): 3 clusters Score: Raw -17170.524238 + Penalty 2425.613168 = -14744.911071 nChanged 0 SP:Iteration 4F (4016.450000 sec): 3 clusters Score: Raw -17170.524238 + Penalty 2425.613168 = -14744.911071 nChanged 0 Iteration 179Q (4028.130000 sec): 25 clusters Score: Raw -59213287.133699 + Penalty 77380.728473 = -59135906.405227 nChanged 1268 Deleting Class 12 (41 points): Lose 3041.726475 but Gain 3224.197020 Iteration 180F (4050.690000 sec): 24 clusters Score: Raw -59210670.088990 + Penalty 74156.531453 = -59136513.557537 nChanged 1269 Iteration 181Q (4064.140000 sec): 24 clusters Score: Raw -59211403.041873 + Penalty 74156.531453 = -59137246.510420 nChanged 1269 Iteration 182Q (4075.660000 sec): 24 clusters Score: Raw -59211571.399997 + Penalty 74156.531453 = -59137414.868544 nChanged 1284 Iteration 183Q (4086.420000 sec): 24 clusters Score: Raw -59211656.161387 + Penalty 74156.531453 = -59137499.629934 nChanged 1280 Iteration 184Q (4098.670000 sec): 24 clusters Score: Raw -59211740.665368 + Penalty 74156.531453 = -59137584.133915 nChanged 1310 Iteration 185Q (4111.840000 sec): 24 clusters Score: Raw -59211826.962715 + Penalty 74156.531453 = -59137670.431262 nChanged 1287 Iteration 186Q (4124.630000 sec): 24 clusters Score: Raw -59211912.573353 + Penalty 74156.531453 = -59137756.041900 nChanged 1294 Iteration 187Q (4136.470000 sec): 24 clusters Score: Raw -59211998.524654 + Penalty 74156.531453 = -59137841.993201 nChanged 1304 Iteration 188Q (4148.630000 sec): 24 clusters Score: Raw -59212085.492865 + Penalty 74156.531453 = -59137928.961412 nChanged 1275 Iteration 189Q (4162.780000 sec): 24 clusters Score: Raw -59212168.228824 + Penalty 74156.531453 = -59138011.697371 nChanged 1235 Iteration 190Q (4174.570000 sec): 24 clusters Score: Raw -59212244.541865 + Penalty 74156.531453 = -59138088.010412 nChanged 1261 Iteration 191Q (4185.340000 sec): 24 clusters Score: Raw -59212321.981002 + Penalty 74156.531453 = -59138165.449550 nChanged 1247 Iteration 192Q (4197.910000 sec): 24 clusters Score: Raw -59212396.930086 + Penalty 74156.531453 = -59138240.398634 nChanged 1270 Iteration 193Q (4209.480000 sec): 24 clusters Score: Raw -59212477.617818 + Penalty 74156.531453 = -59138321.086366 nChanged 1247 Iteration 194Q (4222.170000 sec): 24 clusters Score: Raw -59212555.232330 + Penalty 74156.531453 = -59138398.700877 nChanged 1168 Iteration 195Q (4234.870000 sec): 24 clusters Score: Raw -59212622.807798 + Penalty 74156.531453 = -59138466.276346 nChanged 1129 Iteration 196Q (4248.370000 sec): 24 clusters Score: Raw -59212684.770737 + Penalty 74156.531453 = -59138528.239284 nChanged 1061 Iteration 197Q (4262.000000 sec): 24 clusters Score: Raw -59212740.249634 + Penalty 74156.531453 = -59138583.718181 nChanged 995 Iteration 198Q (4274.440000 sec): 24 clusters Score: Raw -59212791.049606 + Penalty 74156.531453 = -59138634.518153 nChanged 960 Iteration 199Q (4286.560000 sec): 24 clusters Score: Raw -59212836.576150 + Penalty 74156.531453 = -59138680.044697 nChanged 921 Iteration 200F (4308.810000 sec): 24 clusters Score: Raw -59212970.831515 + Penalty 74156.531453 = -59138814.300062 nChanged 855 Iteration 201Q (4321.730000 sec): 24 clusters Score: Raw -59213047.851666 + Penalty 74156.531453 = -59138891.320213 nChanged 823 Iteration 202Q (4333.490000 sec): 24 clusters Score: Raw -59213082.623673 + Penalty 74156.531453 = -59138926.092220 nChanged 756 Iteration 203Q (4345.410000 sec): 24 clusters Score: Raw -59213115.260455 + Penalty 74156.531453 = -59138958.729002 nChanged 752 Iteration 204Q (4357.940000 sec): 24 clusters Score: Raw -59213149.136745 + Penalty 74156.531453 = -59138992.605292 nChanged 753 Iteration 205Q (4370.600000 sec): 24 clusters Score: Raw -59213182.564211 + Penalty 74156.531453 = -59139026.032758 nChanged 774 Iteration 206Q (4383.390000 sec): 24 clusters Score: Raw -59213216.753832 + Penalty 74156.531453 = -59139060.222379 nChanged 720 Iteration 207Q (4396.130000 sec): 24 clusters Score: Raw -59213246.888384 + Penalty 74156.531453 = -59139090.356931 nChanged 683 Iteration 208Q (4407.710000 sec): 24 clusters Score: Raw -59213273.761527 + Penalty 74156.531453 = -59139117.230074 nChanged 684 Iteration 209Q (4419.810000 sec): 24 clusters Score: Raw -59213298.382688 + Penalty 74156.531453 = -59139141.851235 nChanged 604 Iteration 210Q (4432.020000 sec): 24 clusters Score: Raw -59213320.829114 + Penalty 74156.531453 = -59139164.297661 nChanged 554 Iteration 211Q (4444.850000 sec): 24 clusters Score: Raw -59213341.313001 + Penalty 74156.531453 = -59139184.781548 nChanged 536 Iteration 212Q (4458.160000 sec): 24 clusters Score: Raw -59213360.517136 + Penalty 74156.531453 = -59139203.985683 nChanged 526 Iteration 213Q (4471.370000 sec): 24 clusters Score: Raw -59213378.819742 + Penalty 74156.531453 = -59139222.288289 nChanged 506 Iteration 214Q (4482.920000 sec): 24 clusters Score: Raw -59213395.751929 + Penalty 74156.531453 = -59139239.220476 nChanged 471 Iteration 215Q (4494.840000 sec): 24 clusters Score: Raw -59213411.068612 + Penalty 74156.531453 = -59139254.537160 nChanged 470 Iteration 216Q (4507.550000 sec): 24 clusters Score: Raw -59213427.502544 + Penalty 74156.531453 = -59139270.971091 nChanged 486 Iteration 217Q (4520.870000 sec): 24 clusters Score: Raw -59213446.555075 + Penalty 74156.531453 = -59139290.023622 nChanged 505 Iteration 218Q (4533.940000 sec): 24 clusters Score: Raw -59213465.403200 + Penalty 74156.531453 = -59139308.871747 nChanged 467 Writing temp clu file Because OldScore, -59139290.023622, is greater than current (better) Score,-59139308.871747 Compute initial score before splitting: Score: Raw -59213465.403200 + Penalty 74156.531453 = -59139308.871747 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4534.140000 sec): 2 clusters Score: Raw -155862.071298 + Penalty 1746.486971 = -154115.584328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4534.350000 sec): 3 clusters Score: Raw -155566.079136 + Penalty 3492.973941 = -152073.105194 nChanged 299 SP:Iteration 1F (4534.520000 sec): 3 clusters Score: Raw -155850.982659 + Penalty 3492.973941 = -152358.008717 nChanged 59 SP:Iteration 2F (4534.740000 sec): 3 clusters Score: Raw -155920.745819 + Penalty 3492.973941 = -152427.771878 nChanged 30 SP:Iteration 3Q (4534.910000 sec): 3 clusters Score: Raw -155953.394623 + Penalty 3492.973941 = -152460.420682 nChanged 23 SP:Iteration 4Q (4535.090000 sec): 3 clusters Score: Raw -155975.404448 + Penalty 3492.973941 = -152482.430507 nChanged 18 SP:Iteration 5Q (4535.290000 sec): 3 clusters Score: Raw -156000.128204 + Penalty 3492.973941 = -152507.154263 nChanged 12 SP:Iteration 6Q (4535.470000 sec): 3 clusters Score: Raw -156014.776287 + Penalty 3492.973941 = -152521.802346 nChanged 10 SP:Iteration 7Q (4535.660000 sec): 3 clusters Score: Raw -156028.928083 + Penalty 3492.973941 = -152535.954142 nChanged 9 SP:Iteration 8Q (4535.870000 sec): 3 clusters Score: Raw -156038.107259 + Penalty 3492.973941 = -152545.133318 nChanged 4 SP:Iteration 9Q (4536.120000 sec): 3 clusters Score: Raw -156041.971410 + Penalty 3492.973941 = -152548.997469 nChanged 2 SP:Iteration 10Q (4536.370000 sec): 3 clusters Score: Raw -156045.063160 + Penalty 3492.973941 = -152552.089219 nChanged 2 SP:Iteration 11Q (4536.510000 sec): 3 clusters Score: Raw -156047.569564 + Penalty 3492.973941 = -152554.595622 nChanged 2 SP:Iteration 12Q (4536.760000 sec): 3 clusters Score: Raw -156048.940402 + Penalty 3492.973941 = -152555.966460 nChanged 1 SP:Iteration 13Q (4536.920000 sec): 3 clusters Score: Raw -156049.279130 + Penalty 3492.973941 = -152556.305188 nChanged 0 SP:Iteration 14F (4537.160000 sec): 3 clusters Score: Raw -156049.279130 + Penalty 3492.973941 = -152556.305188 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4537.310000 sec): 2 clusters Score: Raw -14055.824161 + Penalty 1189.356055 = -12866.468106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4537.440000 sec): 3 clusters Score: Raw -14409.424095 + Penalty 2378.712111 = -12030.711985 nChanged 4 SP:Iteration 1Q (4537.680000 sec): 3 clusters Score: Raw -14431.507198 + Penalty 2378.712111 = -12052.795087 nChanged 0 SP:Iteration 2F (4537.860000 sec): 3 clusters Score: Raw -14431.507198 + Penalty 2378.712111 = -12052.795087 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (34767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4538.200000 sec): 2 clusters Score: Raw -4760600.854890 + Penalty 2593.193137 = -4758007.661752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4538.600000 sec): 3 clusters Score: Raw -4739550.378004 + Penalty 5186.386274 = -4734363.991730 nChanged 15739 SP:Iteration 1F (4539.000000 sec): 3 clusters Score: Raw -4747950.533550 + Penalty 5186.386274 = -4742764.147276 nChanged 1578 SP:Iteration 2Q (4539.380000 sec): 3 clusters Score: Raw -4748424.890443 + Penalty 5186.386274 = -4743238.504169 nChanged 1431 SP:Iteration 3Q (4539.830000 sec): 3 clusters Score: Raw -4748858.422220 + Penalty 5186.386274 = -4743672.035946 nChanged 1387 SP:Iteration 4Q (4540.190000 sec): 3 clusters Score: Raw -4749329.810743 + Penalty 5186.386274 = -4744143.424468 nChanged 1475 SP:Iteration 5Q (4540.650000 sec): 3 clusters Score: Raw -4749932.136701 + Penalty 5186.386274 = -4744745.750427 nChanged 1729 SP:Iteration 6Q (4541.040000 sec): 3 clusters Score: Raw -4750807.579398 + Penalty 5186.386274 = -4745621.193124 nChanged 2060 SP:Iteration 7F (4541.510000 sec): 3 clusters Score: Raw -4752064.313041 + Penalty 5186.386274 = -4746877.926766 nChanged 2372 SP:Iteration 8F (4541.930000 sec): 3 clusters Score: Raw -4753773.585478 + Penalty 5186.386274 = -4748587.199204 nChanged 2404 SP:Iteration 9F (4542.340000 sec): 3 clusters Score: Raw -4755758.886023 + Penalty 5186.386274 = -4750572.499749 nChanged 2180 SP:Iteration 10F (4542.710000 sec): 3 clusters Score: Raw -4757686.887223 + Penalty 5186.386274 = -4752500.500949 nChanged 1593 SP:Iteration 11Q (4543.120000 sec): 3 clusters Score: Raw -4759075.750686 + Penalty 5186.386274 = -4753889.364411 nChanged 973 SP:Iteration 12Q (4543.550000 sec): 3 clusters Score: Raw -4759909.767531 + Penalty 5186.386274 = -4754723.381256 nChanged 558 SP:Iteration 13Q (4543.950000 sec): 3 clusters Score: Raw -4760380.301264 + Penalty 5186.386274 = -4755193.914990 nChanged 312 SP:Iteration 14Q (4544.350000 sec): 3 clusters Score: Raw -4760729.152477 + Penalty 5186.386274 = -4755542.766203 nChanged 188 SP:Iteration 15Q (4544.690000 sec): 3 clusters Score: Raw -4760937.816447 + Penalty 5186.386274 = -4755751.430173 nChanged 98 SP:Iteration 16Q (4545.010000 sec): 3 clusters Score: Raw -4761012.311627 + Penalty 5186.386274 = -4755825.925353 nChanged 60 SP:Iteration 17Q (4545.380000 sec): 3 clusters Score: Raw -4761051.166568 + Penalty 5186.386274 = -4755864.780294 nChanged 34 SP:Iteration 18Q (4545.770000 sec): 3 clusters Score: Raw -4761070.428915 + Penalty 5186.386274 = -4755884.042641 nChanged 22 SP:Iteration 19Q (4546.150000 sec): 3 clusters Score: Raw -4761083.958149 + Penalty 5186.386274 = -4755897.571875 nChanged 24 SP:Iteration 20F (4546.520000 sec): 3 clusters Score: Raw -4761096.222919 + Penalty 5186.386274 = -4755909.836644 nChanged 20 SP:Iteration 21Q (4546.890000 sec): 3 clusters Score: Raw -4761108.682263 + Penalty 5186.386274 = -4755922.295989 nChanged 21 SP:Iteration 22Q (4547.210000 sec): 3 clusters Score: Raw -4761120.899877 + Penalty 5186.386274 = -4755934.513603 nChanged 17 SP:Iteration 23Q (4547.570000 sec): 3 clusters Score: Raw -4761128.858614 + Penalty 5186.386274 = -4755942.472340 nChanged 10 SP:Iteration 24Q (4547.970000 sec): 3 clusters Score: Raw -4761133.811693 + Penalty 5186.386274 = -4755947.425419 nChanged 8 SP:Iteration 25Q (4548.410000 sec): 3 clusters Score: Raw -4761137.373317 + Penalty 5186.386274 = -4755950.987043 nChanged 3 SP:Iteration 26Q (4548.760000 sec): 3 clusters Score: Raw -4761138.579752 + Penalty 5186.386274 = -4755952.193478 nChanged 4 SP:Iteration 27Q (4549.160000 sec): 3 clusters Score: Raw -4761139.537211 + Penalty 5186.386274 = -4755953.150937 nChanged 2 SP:Iteration 28Q (4549.530000 sec): 3 clusters Score: Raw -4761140.256040 + Penalty 5186.386274 = -4755953.869765 nChanged 0 SP:Iteration 29F (4549.880000 sec): 3 clusters Score: Raw -4761140.256040 + Penalty 5186.386274 = -4755953.869765 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4549.980000 sec): 2 clusters Score: Raw -33640.535984 + Penalty 1392.055770 = -32248.480213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4550.190000 sec): 3 clusters Score: Raw -33877.819341 + Penalty 2784.111541 = -31093.707800 nChanged 33 SP:Iteration 1F (4550.400000 sec): 3 clusters Score: Raw -34024.491460 + Penalty 2784.111541 = -31240.379919 nChanged 8 SP:Iteration 2Q (4550.570000 sec): 3 clusters Score: Raw -34061.554217 + Penalty 2784.111541 = -31277.442676 nChanged 4 SP:Iteration 3Q (4550.770000 sec): 3 clusters Score: Raw -34090.580560 + Penalty 2784.111541 = -31306.469019 nChanged 2 SP:Iteration 4Q (4550.920000 sec): 3 clusters Score: Raw -34100.258870 + Penalty 2784.111541 = -31316.147329 nChanged 2 SP:Iteration 5Q (4551.080000 sec): 3 clusters Score: Raw -34108.130707 + Penalty 2784.111541 = -31324.019166 nChanged 3 SP:Iteration 6Q (4551.200000 sec): 3 clusters Score: Raw -34134.118323 + Penalty 2784.111541 = -31350.006783 nChanged 2 SP:Iteration 7Q (4551.300000 sec): 3 clusters Score: Raw -34143.683647 + Penalty 2784.111541 = -31359.572107 nChanged 0 SP:Iteration 8F (4551.420000 sec): 3 clusters Score: Raw -34143.683647 + Penalty 2784.111541 = -31359.572107 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4551.470000 sec): 2 clusters Score: Raw -33854.648320 + Penalty 1379.049044 = -32475.599276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4551.580000 sec): 3 clusters Score: Raw -33966.621349 + Penalty 2758.098089 = -31208.523260 nChanged 24 SP:Iteration 1F (4551.700000 sec): 3 clusters Score: Raw -34054.837772 + Penalty 2758.098089 = -31296.739683 nChanged 7 SP:Iteration 2Q (4551.810000 sec): 3 clusters Score: Raw -34092.725599 + Penalty 2758.098089 = -31334.627510 nChanged 3 SP:Iteration 3Q (4551.920000 sec): 3 clusters Score: Raw -34105.338527 + Penalty 2758.098089 = -31347.240438 nChanged 1 SP:Iteration 4Q (4552.110000 sec): 3 clusters Score: Raw -34108.356494 + Penalty 2758.098089 = -31350.258405 nChanged 0 SP:Iteration 5F (4552.220000 sec): 3 clusters Score: Raw -34108.356494 + Penalty 2758.098089 = -31350.258405 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4552.280000 sec): 2 clusters Score: Raw -23238.755426 + Penalty 1338.744350 = -21900.011076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4552.410000 sec): 3 clusters Score: Raw -23438.834865 + Penalty 2677.488700 = -20761.346165 nChanged 29 SP:Iteration 1F (4552.540000 sec): 3 clusters Score: Raw -23623.344799 + Penalty 2677.488700 = -20945.856099 nChanged 14 SP:Iteration 2F (4552.660000 sec): 3 clusters Score: Raw -23728.311714 + Penalty 2677.488700 = -21050.823014 nChanged 8 SP:Iteration 3Q (4552.790000 sec): 3 clusters Score: Raw -23800.164829 + Penalty 2677.488700 = -21122.676129 nChanged 5 SP:Iteration 4Q (4552.920000 sec): 3 clusters Score: Raw -23903.747580 + Penalty 2677.488700 = -21226.258880 nChanged 9 SP:Iteration 5Q (4553.040000 sec): 3 clusters Score: Raw -24065.476073 + Penalty 2677.488700 = -21387.987373 nChanged 5 SP:Iteration 6Q (4553.170000 sec): 3 clusters Score: Raw -24131.601592 + Penalty 2677.488700 = -21454.112892 nChanged 2 SP:Iteration 7Q (4553.300000 sec): 3 clusters Score: Raw -24155.810086 + Penalty 2677.488700 = -21478.321386 nChanged 4 SP:Iteration 8Q (4553.430000 sec): 3 clusters Score: Raw -24202.101487 + Penalty 2677.488700 = -21524.612787 nChanged 4 SP:Iteration 9Q (4553.550000 sec): 3 clusters Score: Raw -24269.869877 + Penalty 2677.488700 = -21592.381177 nChanged 2 SP:Iteration 10Q (4553.680000 sec): 3 clusters Score: Raw -24288.365540 + Penalty 2677.488700 = -21610.876840 nChanged 3 SP:Iteration 11Q (4553.810000 sec): 3 clusters Score: Raw -24327.217417 + Penalty 2677.488700 = -21649.728717 nChanged 0 SP:Iteration 12F (4553.940000 sec): 3 clusters Score: Raw -24327.217417 + Penalty 2677.488700 = -21649.728717 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (3877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4554.040000 sec): 2 clusters Score: Raw -509424.581397 + Penalty 2049.178601 = -507375.402796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4554.210000 sec): 3 clusters Score: Raw -507699.604821 + Penalty 4098.357201 = -503601.247620 nChanged 1409 SP:Iteration 1F (4554.340000 sec): 3 clusters Score: Raw -508567.611069 + Penalty 4098.357201 = -504469.253868 nChanged 306 SP:Iteration 2F (4554.470000 sec): 3 clusters Score: Raw -508795.893333 + Penalty 4098.357201 = -504697.536132 nChanged 205 SP:Iteration 3F (4554.590000 sec): 3 clusters Score: Raw -508988.025283 + Penalty 4098.357201 = -504889.668081 nChanged 188 SP:Iteration 4Q (4554.750000 sec): 3 clusters Score: Raw -509156.076820 + Penalty 4098.357201 = -505057.719619 nChanged 200 SP:Iteration 5F (4554.870000 sec): 3 clusters Score: Raw -509314.328973 + Penalty 4098.357201 = -505215.971772 nChanged 156 SP:Iteration 6Q (4555.020000 sec): 3 clusters Score: Raw -509442.070723 + Penalty 4098.357201 = -505343.713522 nChanged 142 SP:Iteration 7Q (4555.160000 sec): 3 clusters Score: Raw -509534.103189 + Penalty 4098.357201 = -505435.745988 nChanged 115 SP:Iteration 8Q (4555.310000 sec): 3 clusters Score: Raw -509603.293710 + Penalty 4098.357201 = -505504.936508 nChanged 93 SP:Iteration 9Q (4555.430000 sec): 3 clusters Score: Raw -509661.920478 + Penalty 4098.357201 = -505563.563276 nChanged 79 SP:Iteration 10Q (4555.580000 sec): 3 clusters Score: Raw -509712.139342 + Penalty 4098.357201 = -505613.782141 nChanged 63 SP:Iteration 11Q (4555.710000 sec): 3 clusters Score: Raw -509748.307393 + Penalty 4098.357201 = -505649.950192 nChanged 57 SP:Iteration 12Q (4555.840000 sec): 3 clusters Score: Raw -509776.942368 + Penalty 4098.357201 = -505678.585167 nChanged 41 SP:Iteration 13Q (4555.960000 sec): 3 clusters Score: Raw -509795.577761 + Penalty 4098.357201 = -505697.220560 nChanged 32 SP:Iteration 14Q (4556.080000 sec): 3 clusters Score: Raw -509814.927602 + Penalty 4098.357201 = -505716.570401 nChanged 32 SP:Iteration 15Q (4556.240000 sec): 3 clusters Score: Raw -509828.895814 + Penalty 4098.357201 = -505730.538612 nChanged 23 SP:Iteration 16Q (4556.360000 sec): 3 clusters Score: Raw -509838.813398 + Penalty 4098.357201 = -505740.456197 nChanged 15 SP:Iteration 17Q (4556.520000 sec): 3 clusters Score: Raw -509845.516759 + Penalty 4098.357201 = -505747.159558 nChanged 13 SP:Iteration 18Q (4556.640000 sec): 3 clusters Score: Raw -509849.562129 + Penalty 4098.357201 = -505751.204928 nChanged 13 SP:Iteration 19Q (4556.760000 sec): 3 clusters Score: Raw -509854.921642 + Penalty 4098.357201 = -505756.564440 nChanged 11 SP:Iteration 20F (4556.890000 sec): 3 clusters Score: Raw -509858.642782 + Penalty 4098.357201 = -505760.285581 nChanged 6 SP:Iteration 21Q (4557.010000 sec): 3 clusters Score: Raw -509860.903432 + Penalty 4098.357201 = -505762.546230 nChanged 5 SP:Iteration 22Q (4557.140000 sec): 3 clusters Score: Raw -509862.093565 + Penalty 4098.357201 = -505763.736364 nChanged 4 SP:Iteration 23Q (4557.300000 sec): 3 clusters Score: Raw -509863.597846 + Penalty 4098.357201 = -505765.240645 nChanged 4 SP:Iteration 24Q (4557.440000 sec): 3 clusters Score: Raw -509864.983248 + Penalty 4098.357201 = -505766.626047 nChanged 11 SP:Iteration 25Q (4557.580000 sec): 3 clusters Score: Raw -509869.919908 + Penalty 4098.357201 = -505771.562707 nChanged 6 SP:Iteration 26Q (4557.760000 sec): 3 clusters Score: Raw -509871.910629 + Penalty 4098.357201 = -505773.553428 nChanged 4 SP:Iteration 27Q (4557.930000 sec): 3 clusters Score: Raw -509873.867040 + Penalty 4098.357201 = -505775.509839 nChanged 5 SP:Iteration 28Q (4558.080000 sec): 3 clusters Score: Raw -509876.290472 + Penalty 4098.357201 = -505777.933271 nChanged 6 SP:Iteration 29Q (4558.260000 sec): 3 clusters Score: Raw -509879.191270 + Penalty 4098.357201 = -505780.834069 nChanged 10 SP:Iteration 30Q (4558.430000 sec): 3 clusters Score: Raw -509885.150291 + Penalty 4098.357201 = -505786.793090 nChanged 5 SP:Iteration 31Q (4558.670000 sec): 3 clusters Score: Raw -509887.227378 + Penalty 4098.357201 = -505788.870177 nChanged 3 SP:Iteration 32Q (4558.890000 sec): 3 clusters Score: Raw -509888.200471 + Penalty 4098.357201 = -505789.843270 nChanged 3 SP:Iteration 33Q (4559.130000 sec): 3 clusters Score: Raw -509889.575026 + Penalty 4098.357201 = -505791.217825 nChanged 7 SP:Iteration 34Q (4559.310000 sec): 3 clusters Score: Raw -509892.497126 + Penalty 4098.357201 = -505794.139924 nChanged 5 SP:Iteration 35Q (4559.470000 sec): 3 clusters Score: Raw -509894.194250 + Penalty 4098.357201 = -505795.837049 nChanged 2 SP:Iteration 36Q (4559.680000 sec): 3 clusters Score: Raw -509894.941240 + Penalty 4098.357201 = -505796.584039 nChanged 3 SP:Iteration 37Q (4559.910000 sec): 3 clusters Score: Raw -509895.960585 + Penalty 4098.357201 = -505797.603384 nChanged 4 SP:Iteration 38Q (4560.110000 sec): 3 clusters Score: Raw -509897.418128 + Penalty 4098.357201 = -505799.060927 nChanged 3 SP:Iteration 39Q (4560.300000 sec): 3 clusters Score: Raw -509899.512991 + Penalty 4098.357201 = -505801.155790 nChanged 10 SP:Iteration 40F (4560.490000 sec): 3 clusters Score: Raw -509905.363328 + Penalty 4098.357201 = -505807.006127 nChanged 16 SP:Iteration 41Q (4560.690000 sec): 3 clusters Score: Raw -509913.263782 + Penalty 4098.357201 = -505814.906581 nChanged 17 SP:Iteration 42Q (4560.880000 sec): 3 clusters Score: Raw -509921.443009 + Penalty 4098.357201 = -505823.085808 nChanged 10 SP:Iteration 43Q (4561.060000 sec): 3 clusters Score: Raw -509927.034296 + Penalty 4098.357201 = -505828.677095 nChanged 11 SP:Iteration 44Q (4561.270000 sec): 3 clusters Score: Raw -509933.000221 + Penalty 4098.357201 = -505834.643020 nChanged 4 SP:Iteration 45Q (4561.460000 sec): 3 clusters Score: Raw -509934.657804 + Penalty 4098.357201 = -505836.300603 nChanged 5 SP:Iteration 46Q (4561.640000 sec): 3 clusters Score: Raw -509935.786996 + Penalty 4098.357201 = -505837.429794 nChanged 2 SP:Iteration 47Q (4561.800000 sec): 3 clusters Score: Raw -509937.015508 + Penalty 4098.357201 = -505838.658307 nChanged 3 SP:Iteration 48Q (4561.990000 sec): 3 clusters Score: Raw -509938.027274 + Penalty 4098.357201 = -505839.670073 nChanged 1 SP:Iteration 49Q (4562.180000 sec): 3 clusters Score: Raw -509938.423789 + Penalty 4098.357201 = -505840.066588 nChanged 1 SP:Iteration 50Q (4562.410000 sec): 3 clusters Score: Raw -509938.842624 + Penalty 4098.357201 = -505840.485423 nChanged 1 SP:Iteration 51Q (4562.600000 sec): 3 clusters Score: Raw -509939.086732 + Penalty 4098.357201 = -505840.729530 nChanged 0 SP:Iteration 52F (4562.840000 sec): 3 clusters Score: Raw -509939.086732 + Penalty 4098.357201 = -505840.729530 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (261107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4564.360000 sec): 2 clusters Score: Raw -35324796.924983 + Penalty 3093.226020 = -35321703.698964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4566.040000 sec): 3 clusters Score: Raw -35152314.406233 + Penalty 6186.452040 = -35146127.954193 nChanged 126020 SP:Iteration 1F (4567.660000 sec): 3 clusters Score: Raw -35227966.144723 + Penalty 6186.452040 = -35221779.692683 nChanged 9907 SP:Iteration 2Q (4569.230000 sec): 3 clusters Score: Raw -35231338.044006 + Penalty 6186.452040 = -35225151.591967 nChanged 14262 SP:Iteration 3F (4570.950000 sec): 3 clusters Score: Raw -35238417.470562 + Penalty 6186.452040 = -35232231.018522 nChanged 20365 SP:Iteration 4F (4572.510000 sec): 3 clusters Score: Raw -35252795.355992 + Penalty 6186.452040 = -35246608.903953 nChanged 25880 SP:Iteration 5F (4574.070000 sec): 3 clusters Score: Raw -35276543.184619 + Penalty 6186.452040 = -35270356.732579 nChanged 24796 SP:Iteration 6F (4575.720000 sec): 3 clusters Score: Raw -35302490.909289 + Penalty 6186.452040 = -35296304.457249 nChanged 15065 SP:Iteration 7F (4577.220000 sec): 3 clusters Score: Raw -35318240.483412 + Penalty 6186.452040 = -35312054.031372 nChanged 5390 SP:Iteration 8Q (4578.840000 sec): 3 clusters Score: Raw -35323459.358095 + Penalty 6186.452040 = -35317272.906055 nChanged 1303 SP:Iteration 9Q (4580.340000 sec): 3 clusters Score: Raw -35324668.531311 + Penalty 6186.452040 = -35318482.079271 nChanged 289 SP:Iteration 10Q (4581.610000 sec): 3 clusters Score: Raw -35324983.142848 + Penalty 6186.452040 = -35318796.690808 nChanged 93 SP:Iteration 11Q (4582.850000 sec): 3 clusters Score: Raw -35325118.178318 + Penalty 6186.452040 = -35318931.726278 nChanged 41 SP:Iteration 12Q (4584.120000 sec): 3 clusters Score: Raw -35325173.286321 + Penalty 6186.452040 = -35318986.834281 nChanged 16 SP:Iteration 13Q (4585.450000 sec): 3 clusters Score: Raw -35325195.123320 + Penalty 6186.452040 = -35319008.671281 nChanged 9 SP:Iteration 14Q (4586.700000 sec): 3 clusters Score: Raw -35325207.144939 + Penalty 6186.452040 = -35319020.692899 nChanged 4 SP:Iteration 15Q (4588.070000 sec): 3 clusters Score: Raw -35325212.588130 + Penalty 6186.452040 = -35319026.136091 nChanged 5 SP:Iteration 16Q (4589.390000 sec): 3 clusters Score: Raw -35325225.413798 + Penalty 6186.452040 = -35319038.961758 nChanged 8 SP:Iteration 17Q (4590.720000 sec): 3 clusters Score: Raw -35325237.250708 + Penalty 6186.452040 = -35319050.798669 nChanged 6 SP:Iteration 18Q (4591.970000 sec): 3 clusters Score: Raw -35325244.439685 + Penalty 6186.452040 = -35319057.987645 nChanged 3 SP:Iteration 19Q (4593.390000 sec): 3 clusters Score: Raw -35325247.852057 + Penalty 6186.452040 = -35319061.400018 nChanged 1 SP:Iteration 20F (4594.860000 sec): 3 clusters Score: Raw -35325248.530784 + Penalty 6186.452040 = -35319062.078745 nChanged 2 SP:Iteration 21Q (4596.090000 sec): 3 clusters Score: Raw -35325251.519608 + Penalty 6186.452040 = -35319065.067568 nChanged 3 SP:Iteration 22Q (4597.500000 sec): 3 clusters Score: Raw -35325255.272040 + Penalty 6186.452040 = -35319068.820000 nChanged 0 SP:Iteration 23F (4599.030000 sec): 3 clusters Score: Raw -35325255.272040 + Penalty 6186.452040 = -35319068.820000 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (5251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4599.320000 sec): 2 clusters Score: Raw -713837.844945 + Penalty 2124.411106 = -711713.433839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4599.520000 sec): 3 clusters Score: Raw -711318.330539 + Penalty 4248.822212 = -707069.508328 nChanged 2011 SP:Iteration 1F (4599.760000 sec): 3 clusters Score: Raw -712405.240812 + Penalty 4248.822212 = -708156.418601 nChanged 334 SP:Iteration 2F (4599.960000 sec): 3 clusters Score: Raw -712599.604650 + Penalty 4248.822212 = -708350.782439 nChanged 259 SP:Iteration 3Q (4600.200000 sec): 3 clusters Score: Raw -712755.303954 + Penalty 4248.822212 = -708506.481743 nChanged 230 SP:Iteration 4Q (4600.390000 sec): 3 clusters Score: Raw -712920.577601 + Penalty 4248.822212 = -708671.755390 nChanged 218 SP:Iteration 5Q (4600.640000 sec): 3 clusters Score: Raw -713122.241430 + Penalty 4248.822212 = -708873.419219 nChanged 212 SP:Iteration 6Q (4600.870000 sec): 3 clusters Score: Raw -713345.089621 + Penalty 4248.822212 = -709096.267409 nChanged 215 SP:Iteration 7Q (4601.090000 sec): 3 clusters Score: Raw -713557.247972 + Penalty 4248.822212 = -709308.425761 nChanged 225 SP:Iteration 8Q (4601.310000 sec): 3 clusters Score: Raw -713710.102998 + Penalty 4248.822212 = -709461.280786 nChanged 175 SP:Iteration 9Q (4601.530000 sec): 3 clusters Score: Raw -713806.837832 + Penalty 4248.822212 = -709558.015620 nChanged 140 SP:Iteration 10Q (4601.750000 sec): 3 clusters Score: Raw -713879.527644 + Penalty 4248.822212 = -709630.705432 nChanged 131 SP:Iteration 11Q (4601.970000 sec): 3 clusters Score: Raw -713950.554806 + Penalty 4248.822212 = -709701.732594 nChanged 130 SP:Iteration 12Q (4602.210000 sec): 3 clusters Score: Raw -714014.500340 + Penalty 4248.822212 = -709765.678129 nChanged 122 SP:Iteration 13Q (4602.410000 sec): 3 clusters Score: Raw -714078.022552 + Penalty 4248.822212 = -709829.200340 nChanged 123 SP:Iteration 14Q (4602.630000 sec): 3 clusters Score: Raw -714148.320317 + Penalty 4248.822212 = -709899.498106 nChanged 120 SP:Iteration 15Q (4602.840000 sec): 3 clusters Score: Raw -714218.022902 + Penalty 4248.822212 = -709969.200691 nChanged 133 SP:Iteration 16Q (4603.090000 sec): 3 clusters Score: Raw -714292.837735 + Penalty 4248.822212 = -710044.015524 nChanged 132 SP:Iteration 17Q (4603.320000 sec): 3 clusters Score: Raw -714375.902323 + Penalty 4248.822212 = -710127.080111 nChanged 117 SP:Iteration 18Q (4603.510000 sec): 3 clusters Score: Raw -714451.950162 + Penalty 4248.822212 = -710203.127950 nChanged 108 SP:Iteration 19Q (4603.700000 sec): 3 clusters Score: Raw -714517.528129 + Penalty 4248.822212 = -710268.705918 nChanged 97 SP:Iteration 20F (4603.940000 sec): 3 clusters Score: Raw -714573.610924 + Penalty 4248.822212 = -710324.788712 nChanged 79 SP:Iteration 21Q (4604.130000 sec): 3 clusters Score: Raw -714627.280043 + Penalty 4248.822212 = -710378.457832 nChanged 87 SP:Iteration 22Q (4604.350000 sec): 3 clusters Score: Raw -714687.080833 + Penalty 4248.822212 = -710438.258621 nChanged 81 SP:Iteration 23Q (4604.610000 sec): 3 clusters Score: Raw -714738.574308 + Penalty 4248.822212 = -710489.752097 nChanged 72 SP:Iteration 24Q (4604.770000 sec): 3 clusters Score: Raw -714789.819029 + Penalty 4248.822212 = -710540.996818 nChanged 65 SP:Iteration 25Q (4604.990000 sec): 3 clusters Score: Raw -714830.948384 + Penalty 4248.822212 = -710582.126173 nChanged 56 SP:Iteration 26Q (4605.190000 sec): 3 clusters Score: Raw -714863.224333 + Penalty 4248.822212 = -710614.402122 nChanged 36 SP:Iteration 27Q (4605.420000 sec): 3 clusters Score: Raw -714885.526989 + Penalty 4248.822212 = -710636.704778 nChanged 39 SP:Iteration 28Q (4605.620000 sec): 3 clusters Score: Raw -714913.570678 + Penalty 4248.822212 = -710664.748466 nChanged 39 SP:Iteration 29Q (4605.790000 sec): 3 clusters Score: Raw -714936.703938 + Penalty 4248.822212 = -710687.881726 nChanged 32 SP:Iteration 30Q (4605.980000 sec): 3 clusters Score: Raw -714954.612272 + Penalty 4248.822212 = -710705.790061 nChanged 33 SP:Iteration 31Q (4606.210000 sec): 3 clusters Score: Raw -714976.156971 + Penalty 4248.822212 = -710727.334760 nChanged 29 SP:Iteration 32Q (4606.400000 sec): 3 clusters Score: Raw -714992.927051 + Penalty 4248.822212 = -710744.104839 nChanged 22 SP:Iteration 33Q (4606.590000 sec): 3 clusters Score: Raw -715002.474986 + Penalty 4248.822212 = -710753.652775 nChanged 20 SP:Iteration 34Q (4606.810000 sec): 3 clusters Score: Raw -715013.105735 + Penalty 4248.822212 = -710764.283524 nChanged 16 SP:Iteration 35Q (4607.080000 sec): 3 clusters Score: Raw -715024.308878 + Penalty 4248.822212 = -710775.486667 nChanged 12 SP:Iteration 36Q (4607.290000 sec): 3 clusters Score: Raw -715031.361281 + Penalty 4248.822212 = -710782.539069 nChanged 10 SP:Iteration 37Q (4607.500000 sec): 3 clusters Score: Raw -715037.234965 + Penalty 4248.822212 = -710788.412753 nChanged 8 SP:Iteration 38Q (4607.690000 sec): 3 clusters Score: Raw -715042.072049 + Penalty 4248.822212 = -710793.249837 nChanged 9 SP:Iteration 39Q (4607.990000 sec): 3 clusters Score: Raw -715045.768242 + Penalty 4248.822212 = -710796.946030 nChanged 6 SP:Iteration 40F (4608.170000 sec): 3 clusters Score: Raw -715048.686503 + Penalty 4248.822212 = -710799.864292 nChanged 3 SP:Iteration 41Q (4608.410000 sec): 3 clusters Score: Raw -715050.769227 + Penalty 4248.822212 = -710801.947015 nChanged 3 SP:Iteration 42Q (4608.660000 sec): 3 clusters Score: Raw -715052.985366 + Penalty 4248.822212 = -710804.163155 nChanged 6 SP:Iteration 43Q (4608.900000 sec): 3 clusters Score: Raw -715054.679632 + Penalty 4248.822212 = -710805.857420 nChanged 3 SP:Iteration 44Q (4609.180000 sec): 3 clusters Score: Raw -715055.413425 + Penalty 4248.822212 = -710806.591214 nChanged 1 SP:Iteration 45Q (4609.400000 sec): 3 clusters Score: Raw -715055.993496 + Penalty 4248.822212 = -710807.171284 nChanged 2 SP:Iteration 46Q (4609.590000 sec): 3 clusters Score: Raw -715056.735833 + Penalty 4248.822212 = -710807.913621 nChanged 1 SP:Iteration 47Q (4609.780000 sec): 3 clusters Score: Raw -715057.159311 + Penalty 4248.822212 = -710808.337100 nChanged 0 SP:Iteration 48F (4610.020000 sec): 3 clusters Score: Raw -715057.159311 + Penalty 4248.822212 = -710808.337100 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.100000 sec): 2 clusters Score: Raw -61202.001359 + Penalty 1534.179739 = -59667.821620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.290000 sec): 3 clusters Score: Raw -61353.069588 + Penalty 3068.359477 = -58284.710110 nChanged 104 SP:Iteration 1F (4610.430000 sec): 3 clusters Score: Raw -61670.462722 + Penalty 3068.359477 = -58602.103244 nChanged 50 SP:Iteration 2F (4610.580000 sec): 3 clusters Score: Raw -61916.690337 + Penalty 3068.359477 = -58848.330859 nChanged 45 SP:Iteration 3F (4610.750000 sec): 3 clusters Score: Raw -62268.897504 + Penalty 3068.359477 = -59200.538026 nChanged 21 SP:Iteration 4Q (4610.910000 sec): 3 clusters Score: Raw -62382.048557 + Penalty 3068.359477 = -59313.689079 nChanged 11 SP:Iteration 5Q (4611.080000 sec): 3 clusters Score: Raw -62435.808842 + Penalty 3068.359477 = -59367.449364 nChanged 2 SP:Iteration 6Q (4611.280000 sec): 3 clusters Score: Raw -62442.361405 + Penalty 3068.359477 = -59374.001927 nChanged 2 SP:Iteration 7Q (4611.480000 sec): 3 clusters Score: Raw -62448.143103 + Penalty 3068.359477 = -59379.783626 nChanged 0 SP:Iteration 8F (4611.650000 sec): 3 clusters Score: Raw -62448.143103 + Penalty 3068.359477 = -59379.783626 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4611.780000 sec): 2 clusters Score: Raw -169101.853187 + Penalty 1776.466753 = -167325.386434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4611.960000 sec): 3 clusters Score: Raw -168703.710253 + Penalty 3552.933506 = -165150.776747 nChanged 365 SP:Iteration 1F (4612.180000 sec): 3 clusters Score: Raw -169054.035644 + Penalty 3552.933506 = -165501.102138 nChanged 79 SP:Iteration 2F (4612.340000 sec): 3 clusters Score: Raw -169145.627632 + Penalty 3552.933506 = -165592.694126 nChanged 35 SP:Iteration 3Q (4612.540000 sec): 3 clusters Score: Raw -169190.908869 + Penalty 3552.933506 = -165637.975364 nChanged 32 SP:Iteration 4Q (4612.760000 sec): 3 clusters Score: Raw -169231.621817 + Penalty 3552.933506 = -165678.688311 nChanged 23 SP:Iteration 5Q (4612.940000 sec): 3 clusters Score: Raw -169255.948422 + Penalty 3552.933506 = -165703.014916 nChanged 9 SP:Iteration 6Q (4613.120000 sec): 3 clusters Score: Raw -169264.069596 + Penalty 3552.933506 = -165711.136090 nChanged 7 SP:Iteration 7Q (4613.340000 sec): 3 clusters Score: Raw -169269.390273 + Penalty 3552.933506 = -165716.456767 nChanged 7 SP:Iteration 8Q (4613.510000 sec): 3 clusters Score: Raw -169275.343906 + Penalty 3552.933506 = -165722.410400 nChanged 4 SP:Iteration 9Q (4613.760000 sec): 3 clusters Score: Raw -169278.746601 + Penalty 3552.933506 = -165725.813095 nChanged 2 SP:Iteration 10Q (4613.950000 sec): 3 clusters Score: Raw -169279.941597 + Penalty 3552.933506 = -165727.008091 nChanged 2 SP:Iteration 11Q (4614.120000 sec): 3 clusters Score: Raw -169281.809047 + Penalty 3552.933506 = -165728.875541 nChanged 3 SP:Iteration 12Q (4614.370000 sec): 3 clusters Score: Raw -169283.945508 + Penalty 3552.933506 = -165731.012002 nChanged 1 SP:Iteration 13Q (4614.590000 sec): 3 clusters Score: Raw -169284.799813 + Penalty 3552.933506 = -165731.866307 nChanged 0 SP:Iteration 14F (4614.720000 sec): 3 clusters Score: Raw -169284.799813 + Penalty 3552.933506 = -165731.866307 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 13 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.850000 sec): 2 clusters Score: Raw -64435.359301 + Penalty 1564.859733 = -62870.499568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4615.060000 sec): 3 clusters Score: Raw -64425.944931 + Penalty 3129.719466 = -61296.225465 nChanged 103 SP:Iteration 1F (4615.250000 sec): 3 clusters Score: Raw -64655.689531 + Penalty 3129.719466 = -61525.970065 nChanged 46 SP:Iteration 2F (4615.410000 sec): 3 clusters Score: Raw -64800.727707 + Penalty 3129.719466 = -61671.008241 nChanged 32 SP:Iteration 3F (4615.570000 sec): 3 clusters Score: Raw -64939.709182 + Penalty 3129.719466 = -61809.989716 nChanged 24 SP:Iteration 4Q (4615.790000 sec): 3 clusters Score: Raw -65050.423479 + Penalty 3129.719466 = -61920.704013 nChanged 15 SP:Iteration 5Q (4615.960000 sec): 3 clusters Score: Raw -65113.424085 + Penalty 3129.719466 = -61983.704619 nChanged 13 SP:Iteration 6Q (4616.120000 sec): 3 clusters Score: Raw -65172.555848 + Penalty 3129.719466 = -62042.836382 nChanged 13 SP:Iteration 7Q (4616.280000 sec): 3 clusters Score: Raw -65307.555069 + Penalty 3129.719466 = -62177.835603 nChanged 20 SP:Iteration 8Q (4616.450000 sec): 3 clusters Score: Raw -65513.188111 + Penalty 3129.719466 = -62383.468645 nChanged 15 SP:Iteration 9Q (4616.660000 sec): 3 clusters Score: Raw -65609.526529 + Penalty 3129.719466 = -62479.807063 nChanged 14 SP:Iteration 10Q (4616.820000 sec): 3 clusters Score: Raw -65683.622562 + Penalty 3129.719466 = -62553.903096 nChanged 10 SP:Iteration 11Q (4617.030000 sec): 3 clusters Score: Raw -65720.112662 + Penalty 3129.719466 = -62590.393196 nChanged 9 SP:Iteration 12Q (4617.210000 sec): 3 clusters Score: Raw -65757.214028 + Penalty 3129.719466 = -62627.494562 nChanged 10 SP:Iteration 13Q (4617.420000 sec): 3 clusters Score: Raw -65794.550321 + Penalty 3129.719466 = -62664.830855 nChanged 3 SP:Iteration 14Q (4617.630000 sec): 3 clusters Score: Raw -65808.126996 + Penalty 3129.719466 = -62678.407530 nChanged 2 SP:Iteration 15Q (4617.860000 sec): 3 clusters Score: Raw -65817.926459 + Penalty 3129.719466 = -62688.206993 nChanged 2 SP:Iteration 16Q (4618.050000 sec): 3 clusters Score: Raw -65825.228553 + Penalty 3129.719466 = -62695.509087 nChanged 0 SP:Iteration 17F (4618.280000 sec): 3 clusters Score: Raw -65825.228553 + Penalty 3129.719466 = -62695.509087 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.390000 sec): 2 clusters Score: Raw -43788.626197 + Penalty 1456.982821 = -42331.643376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.520000 sec): 3 clusters Score: Raw -43978.577717 + Penalty 2913.965643 = -41064.612075 nChanged 50 SP:Iteration 1F (4618.730000 sec): 3 clusters Score: Raw -44117.427464 + Penalty 2913.965643 = -41203.461821 nChanged 20 SP:Iteration 2F (4618.910000 sec): 3 clusters Score: Raw -44194.215063 + Penalty 2913.965643 = -41280.249420 nChanged 17 SP:Iteration 3Q (4619.080000 sec): 3 clusters Score: Raw -44292.957715 + Penalty 2913.965643 = -41378.992072 nChanged 14 SP:Iteration 4Q (4619.260000 sec): 3 clusters Score: Raw -44398.272386 + Penalty 2913.965643 = -41484.306744 nChanged 13 SP:Iteration 5Q (4619.400000 sec): 3 clusters Score: Raw -44448.883811 + Penalty 2913.965643 = -41534.918169 nChanged 7 SP:Iteration 6Q (4619.660000 sec): 3 clusters Score: Raw -44469.472327 + Penalty 2913.965643 = -41555.506684 nChanged 3 SP:Iteration 7Q (4619.860000 sec): 3 clusters Score: Raw -44476.765810 + Penalty 2913.965643 = -41562.800167 nChanged 1 SP:Iteration 8Q (4620.020000 sec): 3 clusters Score: Raw -44480.200506 + Penalty 2913.965643 = -41566.234863 nChanged 0 SP:Iteration 9F (4620.180000 sec): 3 clusters Score: Raw -44480.200506 + Penalty 2913.965643 = -41566.234863 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (89105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4620.800000 sec): 2 clusters Score: Raw -12284870.613417 + Penalty 2826.597541 = -12282044.015876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4621.500000 sec): 3 clusters Score: Raw -12228344.647774 + Penalty 5653.195081 = -12222691.452693 nChanged 41963 SP:Iteration 1F (4622.200000 sec): 3 clusters Score: Raw -12252346.064657 + Penalty 5653.195081 = -12246692.869575 nChanged 3952 SP:Iteration 2Q (4622.920000 sec): 3 clusters Score: Raw -12253790.743467 + Penalty 5653.195081 = -12248137.548386 nChanged 4611 SP:Iteration 3F (4623.670000 sec): 3 clusters Score: Raw -12255777.216251 + Penalty 5653.195081 = -12250124.021170 nChanged 5244 SP:Iteration 4F (4624.380000 sec): 3 clusters Score: Raw -12258387.076919 + Penalty 5653.195081 = -12252733.881837 nChanged 5670 SP:Iteration 5F (4625.060000 sec): 3 clusters Score: Raw -12261603.234242 + Penalty 5653.195081 = -12255950.039161 nChanged 5910 SP:Iteration 6F (4625.680000 sec): 3 clusters Score: Raw -12265229.053556 + Penalty 5653.195081 = -12259575.858475 nChanged 5732 SP:Iteration 7F (4626.340000 sec): 3 clusters Score: Raw -12269080.587916 + Penalty 5653.195081 = -12263427.392834 nChanged 5273 SP:Iteration 8F (4627.040000 sec): 3 clusters Score: Raw -12272690.832410 + Penalty 5653.195081 = -12267037.637328 nChanged 4512 SP:Iteration 9F (4627.700000 sec): 3 clusters Score: Raw -12275882.421805 + Penalty 5653.195081 = -12270229.226724 nChanged 3808 SP:Iteration 10Q (4628.500000 sec): 3 clusters Score: Raw -12278555.088204 + Penalty 5653.195081 = -12272901.893123 nChanged 3157 SP:Iteration 11Q (4629.160000 sec): 3 clusters Score: Raw -12280782.320978 + Penalty 5653.195081 = -12275129.125896 nChanged 2468 SP:Iteration 12Q (4629.800000 sec): 3 clusters Score: Raw -12282476.698752 + Penalty 5653.195081 = -12276823.503670 nChanged 1744 SP:Iteration 13Q (4630.440000 sec): 3 clusters Score: Raw -12283617.889499 + Penalty 5653.195081 = -12277964.694417 nChanged 1106 SP:Iteration 14Q (4631.030000 sec): 3 clusters Score: Raw -12284273.091940 + Penalty 5653.195081 = -12278619.896858 nChanged 655 SP:Iteration 15Q (4631.570000 sec): 3 clusters Score: Raw -12284638.082863 + Penalty 5653.195081 = -12278984.887782 nChanged 433 SP:Iteration 16Q (4632.120000 sec): 3 clusters Score: Raw -12284880.560999 + Penalty 5653.195081 = -12279227.365918 nChanged 274 SP:Iteration 17Q (4632.780000 sec): 3 clusters Score: Raw -12285044.600855 + Penalty 5653.195081 = -12279391.405774 nChanged 191 SP:Iteration 18Q (4633.470000 sec): 3 clusters Score: Raw -12285159.896837 + Penalty 5653.195081 = -12279506.701756 nChanged 109 SP:Iteration 19Q (4634.120000 sec): 3 clusters Score: Raw -12285226.879526 + Penalty 5653.195081 = -12279573.684445 nChanged 83 SP:Iteration 20F (4634.760000 sec): 3 clusters Score: Raw -12285280.129440 + Penalty 5653.195081 = -12279626.934359 nChanged 55 SP:Iteration 21Q (4635.350000 sec): 3 clusters Score: Raw -12285311.147039 + Penalty 5653.195081 = -12279657.951957 nChanged 37 SP:Iteration 22Q (4635.970000 sec): 3 clusters Score: Raw -12285335.006627 + Penalty 5653.195081 = -12279681.811545 nChanged 30 SP:Iteration 23Q (4636.610000 sec): 3 clusters Score: Raw -12285352.338974 + Penalty 5653.195081 = -12279699.143893 nChanged 23 SP:Iteration 24Q (4637.220000 sec): 3 clusters Score: Raw -12285365.000823 + Penalty 5653.195081 = -12279711.805742 nChanged 15 SP:Iteration 25Q (4637.850000 sec): 3 clusters Score: Raw -12285373.888434 + Penalty 5653.195081 = -12279720.693352 nChanged 15 SP:Iteration 26Q (4638.510000 sec): 3 clusters Score: Raw -12285382.026966 + Penalty 5653.195081 = -12279728.831884 nChanged 10 SP:Iteration 27Q (4639.140000 sec): 3 clusters Score: Raw -12285388.578657 + Penalty 5653.195081 = -12279735.383576 nChanged 15 SP:Iteration 28Q (4639.820000 sec): 3 clusters Score: Raw -12285398.997846 + Penalty 5653.195081 = -12279745.802765 nChanged 5 SP:Iteration 29Q (4640.500000 sec): 3 clusters Score: Raw -12285402.099104 + Penalty 5653.195081 = -12279748.904023 nChanged 8 SP:Iteration 30Q (4641.120000 sec): 3 clusters Score: Raw -12285405.818219 + Penalty 5653.195081 = -12279752.623137 nChanged 5 SP:Iteration 31Q (4641.690000 sec): 3 clusters Score: Raw -12285409.193080 + Penalty 5653.195081 = -12279755.997999 nChanged 7 SP:Iteration 32Q (4642.320000 sec): 3 clusters Score: Raw -12285413.291978 + Penalty 5653.195081 = -12279760.096896 nChanged 6 SP:Iteration 33Q (4642.970000 sec): 3 clusters Score: Raw -12285415.822676 + Penalty 5653.195081 = -12279762.627595 nChanged 3 SP:Iteration 34Q (4643.600000 sec): 3 clusters Score: Raw -12285417.087812 + Penalty 5653.195081 = -12279763.892731 nChanged 1 SP:Iteration 35Q (4644.300000 sec): 3 clusters Score: Raw -12285417.231536 + Penalty 5653.195081 = -12279764.036454 nChanged 0 SP:Iteration 36F (4644.990000 sec): 3 clusters Score: Raw -12285417.231536 + Penalty 5653.195081 = -12279764.036454 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (39691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4645.290000 sec): 2 clusters Score: Raw -5302760.523395 + Penalty 2626.042176 = -5300134.481220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4645.720000 sec): 3 clusters Score: Raw -5278475.273447 + Penalty 5252.084351 = -5273223.189096 nChanged 18185 SP:Iteration 1F (4646.160000 sec): 3 clusters Score: Raw -5288367.732483 + Penalty 5252.084351 = -5283115.648132 nChanged 1645 SP:Iteration 2Q (4646.620000 sec): 3 clusters Score: Raw -5288846.149510 + Penalty 5252.084351 = -5283594.065159 nChanged 1527 SP:Iteration 3Q (4647.060000 sec): 3 clusters Score: Raw -5289263.295627 + Penalty 5252.084351 = -5284011.211275 nChanged 1422 SP:Iteration 4Q (4647.500000 sec): 3 clusters Score: Raw -5289709.902215 + Penalty 5252.084351 = -5284457.817864 nChanged 1549 SP:Iteration 5Q (4647.970000 sec): 3 clusters Score: Raw -5290245.260472 + Penalty 5252.084351 = -5284993.176121 nChanged 1714 SP:Iteration 6Q (4648.470000 sec): 3 clusters Score: Raw -5290922.946206 + Penalty 5252.084351 = -5285670.861854 nChanged 1954 SP:Iteration 7Q (4648.920000 sec): 3 clusters Score: Raw -5291888.003411 + Penalty 5252.084351 = -5286635.919059 nChanged 2331 SP:Iteration 8F (4649.380000 sec): 3 clusters Score: Raw -5293316.635540 + Penalty 5252.084351 = -5288064.551188 nChanged 2657 SP:Iteration 9F (4649.750000 sec): 3 clusters Score: Raw -5295313.459503 + Penalty 5252.084351 = -5290061.375152 nChanged 2730 SP:Iteration 10F (4650.180000 sec): 3 clusters Score: Raw -5297591.344467 + Penalty 5252.084351 = -5292339.260116 nChanged 2400 SP:Iteration 11F (4650.620000 sec): 3 clusters Score: Raw -5299747.734159 + Penalty 5252.084351 = -5294495.649807 nChanged 1748 SP:Iteration 12Q (4651.080000 sec): 3 clusters Score: Raw -5301321.410107 + Penalty 5252.084351 = -5296069.325755 nChanged 998 SP:Iteration 13Q (4651.520000 sec): 3 clusters Score: Raw -5302181.698006 + Penalty 5252.084351 = -5296929.613655 nChanged 518 SP:Iteration 14Q (4651.940000 sec): 3 clusters Score: Raw -5302645.015222 + Penalty 5252.084351 = -5297392.930870 nChanged 234 SP:Iteration 15Q (4652.410000 sec): 3 clusters Score: Raw -5302850.361744 + Penalty 5252.084351 = -5297598.277393 nChanged 102 SP:Iteration 16Q (4652.810000 sec): 3 clusters Score: Raw -5302942.802678 + Penalty 5252.084351 = -5297690.718326 nChanged 66 SP:Iteration 17Q (4653.220000 sec): 3 clusters Score: Raw -5303004.320207 + Penalty 5252.084351 = -5297752.235855 nChanged 33 SP:Iteration 18Q (4653.650000 sec): 3 clusters Score: Raw -5303038.495207 + Penalty 5252.084351 = -5297786.410855 nChanged 19 SP:Iteration 19Q (4654.070000 sec): 3 clusters Score: Raw -5303057.314194 + Penalty 5252.084351 = -5297805.229843 nChanged 13 SP:Iteration 20F (4654.490000 sec): 3 clusters Score: Raw -5303068.399423 + Penalty 5252.084351 = -5297816.315071 nChanged 10 SP:Iteration 21Q (4654.930000 sec): 3 clusters Score: Raw -5303080.119168 + Penalty 5252.084351 = -5297828.034817 nChanged 10 SP:Iteration 22Q (4655.390000 sec): 3 clusters Score: Raw -5303090.466012 + Penalty 5252.084351 = -5297838.381660 nChanged 7 SP:Iteration 23Q (4655.800000 sec): 3 clusters Score: Raw -5303097.137801 + Penalty 5252.084351 = -5297845.053450 nChanged 7 SP:Iteration 24Q (4656.200000 sec): 3 clusters Score: Raw -5303103.380223 + Penalty 5252.084351 = -5297851.295871 nChanged 5 SP:Iteration 25Q (4656.660000 sec): 3 clusters Score: Raw -5303108.333875 + Penalty 5252.084351 = -5297856.249523 nChanged 3 SP:Iteration 26Q (4657.080000 sec): 3 clusters Score: Raw -5303110.070165 + Penalty 5252.084351 = -5297857.985814 nChanged 1 SP:Iteration 27Q (4657.460000 sec): 3 clusters Score: Raw -5303110.978934 + Penalty 5252.084351 = -5297858.894583 nChanged 0 SP:Iteration 28F (4657.910000 sec): 3 clusters Score: Raw -5303110.978934 + Penalty 5252.084351 = -5297858.894583 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4658.010000 sec): 2 clusters Score: Raw -24520.492989 + Penalty 1334.214544 = -23186.278445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4658.210000 sec): 3 clusters Score: Raw -24879.782911 + Penalty 2668.429087 = -22211.353824 nChanged 25 SP:Iteration 1F (4658.380000 sec): 3 clusters Score: Raw -24988.699833 + Penalty 2668.429087 = -22320.270745 nChanged 11 SP:Iteration 2F (4658.540000 sec): 3 clusters Score: Raw -25038.365314 + Penalty 2668.429087 = -22369.936227 nChanged 3 SP:Iteration 3Q (4658.750000 sec): 3 clusters Score: Raw -25049.647474 + Penalty 2668.429087 = -22381.218387 nChanged 2 SP:Iteration 4Q (4658.910000 sec): 3 clusters Score: Raw -25052.187648 + Penalty 2668.429087 = -22383.758560 nChanged 2 SP:Iteration 5Q (4659.050000 sec): 3 clusters Score: Raw -25055.510296 + Penalty 2668.429087 = -22387.081209 nChanged 3 SP:Iteration 6Q (4659.250000 sec): 3 clusters Score: Raw -25061.248487 + Penalty 2668.429087 = -22392.819400 nChanged 0 SP:Iteration 7F (4659.450000 sec): 3 clusters Score: Raw -25061.248487 + Penalty 2668.429087 = -22392.819400 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4659.530000 sec): 2 clusters Score: Raw -15137.944344 + Penalty 1181.019136 = -13956.925209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4659.780000 sec): 3 clusters Score: Raw -15449.790505 + Penalty 2362.038272 = -13087.752233 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4659.830000 sec): 2 clusters Score: Raw -84845.375381 + Penalty 1601.667894 = -83243.707486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4660.030000 sec): 3 clusters Score: Raw -84811.397514 + Penalty 3203.335789 = -81608.061726 nChanged 145 SP:Iteration 1F (4660.250000 sec): 3 clusters Score: Raw -85060.266273 + Penalty 3203.335789 = -81856.930485 nChanged 37 SP:Iteration 2F (4660.410000 sec): 3 clusters Score: Raw -85163.049824 + Penalty 3203.335789 = -81959.714036 nChanged 16 SP:Iteration 3Q (4660.620000 sec): 3 clusters Score: Raw -85211.870455 + Penalty 3203.335789 = -82008.534666 nChanged 15 SP:Iteration 4Q (4660.810000 sec): 3 clusters Score: Raw -85247.255308 + Penalty 3203.335789 = -82043.919519 nChanged 11 SP:Iteration 5Q (4660.950000 sec): 3 clusters Score: Raw -85278.217437 + Penalty 3203.335789 = -82074.881649 nChanged 14 SP:Iteration 6Q (4661.190000 sec): 3 clusters Score: Raw -85308.531916 + Penalty 3203.335789 = -82105.196127 nChanged 8 SP:Iteration 7Q (4661.350000 sec): 3 clusters Score: Raw -85325.244446 + Penalty 3203.335789 = -82121.908657 nChanged 12 SP:Iteration 8Q (4661.570000 sec): 3 clusters Score: Raw -85353.679094 + Penalty 3203.335789 = -82150.343306 nChanged 19 SP:Iteration 9Q (4661.770000 sec): 3 clusters Score: Raw -85433.766886 + Penalty 3203.335789 = -82230.431098 nChanged 23 SP:Iteration 10Q (4661.950000 sec): 3 clusters Score: Raw -85504.083993 + Penalty 3203.335789 = -82300.748204 nChanged 23 SP:Iteration 11Q (4662.230000 sec): 3 clusters Score: Raw -85568.115882 + Penalty 3203.335789 = -82364.780094 nChanged 17 SP:Iteration 12Q (4662.390000 sec): 3 clusters Score: Raw -85642.820705 + Penalty 3203.335789 = -82439.484917 nChanged 18 SP:Iteration 13Q (4662.630000 sec): 3 clusters Score: Raw -85769.926668 + Penalty 3203.335789 = -82566.590879 nChanged 18 SP:Iteration 14Q (4662.830000 sec): 3 clusters Score: Raw -85860.849611 + Penalty 3203.335789 = -82657.513823 nChanged 13 SP:Iteration 15Q (4662.990000 sec): 3 clusters Score: Raw -85903.293978 + Penalty 3203.335789 = -82699.958190 nChanged 12 SP:Iteration 16Q (4663.210000 sec): 3 clusters Score: Raw -85942.841045 + Penalty 3203.335789 = -82739.505257 nChanged 4 SP:Iteration 17Q (4663.430000 sec): 3 clusters Score: Raw -85957.786528 + Penalty 3203.335789 = -82754.450740 nChanged 4 SP:Iteration 18Q (4663.610000 sec): 3 clusters Score: Raw -85971.199341 + Penalty 3203.335789 = -82767.863553 nChanged 4 SP:Iteration 19Q (4663.840000 sec): 3 clusters Score: Raw -85987.537617 + Penalty 3203.335789 = -82784.201829 nChanged 5 SP:Iteration 20F (4664.040000 sec): 3 clusters Score: Raw -86009.922348 + Penalty 3203.335789 = -82806.586559 nChanged 2 SP:Iteration 21Q (4664.220000 sec): 3 clusters Score: Raw -86020.192953 + Penalty 3203.335789 = -82816.857165 nChanged 4 SP:Iteration 22Q (4664.380000 sec): 3 clusters Score: Raw -86032.949584 + Penalty 3203.335789 = -82829.613796 nChanged 2 SP:Iteration 23Q (4664.560000 sec): 3 clusters Score: Raw -86040.198205 + Penalty 3203.335789 = -82836.862416 nChanged 1 SP:Iteration 24Q (4664.710000 sec): 3 clusters Score: Raw -86043.211601 + Penalty 3203.335789 = -82839.875812 nChanged 0 SP:Iteration 25F (4664.890000 sec): 3 clusters Score: Raw -86043.211601 + Penalty 3203.335789 = -82839.875812 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4665.010000 sec): 2 clusters Score: Raw -23415.703325 + Penalty 1283.685134 = -22132.018191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4665.170000 sec): 3 clusters Score: Raw -23620.862008 + Penalty 2567.370267 = -21053.491741 nChanged 7 SP:Iteration 1Q (4665.350000 sec): 3 clusters Score: Raw -23643.839982 + Penalty 2567.370267 = -21076.469715 nChanged 3 SP:Iteration 2Q (4665.510000 sec): 3 clusters Score: Raw -23653.811887 + Penalty 2567.370267 = -21086.441620 nChanged 0 SP:Iteration 3F (4665.730000 sec): 3 clusters Score: Raw -23653.811887 + Penalty 2567.370267 = -21086.441620 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 21 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4665.850000 sec): 2 clusters Score: Raw -26182.663130 + Penalty 1348.643669 = -24834.019461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4666.010000 sec): 3 clusters Score: Raw -26381.403249 + Penalty 2697.287337 = -23684.115912 nChanged 18 SP:Iteration 1F (4666.180000 sec): 3 clusters Score: Raw -26444.317832 + Penalty 2697.287337 = -23747.030494 nChanged 4 SP:Iteration 2Q (4666.390000 sec): 3 clusters Score: Raw -26461.724530 + Penalty 2697.287337 = -23764.437193 nChanged 1 SP:Iteration 3Q (4666.610000 sec): 3 clusters Score: Raw -26464.093149 + Penalty 2697.287337 = -23766.805812 nChanged 1 SP:Iteration 4Q (4666.790000 sec): 3 clusters Score: Raw -26466.582327 + Penalty 2697.287337 = -23769.294990 nChanged 0 SP:Iteration 5F (4666.950000 sec): 3 clusters Score: Raw -26466.582327 + Penalty 2697.287337 = -23769.294990 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 22 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4667.050000 sec): 2 clusters Score: Raw -17297.146830 + Penalty 1218.338412 = -16078.808419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4667.280000 sec): 3 clusters Score: Raw -17524.476974 + Penalty 2436.676823 = -15087.800151 nChanged 6 SP:Iteration 1Q (4667.450000 sec): 3 clusters Score: Raw -17567.733976 + Penalty 2436.676823 = -15131.057153 nChanged 0 SP:Iteration 2F (4667.650000 sec): 3 clusters Score: Raw -17567.733976 + Penalty 2436.676823 = -15131.057153 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 23 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4667.710000 sec): 2 clusters Score: Raw -40045.489139 + Penalty 1432.088783 = -38613.400356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4667.870000 sec): 3 clusters Score: Raw -40184.482164 + Penalty 2864.177567 = -37320.304598 nChanged 39 SP:Iteration 1F (4668.050000 sec): 3 clusters Score: Raw -40343.950328 + Penalty 2864.177567 = -37479.772761 nChanged 13 SP:Iteration 2Q (4668.250000 sec): 3 clusters Score: Raw -40432.485502 + Penalty 2864.177567 = -37568.307935 nChanged 11 SP:Iteration 3Q (4668.420000 sec): 3 clusters Score: Raw -40498.282916 + Penalty 2864.177567 = -37634.105350 nChanged 11 SP:Iteration 4Q (4668.590000 sec): 3 clusters Score: Raw -40581.105195 + Penalty 2864.177567 = -37716.927628 nChanged 7 SP:Iteration 5Q (4668.820000 sec): 3 clusters Score: Raw -40617.094576 + Penalty 2864.177567 = -37752.917010 nChanged 3 SP:Iteration 6Q (4668.990000 sec): 3 clusters Score: Raw -40632.347587 + Penalty 2864.177567 = -37768.170020 nChanged 3 SP:Iteration 7Q (4669.170000 sec): 3 clusters Score: Raw -40643.299572 + Penalty 2864.177567 = -37779.122006 nChanged 1 SP:Iteration 8Q (4669.320000 sec): 3 clusters Score: Raw -40647.573300 + Penalty 2864.177567 = -37783.395734 nChanged 1 SP:Iteration 9Q (4669.510000 sec): 3 clusters Score: Raw -40652.101517 + Penalty 2864.177567 = -37787.923950 nChanged 3 SP:Iteration 10Q (4669.690000 sec): 3 clusters Score: Raw -40665.635354 + Penalty 2864.177567 = -37801.457787 nChanged 1 SP:Iteration 11Q (4669.900000 sec): 3 clusters Score: Raw -40674.906180 + Penalty 2864.177567 = -37810.728614 nChanged 1 SP:Iteration 12Q (4670.070000 sec): 3 clusters Score: Raw -40684.089057 + Penalty 2864.177567 = -37819.911490 nChanged 2 SP:Iteration 13Q (4670.250000 sec): 3 clusters Score: Raw -40703.866696 + Penalty 2864.177567 = -37839.689129 nChanged 3 SP:Iteration 14Q (4670.430000 sec): 3 clusters Score: Raw -40737.051331 + Penalty 2864.177567 = -37872.873764 nChanged 2 SP:Iteration 15Q (4670.650000 sec): 3 clusters Score: Raw -40740.016092 + Penalty 2864.177567 = -37875.838525 nChanged 0 SP:Iteration 16F (4670.840000 sec): 3 clusters Score: Raw -40740.016092 + Penalty 2864.177567 = -37875.838525 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 24 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4670.970000 sec): 2 clusters Score: Raw -50774.407337 + Penalty 1509.520132 = -49264.887205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4671.180000 sec): 3 clusters Score: Raw -50874.918599 + Penalty 3019.040265 = -47855.878335 nChanged 80 SP:Iteration 1F (4671.360000 sec): 3 clusters Score: Raw -51041.034397 + Penalty 3019.040265 = -48021.994132 nChanged 16 SP:Iteration 2Q (4671.550000 sec): 3 clusters Score: Raw -51083.440950 + Penalty 3019.040265 = -48064.400686 nChanged 3 SP:Iteration 3Q (4671.780000 sec): 3 clusters Score: Raw -51092.441531 + Penalty 3019.040265 = -48073.401266 nChanged 2 SP:Iteration 4Q (4671.930000 sec): 3 clusters Score: Raw -51097.013286 + Penalty 3019.040265 = -48077.973021 nChanged 2 SP:Iteration 5Q (4672.170000 sec): 3 clusters Score: Raw -51101.122219 + Penalty 3019.040265 = -48082.081954 nChanged 4 SP:Iteration 6Q (4672.390000 sec): 3 clusters Score: Raw -51108.086558 + Penalty 3019.040265 = -48089.046294 nChanged 0 SP:Iteration 7F (4672.560000 sec): 3 clusters Score: Raw -51108.086558 + Penalty 3019.040265 = -48089.046294 nChanged 0 Iteration 219Q (4684.440000 sec): 24 clusters Score: Raw -59213484.869344 + Penalty 74156.531453 = -59139328.337891 nChanged 491 Iteration 220F (4705.230000 sec): 24 clusters Score: Raw -59213512.886232 + Penalty 74156.531453 = -59139356.354779 nChanged 495 Iteration 221Q (4718.780000 sec): 24 clusters Score: Raw -59213576.944808 + Penalty 74156.531453 = -59139420.413355 nChanged 502 Iteration 222Q (4732.070000 sec): 24 clusters Score: Raw -59213607.312933 + Penalty 74156.531453 = -59139450.781480 nChanged 471 Iteration 223Q (4744.480000 sec): 24 clusters Score: Raw -59213637.750556 + Penalty 74156.531453 = -59139481.219103 nChanged 462 Iteration 224Q (4756.850000 sec): 24 clusters Score: Raw -59213679.358989 + Penalty 74156.531453 = -59139522.827536 nChanged 487 Iteration 225Q (4770.310000 sec): 24 clusters Score: Raw -59213727.576021 + Penalty 74156.531453 = -59139571.044568 nChanged 458 Iteration 226Q (4782.830000 sec): 24 clusters Score: Raw -59213784.763871 + Penalty 74156.531453 = -59139628.232418 nChanged 514 Iteration 227Q (4795.310000 sec): 24 clusters Score: Raw -59213847.677273 + Penalty 74156.531453 = -59139691.145820 nChanged 483 Iteration 228Q (4808.060000 sec): 24 clusters Score: Raw -59213904.394135 + Penalty 74156.531453 = -59139747.862682 nChanged 525 Iteration 229Q (4821.630000 sec): 24 clusters Score: Raw -59213965.194397 + Penalty 74156.531453 = -59139808.662944 nChanged 507 Iteration 230Q (4835.020000 sec): 24 clusters Score: Raw -59214032.650994 + Penalty 74156.531453 = -59139876.119541 nChanged 511 Iteration 231Q (4847.310000 sec): 24 clusters Score: Raw -59214107.104757 + Penalty 74156.531453 = -59139950.573304 nChanged 537 Iteration 232Q (4860.510000 sec): 24 clusters Score: Raw -59214198.758764 + Penalty 74156.531453 = -59140042.227311 nChanged 532 Iteration 233Q (4873.180000 sec): 24 clusters Score: Raw -59214299.738722 + Penalty 74156.531453 = -59140143.207269 nChanged 594 Iteration 234Q (4884.650000 sec): 24 clusters Score: Raw -59214424.675499 + Penalty 74156.531453 = -59140268.144046 nChanged 571 Iteration 235Q (4898.540000 sec): 24 clusters Score: Raw -59214530.582447 + Penalty 74156.531453 = -59140374.050994 nChanged 569 Iteration 236Q (4912.000000 sec): 24 clusters Score: Raw -59214611.959108 + Penalty 74156.531453 = -59140455.427655 nChanged 511 Iteration 237Q (4924.760000 sec): 24 clusters Score: Raw -59214658.812241 + Penalty 74156.531453 = -59140502.280788 nChanged 432 Iteration 238Q (4937.390000 sec): 24 clusters Score: Raw -59214685.519468 + Penalty 74156.531453 = -59140528.988016 nChanged 353 Iteration 239Q (4949.450000 sec): 24 clusters Score: Raw -59214700.008345 + Penalty 74156.531453 = -59140543.476892 nChanged 330 Iteration 240F (4971.490000 sec): 24 clusters Score: Raw -59214811.687164 + Penalty 74156.531453 = -59140655.155711 nChanged 311 Iteration 241Q (4982.660000 sec): 24 clusters Score: Raw -59214935.505710 + Penalty 74156.531453 = -59140778.974257 nChanged 271 Iteration 242Q (4994.270000 sec): 24 clusters Score: Raw -59214942.644793 + Penalty 74156.531453 = -59140786.113340 nChanged 256 Iteration 243Q (5006.800000 sec): 24 clusters Score: Raw -59214948.625465 + Penalty 74156.531453 = -59140792.094012 nChanged 253 Iteration 244Q (5018.720000 sec): 24 clusters Score: Raw -59214954.416906 + Penalty 74156.531453 = -59140797.885453 nChanged 232 Iteration 245Q (5031.270000 sec): 24 clusters Score: Raw -59214959.317710 + Penalty 74156.531453 = -59140802.786257 nChanged 208 Iteration 246Q (5043.570000 sec): 24 clusters Score: Raw -59214963.300376 + Penalty 74156.531453 = -59140806.768923 nChanged 185 Iteration 247Q (5055.470000 sec): 24 clusters Score: Raw -59214967.611685 + Penalty 74156.531453 = -59140811.080232 nChanged 179 Iteration 248Q (5067.890000 sec): 24 clusters Score: Raw -59214971.791544 + Penalty 74156.531453 = -59140815.260091 nChanged 165 Iteration 249Q (5080.730000 sec): 24 clusters Score: Raw -59214975.782284 + Penalty 74156.531453 = -59140819.250831 nChanged 150 Iteration 250Q (5092.590000 sec): 24 clusters Score: Raw -59214978.443771 + Penalty 74156.531453 = -59140821.912318 nChanged 143 Iteration 251Q (5105.410000 sec): 24 clusters Score: Raw -59214980.855951 + Penalty 74156.531453 = -59140824.324499 nChanged 144 Iteration 252Q (5118.730000 sec): 24 clusters Score: Raw -59214983.160086 + Penalty 74156.531453 = -59140826.628633 nChanged 147 Iteration 253Q (5130.420000 sec): 24 clusters Score: Raw -59214985.559764 + Penalty 74156.531453 = -59140829.028311 nChanged 140 Iteration 254Q (5142.710000 sec): 24 clusters Score: Raw -59214987.618652 + Penalty 74156.531453 = -59140831.087199 nChanged 136 Iteration 255Q (5155.730000 sec): 24 clusters Score: Raw -59214989.735325 + Penalty 74156.531453 = -59140833.203872 nChanged 116 Iteration 256Q (5171.450000 sec): 24 clusters Score: Raw -59214991.407491 + Penalty 74156.531453 = -59140834.876039 nChanged 101 Iteration 257Q (5188.150000 sec): 24 clusters Score: Raw -59214992.783762 + Penalty 74156.531453 = -59140836.252309 nChanged 92 Iteration 258Q (5200.670000 sec): 24 clusters Score: Raw -59214994.371582 + Penalty 74156.531453 = -59140837.840130 nChanged 106 Writing temp clu file Because OldScore, -59140836.252309, is greater than current (better) Score,-59140837.840130 Compute initial score before splitting: Score: Raw -59214994.371582 + Penalty 74156.531453 = -59140837.840130 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5200.930000 sec): 2 clusters Score: Raw -155852.314073 + Penalty 1746.486971 = -154105.827102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5201.110000 sec): 3 clusters Score: Raw -155543.908588 + Penalty 3492.973941 = -152050.934647 nChanged 326 SP:Iteration 1F (5201.270000 sec): 3 clusters Score: Raw -155834.728053 + Penalty 3492.973941 = -152341.754112 nChanged 50 SP:Iteration 2Q (5201.450000 sec): 3 clusters Score: Raw -155891.668643 + Penalty 3492.973941 = -152398.694702 nChanged 28 SP:Iteration 3Q (5201.610000 sec): 3 clusters Score: Raw -155921.457499 + Penalty 3492.973941 = -152428.483558 nChanged 21 SP:Iteration 4Q (5201.790000 sec): 3 clusters Score: Raw -155942.891455 + Penalty 3492.973941 = -152449.917514 nChanged 15 SP:Iteration 5Q (5201.990000 sec): 3 clusters Score: Raw -155959.296445 + Penalty 3492.973941 = -152466.322504 nChanged 10 SP:Iteration 6Q (5202.180000 sec): 3 clusters Score: Raw -155967.975694 + Penalty 3492.973941 = -152475.001753 nChanged 7 SP:Iteration 7Q (5202.390000 sec): 3 clusters Score: Raw -155973.514337 + Penalty 3492.973941 = -152480.540395 nChanged 3 SP:Iteration 8Q (5202.540000 sec): 3 clusters Score: Raw -155977.198151 + Penalty 3492.973941 = -152484.224210 nChanged 1 SP:Iteration 9Q (5202.710000 sec): 3 clusters Score: Raw -155977.928640 + Penalty 3492.973941 = -152484.954699 nChanged 0 SP:Iteration 10F (5202.870000 sec): 3 clusters Score: Raw -155977.928640 + Penalty 3492.973941 = -152484.954699 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5202.950000 sec): 2 clusters Score: Raw -14180.690331 + Penalty 1191.397219 = -12989.293111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5203.090000 sec): 3 clusters Score: Raw -14487.551211 + Penalty 2382.794438 = -12104.756772 nChanged 5 SP:Iteration 1Q (5203.310000 sec): 3 clusters Score: Raw -14523.415657 + Penalty 2382.794438 = -12140.621219 nChanged 1 SP:Iteration 2Q (5203.480000 sec): 3 clusters Score: Raw -14536.178866 + Penalty 2382.794438 = -12153.384428 nChanged 0 SP:Iteration 3F (5203.660000 sec): 3 clusters Score: Raw -14536.178866 + Penalty 2382.794438 = -12153.384428 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (33331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5203.960000 sec): 2 clusters Score: Raw -4564547.277149 + Penalty 2582.732307 = -4561964.544842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5204.330000 sec): 3 clusters Score: Raw -4544383.073539 + Penalty 5165.464614 = -4539217.608925 nChanged 15165 SP:Iteration 1F (5204.730000 sec): 3 clusters Score: Raw -4552484.564126 + Penalty 5165.464614 = -4547319.099511 nChanged 1455 SP:Iteration 2Q (5205.150000 sec): 3 clusters Score: Raw -4552923.464793 + Penalty 5165.464614 = -4547758.000179 nChanged 1297 SP:Iteration 3Q (5205.560000 sec): 3 clusters Score: Raw -4553341.523809 + Penalty 5165.464614 = -4548176.059195 nChanged 1214 SP:Iteration 4Q (5205.980000 sec): 3 clusters Score: Raw -4553756.747190 + Penalty 5165.464614 = -4548591.282576 nChanged 1184 SP:Iteration 5Q (5206.410000 sec): 3 clusters Score: Raw -4554221.886388 + Penalty 5165.464614 = -4549056.421774 nChanged 1207 SP:Iteration 6Q (5206.790000 sec): 3 clusters Score: Raw -4554776.968316 + Penalty 5165.464614 = -4549611.503702 nChanged 1367 SP:Iteration 7Q (5207.150000 sec): 3 clusters Score: Raw -4555467.208647 + Penalty 5165.464614 = -4550301.744033 nChanged 1480 SP:Iteration 8Q (5207.540000 sec): 3 clusters Score: Raw -4556336.284957 + Penalty 5165.464614 = -4551170.820342 nChanged 1642 SP:Iteration 9Q (5207.900000 sec): 3 clusters Score: Raw -4557394.620523 + Penalty 5165.464614 = -4552229.155909 nChanged 1810 SP:Iteration 10F (5208.240000 sec): 3 clusters Score: Raw -4558642.843146 + Penalty 5165.464614 = -4553477.378532 nChanged 1822 SP:Iteration 11F (5208.630000 sec): 3 clusters Score: Raw -4559983.263290 + Penalty 5165.464614 = -4554817.798676 nChanged 1706 SP:Iteration 12F (5209.020000 sec): 3 clusters Score: Raw -4561274.881808 + Penalty 5165.464614 = -4556109.417194 nChanged 1399 SP:Iteration 13Q (5209.430000 sec): 3 clusters Score: Raw -4562315.966744 + Penalty 5165.464614 = -4557150.502130 nChanged 1074 SP:Iteration 14Q (5209.820000 sec): 3 clusters Score: Raw -4563101.642225 + Penalty 5165.464614 = -4557936.177611 nChanged 790 SP:Iteration 15Q (5210.230000 sec): 3 clusters Score: Raw -4563658.376208 + Penalty 5165.464614 = -4558492.911594 nChanged 556 SP:Iteration 16Q (5210.640000 sec): 3 clusters Score: Raw -4564053.468093 + Penalty 5165.464614 = -4558888.003478 nChanged 386 SP:Iteration 17Q (5211.030000 sec): 3 clusters Score: Raw -4564318.537974 + Penalty 5165.464614 = -4559153.073359 nChanged 281 SP:Iteration 18Q (5211.410000 sec): 3 clusters Score: Raw -4564500.999451 + Penalty 5165.464614 = -4559335.534837 nChanged 195 SP:Iteration 19Q (5211.770000 sec): 3 clusters Score: Raw -4564620.890678 + Penalty 5165.464614 = -4559455.426064 nChanged 131 SP:Iteration 20F (5212.110000 sec): 3 clusters Score: Raw -4564700.837322 + Penalty 5165.464614 = -4559535.372708 nChanged 106 SP:Iteration 21Q (5212.490000 sec): 3 clusters Score: Raw -4564761.984451 + Penalty 5165.464614 = -4559596.519837 nChanged 73 SP:Iteration 22Q (5212.850000 sec): 3 clusters Score: Raw -4564805.920968 + Penalty 5165.464614 = -4559640.456354 nChanged 48 SP:Iteration 23Q (5213.170000 sec): 3 clusters Score: Raw -4564834.199285 + Penalty 5165.464614 = -4559668.734671 nChanged 33 SP:Iteration 24Q (5213.530000 sec): 3 clusters Score: Raw -4564851.913219 + Penalty 5165.464614 = -4559686.448605 nChanged 22 SP:Iteration 25Q (5213.870000 sec): 3 clusters Score: Raw -4564863.965865 + Penalty 5165.464614 = -4559698.501250 nChanged 17 SP:Iteration 26Q (5214.260000 sec): 3 clusters Score: Raw -4564871.739349 + Penalty 5165.464614 = -4559706.274734 nChanged 18 SP:Iteration 27Q (5214.750000 sec): 3 clusters Score: Raw -4564881.202507 + Penalty 5165.464614 = -4559715.737893 nChanged 15 SP:Iteration 28Q (5215.150000 sec): 3 clusters Score: Raw -4564888.770287 + Penalty 5165.464614 = -4559723.305672 nChanged 13 SP:Iteration 29Q (5215.460000 sec): 3 clusters Score: Raw -4564894.334230 + Penalty 5165.464614 = -4559728.869616 nChanged 12 SP:Iteration 30Q (5215.770000 sec): 3 clusters Score: Raw -4564901.218970 + Penalty 5165.464614 = -4559735.754356 nChanged 5 SP:Iteration 31Q (5216.170000 sec): 3 clusters Score: Raw -4564903.362481 + Penalty 5165.464614 = -4559737.897867 nChanged 7 SP:Iteration 32Q (5216.540000 sec): 3 clusters Score: Raw -4564908.282347 + Penalty 5165.464614 = -4559742.817733 nChanged 11 SP:Iteration 33Q (5216.930000 sec): 3 clusters Score: Raw -4564913.333426 + Penalty 5165.464614 = -4559747.868812 nChanged 1 SP:Iteration 34Q (5217.290000 sec): 3 clusters Score: Raw -4564913.761396 + Penalty 5165.464614 = -4559748.296781 nChanged 3 SP:Iteration 35Q (5217.650000 sec): 3 clusters Score: Raw -4564914.981690 + Penalty 5165.464614 = -4559749.517076 nChanged 2 SP:Iteration 36Q (5218.010000 sec): 3 clusters Score: Raw -4564915.739632 + Penalty 5165.464614 = -4559750.275018 nChanged 1 SP:Iteration 37Q (5218.370000 sec): 3 clusters Score: Raw -4564916.053703 + Penalty 5165.464614 = -4559750.589089 nChanged 2 SP:Iteration 38Q (5218.620000 sec): 3 clusters Score: Raw -4564917.138854 + Penalty 5165.464614 = -4559751.674239 nChanged 1 SP:Iteration 39Q (5218.930000 sec): 3 clusters Score: Raw -4564917.729257 + Penalty 5165.464614 = -4559752.264643 nChanged 0 SP:Iteration 40F (5219.270000 sec): 3 clusters Score: Raw -4564917.729257 + Penalty 5165.464614 = -4559752.264643 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5219.410000 sec): 2 clusters Score: Raw -34023.162076 + Penalty 1396.540522 = -32626.621554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5219.650000 sec): 3 clusters Score: Raw -34261.544384 + Penalty 2793.081044 = -31468.463341 nChanged 38 SP:Iteration 1F (5219.780000 sec): 3 clusters Score: Raw -34467.361862 + Penalty 2793.081044 = -31674.280818 nChanged 10 SP:Iteration 2Q (5219.990000 sec): 3 clusters Score: Raw -34549.892876 + Penalty 2793.081044 = -31756.811832 nChanged 6 SP:Iteration 3Q (5220.200000 sec): 3 clusters Score: Raw -34592.284394 + Penalty 2793.081044 = -31799.203351 nChanged 2 SP:Iteration 4Q (5220.320000 sec): 3 clusters Score: Raw -34600.727548 + Penalty 2793.081044 = -31807.646504 nChanged 0 SP:Iteration 5F (5220.520000 sec): 3 clusters Score: Raw -34600.727548 + Penalty 2793.081044 = -31807.646504 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5220.610000 sec): 2 clusters Score: Raw -33989.007008 + Penalty 1380.001061 = -32609.005947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5220.770000 sec): 3 clusters Score: Raw -34161.837110 + Penalty 2760.002122 = -31401.834988 nChanged 21 SP:Iteration 1F (5220.960000 sec): 3 clusters Score: Raw -34232.122496 + Penalty 2760.002122 = -31472.120374 nChanged 3 SP:Iteration 2Q (5221.130000 sec): 3 clusters Score: Raw -34242.288471 + Penalty 2760.002122 = -31482.286349 nChanged 1 SP:Iteration 3Q (5221.350000 sec): 3 clusters Score: Raw -34248.720783 + Penalty 2760.002122 = -31488.718661 nChanged 1 SP:Iteration 4Q (5221.500000 sec): 3 clusters Score: Raw -34254.394641 + Penalty 2760.002122 = -31494.392519 nChanged 0 SP:Iteration 5F (5221.690000 sec): 3 clusters Score: Raw -34254.394641 + Penalty 2760.002122 = -31494.392519 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5221.800000 sec): 2 clusters Score: Raw -23238.755426 + Penalty 1338.744350 = -21900.011076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5221.970000 sec): 3 clusters Score: Raw -23509.372441 + Penalty 2677.488700 = -20831.883741 nChanged 28 SP:Iteration 1F (5222.190000 sec): 3 clusters Score: Raw -23720.744663 + Penalty 2677.488700 = -21043.255963 nChanged 9 SP:Iteration 2Q (5222.390000 sec): 3 clusters Score: Raw -23833.320343 + Penalty 2677.488700 = -21155.831643 nChanged 6 SP:Iteration 3Q (5222.580000 sec): 3 clusters Score: Raw -24061.639883 + Penalty 2677.488700 = -21384.151183 nChanged 9 SP:Iteration 4Q (5222.740000 sec): 3 clusters Score: Raw -24128.802571 + Penalty 2677.488700 = -21451.313871 nChanged 11 SP:Iteration 5Q (5222.940000 sec): 3 clusters Score: Raw -24217.773926 + Penalty 2677.488700 = -21540.285226 nChanged 7 SP:Iteration 6Q (5223.180000 sec): 3 clusters Score: Raw -24271.501618 + Penalty 2677.488700 = -21594.012918 nChanged 5 SP:Iteration 7Q (5223.320000 sec): 3 clusters Score: Raw -24293.547367 + Penalty 2677.488700 = -21616.058667 nChanged 3 SP:Iteration 8Q (5223.580000 sec): 3 clusters Score: Raw -24321.712713 + Penalty 2677.488700 = -21644.224013 nChanged 0 SP:Iteration 9F (5223.710000 sec): 3 clusters Score: Raw -24321.712713 + Penalty 2677.488700 = -21644.224013 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (3882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5223.840000 sec): 2 clusters Score: Raw -510127.141452 + Penalty 2049.498229 = -508077.643223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5224.080000 sec): 3 clusters Score: Raw -508340.094973 + Penalty 4098.996459 = -504241.098515 nChanged 1383 SP:Iteration 1F (5224.290000 sec): 3 clusters Score: Raw -509120.572554 + Penalty 4098.996459 = -505021.576095 nChanged 269 SP:Iteration 2F (5224.510000 sec): 3 clusters Score: Raw -509298.712590 + Penalty 4098.996459 = -505199.716131 nChanged 194 SP:Iteration 3Q (5224.740000 sec): 3 clusters Score: Raw -509418.073011 + Penalty 4098.996459 = -505319.076552 nChanged 144 SP:Iteration 4Q (5224.940000 sec): 3 clusters Score: Raw -509500.750212 + Penalty 4098.996459 = -505401.753753 nChanged 118 SP:Iteration 5Q (5225.120000 sec): 3 clusters Score: Raw -509564.456015 + Penalty 4098.996459 = -505465.459556 nChanged 94 SP:Iteration 6Q (5225.310000 sec): 3 clusters Score: Raw -509621.007286 + Penalty 4098.996459 = -505522.010827 nChanged 102 SP:Iteration 7Q (5225.530000 sec): 3 clusters Score: Raw -509687.027499 + Penalty 4098.996459 = -505588.031040 nChanged 102 SP:Iteration 8Q (5225.730000 sec): 3 clusters Score: Raw -509770.368094 + Penalty 4098.996459 = -505671.371636 nChanged 135 SP:Iteration 9Q (5225.940000 sec): 3 clusters Score: Raw -509867.080173 + Penalty 4098.996459 = -505768.083714 nChanged 122 SP:Iteration 10Q (5226.160000 sec): 3 clusters Score: Raw -509943.641619 + Penalty 4098.996459 = -505844.645160 nChanged 103 SP:Iteration 11Q (5226.340000 sec): 3 clusters Score: Raw -510008.949297 + Penalty 4098.996459 = -505909.952838 nChanged 100 SP:Iteration 12Q (5226.520000 sec): 3 clusters Score: Raw -510075.550858 + Penalty 4098.996459 = -505976.554399 nChanged 97 SP:Iteration 13Q (5226.740000 sec): 3 clusters Score: Raw -510135.136190 + Penalty 4098.996459 = -506036.139731 nChanged 98 SP:Iteration 14Q (5226.900000 sec): 3 clusters Score: Raw -510194.602588 + Penalty 4098.996459 = -506095.606130 nChanged 77 SP:Iteration 15Q (5227.130000 sec): 3 clusters Score: Raw -510237.065322 + Penalty 4098.996459 = -506138.068863 nChanged 67 SP:Iteration 16Q (5227.320000 sec): 3 clusters Score: Raw -510275.865218 + Penalty 4098.996459 = -506176.868760 nChanged 59 SP:Iteration 17Q (5227.510000 sec): 3 clusters Score: Raw -510308.068729 + Penalty 4098.996459 = -506209.072270 nChanged 55 SP:Iteration 18Q (5227.730000 sec): 3 clusters Score: Raw -510339.214531 + Penalty 4098.996459 = -506240.218072 nChanged 40 SP:Iteration 19Q (5227.920000 sec): 3 clusters Score: Raw -510360.086996 + Penalty 4098.996459 = -506261.090537 nChanged 40 SP:Iteration 20F (5228.130000 sec): 3 clusters Score: Raw -510383.911079 + Penalty 4098.996459 = -506284.914620 nChanged 37 SP:Iteration 21Q (5228.340000 sec): 3 clusters Score: Raw -510404.464355 + Penalty 4098.996459 = -506305.467897 nChanged 35 SP:Iteration 22Q (5228.580000 sec): 3 clusters Score: Raw -510421.164281 + Penalty 4098.996459 = -506322.167822 nChanged 28 SP:Iteration 23Q (5228.780000 sec): 3 clusters Score: Raw -510434.298388 + Penalty 4098.996459 = -506335.301929 nChanged 14 SP:Iteration 24Q (5228.980000 sec): 3 clusters Score: Raw -510439.301194 + Penalty 4098.996459 = -506340.304735 nChanged 10 SP:Iteration 25Q (5229.170000 sec): 3 clusters Score: Raw -510443.574954 + Penalty 4098.996459 = -506344.578495 nChanged 16 SP:Iteration 26Q (5229.350000 sec): 3 clusters Score: Raw -510449.132928 + Penalty 4098.996459 = -506350.136469 nChanged 12 SP:Iteration 27Q (5229.560000 sec): 3 clusters Score: Raw -510453.524025 + Penalty 4098.996459 = -506354.527566 nChanged 9 SP:Iteration 28Q (5229.750000 sec): 3 clusters Score: Raw -510457.620593 + Penalty 4098.996459 = -506358.624134 nChanged 11 SP:Iteration 29Q (5230.040000 sec): 3 clusters Score: Raw -510463.487704 + Penalty 4098.996459 = -506364.491245 nChanged 11 SP:Iteration 30Q (5230.240000 sec): 3 clusters Score: Raw -510467.452892 + Penalty 4098.996459 = -506368.456433 nChanged 10 SP:Iteration 31Q (5230.430000 sec): 3 clusters Score: Raw -510470.705189 + Penalty 4098.996459 = -506371.708731 nChanged 7 SP:Iteration 32Q (5230.630000 sec): 3 clusters Score: Raw -510473.984904 + Penalty 4098.996459 = -506374.988445 nChanged 8 SP:Iteration 33Q (5230.810000 sec): 3 clusters Score: Raw -510476.462190 + Penalty 4098.996459 = -506377.465731 nChanged 6 SP:Iteration 34Q (5231.000000 sec): 3 clusters Score: Raw -510478.924542 + Penalty 4098.996459 = -506379.928084 nChanged 10 SP:Iteration 35Q (5231.190000 sec): 3 clusters Score: Raw -510483.617876 + Penalty 4098.996459 = -506384.621417 nChanged 10 SP:Iteration 36Q (5231.430000 sec): 3 clusters Score: Raw -510488.697677 + Penalty 4098.996459 = -506389.701218 nChanged 9 SP:Iteration 37Q (5231.600000 sec): 3 clusters Score: Raw -510492.882068 + Penalty 4098.996459 = -506393.885609 nChanged 11 SP:Iteration 38Q (5231.840000 sec): 3 clusters Score: Raw -510497.378275 + Penalty 4098.996459 = -506398.381816 nChanged 11 SP:Iteration 39Q (5232.050000 sec): 3 clusters Score: Raw -510501.318880 + Penalty 4098.996459 = -506402.322421 nChanged 7 SP:Iteration 40F (5232.240000 sec): 3 clusters Score: Raw -510504.566948 + Penalty 4098.996459 = -506405.570490 nChanged 4 SP:Iteration 41Q (5232.430000 sec): 3 clusters Score: Raw -510506.579094 + Penalty 4098.996459 = -506407.582636 nChanged 6 SP:Iteration 42Q (5232.660000 sec): 3 clusters Score: Raw -510509.315395 + Penalty 4098.996459 = -506410.318936 nChanged 5 SP:Iteration 43Q (5232.860000 sec): 3 clusters Score: Raw -510512.615275 + Penalty 4098.996459 = -506413.618816 nChanged 7 SP:Iteration 44Q (5233.060000 sec): 3 clusters Score: Raw -510515.471475 + Penalty 4098.996459 = -506416.475017 nChanged 4 SP:Iteration 45Q (5233.270000 sec): 3 clusters Score: Raw -510517.151012 + Penalty 4098.996459 = -506418.154553 nChanged 1 SP:Iteration 46Q (5233.490000 sec): 3 clusters Score: Raw -510517.412305 + Penalty 4098.996459 = -506418.415846 nChanged 1 SP:Iteration 47Q (5233.730000 sec): 3 clusters Score: Raw -510517.619773 + Penalty 4098.996459 = -506418.623314 nChanged 2 SP:Iteration 48Q (5233.900000 sec): 3 clusters Score: Raw -510518.517904 + Penalty 4098.996459 = -506419.521445 nChanged 3 SP:Iteration 49Q (5234.150000 sec): 3 clusters Score: Raw -510519.689905 + Penalty 4098.996459 = -506420.693446 nChanged 1 SP:Iteration 50Q (5234.330000 sec): 3 clusters Score: Raw -510520.044891 + Penalty 4098.996459 = -506421.048432 nChanged 1 SP:Iteration 51Q (5234.570000 sec): 3 clusters Score: Raw -510520.268755 + Penalty 4098.996459 = -506421.272296 nChanged 0 SP:Iteration 52F (5234.770000 sec): 3 clusters Score: Raw -510520.268755 + Penalty 4098.996459 = -506421.272296 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (254729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5236.070000 sec): 2 clusters Score: Raw -34461985.373587 + Penalty 3087.092967 = -34458898.280620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5237.680000 sec): 3 clusters Score: Raw -34293569.235172 + Penalty 6174.185935 = -34287395.049237 nChanged 123250 SP:Iteration 1F (5239.250000 sec): 3 clusters Score: Raw -34366196.278143 + Penalty 6174.185935 = -34360022.092208 nChanged 6406 SP:Iteration 2Q (5240.760000 sec): 3 clusters Score: Raw -34367449.248699 + Penalty 6174.185935 = -34361275.062764 nChanged 7510 SP:Iteration 3Q (5242.450000 sec): 3 clusters Score: Raw -34369381.740010 + Penalty 6174.185935 = -34363207.554075 nChanged 9902 SP:Iteration 4Q (5244.150000 sec): 3 clusters Score: Raw -34373003.387089 + Penalty 6174.185935 = -34366829.201155 nChanged 14097 SP:Iteration 5F (5245.650000 sec): 3 clusters Score: Raw -34380277.708398 + Penalty 6174.185935 = -34374103.522463 nChanged 19727 SP:Iteration 6F (5247.270000 sec): 3 clusters Score: Raw -34394347.721589 + Penalty 6174.185935 = -34388173.535654 nChanged 24254 SP:Iteration 7F (5248.670000 sec): 3 clusters Score: Raw -34416316.361977 + Penalty 6174.185935 = -34410142.176042 nChanged 23002 SP:Iteration 8F (5250.220000 sec): 3 clusters Score: Raw -34439975.004379 + Penalty 6174.185935 = -34433800.818445 nChanged 14698 SP:Iteration 9F (5251.680000 sec): 3 clusters Score: Raw -34455109.206452 + Penalty 6174.185935 = -34448935.020517 nChanged 5666 SP:Iteration 10Q (5253.130000 sec): 3 clusters Score: Raw -34460553.048619 + Penalty 6174.185935 = -34454378.862684 nChanged 1478 SP:Iteration 11Q (5254.700000 sec): 3 clusters Score: Raw -34461871.048580 + Penalty 6174.185935 = -34455696.862645 nChanged 345 SP:Iteration 12Q (5256.020000 sec): 3 clusters Score: Raw -34462197.969559 + Penalty 6174.185935 = -34456023.783624 nChanged 92 SP:Iteration 13Q (5257.330000 sec): 3 clusters Score: Raw -34462299.126366 + Penalty 6174.185935 = -34456124.940431 nChanged 47 SP:Iteration 14Q (5258.740000 sec): 3 clusters Score: Raw -34462351.510455 + Penalty 6174.185935 = -34456177.324520 nChanged 29 SP:Iteration 15Q (5260.120000 sec): 3 clusters Score: Raw -34462386.603222 + Penalty 6174.185935 = -34456212.417287 nChanged 13 SP:Iteration 16Q (5261.340000 sec): 3 clusters Score: Raw -34462401.138630 + Penalty 6174.185935 = -34456226.952695 nChanged 6 SP:Iteration 17Q (5262.690000 sec): 3 clusters Score: Raw -34462411.160426 + Penalty 6174.185935 = -34456236.974491 nChanged 5 SP:Iteration 18Q (5264.120000 sec): 3 clusters Score: Raw -34462414.855089 + Penalty 6174.185935 = -34456240.669154 nChanged 3 SP:Iteration 19Q (5265.510000 sec): 3 clusters Score: Raw -34462416.771036 + Penalty 6174.185935 = -34456242.585101 nChanged 2 SP:Iteration 20F (5267.010000 sec): 3 clusters Score: Raw -34462418.540209 + Penalty 6174.185935 = -34456244.354274 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (4789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5267.230000 sec): 2 clusters Score: Raw -654943.907724 + Penalty 2101.571071 = -652842.336653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5267.460000 sec): 3 clusters Score: Raw -652590.394858 + Penalty 4203.142143 = -648387.252716 nChanged 1803 SP:Iteration 1F (5267.620000 sec): 3 clusters Score: Raw -653619.108137 + Penalty 4203.142143 = -649415.965994 nChanged 389 SP:Iteration 2F (5267.850000 sec): 3 clusters Score: Raw -653828.801707 + Penalty 4203.142143 = -649625.659564 nChanged 215 SP:Iteration 3Q (5268.060000 sec): 3 clusters Score: Raw -653947.114402 + Penalty 4203.142143 = -649743.972259 nChanged 169 SP:Iteration 4Q (5268.350000 sec): 3 clusters Score: Raw -654030.599476 + Penalty 4203.142143 = -649827.457334 nChanged 152 SP:Iteration 5Q (5268.540000 sec): 3 clusters Score: Raw -654097.787868 + Penalty 4203.142143 = -649894.645725 nChanged 109 SP:Iteration 6Q (5268.750000 sec): 3 clusters Score: Raw -654145.117088 + Penalty 4203.142143 = -649941.974945 nChanged 90 SP:Iteration 7Q (5268.960000 sec): 3 clusters Score: Raw -654181.618133 + Penalty 4203.142143 = -649978.475991 nChanged 75 SP:Iteration 8Q (5269.180000 sec): 3 clusters Score: Raw -654212.056223 + Penalty 4203.142143 = -650008.914080 nChanged 76 SP:Iteration 9Q (5269.430000 sec): 3 clusters Score: Raw -654242.434730 + Penalty 4203.142143 = -650039.292587 nChanged 74 SP:Iteration 10Q (5269.640000 sec): 3 clusters Score: Raw -654276.575356 + Penalty 4203.142143 = -650073.433214 nChanged 70 SP:Iteration 11Q (5269.830000 sec): 3 clusters Score: Raw -654300.302694 + Penalty 4203.142143 = -650097.160551 nChanged 39 SP:Iteration 12Q (5270.060000 sec): 3 clusters Score: Raw -654311.236289 + Penalty 4203.142143 = -650108.094147 nChanged 25 SP:Iteration 13Q (5270.260000 sec): 3 clusters Score: Raw -654318.818463 + Penalty 4203.142143 = -650115.676320 nChanged 28 SP:Iteration 14Q (5270.540000 sec): 3 clusters Score: Raw -654326.774437 + Penalty 4203.142143 = -650123.632294 nChanged 23 SP:Iteration 15Q (5270.720000 sec): 3 clusters Score: Raw -654336.567568 + Penalty 4203.142143 = -650133.425425 nChanged 37 SP:Iteration 16Q (5270.960000 sec): 3 clusters Score: Raw -654350.374919 + Penalty 4203.142143 = -650147.232776 nChanged 39 SP:Iteration 17Q (5271.220000 sec): 3 clusters Score: Raw -654365.434518 + Penalty 4203.142143 = -650162.292375 nChanged 34 SP:Iteration 18Q (5271.400000 sec): 3 clusters Score: Raw -654376.584454 + Penalty 4203.142143 = -650173.442311 nChanged 22 SP:Iteration 19Q (5271.610000 sec): 3 clusters Score: Raw -654385.785647 + Penalty 4203.142143 = -650182.643505 nChanged 26 SP:Iteration 20F (5271.860000 sec): 3 clusters Score: Raw -654393.809389 + Penalty 4203.142143 = -650190.667246 nChanged 18 SP:Iteration 21Q (5272.080000 sec): 3 clusters Score: Raw -654399.549825 + Penalty 4203.142143 = -650196.407683 nChanged 18 SP:Iteration 22Q (5272.280000 sec): 3 clusters Score: Raw -654404.355944 + Penalty 4203.142143 = -650201.213801 nChanged 15 SP:Iteration 23Q (5272.570000 sec): 3 clusters Score: Raw -654408.574091 + Penalty 4203.142143 = -650205.431948 nChanged 16 SP:Iteration 24Q (5272.780000 sec): 3 clusters Score: Raw -654413.075900 + Penalty 4203.142143 = -650209.933757 nChanged 15 SP:Iteration 25Q (5272.940000 sec): 3 clusters Score: Raw -654417.147432 + Penalty 4203.142143 = -650214.005289 nChanged 15 SP:Iteration 26Q (5273.120000 sec): 3 clusters Score: Raw -654421.863786 + Penalty 4203.142143 = -650218.721643 nChanged 16 SP:Iteration 27Q (5273.350000 sec): 3 clusters Score: Raw -654427.551470 + Penalty 4203.142143 = -650224.409327 nChanged 19 SP:Iteration 28Q (5273.560000 sec): 3 clusters Score: Raw -654433.133536 + Penalty 4203.142143 = -650229.991393 nChanged 9 SP:Iteration 29Q (5273.750000 sec): 3 clusters Score: Raw -654436.071982 + Penalty 4203.142143 = -650232.929839 nChanged 14 SP:Iteration 30Q (5273.940000 sec): 3 clusters Score: Raw -654441.248931 + Penalty 4203.142143 = -650238.106788 nChanged 16 SP:Iteration 31Q (5274.140000 sec): 3 clusters Score: Raw -654449.869214 + Penalty 4203.142143 = -650246.727071 nChanged 22 SP:Iteration 32Q (5274.300000 sec): 3 clusters Score: Raw -654460.734789 + Penalty 4203.142143 = -650257.592647 nChanged 32 SP:Iteration 33Q (5274.520000 sec): 3 clusters Score: Raw -654474.710628 + Penalty 4203.142143 = -650271.568485 nChanged 37 SP:Iteration 34Q (5274.690000 sec): 3 clusters Score: Raw -654488.968277 + Penalty 4203.142143 = -650285.826135 nChanged 35 SP:Iteration 35Q (5274.870000 sec): 3 clusters Score: Raw -654503.688986 + Penalty 4203.142143 = -650300.546843 nChanged 26 SP:Iteration 36Q (5275.110000 sec): 3 clusters Score: Raw -654513.489404 + Penalty 4203.142143 = -650310.347261 nChanged 31 SP:Iteration 37Q (5275.310000 sec): 3 clusters Score: Raw -654525.581314 + Penalty 4203.142143 = -650322.439172 nChanged 23 SP:Iteration 38Q (5275.540000 sec): 3 clusters Score: Raw -654535.204652 + Penalty 4203.142143 = -650332.062510 nChanged 28 SP:Iteration 39Q (5275.800000 sec): 3 clusters Score: Raw -654548.511261 + Penalty 4203.142143 = -650345.369119 nChanged 40 SP:Iteration 40F (5276.000000 sec): 3 clusters Score: Raw -654570.042319 + Penalty 4203.142143 = -650366.900176 nChanged 52 SP:Iteration 41Q (5276.170000 sec): 3 clusters Score: Raw -654593.679810 + Penalty 4203.142143 = -650390.537668 nChanged 44 SP:Iteration 42Q (5276.420000 sec): 3 clusters Score: Raw -654612.912874 + Penalty 4203.142143 = -650409.770732 nChanged 33 SP:Iteration 43Q (5276.620000 sec): 3 clusters Score: Raw -654623.923539 + Penalty 4203.142143 = -650420.781396 nChanged 26 SP:Iteration 44Q (5276.860000 sec): 3 clusters Score: Raw -654633.637853 + Penalty 4203.142143 = -650430.495710 nChanged 33 SP:Iteration 45Q (5277.070000 sec): 3 clusters Score: Raw -654647.152968 + Penalty 4203.142143 = -650444.010825 nChanged 28 SP:Iteration 46Q (5277.300000 sec): 3 clusters Score: Raw -654656.314909 + Penalty 4203.142143 = -650453.172767 nChanged 23 SP:Iteration 47Q (5277.490000 sec): 3 clusters Score: Raw -654665.495739 + Penalty 4203.142143 = -650462.353596 nChanged 25 SP:Iteration 48Q (5277.650000 sec): 3 clusters Score: Raw -654675.292950 + Penalty 4203.142143 = -650472.150807 nChanged 18 SP:Iteration 49Q (5277.800000 sec): 3 clusters Score: Raw -654682.751957 + Penalty 4203.142143 = -650479.609815 nChanged 14 SP:Iteration 50Q (5278.020000 sec): 3 clusters Score: Raw -654686.595334 + Penalty 4203.142143 = -650483.453191 nChanged 8 SP:Iteration 51Q (5278.190000 sec): 3 clusters Score: Raw -654688.919794 + Penalty 4203.142143 = -650485.777652 nChanged 16 SP:Iteration 52Q (5278.350000 sec): 3 clusters Score: Raw -654694.688776 + Penalty 4203.142143 = -650491.546633 nChanged 18 SP:Iteration 53Q (5278.570000 sec): 3 clusters Score: Raw -654700.558509 + Penalty 4203.142143 = -650497.416366 nChanged 16 SP:Iteration 54Q (5278.750000 sec): 3 clusters Score: Raw -654705.713092 + Penalty 4203.142143 = -650502.570949 nChanged 11 SP:Iteration 55Q (5279.000000 sec): 3 clusters Score: Raw -654709.268330 + Penalty 4203.142143 = -650506.126187 nChanged 14 SP:Iteration 56Q (5279.200000 sec): 3 clusters Score: Raw -654716.447478 + Penalty 4203.142143 = -650513.305336 nChanged 21 SP:Iteration 57Q (5279.420000 sec): 3 clusters Score: Raw -654727.665447 + Penalty 4203.142143 = -650524.523304 nChanged 30 SP:Iteration 58Q (5279.640000 sec): 3 clusters Score: Raw -654744.653132 + Penalty 4203.142143 = -650541.510989 nChanged 33 SP:Iteration 59Q (5279.900000 sec): 3 clusters Score: Raw -654760.237657 + Penalty 4203.142143 = -650557.095515 nChanged 27 SP:Iteration 60F (5280.140000 sec): 3 clusters Score: Raw -654770.129673 + Penalty 4203.142143 = -650566.987531 nChanged 27 SP:Iteration 61Q (5280.340000 sec): 3 clusters Score: Raw -654780.408156 + Penalty 4203.142143 = -650577.266014 nChanged 28 SP:Iteration 62Q (5280.520000 sec): 3 clusters Score: Raw -654793.703380 + Penalty 4203.142143 = -650590.561238 nChanged 28 SP:Iteration 63Q (5280.800000 sec): 3 clusters Score: Raw -654804.704029 + Penalty 4203.142143 = -650601.561887 nChanged 30 SP:Iteration 64Q (5280.980000 sec): 3 clusters Score: Raw -654818.440458 + Penalty 4203.142143 = -650615.298315 nChanged 39 SP:Iteration 65Q (5281.190000 sec): 3 clusters Score: Raw -654838.934978 + Penalty 4203.142143 = -650635.792836 nChanged 37 SP:Iteration 66Q (5281.410000 sec): 3 clusters Score: Raw -654856.527909 + Penalty 4203.142143 = -650653.385766 nChanged 30 SP:Iteration 67Q (5281.600000 sec): 3 clusters Score: Raw -654870.929167 + Penalty 4203.142143 = -650667.787024 nChanged 35 SP:Iteration 68Q (5281.840000 sec): 3 clusters Score: Raw -654887.894453 + Penalty 4203.142143 = -650684.752311 nChanged 28 SP:Iteration 69Q (5282.040000 sec): 3 clusters Score: Raw -654900.793056 + Penalty 4203.142143 = -650697.650913 nChanged 26 SP:Iteration 70Q (5282.300000 sec): 3 clusters Score: Raw -654912.007763 + Penalty 4203.142143 = -650708.865620 nChanged 26 SP:Iteration 71Q (5282.510000 sec): 3 clusters Score: Raw -654922.517843 + Penalty 4203.142143 = -650719.375701 nChanged 27 SP:Iteration 72Q (5282.720000 sec): 3 clusters Score: Raw -654938.736784 + Penalty 4203.142143 = -650735.594641 nChanged 25 SP:Iteration 73Q (5282.960000 sec): 3 clusters Score: Raw -654952.686336 + Penalty 4203.142143 = -650749.544194 nChanged 27 SP:Iteration 74Q (5283.190000 sec): 3 clusters Score: Raw -654967.161568 + Penalty 4203.142143 = -650764.019425 nChanged 29 SP:Iteration 75Q (5283.360000 sec): 3 clusters Score: Raw -654979.386264 + Penalty 4203.142143 = -650776.244121 nChanged 23 SP:Iteration 76Q (5283.640000 sec): 3 clusters Score: Raw -654989.598143 + Penalty 4203.142143 = -650786.456001 nChanged 17 SP:Iteration 77Q (5283.870000 sec): 3 clusters Score: Raw -654997.773152 + Penalty 4203.142143 = -650794.631009 nChanged 18 SP:Iteration 78Q (5284.090000 sec): 3 clusters Score: Raw -655005.484645 + Penalty 4203.142143 = -650802.342502 nChanged 24 SP:Iteration 79Q (5284.300000 sec): 3 clusters Score: Raw -655016.127479 + Penalty 4203.142143 = -650812.985337 nChanged 17 SP:Iteration 80F (5284.490000 sec): 3 clusters Score: Raw -655024.606864 + Penalty 4203.142143 = -650821.464721 nChanged 16 SP:Iteration 81Q (5284.730000 sec): 3 clusters Score: Raw -655033.016963 + Penalty 4203.142143 = -650829.874821 nChanged 20 SP:Iteration 82Q (5284.960000 sec): 3 clusters Score: Raw -655044.953072 + Penalty 4203.142143 = -650841.810930 nChanged 16 SP:Iteration 83Q (5285.160000 sec): 3 clusters Score: Raw -655054.558626 + Penalty 4203.142143 = -650851.416483 nChanged 11 SP:Iteration 84Q (5285.380000 sec): 3 clusters Score: Raw -655058.492009 + Penalty 4203.142143 = -650855.349866 nChanged 9 SP:Iteration 85Q (5285.620000 sec): 3 clusters Score: Raw -655063.151750 + Penalty 4203.142143 = -650860.009608 nChanged 12 SP:Iteration 86Q (5285.830000 sec): 3 clusters Score: Raw -655070.193221 + Penalty 4203.142143 = -650867.051079 nChanged 13 SP:Iteration 87Q (5286.010000 sec): 3 clusters Score: Raw -655075.864236 + Penalty 4203.142143 = -650872.722093 nChanged 13 SP:Iteration 88Q (5286.260000 sec): 3 clusters Score: Raw -655082.385399 + Penalty 4203.142143 = -650879.243256 nChanged 13 SP:Iteration 89Q (5286.540000 sec): 3 clusters Score: Raw -655087.841680 + Penalty 4203.142143 = -650884.699537 nChanged 9 SP:Iteration 90Q (5286.750000 sec): 3 clusters Score: Raw -655092.315030 + Penalty 4203.142143 = -650889.172888 nChanged 7 SP:Iteration 91Q (5287.000000 sec): 3 clusters Score: Raw -655095.547300 + Penalty 4203.142143 = -650892.405157 nChanged 12 SP:Iteration 92Q (5287.260000 sec): 3 clusters Score: Raw -655100.471783 + Penalty 4203.142143 = -650897.329641 nChanged 5 SP:Iteration 93Q (5287.450000 sec): 3 clusters Score: Raw -655102.754856 + Penalty 4203.142143 = -650899.612714 nChanged 7 SP:Iteration 94Q (5287.700000 sec): 3 clusters Score: Raw -655105.597370 + Penalty 4203.142143 = -650902.455228 nChanged 4 SP:Iteration 95Q (5287.940000 sec): 3 clusters Score: Raw -655107.730134 + Penalty 4203.142143 = -650904.587991 nChanged 4 SP:Iteration 96Q (5288.160000 sec): 3 clusters Score: Raw -655111.136012 + Penalty 4203.142143 = -650907.993870 nChanged 7 SP:Iteration 97Q (5288.340000 sec): 3 clusters Score: Raw -655114.088354 + Penalty 4203.142143 = -650910.946212 nChanged 4 SP:Iteration 98Q (5288.540000 sec): 3 clusters Score: Raw -655115.967985 + Penalty 4203.142143 = -650912.825843 nChanged 2 SP:Iteration 99Q (5288.740000 sec): 3 clusters Score: Raw -655117.239783 + Penalty 4203.142143 = -650914.097641 nChanged 2 SP:Iteration 100F (5288.930000 sec): 3 clusters Score: Raw -655118.123385 + Penalty 4203.142143 = -650914.981242 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5289.020000 sec): 2 clusters Score: Raw -60960.913465 + Penalty 1533.157057 = -59427.756408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5289.210000 sec): 3 clusters Score: Raw -61102.246872 + Penalty 3066.314114 = -58035.932758 nChanged 113 SP:Iteration 1F (5289.380000 sec): 3 clusters Score: Raw -61362.803790 + Penalty 3066.314114 = -58296.489676 nChanged 32 SP:Iteration 2F (5289.540000 sec): 3 clusters Score: Raw -61495.759392 + Penalty 3066.314114 = -58429.445278 nChanged 24 SP:Iteration 3Q (5289.700000 sec): 3 clusters Score: Raw -61558.440984 + Penalty 3066.314114 = -58492.126870 nChanged 16 SP:Iteration 4Q (5289.920000 sec): 3 clusters Score: Raw -61618.472388 + Penalty 3066.314114 = -58552.158274 nChanged 15 SP:Iteration 5Q (5290.080000 sec): 3 clusters Score: Raw -61723.670565 + Penalty 3066.314114 = -58657.356451 nChanged 20 SP:Iteration 6Q (5290.270000 sec): 3 clusters Score: Raw -61789.458985 + Penalty 3066.314114 = -58723.144871 nChanged 14 SP:Iteration 7Q (5290.480000 sec): 3 clusters Score: Raw -61854.529409 + Penalty 3066.314114 = -58788.215295 nChanged 9 SP:Iteration 8Q (5290.650000 sec): 3 clusters Score: Raw -61909.913425 + Penalty 3066.314114 = -58843.599311 nChanged 10 SP:Iteration 9Q (5290.820000 sec): 3 clusters Score: Raw -61962.052230 + Penalty 3066.314114 = -58895.738116 nChanged 6 SP:Iteration 10Q (5291.050000 sec): 3 clusters Score: Raw -61991.938844 + Penalty 3066.314114 = -58925.624731 nChanged 6 SP:Iteration 11Q (5291.230000 sec): 3 clusters Score: Raw -62026.816084 + Penalty 3066.314114 = -58960.501971 nChanged 3 SP:Iteration 12Q (5291.380000 sec): 3 clusters Score: Raw -62063.478726 + Penalty 3066.314114 = -58997.164612 nChanged 2 SP:Iteration 13Q (5291.580000 sec): 3 clusters Score: Raw -62098.654274 + Penalty 3066.314114 = -59032.340160 nChanged 7 SP:Iteration 14Q (5291.780000 sec): 3 clusters Score: Raw -62119.186398 + Penalty 3066.314114 = -59052.872285 nChanged 1 SP:Iteration 15Q (5291.920000 sec): 3 clusters Score: Raw -62127.474405 + Penalty 3066.314114 = -59061.160291 nChanged 1 SP:Iteration 16Q (5292.140000 sec): 3 clusters Score: Raw -62130.080314 + Penalty 3066.314114 = -59063.766201 nChanged 0 SP:Iteration 17F (5292.290000 sec): 3 clusters Score: Raw -62153.395840 + Penalty 3066.314114 = -59087.081726 nChanged 2 SP:Iteration 18Q (5292.540000 sec): 3 clusters Score: Raw -62338.446069 + Penalty 3066.314114 = -59272.131955 nChanged 5 SP:Iteration 19Q (5292.700000 sec): 3 clusters Score: Raw -62376.059676 + Penalty 3066.314114 = -59309.745562 nChanged 5 SP:Iteration 20F (5292.900000 sec): 3 clusters Score: Raw -62405.178576 + Penalty 3066.314114 = -59338.864462 nChanged 1 SP:Iteration 21Q (5293.040000 sec): 3 clusters Score: Raw -62410.007936 + Penalty 3066.314114 = -59343.693823 nChanged 0 SP:Iteration 22F (5293.200000 sec): 3 clusters Score: Raw -62410.007936 + Penalty 3066.314114 = -59343.693823 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5293.340000 sec): 2 clusters Score: Raw -172068.156357 + Penalty 1780.846137 = -170287.310220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5293.550000 sec): 3 clusters Score: Raw -171678.760358 + Penalty 3561.692275 = -168117.068084 nChanged 374 SP:Iteration 1F (5293.720000 sec): 3 clusters Score: Raw -172006.144952 + Penalty 3561.692275 = -168444.452677 nChanged 82 SP:Iteration 2F (5293.950000 sec): 3 clusters Score: Raw -172092.108707 + Penalty 3561.692275 = -168530.416432 nChanged 47 SP:Iteration 3Q (5294.100000 sec): 3 clusters Score: Raw -172142.061010 + Penalty 3561.692275 = -168580.368735 nChanged 32 SP:Iteration 4Q (5294.310000 sec): 3 clusters Score: Raw -172179.417795 + Penalty 3561.692275 = -168617.725521 nChanged 20 SP:Iteration 5Q (5294.510000 sec): 3 clusters Score: Raw -172206.630275 + Penalty 3561.692275 = -168644.938000 nChanged 29 SP:Iteration 6Q (5294.700000 sec): 3 clusters Score: Raw -172236.163431 + Penalty 3561.692275 = -168674.471157 nChanged 21 SP:Iteration 7Q (5294.860000 sec): 3 clusters Score: Raw -172257.105417 + Penalty 3561.692275 = -168695.413142 nChanged 21 SP:Iteration 8Q (5295.030000 sec): 3 clusters Score: Raw -172275.669600 + Penalty 3561.692275 = -168713.977325 nChanged 8 SP:Iteration 9Q (5295.220000 sec): 3 clusters Score: Raw -172287.257574 + Penalty 3561.692275 = -168725.565299 nChanged 10 SP:Iteration 10Q (5295.410000 sec): 3 clusters Score: Raw -172303.929316 + Penalty 3561.692275 = -168742.237041 nChanged 16 SP:Iteration 11Q (5295.560000 sec): 3 clusters Score: Raw -172319.442100 + Penalty 3561.692275 = -168757.749826 nChanged 12 SP:Iteration 12Q (5295.710000 sec): 3 clusters Score: Raw -172332.316384 + Penalty 3561.692275 = -168770.624109 nChanged 9 SP:Iteration 13Q (5295.910000 sec): 3 clusters Score: Raw -172342.611123 + Penalty 3561.692275 = -168780.918848 nChanged 8 SP:Iteration 14Q (5296.140000 sec): 3 clusters Score: Raw -172352.995444 + Penalty 3561.692275 = -168791.303170 nChanged 7 SP:Iteration 15Q (5296.310000 sec): 3 clusters Score: Raw -172362.743076 + Penalty 3561.692275 = -168801.050802 nChanged 12 SP:Iteration 16Q (5296.440000 sec): 3 clusters Score: Raw -172379.693501 + Penalty 3561.692275 = -168818.001226 nChanged 9 SP:Iteration 17Q (5296.620000 sec): 3 clusters Score: Raw -172389.993315 + Penalty 3561.692275 = -168828.301040 nChanged 6 SP:Iteration 18Q (5296.870000 sec): 3 clusters Score: Raw -172397.373653 + Penalty 3561.692275 = -168835.681379 nChanged 5 SP:Iteration 19Q (5297.030000 sec): 3 clusters Score: Raw -172400.311813 + Penalty 3561.692275 = -168838.619539 nChanged 4 SP:Iteration 20F (5297.190000 sec): 3 clusters Score: Raw -172405.259630 + Penalty 3561.692275 = -168843.567355 nChanged 4 SP:Iteration 21Q (5297.360000 sec): 3 clusters Score: Raw -172409.500452 + Penalty 3561.692275 = -168847.808178 nChanged 5 SP:Iteration 22Q (5297.590000 sec): 3 clusters Score: Raw -172415.106977 + Penalty 3561.692275 = -168853.414703 nChanged 4 SP:Iteration 23Q (5297.770000 sec): 3 clusters Score: Raw -172418.447836 + Penalty 3561.692275 = -168856.755562 nChanged 2 SP:Iteration 24Q (5297.940000 sec): 3 clusters Score: Raw -172419.228201 + Penalty 3561.692275 = -168857.535926 nChanged 0 SP:Iteration 25F (5298.160000 sec): 3 clusters Score: Raw -172419.228201 + Penalty 3561.692275 = -168857.535926 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 13 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5298.220000 sec): 2 clusters Score: Raw -64435.359301 + Penalty 1564.859733 = -62870.499568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5298.440000 sec): 3 clusters Score: Raw -64411.048131 + Penalty 3129.719466 = -61281.328665 nChanged 105 SP:Iteration 1F (5298.630000 sec): 3 clusters Score: Raw -64629.358226 + Penalty 3129.719466 = -61499.638760 nChanged 34 SP:Iteration 2F (5298.870000 sec): 3 clusters Score: Raw -64734.449353 + Penalty 3129.719466 = -61604.729887 nChanged 25 SP:Iteration 3Q (5299.010000 sec): 3 clusters Score: Raw -64823.084571 + Penalty 3129.719466 = -61693.365105 nChanged 20 SP:Iteration 4Q (5299.150000 sec): 3 clusters Score: Raw -64885.227368 + Penalty 3129.719466 = -61755.507902 nChanged 16 SP:Iteration 5Q (5299.340000 sec): 3 clusters Score: Raw -64945.788859 + Penalty 3129.719466 = -61816.069393 nChanged 15 SP:Iteration 6Q (5299.470000 sec): 3 clusters Score: Raw -65003.827986 + Penalty 3129.719466 = -61874.108520 nChanged 10 SP:Iteration 7Q (5299.640000 sec): 3 clusters Score: Raw -65040.318900 + Penalty 3129.719466 = -61910.599434 nChanged 8 SP:Iteration 8Q (5299.850000 sec): 3 clusters Score: Raw -65072.166425 + Penalty 3129.719466 = -61942.446959 nChanged 11 SP:Iteration 9Q (5300.040000 sec): 3 clusters Score: Raw -65106.660380 + Penalty 3129.719466 = -61976.940914 nChanged 6 SP:Iteration 10Q (5300.230000 sec): 3 clusters Score: Raw -65124.033099 + Penalty 3129.719466 = -61994.313633 nChanged 5 SP:Iteration 11Q (5300.420000 sec): 3 clusters Score: Raw -65138.749501 + Penalty 3129.719466 = -62009.030035 nChanged 1 SP:Iteration 12Q (5300.590000 sec): 3 clusters Score: Raw -65139.970558 + Penalty 3129.719466 = -62010.251092 nChanged 0 SP:Iteration 13F (5300.790000 sec): 3 clusters Score: Raw -65139.970558 + Penalty 3129.719466 = -62010.251092 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5300.890000 sec): 2 clusters Score: Raw -43788.626197 + Penalty 1456.982821 = -42331.643376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5301.100000 sec): 3 clusters Score: Raw -44027.046601 + Penalty 2913.965643 = -41113.080958 nChanged 54 SP:Iteration 1F (5301.280000 sec): 3 clusters Score: Raw -44158.751268 + Penalty 2913.965643 = -41244.785625 nChanged 11 SP:Iteration 2Q (5301.500000 sec): 3 clusters Score: Raw -44191.799039 + Penalty 2913.965643 = -41277.833397 nChanged 9 SP:Iteration 3Q (5301.670000 sec): 3 clusters Score: Raw -44231.478939 + Penalty 2913.965643 = -41317.513297 nChanged 6 SP:Iteration 4Q (5301.840000 sec): 3 clusters Score: Raw -44260.522654 + Penalty 2913.965643 = -41346.557011 nChanged 5 SP:Iteration 5Q (5302.020000 sec): 3 clusters Score: Raw -44276.675638 + Penalty 2913.965643 = -41362.709995 nChanged 1 SP:Iteration 6Q (5302.210000 sec): 3 clusters Score: Raw -44278.140481 + Penalty 2913.965643 = -41364.174839 nChanged 1 SP:Iteration 7Q (5302.360000 sec): 3 clusters Score: Raw -44280.460603 + Penalty 2913.965643 = -41366.494960 nChanged 1 SP:Iteration 8Q (5302.570000 sec): 3 clusters Score: Raw -44282.498343 + Penalty 2913.965643 = -41368.532700 nChanged 0 SP:Iteration 9F (5302.730000 sec): 3 clusters Score: Raw -44282.498343 + Penalty 2913.965643 = -41368.532700 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (98599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5303.350000 sec): 2 clusters Score: Raw -13569055.086295 + Penalty 2851.706467 = -13566203.379828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5304.140000 sec): 3 clusters Score: Raw -13506081.650188 + Penalty 5703.412934 = -13500378.237254 nChanged 46584 SP:Iteration 1F (5304.940000 sec): 3 clusters Score: Raw -13532489.419540 + Penalty 5703.412934 = -13526786.006606 nChanged 3558 SP:Iteration 2Q (5305.770000 sec): 3 clusters Score: Raw -13533593.131865 + Penalty 5703.412934 = -13527889.718932 nChanged 3935 SP:Iteration 3Q (5306.490000 sec): 3 clusters Score: Raw -13535171.387820 + Penalty 5703.412934 = -13529467.974886 nChanged 4637 SP:Iteration 4Q (5307.320000 sec): 3 clusters Score: Raw -13537454.217877 + Penalty 5703.412934 = -13531750.804943 nChanged 5335 SP:Iteration 5F (5308.000000 sec): 3 clusters Score: Raw -13540608.179415 + Penalty 5703.412934 = -13534904.766481 nChanged 6019 SP:Iteration 6F (5308.780000 sec): 3 clusters Score: Raw -13544666.999415 + Penalty 5703.412934 = -13538963.586481 nChanged 6241 SP:Iteration 7F (5309.540000 sec): 3 clusters Score: Raw -13549185.385880 + Penalty 5703.412934 = -13543481.972946 nChanged 6170 SP:Iteration 8F (5310.300000 sec): 3 clusters Score: Raw -13553778.052717 + Penalty 5703.412934 = -13548074.639784 nChanged 5672 SP:Iteration 9F (5310.990000 sec): 3 clusters Score: Raw -13558010.978913 + Penalty 5703.412934 = -13552307.565979 nChanged 4809 SP:Iteration 10Q (5311.680000 sec): 3 clusters Score: Raw -13561528.113448 + Penalty 5703.412934 = -13555824.700514 nChanged 3783 SP:Iteration 11Q (5312.380000 sec): 3 clusters Score: Raw -13564186.935641 + Penalty 5703.412934 = -13558483.522707 nChanged 2796 SP:Iteration 12Q (5313.060000 sec): 3 clusters Score: Raw -13566099.199856 + Penalty 5703.412934 = -13560395.786922 nChanged 1947 SP:Iteration 13Q (5313.770000 sec): 3 clusters Score: Raw -13567402.858872 + Penalty 5703.412934 = -13561699.445939 nChanged 1244 SP:Iteration 14Q (5314.500000 sec): 3 clusters Score: Raw -13568216.162013 + Penalty 5703.412934 = -13562512.749079 nChanged 766 SP:Iteration 15Q (5315.170000 sec): 3 clusters Score: Raw -13568748.452087 + Penalty 5703.412934 = -13563045.039153 nChanged 485 SP:Iteration 16Q (5315.810000 sec): 3 clusters Score: Raw -13569091.967869 + Penalty 5703.412934 = -13563388.554935 nChanged 293 SP:Iteration 17Q (5316.460000 sec): 3 clusters Score: Raw -13569294.794010 + Penalty 5703.412934 = -13563591.381076 nChanged 211 SP:Iteration 18Q (5317.230000 sec): 3 clusters Score: Raw -13569439.301097 + Penalty 5703.412934 = -13563735.888163 nChanged 123 SP:Iteration 19Q (5318.010000 sec): 3 clusters Score: Raw -13569504.181870 + Penalty 5703.412934 = -13563800.768937 nChanged 71 SP:Iteration 20F (5318.790000 sec): 3 clusters Score: Raw -13569544.940563 + Penalty 5703.412934 = -13563841.527629 nChanged 59 SP:Iteration 21Q (5319.480000 sec): 3 clusters Score: Raw -13569576.252835 + Penalty 5703.412934 = -13563872.839902 nChanged 42 SP:Iteration 22Q (5320.080000 sec): 3 clusters Score: Raw -13569599.304387 + Penalty 5703.412934 = -13563895.891454 nChanged 36 SP:Iteration 23Q (5320.730000 sec): 3 clusters Score: Raw -13569619.802674 + Penalty 5703.412934 = -13563916.389740 nChanged 28 SP:Iteration 24Q (5321.400000 sec): 3 clusters Score: Raw -13569634.371451 + Penalty 5703.412934 = -13563930.958518 nChanged 20 SP:Iteration 25Q (5322.130000 sec): 3 clusters Score: Raw -13569643.134168 + Penalty 5703.412934 = -13563939.721235 nChanged 13 SP:Iteration 26Q (5322.850000 sec): 3 clusters Score: Raw -13569648.469154 + Penalty 5703.412934 = -13563945.056220 nChanged 16 SP:Iteration 27Q (5323.480000 sec): 3 clusters Score: Raw -13569657.051079 + Penalty 5703.412934 = -13563953.638145 nChanged 21 SP:Iteration 28Q (5324.110000 sec): 3 clusters Score: Raw -13569668.854059 + Penalty 5703.412934 = -13563965.441125 nChanged 19 SP:Iteration 29Q (5324.760000 sec): 3 clusters Score: Raw -13569679.346342 + Penalty 5703.412934 = -13563975.933408 nChanged 14 SP:Iteration 30Q (5325.320000 sec): 3 clusters Score: Raw -13569685.503390 + Penalty 5703.412934 = -13563982.090457 nChanged 12 SP:Iteration 31Q (5325.950000 sec): 3 clusters Score: Raw -13569692.599219 + Penalty 5703.412934 = -13563989.186285 nChanged 16 SP:Iteration 32Q (5326.570000 sec): 3 clusters Score: Raw -13569699.985866 + Penalty 5703.412934 = -13563996.572932 nChanged 12 SP:Iteration 33Q (5327.200000 sec): 3 clusters Score: Raw -13569707.759054 + Penalty 5703.412934 = -13564004.346121 nChanged 12 SP:Iteration 34Q (5327.840000 sec): 3 clusters Score: Raw -13569714.037169 + Penalty 5703.412934 = -13564010.624235 nChanged 9 SP:Iteration 35Q (5328.540000 sec): 3 clusters Score: Raw -13569718.168669 + Penalty 5703.412934 = -13564014.755736 nChanged 7 SP:Iteration 36Q (5329.150000 sec): 3 clusters Score: Raw -13569721.847079 + Penalty 5703.412934 = -13564018.434145 nChanged 6 SP:Iteration 37Q (5329.720000 sec): 3 clusters Score: Raw -13569724.355958 + Penalty 5703.412934 = -13564020.943024 nChanged 5 SP:Iteration 38Q (5330.300000 sec): 3 clusters Score: Raw -13569726.384063 + Penalty 5703.412934 = -13564022.971129 nChanged 1 SP:Iteration 39Q (5330.870000 sec): 3 clusters Score: Raw -13569727.248613 + Penalty 5703.412934 = -13564023.835680 nChanged 1 SP:Iteration 40F (5331.570000 sec): 3 clusters Score: Raw -13569728.190949 + Penalty 5703.412934 = -13564024.778016 nChanged 1 SP:Iteration 41Q (5332.190000 sec): 3 clusters Score: Raw -13569728.366155 + Penalty 5703.412934 = -13564024.953221 nChanged 0 SP:Iteration 42F (5332.890000 sec): 3 clusters Score: Raw -13569728.366155 + Penalty 5703.412934 = -13564024.953221 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (38440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5333.160000 sec): 2 clusters Score: Raw -5136015.047065 + Penalty 2618.099758 = -5133396.947307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5333.570000 sec): 3 clusters Score: Raw -5112592.812233 + Penalty 5236.199516 = -5107356.612717 nChanged 17490 SP:Iteration 1F (5334.000000 sec): 3 clusters Score: Raw -5122352.607615 + Penalty 5236.199516 = -5117116.408099 nChanged 1825 SP:Iteration 2Q (5334.410000 sec): 3 clusters Score: Raw -5123016.461075 + Penalty 5236.199516 = -5117780.261559 nChanged 1773 SP:Iteration 3Q (5334.840000 sec): 3 clusters Score: Raw -5123723.388751 + Penalty 5236.199516 = -5118487.189234 nChanged 1845 SP:Iteration 4Q (5335.270000 sec): 3 clusters Score: Raw -5124612.577121 + Penalty 5236.199516 = -5119376.377605 nChanged 2061 SP:Iteration 5F (5335.710000 sec): 3 clusters Score: Raw -5125862.900805 + Penalty 5236.199516 = -5120626.701289 nChanged 2445 SP:Iteration 6F (5336.100000 sec): 3 clusters Score: Raw -5127618.052783 + Penalty 5236.199516 = -5122381.853267 nChanged 2632 SP:Iteration 7F (5336.490000 sec): 3 clusters Score: Raw -5129734.738855 + Penalty 5236.199516 = -5124498.539339 nChanged 2454 SP:Iteration 8F (5336.820000 sec): 3 clusters Score: Raw -5131914.677471 + Penalty 5236.199516 = -5126678.477955 nChanged 1984 SP:Iteration 9F (5337.220000 sec): 3 clusters Score: Raw -5133731.234844 + Penalty 5236.199516 = -5128495.035328 nChanged 1292 SP:Iteration 10Q (5337.580000 sec): 3 clusters Score: Raw -5134863.282223 + Penalty 5236.199516 = -5129627.082707 nChanged 821 SP:Iteration 11Q (5338.010000 sec): 3 clusters Score: Raw -5135511.754545 + Penalty 5236.199516 = -5130275.555028 nChanged 495 SP:Iteration 12Q (5338.420000 sec): 3 clusters Score: Raw -5135880.017821 + Penalty 5236.199516 = -5130643.818304 nChanged 305 SP:Iteration 13Q (5338.810000 sec): 3 clusters Score: Raw -5136089.534238 + Penalty 5236.199516 = -5130853.334722 nChanged 227 SP:Iteration 14Q (5339.180000 sec): 3 clusters Score: Raw -5136249.753710 + Penalty 5236.199516 = -5131013.554194 nChanged 146 SP:Iteration 15Q (5339.580000 sec): 3 clusters Score: Raw -5136336.176842 + Penalty 5236.199516 = -5131099.977326 nChanged 93 SP:Iteration 16Q (5339.990000 sec): 3 clusters Score: Raw -5136389.143060 + Penalty 5236.199516 = -5131152.943544 nChanged 75 SP:Iteration 17Q (5340.460000 sec): 3 clusters Score: Raw -5136432.040477 + Penalty 5236.199516 = -5131195.840961 nChanged 50 SP:Iteration 18Q (5340.820000 sec): 3 clusters Score: Raw -5136463.777537 + Penalty 5236.199516 = -5131227.578021 nChanged 34 SP:Iteration 19Q (5341.190000 sec): 3 clusters Score: Raw -5136480.754920 + Penalty 5236.199516 = -5131244.555404 nChanged 22 SP:Iteration 20F (5341.550000 sec): 3 clusters Score: Raw -5136491.194870 + Penalty 5236.199516 = -5131254.995354 nChanged 21 SP:Iteration 21Q (5341.920000 sec): 3 clusters Score: Raw -5136502.211943 + Penalty 5236.199516 = -5131266.012427 nChanged 20 SP:Iteration 22Q (5342.290000 sec): 3 clusters Score: Raw -5136512.110085 + Penalty 5236.199516 = -5131275.910569 nChanged 14 SP:Iteration 23Q (5342.650000 sec): 3 clusters Score: Raw -5136518.704311 + Penalty 5236.199516 = -5131282.504795 nChanged 12 SP:Iteration 24Q (5343.040000 sec): 3 clusters Score: Raw -5136524.488164 + Penalty 5236.199516 = -5131288.288647 nChanged 11 SP:Iteration 25Q (5343.390000 sec): 3 clusters Score: Raw -5136529.891770 + Penalty 5236.199516 = -5131293.692254 nChanged 6 SP:Iteration 26Q (5343.750000 sec): 3 clusters Score: Raw -5136533.209678 + Penalty 5236.199516 = -5131297.010162 nChanged 6 SP:Iteration 27Q (5344.180000 sec): 3 clusters Score: Raw -5136537.456726 + Penalty 5236.199516 = -5131301.257210 nChanged 6 SP:Iteration 28Q (5344.590000 sec): 3 clusters Score: Raw -5136539.953476 + Penalty 5236.199516 = -5131303.753960 nChanged 4 SP:Iteration 29Q (5344.890000 sec): 3 clusters Score: Raw -5136543.470346 + Penalty 5236.199516 = -5131307.270830 nChanged 8 SP:Iteration 30Q (5345.260000 sec): 3 clusters Score: Raw -5136547.945019 + Penalty 5236.199516 = -5131311.745503 nChanged 7 SP:Iteration 31Q (5345.640000 sec): 3 clusters Score: Raw -5136553.119936 + Penalty 5236.199516 = -5131316.920420 nChanged 6 SP:Iteration 32Q (5345.990000 sec): 3 clusters Score: Raw -5136556.879815 + Penalty 5236.199516 = -5131320.680299 nChanged 7 SP:Iteration 33Q (5346.390000 sec): 3 clusters Score: Raw -5136560.284636 + Penalty 5236.199516 = -5131324.085120 nChanged 9 SP:Iteration 34Q (5346.740000 sec): 3 clusters Score: Raw -5136564.848616 + Penalty 5236.199516 = -5131328.649100 nChanged 7 SP:Iteration 35Q (5347.100000 sec): 3 clusters Score: Raw -5136569.246855 + Penalty 5236.199516 = -5131333.047339 nChanged 6 SP:Iteration 36Q (5347.490000 sec): 3 clusters Score: Raw -5136571.973871 + Penalty 5236.199516 = -5131335.774355 nChanged 4 SP:Iteration 37Q (5347.800000 sec): 3 clusters Score: Raw -5136574.272988 + Penalty 5236.199516 = -5131338.073472 nChanged 1 SP:Iteration 38Q (5348.200000 sec): 3 clusters Score: Raw -5136574.489839 + Penalty 5236.199516 = -5131338.290323 nChanged 2 SP:Iteration 39Q (5348.550000 sec): 3 clusters Score: Raw -5136575.030497 + Penalty 5236.199516 = -5131338.830981 nChanged 0 SP:Iteration 40F (5348.960000 sec): 3 clusters Score: Raw -5136575.030497 + Penalty 5236.199516 = -5131338.830981 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5349.040000 sec): 2 clusters Score: Raw -24869.340566 + Penalty 1337.619631 = -23531.720934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5349.300000 sec): 3 clusters Score: Raw -25206.773264 + Penalty 2675.239263 = -22531.534002 nChanged 29 SP:Iteration 1F (5349.530000 sec): 3 clusters Score: Raw -25366.088076 + Penalty 2675.239263 = -22690.848813 nChanged 14 SP:Iteration 2F (5349.710000 sec): 3 clusters Score: Raw -25439.548867 + Penalty 2675.239263 = -22764.309604 nChanged 3 SP:Iteration 3Q (5349.900000 sec): 3 clusters Score: Raw -25443.193775 + Penalty 2675.239263 = -22767.954512 nChanged 1 SP:Iteration 4Q (5350.080000 sec): 3 clusters Score: Raw -25444.610022 + Penalty 2675.239263 = -22769.370759 nChanged 0 SP:Iteration 5F (5350.240000 sec): 3 clusters Score: Raw -25444.610022 + Penalty 2675.239263 = -22769.370759 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5350.360000 sec): 2 clusters Score: Raw -15137.944344 + Penalty 1181.019136 = -13956.925209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5350.580000 sec): 3 clusters Score: Raw -15447.248191 + Penalty 2362.038272 = -13085.209919 nChanged 2 SP:Iteration 1Q (5350.700000 sec): 3 clusters Score: Raw -15471.053238 + Penalty 2362.038272 = -13109.014966 nChanged 0 SP:Iteration 2F (5350.940000 sec): 3 clusters Score: Raw -15471.053238 + Penalty 2362.038272 = -13109.014966 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5350.990000 sec): 2 clusters Score: Raw -84845.375381 + Penalty 1601.667894 = -83243.707486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5351.150000 sec): 3 clusters Score: Raw -84848.122289 + Penalty 3203.335789 = -81644.786501 nChanged 136 SP:Iteration 1F (5351.340000 sec): 3 clusters Score: Raw -85124.862284 + Penalty 3203.335789 = -81921.526495 nChanged 45 SP:Iteration 2F (5351.500000 sec): 3 clusters Score: Raw -85236.283607 + Penalty 3203.335789 = -82032.947818 nChanged 31 SP:Iteration 3Q (5351.700000 sec): 3 clusters Score: Raw -85298.422456 + Penalty 3203.335789 = -82095.086668 nChanged 20 SP:Iteration 4Q (5351.900000 sec): 3 clusters Score: Raw -85373.263214 + Penalty 3203.335789 = -82169.927425 nChanged 17 SP:Iteration 5Q (5352.080000 sec): 3 clusters Score: Raw -85412.356058 + Penalty 3203.335789 = -82209.020270 nChanged 15 SP:Iteration 6Q (5352.260000 sec): 3 clusters Score: Raw -85463.550098 + Penalty 3203.335789 = -82260.214310 nChanged 13 SP:Iteration 7Q (5352.500000 sec): 3 clusters Score: Raw -85512.118884 + Penalty 3203.335789 = -82308.783096 nChanged 10 SP:Iteration 8Q (5352.630000 sec): 3 clusters Score: Raw -85538.927078 + Penalty 3203.335789 = -82335.591290 nChanged 12 SP:Iteration 9Q (5352.840000 sec): 3 clusters Score: Raw -85574.849818 + Penalty 3203.335789 = -82371.514030 nChanged 15 SP:Iteration 10Q (5352.970000 sec): 3 clusters Score: Raw -85624.112049 + Penalty 3203.335789 = -82420.776260 nChanged 13 SP:Iteration 11Q (5353.150000 sec): 3 clusters Score: Raw -85739.577659 + Penalty 3203.335789 = -82536.241871 nChanged 12 SP:Iteration 12Q (5353.350000 sec): 3 clusters Score: Raw -85906.974862 + Penalty 3203.335789 = -82703.639074 nChanged 13 SP:Iteration 13Q (5353.490000 sec): 3 clusters Score: Raw -85941.235963 + Penalty 3203.335789 = -82737.900175 nChanged 9 SP:Iteration 14Q (5353.680000 sec): 3 clusters Score: Raw -85964.499546 + Penalty 3203.335789 = -82761.163757 nChanged 6 SP:Iteration 15Q (5353.890000 sec): 3 clusters Score: Raw -85985.426549 + Penalty 3203.335789 = -82782.090760 nChanged 7 SP:Iteration 16Q (5354.080000 sec): 3 clusters Score: Raw -86006.841078 + Penalty 3203.335789 = -82803.505290 nChanged 4 SP:Iteration 17Q (5354.260000 sec): 3 clusters Score: Raw -86019.230215 + Penalty 3203.335789 = -82815.894427 nChanged 7 SP:Iteration 18Q (5354.430000 sec): 3 clusters Score: Raw -86042.793538 + Penalty 3203.335789 = -82839.457750 nChanged 3 SP:Iteration 19Q (5354.590000 sec): 3 clusters Score: Raw -86056.362782 + Penalty 3203.335789 = -82853.026993 nChanged 0 SP:Iteration 20F (5354.780000 sec): 3 clusters Score: Raw -86056.362782 + Penalty 3203.335789 = -82853.026993 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5354.880000 sec): 2 clusters Score: Raw -23415.703325 + Penalty 1283.685134 = -22132.018191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5355.090000 sec): 3 clusters Score: Raw -23622.887498 + Penalty 2567.370267 = -21055.517231 nChanged 8 SP:Iteration 1Q (5355.270000 sec): 3 clusters Score: Raw -23655.522088 + Penalty 2567.370267 = -21088.151821 nChanged 2 SP:Iteration 2Q (5355.400000 sec): 3 clusters Score: Raw -23663.541601 + Penalty 2567.370267 = -21096.171334 nChanged 1 SP:Iteration 3Q (5355.580000 sec): 3 clusters Score: Raw -23668.644182 + Penalty 2567.370267 = -21101.273914 nChanged 0 SP:Iteration 4F (5355.740000 sec): 3 clusters Score: Raw -23668.644182 + Penalty 2567.370267 = -21101.273914 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 21 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5355.840000 sec): 2 clusters Score: Raw -26182.663130 + Penalty 1348.643669 = -24834.019461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5356.010000 sec): 3 clusters Score: Raw -26411.799287 + Penalty 2697.287337 = -23714.511950 nChanged 26 SP:Iteration 1F (5356.230000 sec): 3 clusters Score: Raw -26527.043603 + Penalty 2697.287337 = -23829.756266 nChanged 14 SP:Iteration 2F (5356.430000 sec): 3 clusters Score: Raw -26607.190251 + Penalty 2697.287337 = -23909.902913 nChanged 4 SP:Iteration 3Q (5356.700000 sec): 3 clusters Score: Raw -26629.532891 + Penalty 2697.287337 = -23932.245554 nChanged 1 SP:Iteration 4Q (5356.860000 sec): 3 clusters Score: Raw -26632.478991 + Penalty 2697.287337 = -23935.191653 nChanged 1 SP:Iteration 5Q (5357.060000 sec): 3 clusters Score: Raw -26638.528799 + Penalty 2697.287337 = -23941.241461 nChanged 0 SP:Iteration 6F (5357.230000 sec): 3 clusters Score: Raw -26638.528799 + Penalty 2697.287337 = -23941.241461 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 22 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5357.310000 sec): 2 clusters Score: Raw -17427.575323 + Penalty 1220.155270 = -16207.420054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5357.490000 sec): 3 clusters Score: Raw -17685.339559 + Penalty 2440.310539 = -15245.029020 nChanged 4 SP:Iteration 1Q (5357.700000 sec): 3 clusters Score: Raw -17708.298991 + Penalty 2440.310539 = -15267.988452 nChanged 0 SP:Iteration 2F (5357.880000 sec): 3 clusters Score: Raw -17708.298991 + Penalty 2440.310539 = -15267.988452 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 23 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5358.010000 sec): 2 clusters Score: Raw -40045.489139 + Penalty 1432.088783 = -38613.400356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5358.210000 sec): 3 clusters Score: Raw -40162.097014 + Penalty 2864.177567 = -37297.919447 nChanged 33 SP:Iteration 1F (5358.450000 sec): 3 clusters Score: Raw -40255.077507 + Penalty 2864.177567 = -37390.899941 nChanged 15 SP:Iteration 2Q (5358.680000 sec): 3 clusters Score: Raw -40309.367453 + Penalty 2864.177567 = -37445.189887 nChanged 1 SP:Iteration 3Q (5358.870000 sec): 3 clusters Score: Raw -40313.630856 + Penalty 2864.177567 = -37449.453289 nChanged 0 SP:Iteration 4F (5359.090000 sec): 3 clusters Score: Raw -40313.630856 + Penalty 2864.177567 = -37449.453289 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 24 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5359.180000 sec): 2 clusters Score: Raw -50774.407337 + Penalty 1509.520132 = -49264.887205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5359.370000 sec): 3 clusters Score: Raw -50886.102992 + Penalty 3019.040265 = -47867.062727 nChanged 67 SP:Iteration 1F (5359.540000 sec): 3 clusters Score: Raw -51069.709997 + Penalty 3019.040265 = -48050.669733 nChanged 22 SP:Iteration 2Q (5359.730000 sec): 3 clusters Score: Raw -51137.914593 + Penalty 3019.040265 = -48118.874328 nChanged 8 SP:Iteration 3Q (5359.970000 sec): 3 clusters Score: Raw -51163.917373 + Penalty 3019.040265 = -48144.877108 nChanged 5 SP:Iteration 4Q (5360.140000 sec): 3 clusters Score: Raw -51177.688005 + Penalty 3019.040265 = -48158.647741 nChanged 4 SP:Iteration 5Q (5360.400000 sec): 3 clusters Score: Raw -51185.758602 + Penalty 3019.040265 = -48166.718337 nChanged 2 SP:Iteration 6Q (5360.630000 sec): 3 clusters Score: Raw -51191.351948 + Penalty 3019.040265 = -48172.311684 nChanged 2 SP:Iteration 7Q (5360.810000 sec): 3 clusters Score: Raw -51195.975741 + Penalty 3019.040265 = -48176.935477 nChanged 1 SP:Iteration 8Q (5361.010000 sec): 3 clusters Score: Raw -51198.364404 + Penalty 3019.040265 = -48179.324139 nChanged 1 SP:Iteration 9Q (5361.230000 sec): 3 clusters Score: Raw -51203.107334 + Penalty 3019.040265 = -48184.067069 nChanged 0 SP:Iteration 10F (5361.450000 sec): 3 clusters Score: Raw -51203.107334 + Penalty 3019.040265 = -48184.067069 nChanged 0 Iteration 259Q (5373.210000 sec): 24 clusters Score: Raw -59214996.311700 + Penalty 74156.531453 = -59140839.780247 nChanged 111 Iteration 260F (5394.770000 sec): 24 clusters Score: Raw -59214999.366782 + Penalty 74156.531453 = -59140842.835330 nChanged 111 Iteration 261Q (5407.330000 sec): 24 clusters Score: Raw -59215004.585710 + Penalty 74156.531453 = -59140848.054257 nChanged 120 Iteration 262Q (5419.400000 sec): 24 clusters Score: Raw -59215007.704673 + Penalty 74156.531453 = -59140851.173220 nChanged 100 Iteration 263Q (5431.570000 sec): 24 clusters Score: Raw -59215010.752002 + Penalty 74156.531453 = -59140854.220549 nChanged 102 Iteration 264Q (5445.180000 sec): 24 clusters Score: Raw -59215013.768467 + Penalty 74156.531453 = -59140857.237014 nChanged 121 Iteration 265Q (5458.540000 sec): 24 clusters Score: Raw -59215017.150010 + Penalty 74156.531453 = -59140860.618557 nChanged 121 Iteration 266Q (5470.690000 sec): 24 clusters Score: Raw -59215019.237731 + Penalty 74156.531453 = -59140862.706278 nChanged 111 Iteration 267Q (5483.740000 sec): 24 clusters Score: Raw -59215021.196796 + Penalty 74156.531453 = -59140864.665343 nChanged 94 Iteration 268Q (5496.420000 sec): 24 clusters Score: Raw -59215023.074332 + Penalty 74156.531453 = -59140866.542880 nChanged 88 Iteration 269Q (5509.390000 sec): 24 clusters Score: Raw -59215024.742802 + Penalty 74156.531453 = -59140868.211349 nChanged 93 Iteration 270Q (5521.240000 sec): 24 clusters Score: Raw -59215026.519767 + Penalty 74156.531453 = -59140869.988315 nChanged 104 Iteration 271Q (5534.350000 sec): 24 clusters Score: Raw -59215028.426512 + Penalty 74156.531453 = -59140871.895059 nChanged 102 Iteration 272Q (5547.560000 sec): 24 clusters Score: Raw -59215030.164396 + Penalty 74156.531453 = -59140873.632943 nChanged 97 Iteration 273Q (5561.330000 sec): 24 clusters Score: Raw -59215032.001295 + Penalty 74156.531453 = -59140875.469842 nChanged 91 Iteration 274Q (5574.060000 sec): 24 clusters Score: Raw -59215033.145084 + Penalty 74156.531453 = -59140876.613631 nChanged 74 Iteration 275Q (5586.140000 sec): 24 clusters Score: Raw -59215034.331905 + Penalty 74156.531453 = -59140877.800452 nChanged 71 Iteration 276Q (5598.870000 sec): 24 clusters Score: Raw -59215035.320396 + Penalty 74156.531453 = -59140878.788943 nChanged 68 Iteration 277Q (5611.890000 sec): 24 clusters Score: Raw -59215036.376641 + Penalty 74156.531453 = -59140879.845188 nChanged 72 Iteration 278Q (5625.790000 sec): 24 clusters Score: Raw -59215037.443482 + Penalty 74156.531453 = -59140880.912029 nChanged 81 Iteration 279Q (5638.730000 sec): 24 clusters Score: Raw -59215038.398065 + Penalty 74156.531453 = -59140881.866612 nChanged 74 Iteration 280F (5660.290000 sec): 24 clusters Score: Raw -59215039.073688 + Penalty 74156.531453 = -59140882.542235 nChanged 66 Iteration 281Q (5673.690000 sec): 24 clusters Score: Raw -59215039.821042 + Penalty 74156.531453 = -59140883.289589 nChanged 71 Iteration 282Q (5686.070000 sec): 24 clusters Score: Raw -59215040.484094 + Penalty 74156.531453 = -59140883.952641 nChanged 66 Iteration 283Q (5699.780000 sec): 24 clusters Score: Raw -59215041.162530 + Penalty 74156.531453 = -59140884.631077 nChanged 49 Iteration 284Q (5713.020000 sec): 24 clusters Score: Raw -59215041.944275 + Penalty 74156.531453 = -59140885.412822 nChanged 41 Iteration 285Q (5726.340000 sec): 24 clusters Score: Raw -59215042.937547 + Penalty 74156.531453 = -59140886.406094 nChanged 50 Iteration 286Q (5739.230000 sec): 24 clusters Score: Raw -59215044.102221 + Penalty 74156.531453 = -59140887.570768 nChanged 44 Iteration 287Q (5753.550000 sec): 24 clusters Score: Raw -59215044.445635 + Penalty 74156.531453 = -59140887.914182 nChanged 41 Iteration 288Q (5766.510000 sec): 24 clusters Score: Raw -59215044.807481 + Penalty 74156.531453 = -59140888.276028 nChanged 35 Iteration 289Q (5779.190000 sec): 24 clusters Score: Raw -59215045.137240 + Penalty 74156.531453 = -59140888.605787 nChanged 31 Iteration 290Q (5794.720000 sec): 24 clusters Score: Raw -59215045.404105 + Penalty 74156.531453 = -59140888.872652 nChanged 27 Iteration 291Q (5815.400000 sec): 24 clusters Score: Raw -59215045.610175 + Penalty 74156.531453 = -59140889.078722 nChanged 29 Iteration 292Q (5829.260000 sec): 24 clusters Score: Raw -59215045.882846 + Penalty 74156.531453 = -59140889.351393 nChanged 24 Iteration 293Q (5844.190000 sec): 24 clusters Score: Raw -59215046.097369 + Penalty 74156.531453 = -59140889.565916 nChanged 18 Iteration 294Q (5857.110000 sec): 24 clusters Score: Raw -59215046.259933 + Penalty 74156.531453 = -59140889.728480 nChanged 21 Iteration 295Q (5871.470000 sec): 24 clusters Score: Raw -59215046.435158 + Penalty 74156.531453 = -59140889.903706 nChanged 19 Iteration 296Q (5885.390000 sec): 24 clusters Score: Raw -59215046.558108 + Penalty 74156.531453 = -59140890.026655 nChanged 14 Iteration 297Q (5896.870000 sec): 24 clusters Score: Raw -59215046.657754 + Penalty 74156.531453 = -59140890.126301 nChanged 13 Iteration 298Q (5910.510000 sec): 24 clusters Score: Raw -59215046.730374 + Penalty 74156.531453 = -59140890.198921 nChanged 9 Writing temp clu file Because OldScore, -59140890.126301, is greater than current (better) Score,-59140890.198921 Compute initial score before splitting: Score: Raw -59215046.730374 + Penalty 74156.531453 = -59140890.198921 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5910.770000 sec): 2 clusters Score: Raw -155852.314073 + Penalty 1746.486971 = -154105.827102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5910.950000 sec): 3 clusters Score: Raw -155540.773934 + Penalty 3492.973941 = -152047.799993 nChanged 298 SP:Iteration 1F (5911.130000 sec): 3 clusters Score: Raw -155849.344306 + Penalty 3492.973941 = -152356.370364 nChanged 75 SP:Iteration 2F (5911.320000 sec): 3 clusters Score: Raw -155962.866139 + Penalty 3492.973941 = -152469.892197 nChanged 54 SP:Iteration 3Q (5911.470000 sec): 3 clusters Score: Raw -156035.113821 + Penalty 3492.973941 = -152542.139880 nChanged 26 SP:Iteration 4Q (5911.630000 sec): 3 clusters Score: Raw -156072.772861 + Penalty 3492.973941 = -152579.798920 nChanged 19 SP:Iteration 5Q (5911.800000 sec): 3 clusters Score: Raw -156093.029285 + Penalty 3492.973941 = -152600.055344 nChanged 14 SP:Iteration 6Q (5911.970000 sec): 3 clusters Score: Raw -156110.074623 + Penalty 3492.973941 = -152617.100682 nChanged 11 SP:Iteration 7Q (5912.150000 sec): 3 clusters Score: Raw -156122.698783 + Penalty 3492.973941 = -152629.724842 nChanged 6 SP:Iteration 8Q (5912.340000 sec): 3 clusters Score: Raw -156129.930068 + Penalty 3492.973941 = -152636.956126 nChanged 8 SP:Iteration 9Q (5912.480000 sec): 3 clusters Score: Raw -156137.522615 + Penalty 3492.973941 = -152644.548674 nChanged 5 SP:Iteration 10Q (5912.630000 sec): 3 clusters Score: Raw -156140.828969 + Penalty 3492.973941 = -152647.855027 nChanged 2 SP:Iteration 11Q (5912.810000 sec): 3 clusters Score: Raw -156143.882460 + Penalty 3492.973941 = -152650.908519 nChanged 3 SP:Iteration 12Q (5912.930000 sec): 3 clusters Score: Raw -156147.581108 + Penalty 3492.973941 = -152654.607167 nChanged 2 SP:Iteration 13Q (5913.140000 sec): 3 clusters Score: Raw -156149.848075 + Penalty 3492.973941 = -152656.874134 nChanged 1 SP:Iteration 14Q (5913.330000 sec): 3 clusters Score: Raw -156150.874211 + Penalty 3492.973941 = -152657.900269 nChanged 2 SP:Iteration 15Q (5913.570000 sec): 3 clusters Score: Raw -156153.077089 + Penalty 3492.973941 = -152660.103148 nChanged 1 SP:Iteration 16Q (5913.750000 sec): 3 clusters Score: Raw -156154.801896 + Penalty 3492.973941 = -152661.827954 nChanged 0 SP:Iteration 17F (5913.950000 sec): 3 clusters Score: Raw -156154.801896 + Penalty 3492.973941 = -152661.827954 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5914.070000 sec): 2 clusters Score: Raw -14180.690331 + Penalty 1191.397219 = -12989.293111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5914.280000 sec): 3 clusters Score: Raw -14497.157191 + Penalty 2382.794438 = -12114.362753 nChanged 6 SP:Iteration 1Q (5914.470000 sec): 3 clusters Score: Raw -14532.337993 + Penalty 2382.794438 = -12149.543555 nChanged 1 SP:Iteration 2Q (5914.630000 sec): 3 clusters Score: Raw -14552.229532 + Penalty 2382.794438 = -12169.435094 nChanged 0 SP:Iteration 3F (5914.800000 sec): 3 clusters Score: Raw -14552.229532 + Penalty 2382.794438 = -12169.435094 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (32831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5915.140000 sec): 2 clusters Score: Raw -4496458.721012 + Penalty 2578.983861 = -4493879.737152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5915.540000 sec): 3 clusters Score: Raw -4476708.034630 + Penalty 5157.967721 = -4471550.066909 nChanged 14806 SP:Iteration 1F (5915.950000 sec): 3 clusters Score: Raw -4485046.956372 + Penalty 5157.967721 = -4479888.988651 nChanged 1836 SP:Iteration 2F (5916.350000 sec): 3 clusters Score: Raw -4485891.704587 + Penalty 5157.967721 = -4480733.736866 nChanged 1981 SP:Iteration 3F (5916.730000 sec): 3 clusters Score: Raw -4487061.151085 + Penalty 5157.967721 = -4481903.183364 nChanged 2264 SP:Iteration 4F (5917.150000 sec): 3 clusters Score: Raw -4488616.760750 + Penalty 5157.967721 = -4483458.793029 nChanged 2422 SP:Iteration 5F (5917.520000 sec): 3 clusters Score: Raw -4490588.170322 + Penalty 5157.967721 = -4485430.202601 nChanged 2306 SP:Iteration 6F (5917.890000 sec): 3 clusters Score: Raw -4492663.819084 + Penalty 5157.967721 = -4487505.851363 nChanged 1766 SP:Iteration 7F (5918.270000 sec): 3 clusters Score: Raw -4494358.578025 + Penalty 5157.967721 = -4489200.610304 nChanged 1127 SP:Iteration 8Q (5918.660000 sec): 3 clusters Score: Raw -4495395.680548 + Penalty 5157.967721 = -4490237.712827 nChanged 685 SP:Iteration 9Q (5919.030000 sec): 3 clusters Score: Raw -4496020.720387 + Penalty 5157.967721 = -4490862.752666 nChanged 373 SP:Iteration 10Q (5919.390000 sec): 3 clusters Score: Raw -4496345.351793 + Penalty 5157.967721 = -4491187.384072 nChanged 247 SP:Iteration 11Q (5919.760000 sec): 3 clusters Score: Raw -4496519.147122 + Penalty 5157.967721 = -4491361.179401 nChanged 164 SP:Iteration 12Q (5920.090000 sec): 3 clusters Score: Raw -4496637.722495 + Penalty 5157.967721 = -4491479.754774 nChanged 139 SP:Iteration 13Q (5920.410000 sec): 3 clusters Score: Raw -4496727.846895 + Penalty 5157.967721 = -4491569.879174 nChanged 97 SP:Iteration 14Q (5920.720000 sec): 3 clusters Score: Raw -4496785.680125 + Penalty 5157.967721 = -4491627.712404 nChanged 58 SP:Iteration 15Q (5921.060000 sec): 3 clusters Score: Raw -4496816.930515 + Penalty 5157.967721 = -4491658.962794 nChanged 46 SP:Iteration 16Q (5921.400000 sec): 3 clusters Score: Raw -4496842.329394 + Penalty 5157.967721 = -4491684.361673 nChanged 44 SP:Iteration 17Q (5921.750000 sec): 3 clusters Score: Raw -4496864.423516 + Penalty 5157.967721 = -4491706.455795 nChanged 30 SP:Iteration 18Q (5922.070000 sec): 3 clusters Score: Raw -4496877.451411 + Penalty 5157.967721 = -4491719.483690 nChanged 26 SP:Iteration 19Q (5922.390000 sec): 3 clusters Score: Raw -4496888.596975 + Penalty 5157.967721 = -4491730.629254 nChanged 21 SP:Iteration 20F (5922.790000 sec): 3 clusters Score: Raw -4496897.840202 + Penalty 5157.967721 = -4491739.872481 nChanged 18 SP:Iteration 21Q (5923.100000 sec): 3 clusters Score: Raw -4496904.404956 + Penalty 5157.967721 = -4491746.437235 nChanged 14 SP:Iteration 22Q (5923.460000 sec): 3 clusters Score: Raw -4496910.302992 + Penalty 5157.967721 = -4491752.335271 nChanged 11 SP:Iteration 23Q (5923.810000 sec): 3 clusters Score: Raw -4496915.147207 + Penalty 5157.967721 = -4491757.179486 nChanged 12 SP:Iteration 24Q (5924.170000 sec): 3 clusters Score: Raw -4496918.650195 + Penalty 5157.967721 = -4491760.682474 nChanged 6 SP:Iteration 25Q (5924.530000 sec): 3 clusters Score: Raw -4496922.241044 + Penalty 5157.967721 = -4491764.273323 nChanged 7 SP:Iteration 26Q (5924.880000 sec): 3 clusters Score: Raw -4496924.447904 + Penalty 5157.967721 = -4491766.480183 nChanged 4 SP:Iteration 27Q (5925.210000 sec): 3 clusters Score: Raw -4496926.166294 + Penalty 5157.967721 = -4491768.198573 nChanged 6 SP:Iteration 28Q (5925.560000 sec): 3 clusters Score: Raw -4496929.496458 + Penalty 5157.967721 = -4491771.528737 nChanged 7 SP:Iteration 29Q (5925.860000 sec): 3 clusters Score: Raw -4496931.726847 + Penalty 5157.967721 = -4491773.759125 nChanged 6 SP:Iteration 30Q (5926.230000 sec): 3 clusters Score: Raw -4496934.577890 + Penalty 5157.967721 = -4491776.610169 nChanged 6 SP:Iteration 31Q (5926.680000 sec): 3 clusters Score: Raw -4496937.758709 + Penalty 5157.967721 = -4491779.790988 nChanged 4 SP:Iteration 32Q (5927.090000 sec): 3 clusters Score: Raw -4496939.394240 + Penalty 5157.967721 = -4491781.426519 nChanged 5 SP:Iteration 33Q (5927.450000 sec): 3 clusters Score: Raw -4496941.779254 + Penalty 5157.967721 = -4491783.811533 nChanged 5 SP:Iteration 34Q (5927.850000 sec): 3 clusters Score: Raw -4496942.830540 + Penalty 5157.967721 = -4491784.862819 nChanged 3 SP:Iteration 35Q (5928.190000 sec): 3 clusters Score: Raw -4496943.363720 + Penalty 5157.967721 = -4491785.395999 nChanged 1 SP:Iteration 36Q (5928.620000 sec): 3 clusters Score: Raw -4496944.090440 + Penalty 5157.967721 = -4491786.122719 nChanged 4 SP:Iteration 37Q (5929.060000 sec): 3 clusters Score: Raw -4496946.186905 + Penalty 5157.967721 = -4491788.219184 nChanged 3 SP:Iteration 38Q (5929.440000 sec): 3 clusters Score: Raw -4496947.027591 + Penalty 5157.967721 = -4491789.059870 nChanged 1 SP:Iteration 39Q (5929.790000 sec): 3 clusters Score: Raw -4496947.211006 + Penalty 5157.967721 = -4491789.243285 nChanged 0 SP:Iteration 40F (5930.180000 sec): 3 clusters Score: Raw -4496947.211006 + Penalty 5157.967721 = -4491789.243285 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5930.310000 sec): 2 clusters Score: Raw -34023.162076 + Penalty 1396.540522 = -32626.621554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5930.500000 sec): 3 clusters Score: Raw -34262.021298 + Penalty 2793.081044 = -31468.940254 nChanged 29 SP:Iteration 1F (5930.700000 sec): 3 clusters Score: Raw -34394.963556 + Penalty 2793.081044 = -31601.882512 nChanged 15 SP:Iteration 2F (5930.870000 sec): 3 clusters Score: Raw -34452.677671 + Penalty 2793.081044 = -31659.596627 nChanged 6 SP:Iteration 3Q (5931.080000 sec): 3 clusters Score: Raw -34468.768303 + Penalty 2793.081044 = -31675.687259 nChanged 0 SP:Iteration 4F (5931.340000 sec): 3 clusters Score: Raw -34468.768303 + Penalty 2793.081044 = -31675.687259 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5931.440000 sec): 2 clusters Score: Raw -33989.007008 + Penalty 1380.001061 = -32609.005947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5931.580000 sec): 3 clusters Score: Raw -34156.572702 + Penalty 2760.002122 = -31396.570580 nChanged 19 SP:Iteration 1F (5931.800000 sec): 3 clusters Score: Raw -34220.733432 + Penalty 2760.002122 = -31460.731310 nChanged 3 SP:Iteration 2Q (5931.960000 sec): 3 clusters Score: Raw -34231.779349 + Penalty 2760.002122 = -31471.777227 nChanged 0 SP:Iteration 3F (5932.160000 sec): 3 clusters Score: Raw -34231.779349 + Penalty 2760.002122 = -31471.777227 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5932.280000 sec): 2 clusters Score: Raw -23238.755426 + Penalty 1338.744350 = -21900.011076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5932.460000 sec): 3 clusters Score: Raw -23504.677158 + Penalty 2677.488700 = -20827.188458 nChanged 29 SP:Iteration 1F (5932.670000 sec): 3 clusters Score: Raw -23663.016350 + Penalty 2677.488700 = -20985.527650 nChanged 9 SP:Iteration 2Q (5932.870000 sec): 3 clusters Score: Raw -23740.601207 + Penalty 2677.488700 = -21063.112508 nChanged 5 SP:Iteration 3Q (5933.100000 sec): 3 clusters Score: Raw -23788.532179 + Penalty 2677.488700 = -21111.043479 nChanged 2 SP:Iteration 4Q (5933.330000 sec): 3 clusters Score: Raw -23814.423998 + Penalty 2677.488700 = -21136.935298 nChanged 3 SP:Iteration 5Q (5933.590000 sec): 3 clusters Score: Raw -23860.454054 + Penalty 2677.488700 = -21182.965354 nChanged 3 SP:Iteration 6Q (5933.820000 sec): 3 clusters Score: Raw -23891.696271 + Penalty 2677.488700 = -21214.207571 nChanged 2 SP:Iteration 7Q (5934.060000 sec): 3 clusters Score: Raw -23903.600406 + Penalty 2677.488700 = -21226.111706 nChanged 1 SP:Iteration 8Q (5934.220000 sec): 3 clusters Score: Raw -23909.016013 + Penalty 2677.488700 = -21231.527313 nChanged 1 SP:Iteration 9Q (5934.450000 sec): 3 clusters Score: Raw -23916.580419 + Penalty 2677.488700 = -21239.091719 nChanged 2 SP:Iteration 10Q (5934.680000 sec): 3 clusters Score: Raw -23923.039474 + Penalty 2677.488700 = -21245.550774 nChanged 0 SP:Iteration 11F (5934.900000 sec): 3 clusters Score: Raw -23923.039474 + Penalty 2677.488700 = -21245.550774 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (3881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5935.050000 sec): 2 clusters Score: Raw -510006.722363 + Penalty 2049.434337 = -507957.288027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5935.210000 sec): 3 clusters Score: Raw -508227.101473 + Penalty 4098.868673 = -504128.232800 nChanged 1396 SP:Iteration 1F (5935.430000 sec): 3 clusters Score: Raw -508995.921722 + Penalty 4098.868673 = -504897.053049 nChanged 293 SP:Iteration 2F (5935.610000 sec): 3 clusters Score: Raw -509170.479993 + Penalty 4098.868673 = -505071.611320 nChanged 173 SP:Iteration 3Q (5935.880000 sec): 3 clusters Score: Raw -509283.122920 + Penalty 4098.868673 = -505184.254246 nChanged 153 SP:Iteration 4Q (5936.110000 sec): 3 clusters Score: Raw -509368.960883 + Penalty 4098.868673 = -505270.092210 nChanged 114 SP:Iteration 5Q (5936.320000 sec): 3 clusters Score: Raw -509436.742323 + Penalty 4098.868673 = -505337.873650 nChanged 116 SP:Iteration 6Q (5936.540000 sec): 3 clusters Score: Raw -509501.838673 + Penalty 4098.868673 = -505402.969999 nChanged 101 SP:Iteration 7Q (5936.740000 sec): 3 clusters Score: Raw -509559.055294 + Penalty 4098.868673 = -505460.186620 nChanged 90 SP:Iteration 8Q (5936.970000 sec): 3 clusters Score: Raw -509611.336670 + Penalty 4098.868673 = -505512.467996 nChanged 84 SP:Iteration 9Q (5937.200000 sec): 3 clusters Score: Raw -509682.706948 + Penalty 4098.868673 = -505583.838275 nChanged 100 SP:Iteration 10Q (5937.400000 sec): 3 clusters Score: Raw -509759.158561 + Penalty 4098.868673 = -505660.289888 nChanged 106 SP:Iteration 11Q (5937.580000 sec): 3 clusters Score: Raw -509836.566477 + Penalty 4098.868673 = -505737.697803 nChanged 98 SP:Iteration 12Q (5937.820000 sec): 3 clusters Score: Raw -509897.897137 + Penalty 4098.868673 = -505799.028464 nChanged 93 SP:Iteration 13Q (5938.060000 sec): 3 clusters Score: Raw -509973.455724 + Penalty 4098.868673 = -505874.587051 nChanged 120 SP:Iteration 14Q (5938.260000 sec): 3 clusters Score: Raw -510066.166391 + Penalty 4098.868673 = -505967.297718 nChanged 122 SP:Iteration 15Q (5938.590000 sec): 3 clusters Score: Raw -510152.548160 + Penalty 4098.868673 = -506053.679487 nChanged 88 SP:Iteration 16Q (5938.760000 sec): 3 clusters Score: Raw -510222.749250 + Penalty 4098.868673 = -506123.880576 nChanged 91 SP:Iteration 17Q (5938.950000 sec): 3 clusters Score: Raw -510284.725079 + Penalty 4098.868673 = -506185.856406 nChanged 68 SP:Iteration 18Q (5939.150000 sec): 3 clusters Score: Raw -510324.941628 + Penalty 4098.868673 = -506226.072955 nChanged 63 SP:Iteration 19Q (5939.370000 sec): 3 clusters Score: Raw -510369.147739 + Penalty 4098.868673 = -506270.279066 nChanged 47 SP:Iteration 20F (5939.610000 sec): 3 clusters Score: Raw -510401.666969 + Penalty 4098.868673 = -506302.798296 nChanged 45 SP:Iteration 21Q (5939.790000 sec): 3 clusters Score: Raw -510435.255224 + Penalty 4098.868673 = -506336.386551 nChanged 45 SP:Iteration 22Q (5939.990000 sec): 3 clusters Score: Raw -510466.829120 + Penalty 4098.868673 = -506367.960446 nChanged 36 SP:Iteration 23Q (5940.200000 sec): 3 clusters Score: Raw -510492.806255 + Penalty 4098.868673 = -506393.937582 nChanged 22 SP:Iteration 24Q (5940.370000 sec): 3 clusters Score: Raw -510508.187190 + Penalty 4098.868673 = -506409.318517 nChanged 17 SP:Iteration 25Q (5940.570000 sec): 3 clusters Score: Raw -510518.347785 + Penalty 4098.868673 = -506419.479112 nChanged 11 SP:Iteration 26Q (5940.780000 sec): 3 clusters Score: Raw -510523.629872 + Penalty 4098.868673 = -506424.761199 nChanged 8 SP:Iteration 27Q (5940.970000 sec): 3 clusters Score: Raw -510527.506634 + Penalty 4098.868673 = -506428.637961 nChanged 8 SP:Iteration 28Q (5941.170000 sec): 3 clusters Score: Raw -510530.521494 + Penalty 4098.868673 = -506431.652821 nChanged 4 SP:Iteration 29Q (5941.420000 sec): 3 clusters Score: Raw -510532.069703 + Penalty 4098.868673 = -506433.201030 nChanged 3 SP:Iteration 30Q (5941.620000 sec): 3 clusters Score: Raw -510534.095176 + Penalty 4098.868673 = -506435.226503 nChanged 5 SP:Iteration 31Q (5941.890000 sec): 3 clusters Score: Raw -510537.173452 + Penalty 4098.868673 = -506438.304779 nChanged 6 SP:Iteration 32Q (5942.050000 sec): 3 clusters Score: Raw -510540.263821 + Penalty 4098.868673 = -506441.395148 nChanged 3 SP:Iteration 33Q (5942.210000 sec): 3 clusters Score: Raw -510542.118763 + Penalty 4098.868673 = -506443.250090 nChanged 6 SP:Iteration 34Q (5942.390000 sec): 3 clusters Score: Raw -510544.939212 + Penalty 4098.868673 = -506446.070538 nChanged 5 SP:Iteration 35Q (5942.580000 sec): 3 clusters Score: Raw -510547.648153 + Penalty 4098.868673 = -506448.779480 nChanged 3 SP:Iteration 36Q (5942.720000 sec): 3 clusters Score: Raw -510549.691720 + Penalty 4098.868673 = -506450.823047 nChanged 2 SP:Iteration 37Q (5942.890000 sec): 3 clusters Score: Raw -510550.827932 + Penalty 4098.868673 = -506451.959258 nChanged 6 SP:Iteration 38Q (5943.110000 sec): 3 clusters Score: Raw -510553.899804 + Penalty 4098.868673 = -506455.031131 nChanged 2 SP:Iteration 39Q (5943.300000 sec): 3 clusters Score: Raw -510555.317046 + Penalty 4098.868673 = -506456.448373 nChanged 4 SP:Iteration 40F (5943.500000 sec): 3 clusters Score: Raw -510556.677896 + Penalty 4098.868673 = -506457.809223 nChanged 1 SP:Iteration 41Q (5943.700000 sec): 3 clusters Score: Raw -510557.102776 + Penalty 4098.868673 = -506458.234103 nChanged 1 SP:Iteration 42Q (5943.950000 sec): 3 clusters Score: Raw -510557.420122 + Penalty 4098.868673 = -506458.551448 nChanged 0 SP:Iteration 43F (5944.180000 sec): 3 clusters Score: Raw -510557.420122 + Penalty 4098.868673 = -506458.551448 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (253288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5945.490000 sec): 2 clusters Score: Raw -34267005.086381 + Penalty 3085.686050 = -34263919.400331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5946.950000 sec): 3 clusters Score: Raw -34099854.398665 + Penalty 6171.372100 = -34093683.026565 nChanged 122315 SP:Iteration 1F (5948.670000 sec): 3 clusters Score: Raw -34172000.447208 + Penalty 6171.372100 = -34165829.075108 nChanged 5733 SP:Iteration 2Q (5950.330000 sec): 3 clusters Score: Raw -34172942.614445 + Penalty 6171.372100 = -34166771.242345 nChanged 6173 SP:Iteration 3Q (5952.160000 sec): 3 clusters Score: Raw -34174009.923423 + Penalty 6171.372100 = -34167838.551323 nChanged 6431 SP:Iteration 4Q (5954.000000 sec): 3 clusters Score: Raw -34175240.564834 + Penalty 6171.372100 = -34169069.192734 nChanged 6935 SP:Iteration 5Q (5955.700000 sec): 3 clusters Score: Raw -34176785.645019 + Penalty 6171.372100 = -34170614.272919 nChanged 7955 SP:Iteration 6Q (5957.250000 sec): 3 clusters Score: Raw -34178860.950770 + Penalty 6171.372100 = -34172689.578670 nChanged 9202 SP:Iteration 7Q (5958.940000 sec): 3 clusters Score: Raw -34181775.587985 + Penalty 6171.372100 = -34175604.215885 nChanged 10860 SP:Iteration 8Q (5960.670000 sec): 3 clusters Score: Raw -34185950.143042 + Penalty 6171.372100 = -34179778.770942 nChanged 12631 SP:Iteration 9Q (5962.340000 sec): 3 clusters Score: Raw -34192196.588686 + Penalty 6171.372100 = -34186025.216586 nChanged 15183 SP:Iteration 10F (5963.920000 sec): 3 clusters Score: Raw -34201768.109613 + Penalty 6171.372100 = -34195596.737512 nChanged 17353 SP:Iteration 11F (5965.520000 sec): 3 clusters Score: Raw -34215093.142533 + Penalty 6171.372100 = -34208921.770433 nChanged 18005 SP:Iteration 12F (5967.080000 sec): 3 clusters Score: Raw -34230635.170367 + Penalty 6171.372100 = -34224463.798266 nChanged 15809 SP:Iteration 13F (5968.700000 sec): 3 clusters Score: Raw -34244909.036499 + Penalty 6171.372100 = -34238737.664399 nChanged 11541 SP:Iteration 14Q (5970.340000 sec): 3 clusters Score: Raw -34255436.301589 + Penalty 6171.372100 = -34249264.929488 nChanged 7373 SP:Iteration 15Q (5971.760000 sec): 3 clusters Score: Raw -34262074.855054 + Penalty 6171.372100 = -34255903.482954 nChanged 3777 SP:Iteration 16Q (5973.180000 sec): 3 clusters Score: Raw -34265273.878311 + Penalty 6171.372100 = -34259102.506210 nChanged 1596 SP:Iteration 17Q (5974.590000 sec): 3 clusters Score: Raw -34266552.359918 + Penalty 6171.372100 = -34260380.987818 nChanged 602 SP:Iteration 18Q (5975.910000 sec): 3 clusters Score: Raw -34267008.866906 + Penalty 6171.372100 = -34260837.494805 nChanged 206 SP:Iteration 19Q (5977.170000 sec): 3 clusters Score: Raw -34267163.480569 + Penalty 6171.372100 = -34260992.108469 nChanged 108 SP:Iteration 20F (5978.610000 sec): 3 clusters Score: Raw -34267250.805168 + Penalty 6171.372100 = -34261079.433068 nChanged 62 SP:Iteration 21Q (5979.860000 sec): 3 clusters Score: Raw -34267305.117284 + Penalty 6171.372100 = -34261133.745184 nChanged 49 SP:Iteration 22Q (5981.210000 sec): 3 clusters Score: Raw -34267342.669982 + Penalty 6171.372100 = -34261171.297882 nChanged 23 SP:Iteration 23Q (5982.540000 sec): 3 clusters Score: Raw -34267359.007232 + Penalty 6171.372100 = -34261187.635132 nChanged 11 SP:Iteration 24Q (5983.780000 sec): 3 clusters Score: Raw -34267368.998121 + Penalty 6171.372100 = -34261197.626021 nChanged 12 SP:Iteration 25Q (5984.880000 sec): 3 clusters Score: Raw -34267379.109703 + Penalty 6171.372100 = -34261207.737602 nChanged 7 SP:Iteration 26Q (5986.170000 sec): 3 clusters Score: Raw -34267388.191934 + Penalty 6171.372100 = -34261216.819833 nChanged 11 SP:Iteration 27Q (5987.500000 sec): 3 clusters Score: Raw -34267397.841618 + Penalty 6171.372100 = -34261226.469518 nChanged 10 SP:Iteration 28Q (5988.810000 sec): 3 clusters Score: Raw -34267408.888928 + Penalty 6171.372100 = -34261237.516828 nChanged 14 SP:Iteration 29Q (5990.110000 sec): 3 clusters Score: Raw -34267419.832843 + Penalty 6171.372100 = -34261248.460742 nChanged 9 SP:Iteration 30Q (5991.370000 sec): 3 clusters Score: Raw -34267427.384948 + Penalty 6171.372100 = -34261256.012848 nChanged 4 SP:Iteration 31Q (5992.680000 sec): 3 clusters Score: Raw -34267430.684652 + Penalty 6171.372100 = -34261259.312552 nChanged 7 SP:Iteration 32Q (5993.990000 sec): 3 clusters Score: Raw -34267438.631741 + Penalty 6171.372100 = -34261267.259641 nChanged 5 SP:Iteration 33Q (5995.430000 sec): 3 clusters Score: Raw -34267443.714751 + Penalty 6171.372100 = -34261272.342651 nChanged 5 SP:Iteration 34Q (5996.790000 sec): 3 clusters Score: Raw -34267447.495049 + Penalty 6171.372100 = -34261276.122949 nChanged 6 SP:Iteration 35Q (5997.980000 sec): 3 clusters Score: Raw -34267451.800738 + Penalty 6171.372100 = -34261280.428638 nChanged 2 SP:Iteration 36Q (5999.190000 sec): 3 clusters Score: Raw -34267452.524893 + Penalty 6171.372100 = -34261281.152792 nChanged 1 SP:Iteration 37Q (6000.450000 sec): 3 clusters Score: Raw -34267453.316125 + Penalty 6171.372100 = -34261281.944025 nChanged 2 SP:Iteration 38Q (6001.700000 sec): 3 clusters Score: Raw -34267454.973476 + Penalty 6171.372100 = -34261283.601376 nChanged 2 SP:Iteration 39Q (6002.930000 sec): 3 clusters Score: Raw -34267456.958774 + Penalty 6171.372100 = -34261285.586673 nChanged 4 SP:Iteration 40F (6004.490000 sec): 3 clusters Score: Raw -34267459.438832 + Penalty 6171.372100 = -34261288.066732 nChanged 1 SP:Iteration 41Q (6006.020000 sec): 3 clusters Score: Raw -34267460.373004 + Penalty 6171.372100 = -34261289.000904 nChanged 1 SP:Iteration 42Q (6007.400000 sec): 3 clusters Score: Raw -34267461.255423 + Penalty 6171.372100 = -34261289.883323 nChanged 1 SP:Iteration 43Q (6008.610000 sec): 3 clusters Score: Raw -34267461.528998 + Penalty 6171.372100 = -34261290.156897 nChanged 1 SP:Iteration 44Q (6009.840000 sec): 3 clusters Score: Raw -34267463.872605 + Penalty 6171.372100 = -34261292.500505 nChanged 2 SP:Iteration 45Q (6011.130000 sec): 3 clusters Score: Raw -34267466.663642 + Penalty 6171.372100 = -34261295.291542 nChanged 2 SP:Iteration 46Q (6012.350000 sec): 3 clusters Score: Raw -34267469.024072 + Penalty 6171.372100 = -34261297.651972 nChanged 4 SP:Iteration 47Q (6013.590000 sec): 3 clusters Score: Raw -34267472.620023 + Penalty 6171.372100 = -34261301.247923 nChanged 1 SP:Iteration 48Q (6014.760000 sec): 3 clusters Score: Raw -34267474.162452 + Penalty 6171.372100 = -34261302.790352 nChanged 1 SP:Iteration 49Q (6016.000000 sec): 3 clusters Score: Raw -34267475.320097 + Penalty 6171.372100 = -34261303.947997 nChanged 2 SP:Iteration 50Q (6017.230000 sec): 3 clusters Score: Raw -34267478.044419 + Penalty 6171.372100 = -34261306.672319 nChanged 1 SP:Iteration 51Q (6018.470000 sec): 3 clusters Score: Raw -34267479.881665 + Penalty 6171.372100 = -34261308.509565 nChanged 4 SP:Iteration 52Q (6019.790000 sec): 3 clusters Score: Raw -34267483.748983 + Penalty 6171.372100 = -34261312.376883 nChanged 1 SP:Iteration 53Q (6021.110000 sec): 3 clusters Score: Raw -34267484.197640 + Penalty 6171.372100 = -34261312.825540 nChanged 1 SP:Iteration 54Q (6022.490000 sec): 3 clusters Score: Raw -34267484.977342 + Penalty 6171.372100 = -34261313.605242 nChanged 1 SP:Iteration 55Q (6023.770000 sec): 3 clusters Score: Raw -34267485.397318 + Penalty 6171.372100 = -34261314.025217 nChanged 0 SP:Iteration 56F (6025.310000 sec): 3 clusters Score: Raw -34267485.397318 + Penalty 6171.372100 = -34261314.025217 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (4808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6025.560000 sec): 2 clusters Score: Raw -657579.256166 + Penalty 2102.553046 = -655476.703120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6025.760000 sec): 3 clusters Score: Raw -655338.189894 + Penalty 4205.106092 = -651133.083802 nChanged 1782 SP:Iteration 1F (6026.040000 sec): 3 clusters Score: Raw -656335.068733 + Penalty 4205.106092 = -652129.962640 nChanged 340 SP:Iteration 2F (6026.260000 sec): 3 clusters Score: Raw -656536.117058 + Penalty 4205.106092 = -652331.010965 nChanged 231 SP:Iteration 3Q (6026.500000 sec): 3 clusters Score: Raw -656654.538952 + Penalty 4205.106092 = -652449.432860 nChanged 164 SP:Iteration 4Q (6026.750000 sec): 3 clusters Score: Raw -656732.123101 + Penalty 4205.106092 = -652527.017009 nChanged 133 SP:Iteration 5Q (6027.000000 sec): 3 clusters Score: Raw -656796.293196 + Penalty 4205.106092 = -652591.187104 nChanged 125 SP:Iteration 6Q (6027.190000 sec): 3 clusters Score: Raw -656861.694906 + Penalty 4205.106092 = -652656.588814 nChanged 124 SP:Iteration 7Q (6027.430000 sec): 3 clusters Score: Raw -656930.465954 + Penalty 4205.106092 = -652725.359861 nChanged 114 SP:Iteration 8Q (6027.660000 sec): 3 clusters Score: Raw -656990.846323 + Penalty 4205.106092 = -652785.740230 nChanged 108 SP:Iteration 9Q (6027.890000 sec): 3 clusters Score: Raw -657049.425872 + Penalty 4205.106092 = -652844.319780 nChanged 102 SP:Iteration 10Q (6028.090000 sec): 3 clusters Score: Raw -657112.953689 + Penalty 4205.106092 = -652907.847597 nChanged 134 SP:Iteration 11Q (6028.330000 sec): 3 clusters Score: Raw -657197.013081 + Penalty 4205.106092 = -652991.906988 nChanged 127 SP:Iteration 12Q (6028.550000 sec): 3 clusters Score: Raw -657274.371913 + Penalty 4205.106092 = -653069.265821 nChanged 140 SP:Iteration 13Q (6028.720000 sec): 3 clusters Score: Raw -657370.328945 + Penalty 4205.106092 = -653165.222853 nChanged 126 SP:Iteration 14Q (6028.930000 sec): 3 clusters Score: Raw -657456.182269 + Penalty 4205.106092 = -653251.076177 nChanged 123 SP:Iteration 15Q (6029.110000 sec): 3 clusters Score: Raw -657545.648581 + Penalty 4205.106092 = -653340.542489 nChanged 111 SP:Iteration 16Q (6029.310000 sec): 3 clusters Score: Raw -657629.473572 + Penalty 4205.106092 = -653424.367480 nChanged 92 SP:Iteration 17Q (6029.490000 sec): 3 clusters Score: Raw -657711.449699 + Penalty 4205.106092 = -653506.343607 nChanged 89 SP:Iteration 18Q (6029.680000 sec): 3 clusters Score: Raw -657793.298608 + Penalty 4205.106092 = -653588.192515 nChanged 65 SP:Iteration 19Q (6029.920000 sec): 3 clusters Score: Raw -657849.621832 + Penalty 4205.106092 = -653644.515740 nChanged 49 SP:Iteration 20F (6030.150000 sec): 3 clusters Score: Raw -657895.029683 + Penalty 4205.106092 = -653689.923591 nChanged 38 SP:Iteration 21Q (6030.340000 sec): 3 clusters Score: Raw -657933.096713 + Penalty 4205.106092 = -653727.990621 nChanged 34 SP:Iteration 22Q (6030.570000 sec): 3 clusters Score: Raw -657962.071349 + Penalty 4205.106092 = -653756.965257 nChanged 23 SP:Iteration 23Q (6030.760000 sec): 3 clusters Score: Raw -657978.115808 + Penalty 4205.106092 = -653773.009716 nChanged 16 SP:Iteration 24Q (6030.960000 sec): 3 clusters Score: Raw -657989.510001 + Penalty 4205.106092 = -653784.403908 nChanged 17 SP:Iteration 25Q (6031.210000 sec): 3 clusters Score: Raw -658008.500882 + Penalty 4205.106092 = -653803.394790 nChanged 23 SP:Iteration 26Q (6031.410000 sec): 3 clusters Score: Raw -658031.411534 + Penalty 4205.106092 = -653826.305442 nChanged 19 SP:Iteration 27Q (6031.630000 sec): 3 clusters Score: Raw -658051.602256 + Penalty 4205.106092 = -653846.496164 nChanged 16 SP:Iteration 28Q (6031.860000 sec): 3 clusters Score: Raw -658066.581227 + Penalty 4205.106092 = -653861.475135 nChanged 11 SP:Iteration 29Q (6032.070000 sec): 3 clusters Score: Raw -658076.859023 + Penalty 4205.106092 = -653871.752931 nChanged 8 SP:Iteration 30Q (6032.310000 sec): 3 clusters Score: Raw -658085.740029 + Penalty 4205.106092 = -653880.633936 nChanged 7 SP:Iteration 31Q (6032.560000 sec): 3 clusters Score: Raw -658093.175073 + Penalty 4205.106092 = -653888.068981 nChanged 4 SP:Iteration 32Q (6032.790000 sec): 3 clusters Score: Raw -658097.425895 + Penalty 4205.106092 = -653892.319802 nChanged 5 SP:Iteration 33Q (6032.990000 sec): 3 clusters Score: Raw -658102.752386 + Penalty 4205.106092 = -653897.646294 nChanged 4 SP:Iteration 34Q (6033.260000 sec): 3 clusters Score: Raw -658106.792023 + Penalty 4205.106092 = -653901.685930 nChanged 7 SP:Iteration 35Q (6033.470000 sec): 3 clusters Score: Raw -658113.207315 + Penalty 4205.106092 = -653908.101223 nChanged 8 SP:Iteration 36Q (6033.730000 sec): 3 clusters Score: Raw -658120.457157 + Penalty 4205.106092 = -653915.351065 nChanged 8 SP:Iteration 37Q (6033.880000 sec): 3 clusters Score: Raw -658125.762930 + Penalty 4205.106092 = -653920.656838 nChanged 2 SP:Iteration 38Q (6034.050000 sec): 3 clusters Score: Raw -658126.814477 + Penalty 4205.106092 = -653921.708385 nChanged 2 SP:Iteration 39Q (6034.340000 sec): 3 clusters Score: Raw -658128.542754 + Penalty 4205.106092 = -653923.436661 nChanged 1 SP:Iteration 40F (6034.560000 sec): 3 clusters Score: Raw -658128.939523 + Penalty 4205.106092 = -653923.833431 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6034.650000 sec): 2 clusters Score: Raw -61215.623549 + Penalty 1534.179739 = -59681.443810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6034.830000 sec): 3 clusters Score: Raw -61343.131066 + Penalty 3068.359477 = -58274.771589 nChanged 97 SP:Iteration 1F (6035.070000 sec): 3 clusters Score: Raw -61634.880680 + Penalty 3068.359477 = -58566.521202 nChanged 47 SP:Iteration 2F (6035.250000 sec): 3 clusters Score: Raw -61798.800895 + Penalty 3068.359477 = -58730.441417 nChanged 30 SP:Iteration 3F (6035.420000 sec): 3 clusters Score: Raw -61876.131086 + Penalty 3068.359477 = -58807.771608 nChanged 17 SP:Iteration 4Q (6035.630000 sec): 3 clusters Score: Raw -61916.875617 + Penalty 3068.359477 = -58848.516140 nChanged 7 SP:Iteration 5Q (6035.840000 sec): 3 clusters Score: Raw -61937.051973 + Penalty 3068.359477 = -58868.692496 nChanged 6 SP:Iteration 6Q (6036.020000 sec): 3 clusters Score: Raw -61954.307599 + Penalty 3068.359477 = -58885.948121 nChanged 6 SP:Iteration 7Q (6036.240000 sec): 3 clusters Score: Raw -61973.837296 + Penalty 3068.359477 = -58905.477819 nChanged 3 SP:Iteration 8Q (6036.400000 sec): 3 clusters Score: Raw -61986.656125 + Penalty 3068.359477 = -58918.296647 nChanged 1 SP:Iteration 9Q (6036.580000 sec): 3 clusters Score: Raw -61995.854339 + Penalty 3068.359477 = -58927.494862 nChanged 4 SP:Iteration 10Q (6036.820000 sec): 3 clusters Score: Raw -62033.478515 + Penalty 3068.359477 = -58965.119037 nChanged 9 SP:Iteration 11Q (6037.040000 sec): 3 clusters Score: Raw -62094.877835 + Penalty 3068.359477 = -59026.518358 nChanged 10 SP:Iteration 12Q (6037.270000 sec): 3 clusters Score: Raw -62221.908599 + Penalty 3068.359477 = -59153.549121 nChanged 12 SP:Iteration 13Q (6037.420000 sec): 3 clusters Score: Raw -62303.164614 + Penalty 3068.359477 = -59234.805136 nChanged 15 SP:Iteration 14Q (6037.550000 sec): 3 clusters Score: Raw -62429.629525 + Penalty 3068.359477 = -59361.270047 nChanged 8 SP:Iteration 15Q (6037.730000 sec): 3 clusters Score: Raw -62476.636179 + Penalty 3068.359477 = -59408.276702 nChanged 8 SP:Iteration 16Q (6037.910000 sec): 3 clusters Score: Raw -62506.576369 + Penalty 3068.359477 = -59438.216892 nChanged 3 SP:Iteration 17Q (6038.120000 sec): 3 clusters Score: Raw -62529.594665 + Penalty 3068.359477 = -59461.235187 nChanged 4 SP:Iteration 18Q (6038.280000 sec): 3 clusters Score: Raw -62543.791643 + Penalty 3068.359477 = -59475.432165 nChanged 0 SP:Iteration 19F (6038.470000 sec): 3 clusters Score: Raw -62561.116429 + Penalty 3068.359477 = -59492.756952 nChanged 2 SP:Iteration 20F (6038.700000 sec): 3 clusters Score: Raw -62750.542294 + Penalty 3068.359477 = -59682.182816 nChanged 5 SP:Iteration 21Q (6038.910000 sec): 3 clusters Score: Raw -62792.535841 + Penalty 3068.359477 = -59724.176363 nChanged 4 SP:Iteration 22Q (6039.090000 sec): 3 clusters Score: Raw -62810.030945 + Penalty 3068.359477 = -59741.671467 nChanged 1 SP:Iteration 23Q (6039.290000 sec): 3 clusters Score: Raw -62812.594838 + Penalty 3068.359477 = -59744.235361 nChanged 2 SP:Iteration 24Q (6039.460000 sec): 3 clusters Score: Raw -62821.243844 + Penalty 3068.359477 = -59752.884367 nChanged 2 SP:Iteration 25Q (6039.590000 sec): 3 clusters Score: Raw -62835.041521 + Penalty 3068.359477 = -59766.682044 nChanged 1 SP:Iteration 26Q (6039.800000 sec): 3 clusters Score: Raw -62837.578969 + Penalty 3068.359477 = -59769.219492 nChanged 0 SP:Iteration 27F (6040.040000 sec): 3 clusters Score: Raw -62837.578969 + Penalty 3068.359477 = -59769.219492 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6040.130000 sec): 2 clusters Score: Raw -173579.541608 + Penalty 1783.100698 = -171796.440910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6040.340000 sec): 3 clusters Score: Raw -173195.641269 + Penalty 3566.201397 = -169629.439872 nChanged 362 SP:Iteration 1F (6040.600000 sec): 3 clusters Score: Raw -173480.045379 + Penalty 3566.201397 = -169913.843982 nChanged 77 SP:Iteration 2F (6040.740000 sec): 3 clusters Score: Raw -173573.156117 + Penalty 3566.201397 = -170006.954720 nChanged 48 SP:Iteration 3Q (6040.990000 sec): 3 clusters Score: Raw -173624.385727 + Penalty 3566.201397 = -170058.184331 nChanged 35 SP:Iteration 4Q (6041.180000 sec): 3 clusters Score: Raw -173654.306843 + Penalty 3566.201397 = -170088.105447 nChanged 20 SP:Iteration 5Q (6041.460000 sec): 3 clusters Score: Raw -173671.233720 + Penalty 3566.201397 = -170105.032323 nChanged 16 SP:Iteration 6Q (6041.650000 sec): 3 clusters Score: Raw -173691.960187 + Penalty 3566.201397 = -170125.758790 nChanged 17 SP:Iteration 7Q (6041.830000 sec): 3 clusters Score: Raw -173712.853605 + Penalty 3566.201397 = -170146.652208 nChanged 14 SP:Iteration 8Q (6042.060000 sec): 3 clusters Score: Raw -173728.762939 + Penalty 3566.201397 = -170162.561543 nChanged 6 SP:Iteration 9Q (6042.240000 sec): 3 clusters Score: Raw -173733.648544 + Penalty 3566.201397 = -170167.447148 nChanged 5 SP:Iteration 10Q (6042.400000 sec): 3 clusters Score: Raw -173741.480874 + Penalty 3566.201397 = -170175.279477 nChanged 6 SP:Iteration 11Q (6042.640000 sec): 3 clusters Score: Raw -173747.230494 + Penalty 3566.201397 = -170181.029098 nChanged 3 SP:Iteration 12Q (6042.820000 sec): 3 clusters Score: Raw -173749.004994 + Penalty 3566.201397 = -170182.803597 nChanged 2 SP:Iteration 13Q (6042.980000 sec): 3 clusters Score: Raw -173751.141463 + Penalty 3566.201397 = -170184.940067 nChanged 2 SP:Iteration 14Q (6043.210000 sec): 3 clusters Score: Raw -173752.953989 + Penalty 3566.201397 = -170186.752593 nChanged 0 SP:Iteration 15F (6043.420000 sec): 3 clusters Score: Raw -173752.953989 + Penalty 3566.201397 = -170186.752593 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 13 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6043.510000 sec): 2 clusters Score: Raw -64435.359301 + Penalty 1564.859733 = -62870.499568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6043.690000 sec): 3 clusters Score: Raw -64413.839058 + Penalty 3129.719466 = -61284.119592 nChanged 98 SP:Iteration 1F (6043.850000 sec): 3 clusters Score: Raw -64605.972413 + Penalty 3129.719466 = -61476.252947 nChanged 31 SP:Iteration 2F (6044.030000 sec): 3 clusters Score: Raw -64668.641359 + Penalty 3129.719466 = -61538.921893 nChanged 11 SP:Iteration 3Q (6044.140000 sec): 3 clusters Score: Raw -64693.531337 + Penalty 3129.719466 = -61563.811871 nChanged 7 SP:Iteration 4Q (6044.330000 sec): 3 clusters Score: Raw -64707.048104 + Penalty 3129.719466 = -61577.328638 nChanged 4 SP:Iteration 5Q (6044.500000 sec): 3 clusters Score: Raw -64718.700323 + Penalty 3129.719466 = -61588.980857 nChanged 2 SP:Iteration 6Q (6044.710000 sec): 3 clusters Score: Raw -64724.899870 + Penalty 3129.719466 = -61595.180404 nChanged 4 SP:Iteration 7Q (6044.910000 sec): 3 clusters Score: Raw -64741.863558 + Penalty 3129.719466 = -61612.144092 nChanged 7 SP:Iteration 8Q (6045.130000 sec): 3 clusters Score: Raw -64763.646721 + Penalty 3129.719466 = -61633.927255 nChanged 6 SP:Iteration 9Q (6045.280000 sec): 3 clusters Score: Raw -64784.851112 + Penalty 3129.719466 = -61655.131646 nChanged 7 SP:Iteration 10Q (6045.520000 sec): 3 clusters Score: Raw -64805.534558 + Penalty 3129.719466 = -61675.815092 nChanged 8 SP:Iteration 11Q (6045.740000 sec): 3 clusters Score: Raw -64835.550866 + Penalty 3129.719466 = -61705.831400 nChanged 13 SP:Iteration 12Q (6045.930000 sec): 3 clusters Score: Raw -64890.903471 + Penalty 3129.719466 = -61761.184005 nChanged 13 SP:Iteration 13Q (6046.140000 sec): 3 clusters Score: Raw -64934.953232 + Penalty 3129.719466 = -61805.233766 nChanged 11 SP:Iteration 14Q (6046.370000 sec): 3 clusters Score: Raw -64984.982488 + Penalty 3129.719466 = -61855.263022 nChanged 12 SP:Iteration 15Q (6046.590000 sec): 3 clusters Score: Raw -65041.811119 + Penalty 3129.719466 = -61912.091653 nChanged 14 SP:Iteration 16Q (6046.810000 sec): 3 clusters Score: Raw -65095.925281 + Penalty 3129.719466 = -61966.205815 nChanged 13 SP:Iteration 17Q (6046.980000 sec): 3 clusters Score: Raw -65134.887389 + Penalty 3129.719466 = -62005.167923 nChanged 11 SP:Iteration 18Q (6047.200000 sec): 3 clusters Score: Raw -65186.222560 + Penalty 3129.719466 = -62056.503094 nChanged 11 SP:Iteration 19Q (6047.360000 sec): 3 clusters Score: Raw -65231.254664 + Penalty 3129.719466 = -62101.535198 nChanged 10 SP:Iteration 20F (6047.540000 sec): 3 clusters Score: Raw -65266.565227 + Penalty 3129.719466 = -62136.845761 nChanged 6 SP:Iteration 21Q (6047.720000 sec): 3 clusters Score: Raw -65289.975783 + Penalty 3129.719466 = -62160.256317 nChanged 4 SP:Iteration 22Q (6047.920000 sec): 3 clusters Score: Raw -65312.284888 + Penalty 3129.719466 = -62182.565422 nChanged 7 SP:Iteration 23Q (6048.130000 sec): 3 clusters Score: Raw -65335.828113 + Penalty 3129.719466 = -62206.108647 nChanged 6 SP:Iteration 24Q (6048.330000 sec): 3 clusters Score: Raw -65360.109204 + Penalty 3129.719466 = -62230.389738 nChanged 6 SP:Iteration 25Q (6048.480000 sec): 3 clusters Score: Raw -65391.903415 + Penalty 3129.719466 = -62262.183949 nChanged 8 SP:Iteration 26Q (6048.620000 sec): 3 clusters Score: Raw -65414.620024 + Penalty 3129.719466 = -62284.900558 nChanged 6 SP:Iteration 27Q (6048.820000 sec): 3 clusters Score: Raw -65442.982052 + Penalty 3129.719466 = -62313.262586 nChanged 3 SP:Iteration 28Q (6049.020000 sec): 3 clusters Score: Raw -65460.582938 + Penalty 3129.719466 = -62330.863472 nChanged 4 SP:Iteration 29Q (6049.200000 sec): 3 clusters Score: Raw -65477.806873 + Penalty 3129.719466 = -62348.087407 nChanged 2 SP:Iteration 30Q (6049.430000 sec): 3 clusters Score: Raw -65484.867225 + Penalty 3129.719466 = -62355.147759 nChanged 1 SP:Iteration 31Q (6049.670000 sec): 3 clusters Score: Raw -65489.155598 + Penalty 3129.719466 = -62359.436132 nChanged 1 SP:Iteration 32Q (6049.820000 sec): 3 clusters Score: Raw -65493.556042 + Penalty 3129.719466 = -62363.836576 nChanged 3 SP:Iteration 33Q (6050.030000 sec): 3 clusters Score: Raw -65506.955176 + Penalty 3129.719466 = -62377.235710 nChanged 3 SP:Iteration 34Q (6050.280000 sec): 3 clusters Score: Raw -65520.860502 + Penalty 3129.719466 = -62391.141036 nChanged 3 SP:Iteration 35Q (6050.470000 sec): 3 clusters Score: Raw -65555.446240 + Penalty 3129.719466 = -62425.726774 nChanged 8 SP:Iteration 36Q (6050.640000 sec): 3 clusters Score: Raw -65635.005714 + Penalty 3129.719466 = -62505.286248 nChanged 5 SP:Iteration 37Q (6050.840000 sec): 3 clusters Score: Raw -65659.610212 + Penalty 3129.719466 = -62529.890746 nChanged 1 SP:Iteration 38Q (6050.960000 sec): 3 clusters Score: Raw -65660.586998 + Penalty 3129.719466 = -62530.867532 nChanged 0 SP:Iteration 39F (6051.190000 sec): 3 clusters Score: Raw -65660.586998 + Penalty 3129.719466 = -62530.867532 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6051.300000 sec): 2 clusters Score: Raw -44158.968923 + Penalty 1459.063952 = -42699.904971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6051.450000 sec): 3 clusters Score: Raw -44393.079341 + Penalty 2918.127905 = -41474.951437 nChanged 57 SP:Iteration 1F (6051.660000 sec): 3 clusters Score: Raw -44525.612647 + Penalty 2918.127905 = -41607.484743 nChanged 12 SP:Iteration 2Q (6051.870000 sec): 3 clusters Score: Raw -44557.293259 + Penalty 2918.127905 = -41639.165355 nChanged 6 SP:Iteration 3Q (6052.090000 sec): 3 clusters Score: Raw -44569.358775 + Penalty 2918.127905 = -41651.230870 nChanged 4 SP:Iteration 4Q (6052.260000 sec): 3 clusters Score: Raw -44579.811330 + Penalty 2918.127905 = -41661.683426 nChanged 4 SP:Iteration 5Q (6052.490000 sec): 3 clusters Score: Raw -44590.318471 + Penalty 2918.127905 = -41672.190566 nChanged 1 SP:Iteration 6Q (6052.670000 sec): 3 clusters Score: Raw -44598.072565 + Penalty 2918.127905 = -41679.944660 nChanged 1 SP:Iteration 7Q (6052.870000 sec): 3 clusters Score: Raw -44606.833503 + Penalty 2918.127905 = -41688.705598 nChanged 1 SP:Iteration 8Q (6053.060000 sec): 3 clusters Score: Raw -44607.631649 + Penalty 2918.127905 = -41689.503745 nChanged 1 SP:Iteration 9Q (6053.180000 sec): 3 clusters Score: Raw -44614.406842 + Penalty 2918.127905 = -41696.278937 nChanged 2 SP:Iteration 10Q (6053.420000 sec): 3 clusters Score: Raw -44617.394176 + Penalty 2918.127905 = -41699.266272 nChanged 0 SP:Iteration 11F (6053.520000 sec): 3 clusters Score: Raw -44617.394176 + Penalty 2918.127905 = -41699.266272 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (100753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6054.150000 sec): 2 clusters Score: Raw -13861361.081928 + Penalty 2857.065959 = -13858504.015969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6054.860000 sec): 3 clusters Score: Raw -13796527.500793 + Penalty 5714.131919 = -13790813.368874 nChanged 47958 SP:Iteration 1F (6055.560000 sec): 3 clusters Score: Raw -13824196.300006 + Penalty 5714.131919 = -13818482.168087 nChanged 3578 SP:Iteration 2Q (6056.380000 sec): 3 clusters Score: Raw -13825213.087177 + Penalty 5714.131919 = -13819498.955258 nChanged 3985 SP:Iteration 3Q (6057.140000 sec): 3 clusters Score: Raw -13826582.295365 + Penalty 5714.131919 = -13820868.163446 nChanged 4622 SP:Iteration 4Q (6057.900000 sec): 3 clusters Score: Raw -13828494.207506 + Penalty 5714.131919 = -13822780.075587 nChanged 5455 SP:Iteration 5F (6058.640000 sec): 3 clusters Score: Raw -13831126.929234 + Penalty 5714.131919 = -13825412.797315 nChanged 6075 SP:Iteration 6F (6059.490000 sec): 3 clusters Score: Raw -13834329.237810 + Penalty 5714.131919 = -13828615.105891 nChanged 6326 SP:Iteration 7F (6060.240000 sec): 3 clusters Score: Raw -13837690.980980 + Penalty 5714.131919 = -13831976.849061 nChanged 6027 SP:Iteration 8F (6060.970000 sec): 3 clusters Score: Raw -13841021.564880 + Penalty 5714.131919 = -13835307.432961 nChanged 5564 SP:Iteration 9F (6061.720000 sec): 3 clusters Score: Raw -13844379.045456 + Penalty 5714.131919 = -13838664.913537 nChanged 5098 SP:Iteration 10F (6062.560000 sec): 3 clusters Score: Raw -13847760.448907 + Penalty 5714.131919 = -13842046.316988 nChanged 4688 SP:Iteration 11Q (6063.350000 sec): 3 clusters Score: Raw -13850978.015263 + Penalty 5714.131919 = -13845263.883344 nChanged 4154 SP:Iteration 12Q (6064.150000 sec): 3 clusters Score: Raw -13853865.194683 + Penalty 5714.131919 = -13848151.062764 nChanged 3498 SP:Iteration 13Q (6065.010000 sec): 3 clusters Score: Raw -13856286.233103 + Penalty 5714.131919 = -13850572.101184 nChanged 2797 SP:Iteration 14Q (6065.810000 sec): 3 clusters Score: Raw -13858162.434395 + Penalty 5714.131919 = -13852448.302476 nChanged 2124 SP:Iteration 15Q (6066.600000 sec): 3 clusters Score: Raw -13859511.486182 + Penalty 5714.131919 = -13853797.354263 nChanged 1559 SP:Iteration 16Q (6067.290000 sec): 3 clusters Score: Raw -13860487.665269 + Penalty 5714.131919 = -13854773.533350 nChanged 1154 SP:Iteration 17Q (6067.970000 sec): 3 clusters Score: Raw -13861161.284935 + Penalty 5714.131919 = -13855447.153016 nChanged 762 SP:Iteration 18Q (6068.650000 sec): 3 clusters Score: Raw -13861565.529979 + Penalty 5714.131919 = -13855851.398060 nChanged 527 SP:Iteration 19Q (6069.310000 sec): 3 clusters Score: Raw -13861828.951392 + Penalty 5714.131919 = -13856114.819473 nChanged 375 SP:Iteration 20F (6070.040000 sec): 3 clusters Score: Raw -13862025.122089 + Penalty 5714.131919 = -13856310.990170 nChanged 260 SP:Iteration 21Q (6070.700000 sec): 3 clusters Score: Raw -13862159.994596 + Penalty 5714.131919 = -13856445.862677 nChanged 183 SP:Iteration 22Q (6071.360000 sec): 3 clusters Score: Raw -13862257.781103 + Penalty 5714.131919 = -13856543.649184 nChanged 120 SP:Iteration 23Q (6071.970000 sec): 3 clusters Score: Raw -13862321.986941 + Penalty 5714.131919 = -13856607.855022 nChanged 102 SP:Iteration 24Q (6072.630000 sec): 3 clusters Score: Raw -13862370.352760 + Penalty 5714.131919 = -13856656.220841 nChanged 76 SP:Iteration 25Q (6073.290000 sec): 3 clusters Score: Raw -13862410.107729 + Penalty 5714.131919 = -13856695.975810 nChanged 64 SP:Iteration 26Q (6074.030000 sec): 3 clusters Score: Raw -13862441.255985 + Penalty 5714.131919 = -13856727.124066 nChanged 52 SP:Iteration 27Q (6074.750000 sec): 3 clusters Score: Raw -13862467.325935 + Penalty 5714.131919 = -13856753.194016 nChanged 46 SP:Iteration 28Q (6075.470000 sec): 3 clusters Score: Raw -13862490.869542 + Penalty 5714.131919 = -13856776.737623 nChanged 37 SP:Iteration 29Q (6076.200000 sec): 3 clusters Score: Raw -13862508.343630 + Penalty 5714.131919 = -13856794.211711 nChanged 29 SP:Iteration 30Q (6076.930000 sec): 3 clusters Score: Raw -13862524.444614 + Penalty 5714.131919 = -13856810.312695 nChanged 39 SP:Iteration 31Q (6077.720000 sec): 3 clusters Score: Raw -13862547.355418 + Penalty 5714.131919 = -13856833.223499 nChanged 30 SP:Iteration 32Q (6078.380000 sec): 3 clusters Score: Raw -13862566.616501 + Penalty 5714.131919 = -13856852.484582 nChanged 29 SP:Iteration 33Q (6079.030000 sec): 3 clusters Score: Raw -13862590.182767 + Penalty 5714.131919 = -13856876.050848 nChanged 37 SP:Iteration 34Q (6079.710000 sec): 3 clusters Score: Raw -13862623.031754 + Penalty 5714.131919 = -13856908.899835 nChanged 36 SP:Iteration 35Q (6080.440000 sec): 3 clusters Score: Raw -13862650.082693 + Penalty 5714.131919 = -13856935.950774 nChanged 42 SP:Iteration 36Q (6081.090000 sec): 3 clusters Score: Raw -13862676.403693 + Penalty 5714.131919 = -13856962.271774 nChanged 33 SP:Iteration 37Q (6081.820000 sec): 3 clusters Score: Raw -13862696.658350 + Penalty 5714.131919 = -13856982.526431 nChanged 31 SP:Iteration 38Q (6082.490000 sec): 3 clusters Score: Raw -13862716.713390 + Penalty 5714.131919 = -13857002.581471 nChanged 29 SP:Iteration 39Q (6083.110000 sec): 3 clusters Score: Raw -13862732.284571 + Penalty 5714.131919 = -13857018.152652 nChanged 24 SP:Iteration 40F (6083.840000 sec): 3 clusters Score: Raw -13862741.313402 + Penalty 5714.131919 = -13857027.181483 nChanged 12 SP:Iteration 41Q (6084.450000 sec): 3 clusters Score: Raw -13862746.298769 + Penalty 5714.131919 = -13857032.166850 nChanged 11 SP:Iteration 42Q (6085.110000 sec): 3 clusters Score: Raw -13862751.897952 + Penalty 5714.131919 = -13857037.766033 nChanged 12 SP:Iteration 43Q (6085.720000 sec): 3 clusters Score: Raw -13862758.183635 + Penalty 5714.131919 = -13857044.051716 nChanged 13 SP:Iteration 44Q (6086.360000 sec): 3 clusters Score: Raw -13862763.820060 + Penalty 5714.131919 = -13857049.688141 nChanged 10 SP:Iteration 45Q (6087.010000 sec): 3 clusters Score: Raw -13862767.539002 + Penalty 5714.131919 = -13857053.407083 nChanged 6 SP:Iteration 46Q (6087.660000 sec): 3 clusters Score: Raw -13862769.117967 + Penalty 5714.131919 = -13857054.986048 nChanged 3 SP:Iteration 47Q (6088.320000 sec): 3 clusters Score: Raw -13862770.259517 + Penalty 5714.131919 = -13857056.127598 nChanged 2 SP:Iteration 48Q (6089.090000 sec): 3 clusters Score: Raw -13862771.430968 + Penalty 5714.131919 = -13857057.299049 nChanged 3 SP:Iteration 49Q (6089.840000 sec): 3 clusters Score: Raw -13862772.435842 + Penalty 5714.131919 = -13857058.303923 nChanged 3 SP:Iteration 50Q (6090.510000 sec): 3 clusters Score: Raw -13862773.436319 + Penalty 5714.131919 = -13857059.304400 nChanged 0 SP:Iteration 51F (6091.240000 sec): 3 clusters Score: Raw -13862773.436319 + Penalty 5714.131919 = -13857059.304400 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (38192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6091.560000 sec): 2 clusters Score: Raw -5102870.752274 + Penalty 2616.494574 = -5100254.257699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6092.030000 sec): 3 clusters Score: Raw -5079603.926444 + Penalty 5232.989149 = -5074370.937295 nChanged 17399 SP:Iteration 1F (6092.420000 sec): 3 clusters Score: Raw -5089227.160119 + Penalty 5232.989149 = -5083994.170971 nChanged 1860 SP:Iteration 2Q (6092.890000 sec): 3 clusters Score: Raw -5089961.209872 + Penalty 5232.989149 = -5084728.220723 nChanged 2040 SP:Iteration 3F (6093.310000 sec): 3 clusters Score: Raw -5090966.408168 + Penalty 5232.989149 = -5085733.419019 nChanged 2369 SP:Iteration 4F (6093.730000 sec): 3 clusters Score: Raw -5092435.177388 + Penalty 5232.989149 = -5087202.188239 nChanged 2890 SP:Iteration 5F (6094.170000 sec): 3 clusters Score: Raw -5094671.754132 + Penalty 5232.989149 = -5089438.764983 nChanged 3096 SP:Iteration 6F (6094.590000 sec): 3 clusters Score: Raw -5097458.173298 + Penalty 5232.989149 = -5092225.184149 nChanged 2675 SP:Iteration 7F (6094.990000 sec): 3 clusters Score: Raw -5100063.565170 + Penalty 5232.989149 = -5094830.576021 nChanged 1715 SP:Iteration 8Q (6095.480000 sec): 3 clusters Score: Raw -5101753.458434 + Penalty 5232.989149 = -5096520.469285 nChanged 828 SP:Iteration 9Q (6095.920000 sec): 3 clusters Score: Raw -5102593.630791 + Penalty 5232.989149 = -5097360.641642 nChanged 340 SP:Iteration 10Q (6096.330000 sec): 3 clusters Score: Raw -5102946.171428 + Penalty 5232.989149 = -5097713.182279 nChanged 123 SP:Iteration 11Q (6096.710000 sec): 3 clusters Score: Raw -5103096.921392 + Penalty 5232.989149 = -5097863.932244 nChanged 54 SP:Iteration 12Q (6097.090000 sec): 3 clusters Score: Raw -5103171.061533 + Penalty 5232.989149 = -5097938.072385 nChanged 38 SP:Iteration 13Q (6097.460000 sec): 3 clusters Score: Raw -5103225.314900 + Penalty 5232.989149 = -5097992.325751 nChanged 22 SP:Iteration 14Q (6097.790000 sec): 3 clusters Score: Raw -5103256.448720 + Penalty 5232.989149 = -5098023.459572 nChanged 13 SP:Iteration 15Q (6098.150000 sec): 3 clusters Score: Raw -5103272.536753 + Penalty 5232.989149 = -5098039.547604 nChanged 8 SP:Iteration 16Q (6098.590000 sec): 3 clusters Score: Raw -5103282.382906 + Penalty 5232.989149 = -5098049.393757 nChanged 7 SP:Iteration 17Q (6099.000000 sec): 3 clusters Score: Raw -5103291.135860 + Penalty 5232.989149 = -5098058.146711 nChanged 9 SP:Iteration 18Q (6099.440000 sec): 3 clusters Score: Raw -5103302.955223 + Penalty 5232.989149 = -5098069.966074 nChanged 8 SP:Iteration 19Q (6099.870000 sec): 3 clusters Score: Raw -5103311.570865 + Penalty 5232.989149 = -5098078.581716 nChanged 5 SP:Iteration 20F (6100.280000 sec): 3 clusters Score: Raw -5103318.697891 + Penalty 5232.989149 = -5098085.708742 nChanged 1 SP:Iteration 21Q (6100.680000 sec): 3 clusters Score: Raw -5103319.949087 + Penalty 5232.989149 = -5098086.959938 nChanged 0 SP:Iteration 22F (6101.090000 sec): 3 clusters Score: Raw -5103319.949087 + Penalty 5232.989149 = -5098086.959938 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6101.240000 sec): 2 clusters Score: Raw -24869.340566 + Penalty 1337.619631 = -23531.720934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6101.380000 sec): 3 clusters Score: Raw -25217.086535 + Penalty 2675.239263 = -22541.847272 nChanged 29 SP:Iteration 1F (6101.540000 sec): 3 clusters Score: Raw -25347.755051 + Penalty 2675.239263 = -22672.515789 nChanged 16 SP:Iteration 2F (6101.700000 sec): 3 clusters Score: Raw -25471.020608 + Penalty 2675.239263 = -22795.781345 nChanged 10 SP:Iteration 3Q (6101.850000 sec): 3 clusters Score: Raw -25530.080085 + Penalty 2675.239263 = -22854.840822 nChanged 6 SP:Iteration 4Q (6101.960000 sec): 3 clusters Score: Raw -25597.551979 + Penalty 2675.239263 = -22922.312716 nChanged 6 SP:Iteration 5Q (6102.130000 sec): 3 clusters Score: Raw -25630.458909 + Penalty 2675.239263 = -22955.219646 nChanged 1 SP:Iteration 6Q (6102.320000 sec): 3 clusters Score: Raw -25642.111517 + Penalty 2675.239263 = -22966.872254 nChanged 1 SP:Iteration 7Q (6102.570000 sec): 3 clusters Score: Raw -25648.356505 + Penalty 2675.239263 = -22973.117242 nChanged 1 SP:Iteration 8Q (6102.750000 sec): 3 clusters Score: Raw -25654.012360 + Penalty 2675.239263 = -22978.773097 nChanged 0 SP:Iteration 9F (6102.930000 sec): 3 clusters Score: Raw -25654.012360 + Penalty 2675.239263 = -22978.773097 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6103.030000 sec): 2 clusters Score: Raw -15137.944344 + Penalty 1181.019136 = -13956.925209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6103.180000 sec): 3 clusters Score: Raw -15420.887586 + Penalty 2362.038272 = -13058.849315 nChanged 2 SP:Iteration 1Q (6103.380000 sec): 3 clusters Score: Raw -15435.382859 + Penalty 2362.038272 = -13073.344587 nChanged 0 SP:Iteration 2F (6103.580000 sec): 3 clusters Score: Raw -15435.382859 + Penalty 2362.038272 = -13073.344587 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6103.680000 sec): 2 clusters Score: Raw -84845.375381 + Penalty 1601.667894 = -83243.707486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6103.870000 sec): 3 clusters Score: Raw -84836.894080 + Penalty 3203.335789 = -81633.558292 nChanged 136 SP:Iteration 1F (6104.080000 sec): 3 clusters Score: Raw -85061.797850 + Penalty 3203.335789 = -81858.462061 nChanged 39 SP:Iteration 2F (6104.250000 sec): 3 clusters Score: Raw -85137.360325 + Penalty 3203.335789 = -81934.024536 nChanged 21 SP:Iteration 3Q (6104.470000 sec): 3 clusters Score: Raw -85175.975028 + Penalty 3203.335789 = -81972.639239 nChanged 12 SP:Iteration 4Q (6104.630000 sec): 3 clusters Score: Raw -85189.249317 + Penalty 3203.335789 = -81985.913528 nChanged 4 SP:Iteration 5Q (6104.790000 sec): 3 clusters Score: Raw -85193.463648 + Penalty 3203.335789 = -81990.127859 nChanged 2 SP:Iteration 6Q (6105.010000 sec): 3 clusters Score: Raw -85198.096334 + Penalty 3203.335789 = -81994.760545 nChanged 2 SP:Iteration 7Q (6105.230000 sec): 3 clusters Score: Raw -85199.703076 + Penalty 3203.335789 = -81996.367288 nChanged 0 SP:Iteration 8F (6105.400000 sec): 3 clusters Score: Raw -85199.703076 + Penalty 3203.335789 = -81996.367288 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6105.500000 sec): 2 clusters Score: Raw -23415.703325 + Penalty 1283.685134 = -22132.018191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6105.650000 sec): 3 clusters Score: Raw -23594.486122 + Penalty 2567.370267 = -21027.115855 nChanged 8 SP:Iteration 1Q (6105.790000 sec): 3 clusters Score: Raw -23639.672901 + Penalty 2567.370267 = -21072.302634 nChanged 2 SP:Iteration 2Q (6105.920000 sec): 3 clusters Score: Raw -23652.759137 + Penalty 2567.370267 = -21085.388870 nChanged 0 SP:Iteration 3F (6106.110000 sec): 3 clusters Score: Raw -23652.759137 + Penalty 2567.370267 = -21085.388870 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 21 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6106.190000 sec): 2 clusters Score: Raw -26182.663130 + Penalty 1348.643669 = -24834.019461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6106.400000 sec): 3 clusters Score: Raw -26383.670950 + Penalty 2697.287337 = -23686.383612 nChanged 31 SP:Iteration 1F (6106.570000 sec): 3 clusters Score: Raw -26569.801287 + Penalty 2697.287337 = -23872.513950 nChanged 4 SP:Iteration 2Q (6106.720000 sec): 3 clusters Score: Raw -26589.520356 + Penalty 2697.287337 = -23892.233019 nChanged 3 SP:Iteration 3Q (6106.940000 sec): 3 clusters Score: Raw -26605.032761 + Penalty 2697.287337 = -23907.745423 nChanged 0 SP:Iteration 4F (6107.120000 sec): 3 clusters Score: Raw -26605.032761 + Penalty 2697.287337 = -23907.745423 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 22 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6107.170000 sec): 2 clusters Score: Raw -17427.575323 + Penalty 1220.155270 = -16207.420054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6107.350000 sec): 3 clusters Score: Raw -17695.449526 + Penalty 2440.310539 = -15255.138986 nChanged 2 SP:Iteration 1Q (6107.570000 sec): 3 clusters Score: Raw -17710.428140 + Penalty 2440.310539 = -15270.117601 nChanged 1 SP:Iteration 2Q (6107.760000 sec): 3 clusters Score: Raw -17723.398915 + Penalty 2440.310539 = -15283.088376 nChanged 1 SP:Iteration 3Q (6107.930000 sec): 3 clusters Score: Raw -17735.394672 + Penalty 2440.310539 = -15295.084133 nChanged 0 SP:Iteration 4F (6108.110000 sec): 3 clusters Score: Raw -17735.394672 + Penalty 2440.310539 = -15295.084133 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 23 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6108.230000 sec): 2 clusters Score: Raw -40045.489139 + Penalty 1432.088783 = -38613.400356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6108.390000 sec): 3 clusters Score: Raw -40167.872381 + Penalty 2864.177567 = -37303.694814 nChanged 39 SP:Iteration 1F (6108.590000 sec): 3 clusters Score: Raw -40296.794176 + Penalty 2864.177567 = -37432.616609 nChanged 13 SP:Iteration 2Q (6108.810000 sec): 3 clusters Score: Raw -40358.752346 + Penalty 2864.177567 = -37494.574780 nChanged 5 SP:Iteration 3Q (6109.050000 sec): 3 clusters Score: Raw -40377.644870 + Penalty 2864.177567 = -37513.467303 nChanged 2 SP:Iteration 4Q (6109.270000 sec): 3 clusters Score: Raw -40387.717154 + Penalty 2864.177567 = -37523.539587 nChanged 1 SP:Iteration 5Q (6109.430000 sec): 3 clusters Score: Raw -40393.174198 + Penalty 2864.177567 = -37528.996632 nChanged 0 SP:Iteration 6F (6109.630000 sec): 3 clusters Score: Raw -40393.174198 + Penalty 2864.177567 = -37528.996632 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 24 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6109.740000 sec): 2 clusters Score: Raw -50774.407337 + Penalty 1509.520132 = -49264.887205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6109.970000 sec): 3 clusters Score: Raw -50829.140171 + Penalty 3019.040265 = -47810.099906 nChanged 64 SP:Iteration 1F (6110.120000 sec): 3 clusters Score: Raw -50947.378634 + Penalty 3019.040265 = -47928.338369 nChanged 18 SP:Iteration 2Q (6110.290000 sec): 3 clusters Score: Raw -51003.467571 + Penalty 3019.040265 = -47984.427306 nChanged 9 SP:Iteration 3Q (6110.450000 sec): 3 clusters Score: Raw -51022.405172 + Penalty 3019.040265 = -48003.364908 nChanged 6 SP:Iteration 4Q (6110.720000 sec): 3 clusters Score: Raw -51032.123717 + Penalty 3019.040265 = -48013.083452 nChanged 2 SP:Iteration 5Q (6110.870000 sec): 3 clusters Score: Raw -51037.369829 + Penalty 3019.040265 = -48018.329564 nChanged 2 SP:Iteration 6Q (6111.020000 sec): 3 clusters Score: Raw -51039.716941 + Penalty 3019.040265 = -48020.676677 nChanged 1 SP:Iteration 7Q (6111.210000 sec): 3 clusters Score: Raw -51045.062596 + Penalty 3019.040265 = -48026.022331 nChanged 1 SP:Iteration 8Q (6111.410000 sec): 3 clusters Score: Raw -51054.294074 + Penalty 3019.040265 = -48035.253809 nChanged 2 SP:Iteration 9Q (6111.570000 sec): 3 clusters Score: Raw -51061.026246 + Penalty 3019.040265 = -48041.985982 nChanged 1 SP:Iteration 10Q (6111.780000 sec): 3 clusters Score: Raw -51062.777014 + Penalty 3019.040265 = -48043.736750 nChanged 2 SP:Iteration 11Q (6111.970000 sec): 3 clusters Score: Raw -51068.156831 + Penalty 3019.040265 = -48049.116567 nChanged 1 SP:Iteration 12Q (6112.190000 sec): 3 clusters Score: Raw -51070.525734 + Penalty 3019.040265 = -48051.485469 nChanged 1 SP:Iteration 13Q (6112.380000 sec): 3 clusters Score: Raw -51072.348124 + Penalty 3019.040265 = -48053.307860 nChanged 1 SP:Iteration 14Q (6112.620000 sec): 3 clusters Score: Raw -51074.774336 + Penalty 3019.040265 = -48055.734071 nChanged 0 SP:Iteration 15F (6112.790000 sec): 3 clusters Score: Raw -51074.774336 + Penalty 3019.040265 = -48055.734071 nChanged 0 Iteration 299Q (6124.830000 sec): 25 clusters Score: Raw -59216678.005332 + Penalty 77380.728473 = -59139297.276860 nChanged 12 Iteration 300F (6147.970000 sec): 25 clusters Score: Raw -59216844.544313 + Penalty 77380.728473 = -59139463.815841 nChanged 90 Iteration 301Q (6161.750000 sec): 25 clusters Score: Raw -59216938.221931 + Penalty 77380.728473 = -59139557.493458 nChanged 66 Iteration 302Q (6176.580000 sec): 25 clusters Score: Raw -59216997.852530 + Penalty 77380.728473 = -59139617.124057 nChanged 55 Iteration 303Q (6191.740000 sec): 25 clusters Score: Raw -59217022.226380 + Penalty 77380.728473 = -59139641.497908 nChanged 30 Iteration 304Q (6206.120000 sec): 25 clusters Score: Raw -59217034.625545 + Penalty 77380.728473 = -59139653.897073 nChanged 34 Iteration 305Q (6220.320000 sec): 25 clusters Score: Raw -59217035.890911 + Penalty 77380.728473 = -59139655.162439 nChanged 31 Iteration 306Q (6234.340000 sec): 25 clusters Score: Raw -59217037.781627 + Penalty 77380.728473 = -59139657.053155 nChanged 25 Iteration 307Q (6247.060000 sec): 25 clusters Score: Raw -59217038.700522 + Penalty 77380.728473 = -59139657.972049 nChanged 30 Iteration 308Q (6260.080000 sec): 25 clusters Score: Raw -59217039.129397 + Penalty 77380.728473 = -59139658.400924 nChanged 24 Iteration 309Q (6273.790000 sec): 25 clusters Score: Raw -59217039.552216 + Penalty 77380.728473 = -59139658.823744 nChanged 23 Iteration 310Q (6287.860000 sec): 25 clusters Score: Raw -59217039.880744 + Penalty 77380.728473 = -59139659.152272 nChanged 27 Iteration 311Q (6299.350000 sec): 25 clusters Score: Raw -59217040.289339 + Penalty 77380.728473 = -59139659.560866 nChanged 20 Iteration 312Q (6313.180000 sec): 25 clusters Score: Raw -59217040.893431 + Penalty 77380.728473 = -59139660.164958 nChanged 13 Iteration 313Q (6326.480000 sec): 25 clusters Score: Raw -59217041.738146 + Penalty 77380.728473 = -59139661.009674 nChanged 18 Iteration 314Q (6337.990000 sec): 25 clusters Score: Raw -59217042.254765 + Penalty 77380.728473 = -59139661.526292 nChanged 15 Iteration 315Q (6355.070000 sec): 25 clusters Score: Raw -59217042.541571 + Penalty 77380.728473 = -59139661.813098 nChanged 17 Iteration 316Q (6375.380000 sec): 25 clusters Score: Raw -59217042.996854 + Penalty 77380.728473 = -59139662.268382 nChanged 16 Iteration 317Q (6388.330000 sec): 25 clusters Score: Raw -59217043.581956 + Penalty 77380.728473 = -59139662.853484 nChanged 13 Iteration 318Q (6401.600000 sec): 25 clusters Score: Raw -59217044.094042 + Penalty 77380.728473 = -59139663.365569 nChanged 13 Iteration 319Q (6415.220000 sec): 25 clusters Score: Raw -59217044.333727 + Penalty 77380.728473 = -59139663.605254 nChanged 12 Iteration 320F (6438.570000 sec): 25 clusters Score: Raw -59217044.494218 + Penalty 77380.728473 = -59139663.765745 nChanged 8 Iteration 321Q (6451.920000 sec): 25 clusters Score: Raw -59217044.551859 + Penalty 77380.728473 = -59139663.823386 nChanged 9 Iteration 322Q (6465.190000 sec): 25 clusters Score: Raw -59217044.643683 + Penalty 77380.728473 = -59139663.915211 nChanged 8 Iteration 323Q (6479.880000 sec): 25 clusters Score: Raw -59217044.695594 + Penalty 77380.728473 = -59139663.967122 nChanged 5 Iteration 324Q (6494.120000 sec): 25 clusters Score: Raw -59217044.735580 + Penalty 77380.728473 = -59139664.007108 nChanged 6 Iteration 325Q (6507.730000 sec): 25 clusters Score: Raw -59217044.784374 + Penalty 77380.728473 = -59139664.055901 nChanged 7 Iteration 326Q (6521.070000 sec): 25 clusters Score: Raw -59217044.819855 + Penalty 77380.728473 = -59139664.091383 nChanged 7 Iteration 327Q (6533.850000 sec): 25 clusters Score: Raw -59217044.872184 + Penalty 77380.728473 = -59139664.143712 nChanged 6 Iteration 328Q (6548.220000 sec): 25 clusters Score: Raw -59217044.910010 + Penalty 77380.728473 = -59139664.181537 nChanged 5 Iteration 329Q (6561.850000 sec): 25 clusters Score: Raw -59217044.973945 + Penalty 77380.728473 = -59139664.245472 nChanged 6 Iteration 330Q (6576.110000 sec): 25 clusters Score: Raw -59217045.000766 + Penalty 77380.728473 = -59139664.272293 nChanged 2 Iteration 331Q (6589.990000 sec): 25 clusters Score: Raw -59217045.014139 + Penalty 77380.728473 = -59139664.285666 nChanged 4 Iteration 332Q (6603.050000 sec): 25 clusters Score: Raw -59217045.055046 + Penalty 77380.728473 = -59139664.326573 nChanged 5 Iteration 333Q (6616.340000 sec): 25 clusters Score: Raw -59217045.103586 + Penalty 77380.728473 = -59139664.375113 nChanged 4 Iteration 334Q (6630.610000 sec): 25 clusters Score: Raw -59217045.133469 + Penalty 77380.728473 = -59139664.404997 nChanged 4 Iteration 335Q (6644.390000 sec): 25 clusters Score: Raw -59217045.164352 + Penalty 77380.728473 = -59139664.435879 nChanged 5 Iteration 336Q (6657.780000 sec): 25 clusters Score: Raw -59217045.196503 + Penalty 77380.728473 = -59139664.468030 nChanged 3 Iteration 337Q (6671.720000 sec): 25 clusters Score: Raw -59217045.566451 + Penalty 77380.728473 = -59139664.837978 nChanged 4 Iteration 338Q (6684.880000 sec): 25 clusters Score: Raw -59217045.801733 + Penalty 77380.728473 = -59139665.073260 nChanged 2 Writing temp clu file Because OldScore, -59139664.837978, is greater than current (better) Score,-59139665.073260 Compute initial score before splitting: Score: Raw -59217045.801733 + Penalty 77380.728473 = -59139665.073260 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6685.320000 sec): 2 clusters Score: Raw -155852.314073 + Penalty 1746.486971 = -154105.827102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6685.530000 sec): 3 clusters Score: Raw -155537.707361 + Penalty 3492.973941 = -152044.733419 nChanged 290 SP:Iteration 1F (6685.730000 sec): 3 clusters Score: Raw -155818.438082 + Penalty 3492.973941 = -152325.464141 nChanged 75 SP:Iteration 2F (6685.910000 sec): 3 clusters Score: Raw -155897.356971 + Penalty 3492.973941 = -152404.383030 nChanged 27 SP:Iteration 3Q (6686.100000 sec): 3 clusters Score: Raw -155931.438068 + Penalty 3492.973941 = -152438.464127 nChanged 18 SP:Iteration 4Q (6686.290000 sec): 3 clusters Score: Raw -155951.177171 + Penalty 3492.973941 = -152458.203229 nChanged 8 SP:Iteration 5Q (6686.470000 sec): 3 clusters Score: Raw -155960.738353 + Penalty 3492.973941 = -152467.764412 nChanged 9 SP:Iteration 6Q (6686.630000 sec): 3 clusters Score: Raw -155971.650092 + Penalty 3492.973941 = -152478.676151 nChanged 5 SP:Iteration 7Q (6686.820000 sec): 3 clusters Score: Raw -155979.261261 + Penalty 3492.973941 = -152486.287320 nChanged 15 SP:Iteration 8Q (6686.960000 sec): 3 clusters Score: Raw -155997.632878 + Penalty 3492.973941 = -152504.658937 nChanged 10 SP:Iteration 9Q (6687.160000 sec): 3 clusters Score: Raw -156010.120225 + Penalty 3492.973941 = -152517.146284 nChanged 8 SP:Iteration 10Q (6687.310000 sec): 3 clusters Score: Raw -156016.859843 + Penalty 3492.973941 = -152523.885901 nChanged 3 SP:Iteration 11Q (6687.510000 sec): 3 clusters Score: Raw -156019.011815 + Penalty 3492.973941 = -152526.037874 nChanged 1 SP:Iteration 12Q (6687.700000 sec): 3 clusters Score: Raw -156020.280141 + Penalty 3492.973941 = -152527.306200 nChanged 2 SP:Iteration 13Q (6687.910000 sec): 3 clusters Score: Raw -156024.275600 + Penalty 3492.973941 = -152531.301658 nChanged 3 SP:Iteration 14Q (6688.070000 sec): 3 clusters Score: Raw -156027.687831 + Penalty 3492.973941 = -152534.713890 nChanged 5 SP:Iteration 15Q (6688.310000 sec): 3 clusters Score: Raw -156034.673301 + Penalty 3492.973941 = -152541.699360 nChanged 1 SP:Iteration 16Q (6688.520000 sec): 3 clusters Score: Raw -156035.141664 + Penalty 3492.973941 = -152542.167722 nChanged 1 SP:Iteration 17Q (6688.690000 sec): 3 clusters Score: Raw -156035.639551 + Penalty 3492.973941 = -152542.665610 nChanged 0 SP:Iteration 18F (6688.830000 sec): 3 clusters Score: Raw -156035.639551 + Penalty 3492.973941 = -152542.665610 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6688.980000 sec): 2 clusters Score: Raw -14294.364760 + Penalty 1193.421720 = -13100.943040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6689.140000 sec): 3 clusters Score: Raw -14690.840196 + Penalty 2386.843440 = -12303.996756 nChanged 5 SP:Iteration 1Q (6689.370000 sec): 3 clusters Score: Raw -14716.310573 + Penalty 2386.843440 = -12329.467133 nChanged 2 SP:Iteration 2Q (6689.530000 sec): 3 clusters Score: Raw -14731.150205 + Penalty 2386.843440 = -12344.306765 nChanged 0 SP:Iteration 3F (6689.720000 sec): 3 clusters Score: Raw -14731.150205 + Penalty 2386.843440 = -12344.306765 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (32703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6689.980000 sec): 2 clusters Score: Raw -4479459.046222 + Penalty 2578.015080 = -4476881.031142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6690.340000 sec): 3 clusters Score: Raw -4459782.377251 + Penalty 5156.030160 = -4454626.347092 nChanged 14728 SP:Iteration 1F (6690.710000 sec): 3 clusters Score: Raw -4467654.779886 + Penalty 5156.030160 = -4462498.749726 nChanged 1442 SP:Iteration 2Q (6691.140000 sec): 3 clusters Score: Raw -4468097.704402 + Penalty 5156.030160 = -4462941.674242 nChanged 1303 SP:Iteration 3Q (6691.510000 sec): 3 clusters Score: Raw -4468486.369835 + Penalty 5156.030160 = -4463330.339675 nChanged 1260 SP:Iteration 4Q (6691.920000 sec): 3 clusters Score: Raw -4468924.547175 + Penalty 5156.030160 = -4463768.517015 nChanged 1379 SP:Iteration 5Q (6692.330000 sec): 3 clusters Score: Raw -4469494.930070 + Penalty 5156.030160 = -4464338.899911 nChanged 1682 SP:Iteration 6F (6692.700000 sec): 3 clusters Score: Raw -4470334.257070 + Penalty 5156.030160 = -4465178.226910 nChanged 1968 SP:Iteration 7F (6693.140000 sec): 3 clusters Score: Raw -4471566.476949 + Penalty 5156.030160 = -4466410.446790 nChanged 2279 SP:Iteration 8F (6693.490000 sec): 3 clusters Score: Raw -4473251.875907 + Penalty 5156.030160 = -4468095.845747 nChanged 2295 SP:Iteration 9F (6693.890000 sec): 3 clusters Score: Raw -4475225.355172 + Penalty 5156.030160 = -4470069.325012 nChanged 2070 SP:Iteration 10F (6694.220000 sec): 3 clusters Score: Raw -4477158.665260 + Penalty 5156.030160 = -4472002.635101 nChanged 1375 SP:Iteration 11Q (6694.610000 sec): 3 clusters Score: Raw -4478405.339025 + Penalty 5156.030160 = -4473249.308865 nChanged 791 SP:Iteration 12Q (6695.010000 sec): 3 clusters Score: Raw -4479095.062617 + Penalty 5156.030160 = -4473939.032457 nChanged 397 SP:Iteration 13Q (6695.360000 sec): 3 clusters Score: Raw -4479443.215421 + Penalty 5156.030160 = -4474287.185262 nChanged 175 SP:Iteration 14Q (6695.780000 sec): 3 clusters Score: Raw -4479589.048515 + Penalty 5156.030160 = -4474433.018355 nChanged 93 SP:Iteration 15Q (6696.180000 sec): 3 clusters Score: Raw -4479676.923894 + Penalty 5156.030160 = -4474520.893734 nChanged 59 SP:Iteration 16Q (6696.580000 sec): 3 clusters Score: Raw -4479734.338188 + Penalty 5156.030160 = -4474578.308028 nChanged 34 SP:Iteration 17Q (6696.980000 sec): 3 clusters Score: Raw -4479784.368113 + Penalty 5156.030160 = -4474628.337954 nChanged 32 SP:Iteration 18Q (6697.340000 sec): 3 clusters Score: Raw -4479816.635021 + Penalty 5156.030160 = -4474660.604861 nChanged 11 SP:Iteration 19Q (6697.700000 sec): 3 clusters Score: Raw -4479826.967321 + Penalty 5156.030160 = -4474670.937162 nChanged 10 SP:Iteration 20F (6698.030000 sec): 3 clusters Score: Raw -4479838.466245 + Penalty 5156.030160 = -4474682.436085 nChanged 8 SP:Iteration 21Q (6698.400000 sec): 3 clusters Score: Raw -4479845.488237 + Penalty 5156.030160 = -4474689.458077 nChanged 4 SP:Iteration 22Q (6698.770000 sec): 3 clusters Score: Raw -4479849.619924 + Penalty 5156.030160 = -4474693.589765 nChanged 3 SP:Iteration 23Q (6699.090000 sec): 3 clusters Score: Raw -4479851.527051 + Penalty 5156.030160 = -4474695.496891 nChanged 4 SP:Iteration 24Q (6699.450000 sec): 3 clusters Score: Raw -4479854.504913 + Penalty 5156.030160 = -4474698.474754 nChanged 4 SP:Iteration 25Q (6699.750000 sec): 3 clusters Score: Raw -4479856.941558 + Penalty 5156.030160 = -4474700.911399 nChanged 2 SP:Iteration 26Q (6700.100000 sec): 3 clusters Score: Raw -4479857.929876 + Penalty 5156.030160 = -4474701.899716 nChanged 0 SP:Iteration 27F (6700.470000 sec): 3 clusters Score: Raw -4479857.929876 + Penalty 5156.030160 = -4474701.899716 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6700.590000 sec): 2 clusters Score: Raw -34023.162076 + Penalty 1396.540522 = -32626.621554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6700.770000 sec): 3 clusters Score: Raw -34259.361342 + Penalty 2793.081044 = -31466.280298 nChanged 31 SP:Iteration 1F (6700.940000 sec): 3 clusters Score: Raw -34369.513040 + Penalty 2793.081044 = -31576.431997 nChanged 7 SP:Iteration 2Q (6701.100000 sec): 3 clusters Score: Raw -34407.381439 + Penalty 2793.081044 = -31614.300395 nChanged 5 SP:Iteration 3Q (6701.340000 sec): 3 clusters Score: Raw -34424.399131 + Penalty 2793.081044 = -31631.318087 nChanged 1 SP:Iteration 4Q (6701.470000 sec): 3 clusters Score: Raw -34426.730188 + Penalty 2793.081044 = -31633.649144 nChanged 1 SP:Iteration 5Q (6701.730000 sec): 3 clusters Score: Raw -34429.837148 + Penalty 2793.081044 = -31636.756105 nChanged 0 SP:Iteration 6F (6701.970000 sec): 3 clusters Score: Raw -34429.837148 + Penalty 2793.081044 = -31636.756105 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6702.060000 sec): 2 clusters Score: Raw -34240.939321 + Penalty 1381.894200 = -32859.045121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6702.280000 sec): 3 clusters Score: Raw -34409.982749 + Penalty 2763.788400 = -31646.194349 nChanged 20 SP:Iteration 1F (6702.540000 sec): 3 clusters Score: Raw -34485.287833 + Penalty 2763.788400 = -31721.499433 nChanged 8 SP:Iteration 2Q (6702.790000 sec): 3 clusters Score: Raw -34514.955632 + Penalty 2763.788400 = -31751.167232 nChanged 0 SP:Iteration 3F (6703.000000 sec): 3 clusters Score: Raw -34514.955632 + Penalty 2763.788400 = -31751.167232 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6703.090000 sec): 2 clusters Score: Raw -23238.755426 + Penalty 1338.744350 = -21900.011076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6703.270000 sec): 3 clusters Score: Raw -23440.609915 + Penalty 2677.488700 = -20763.121215 nChanged 28 SP:Iteration 1F (6703.480000 sec): 3 clusters Score: Raw -23613.835240 + Penalty 2677.488700 = -20936.346540 nChanged 10 SP:Iteration 2Q (6703.680000 sec): 3 clusters Score: Raw -23740.145321 + Penalty 2677.488700 = -21062.656621 nChanged 4 SP:Iteration 3Q (6703.860000 sec): 3 clusters Score: Raw -23764.848639 + Penalty 2677.488700 = -21087.359939 nChanged 1 SP:Iteration 4Q (6704.070000 sec): 3 clusters Score: Raw -23768.680830 + Penalty 2677.488700 = -21091.192131 nChanged 1 SP:Iteration 5Q (6704.280000 sec): 3 clusters Score: Raw -23772.947592 + Penalty 2677.488700 = -21095.458892 nChanged 0 SP:Iteration 6F (6704.440000 sec): 3 clusters Score: Raw -23772.947592 + Penalty 2677.488700 = -21095.458892 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (3883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6704.580000 sec): 2 clusters Score: Raw -510282.148835 + Penalty 2049.562106 = -508232.586729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6704.720000 sec): 3 clusters Score: Raw -508492.436572 + Penalty 4099.124212 = -504393.312360 nChanged 1419 SP:Iteration 1F (6704.910000 sec): 3 clusters Score: Raw -509282.469835 + Penalty 4099.124212 = -505183.345624 nChanged 288 SP:Iteration 2F (6705.110000 sec): 3 clusters Score: Raw -509473.155492 + Penalty 4099.124212 = -505374.031280 nChanged 202 SP:Iteration 3F (6705.340000 sec): 3 clusters Score: Raw -509619.294871 + Penalty 4099.124212 = -505520.170659 nChanged 156 SP:Iteration 4Q (6705.580000 sec): 3 clusters Score: Raw -509749.499172 + Penalty 4099.124212 = -505650.374960 nChanged 154 SP:Iteration 5Q (6705.760000 sec): 3 clusters Score: Raw -509880.334684 + Penalty 4099.124212 = -505781.210473 nChanged 148 SP:Iteration 6Q (6705.910000 sec): 3 clusters Score: Raw -509971.128764 + Penalty 4099.124212 = -505872.004552 nChanged 111 SP:Iteration 7Q (6706.130000 sec): 3 clusters Score: Raw -510045.466360 + Penalty 4099.124212 = -505946.342149 nChanged 105 SP:Iteration 8Q (6706.300000 sec): 3 clusters Score: Raw -510108.741820 + Penalty 4099.124212 = -506009.617608 nChanged 92 SP:Iteration 9Q (6706.510000 sec): 3 clusters Score: Raw -510163.228105 + Penalty 4099.124212 = -506064.103893 nChanged 98 SP:Iteration 10Q (6706.700000 sec): 3 clusters Score: Raw -510220.783149 + Penalty 4099.124212 = -506121.658938 nChanged 101 SP:Iteration 11Q (6706.900000 sec): 3 clusters Score: Raw -510277.028889 + Penalty 4099.124212 = -506177.904677 nChanged 82 SP:Iteration 12Q (6707.110000 sec): 3 clusters Score: Raw -510327.408214 + Penalty 4099.124212 = -506228.284002 nChanged 92 SP:Iteration 13Q (6707.300000 sec): 3 clusters Score: Raw -510378.418087 + Penalty 4099.124212 = -506279.293876 nChanged 93 SP:Iteration 14Q (6707.570000 sec): 3 clusters Score: Raw -510424.423791 + Penalty 4099.124212 = -506325.299579 nChanged 84 SP:Iteration 15Q (6707.830000 sec): 3 clusters Score: Raw -510463.603426 + Penalty 4099.124212 = -506364.479215 nChanged 69 SP:Iteration 16Q (6708.020000 sec): 3 clusters Score: Raw -510495.743321 + Penalty 4099.124212 = -506396.619109 nChanged 63 SP:Iteration 17Q (6708.220000 sec): 3 clusters Score: Raw -510528.129970 + Penalty 4099.124212 = -506429.005758 nChanged 62 SP:Iteration 18Q (6708.440000 sec): 3 clusters Score: Raw -510557.146424 + Penalty 4099.124212 = -506458.022213 nChanged 57 SP:Iteration 19Q (6708.630000 sec): 3 clusters Score: Raw -510585.502692 + Penalty 4099.124212 = -506486.378481 nChanged 49 SP:Iteration 20F (6708.830000 sec): 3 clusters Score: Raw -510610.017924 + Penalty 4099.124212 = -506510.893712 nChanged 44 SP:Iteration 21Q (6709.060000 sec): 3 clusters Score: Raw -510632.429487 + Penalty 4099.124212 = -506533.305276 nChanged 39 SP:Iteration 22Q (6709.210000 sec): 3 clusters Score: Raw -510649.919621 + Penalty 4099.124212 = -506550.795410 nChanged 29 SP:Iteration 23Q (6709.430000 sec): 3 clusters Score: Raw -510663.510347 + Penalty 4099.124212 = -506564.386135 nChanged 30 SP:Iteration 24Q (6709.650000 sec): 3 clusters Score: Raw -510678.184199 + Penalty 4099.124212 = -506579.059987 nChanged 37 SP:Iteration 25Q (6709.860000 sec): 3 clusters Score: Raw -510697.466883 + Penalty 4099.124212 = -506598.342672 nChanged 28 SP:Iteration 26Q (6710.050000 sec): 3 clusters Score: Raw -510710.817874 + Penalty 4099.124212 = -506611.693662 nChanged 15 SP:Iteration 27Q (6710.270000 sec): 3 clusters Score: Raw -510717.523221 + Penalty 4099.124212 = -506618.399009 nChanged 14 SP:Iteration 28Q (6710.480000 sec): 3 clusters Score: Raw -510721.640093 + Penalty 4099.124212 = -506622.515882 nChanged 20 SP:Iteration 29Q (6710.650000 sec): 3 clusters Score: Raw -510731.937548 + Penalty 4099.124212 = -506632.813336 nChanged 18 SP:Iteration 30Q (6710.880000 sec): 3 clusters Score: Raw -510740.637692 + Penalty 4099.124212 = -506641.513480 nChanged 18 SP:Iteration 31Q (6711.050000 sec): 3 clusters Score: Raw -510748.353680 + Penalty 4099.124212 = -506649.229469 nChanged 8 SP:Iteration 32Q (6711.250000 sec): 3 clusters Score: Raw -510751.291693 + Penalty 4099.124212 = -506652.167482 nChanged 10 SP:Iteration 33Q (6711.430000 sec): 3 clusters Score: Raw -510754.745323 + Penalty 4099.124212 = -506655.621112 nChanged 11 SP:Iteration 34Q (6711.620000 sec): 3 clusters Score: Raw -510759.400073 + Penalty 4099.124212 = -506660.275861 nChanged 5 SP:Iteration 35Q (6711.780000 sec): 3 clusters Score: Raw -510761.062012 + Penalty 4099.124212 = -506661.937801 nChanged 3 SP:Iteration 36Q (6712.000000 sec): 3 clusters Score: Raw -510762.013047 + Penalty 4099.124212 = -506662.888835 nChanged 4 SP:Iteration 37Q (6712.220000 sec): 3 clusters Score: Raw -510763.440172 + Penalty 4099.124212 = -506664.315960 nChanged 2 SP:Iteration 38Q (6712.450000 sec): 3 clusters Score: Raw -510764.099254 + Penalty 4099.124212 = -506664.975042 nChanged 1 SP:Iteration 39Q (6712.680000 sec): 3 clusters Score: Raw -510764.792732 + Penalty 4099.124212 = -506665.668521 nChanged 3 SP:Iteration 40F (6712.880000 sec): 3 clusters Score: Raw -510765.669641 + Penalty 4099.124212 = -506666.545430 nChanged 4 SP:Iteration 41Q (6713.070000 sec): 3 clusters Score: Raw -510766.884063 + Penalty 4099.124212 = -506667.759852 nChanged 3 SP:Iteration 42Q (6713.300000 sec): 3 clusters Score: Raw -510767.636706 + Penalty 4099.124212 = -506668.512495 nChanged 1 SP:Iteration 43Q (6713.510000 sec): 3 clusters Score: Raw -510768.337056 + Penalty 4099.124212 = -506669.212844 nChanged 3 SP:Iteration 44Q (6713.750000 sec): 3 clusters Score: Raw -510769.268374 + Penalty 4099.124212 = -506670.144162 nChanged 2 SP:Iteration 45Q (6713.960000 sec): 3 clusters Score: Raw -510770.072785 + Penalty 4099.124212 = -506670.948573 nChanged 1 SP:Iteration 46Q (6714.190000 sec): 3 clusters Score: Raw -510770.389586 + Penalty 4099.124212 = -506671.265374 nChanged 1 SP:Iteration 47Q (6714.430000 sec): 3 clusters Score: Raw -510770.549345 + Penalty 4099.124212 = -506671.425134 nChanged 1 SP:Iteration 48Q (6714.620000 sec): 3 clusters Score: Raw -510770.931699 + Penalty 4099.124212 = -506671.807488 nChanged 0 SP:Iteration 49F (6714.900000 sec): 3 clusters Score: Raw -510770.931699 + Penalty 4099.124212 = -506671.807488 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (253036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6716.150000 sec): 2 clusters Score: Raw -34232982.307268 + Penalty 3085.439188 = -34229896.868080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6717.800000 sec): 3 clusters Score: Raw -34066291.977019 + Penalty 6170.878377 = -34060121.098643 nChanged 121871 SP:Iteration 1F (6719.540000 sec): 3 clusters Score: Raw -34138298.921526 + Penalty 6170.878377 = -34132128.043149 nChanged 6253 SP:Iteration 2Q (6721.350000 sec): 3 clusters Score: Raw -34139386.037413 + Penalty 6170.878377 = -34133215.159036 nChanged 6375 SP:Iteration 3Q (6722.970000 sec): 3 clusters Score: Raw -34140588.669162 + Penalty 6170.878377 = -34134417.790785 nChanged 6662 SP:Iteration 4Q (6724.540000 sec): 3 clusters Score: Raw -34142015.097082 + Penalty 6170.878377 = -34135844.218705 nChanged 7321 SP:Iteration 5Q (6726.310000 sec): 3 clusters Score: Raw -34143870.647337 + Penalty 6170.878377 = -34137699.768960 nChanged 8548 SP:Iteration 6Q (6727.910000 sec): 3 clusters Score: Raw -34146587.451201 + Penalty 6170.878377 = -34140416.572825 nChanged 10184 SP:Iteration 7Q (6729.490000 sec): 3 clusters Score: Raw -34150826.318205 + Penalty 6170.878377 = -34144655.439828 nChanged 12190 SP:Iteration 8Q (6731.030000 sec): 3 clusters Score: Raw -34157777.558300 + Penalty 6170.878377 = -34151606.679923 nChanged 14764 SP:Iteration 9F (6732.540000 sec): 3 clusters Score: Raw -34168381.926535 + Penalty 6170.878377 = -34162211.048158 nChanged 15808 SP:Iteration 10F (6734.050000 sec): 3 clusters Score: Raw -34179496.325511 + Penalty 6170.878377 = -34173325.447134 nChanged 13225 SP:Iteration 11F (6735.490000 sec): 3 clusters Score: Raw -34185474.958908 + Penalty 6170.878377 = -34179304.080531 nChanged 7909 SP:Iteration 12Q (6736.950000 sec): 3 clusters Score: Raw -34187240.920539 + Penalty 6170.878377 = -34181070.042162 nChanged 3941 SP:Iteration 13Q (6738.450000 sec): 3 clusters Score: Raw -34187746.620560 + Penalty 6170.878377 = -34181575.742183 nChanged 2218 SP:Iteration 14Q (6739.890000 sec): 3 clusters Score: Raw -34187985.945715 + Penalty 6170.878377 = -34181815.067338 nChanged 1731 SP:Iteration 15Q (6741.350000 sec): 3 clusters Score: Raw -34188188.229546 + Penalty 6170.878377 = -34182017.351169 nChanged 1697 SP:Iteration 16Q (6742.760000 sec): 3 clusters Score: Raw -34188399.132116 + Penalty 6170.878377 = -34182228.253739 nChanged 1772 SP:Iteration 17Q (6744.200000 sec): 3 clusters Score: Raw -34188621.549903 + Penalty 6170.878377 = -34182450.671526 nChanged 1855 SP:Iteration 18Q (6745.760000 sec): 3 clusters Score: Raw -34188865.817303 + Penalty 6170.878377 = -34182694.938926 nChanged 2025 SP:Iteration 19Q (6747.240000 sec): 3 clusters Score: Raw -34189145.808392 + Penalty 6170.878377 = -34182974.930015 nChanged 2141 SP:Iteration 20F (6748.730000 sec): 3 clusters Score: Raw -34189469.063274 + Penalty 6170.878377 = -34183298.184897 nChanged 2324 SP:Iteration 21Q (6750.460000 sec): 3 clusters Score: Raw -34189842.129194 + Penalty 6170.878377 = -34183671.250817 nChanged 2492 SP:Iteration 22Q (6752.020000 sec): 3 clusters Score: Raw -34190249.283742 + Penalty 6170.878377 = -34184078.405365 nChanged 2635 SP:Iteration 23Q (6753.660000 sec): 3 clusters Score: Raw -34190720.075364 + Penalty 6170.878377 = -34184549.196987 nChanged 2920 SP:Iteration 24Q (6755.310000 sec): 3 clusters Score: Raw -34191289.268659 + Penalty 6170.878377 = -34185118.390282 nChanged 3073 SP:Iteration 25Q (6756.800000 sec): 3 clusters Score: Raw -34191906.892571 + Penalty 6170.878377 = -34185736.014194 nChanged 3315 SP:Iteration 26Q (6758.440000 sec): 3 clusters Score: Raw -34192627.787928 + Penalty 6170.878377 = -34186456.909551 nChanged 3583 SP:Iteration 27Q (6760.120000 sec): 3 clusters Score: Raw -34193461.264368 + Penalty 6170.878377 = -34187290.385991 nChanged 3880 SP:Iteration 28Q (6761.560000 sec): 3 clusters Score: Raw -34194441.809980 + Penalty 6170.878377 = -34188270.931603 nChanged 4169 SP:Iteration 29Q (6763.150000 sec): 3 clusters Score: Raw -34195582.655211 + Penalty 6170.878377 = -34189411.776834 nChanged 4462 SP:Iteration 30Q (6764.760000 sec): 3 clusters Score: Raw -34196927.404767 + Penalty 6170.878377 = -34190756.526391 nChanged 4727 SP:Iteration 31Q (6766.450000 sec): 3 clusters Score: Raw -34198464.160704 + Penalty 6170.878377 = -34192293.282327 nChanged 5094 SP:Iteration 32Q (6768.160000 sec): 3 clusters Score: Raw -34200296.504346 + Penalty 6170.878377 = -34194125.625969 nChanged 5361 SP:Iteration 33Q (6769.940000 sec): 3 clusters Score: Raw -34202372.031207 + Penalty 6170.878377 = -34196201.152830 nChanged 5436 SP:Iteration 34Q (6771.620000 sec): 3 clusters Score: Raw -34204667.518689 + Penalty 6170.878377 = -34198496.640313 nChanged 5587 SP:Iteration 35Q (6773.050000 sec): 3 clusters Score: Raw -34207249.543671 + Penalty 6170.878377 = -34201078.665295 nChanged 5647 SP:Iteration 36Q (6774.470000 sec): 3 clusters Score: Raw -34210171.141415 + Penalty 6170.878377 = -34204000.263038 nChanged 5651 SP:Iteration 37Q (6775.940000 sec): 3 clusters Score: Raw -34213391.361149 + Penalty 6170.878377 = -34207220.482772 nChanged 5363 SP:Iteration 38Q (6777.300000 sec): 3 clusters Score: Raw -34216627.373554 + Penalty 6170.878377 = -34210456.495177 nChanged 4780 SP:Iteration 39Q (6778.630000 sec): 3 clusters Score: Raw -34219658.066918 + Penalty 6170.878377 = -34213487.188542 nChanged 4285 SP:Iteration 40F (6780.250000 sec): 3 clusters Score: Raw -34222731.882412 + Penalty 6170.878377 = -34216561.004035 nChanged 3777 SP:Iteration 41Q (6781.610000 sec): 3 clusters Score: Raw -34225459.377629 + Penalty 6170.878377 = -34219288.499252 nChanged 3057 SP:Iteration 42Q (6782.870000 sec): 3 clusters Score: Raw -34227725.987595 + Penalty 6170.878377 = -34221555.109218 nChanged 2407 SP:Iteration 43Q (6784.110000 sec): 3 clusters Score: Raw -34229603.534786 + Penalty 6170.878377 = -34223432.656409 nChanged 1900 SP:Iteration 44Q (6785.390000 sec): 3 clusters Score: Raw -34231166.822802 + Penalty 6170.878377 = -34224995.944425 nChanged 1207 SP:Iteration 45Q (6786.710000 sec): 3 clusters Score: Raw -34232160.066526 + Penalty 6170.878377 = -34225989.188149 nChanged 673 SP:Iteration 46Q (6787.890000 sec): 3 clusters Score: Raw -34232715.493522 + Penalty 6170.878377 = -34226544.615145 nChanged 303 SP:Iteration 47Q (6789.240000 sec): 3 clusters Score: Raw -34232990.537605 + Penalty 6170.878377 = -34226819.659229 nChanged 150 SP:Iteration 48Q (6790.520000 sec): 3 clusters Score: Raw -34233118.597321 + Penalty 6170.878377 = -34226947.718945 nChanged 87 SP:Iteration 49Q (6791.700000 sec): 3 clusters Score: Raw -34233202.988222 + Penalty 6170.878377 = -34227032.109845 nChanged 41 SP:Iteration 50Q (6792.970000 sec): 3 clusters Score: Raw -34233253.660984 + Penalty 6170.878377 = -34227082.782608 nChanged 34 SP:Iteration 51Q (6794.140000 sec): 3 clusters Score: Raw -34233288.661244 + Penalty 6170.878377 = -34227117.782868 nChanged 25 SP:Iteration 52Q (6795.290000 sec): 3 clusters Score: Raw -34233322.232465 + Penalty 6170.878377 = -34227151.354088 nChanged 18 SP:Iteration 53Q (6796.300000 sec): 3 clusters Score: Raw -34233349.735964 + Penalty 6170.878377 = -34227178.857587 nChanged 15 SP:Iteration 54Q (6797.440000 sec): 3 clusters Score: Raw -34233369.757944 + Penalty 6170.878377 = -34227198.879567 nChanged 11 SP:Iteration 55Q (6798.730000 sec): 3 clusters Score: Raw -34233381.179933 + Penalty 6170.878377 = -34227210.301556 nChanged 4 SP:Iteration 56Q (6800.000000 sec): 3 clusters Score: Raw -34233390.101090 + Penalty 6170.878377 = -34227219.222713 nChanged 7 SP:Iteration 57Q (6801.220000 sec): 3 clusters Score: Raw -34233398.007127 + Penalty 6170.878377 = -34227227.128750 nChanged 4 SP:Iteration 58Q (6802.620000 sec): 3 clusters Score: Raw -34233404.164165 + Penalty 6170.878377 = -34227233.285788 nChanged 3 SP:Iteration 59Q (6803.910000 sec): 3 clusters Score: Raw -34233407.602213 + Penalty 6170.878377 = -34227236.723836 nChanged 2 SP:Iteration 60F (6805.470000 sec): 3 clusters Score: Raw -34233409.350414 + Penalty 6170.878377 = -34227238.472037 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (4800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6805.700000 sec): 2 clusters Score: Raw -656467.758430 + Penalty 2102.140057 = -654365.618373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6805.980000 sec): 3 clusters Score: Raw -654144.517997 + Penalty 4204.280114 = -649940.237883 nChanged 1828 SP:Iteration 1F (6806.250000 sec): 3 clusters Score: Raw -655216.084828 + Penalty 4204.280114 = -651011.804714 nChanged 341 SP:Iteration 2F (6806.440000 sec): 3 clusters Score: Raw -655397.756849 + Penalty 4204.280114 = -651193.476735 nChanged 215 SP:Iteration 3Q (6806.710000 sec): 3 clusters Score: Raw -655502.468906 + Penalty 4204.280114 = -651298.188793 nChanged 149 SP:Iteration 4Q (6806.920000 sec): 3 clusters Score: Raw -655569.001505 + Penalty 4204.280114 = -651364.721391 nChanged 112 SP:Iteration 5Q (6807.130000 sec): 3 clusters Score: Raw -655618.225287 + Penalty 4204.280114 = -651413.945174 nChanged 87 SP:Iteration 6Q (6807.330000 sec): 3 clusters Score: Raw -655652.999584 + Penalty 4204.280114 = -651448.719470 nChanged 73 SP:Iteration 7Q (6807.530000 sec): 3 clusters Score: Raw -655678.716104 + Penalty 4204.280114 = -651474.435990 nChanged 62 SP:Iteration 8Q (6807.760000 sec): 3 clusters Score: Raw -655700.452706 + Penalty 4204.280114 = -651496.172593 nChanged 54 SP:Iteration 9Q (6807.940000 sec): 3 clusters Score: Raw -655719.206036 + Penalty 4204.280114 = -651514.925923 nChanged 46 SP:Iteration 10Q (6808.140000 sec): 3 clusters Score: Raw -655736.470352 + Penalty 4204.280114 = -651532.190238 nChanged 34 SP:Iteration 11Q (6808.360000 sec): 3 clusters Score: Raw -655747.241286 + Penalty 4204.280114 = -651542.961172 nChanged 36 SP:Iteration 12Q (6808.600000 sec): 3 clusters Score: Raw -655759.703856 + Penalty 4204.280114 = -651555.423742 nChanged 41 SP:Iteration 13Q (6808.780000 sec): 3 clusters Score: Raw -655773.602500 + Penalty 4204.280114 = -651569.322386 nChanged 48 SP:Iteration 14Q (6808.980000 sec): 3 clusters Score: Raw -655794.075363 + Penalty 4204.280114 = -651589.795249 nChanged 54 SP:Iteration 15Q (6809.190000 sec): 3 clusters Score: Raw -655813.515492 + Penalty 4204.280114 = -651609.235378 nChanged 48 SP:Iteration 16Q (6809.370000 sec): 3 clusters Score: Raw -655832.537605 + Penalty 4204.280114 = -651628.257492 nChanged 39 SP:Iteration 17Q (6809.590000 sec): 3 clusters Score: Raw -655848.140229 + Penalty 4204.280114 = -651643.860116 nChanged 36 SP:Iteration 18Q (6809.800000 sec): 3 clusters Score: Raw -655863.796606 + Penalty 4204.280114 = -651659.516492 nChanged 39 SP:Iteration 19Q (6809.970000 sec): 3 clusters Score: Raw -655880.392670 + Penalty 4204.280114 = -651676.112557 nChanged 38 SP:Iteration 20F (6810.230000 sec): 3 clusters Score: Raw -655894.599670 + Penalty 4204.280114 = -651690.319557 nChanged 40 SP:Iteration 21Q (6810.410000 sec): 3 clusters Score: Raw -655910.192784 + Penalty 4204.280114 = -651705.912670 nChanged 35 SP:Iteration 22Q (6810.590000 sec): 3 clusters Score: Raw -655923.416897 + Penalty 4204.280114 = -651719.136783 nChanged 37 SP:Iteration 23Q (6810.780000 sec): 3 clusters Score: Raw -655937.027085 + Penalty 4204.280114 = -651732.746971 nChanged 37 SP:Iteration 24Q (6810.980000 sec): 3 clusters Score: Raw -655954.142202 + Penalty 4204.280114 = -651749.862089 nChanged 45 SP:Iteration 25Q (6811.170000 sec): 3 clusters Score: Raw -655976.364383 + Penalty 4204.280114 = -651772.084269 nChanged 57 SP:Iteration 26Q (6811.340000 sec): 3 clusters Score: Raw -655999.474558 + Penalty 4204.280114 = -651795.194445 nChanged 62 SP:Iteration 27Q (6811.550000 sec): 3 clusters Score: Raw -656028.620351 + Penalty 4204.280114 = -651824.340237 nChanged 56 SP:Iteration 28Q (6811.770000 sec): 3 clusters Score: Raw -656056.660926 + Penalty 4204.280114 = -651852.380812 nChanged 57 SP:Iteration 29Q (6811.970000 sec): 3 clusters Score: Raw -656083.513171 + Penalty 4204.280114 = -651879.233058 nChanged 61 SP:Iteration 30Q (6812.220000 sec): 3 clusters Score: Raw -656109.271216 + Penalty 4204.280114 = -651904.991102 nChanged 55 SP:Iteration 31Q (6812.450000 sec): 3 clusters Score: Raw -656136.938867 + Penalty 4204.280114 = -651932.658753 nChanged 53 SP:Iteration 32Q (6812.660000 sec): 3 clusters Score: Raw -656167.723715 + Penalty 4204.280114 = -651963.443601 nChanged 55 SP:Iteration 33Q (6812.900000 sec): 3 clusters Score: Raw -656194.176073 + Penalty 4204.280114 = -651989.895959 nChanged 58 SP:Iteration 34Q (6813.100000 sec): 3 clusters Score: Raw -656221.003740 + Penalty 4204.280114 = -652016.723626 nChanged 52 SP:Iteration 35Q (6813.310000 sec): 3 clusters Score: Raw -656242.676913 + Penalty 4204.280114 = -652038.396800 nChanged 44 SP:Iteration 36Q (6813.510000 sec): 3 clusters Score: Raw -656267.374421 + Penalty 4204.280114 = -652063.094307 nChanged 41 SP:Iteration 37Q (6813.690000 sec): 3 clusters Score: Raw -656292.927978 + Penalty 4204.280114 = -652088.647865 nChanged 49 SP:Iteration 38Q (6813.920000 sec): 3 clusters Score: Raw -656316.942665 + Penalty 4204.280114 = -652112.662551 nChanged 49 SP:Iteration 39Q (6814.180000 sec): 3 clusters Score: Raw -656343.216151 + Penalty 4204.280114 = -652138.936037 nChanged 59 SP:Iteration 40F (6814.390000 sec): 3 clusters Score: Raw -656371.909557 + Penalty 4204.280114 = -652167.629444 nChanged 54 SP:Iteration 41Q (6814.610000 sec): 3 clusters Score: Raw -656399.593653 + Penalty 4204.280114 = -652195.313540 nChanged 54 SP:Iteration 42Q (6814.800000 sec): 3 clusters Score: Raw -656429.147409 + Penalty 4204.280114 = -652224.867296 nChanged 53 SP:Iteration 43Q (6814.990000 sec): 3 clusters Score: Raw -656461.215056 + Penalty 4204.280114 = -652256.934942 nChanged 46 SP:Iteration 44Q (6815.220000 sec): 3 clusters Score: Raw -656484.212908 + Penalty 4204.280114 = -652279.932794 nChanged 44 SP:Iteration 45Q (6815.440000 sec): 3 clusters Score: Raw -656508.238536 + Penalty 4204.280114 = -652303.958423 nChanged 36 SP:Iteration 46Q (6815.660000 sec): 3 clusters Score: Raw -656529.424036 + Penalty 4204.280114 = -652325.143922 nChanged 29 SP:Iteration 47Q (6815.870000 sec): 3 clusters Score: Raw -656545.807291 + Penalty 4204.280114 = -652341.527177 nChanged 28 SP:Iteration 48Q (6816.090000 sec): 3 clusters Score: Raw -656563.599121 + Penalty 4204.280114 = -652359.319007 nChanged 31 SP:Iteration 49Q (6816.310000 sec): 3 clusters Score: Raw -656581.369845 + Penalty 4204.280114 = -652377.089731 nChanged 28 SP:Iteration 50Q (6816.510000 sec): 3 clusters Score: Raw -656595.672284 + Penalty 4204.280114 = -652391.392171 nChanged 24 SP:Iteration 51Q (6816.700000 sec): 3 clusters Score: Raw -656609.150903 + Penalty 4204.280114 = -652404.870789 nChanged 32 SP:Iteration 52Q (6816.910000 sec): 3 clusters Score: Raw -656627.593608 + Penalty 4204.280114 = -652423.313494 nChanged 13 SP:Iteration 53Q (6817.160000 sec): 3 clusters Score: Raw -656633.014187 + Penalty 4204.280114 = -652428.734073 nChanged 8 SP:Iteration 54Q (6817.340000 sec): 3 clusters Score: Raw -656637.315339 + Penalty 4204.280114 = -652433.035226 nChanged 7 SP:Iteration 55Q (6817.550000 sec): 3 clusters Score: Raw -656641.013736 + Penalty 4204.280114 = -652436.733623 nChanged 3 SP:Iteration 56Q (6817.750000 sec): 3 clusters Score: Raw -656643.355882 + Penalty 4204.280114 = -652439.075769 nChanged 6 SP:Iteration 57Q (6817.930000 sec): 3 clusters Score: Raw -656646.286606 + Penalty 4204.280114 = -652442.006493 nChanged 5 SP:Iteration 58Q (6818.180000 sec): 3 clusters Score: Raw -656648.781880 + Penalty 4204.280114 = -652444.501766 nChanged 7 SP:Iteration 59Q (6818.380000 sec): 3 clusters Score: Raw -656651.779819 + Penalty 4204.280114 = -652447.499705 nChanged 8 SP:Iteration 60F (6818.620000 sec): 3 clusters Score: Raw -656656.693512 + Penalty 4204.280114 = -652452.413398 nChanged 8 SP:Iteration 61Q (6818.840000 sec): 3 clusters Score: Raw -656659.987368 + Penalty 4204.280114 = -652455.707254 nChanged 6 SP:Iteration 62Q (6819.030000 sec): 3 clusters Score: Raw -656663.237525 + Penalty 4204.280114 = -652458.957412 nChanged 8 SP:Iteration 63Q (6819.300000 sec): 3 clusters Score: Raw -656667.828811 + Penalty 4204.280114 = -652463.548697 nChanged 6 SP:Iteration 64Q (6819.480000 sec): 3 clusters Score: Raw -656670.071628 + Penalty 4204.280114 = -652465.791514 nChanged 3 SP:Iteration 65Q (6819.740000 sec): 3 clusters Score: Raw -656671.468824 + Penalty 4204.280114 = -652467.188710 nChanged 5 SP:Iteration 66Q (6819.920000 sec): 3 clusters Score: Raw -656674.100707 + Penalty 4204.280114 = -652469.820593 nChanged 4 SP:Iteration 67Q (6820.140000 sec): 3 clusters Score: Raw -656676.014712 + Penalty 4204.280114 = -652471.734598 nChanged 2 SP:Iteration 68Q (6820.320000 sec): 3 clusters Score: Raw -656676.683853 + Penalty 4204.280114 = -652472.403740 nChanged 1 SP:Iteration 69Q (6820.550000 sec): 3 clusters Score: Raw -656676.992342 + Penalty 4204.280114 = -652472.712229 nChanged 0 SP:Iteration 70F (6820.790000 sec): 3 clusters Score: Raw -656676.992342 + Penalty 4204.280114 = -652472.712229 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6820.910000 sec): 2 clusters Score: Raw -19401.045120 + Penalty 1253.948960 = -18147.096160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6821.080000 sec): 3 clusters Score: Raw -19682.220999 + Penalty 2507.897919 = -17174.323080 nChanged 7 SP:Iteration 1Q (6821.220000 sec): 3 clusters Score: Raw -19717.763973 + Penalty 2507.897919 = -17209.866054 nChanged 2 SP:Iteration 2Q (6821.410000 sec): 3 clusters Score: Raw -19734.032146 + Penalty 2507.897919 = -17226.134227 nChanged 2 SP:Iteration 3Q (6821.600000 sec): 3 clusters Score: Raw -19749.456917 + Penalty 2507.897919 = -17241.558998 nChanged 1 SP:Iteration 4Q (6821.750000 sec): 3 clusters Score: Raw -19757.485181 + Penalty 2507.897919 = -17249.587262 nChanged 0 SP:Iteration 5F (6821.950000 sec): 3 clusters Score: Raw -19757.485181 + Penalty 2507.897919 = -17249.587262 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6822.080000 sec): 2 clusters Score: Raw -174230.451277 + Penalty 1784.034083 = -172446.417194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6822.250000 sec): 3 clusters Score: Raw -173859.210331 + Penalty 3568.068166 = -170291.142165 nChanged 362 SP:Iteration 1F (6822.420000 sec): 3 clusters Score: Raw -174185.577592 + Penalty 3568.068166 = -170617.509426 nChanged 86 SP:Iteration 2F (6822.590000 sec): 3 clusters Score: Raw -174264.321635 + Penalty 3568.068166 = -170696.253469 nChanged 36 SP:Iteration 3Q (6822.800000 sec): 3 clusters Score: Raw -174300.862385 + Penalty 3568.068166 = -170732.794219 nChanged 23 SP:Iteration 4Q (6822.980000 sec): 3 clusters Score: Raw -174322.350930 + Penalty 3568.068166 = -170754.282765 nChanged 28 SP:Iteration 5Q (6823.160000 sec): 3 clusters Score: Raw -174353.195195 + Penalty 3568.068166 = -170785.127029 nChanged 21 SP:Iteration 6Q (6823.360000 sec): 3 clusters Score: Raw -174376.100662 + Penalty 3568.068166 = -170808.032496 nChanged 16 SP:Iteration 7Q (6823.550000 sec): 3 clusters Score: Raw -174393.313890 + Penalty 3568.068166 = -170825.245724 nChanged 17 SP:Iteration 8Q (6823.710000 sec): 3 clusters Score: Raw -174408.814102 + Penalty 3568.068166 = -170840.745936 nChanged 15 SP:Iteration 9Q (6823.870000 sec): 3 clusters Score: Raw -174422.315785 + Penalty 3568.068166 = -170854.247619 nChanged 17 SP:Iteration 10Q (6824.080000 sec): 3 clusters Score: Raw -174446.934203 + Penalty 3568.068166 = -170878.866037 nChanged 26 SP:Iteration 11Q (6824.250000 sec): 3 clusters Score: Raw -174481.309326 + Penalty 3568.068166 = -170913.241160 nChanged 32 SP:Iteration 12Q (6824.440000 sec): 3 clusters Score: Raw -174520.081589 + Penalty 3568.068166 = -170952.013423 nChanged 20 SP:Iteration 13Q (6824.610000 sec): 3 clusters Score: Raw -174543.759733 + Penalty 3568.068166 = -170975.691567 nChanged 17 SP:Iteration 14Q (6824.800000 sec): 3 clusters Score: Raw -174563.541420 + Penalty 3568.068166 = -170995.473255 nChanged 16 SP:Iteration 15Q (6825.010000 sec): 3 clusters Score: Raw -174579.899090 + Penalty 3568.068166 = -171011.830924 nChanged 10 SP:Iteration 16Q (6825.190000 sec): 3 clusters Score: Raw -174594.893545 + Penalty 3568.068166 = -171026.825379 nChanged 12 SP:Iteration 17Q (6825.340000 sec): 3 clusters Score: Raw -174612.680950 + Penalty 3568.068166 = -171044.612784 nChanged 10 SP:Iteration 18Q (6825.540000 sec): 3 clusters Score: Raw -174619.930464 + Penalty 3568.068166 = -171051.862298 nChanged 3 SP:Iteration 19Q (6825.640000 sec): 3 clusters Score: Raw -174623.466737 + Penalty 3568.068166 = -171055.398571 nChanged 5 SP:Iteration 20F (6825.790000 sec): 3 clusters Score: Raw -174629.311810 + Penalty 3568.068166 = -171061.243644 nChanged 2 SP:Iteration 21Q (6825.960000 sec): 3 clusters Score: Raw -174631.118280 + Penalty 3568.068166 = -171063.050114 nChanged 2 SP:Iteration 22Q (6826.160000 sec): 3 clusters Score: Raw -174633.623120 + Penalty 3568.068166 = -171065.554954 nChanged 3 SP:Iteration 23Q (6826.340000 sec): 3 clusters Score: Raw -174635.536951 + Penalty 3568.068166 = -171067.468785 nChanged 4 SP:Iteration 24Q (6826.520000 sec): 3 clusters Score: Raw -174638.573289 + Penalty 3568.068166 = -171070.505123 nChanged 3 SP:Iteration 25Q (6826.720000 sec): 3 clusters Score: Raw -174642.835002 + Penalty 3568.068166 = -171074.766836 nChanged 3 SP:Iteration 26Q (6826.890000 sec): 3 clusters Score: Raw -174647.626709 + Penalty 3568.068166 = -171079.558543 nChanged 4 SP:Iteration 27Q (6827.050000 sec): 3 clusters Score: Raw -174650.777004 + Penalty 3568.068166 = -171082.708838 nChanged 0 SP:Iteration 28F (6827.240000 sec): 3 clusters Score: Raw -174650.777004 + Penalty 3568.068166 = -171082.708838 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 12 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6827.370000 sec): 2 clusters Score: Raw -60923.499953 + Penalty 1515.643900 = -59407.856053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6827.540000 sec): 3 clusters Score: Raw -61018.777506 + Penalty 3031.287800 = -57987.489705 nChanged 65 SP:Iteration 1F (6827.720000 sec): 3 clusters Score: Raw -61174.441922 + Penalty 3031.287800 = -58143.154122 nChanged 22 SP:Iteration 2Q (6827.960000 sec): 3 clusters Score: Raw -61224.433125 + Penalty 3031.287800 = -58193.145325 nChanged 7 SP:Iteration 3Q (6828.150000 sec): 3 clusters Score: Raw -61255.301037 + Penalty 3031.287800 = -58224.013236 nChanged 5 SP:Iteration 4Q (6828.340000 sec): 3 clusters Score: Raw -61273.676495 + Penalty 3031.287800 = -58242.388694 nChanged 4 SP:Iteration 5Q (6828.520000 sec): 3 clusters Score: Raw -61283.303236 + Penalty 3031.287800 = -58252.015436 nChanged 2 SP:Iteration 6Q (6828.700000 sec): 3 clusters Score: Raw -61284.699123 + Penalty 3031.287800 = -58253.411322 nChanged 1 SP:Iteration 7Q (6828.900000 sec): 3 clusters Score: Raw -61286.182351 + Penalty 3031.287800 = -58254.894550 nChanged 1 SP:Iteration 8Q (6829.110000 sec): 3 clusters Score: Raw -61287.015844 + Penalty 3031.287800 = -58255.728044 nChanged 0 SP:Iteration 9F (6829.320000 sec): 3 clusters Score: Raw -61287.015844 + Penalty 3031.287800 = -58255.728044 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 13 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6829.440000 sec): 2 clusters Score: Raw -64435.359301 + Penalty 1564.859733 = -62870.499568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6829.570000 sec): 3 clusters Score: Raw -64396.520241 + Penalty 3129.719466 = -61266.800775 nChanged 109 SP:Iteration 1F (6829.760000 sec): 3 clusters Score: Raw -64640.942675 + Penalty 3129.719466 = -61511.223209 nChanged 45 SP:Iteration 2F (6829.940000 sec): 3 clusters Score: Raw -64774.572785 + Penalty 3129.719466 = -61644.853319 nChanged 20 SP:Iteration 3Q (6830.150000 sec): 3 clusters Score: Raw -64854.665619 + Penalty 3129.719466 = -61724.946153 nChanged 14 SP:Iteration 4Q (6830.320000 sec): 3 clusters Score: Raw -64920.259300 + Penalty 3129.719466 = -61790.539834 nChanged 14 SP:Iteration 5Q (6830.480000 sec): 3 clusters Score: Raw -64983.191290 + Penalty 3129.719466 = -61853.471824 nChanged 13 SP:Iteration 6Q (6830.660000 sec): 3 clusters Score: Raw -65042.251637 + Penalty 3129.719466 = -61912.532171 nChanged 11 SP:Iteration 7Q (6830.870000 sec): 3 clusters Score: Raw -65093.556399 + Penalty 3129.719466 = -61963.836933 nChanged 18 SP:Iteration 8Q (6831.070000 sec): 3 clusters Score: Raw -65155.302021 + Penalty 3129.719466 = -62025.582555 nChanged 12 SP:Iteration 9Q (6831.210000 sec): 3 clusters Score: Raw -65212.931457 + Penalty 3129.719466 = -62083.211991 nChanged 12 SP:Iteration 10Q (6831.390000 sec): 3 clusters Score: Raw -65269.259058 + Penalty 3129.719466 = -62139.539592 nChanged 14 SP:Iteration 11Q (6831.550000 sec): 3 clusters Score: Raw -65343.337191 + Penalty 3129.719466 = -62213.617725 nChanged 16 SP:Iteration 12Q (6831.730000 sec): 3 clusters Score: Raw -65434.897812 + Penalty 3129.719466 = -62305.178346 nChanged 16 SP:Iteration 13Q (6831.860000 sec): 3 clusters Score: Raw -65554.736286 + Penalty 3129.719466 = -62425.016820 nChanged 13 SP:Iteration 14Q (6832.030000 sec): 3 clusters Score: Raw -65671.829060 + Penalty 3129.719466 = -62542.109594 nChanged 10 SP:Iteration 15Q (6832.260000 sec): 3 clusters Score: Raw -65735.558011 + Penalty 3129.719466 = -62605.838545 nChanged 1 SP:Iteration 16Q (6832.460000 sec): 3 clusters Score: Raw -65738.813618 + Penalty 3129.719466 = -62609.094152 nChanged 1 SP:Iteration 17Q (6832.610000 sec): 3 clusters Score: Raw -65745.612174 + Penalty 3129.719466 = -62615.892708 nChanged 2 SP:Iteration 18Q (6832.810000 sec): 3 clusters Score: Raw -65758.149526 + Penalty 3129.719466 = -62628.430060 nChanged 3 SP:Iteration 19Q (6832.990000 sec): 3 clusters Score: Raw -65769.288860 + Penalty 3129.719466 = -62639.569394 nChanged 2 SP:Iteration 20F (6833.160000 sec): 3 clusters Score: Raw -65775.451387 + Penalty 3129.719466 = -62645.731921 nChanged 3 SP:Iteration 21Q (6833.320000 sec): 3 clusters Score: Raw -65786.122740 + Penalty 3129.719466 = -62656.403274 nChanged 1 SP:Iteration 22Q (6833.480000 sec): 3 clusters Score: Raw -65788.047973 + Penalty 3129.719466 = -62658.328507 nChanged 0 SP:Iteration 23F (6833.640000 sec): 3 clusters Score: Raw -65788.047973 + Penalty 3129.719466 = -62658.328507 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6833.730000 sec): 2 clusters Score: Raw -44417.409280 + Penalty 1460.441734 = -42956.967547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6833.930000 sec): 3 clusters Score: Raw -44692.159416 + Penalty 2920.883467 = -41771.275949 nChanged 69 SP:Iteration 1F (6834.080000 sec): 3 clusters Score: Raw -44863.584902 + Penalty 2920.883467 = -41942.701435 nChanged 13 SP:Iteration 2Q (6834.300000 sec): 3 clusters Score: Raw -44911.558652 + Penalty 2920.883467 = -41990.675184 nChanged 10 SP:Iteration 3Q (6834.470000 sec): 3 clusters Score: Raw -44933.845404 + Penalty 2920.883467 = -42012.961937 nChanged 4 SP:Iteration 4Q (6834.630000 sec): 3 clusters Score: Raw -44944.033912 + Penalty 2920.883467 = -42023.150444 nChanged 6 SP:Iteration 5Q (6834.780000 sec): 3 clusters Score: Raw -44960.264599 + Penalty 2920.883467 = -42039.381132 nChanged 4 SP:Iteration 6Q (6834.950000 sec): 3 clusters Score: Raw -44969.435415 + Penalty 2920.883467 = -42048.551948 nChanged 2 SP:Iteration 7Q (6835.100000 sec): 3 clusters Score: Raw -44973.522776 + Penalty 2920.883467 = -42052.639308 nChanged 3 SP:Iteration 8Q (6835.350000 sec): 3 clusters Score: Raw -44978.751497 + Penalty 2920.883467 = -42057.868030 nChanged 3 SP:Iteration 9Q (6835.500000 sec): 3 clusters Score: Raw -44990.338485 + Penalty 2920.883467 = -42069.455018 nChanged 3 SP:Iteration 10Q (6835.730000 sec): 3 clusters Score: Raw -44997.668302 + Penalty 2920.883467 = -42076.784835 nChanged 2 SP:Iteration 11Q (6835.840000 sec): 3 clusters Score: Raw -45002.727916 + Penalty 2920.883467 = -42081.844449 nChanged 1 SP:Iteration 12Q (6836.030000 sec): 3 clusters Score: Raw -45004.340860 + Penalty 2920.883467 = -42083.457393 nChanged 0 SP:Iteration 13F (6836.220000 sec): 3 clusters Score: Raw -45004.340860 + Penalty 2920.883467 = -42083.457393 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (101066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6836.790000 sec): 2 clusters Score: Raw -13903823.152880 + Penalty 2857.835204 = -13900965.317676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6837.540000 sec): 3 clusters Score: Raw -13839132.700413 + Penalty 5715.670408 = -13833417.030005 nChanged 47792 SP:Iteration 1F (6838.340000 sec): 3 clusters Score: Raw -13866577.582063 + Penalty 5715.670408 = -13860861.911655 nChanged 3483 SP:Iteration 2Q (6839.120000 sec): 3 clusters Score: Raw -13867570.380145 + Penalty 5715.670408 = -13861854.709738 nChanged 3841 SP:Iteration 3Q (6839.900000 sec): 3 clusters Score: Raw -13868884.244703 + Penalty 5715.670408 = -13863168.574295 nChanged 4312 SP:Iteration 4Q (6840.720000 sec): 3 clusters Score: Raw -13870638.421762 + Penalty 5715.670408 = -13864922.751354 nChanged 4890 SP:Iteration 5Q (6841.580000 sec): 3 clusters Score: Raw -13872930.729000 + Penalty 5715.670408 = -13867215.058593 nChanged 5331 SP:Iteration 6F (6842.360000 sec): 3 clusters Score: Raw -13875595.688848 + Penalty 5715.670408 = -13869880.018440 nChanged 5722 SP:Iteration 7F (6843.150000 sec): 3 clusters Score: Raw -13878731.259470 + Penalty 5715.670408 = -13873015.589063 nChanged 5867 SP:Iteration 8F (6844.000000 sec): 3 clusters Score: Raw -13882078.746327 + Penalty 5715.670408 = -13876363.075920 nChanged 5470 SP:Iteration 9F (6844.700000 sec): 3 clusters Score: Raw -13885265.678202 + Penalty 5715.670408 = -13879550.007794 nChanged 4931 SP:Iteration 10Q (6845.470000 sec): 3 clusters Score: Raw -13887952.899506 + Penalty 5715.670408 = -13882237.229098 nChanged 3922 SP:Iteration 11Q (6846.230000 sec): 3 clusters Score: Raw -13889917.167010 + Penalty 5715.670408 = -13884201.496602 nChanged 3135 SP:Iteration 12Q (6847.050000 sec): 3 clusters Score: Raw -13891198.027448 + Penalty 5715.670408 = -13885482.357040 nChanged 2314 SP:Iteration 13Q (6847.860000 sec): 3 clusters Score: Raw -13891987.457821 + Penalty 5715.670408 = -13886271.787414 nChanged 1817 SP:Iteration 14Q (6848.660000 sec): 3 clusters Score: Raw -13892544.810358 + Penalty 5715.670408 = -13886829.139950 nChanged 1650 SP:Iteration 15Q (6849.460000 sec): 3 clusters Score: Raw -13893023.910425 + Penalty 5715.670408 = -13887308.240018 nChanged 1563 SP:Iteration 16Q (6850.220000 sec): 3 clusters Score: Raw -13893475.463686 + Penalty 5715.670408 = -13887759.793278 nChanged 1647 SP:Iteration 17Q (6850.990000 sec): 3 clusters Score: Raw -13893965.037545 + Penalty 5715.670408 = -13888249.367138 nChanged 1633 SP:Iteration 18Q (6851.740000 sec): 3 clusters Score: Raw -13894480.676881 + Penalty 5715.670408 = -13888765.006473 nChanged 1733 SP:Iteration 19Q (6852.510000 sec): 3 clusters Score: Raw -13895079.058076 + Penalty 5715.670408 = -13889363.387668 nChanged 1839 SP:Iteration 20F (6853.320000 sec): 3 clusters Score: Raw -13895765.497212 + Penalty 5715.670408 = -13890049.826805 nChanged 1842 SP:Iteration 21Q (6854.040000 sec): 3 clusters Score: Raw -13896524.066861 + Penalty 5715.670408 = -13890808.396453 nChanged 1921 SP:Iteration 22Q (6854.750000 sec): 3 clusters Score: Raw -13897357.690204 + Penalty 5715.670408 = -13891642.019796 nChanged 1874 SP:Iteration 23Q (6855.450000 sec): 3 clusters Score: Raw -13898202.657286 + Penalty 5715.670408 = -13892486.986878 nChanged 1749 SP:Iteration 24Q (6856.120000 sec): 3 clusters Score: Raw -13899045.130085 + Penalty 5715.670408 = -13893329.459677 nChanged 1693 SP:Iteration 25Q (6856.850000 sec): 3 clusters Score: Raw -13899924.410648 + Penalty 5715.670408 = -13894208.740240 nChanged 1631 SP:Iteration 26Q (6857.490000 sec): 3 clusters Score: Raw -13900836.171150 + Penalty 5715.670408 = -13895120.500742 nChanged 1475 SP:Iteration 27Q (6858.260000 sec): 3 clusters Score: Raw -13901710.234205 + Penalty 5715.670408 = -13895994.563798 nChanged 1298 SP:Iteration 28Q (6859.030000 sec): 3 clusters Score: Raw -13902489.551458 + Penalty 5715.670408 = -13896773.881050 nChanged 990 SP:Iteration 29Q (6859.680000 sec): 3 clusters Score: Raw -13903091.103551 + Penalty 5715.670408 = -13897375.433143 nChanged 773 SP:Iteration 30Q (6860.380000 sec): 3 clusters Score: Raw -13903573.073128 + Penalty 5715.670408 = -13897857.402720 nChanged 538 SP:Iteration 31Q (6861.010000 sec): 3 clusters Score: Raw -13903884.077065 + Penalty 5715.670408 = -13898168.406657 nChanged 321 SP:Iteration 32Q (6861.610000 sec): 3 clusters Score: Raw -13904062.662112 + Penalty 5715.670408 = -13898346.991704 nChanged 207 SP:Iteration 33Q (6862.270000 sec): 3 clusters Score: Raw -13904169.203022 + Penalty 5715.670408 = -13898453.532614 nChanged 134 SP:Iteration 34Q (6862.930000 sec): 3 clusters Score: Raw -13904249.942031 + Penalty 5715.670408 = -13898534.271624 nChanged 88 SP:Iteration 35Q (6863.550000 sec): 3 clusters Score: Raw -13904299.882833 + Penalty 5715.670408 = -13898584.212425 nChanged 50 SP:Iteration 36Q (6864.200000 sec): 3 clusters Score: Raw -13904331.577603 + Penalty 5715.670408 = -13898615.907195 nChanged 48 SP:Iteration 37Q (6864.780000 sec): 3 clusters Score: Raw -13904353.443912 + Penalty 5715.670408 = -13898637.773505 nChanged 32 SP:Iteration 38Q (6865.410000 sec): 3 clusters Score: Raw -13904370.279377 + Penalty 5715.670408 = -13898654.608970 nChanged 21 SP:Iteration 39Q (6866.100000 sec): 3 clusters Score: Raw -13904380.442979 + Penalty 5715.670408 = -13898664.772571 nChanged 14 SP:Iteration 40F (6866.840000 sec): 3 clusters Score: Raw -13904390.265693 + Penalty 5715.670408 = -13898674.595286 nChanged 20 SP:Iteration 41Q (6867.580000 sec): 3 clusters Score: Raw -13904408.801193 + Penalty 5715.670408 = -13898693.130785 nChanged 21 SP:Iteration 42Q (6868.290000 sec): 3 clusters Score: Raw -13904420.914164 + Penalty 5715.670408 = -13898705.243756 nChanged 19 SP:Iteration 43Q (6868.930000 sec): 3 clusters Score: Raw -13904429.644311 + Penalty 5715.670408 = -13898713.973903 nChanged 13 SP:Iteration 44Q (6869.590000 sec): 3 clusters Score: Raw -13904435.671082 + Penalty 5715.670408 = -13898720.000675 nChanged 19 SP:Iteration 45Q (6870.240000 sec): 3 clusters Score: Raw -13904444.764491 + Penalty 5715.670408 = -13898729.094083 nChanged 11 SP:Iteration 46Q (6870.910000 sec): 3 clusters Score: Raw -13904448.570417 + Penalty 5715.670408 = -13898732.900009 nChanged 11 SP:Iteration 47Q (6871.640000 sec): 3 clusters Score: Raw -13904452.998648 + Penalty 5715.670408 = -13898737.328240 nChanged 6 SP:Iteration 48Q (6872.290000 sec): 3 clusters Score: Raw -13904457.065440 + Penalty 5715.670408 = -13898741.395032 nChanged 7 SP:Iteration 49Q (6873.030000 sec): 3 clusters Score: Raw -13904462.603420 + Penalty 5715.670408 = -13898746.933012 nChanged 11 SP:Iteration 50Q (6873.690000 sec): 3 clusters Score: Raw -13904469.358355 + Penalty 5715.670408 = -13898753.687947 nChanged 10 SP:Iteration 51Q (6874.350000 sec): 3 clusters Score: Raw -13904474.236269 + Penalty 5715.670408 = -13898758.565861 nChanged 4 SP:Iteration 52Q (6874.970000 sec): 3 clusters Score: Raw -13904475.928544 + Penalty 5715.670408 = -13898760.258136 nChanged 3 SP:Iteration 53Q (6875.690000 sec): 3 clusters Score: Raw -13904477.401131 + Penalty 5715.670408 = -13898761.730723 nChanged 2 SP:Iteration 54Q (6876.470000 sec): 3 clusters Score: Raw -13904478.005307 + Penalty 5715.670408 = -13898762.334899 nChanged 1 SP:Iteration 55Q (6877.140000 sec): 3 clusters Score: Raw -13904478.158455 + Penalty 5715.670408 = -13898762.488047 nChanged 1 SP:Iteration 56Q (6877.810000 sec): 3 clusters Score: Raw -13904478.601526 + Penalty 5715.670408 = -13898762.931118 nChanged 0 SP:Iteration 57F (6878.470000 sec): 3 clusters Score: Raw -13904478.601526 + Penalty 5715.670408 = -13898762.931118 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (38131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6878.750000 sec): 2 clusters Score: Raw -5094718.937482 + Penalty 2616.098154 = -5092102.839328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6879.140000 sec): 3 clusters Score: Raw -5071584.275338 + Penalty 5232.196308 = -5066352.079030 nChanged 17381 SP:Iteration 1F (6879.570000 sec): 3 clusters Score: Raw -5080762.955717 + Penalty 5232.196308 = -5075530.759410 nChanged 1575 SP:Iteration 2Q (6879.980000 sec): 3 clusters Score: Raw -5081182.489031 + Penalty 5232.196308 = -5075950.292723 nChanged 1383 SP:Iteration 3Q (6880.430000 sec): 3 clusters Score: Raw -5081533.014978 + Penalty 5232.196308 = -5076300.818671 nChanged 1299 SP:Iteration 4Q (6880.860000 sec): 3 clusters Score: Raw -5081879.231548 + Penalty 5232.196308 = -5076647.035240 nChanged 1286 SP:Iteration 5Q (6881.290000 sec): 3 clusters Score: Raw -5082297.650200 + Penalty 5232.196308 = -5077065.453892 nChanged 1543 SP:Iteration 6Q (6881.680000 sec): 3 clusters Score: Raw -5082856.409599 + Penalty 5232.196308 = -5077624.213292 nChanged 1698 SP:Iteration 7Q (6882.110000 sec): 3 clusters Score: Raw -5083650.659820 + Penalty 5232.196308 = -5078418.463512 nChanged 2087 SP:Iteration 8F (6882.550000 sec): 3 clusters Score: Raw -5084890.419379 + Penalty 5232.196308 = -5079658.223071 nChanged 2497 SP:Iteration 9F (6882.970000 sec): 3 clusters Score: Raw -5086621.339453 + Penalty 5232.196308 = -5081389.143145 nChanged 2593 SP:Iteration 10F (6883.380000 sec): 3 clusters Score: Raw -5088667.014488 + Penalty 5232.196308 = -5083434.818180 nChanged 2368 SP:Iteration 11F (6883.780000 sec): 3 clusters Score: Raw -5090618.101468 + Penalty 5232.196308 = -5085385.905160 nChanged 1894 SP:Iteration 12Q (6884.190000 sec): 3 clusters Score: Raw -5092206.090539 + Penalty 5232.196308 = -5086973.894231 nChanged 1381 SP:Iteration 13Q (6884.590000 sec): 3 clusters Score: Raw -5093358.714500 + Penalty 5232.196308 = -5088126.518193 nChanged 847 SP:Iteration 14Q (6885.000000 sec): 3 clusters Score: Raw -5094024.493083 + Penalty 5232.196308 = -5088792.296775 nChanged 508 SP:Iteration 15Q (6885.370000 sec): 3 clusters Score: Raw -5094416.354144 + Penalty 5232.196308 = -5089184.157836 nChanged 320 SP:Iteration 16Q (6885.800000 sec): 3 clusters Score: Raw -5094677.783662 + Penalty 5232.196308 = -5089445.587354 nChanged 156 SP:Iteration 17Q (6886.210000 sec): 3 clusters Score: Raw -5094802.892223 + Penalty 5232.196308 = -5089570.695915 nChanged 79 SP:Iteration 18Q (6886.600000 sec): 3 clusters Score: Raw -5094865.889602 + Penalty 5232.196308 = -5089633.693294 nChanged 49 SP:Iteration 19Q (6887.010000 sec): 3 clusters Score: Raw -5094900.754529 + Penalty 5232.196308 = -5089668.558221 nChanged 32 SP:Iteration 20F (6887.440000 sec): 3 clusters Score: Raw -5094929.675170 + Penalty 5232.196308 = -5089697.478862 nChanged 31 SP:Iteration 21Q (6887.890000 sec): 3 clusters Score: Raw -5094958.418146 + Penalty 5232.196308 = -5089726.221838 nChanged 22 SP:Iteration 22Q (6888.220000 sec): 3 clusters Score: Raw -5094982.202206 + Penalty 5232.196308 = -5089750.005898 nChanged 15 SP:Iteration 23Q (6888.610000 sec): 3 clusters Score: Raw -5094993.016297 + Penalty 5232.196308 = -5089760.819990 nChanged 13 SP:Iteration 24Q (6888.990000 sec): 3 clusters Score: Raw -5095004.236327 + Penalty 5232.196308 = -5089772.040019 nChanged 9 SP:Iteration 25Q (6889.430000 sec): 3 clusters Score: Raw -5095011.723395 + Penalty 5232.196308 = -5089779.527087 nChanged 10 SP:Iteration 26Q (6889.780000 sec): 3 clusters Score: Raw -5095020.875736 + Penalty 5232.196308 = -5089788.679428 nChanged 6 SP:Iteration 27Q (6890.100000 sec): 3 clusters Score: Raw -5095024.971820 + Penalty 5232.196308 = -5089792.775512 nChanged 8 SP:Iteration 28Q (6890.530000 sec): 3 clusters Score: Raw -5095032.678283 + Penalty 5232.196308 = -5089800.481975 nChanged 5 SP:Iteration 29Q (6890.950000 sec): 3 clusters Score: Raw -5095036.843787 + Penalty 5232.196308 = -5089804.647479 nChanged 6 SP:Iteration 30Q (6891.320000 sec): 3 clusters Score: Raw -5095042.116591 + Penalty 5232.196308 = -5089809.920284 nChanged 5 SP:Iteration 31Q (6891.700000 sec): 3 clusters Score: Raw -5095045.820512 + Penalty 5232.196308 = -5089813.624204 nChanged 1 SP:Iteration 32Q (6892.150000 sec): 3 clusters Score: Raw -5095047.179291 + Penalty 5232.196308 = -5089814.982983 nChanged 3 SP:Iteration 33Q (6892.510000 sec): 3 clusters Score: Raw -5095050.054871 + Penalty 5232.196308 = -5089817.858563 nChanged 4 SP:Iteration 34Q (6892.850000 sec): 3 clusters Score: Raw -5095052.711752 + Penalty 5232.196308 = -5089820.515445 nChanged 3 SP:Iteration 35Q (6893.240000 sec): 3 clusters Score: Raw -5095056.202085 + Penalty 5232.196308 = -5089824.005777 nChanged 2 SP:Iteration 36Q (6893.600000 sec): 3 clusters Score: Raw -5095058.281898 + Penalty 5232.196308 = -5089826.085590 nChanged 2 SP:Iteration 37Q (6893.940000 sec): 3 clusters Score: Raw -5095059.326737 + Penalty 5232.196308 = -5089827.130429 nChanged 0 SP:Iteration 38F (6894.330000 sec): 3 clusters Score: Raw -5095059.326737 + Penalty 5232.196308 = -5089827.130429 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6894.430000 sec): 2 clusters Score: Raw -24991.883036 + Penalty 1338.744350 = -23653.138686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6894.630000 sec): 3 clusters Score: Raw -25442.409926 + Penalty 2677.488700 = -22764.921226 nChanged 46 SP:Iteration 1F (6894.840000 sec): 3 clusters Score: Raw -25642.022448 + Penalty 2677.488700 = -22964.533748 nChanged 10 SP:Iteration 2Q (6894.990000 sec): 3 clusters Score: Raw -25682.753425 + Penalty 2677.488700 = -23005.264725 nChanged 4 SP:Iteration 3Q (6895.210000 sec): 3 clusters Score: Raw -25696.941149 + Penalty 2677.488700 = -23019.452449 nChanged 3 SP:Iteration 4Q (6895.350000 sec): 3 clusters Score: Raw -25708.273227 + Penalty 2677.488700 = -23030.784527 nChanged 1 SP:Iteration 5Q (6895.530000 sec): 3 clusters Score: Raw -25715.371558 + Penalty 2677.488700 = -23037.882858 nChanged 0 SP:Iteration 6F (6895.710000 sec): 3 clusters Score: Raw -25715.371558 + Penalty 2677.488700 = -23037.882858 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6895.850000 sec): 2 clusters Score: Raw -15137.944344 + Penalty 1181.019136 = -13956.925209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6896.020000 sec): 3 clusters Score: Raw -15439.331344 + Penalty 2362.038272 = -13077.293072 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6896.150000 sec): 2 clusters Score: Raw -84845.375381 + Penalty 1601.667894 = -83243.707486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6896.360000 sec): 3 clusters Score: Raw -84871.474431 + Penalty 3203.335789 = -81668.138642 nChanged 141 SP:Iteration 1F (6896.600000 sec): 3 clusters Score: Raw -85131.257800 + Penalty 3203.335789 = -81927.922011 nChanged 37 SP:Iteration 2F (6896.750000 sec): 3 clusters Score: Raw -85215.909915 + Penalty 3203.335789 = -82012.574126 nChanged 23 SP:Iteration 3Q (6896.940000 sec): 3 clusters Score: Raw -85261.049880 + Penalty 3203.335789 = -82057.714091 nChanged 14 SP:Iteration 4Q (6897.130000 sec): 3 clusters Score: Raw -85295.869300 + Penalty 3203.335789 = -82092.533511 nChanged 13 SP:Iteration 5Q (6897.360000 sec): 3 clusters Score: Raw -85320.244553 + Penalty 3203.335789 = -82116.908765 nChanged 8 SP:Iteration 6Q (6897.530000 sec): 3 clusters Score: Raw -85333.773421 + Penalty 3203.335789 = -82130.437632 nChanged 8 SP:Iteration 7Q (6897.710000 sec): 3 clusters Score: Raw -85362.020404 + Penalty 3203.335789 = -82158.684616 nChanged 3 SP:Iteration 8Q (6897.930000 sec): 3 clusters Score: Raw -85366.645121 + Penalty 3203.335789 = -82163.309333 nChanged 4 SP:Iteration 9Q (6898.030000 sec): 3 clusters Score: Raw -85374.626252 + Penalty 3203.335789 = -82171.290464 nChanged 4 SP:Iteration 10Q (6898.220000 sec): 3 clusters Score: Raw -85380.434879 + Penalty 3203.335789 = -82177.099091 nChanged 1 SP:Iteration 11Q (6898.360000 sec): 3 clusters Score: Raw -85381.491542 + Penalty 3203.335789 = -82178.155754 nChanged 1 SP:Iteration 12Q (6898.590000 sec): 3 clusters Score: Raw -85382.826564 + Penalty 3203.335789 = -82179.490775 nChanged 4 SP:Iteration 13Q (6898.800000 sec): 3 clusters Score: Raw -85389.312100 + Penalty 3203.335789 = -82185.976312 nChanged 1 SP:Iteration 14Q (6898.980000 sec): 3 clusters Score: Raw -85389.971809 + Penalty 3203.335789 = -82186.636021 nChanged 0 SP:Iteration 15F (6899.190000 sec): 3 clusters Score: Raw -85389.971809 + Penalty 3203.335789 = -82186.636021 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6899.240000 sec): 2 clusters Score: Raw -23415.703325 + Penalty 1283.685134 = -22132.018191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6899.480000 sec): 3 clusters Score: Raw -23671.359157 + Penalty 2567.370267 = -21103.988889 nChanged 3 SP:Iteration 1Q (6899.670000 sec): 3 clusters Score: Raw -23695.464194 + Penalty 2567.370267 = -21128.093926 nChanged 0 SP:Iteration 2F (6899.830000 sec): 3 clusters Score: Raw -23695.464194 + Penalty 2567.370267 = -21128.093926 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 21 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6899.930000 sec): 2 clusters Score: Raw -26182.663130 + Penalty 1348.643669 = -24834.019461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6900.110000 sec): 3 clusters Score: Raw -26356.337795 + Penalty 2697.287337 = -23659.050458 nChanged 17 SP:Iteration 1F (6900.290000 sec): 3 clusters Score: Raw -26414.930912 + Penalty 2697.287337 = -23717.643574 nChanged 3 SP:Iteration 2Q (6900.530000 sec): 3 clusters Score: Raw -26430.058956 + Penalty 2697.287337 = -23732.771619 nChanged 1 SP:Iteration 3Q (6900.720000 sec): 3 clusters Score: Raw -26435.020208 + Penalty 2697.287337 = -23737.732871 nChanged 1 SP:Iteration 4Q (6900.890000 sec): 3 clusters Score: Raw -26438.865709 + Penalty 2697.287337 = -23741.578371 nChanged 0 SP:Iteration 5F (6901.120000 sec): 3 clusters Score: Raw -26438.865709 + Penalty 2697.287337 = -23741.578371 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 22 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6901.190000 sec): 2 clusters Score: Raw -17526.487776 + Penalty 1221.958914 = -16304.528862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6901.390000 sec): 3 clusters Score: Raw -17787.664239 + Penalty 2443.917828 = -15343.746411 nChanged 3 SP:Iteration 1Q (6901.580000 sec): 3 clusters Score: Raw -17806.809174 + Penalty 2443.917828 = -15362.891346 nChanged 0 SP:Iteration 2F (6901.710000 sec): 3 clusters Score: Raw -17806.809174 + Penalty 2443.917828 = -15362.891346 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 23 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6901.880000 sec): 2 clusters Score: Raw -40045.489139 + Penalty 1432.088783 = -38613.400356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6902.050000 sec): 3 clusters Score: Raw -40148.439592 + Penalty 2864.177567 = -37284.262025 nChanged 36 SP:Iteration 1F (6902.230000 sec): 3 clusters Score: Raw -40296.911014 + Penalty 2864.177567 = -37432.733448 nChanged 13 SP:Iteration 2Q (6902.460000 sec): 3 clusters Score: Raw -40356.469994 + Penalty 2864.177567 = -37492.292428 nChanged 4 SP:Iteration 3Q (6902.650000 sec): 3 clusters Score: Raw -40366.618721 + Penalty 2864.177567 = -37502.441155 nChanged 0 SP:Iteration 4F (6902.850000 sec): 3 clusters Score: Raw -40366.618721 + Penalty 2864.177567 = -37502.441155 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 24 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6902.950000 sec): 2 clusters Score: Raw -50774.407337 + Penalty 1509.520132 = -49264.887205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6903.140000 sec): 3 clusters Score: Raw -50812.629283 + Penalty 3019.040265 = -47793.589019 nChanged 102 SP:Iteration 1F (6903.310000 sec): 3 clusters Score: Raw -51030.081209 + Penalty 3019.040265 = -48011.040945 nChanged 26 SP:Iteration 2F (6903.520000 sec): 3 clusters Score: Raw -51102.908758 + Penalty 3019.040265 = -48083.868494 nChanged 5 SP:Iteration 3Q (6903.690000 sec): 3 clusters Score: Raw -51112.433808 + Penalty 3019.040265 = -48093.393544 nChanged 0 SP:Iteration 4F (6903.920000 sec): 3 clusters Score: Raw -51112.433808 + Penalty 3019.040265 = -48093.393544 nChanged 0 Iteration 339Q (6917.190000 sec): 25 clusters Score: Raw -59217045.840697 + Penalty 77380.728473 = -59139665.112225 nChanged 2 Iteration 340F (6939.090000 sec): 25 clusters Score: Raw -59217045.893504 + Penalty 77380.728473 = -59139665.165031 nChanged 3 Iteration 341Q (6955.410000 sec): 25 clusters Score: Raw -59217045.989861 + Penalty 77380.728473 = -59139665.261388 nChanged 4 Iteration 342Q (6974.230000 sec): 25 clusters Score: Raw -59217046.021903 + Penalty 77380.728473 = -59139665.293430 nChanged 0 Iteration 343F (6997.210000 sec): 25 clusters Score: Raw -59217046.021903 + Penalty 77380.728473 = -59139665.293430 nChanged 0 Compute initial score before splitting: Score: Raw -59217046.021903 + Penalty 77380.728473 = -59139665.293430 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 1 (1144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6997.300000 sec): 2 clusters Score: Raw -155852.314073 + Penalty 1746.486971 = -154105.827102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6997.500000 sec): 3 clusters Score: Raw -155564.298018 + Penalty 3492.973941 = -152071.324077 nChanged 292 SP:Iteration 1F (6997.660000 sec): 3 clusters Score: Raw -155904.121840 + Penalty 3492.973941 = -152411.147899 nChanged 76 SP:Iteration 2F (6997.830000 sec): 3 clusters Score: Raw -156015.973310 + Penalty 3492.973941 = -152522.999368 nChanged 43 SP:Iteration 3Q (6998.020000 sec): 3 clusters Score: Raw -156079.319876 + Penalty 3492.973941 = -152586.345935 nChanged 34 SP:Iteration 4Q (6998.250000 sec): 3 clusters Score: Raw -156115.665110 + Penalty 3492.973941 = -152622.691169 nChanged 15 SP:Iteration 5Q (6998.480000 sec): 3 clusters Score: Raw -156135.368560 + Penalty 3492.973941 = -152642.394619 nChanged 17 SP:Iteration 6Q (6998.620000 sec): 3 clusters Score: Raw -156155.571357 + Penalty 3492.973941 = -152662.597416 nChanged 11 SP:Iteration 7Q (6998.820000 sec): 3 clusters Score: Raw -156169.319915 + Penalty 3492.973941 = -152676.345974 nChanged 11 SP:Iteration 8Q (6999.040000 sec): 3 clusters Score: Raw -156182.843695 + Penalty 3492.973941 = -152689.869754 nChanged 10 SP:Iteration 9Q (6999.270000 sec): 3 clusters Score: Raw -156197.063277 + Penalty 3492.973941 = -152704.089336 nChanged 6 SP:Iteration 10Q (6999.490000 sec): 3 clusters Score: Raw -156203.159333 + Penalty 3492.973941 = -152710.185391 nChanged 1 SP:Iteration 11Q (6999.700000 sec): 3 clusters Score: Raw -156204.548832 + Penalty 3492.973941 = -152711.574890 nChanged 1 SP:Iteration 12Q (6999.870000 sec): 3 clusters Score: Raw -156207.150500 + Penalty 3492.973941 = -152714.176559 nChanged 1 SP:Iteration 13Q (7000.090000 sec): 3 clusters Score: Raw -156207.963281 + Penalty 3492.973941 = -152714.989340 nChanged 2 SP:Iteration 14Q (7000.280000 sec): 3 clusters Score: Raw -156210.027451 + Penalty 3492.973941 = -152717.053510 nChanged 2 SP:Iteration 15Q (7000.480000 sec): 3 clusters Score: Raw -156211.118314 + Penalty 3492.973941 = -152718.144373 nChanged 1 SP:Iteration 16Q (7000.660000 sec): 3 clusters Score: Raw -156212.370968 + Penalty 3492.973941 = -152719.397027 nChanged 1 SP:Iteration 17Q (7000.830000 sec): 3 clusters Score: Raw -156213.053969 + Penalty 3492.973941 = -152720.080027 nChanged 0 SP:Iteration 18F (7001.080000 sec): 3 clusters Score: Raw -156213.053969 + Penalty 3492.973941 = -152720.080027 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 2 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7001.160000 sec): 2 clusters Score: Raw -14294.364760 + Penalty 1193.421720 = -13100.943040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7001.410000 sec): 3 clusters Score: Raw -14671.855788 + Penalty 2386.843440 = -12285.012348 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 3 (32703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7001.710000 sec): 2 clusters Score: Raw -4479459.046222 + Penalty 2578.015080 = -4476881.031142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7002.140000 sec): 3 clusters Score: Raw -4459735.735234 + Penalty 5156.030160 = -4454579.705074 nChanged 14693 SP:Iteration 1F (7002.500000 sec): 3 clusters Score: Raw -4467672.679966 + Penalty 5156.030160 = -4462516.649807 nChanged 1418 SP:Iteration 2Q (7002.930000 sec): 3 clusters Score: Raw -4468118.043149 + Penalty 5156.030160 = -4462962.012990 nChanged 1335 SP:Iteration 3Q (7003.320000 sec): 3 clusters Score: Raw -4468577.523698 + Penalty 5156.030160 = -4463421.493538 nChanged 1406 SP:Iteration 4Q (7003.710000 sec): 3 clusters Score: Raw -4469149.342732 + Penalty 5156.030160 = -4463993.312573 nChanged 1584 SP:Iteration 5Q (7004.080000 sec): 3 clusters Score: Raw -4469930.644500 + Penalty 5156.030160 = -4464774.614341 nChanged 1863 SP:Iteration 6F (7004.470000 sec): 3 clusters Score: Raw -4471034.638279 + Penalty 5156.030160 = -4465878.608120 nChanged 2213 SP:Iteration 7F (7004.840000 sec): 3 clusters Score: Raw -4472655.581890 + Penalty 5156.030160 = -4467499.551730 nChanged 2346 SP:Iteration 8F (7005.260000 sec): 3 clusters Score: Raw -4474625.018586 + Penalty 5156.030160 = -4469468.988426 nChanged 2148 SP:Iteration 9F (7005.680000 sec): 3 clusters Score: Raw -4476529.127836 + Penalty 5156.030160 = -4471373.097676 nChanged 1585 SP:Iteration 10Q (7006.040000 sec): 3 clusters Score: Raw -4477978.701058 + Penalty 5156.030160 = -4472822.670898 nChanged 962 SP:Iteration 11Q (7006.410000 sec): 3 clusters Score: Raw -4478844.337876 + Penalty 5156.030160 = -4473688.307717 nChanged 502 SP:Iteration 12Q (7006.810000 sec): 3 clusters Score: Raw -4479306.072595 + Penalty 5156.030160 = -4474150.042435 nChanged 269 SP:Iteration 13Q (7007.110000 sec): 3 clusters Score: Raw -4479573.097614 + Penalty 5156.030160 = -4474417.067455 nChanged 162 SP:Iteration 14Q (7007.430000 sec): 3 clusters Score: Raw -4479718.227919 + Penalty 5156.030160 = -4474562.197760 nChanged 96 SP:Iteration 15Q (7007.750000 sec): 3 clusters Score: Raw -4479814.478936 + Penalty 5156.030160 = -4474658.448777 nChanged 68 SP:Iteration 16Q (7008.080000 sec): 3 clusters Score: Raw -4479870.628769 + Penalty 5156.030160 = -4474714.598609 nChanged 47 SP:Iteration 17Q (7008.350000 sec): 3 clusters Score: Raw -4479903.965231 + Penalty 5156.030160 = -4474747.935071 nChanged 32 SP:Iteration 18Q (7008.680000 sec): 3 clusters Score: Raw -4479924.797814 + Penalty 5156.030160 = -4474768.767654 nChanged 17 SP:Iteration 19Q (7008.980000 sec): 3 clusters Score: Raw -4479935.388157 + Penalty 5156.030160 = -4474779.357997 nChanged 14 SP:Iteration 20F (7009.300000 sec): 3 clusters Score: Raw -4479945.063957 + Penalty 5156.030160 = -4474789.033797 nChanged 11 SP:Iteration 21Q (7009.620000 sec): 3 clusters Score: Raw -4479950.830689 + Penalty 5156.030160 = -4474794.800530 nChanged 4 SP:Iteration 22Q (7009.930000 sec): 3 clusters Score: Raw -4479952.446312 + Penalty 5156.030160 = -4474796.416152 nChanged 3 SP:Iteration 23Q (7010.260000 sec): 3 clusters Score: Raw -4479953.950887 + Penalty 5156.030160 = -4474797.920727 nChanged 0 SP:Iteration 24F (7010.680000 sec): 3 clusters Score: Raw -4479953.950887 + Penalty 5156.030160 = -4474797.920727 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 4 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7010.800000 sec): 2 clusters Score: Raw -34023.162076 + Penalty 1396.540522 = -32626.621554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7010.990000 sec): 3 clusters Score: Raw -34234.089127 + Penalty 2793.081044 = -31441.008083 nChanged 44 SP:Iteration 1F (7011.160000 sec): 3 clusters Score: Raw -34362.918891 + Penalty 2793.081044 = -31569.837847 nChanged 12 SP:Iteration 2Q (7011.360000 sec): 3 clusters Score: Raw -34420.509467 + Penalty 2793.081044 = -31627.428423 nChanged 11 SP:Iteration 3Q (7011.560000 sec): 3 clusters Score: Raw -34482.459538 + Penalty 2793.081044 = -31689.378494 nChanged 6 SP:Iteration 4Q (7011.750000 sec): 3 clusters Score: Raw -34504.111843 + Penalty 2793.081044 = -31711.030800 nChanged 7 SP:Iteration 5Q (7011.940000 sec): 3 clusters Score: Raw -34528.190394 + Penalty 2793.081044 = -31735.109351 nChanged 4 SP:Iteration 6Q (7012.160000 sec): 3 clusters Score: Raw -34544.890522 + Penalty 2793.081044 = -31751.809478 nChanged 3 SP:Iteration 7Q (7012.340000 sec): 3 clusters Score: Raw -34563.419071 + Penalty 2793.081044 = -31770.338028 nChanged 2 SP:Iteration 8Q (7012.520000 sec): 3 clusters Score: Raw -34570.523854 + Penalty 2793.081044 = -31777.442810 nChanged 1 SP:Iteration 9Q (7012.740000 sec): 3 clusters Score: Raw -34575.828196 + Penalty 2793.081044 = -31782.747153 nChanged 0 SP:Iteration 10F (7012.920000 sec): 3 clusters Score: Raw -34575.828196 + Penalty 2793.081044 = -31782.747153 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 5 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7012.980000 sec): 2 clusters Score: Raw -34240.939321 + Penalty 1381.894200 = -32859.045121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7013.160000 sec): 3 clusters Score: Raw -34361.316268 + Penalty 2763.788400 = -31597.527868 nChanged 29 SP:Iteration 1F (7013.340000 sec): 3 clusters Score: Raw -34455.991633 + Penalty 2763.788400 = -31692.203233 nChanged 7 SP:Iteration 2Q (7013.520000 sec): 3 clusters Score: Raw -34491.665895 + Penalty 2763.788400 = -31727.877496 nChanged 4 SP:Iteration 3Q (7013.680000 sec): 3 clusters Score: Raw -34505.178998 + Penalty 2763.788400 = -31741.390598 nChanged 2 SP:Iteration 4Q (7013.840000 sec): 3 clusters Score: Raw -34512.504932 + Penalty 2763.788400 = -31748.716532 nChanged 2 SP:Iteration 5Q (7014.060000 sec): 3 clusters Score: Raw -34518.449491 + Penalty 2763.788400 = -31754.661091 nChanged 0 SP:Iteration 6F (7014.240000 sec): 3 clusters Score: Raw -34518.449491 + Penalty 2763.788400 = -31754.661091 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 6 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7014.360000 sec): 2 clusters Score: Raw -23238.755426 + Penalty 1338.744350 = -21900.011076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7014.530000 sec): 3 clusters Score: Raw -23535.264258 + Penalty 2677.488700 = -20857.775558 nChanged 27 SP:Iteration 1F (7014.740000 sec): 3 clusters Score: Raw -23784.358721 + Penalty 2677.488700 = -21106.870021 nChanged 6 SP:Iteration 2Q (7014.900000 sec): 3 clusters Score: Raw -23807.684090 + Penalty 2677.488700 = -21130.195390 nChanged 6 SP:Iteration 3Q (7015.040000 sec): 3 clusters Score: Raw -23863.040440 + Penalty 2677.488700 = -21185.551740 nChanged 2 SP:Iteration 4Q (7015.250000 sec): 3 clusters Score: Raw -23895.010859 + Penalty 2677.488700 = -21217.522159 nChanged 1 SP:Iteration 5Q (7015.440000 sec): 3 clusters Score: Raw -23897.545197 + Penalty 2677.488700 = -21220.056497 nChanged 1 SP:Iteration 6Q (7015.630000 sec): 3 clusters Score: Raw -23900.804811 + Penalty 2677.488700 = -21223.316111 nChanged 0 SP:Iteration 7F (7015.820000 sec): 3 clusters Score: Raw -23900.804811 + Penalty 2677.488700 = -21223.316111 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 7 (3885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7015.980000 sec): 2 clusters Score: Raw -510551.054851 + Penalty 2049.689809 = -508501.365042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7016.210000 sec): 3 clusters Score: Raw -508744.412666 + Penalty 4099.379618 = -504645.033047 nChanged 1428 SP:Iteration 1F (7016.430000 sec): 3 clusters Score: Raw -509578.989594 + Penalty 4099.379618 = -505479.609975 nChanged 286 SP:Iteration 2F (7016.690000 sec): 3 clusters Score: Raw -509760.966256 + Penalty 4099.379618 = -505661.586638 nChanged 195 SP:Iteration 3F (7016.900000 sec): 3 clusters Score: Raw -509875.239554 + Penalty 4099.379618 = -505775.859935 nChanged 118 SP:Iteration 4Q (7017.110000 sec): 3 clusters Score: Raw -509928.072976 + Penalty 4099.379618 = -505828.693358 nChanged 75 SP:Iteration 5Q (7017.280000 sec): 3 clusters Score: Raw -509964.889609 + Penalty 4099.379618 = -505865.509990 nChanged 79 SP:Iteration 6Q (7017.510000 sec): 3 clusters Score: Raw -510006.575814 + Penalty 4099.379618 = -505907.196196 nChanged 73 SP:Iteration 7Q (7017.710000 sec): 3 clusters Score: Raw -510040.530165 + Penalty 4099.379618 = -505941.150547 nChanged 61 SP:Iteration 8Q (7017.920000 sec): 3 clusters Score: Raw -510072.278040 + Penalty 4099.379618 = -505972.898422 nChanged 65 SP:Iteration 9Q (7018.140000 sec): 3 clusters Score: Raw -510117.705706 + Penalty 4099.379618 = -506018.326088 nChanged 80 SP:Iteration 10Q (7018.310000 sec): 3 clusters Score: Raw -510171.461009 + Penalty 4099.379618 = -506072.081391 nChanged 85 SP:Iteration 11Q (7018.530000 sec): 3 clusters Score: Raw -510223.547065 + Penalty 4099.379618 = -506124.167447 nChanged 82 SP:Iteration 12Q (7018.750000 sec): 3 clusters Score: Raw -510286.276016 + Penalty 4099.379618 = -506186.896398 nChanged 117 SP:Iteration 13Q (7019.000000 sec): 3 clusters Score: Raw -510374.477604 + Penalty 4099.379618 = -506275.097986 nChanged 111 SP:Iteration 14Q (7019.190000 sec): 3 clusters Score: Raw -510447.575908 + Penalty 4099.379618 = -506348.196290 nChanged 100 SP:Iteration 15Q (7019.410000 sec): 3 clusters Score: Raw -510510.237831 + Penalty 4099.379618 = -506410.858213 nChanged 90 SP:Iteration 16Q (7019.650000 sec): 3 clusters Score: Raw -510562.966438 + Penalty 4099.379618 = -506463.586820 nChanged 85 SP:Iteration 17Q (7019.870000 sec): 3 clusters Score: Raw -510617.533851 + Penalty 4099.379618 = -506518.154232 nChanged 94 SP:Iteration 18Q (7020.090000 sec): 3 clusters Score: Raw -510677.298948 + Penalty 4099.379618 = -506577.919329 nChanged 87 SP:Iteration 19Q (7020.350000 sec): 3 clusters Score: Raw -510737.164779 + Penalty 4099.379618 = -506637.785161 nChanged 79 SP:Iteration 20F (7020.550000 sec): 3 clusters Score: Raw -510791.449920 + Penalty 4099.379618 = -506692.070301 nChanged 77 SP:Iteration 21Q (7020.730000 sec): 3 clusters Score: Raw -510841.745682 + Penalty 4099.379618 = -506742.366064 nChanged 58 SP:Iteration 22Q (7020.990000 sec): 3 clusters Score: Raw -510873.069636 + Penalty 4099.379618 = -506773.690017 nChanged 53 SP:Iteration 23Q (7021.250000 sec): 3 clusters Score: Raw -510905.725869 + Penalty 4099.379618 = -506806.346251 nChanged 50 SP:Iteration 24Q (7021.450000 sec): 3 clusters Score: Raw -510934.508471 + Penalty 4099.379618 = -506835.128852 nChanged 48 SP:Iteration 25Q (7021.650000 sec): 3 clusters Score: Raw -510967.771152 + Penalty 4099.379618 = -506868.391534 nChanged 51 SP:Iteration 26Q (7021.850000 sec): 3 clusters Score: Raw -511000.934496 + Penalty 4099.379618 = -506901.554877 nChanged 48 SP:Iteration 27Q (7022.040000 sec): 3 clusters Score: Raw -511037.154103 + Penalty 4099.379618 = -506937.774484 nChanged 36 SP:Iteration 28Q (7022.250000 sec): 3 clusters Score: Raw -511062.014936 + Penalty 4099.379618 = -506962.635318 nChanged 32 SP:Iteration 29Q (7022.440000 sec): 3 clusters Score: Raw -511084.071824 + Penalty 4099.379618 = -506984.692205 nChanged 26 SP:Iteration 30Q (7022.670000 sec): 3 clusters Score: Raw -511102.639248 + Penalty 4099.379618 = -507003.259629 nChanged 16 SP:Iteration 31Q (7022.830000 sec): 3 clusters Score: Raw -511114.040743 + Penalty 4099.379618 = -507014.661125 nChanged 8 SP:Iteration 32Q (7023.030000 sec): 3 clusters Score: Raw -511117.208461 + Penalty 4099.379618 = -507017.828843 nChanged 9 SP:Iteration 33Q (7023.230000 sec): 3 clusters Score: Raw -511120.617552 + Penalty 4099.379618 = -507021.237934 nChanged 7 SP:Iteration 34Q (7023.480000 sec): 3 clusters Score: Raw -511124.282520 + Penalty 4099.379618 = -507024.902902 nChanged 6 SP:Iteration 35Q (7023.690000 sec): 3 clusters Score: Raw -511126.747740 + Penalty 4099.379618 = -507027.368122 nChanged 2 SP:Iteration 36Q (7023.890000 sec): 3 clusters Score: Raw -511127.595442 + Penalty 4099.379618 = -507028.215824 nChanged 1 SP:Iteration 37Q (7024.110000 sec): 3 clusters Score: Raw -511127.766256 + Penalty 4099.379618 = -507028.386637 nChanged 1 SP:Iteration 38Q (7024.310000 sec): 3 clusters Score: Raw -511128.100456 + Penalty 4099.379618 = -507028.720837 nChanged 1 SP:Iteration 39Q (7024.570000 sec): 3 clusters Score: Raw -511128.633791 + Penalty 4099.379618 = -507029.254173 nChanged 2 SP:Iteration 40F (7024.750000 sec): 3 clusters Score: Raw -511129.685066 + Penalty 4099.379618 = -507030.305448 nChanged 2 SP:Iteration 41Q (7024.940000 sec): 3 clusters Score: Raw -511130.468268 + Penalty 4099.379618 = -507031.088650 nChanged 0 SP:Iteration 42F (7025.210000 sec): 3 clusters Score: Raw -511130.468268 + Penalty 4099.379618 = -507031.088650 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 8 (253041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7026.370000 sec): 2 clusters Score: Raw -34233622.315445 + Penalty 3085.444089 = -34230536.871356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7027.870000 sec): 3 clusters Score: Raw -34066719.000088 + Penalty 6170.888178 = -34060548.111910 nChanged 122033 SP:Iteration 1F (7029.380000 sec): 3 clusters Score: Raw -34138206.002403 + Penalty 6170.888178 = -34132035.114225 nChanged 6040 SP:Iteration 2Q (7031.190000 sec): 3 clusters Score: Raw -34139149.506457 + Penalty 6170.888178 = -34132978.618279 nChanged 5881 SP:Iteration 3Q (7032.800000 sec): 3 clusters Score: Raw -34140106.167140 + Penalty 6170.888178 = -34133935.278962 nChanged 6027 SP:Iteration 4Q (7034.410000 sec): 3 clusters Score: Raw -34141175.631027 + Penalty 6170.888178 = -34135004.742850 nChanged 6255 SP:Iteration 5Q (7036.100000 sec): 3 clusters Score: Raw -34142405.658712 + Penalty 6170.888178 = -34136234.770534 nChanged 6642 SP:Iteration 6Q (7037.650000 sec): 3 clusters Score: Raw -34143918.664941 + Penalty 6170.888178 = -34137747.776764 nChanged 7374 SP:Iteration 7Q (7039.140000 sec): 3 clusters Score: Raw -34145922.644892 + Penalty 6170.888178 = -34139751.756714 nChanged 8515 SP:Iteration 8Q (7040.690000 sec): 3 clusters Score: Raw -34148878.696693 + Penalty 6170.888178 = -34142707.808515 nChanged 10258 SP:Iteration 9Q (7042.250000 sec): 3 clusters Score: Raw -34153435.970816 + Penalty 6170.888178 = -34147265.082638 nChanged 12941 SP:Iteration 10F (7043.860000 sec): 3 clusters Score: Raw -34160827.819411 + Penalty 6170.888178 = -34154656.931233 nChanged 15967 SP:Iteration 11F (7045.380000 sec): 3 clusters Score: Raw -34171722.357734 + Penalty 6170.888178 = -34165551.469556 nChanged 17961 SP:Iteration 12F (7046.770000 sec): 3 clusters Score: Raw -34185514.960551 + Penalty 6170.888178 = -34179344.072373 nChanged 17762 SP:Iteration 13F (7048.430000 sec): 3 clusters Score: Raw -34200150.201884 + Penalty 6170.888178 = -34193979.313706 nChanged 14965 SP:Iteration 14F (7050.090000 sec): 3 clusters Score: Raw -34213076.421611 + Penalty 6170.888178 = -34206905.533433 nChanged 11150 SP:Iteration 15Q (7051.470000 sec): 3 clusters Score: Raw -34222970.353441 + Penalty 6170.888178 = -34216799.465263 nChanged 6895 SP:Iteration 16Q (7052.800000 sec): 3 clusters Score: Raw -34229047.802595 + Penalty 6170.888178 = -34222876.914417 nChanged 3476 SP:Iteration 17Q (7054.120000 sec): 3 clusters Score: Raw -34232002.829634 + Penalty 6170.888178 = -34225831.941456 nChanged 1337 SP:Iteration 18Q (7055.450000 sec): 3 clusters Score: Raw -34233132.946940 + Penalty 6170.888178 = -34226962.058762 nChanged 498 SP:Iteration 19Q (7056.660000 sec): 3 clusters Score: Raw -34233599.877813 + Penalty 6170.888178 = -34227428.989635 nChanged 195 SP:Iteration 20F (7058.260000 sec): 3 clusters Score: Raw -34233784.209567 + Penalty 6170.888178 = -34227613.321390 nChanged 93 SP:Iteration 21Q (7059.640000 sec): 3 clusters Score: Raw -34233880.640152 + Penalty 6170.888178 = -34227709.751974 nChanged 59 SP:Iteration 22Q (7060.960000 sec): 3 clusters Score: Raw -34233941.348765 + Penalty 6170.888178 = -34227770.460588 nChanged 48 SP:Iteration 23Q (7062.420000 sec): 3 clusters Score: Raw -34233989.927328 + Penalty 6170.888178 = -34227819.039151 nChanged 25 SP:Iteration 24Q (7063.780000 sec): 3 clusters Score: Raw -34234020.536522 + Penalty 6170.888178 = -34227849.648344 nChanged 17 SP:Iteration 25Q (7065.000000 sec): 3 clusters Score: Raw -34234038.099354 + Penalty 6170.888178 = -34227867.211177 nChanged 8 SP:Iteration 26Q (7066.220000 sec): 3 clusters Score: Raw -34234048.181378 + Penalty 6170.888178 = -34227877.293200 nChanged 7 SP:Iteration 27Q (7067.540000 sec): 3 clusters Score: Raw -34234054.577484 + Penalty 6170.888178 = -34227883.689306 nChanged 6 SP:Iteration 28Q (7068.730000 sec): 3 clusters Score: Raw -34234063.831931 + Penalty 6170.888178 = -34227892.943754 nChanged 6 SP:Iteration 29Q (7070.040000 sec): 3 clusters Score: Raw -34234069.996816 + Penalty 6170.888178 = -34227899.108638 nChanged 8 SP:Iteration 30Q (7071.640000 sec): 3 clusters Score: Raw -34234080.590144 + Penalty 6170.888178 = -34227909.701967 nChanged 6 SP:Iteration 31Q (7072.900000 sec): 3 clusters Score: Raw -34234092.033009 + Penalty 6170.888178 = -34227921.144831 nChanged 7 SP:Iteration 32Q (7074.100000 sec): 3 clusters Score: Raw -34234099.753679 + Penalty 6170.888178 = -34227928.865501 nChanged 7 SP:Iteration 33Q (7075.490000 sec): 3 clusters Score: Raw -34234105.981401 + Penalty 6170.888178 = -34227935.093223 nChanged 4 SP:Iteration 34Q (7076.810000 sec): 3 clusters Score: Raw -34234110.065320 + Penalty 6170.888178 = -34227939.177142 nChanged 1 SP:Iteration 35Q (7078.080000 sec): 3 clusters Score: Raw -34234111.596446 + Penalty 6170.888178 = -34227940.708269 nChanged 4 SP:Iteration 36Q (7079.390000 sec): 3 clusters Score: Raw -34234114.782793 + Penalty 6170.888178 = -34227943.894615 nChanged 3 SP:Iteration 37Q (7080.710000 sec): 3 clusters Score: Raw -34234118.511846 + Penalty 6170.888178 = -34227947.623668 nChanged 3 SP:Iteration 38Q (7082.110000 sec): 3 clusters Score: Raw -34234122.645388 + Penalty 6170.888178 = -34227951.757210 nChanged 3 SP:Iteration 39Q (7083.590000 sec): 3 clusters Score: Raw -34234126.080384 + Penalty 6170.888178 = -34227955.192206 nChanged 1 SP:Iteration 40F (7085.130000 sec): 3 clusters Score: Raw -34234126.826491 + Penalty 6170.888178 = -34227955.938313 nChanged 1 SP:Iteration 41Q (7086.390000 sec): 3 clusters Score: Raw -34234128.620515 + Penalty 6170.888178 = -34227957.732337 nChanged 2 SP:Iteration 42Q (7087.630000 sec): 3 clusters Score: Raw -34234131.089810 + Penalty 6170.888178 = -34227960.201632 nChanged 4 SP:Iteration 43Q (7088.940000 sec): 3 clusters Score: Raw -34234134.321510 + Penalty 6170.888178 = -34227963.433332 nChanged 2 SP:Iteration 44Q (7090.190000 sec): 3 clusters Score: Raw -34234136.237831 + Penalty 6170.888178 = -34227965.349654 nChanged 1 SP:Iteration 45Q (7091.420000 sec): 3 clusters Score: Raw -34234138.309034 + Penalty 6170.888178 = -34227967.420856 nChanged 2 SP:Iteration 46Q (7092.740000 sec): 3 clusters Score: Raw -34234140.020007 + Penalty 6170.888178 = -34227969.131830 nChanged 0 SP:Iteration 47F (7094.130000 sec): 3 clusters Score: Raw -34234140.020007 + Penalty 6170.888178 = -34227969.131830 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 9 (4800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7094.340000 sec): 2 clusters Score: Raw -656467.758430 + Penalty 2102.140057 = -654365.618373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7094.550000 sec): 3 clusters Score: Raw -654207.931686 + Penalty 4204.280114 = -650003.651572 nChanged 1802 SP:Iteration 1F (7094.730000 sec): 3 clusters Score: Raw -655195.303242 + Penalty 4204.280114 = -650991.023129 nChanged 361 SP:Iteration 2F (7094.970000 sec): 3 clusters Score: Raw -655397.059679 + Penalty 4204.280114 = -651192.779565 nChanged 229 SP:Iteration 3Q (7095.160000 sec): 3 clusters Score: Raw -655509.912457 + Penalty 4204.280114 = -651305.632343 nChanged 149 SP:Iteration 4Q (7095.340000 sec): 3 clusters Score: Raw -655570.916965 + Penalty 4204.280114 = -651366.636851 nChanged 114 SP:Iteration 5Q (7095.540000 sec): 3 clusters Score: Raw -655633.656079 + Penalty 4204.280114 = -651429.375965 nChanged 118 SP:Iteration 6Q (7095.740000 sec): 3 clusters Score: Raw -655691.135993 + Penalty 4204.280114 = -651486.855880 nChanged 109 SP:Iteration 7Q (7095.990000 sec): 3 clusters Score: Raw -655742.220548 + Penalty 4204.280114 = -651537.940434 nChanged 101 SP:Iteration 8Q (7096.220000 sec): 3 clusters Score: Raw -655788.858488 + Penalty 4204.280114 = -651584.578374 nChanged 81 SP:Iteration 9Q (7096.450000 sec): 3 clusters Score: Raw -655819.091538 + Penalty 4204.280114 = -651614.811424 nChanged 63 SP:Iteration 10Q (7096.630000 sec): 3 clusters Score: Raw -655839.488407 + Penalty 4204.280114 = -651635.208293 nChanged 56 SP:Iteration 11Q (7096.830000 sec): 3 clusters Score: Raw -655860.458454 + Penalty 4204.280114 = -651656.178341 nChanged 59 SP:Iteration 12Q (7097.060000 sec): 3 clusters Score: Raw -655881.320964 + Penalty 4204.280114 = -651677.040850 nChanged 64 SP:Iteration 13Q (7097.210000 sec): 3 clusters Score: Raw -655906.880316 + Penalty 4204.280114 = -651702.600203 nChanged 57 SP:Iteration 14Q (7097.410000 sec): 3 clusters Score: Raw -655931.812519 + Penalty 4204.280114 = -651727.532406 nChanged 70 SP:Iteration 15Q (7097.650000 sec): 3 clusters Score: Raw -655963.393825 + Penalty 4204.280114 = -651759.113711 nChanged 79 SP:Iteration 16Q (7097.840000 sec): 3 clusters Score: Raw -656001.622541 + Penalty 4204.280114 = -651797.342427 nChanged 96 SP:Iteration 17Q (7098.010000 sec): 3 clusters Score: Raw -656050.121475 + Penalty 4204.280114 = -651845.841361 nChanged 102 SP:Iteration 18Q (7098.180000 sec): 3 clusters Score: Raw -656100.195556 + Penalty 4204.280114 = -651895.915443 nChanged 100 SP:Iteration 19Q (7098.410000 sec): 3 clusters Score: Raw -656154.873241 + Penalty 4204.280114 = -651950.593128 nChanged 110 SP:Iteration 20F (7098.600000 sec): 3 clusters Score: Raw -656223.968636 + Penalty 4204.280114 = -652019.688522 nChanged 98 SP:Iteration 21Q (7098.830000 sec): 3 clusters Score: Raw -656282.476361 + Penalty 4204.280114 = -652078.196247 nChanged 97 SP:Iteration 22Q (7099.030000 sec): 3 clusters Score: Raw -656349.233475 + Penalty 4204.280114 = -652144.953361 nChanged 101 SP:Iteration 23Q (7099.240000 sec): 3 clusters Score: Raw -656430.755799 + Penalty 4204.280114 = -652226.475685 nChanged 114 SP:Iteration 24Q (7099.480000 sec): 3 clusters Score: Raw -656524.891215 + Penalty 4204.280114 = -652320.611101 nChanged 99 SP:Iteration 25Q (7099.670000 sec): 3 clusters Score: Raw -656605.837978 + Penalty 4204.280114 = -652401.557865 nChanged 77 SP:Iteration 26Q (7099.870000 sec): 3 clusters Score: Raw -656678.668262 + Penalty 4204.280114 = -652474.388148 nChanged 62 SP:Iteration 27Q (7100.090000 sec): 3 clusters Score: Raw -656737.438285 + Penalty 4204.280114 = -652533.158171 nChanged 51 SP:Iteration 28Q (7100.330000 sec): 3 clusters Score: Raw -656790.773602 + Penalty 4204.280114 = -652586.493489 nChanged 47 SP:Iteration 29Q (7100.570000 sec): 3 clusters Score: Raw -656838.840803 + Penalty 4204.280114 = -652634.560689 nChanged 33 SP:Iteration 30Q (7100.800000 sec): 3 clusters Score: Raw -656866.060849 + Penalty 4204.280114 = -652661.780736 nChanged 23 SP:Iteration 31Q (7101.010000 sec): 3 clusters Score: Raw -656887.079917 + Penalty 4204.280114 = -652682.799803 nChanged 21 SP:Iteration 32Q (7101.250000 sec): 3 clusters Score: Raw -656905.928806 + Penalty 4204.280114 = -652701.648692 nChanged 17 SP:Iteration 33Q (7101.520000 sec): 3 clusters Score: Raw -656921.379703 + Penalty 4204.280114 = -652717.099589 nChanged 13 SP:Iteration 34Q (7101.780000 sec): 3 clusters Score: Raw -656934.685335 + Penalty 4204.280114 = -652730.405221 nChanged 12 SP:Iteration 35Q (7102.030000 sec): 3 clusters Score: Raw -656947.872788 + Penalty 4204.280114 = -652743.592674 nChanged 9 SP:Iteration 36Q (7102.220000 sec): 3 clusters Score: Raw -656957.372373 + Penalty 4204.280114 = -652753.092260 nChanged 7 SP:Iteration 37Q (7102.370000 sec): 3 clusters Score: Raw -656965.760923 + Penalty 4204.280114 = -652761.480809 nChanged 7 SP:Iteration 38Q (7102.620000 sec): 3 clusters Score: Raw -656973.142405 + Penalty 4204.280114 = -652768.862291 nChanged 10 SP:Iteration 39Q (7102.860000 sec): 3 clusters Score: Raw -656985.762196 + Penalty 4204.280114 = -652781.482082 nChanged 9 SP:Iteration 40F (7103.080000 sec): 3 clusters Score: Raw -657000.700358 + Penalty 4204.280114 = -652796.420244 nChanged 4 SP:Iteration 41Q (7103.310000 sec): 3 clusters Score: Raw -657007.345567 + Penalty 4204.280114 = -652803.065453 nChanged 4 SP:Iteration 42Q (7103.470000 sec): 3 clusters Score: Raw -657010.245625 + Penalty 4204.280114 = -652805.965511 nChanged 6 SP:Iteration 43Q (7103.710000 sec): 3 clusters Score: Raw -657015.732828 + Penalty 4204.280114 = -652811.452714 nChanged 3 SP:Iteration 44Q (7103.940000 sec): 3 clusters Score: Raw -657019.777897 + Penalty 4204.280114 = -652815.497784 nChanged 4 SP:Iteration 45Q (7104.090000 sec): 3 clusters Score: Raw -657023.409500 + Penalty 4204.280114 = -652819.129386 nChanged 1 SP:Iteration 46Q (7104.340000 sec): 3 clusters Score: Raw -657024.400639 + Penalty 4204.280114 = -652820.120525 nChanged 3 SP:Iteration 47Q (7104.570000 sec): 3 clusters Score: Raw -657026.622132 + Penalty 4204.280114 = -652822.342019 nChanged 0 SP:Iteration 48F (7104.820000 sec): 3 clusters Score: Raw -657026.622132 + Penalty 4204.280114 = -652822.342019 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 10 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7104.940000 sec): 2 clusters Score: Raw -19401.045120 + Penalty 1253.948960 = -18147.096160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7105.120000 sec): 3 clusters Score: Raw -19673.937924 + Penalty 2507.897919 = -17166.040005 nChanged 9 SP:Iteration 1F (7105.310000 sec): 3 clusters Score: Raw -19736.417567 + Penalty 2507.897919 = -17228.519647 nChanged 2 SP:Iteration 2Q (7105.460000 sec): 3 clusters Score: Raw -19752.853753 + Penalty 2507.897919 = -17244.955833 nChanged 1 SP:Iteration 3Q (7105.630000 sec): 3 clusters Score: Raw -19757.655620 + Penalty 2507.897919 = -17249.757700 nChanged 0 SP:Iteration 4F (7105.810000 sec): 3 clusters Score: Raw -19757.655620 + Penalty 2507.897919 = -17249.757700 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 11 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7105.910000 sec): 2 clusters Score: Raw -174230.451277 + Penalty 1784.034083 = -172446.417194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7106.070000 sec): 3 clusters Score: Raw -173871.146335 + Penalty 3568.068166 = -170303.078169 nChanged 347 SP:Iteration 1F (7106.250000 sec): 3 clusters Score: Raw -174213.112028 + Penalty 3568.068166 = -170645.043862 nChanged 89 SP:Iteration 2F (7106.450000 sec): 3 clusters Score: Raw -174290.557051 + Penalty 3568.068166 = -170722.488885 nChanged 41 SP:Iteration 3Q (7106.590000 sec): 3 clusters Score: Raw -174335.778041 + Penalty 3568.068166 = -170767.709875 nChanged 28 SP:Iteration 4Q (7106.800000 sec): 3 clusters Score: Raw -174365.069003 + Penalty 3568.068166 = -170797.000837 nChanged 15 SP:Iteration 5Q (7106.910000 sec): 3 clusters Score: Raw -174377.335557 + Penalty 3568.068166 = -170809.267391 nChanged 11 SP:Iteration 6Q (7107.160000 sec): 3 clusters Score: Raw -174390.418081 + Penalty 3568.068166 = -170822.349915 nChanged 12 SP:Iteration 7Q (7107.370000 sec): 3 clusters Score: Raw -174403.366135 + Penalty 3568.068166 = -170835.297969 nChanged 7 SP:Iteration 8Q (7107.570000 sec): 3 clusters Score: Raw -174407.936364 + Penalty 3568.068166 = -170839.868198 nChanged 2 SP:Iteration 9Q (7107.760000 sec): 3 clusters Score: Raw -174409.493988 + Penalty 3568.068166 = -170841.425822 nChanged 0 SP:Iteration 10F (7107.960000 sec): 3 clusters Score: Raw -174409.493988 + Penalty 3568.068166 = -170841.425822 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 12 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7108.050000 sec): 2 clusters Score: Raw -60923.499953 + Penalty 1515.643900 = -59407.856053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7108.230000 sec): 3 clusters Score: Raw -60983.670422 + Penalty 3031.287800 = -57952.382622 nChanged 83 SP:Iteration 1F (7108.410000 sec): 3 clusters Score: Raw -61173.152237 + Penalty 3031.287800 = -58141.864437 nChanged 24 SP:Iteration 2F (7108.650000 sec): 3 clusters Score: Raw -61268.024011 + Penalty 3031.287800 = -58236.736211 nChanged 15 SP:Iteration 3Q (7108.850000 sec): 3 clusters Score: Raw -61319.410731 + Penalty 3031.287800 = -58288.122930 nChanged 11 SP:Iteration 4Q (7109.030000 sec): 3 clusters Score: Raw -61345.907132 + Penalty 3031.287800 = -58314.619332 nChanged 5 SP:Iteration 5Q (7109.220000 sec): 3 clusters Score: Raw -61363.614398 + Penalty 3031.287800 = -58332.326597 nChanged 3 SP:Iteration 6Q (7109.420000 sec): 3 clusters Score: Raw -61372.339061 + Penalty 3031.287800 = -58341.051261 nChanged 2 SP:Iteration 7Q (7109.550000 sec): 3 clusters Score: Raw -61376.943480 + Penalty 3031.287800 = -58345.655679 nChanged 0 SP:Iteration 8F (7109.750000 sec): 3 clusters Score: Raw -61376.943480 + Penalty 3031.287800 = -58345.655679 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 13 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7109.870000 sec): 2 clusters Score: Raw -64435.359301 + Penalty 1564.859733 = -62870.499568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7110.010000 sec): 3 clusters Score: Raw -64442.613026 + Penalty 3129.719466 = -61312.893560 nChanged 108 SP:Iteration 1F (7110.230000 sec): 3 clusters Score: Raw -64674.239933 + Penalty 3129.719466 = -61544.520467 nChanged 30 SP:Iteration 2F (7110.410000 sec): 3 clusters Score: Raw -64754.704722 + Penalty 3129.719466 = -61624.985256 nChanged 22 SP:Iteration 3Q (7110.620000 sec): 3 clusters Score: Raw -64812.047760 + Penalty 3129.719466 = -61682.328294 nChanged 18 SP:Iteration 4Q (7110.760000 sec): 3 clusters Score: Raw -64857.707319 + Penalty 3129.719466 = -61727.987853 nChanged 14 SP:Iteration 5Q (7110.950000 sec): 3 clusters Score: Raw -64898.258205 + Penalty 3129.719466 = -61768.538739 nChanged 6 SP:Iteration 6Q (7111.160000 sec): 3 clusters Score: Raw -64916.528367 + Penalty 3129.719466 = -61786.808901 nChanged 3 SP:Iteration 7Q (7111.310000 sec): 3 clusters Score: Raw -64926.170585 + Penalty 3129.719466 = -61796.451119 nChanged 6 SP:Iteration 8Q (7111.560000 sec): 3 clusters Score: Raw -64945.827752 + Penalty 3129.719466 = -61816.108286 nChanged 7 SP:Iteration 9Q (7111.710000 sec): 3 clusters Score: Raw -64965.224444 + Penalty 3129.719466 = -61835.504978 nChanged 2 SP:Iteration 10Q (7111.890000 sec): 3 clusters Score: Raw -64969.643382 + Penalty 3129.719466 = -61839.923916 nChanged 0 SP:Iteration 11F (7112.060000 sec): 3 clusters Score: Raw -64969.643382 + Penalty 3129.719466 = -61839.923916 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 14 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7112.170000 sec): 2 clusters Score: Raw -44417.409280 + Penalty 1460.441734 = -42956.967547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7112.320000 sec): 3 clusters Score: Raw -44550.995895 + Penalty 2920.883467 = -41630.112428 nChanged 61 SP:Iteration 1F (7112.500000 sec): 3 clusters Score: Raw -44701.228301 + Penalty 2920.883467 = -41780.344834 nChanged 14 SP:Iteration 2Q (7112.690000 sec): 3 clusters Score: Raw -44749.421830 + Penalty 2920.883467 = -41828.538363 nChanged 9 SP:Iteration 3Q (7112.830000 sec): 3 clusters Score: Raw -44763.320054 + Penalty 2920.883467 = -41842.436587 nChanged 4 SP:Iteration 4Q (7113.050000 sec): 3 clusters Score: Raw -44777.589365 + Penalty 2920.883467 = -41856.705898 nChanged 3 SP:Iteration 5Q (7113.220000 sec): 3 clusters Score: Raw -44809.650521 + Penalty 2920.883467 = -41888.767054 nChanged 5 SP:Iteration 6Q (7113.450000 sec): 3 clusters Score: Raw -44819.488094 + Penalty 2920.883467 = -41898.604627 nChanged 0 SP:Iteration 7F (7113.630000 sec): 3 clusters Score: Raw -44819.488094 + Penalty 2920.883467 = -41898.604627 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 15 (101067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7114.260000 sec): 2 clusters Score: Raw -13903962.198212 + Penalty 2857.837658 = -13901104.360555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7115.010000 sec): 3 clusters Score: Raw -13839362.141379 + Penalty 5715.675315 = -13833646.466064 nChanged 47865 SP:Iteration 1F (7115.740000 sec): 3 clusters Score: Raw -13868031.825383 + Penalty 5715.675315 = -13862316.150068 nChanged 4752 SP:Iteration 2Q (7116.560000 sec): 3 clusters Score: Raw -13870006.496721 + Penalty 5715.675315 = -13864290.821405 nChanged 5191 SP:Iteration 3F (7117.430000 sec): 3 clusters Score: Raw -13872401.610060 + Penalty 5715.675315 = -13866685.934744 nChanged 5540 SP:Iteration 4F (7118.220000 sec): 3 clusters Score: Raw -13875168.927098 + Penalty 5715.675315 = -13869453.251782 nChanged 5668 SP:Iteration 5F (7118.980000 sec): 3 clusters Score: Raw -13878302.195859 + Penalty 5715.675315 = -13872586.520543 nChanged 5885 SP:Iteration 6F (7119.690000 sec): 3 clusters Score: Raw -13881889.253630 + Penalty 5715.675315 = -13876173.578315 nChanged 5674 SP:Iteration 7F (7120.430000 sec): 3 clusters Score: Raw -13885492.071855 + Penalty 5715.675315 = -13879776.396539 nChanged 5123 SP:Iteration 8F (7121.140000 sec): 3 clusters Score: Raw -13888498.688436 + Penalty 5715.675315 = -13882783.013121 nChanged 4238 SP:Iteration 9Q (7121.870000 sec): 3 clusters Score: Raw -13890564.828739 + Penalty 5715.675315 = -13884849.153424 nChanged 3383 SP:Iteration 10Q (7122.650000 sec): 3 clusters Score: Raw -13891960.838719 + Penalty 5715.675315 = -13886245.163404 nChanged 2754 SP:Iteration 11Q (7123.430000 sec): 3 clusters Score: Raw -13893000.209566 + Penalty 5715.675315 = -13887284.534251 nChanged 2352 SP:Iteration 12Q (7124.200000 sec): 3 clusters Score: Raw -13893886.547863 + Penalty 5715.675315 = -13888170.872548 nChanged 2265 SP:Iteration 13Q (7124.930000 sec): 3 clusters Score: Raw -13894762.308884 + Penalty 5715.675315 = -13889046.633568 nChanged 2141 SP:Iteration 14Q (7125.670000 sec): 3 clusters Score: Raw -13895595.474864 + Penalty 5715.675315 = -13889879.799549 nChanged 2079 SP:Iteration 15Q (7126.480000 sec): 3 clusters Score: Raw -13896450.846481 + Penalty 5715.675315 = -13890735.171165 nChanged 2122 SP:Iteration 16Q (7127.180000 sec): 3 clusters Score: Raw -13897380.368766 + Penalty 5715.675315 = -13891664.693450 nChanged 2101 SP:Iteration 17Q (7127.910000 sec): 3 clusters Score: Raw -13898343.506277 + Penalty 5715.675315 = -13892627.830962 nChanged 1994 SP:Iteration 18Q (7128.670000 sec): 3 clusters Score: Raw -13899298.528286 + Penalty 5715.675315 = -13893582.852970 nChanged 1801 SP:Iteration 19Q (7129.410000 sec): 3 clusters Score: Raw -13900180.152525 + Penalty 5715.675315 = -13894464.477210 nChanged 1607 SP:Iteration 20F (7130.180000 sec): 3 clusters Score: Raw -13900977.442904 + Penalty 5715.675315 = -13895261.767588 nChanged 1436 SP:Iteration 21Q (7130.870000 sec): 3 clusters Score: Raw -13901683.800744 + Penalty 5715.675315 = -13895968.125428 nChanged 1239 SP:Iteration 22Q (7131.530000 sec): 3 clusters Score: Raw -13902270.971017 + Penalty 5715.675315 = -13896555.295702 nChanged 1046 SP:Iteration 23Q (7132.210000 sec): 3 clusters Score: Raw -13902747.926932 + Penalty 5715.675315 = -13897032.251616 nChanged 866 SP:Iteration 24Q (7132.900000 sec): 3 clusters Score: Raw -13903128.754055 + Penalty 5715.675315 = -13897413.078740 nChanged 750 SP:Iteration 25Q (7133.590000 sec): 3 clusters Score: Raw -13903444.646016 + Penalty 5715.675315 = -13897728.970701 nChanged 632 SP:Iteration 26Q (7134.240000 sec): 3 clusters Score: Raw -13903701.652641 + Penalty 5715.675315 = -13897985.977326 nChanged 522 SP:Iteration 27Q (7134.940000 sec): 3 clusters Score: Raw -13903895.497718 + Penalty 5715.675315 = -13898179.822403 nChanged 415 SP:Iteration 28Q (7135.640000 sec): 3 clusters Score: Raw -13904040.699036 + Penalty 5715.675315 = -13898325.023721 nChanged 327 SP:Iteration 29Q (7136.270000 sec): 3 clusters Score: Raw -13904142.816845 + Penalty 5715.675315 = -13898427.141530 nChanged 273 SP:Iteration 30Q (7136.920000 sec): 3 clusters Score: Raw -13904222.662223 + Penalty 5715.675315 = -13898506.986908 nChanged 232 SP:Iteration 31Q (7137.560000 sec): 3 clusters Score: Raw -13904295.312258 + Penalty 5715.675315 = -13898579.636942 nChanged 211 SP:Iteration 32Q (7138.200000 sec): 3 clusters Score: Raw -13904363.953278 + Penalty 5715.675315 = -13898648.277963 nChanged 180 SP:Iteration 33Q (7138.820000 sec): 3 clusters Score: Raw -13904415.000946 + Penalty 5715.675315 = -13898699.325630 nChanged 140 SP:Iteration 34Q (7139.390000 sec): 3 clusters Score: Raw -13904454.917823 + Penalty 5715.675315 = -13898739.242508 nChanged 133 SP:Iteration 35Q (7139.990000 sec): 3 clusters Score: Raw -13904495.047812 + Penalty 5715.675315 = -13898779.372497 nChanged 116 SP:Iteration 36Q (7140.570000 sec): 3 clusters Score: Raw -13904526.746018 + Penalty 5715.675315 = -13898811.070703 nChanged 83 SP:Iteration 37Q (7141.160000 sec): 3 clusters Score: Raw -13904549.246536 + Penalty 5715.675315 = -13898833.571220 nChanged 72 SP:Iteration 38Q (7141.760000 sec): 3 clusters Score: Raw -13904569.428934 + Penalty 5715.675315 = -13898853.753619 nChanged 60 SP:Iteration 39Q (7142.350000 sec): 3 clusters Score: Raw -13904587.269822 + Penalty 5715.675315 = -13898871.594507 nChanged 47 SP:Iteration 40F (7143.000000 sec): 3 clusters Score: Raw -13904599.464469 + Penalty 5715.675315 = -13898883.789154 nChanged 50 SP:Iteration 41Q (7143.550000 sec): 3 clusters Score: Raw -13904614.368156 + Penalty 5715.675315 = -13898898.692841 nChanged 47 SP:Iteration 42Q (7144.150000 sec): 3 clusters Score: Raw -13904626.225636 + Penalty 5715.675315 = -13898910.550321 nChanged 44 SP:Iteration 43Q (7144.740000 sec): 3 clusters Score: Raw -13904636.216564 + Penalty 5715.675315 = -13898920.541248 nChanged 28 SP:Iteration 44Q (7145.330000 sec): 3 clusters Score: Raw -13904641.867977 + Penalty 5715.675315 = -13898926.192661 nChanged 15 SP:Iteration 45Q (7146.000000 sec): 3 clusters Score: Raw -13904644.846178 + Penalty 5715.675315 = -13898929.170862 nChanged 12 SP:Iteration 46Q (7146.680000 sec): 3 clusters Score: Raw -13904648.406050 + Penalty 5715.675315 = -13898932.730735 nChanged 14 SP:Iteration 47Q (7147.240000 sec): 3 clusters Score: Raw -13904651.472032 + Penalty 5715.675315 = -13898935.796717 nChanged 12 SP:Iteration 48Q (7147.870000 sec): 3 clusters Score: Raw -13904653.572754 + Penalty 5715.675315 = -13898937.897439 nChanged 11 SP:Iteration 49Q (7148.500000 sec): 3 clusters Score: Raw -13904655.614151 + Penalty 5715.675315 = -13898939.938835 nChanged 14 SP:Iteration 50Q (7149.060000 sec): 3 clusters Score: Raw -13904658.274280 + Penalty 5715.675315 = -13898942.598965 nChanged 16 SP:Iteration 51Q (7149.680000 sec): 3 clusters Score: Raw -13904662.536189 + Penalty 5715.675315 = -13898946.860874 nChanged 15 SP:Iteration 52Q (7150.300000 sec): 3 clusters Score: Raw -13904665.833023 + Penalty 5715.675315 = -13898950.157708 nChanged 14 SP:Iteration 53Q (7151.010000 sec): 3 clusters Score: Raw -13904668.601489 + Penalty 5715.675315 = -13898952.926174 nChanged 15 SP:Iteration 54Q (7151.720000 sec): 3 clusters Score: Raw -13904672.412103 + Penalty 5715.675315 = -13898956.736788 nChanged 10 SP:Iteration 55Q (7152.420000 sec): 3 clusters Score: Raw -13904674.863909 + Penalty 5715.675315 = -13898959.188594 nChanged 7 SP:Iteration 56Q (7153.050000 sec): 3 clusters Score: Raw -13904676.076157 + Penalty 5715.675315 = -13898960.400842 nChanged 7 SP:Iteration 57Q (7153.680000 sec): 3 clusters Score: Raw -13904676.979706 + Penalty 5715.675315 = -13898961.304390 nChanged 4 SP:Iteration 58Q (7154.300000 sec): 3 clusters Score: Raw -13904677.766505 + Penalty 5715.675315 = -13898962.091190 nChanged 5 SP:Iteration 59Q (7154.920000 sec): 3 clusters Score: Raw -13904678.555690 + Penalty 5715.675315 = -13898962.880374 nChanged 3 SP:Iteration 60F (7155.660000 sec): 3 clusters Score: Raw -13904678.818261 + Penalty 5715.675315 = -13898963.142945 nChanged 2 SP:Iteration 61Q (7156.330000 sec): 3 clusters Score: Raw -13904679.067936 + Penalty 5715.675315 = -13898963.392620 nChanged 0 SP:Iteration 62F (7157.050000 sec): 3 clusters Score: Raw -13904679.067936 + Penalty 5715.675315 = -13898963.392620 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 16 (38123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7157.320000 sec): 2 clusters Score: Raw -5093665.294647 + Penalty 2616.046117 = -5091049.248530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7157.750000 sec): 3 clusters Score: Raw -5070493.238691 + Penalty 5232.092235 = -5065261.146457 nChanged 17394 SP:Iteration 1F (7158.140000 sec): 3 clusters Score: Raw -5079905.482681 + Penalty 5232.092235 = -5074673.390447 nChanged 1684 SP:Iteration 2Q (7158.580000 sec): 3 clusters Score: Raw -5080377.448159 + Penalty 5232.092235 = -5075145.355924 nChanged 1426 SP:Iteration 3Q (7159.000000 sec): 3 clusters Score: Raw -5080780.572244 + Penalty 5232.092235 = -5075548.480009 nChanged 1357 SP:Iteration 4Q (7159.380000 sec): 3 clusters Score: Raw -5081202.094915 + Penalty 5232.092235 = -5075970.002681 nChanged 1403 SP:Iteration 5Q (7159.780000 sec): 3 clusters Score: Raw -5081697.136715 + Penalty 5232.092235 = -5076465.044480 nChanged 1587 SP:Iteration 6Q (7160.180000 sec): 3 clusters Score: Raw -5082350.823549 + Penalty 5232.092235 = -5077118.731315 nChanged 1850 SP:Iteration 7Q (7160.650000 sec): 3 clusters Score: Raw -5083312.465284 + Penalty 5232.092235 = -5078080.373050 nChanged 2238 SP:Iteration 8F (7161.080000 sec): 3 clusters Score: Raw -5084749.385360 + Penalty 5232.092235 = -5079517.293126 nChanged 2502 SP:Iteration 9F (7161.520000 sec): 3 clusters Score: Raw -5086602.408039 + Penalty 5232.092235 = -5081370.315804 nChanged 2488 SP:Iteration 10F (7161.980000 sec): 3 clusters Score: Raw -5088710.800969 + Penalty 5232.092235 = -5083478.708734 nChanged 2231 SP:Iteration 11F (7162.360000 sec): 3 clusters Score: Raw -5090718.807605 + Penalty 5232.092235 = -5085486.715370 nChanged 1543 SP:Iteration 12Q (7162.800000 sec): 3 clusters Score: Raw -5092123.736617 + Penalty 5232.092235 = -5086891.644382 nChanged 961 SP:Iteration 13Q (7163.220000 sec): 3 clusters Score: Raw -5092993.025203 + Penalty 5232.092235 = -5087760.932969 nChanged 519 SP:Iteration 14Q (7163.630000 sec): 3 clusters Score: Raw -5093443.191499 + Penalty 5232.092235 = -5088211.099265 nChanged 314 SP:Iteration 15Q (7164.000000 sec): 3 clusters Score: Raw -5093693.355183 + Penalty 5232.092235 = -5088461.262949 nChanged 170 SP:Iteration 16Q (7164.360000 sec): 3 clusters Score: Raw -5093832.001011 + Penalty 5232.092235 = -5088599.908777 nChanged 94 SP:Iteration 17Q (7164.720000 sec): 3 clusters Score: Raw -5093925.310699 + Penalty 5232.092235 = -5088693.218464 nChanged 84 SP:Iteration 18Q (7165.100000 sec): 3 clusters Score: Raw -5094002.578190 + Penalty 5232.092235 = -5088770.485955 nChanged 65 SP:Iteration 19Q (7165.450000 sec): 3 clusters Score: Raw -5094057.152320 + Penalty 5232.092235 = -5088825.060085 nChanged 54 SP:Iteration 20F (7165.840000 sec): 3 clusters Score: Raw -5094090.973004 + Penalty 5232.092235 = -5088858.880769 nChanged 42 SP:Iteration 21Q (7166.210000 sec): 3 clusters Score: Raw -5094118.936613 + Penalty 5232.092235 = -5088886.844378 nChanged 18 SP:Iteration 22Q (7166.530000 sec): 3 clusters Score: Raw -5094127.468512 + Penalty 5232.092235 = -5088895.376277 nChanged 7 SP:Iteration 23Q (7166.870000 sec): 3 clusters Score: Raw -5094131.761883 + Penalty 5232.092235 = -5088899.669648 nChanged 8 SP:Iteration 24Q (7167.190000 sec): 3 clusters Score: Raw -5094138.034454 + Penalty 5232.092235 = -5088905.942219 nChanged 8 SP:Iteration 25Q (7167.560000 sec): 3 clusters Score: Raw -5094143.828460 + Penalty 5232.092235 = -5088911.736226 nChanged 10 SP:Iteration 26Q (7167.900000 sec): 3 clusters Score: Raw -5094152.529387 + Penalty 5232.092235 = -5088920.437152 nChanged 14 SP:Iteration 27Q (7168.260000 sec): 3 clusters Score: Raw -5094159.892182 + Penalty 5232.092235 = -5088927.799947 nChanged 11 SP:Iteration 28Q (7168.620000 sec): 3 clusters Score: Raw -5094167.512014 + Penalty 5232.092235 = -5088935.419779 nChanged 10 SP:Iteration 29Q (7168.980000 sec): 3 clusters Score: Raw -5094170.712775 + Penalty 5232.092235 = -5088938.620541 nChanged 7 SP:Iteration 30Q (7169.380000 sec): 3 clusters Score: Raw -5094174.909396 + Penalty 5232.092235 = -5088942.817161 nChanged 5 SP:Iteration 31Q (7169.780000 sec): 3 clusters Score: Raw -5094178.408829 + Penalty 5232.092235 = -5088946.316595 nChanged 5 SP:Iteration 32Q (7170.140000 sec): 3 clusters Score: Raw -5094181.095524 + Penalty 5232.092235 = -5088949.003290 nChanged 7 SP:Iteration 33Q (7170.560000 sec): 3 clusters Score: Raw -5094183.702779 + Penalty 5232.092235 = -5088951.610544 nChanged 7 SP:Iteration 34Q (7171.050000 sec): 3 clusters Score: Raw -5094186.675343 + Penalty 5232.092235 = -5088954.583109 nChanged 7 SP:Iteration 35Q (7171.430000 sec): 3 clusters Score: Raw -5094190.102662 + Penalty 5232.092235 = -5088958.010427 nChanged 2 SP:Iteration 36Q (7171.780000 sec): 3 clusters Score: Raw -5094190.627319 + Penalty 5232.092235 = -5088958.535085 nChanged 1 SP:Iteration 37Q (7172.200000 sec): 3 clusters Score: Raw -5094191.491020 + Penalty 5232.092235 = -5088959.398786 nChanged 3 SP:Iteration 38Q (7172.570000 sec): 3 clusters Score: Raw -5094192.687098 + Penalty 5232.092235 = -5088960.594863 nChanged 4 SP:Iteration 39Q (7173.020000 sec): 3 clusters Score: Raw -5094194.479232 + Penalty 5232.092235 = -5088962.386998 nChanged 4 SP:Iteration 40F (7173.330000 sec): 3 clusters Score: Raw -5094197.385389 + Penalty 5232.092235 = -5088965.293154 nChanged 5 SP:Iteration 41Q (7173.670000 sec): 3 clusters Score: Raw -5094199.104943 + Penalty 5232.092235 = -5088967.012709 nChanged 2 SP:Iteration 42Q (7174.050000 sec): 3 clusters Score: Raw -5094199.991085 + Penalty 5232.092235 = -5088967.898850 nChanged 2 SP:Iteration 43Q (7174.470000 sec): 3 clusters Score: Raw -5094200.930181 + Penalty 5232.092235 = -5088968.837946 nChanged 3 SP:Iteration 44Q (7174.820000 sec): 3 clusters Score: Raw -5094202.046944 + Penalty 5232.092235 = -5088969.954709 nChanged 4 SP:Iteration 45Q (7175.220000 sec): 3 clusters Score: Raw -5094204.137967 + Penalty 5232.092235 = -5088972.045733 nChanged 2 SP:Iteration 46Q (7175.560000 sec): 3 clusters Score: Raw -5094204.966959 + Penalty 5232.092235 = -5088972.874724 nChanged 1 SP:Iteration 47Q (7175.960000 sec): 3 clusters Score: Raw -5094205.720761 + Penalty 5232.092235 = -5088973.628526 nChanged 0 SP:Iteration 48F (7176.330000 sec): 3 clusters Score: Raw -5094205.720761 + Penalty 5232.092235 = -5088973.628526 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 17 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7176.470000 sec): 2 clusters Score: Raw -24991.883036 + Penalty 1338.744350 = -23653.138686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7176.650000 sec): 3 clusters Score: Raw -25306.634110 + Penalty 2677.488700 = -22629.145410 nChanged 29 SP:Iteration 1F (7176.820000 sec): 3 clusters Score: Raw -25489.781392 + Penalty 2677.488700 = -22812.292692 nChanged 10 SP:Iteration 2Q (7176.990000 sec): 3 clusters Score: Raw -25544.287186 + Penalty 2677.488700 = -22866.798486 nChanged 7 SP:Iteration 3Q (7177.170000 sec): 3 clusters Score: Raw -25569.995548 + Penalty 2677.488700 = -22892.506848 nChanged 1 SP:Iteration 4Q (7177.370000 sec): 3 clusters Score: Raw -25572.862113 + Penalty 2677.488700 = -22895.373413 nChanged 2 SP:Iteration 5Q (7177.560000 sec): 3 clusters Score: Raw -25576.561546 + Penalty 2677.488700 = -22899.072846 nChanged 2 SP:Iteration 6Q (7177.720000 sec): 3 clusters Score: Raw -25580.676806 + Penalty 2677.488700 = -22903.188106 nChanged 2 SP:Iteration 7Q (7177.940000 sec): 3 clusters Score: Raw -25591.126079 + Penalty 2677.488700 = -22913.637379 nChanged 1 SP:Iteration 8Q (7178.130000 sec): 3 clusters Score: Raw -25594.710846 + Penalty 2677.488700 = -22917.222146 nChanged 0 SP:Iteration 9F (7178.330000 sec): 3 clusters Score: Raw -25594.710846 + Penalty 2677.488700 = -22917.222146 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 18 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7178.420000 sec): 2 clusters Score: Raw -15137.944344 + Penalty 1181.019136 = -13956.925209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7178.610000 sec): 3 clusters Score: Raw -15417.811721 + Penalty 2362.038272 = -13055.773449 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 19 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7178.750000 sec): 2 clusters Score: Raw -84845.375381 + Penalty 1601.667894 = -83243.707486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7178.930000 sec): 3 clusters Score: Raw -84817.374477 + Penalty 3203.335789 = -81614.038689 nChanged 134 SP:Iteration 1F (7179.110000 sec): 3 clusters Score: Raw -85108.276128 + Penalty 3203.335789 = -81904.940339 nChanged 51 SP:Iteration 2F (7179.250000 sec): 3 clusters Score: Raw -85272.645729 + Penalty 3203.335789 = -82069.309941 nChanged 32 SP:Iteration 3F (7179.390000 sec): 3 clusters Score: Raw -85374.569435 + Penalty 3203.335789 = -82171.233646 nChanged 30 SP:Iteration 4Q (7179.550000 sec): 3 clusters Score: Raw -85507.282263 + Penalty 3203.335789 = -82303.946475 nChanged 24 SP:Iteration 5Q (7179.720000 sec): 3 clusters Score: Raw -85642.453097 + Penalty 3203.335789 = -82439.117309 nChanged 30 SP:Iteration 6Q (7179.950000 sec): 3 clusters Score: Raw -85778.498812 + Penalty 3203.335789 = -82575.163023 nChanged 23 SP:Iteration 7Q (7180.150000 sec): 3 clusters Score: Raw -85868.000814 + Penalty 3203.335789 = -82664.665026 nChanged 16 SP:Iteration 8Q (7180.310000 sec): 3 clusters Score: Raw -85943.345361 + Penalty 3203.335789 = -82740.009573 nChanged 16 SP:Iteration 9Q (7180.520000 sec): 3 clusters Score: Raw -85993.491434 + Penalty 3203.335789 = -82790.155646 nChanged 11 SP:Iteration 10Q (7180.760000 sec): 3 clusters Score: Raw -86028.300079 + Penalty 3203.335789 = -82824.964291 nChanged 2 SP:Iteration 11Q (7180.960000 sec): 3 clusters Score: Raw -86042.440325 + Penalty 3203.335789 = -82839.104537 nChanged 1 SP:Iteration 12Q (7181.140000 sec): 3 clusters Score: Raw -86044.523049 + Penalty 3203.335789 = -82841.187261 nChanged 0 SP:Iteration 13F (7181.310000 sec): 3 clusters Score: Raw -86044.786386 + Penalty 3203.335789 = -82841.450597 nChanged 1 SP:Iteration 14Q (7181.490000 sec): 3 clusters Score: Raw -86048.427205 + Penalty 3203.335789 = -82845.091417 nChanged 3 SP:Iteration 15Q (7181.710000 sec): 3 clusters Score: Raw -86059.127060 + Penalty 3203.335789 = -82855.791272 nChanged 2 SP:Iteration 16Q (7181.900000 sec): 3 clusters Score: Raw -86066.577996 + Penalty 3203.335789 = -82863.242208 nChanged 2 SP:Iteration 17Q (7182.080000 sec): 3 clusters Score: Raw -86073.915646 + Penalty 3203.335789 = -82870.579858 nChanged 1 SP:Iteration 18Q (7182.280000 sec): 3 clusters Score: Raw -86076.998577 + Penalty 3203.335789 = -82873.662788 nChanged 0 SP:Iteration 19F (7182.450000 sec): 3 clusters Score: Raw -86076.998577 + Penalty 3203.335789 = -82873.662788 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 20 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7182.500000 sec): 2 clusters Score: Raw -23415.703325 + Penalty 1283.685134 = -22132.018191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7182.690000 sec): 3 clusters Score: Raw -23626.773757 + Penalty 2567.370267 = -21059.403489 nChanged 10 SP:Iteration 1F (7182.830000 sec): 3 clusters Score: Raw -23684.480921 + Penalty 2567.370267 = -21117.110654 nChanged 1 SP:Iteration 2Q (7182.970000 sec): 3 clusters Score: Raw -23687.803225 + Penalty 2567.370267 = -21120.432957 nChanged 0 SP:Iteration 3F (7183.140000 sec): 3 clusters Score: Raw -23687.803225 + Penalty 2567.370267 = -21120.432957 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 21 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7183.240000 sec): 2 clusters Score: Raw -26182.663130 + Penalty 1348.643669 = -24834.019461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7183.390000 sec): 3 clusters Score: Raw -26458.123705 + Penalty 2697.287337 = -23760.836368 nChanged 25 SP:Iteration 1F (7183.560000 sec): 3 clusters Score: Raw -26575.899318 + Penalty 2697.287337 = -23878.611981 nChanged 5 SP:Iteration 2Q (7183.780000 sec): 3 clusters Score: Raw -26623.194168 + Penalty 2697.287337 = -23925.906831 nChanged 4 SP:Iteration 3Q (7183.970000 sec): 3 clusters Score: Raw -26632.853300 + Penalty 2697.287337 = -23935.565963 nChanged 0 SP:Iteration 4F (7184.130000 sec): 3 clusters Score: Raw -26632.853300 + Penalty 2697.287337 = -23935.565963 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 22 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7184.240000 sec): 2 clusters Score: Raw -17526.487776 + Penalty 1221.958914 = -16304.528862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7184.430000 sec): 3 clusters Score: Raw -17733.494870 + Penalty 2443.917828 = -15289.577042 nChanged 5 SP:Iteration 1Q (7184.630000 sec): 3 clusters Score: Raw -17776.956212 + Penalty 2443.917828 = -15333.038384 nChanged 2 SP:Iteration 2Q (7184.820000 sec): 3 clusters Score: Raw -17791.940821 + Penalty 2443.917828 = -15348.022993 nChanged 0 SP:Iteration 3F (7185.000000 sec): 3 clusters Score: Raw -17791.940821 + Penalty 2443.917828 = -15348.022993 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 23 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7185.080000 sec): 2 clusters Score: Raw -40045.489139 + Penalty 1432.088783 = -38613.400356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7185.260000 sec): 3 clusters Score: Raw -40143.772151 + Penalty 2864.177567 = -37279.594584 nChanged 29 SP:Iteration 1F (7185.460000 sec): 3 clusters Score: Raw -40223.761030 + Penalty 2864.177567 = -37359.583464 nChanged 8 SP:Iteration 2Q (7185.680000 sec): 3 clusters Score: Raw -40304.086642 + Penalty 2864.177567 = -37439.909075 nChanged 7 SP:Iteration 3Q (7185.870000 sec): 3 clusters Score: Raw -40321.707190 + Penalty 2864.177567 = -37457.529624 nChanged 6 SP:Iteration 4Q (7186.050000 sec): 3 clusters Score: Raw -40354.853852 + Penalty 2864.177567 = -37490.676285 nChanged 7 SP:Iteration 5Q (7186.230000 sec): 3 clusters Score: Raw -40412.365854 + Penalty 2864.177567 = -37548.188287 nChanged 6 SP:Iteration 6Q (7186.400000 sec): 3 clusters Score: Raw -40441.196573 + Penalty 2864.177567 = -37577.019006 nChanged 2 SP:Iteration 7Q (7186.610000 sec): 3 clusters Score: Raw -40453.392354 + Penalty 2864.177567 = -37589.214788 nChanged 2 SP:Iteration 8Q (7186.770000 sec): 3 clusters Score: Raw -40459.980536 + Penalty 2864.177567 = -37595.802969 nChanged 3 SP:Iteration 9Q (7186.970000 sec): 3 clusters Score: Raw -40477.629021 + Penalty 2864.177567 = -37613.451454 nChanged 1 SP:Iteration 10Q (7187.100000 sec): 3 clusters Score: Raw -40486.496221 + Penalty 2864.177567 = -37622.318655 nChanged 2 SP:Iteration 11Q (7187.300000 sec): 3 clusters Score: Raw -40491.603388 + Penalty 2864.177567 = -37627.425821 nChanged 0 SP:Iteration 12F (7187.480000 sec): 3 clusters Score: Raw -40491.603388 + Penalty 2864.177567 = -37627.425821 nChanged 0 Memory request: 0.00 GB would take us to total of 3.30 GB. Trying to split cluster 24 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7187.600000 sec): 2 clusters Score: Raw -50774.407337 + Penalty 1509.520132 = -49264.887205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7187.790000 sec): 3 clusters Score: Raw -50873.113241 + Penalty 3019.040265 = -47854.072977 nChanged 81 SP:Iteration 1F (7187.960000 sec): 3 clusters Score: Raw -51039.231355 + Penalty 3019.040265 = -48020.191091 nChanged 19 SP:Iteration 2Q (7188.120000 sec): 3 clusters Score: Raw -51098.913739 + Penalty 3019.040265 = -48079.873474 nChanged 9 SP:Iteration 3Q (7188.300000 sec): 3 clusters Score: Raw -51128.428184 + Penalty 3019.040265 = -48109.387920 nChanged 5 SP:Iteration 4Q (7188.470000 sec): 3 clusters Score: Raw -51139.563259 + Penalty 3019.040265 = -48120.522994 nChanged 3 SP:Iteration 5Q (7188.630000 sec): 3 clusters Score: Raw -51145.963637 + Penalty 3019.040265 = -48126.923372 nChanged 3 SP:Iteration 6Q (7188.850000 sec): 3 clusters Score: Raw -51158.327706 + Penalty 3019.040265 = -48139.287441 nChanged 5 SP:Iteration 7Q (7188.950000 sec): 3 clusters Score: Raw -51172.027130 + Penalty 3019.040265 = -48152.986866 nChanged 3 SP:Iteration 8Q (7189.200000 sec): 3 clusters Score: Raw -51182.013951 + Penalty 3019.040265 = -48162.973686 nChanged 1 SP:Iteration 9Q (7189.390000 sec): 3 clusters Score: Raw -51186.317554 + Penalty 3019.040265 = -48167.277289 nChanged 3 SP:Iteration 10Q (7189.540000 sec): 3 clusters Score: Raw -51193.599511 + Penalty 3019.040265 = -48174.559247 nChanged 3 SP:Iteration 11Q (7189.690000 sec): 3 clusters Score: Raw -51200.771512 + Penalty 3019.040265 = -48181.731247 nChanged 2 SP:Iteration 12Q (7189.820000 sec): 3 clusters Score: Raw -51203.861987 + Penalty 3019.040265 = -48184.821722 nChanged 0 SP:Iteration 13F (7190.050000 sec): 3 clusters Score: Raw -51203.861987 + Penalty 3019.040265 = -48184.821722 nChanged 0 ------ Evaluating fit on full set of 1328297 points ------ Score: Raw -177633832.904074 + Penalty 83919.677777 = -177549913.226298 Time taken for this iteration:7224.790000 seconds. 20->25 Clusters: Score -177549913.226298, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.83 GB would take us to total of 3.30 GB. ------ Running on subset of 442765 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 11 (68 points): Lose 14.175501 but Gain 3224.197020 Iteration 0F (7273.900000 sec): 20 clusters Score: Raw -54014620.368354 + Penalty 61259.743374 = -53953360.624980 nChanged 420423 Deleting Class 12 (356 points): Lose 522.727894 but Gain 3224.197020 Iteration 1F (7293.100000 sec): 19 clusters Score: Raw -58592704.289983 + Penalty 58035.546354 = -58534668.743628 nChanged 122035 Deleting Class 4 (1250 points): Lose 1238.014493 but Gain 3224.197020 Iteration 2F (7310.990000 sec): 18 clusters Score: Raw -58829547.008488 + Penalty 54811.349335 = -58774735.659153 nChanged 67746 Deleting Class 9 (1472 points): Lose 2890.466504 but Gain 3224.197020 Iteration 3F (7327.020000 sec): 17 clusters Score: Raw -58939718.329535 + Penalty 51587.152315 = -58888131.177220 nChanged 33331 Deleting Class 6 (2483 points): Lose 2567.260164 but Gain 3224.197020 Iteration 4F (7343.040000 sec): 16 clusters Score: Raw -59009476.790170 + Penalty 48362.955295 = -58961113.834875 nChanged 20889 Iteration 5Q (7351.520000 sec): 16 clusters Score: Raw -59051627.863449 + Penalty 48362.955295 = -59003264.908153 nChanged 12404 Deleting Class 5 (2044 points): Lose 2865.559669 but Gain 3224.197020 Iteration 6Q (7360.660000 sec): 15 clusters Score: Raw -59060274.128049 + Penalty 45138.758276 = -59015135.369773 nChanged 11477 Iteration 7Q (7368.790000 sec): 15 clusters Score: Raw -59071061.847769 + Penalty 45138.758276 = -59025923.089493 nChanged 7925 Iteration 8Q (7376.640000 sec): 15 clusters Score: Raw -59075798.837972 + Penalty 45138.758276 = -59030660.079697 nChanged 6313 Iteration 9Q (7385.110000 sec): 15 clusters Score: Raw -59079065.814556 + Penalty 45138.758276 = -59033927.056281 nChanged 5145 Iteration 10Q (7391.210000 sec): 15 clusters Score: Raw -59081431.405448 + Penalty 45138.758276 = -59036292.647172 nChanged 4019 Iteration 11Q (7399.570000 sec): 15 clusters Score: Raw -59082705.181546 + Penalty 45138.758276 = -59037566.423271 nChanged 3059 Iteration 12Q (7407.530000 sec): 15 clusters Score: Raw -59083398.529993 + Penalty 45138.758276 = -59038259.771717 nChanged 2261 Iteration 13Q (7416.410000 sec): 15 clusters Score: Raw -59083794.542314 + Penalty 45138.758276 = -59038655.784038 nChanged 1719 Iteration 14Q (7424.360000 sec): 15 clusters Score: Raw -59084021.867378 + Penalty 45138.758276 = -59038883.109102 nChanged 1382 Iteration 15Q (7432.210000 sec): 15 clusters Score: Raw -59084176.867862 + Penalty 45138.758276 = -59039038.109586 nChanged 1086 Iteration 16Q (7439.440000 sec): 15 clusters Score: Raw -59084276.482712 + Penalty 45138.758276 = -59039137.724436 nChanged 857 Iteration 17Q (7447.620000 sec): 15 clusters Score: Raw -59084344.888664 + Penalty 45138.758276 = -59039206.130388 nChanged 729 Iteration 18Q (7455.900000 sec): 15 clusters Score: Raw -59084404.162140 + Penalty 45138.758276 = -59039265.403864 nChanged 608 Iteration 19Q (7463.520000 sec): 15 clusters Score: Raw -59084446.380444 + Penalty 45138.758276 = -59039307.622169 nChanged 487 Writing temp clu file Because OldScore, -59039265.403864, is greater than current (better) Score,-59039307.622169 Compute initial score before splitting: Score: Raw -59084446.380444 + Penalty 45138.758276 = -59039307.622169 Memory request: 0.06 GB would take us to total of 3.36 GB. Trying to split cluster 1 (30818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7463.960000 sec): 2 clusters Score: Raw -4224026.124805 + Penalty 2563.291845 = -4221462.832960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7464.320000 sec): 3 clusters Score: Raw -4205577.837424 + Penalty 5126.583690 = -4200451.253734 nChanged 13922 SP:Iteration 1F (7464.700000 sec): 3 clusters Score: Raw -4213526.224021 + Penalty 5126.583690 = -4208399.640331 nChanged 1747 SP:Iteration 2F (7465.040000 sec): 3 clusters Score: Raw -4214370.078929 + Penalty 5126.583690 = -4209243.495239 nChanged 1647 SP:Iteration 3F (7465.420000 sec): 3 clusters Score: Raw -4215215.448862 + Penalty 5126.583690 = -4210088.865172 nChanged 1703 SP:Iteration 4F (7465.780000 sec): 3 clusters Score: Raw -4216057.887716 + Penalty 5126.583690 = -4210931.304026 nChanged 1632 SP:Iteration 5F (7466.200000 sec): 3 clusters Score: Raw -4216800.738030 + Penalty 5126.583690 = -4211674.154340 nChanged 1483 SP:Iteration 6Q (7466.560000 sec): 3 clusters Score: Raw -4217455.019245 + Penalty 5126.583690 = -4212328.435555 nChanged 1379 SP:Iteration 7Q (7466.980000 sec): 3 clusters Score: Raw -4218080.477223 + Penalty 5126.583690 = -4212953.893533 nChanged 1230 SP:Iteration 8Q (7467.320000 sec): 3 clusters Score: Raw -4218708.572884 + Penalty 5126.583690 = -4213581.989194 nChanged 1181 SP:Iteration 9Q (7467.710000 sec): 3 clusters Score: Raw -4219410.121038 + Penalty 5126.583690 = -4214283.537348 nChanged 1063 SP:Iteration 10Q (7468.190000 sec): 3 clusters Score: Raw -4220069.619874 + Penalty 5126.583690 = -4214943.036184 nChanged 980 SP:Iteration 11Q (7468.590000 sec): 3 clusters Score: Raw -4220615.012626 + Penalty 5126.583690 = -4215488.428936 nChanged 845 SP:Iteration 12Q (7468.970000 sec): 3 clusters Score: Raw -4221035.493716 + Penalty 5126.583690 = -4215908.910026 nChanged 759 SP:Iteration 13Q (7469.340000 sec): 3 clusters Score: Raw -4221381.274256 + Penalty 5126.583690 = -4216254.690566 nChanged 688 SP:Iteration 14Q (7469.730000 sec): 3 clusters Score: Raw -4221680.940137 + Penalty 5126.583690 = -4216554.356447 nChanged 694 SP:Iteration 15Q (7470.100000 sec): 3 clusters Score: Raw -4221992.939451 + Penalty 5126.583690 = -4216866.355761 nChanged 703 SP:Iteration 16Q (7470.490000 sec): 3 clusters Score: Raw -4222318.694224 + Penalty 5126.583690 = -4217192.110534 nChanged 655 SP:Iteration 17Q (7470.870000 sec): 3 clusters Score: Raw -4222630.715168 + Penalty 5126.583690 = -4217504.131477 nChanged 651 SP:Iteration 18Q (7471.300000 sec): 3 clusters Score: Raw -4222953.642218 + Penalty 5126.583690 = -4217827.058528 nChanged 580 SP:Iteration 19Q (7471.670000 sec): 3 clusters Score: Raw -4223250.095434 + Penalty 5126.583690 = -4218123.511744 nChanged 515 SP:Iteration 20F (7472.020000 sec): 3 clusters Score: Raw -4223520.705997 + Penalty 5126.583690 = -4218394.122307 nChanged 432 SP:Iteration 21Q (7472.390000 sec): 3 clusters Score: Raw -4223744.183344 + Penalty 5126.583690 = -4218617.599654 nChanged 378 SP:Iteration 22Q (7472.830000 sec): 3 clusters Score: Raw -4223958.160178 + Penalty 5126.583690 = -4218831.576488 nChanged 339 SP:Iteration 23Q (7473.170000 sec): 3 clusters Score: Raw -4224152.881857 + Penalty 5126.583690 = -4219026.298167 nChanged 266 SP:Iteration 24Q (7473.550000 sec): 3 clusters Score: Raw -4224284.040293 + Penalty 5126.583690 = -4219157.456603 nChanged 208 SP:Iteration 25Q (7473.930000 sec): 3 clusters Score: Raw -4224380.770442 + Penalty 5126.583690 = -4219254.186752 nChanged 184 SP:Iteration 26Q (7474.250000 sec): 3 clusters Score: Raw -4224459.135942 + Penalty 5126.583690 = -4219332.552252 nChanged 172 SP:Iteration 27Q (7474.620000 sec): 3 clusters Score: Raw -4224529.969904 + Penalty 5126.583690 = -4219403.386214 nChanged 140 SP:Iteration 28Q (7475.030000 sec): 3 clusters Score: Raw -4224580.359508 + Penalty 5126.583690 = -4219453.775818 nChanged 99 SP:Iteration 29Q (7475.360000 sec): 3 clusters Score: Raw -4224615.006274 + Penalty 5126.583690 = -4219488.422584 nChanged 92 SP:Iteration 30Q (7475.730000 sec): 3 clusters Score: Raw -4224646.635336 + Penalty 5126.583690 = -4219520.051646 nChanged 79 SP:Iteration 31Q (7476.070000 sec): 3 clusters Score: Raw -4224672.405038 + Penalty 5126.583690 = -4219545.821348 nChanged 68 SP:Iteration 32Q (7476.420000 sec): 3 clusters Score: Raw -4224693.620178 + Penalty 5126.583690 = -4219567.036488 nChanged 60 SP:Iteration 33Q (7476.750000 sec): 3 clusters Score: Raw -4224712.833733 + Penalty 5126.583690 = -4219586.250043 nChanged 58 SP:Iteration 34Q (7477.150000 sec): 3 clusters Score: Raw -4224732.802344 + Penalty 5126.583690 = -4219606.218654 nChanged 45 SP:Iteration 35Q (7477.490000 sec): 3 clusters Score: Raw -4224745.816394 + Penalty 5126.583690 = -4219619.232704 nChanged 42 SP:Iteration 36Q (7477.830000 sec): 3 clusters Score: Raw -4224757.161969 + Penalty 5126.583690 = -4219630.578279 nChanged 31 SP:Iteration 37Q (7478.210000 sec): 3 clusters Score: Raw -4224766.859193 + Penalty 5126.583690 = -4219640.275503 nChanged 30 SP:Iteration 38Q (7478.540000 sec): 3 clusters Score: Raw -4224777.340613 + Penalty 5126.583690 = -4219650.756923 nChanged 37 SP:Iteration 39Q (7478.900000 sec): 3 clusters Score: Raw -4224787.088698 + Penalty 5126.583690 = -4219660.505008 nChanged 22 SP:Iteration 40F (7479.280000 sec): 3 clusters Score: Raw -4224792.207449 + Penalty 5126.583690 = -4219665.623759 nChanged 15 SP:Iteration 41Q (7479.640000 sec): 3 clusters Score: Raw -4224795.865942 + Penalty 5126.583690 = -4219669.282252 nChanged 19 SP:Iteration 42Q (7479.970000 sec): 3 clusters Score: Raw -4224800.031330 + Penalty 5126.583690 = -4219673.447640 nChanged 16 SP:Iteration 43Q (7480.300000 sec): 3 clusters Score: Raw -4224804.439860 + Penalty 5126.583690 = -4219677.856170 nChanged 14 SP:Iteration 44Q (7480.630000 sec): 3 clusters Score: Raw -4224808.258561 + Penalty 5126.583690 = -4219681.674871 nChanged 9 SP:Iteration 45Q (7480.980000 sec): 3 clusters Score: Raw -4224810.423946 + Penalty 5126.583690 = -4219683.840255 nChanged 10 SP:Iteration 46Q (7481.310000 sec): 3 clusters Score: Raw -4224812.687953 + Penalty 5126.583690 = -4219686.104262 nChanged 6 SP:Iteration 47Q (7481.660000 sec): 3 clusters Score: Raw -4224814.651160 + Penalty 5126.583690 = -4219688.067470 nChanged 10 SP:Iteration 48Q (7481.950000 sec): 3 clusters Score: Raw -4224818.218777 + Penalty 5126.583690 = -4219691.635087 nChanged 11 SP:Iteration 49Q (7482.270000 sec): 3 clusters Score: Raw -4224820.742898 + Penalty 5126.583690 = -4219694.159208 nChanged 8 SP:Iteration 50Q (7482.600000 sec): 3 clusters Score: Raw -4224822.253681 + Penalty 5126.583690 = -4219695.669991 nChanged 5 SP:Iteration 51Q (7482.930000 sec): 3 clusters Score: Raw -4224823.652007 + Penalty 5126.583690 = -4219697.068317 nChanged 8 SP:Iteration 52Q (7483.300000 sec): 3 clusters Score: Raw -4224825.466718 + Penalty 5126.583690 = -4219698.883028 nChanged 4 SP:Iteration 53Q (7483.650000 sec): 3 clusters Score: Raw -4224826.257552 + Penalty 5126.583690 = -4219699.673861 nChanged 2 SP:Iteration 54Q (7484.050000 sec): 3 clusters Score: Raw -4224826.536093 + Penalty 5126.583690 = -4219699.952403 nChanged 2 SP:Iteration 55Q (7484.450000 sec): 3 clusters Score: Raw -4224827.153785 + Penalty 5126.583690 = -4219700.570095 nChanged 2 SP:Iteration 56Q (7484.750000 sec): 3 clusters Score: Raw -4224828.002900 + Penalty 5126.583690 = -4219701.419210 nChanged 2 SP:Iteration 57Q (7485.100000 sec): 3 clusters Score: Raw -4224828.468871 + Penalty 5126.583690 = -4219701.885180 nChanged 2 SP:Iteration 58Q (7485.420000 sec): 3 clusters Score: Raw -4224829.066214 + Penalty 5126.583690 = -4219702.482524 nChanged 1 SP:Iteration 59Q (7485.750000 sec): 3 clusters Score: Raw -4224829.300340 + Penalty 5126.583690 = -4219702.716650 nChanged 2 SP:Iteration 60F (7486.080000 sec): 3 clusters Score: Raw -4224829.729374 + Penalty 5126.583690 = -4219703.145684 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (5304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7486.210000 sec): 2 clusters Score: Raw -689406.197681 + Penalty 2126.901700 = -687279.295981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7486.450000 sec): 3 clusters Score: Raw -686889.625796 + Penalty 4253.803400 = -682635.822396 nChanged 2091 SP:Iteration 1F (7486.690000 sec): 3 clusters Score: Raw -688334.226291 + Penalty 4253.803400 = -684080.422892 nChanged 552 SP:Iteration 2F (7486.900000 sec): 3 clusters Score: Raw -688985.668722 + Penalty 4253.803400 = -684731.865323 nChanged 543 SP:Iteration 3F (7487.080000 sec): 3 clusters Score: Raw -689766.376626 + Penalty 4253.803400 = -685512.573226 nChanged 542 SP:Iteration 4F (7487.270000 sec): 3 clusters Score: Raw -690448.427328 + Penalty 4253.803400 = -686194.623928 nChanged 405 SP:Iteration 5F (7487.470000 sec): 3 clusters Score: Raw -690986.142330 + Penalty 4253.803400 = -686732.338930 nChanged 302 SP:Iteration 6F (7487.700000 sec): 3 clusters Score: Raw -691367.498574 + Penalty 4253.803400 = -687113.695174 nChanged 152 SP:Iteration 7Q (7487.900000 sec): 3 clusters Score: Raw -691528.629292 + Penalty 4253.803400 = -687274.825892 nChanged 90 SP:Iteration 8Q (7488.150000 sec): 3 clusters Score: Raw -691614.087372 + Penalty 4253.803400 = -687360.283972 nChanged 44 SP:Iteration 9Q (7488.360000 sec): 3 clusters Score: Raw -691660.096363 + Penalty 4253.803400 = -687406.292963 nChanged 37 SP:Iteration 10Q (7488.610000 sec): 3 clusters Score: Raw -691699.492230 + Penalty 4253.803400 = -687445.688830 nChanged 21 SP:Iteration 11Q (7488.820000 sec): 3 clusters Score: Raw -691717.420497 + Penalty 4253.803400 = -687463.617098 nChanged 10 SP:Iteration 12Q (7489.050000 sec): 3 clusters Score: Raw -691727.087625 + Penalty 4253.803400 = -687473.284225 nChanged 2 SP:Iteration 13Q (7489.240000 sec): 3 clusters Score: Raw -691728.892618 + Penalty 4253.803400 = -687475.089218 nChanged 0 SP:Iteration 14F (7489.440000 sec): 3 clusters Score: Raw -691728.892618 + Penalty 4253.803400 = -687475.089218 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 3.36 GB. Trying to split cluster 3 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7489.580000 sec): 2 clusters Score: Raw -52986.391902 + Penalty 1513.988722 = -51472.403181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7489.720000 sec): 3 clusters Score: Raw -53263.897907 + Penalty 3027.977443 = -50235.920464 nChanged 111 SP:Iteration 1F (7489.910000 sec): 3 clusters Score: Raw -53667.140431 + Penalty 3027.977443 = -50639.162988 nChanged 30 SP:Iteration 2F (7490.150000 sec): 3 clusters Score: Raw -53814.797958 + Penalty 3027.977443 = -50786.820514 nChanged 22 SP:Iteration 3Q (7490.360000 sec): 3 clusters Score: Raw -53978.845027 + Penalty 3027.977443 = -50950.867584 nChanged 18 SP:Iteration 4Q (7490.560000 sec): 3 clusters Score: Raw -54144.616312 + Penalty 3027.977443 = -51116.638869 nChanged 11 SP:Iteration 5Q (7490.750000 sec): 3 clusters Score: Raw -54211.163093 + Penalty 3027.977443 = -51183.185650 nChanged 6 SP:Iteration 6Q (7490.900000 sec): 3 clusters Score: Raw -54242.712218 + Penalty 3027.977443 = -51214.734774 nChanged 2 SP:Iteration 7Q (7491.110000 sec): 3 clusters Score: Raw -54256.723888 + Penalty 3027.977443 = -51228.746445 nChanged 4 SP:Iteration 8Q (7491.330000 sec): 3 clusters Score: Raw -54278.717103 + Penalty 3027.977443 = -51250.739660 nChanged 3 SP:Iteration 9Q (7491.570000 sec): 3 clusters Score: Raw -54293.666313 + Penalty 3027.977443 = -51265.688870 nChanged 3 SP:Iteration 10Q (7491.790000 sec): 3 clusters Score: Raw -54300.851886 + Penalty 3027.977443 = -51272.874443 nChanged 1 SP:Iteration 11Q (7491.970000 sec): 3 clusters Score: Raw -54304.417702 + Penalty 3027.977443 = -51276.440259 nChanged 0 SP:Iteration 12F (7492.210000 sec): 3 clusters Score: Raw -54304.417702 + Penalty 3027.977443 = -51276.440259 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7492.330000 sec): 2 clusters Score: Raw -188915.493044 + Penalty 1802.692192 = -187112.800852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7492.490000 sec): 3 clusters Score: Raw -188463.826662 + Penalty 3605.384384 = -184858.442279 nChanged 398 SP:Iteration 1F (7492.680000 sec): 3 clusters Score: Raw -188829.230821 + Penalty 3605.384384 = -185223.846437 nChanged 102 SP:Iteration 2F (7492.890000 sec): 3 clusters Score: Raw -188931.084147 + Penalty 3605.384384 = -185325.699763 nChanged 52 SP:Iteration 3Q (7493.070000 sec): 3 clusters Score: Raw -188977.307601 + Penalty 3605.384384 = -185371.923217 nChanged 35 SP:Iteration 4Q (7493.220000 sec): 3 clusters Score: Raw -189005.516627 + Penalty 3605.384384 = -185400.132243 nChanged 16 SP:Iteration 5Q (7493.410000 sec): 3 clusters Score: Raw -189019.532838 + Penalty 3605.384384 = -185414.148455 nChanged 9 SP:Iteration 6Q (7493.570000 sec): 3 clusters Score: Raw -189029.208599 + Penalty 3605.384384 = -185423.824216 nChanged 8 SP:Iteration 7Q (7493.750000 sec): 3 clusters Score: Raw -189035.652991 + Penalty 3605.384384 = -185430.268608 nChanged 11 SP:Iteration 8Q (7493.920000 sec): 3 clusters Score: Raw -189045.612209 + Penalty 3605.384384 = -185440.227825 nChanged 11 SP:Iteration 9Q (7494.150000 sec): 3 clusters Score: Raw -189056.891961 + Penalty 3605.384384 = -185451.507578 nChanged 10 SP:Iteration 10Q (7494.390000 sec): 3 clusters Score: Raw -189067.904385 + Penalty 3605.384384 = -185462.520002 nChanged 6 SP:Iteration 11Q (7494.620000 sec): 3 clusters Score: Raw -189072.745584 + Penalty 3605.384384 = -185467.361201 nChanged 4 SP:Iteration 12Q (7494.790000 sec): 3 clusters Score: Raw -189075.413656 + Penalty 3605.384384 = -185470.029273 nChanged 2 SP:Iteration 13Q (7494.990000 sec): 3 clusters Score: Raw -189076.790986 + Penalty 3605.384384 = -185471.406602 nChanged 2 SP:Iteration 14Q (7495.200000 sec): 3 clusters Score: Raw -189077.662977 + Penalty 3605.384384 = -185472.278593 nChanged 1 SP:Iteration 15Q (7495.430000 sec): 3 clusters Score: Raw -189079.833036 + Penalty 3605.384384 = -185474.448653 nChanged 3 SP:Iteration 16Q (7495.650000 sec): 3 clusters Score: Raw -189081.443724 + Penalty 3605.384384 = -185476.059340 nChanged 1 SP:Iteration 17Q (7495.860000 sec): 3 clusters Score: Raw -189081.841252 + Penalty 3605.384384 = -185476.456868 nChanged 1 SP:Iteration 18Q (7496.100000 sec): 3 clusters Score: Raw -189082.728952 + Penalty 3605.384384 = -185477.344569 nChanged 1 SP:Iteration 19Q (7496.340000 sec): 3 clusters Score: Raw -189083.639766 + Penalty 3605.384384 = -185478.255383 nChanged 1 SP:Iteration 20F (7496.510000 sec): 3 clusters Score: Raw -189084.415745 + Penalty 3605.384384 = -185479.031361 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (1007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7496.560000 sec): 2 clusters Score: Raw -108960.065327 + Penalty 1714.853261 = -107245.212066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7496.760000 sec): 3 clusters Score: Raw -108936.540523 + Penalty 3429.706523 = -105506.834001 nChanged 300 SP:Iteration 1F (7496.950000 sec): 3 clusters Score: Raw -109808.977897 + Penalty 3429.706523 = -106379.271375 nChanged 144 SP:Iteration 2F (7497.160000 sec): 3 clusters Score: Raw -110659.625296 + Penalty 3429.706523 = -107229.918773 nChanged 117 SP:Iteration 3F (7497.320000 sec): 3 clusters Score: Raw -111539.403591 + Penalty 3429.706523 = -108109.697068 nChanged 38 SP:Iteration 4Q (7497.500000 sec): 3 clusters Score: Raw -111878.222737 + Penalty 3429.706523 = -108448.516214 nChanged 22 SP:Iteration 5Q (7497.690000 sec): 3 clusters Score: Raw -112060.205426 + Penalty 3429.706523 = -108630.498904 nChanged 29 SP:Iteration 6Q (7497.910000 sec): 3 clusters Score: Raw -112458.653423 + Penalty 3429.706523 = -109028.946901 nChanged 18 SP:Iteration 7Q (7498.090000 sec): 3 clusters Score: Raw -112685.635452 + Penalty 3429.706523 = -109255.928929 nChanged 15 SP:Iteration 8Q (7498.260000 sec): 3 clusters Score: Raw -112941.466778 + Penalty 3429.706523 = -109511.760255 nChanged 11 SP:Iteration 9Q (7498.440000 sec): 3 clusters Score: Raw -113175.360073 + Penalty 3429.706523 = -109745.653550 nChanged 9 SP:Iteration 10Q (7498.630000 sec): 3 clusters Score: Raw -113518.678879 + Penalty 3429.706523 = -110088.972356 nChanged 7 SP:Iteration 11Q (7498.790000 sec): 3 clusters Score: Raw -114252.780150 + Penalty 3429.706523 = -110823.073628 nChanged 2 SP:Iteration 12Q (7498.990000 sec): 3 clusters Score: Raw -114389.368155 + Penalty 3429.706523 = -110959.661632 nChanged 4 SP:Iteration 13Q (7499.190000 sec): 3 clusters Score: Raw -114604.044150 + Penalty 3429.706523 = -111174.337627 nChanged 4 SP:Iteration 14Q (7499.400000 sec): 3 clusters Score: Raw -114862.699976 + Penalty 3429.706523 = -111432.993453 nChanged 1 SP:Iteration 15Q (7499.550000 sec): 3 clusters Score: Raw -115036.028334 + Penalty 3429.706523 = -111606.321811 nChanged 1 SP:Iteration 16Q (7499.740000 sec): 3 clusters Score: Raw -115354.266765 + Penalty 3429.706523 = -111924.560242 nChanged 1 SP:Iteration 17Q (7499.910000 sec): 3 clusters Score: Raw -115897.055275 + Penalty 3429.706523 = -112467.348752 nChanged 0 SP:Iteration 18F (7500.100000 sec): 3 clusters Score: Raw -115897.055275 + Penalty 3429.706523 = -112467.348752 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 3.36 GB. Trying to split cluster 10 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7500.200000 sec): 2 clusters Score: Raw -202770.009029 + Penalty 1815.490687 = -200954.518343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7500.410000 sec): 3 clusters Score: Raw -202239.612886 + Penalty 3630.981373 = -198608.631513 nChanged 436 SP:Iteration 1F (7500.600000 sec): 3 clusters Score: Raw -202657.024450 + Penalty 3630.981373 = -199026.043077 nChanged 138 SP:Iteration 2F (7500.810000 sec): 3 clusters Score: Raw -202861.683685 + Penalty 3630.981373 = -199230.702311 nChanged 83 SP:Iteration 3F (7501.040000 sec): 3 clusters Score: Raw -203012.616825 + Penalty 3630.981373 = -199381.635452 nChanged 76 SP:Iteration 4F (7501.210000 sec): 3 clusters Score: Raw -203166.338823 + Penalty 3630.981373 = -199535.357449 nChanged 74 SP:Iteration 5Q (7501.420000 sec): 3 clusters Score: Raw -203315.716045 + Penalty 3630.981373 = -199684.734672 nChanged 52 SP:Iteration 6Q (7501.630000 sec): 3 clusters Score: Raw -203419.156855 + Penalty 3630.981373 = -199788.175482 nChanged 52 SP:Iteration 7Q (7501.770000 sec): 3 clusters Score: Raw -203508.629694 + Penalty 3630.981373 = -199877.648321 nChanged 36 SP:Iteration 8Q (7501.950000 sec): 3 clusters Score: Raw -203553.841549 + Penalty 3630.981373 = -199922.860176 nChanged 31 SP:Iteration 9Q (7502.170000 sec): 3 clusters Score: Raw -203586.840969 + Penalty 3630.981373 = -199955.859596 nChanged 27 SP:Iteration 10Q (7502.330000 sec): 3 clusters Score: Raw -203620.590252 + Penalty 3630.981373 = -199989.608879 nChanged 20 SP:Iteration 11Q (7502.510000 sec): 3 clusters Score: Raw -203640.542681 + Penalty 3630.981373 = -200009.561308 nChanged 16 SP:Iteration 12Q (7502.650000 sec): 3 clusters Score: Raw -203653.396104 + Penalty 3630.981373 = -200022.414730 nChanged 11 SP:Iteration 13Q (7502.870000 sec): 3 clusters Score: Raw -203662.253556 + Penalty 3630.981373 = -200031.272183 nChanged 9 SP:Iteration 14Q (7503.030000 sec): 3 clusters Score: Raw -203668.288061 + Penalty 3630.981373 = -200037.306688 nChanged 6 SP:Iteration 15Q (7503.250000 sec): 3 clusters Score: Raw -203674.815889 + Penalty 3630.981373 = -200043.834515 nChanged 6 SP:Iteration 16Q (7503.490000 sec): 3 clusters Score: Raw -203682.467022 + Penalty 3630.981373 = -200051.485649 nChanged 8 SP:Iteration 17Q (7503.670000 sec): 3 clusters Score: Raw -203690.019978 + Penalty 3630.981373 = -200059.038605 nChanged 9 SP:Iteration 18Q (7503.920000 sec): 3 clusters Score: Raw -203698.119105 + Penalty 3630.981373 = -200067.137732 nChanged 9 SP:Iteration 19Q (7504.090000 sec): 3 clusters Score: Raw -203708.188467 + Penalty 3630.981373 = -200077.207093 nChanged 8 SP:Iteration 20F (7504.320000 sec): 3 clusters Score: Raw -203714.643351 + Penalty 3630.981373 = -200083.661978 nChanged 3 SP:Iteration 21Q (7504.480000 sec): 3 clusters Score: Raw -203717.930928 + Penalty 3630.981373 = -200086.949555 nChanged 6 SP:Iteration 22Q (7504.680000 sec): 3 clusters Score: Raw -203722.003468 + Penalty 3630.981373 = -200091.022095 nChanged 3 SP:Iteration 23Q (7504.860000 sec): 3 clusters Score: Raw -203723.260085 + Penalty 3630.981373 = -200092.278711 nChanged 0 SP:Iteration 24F (7505.050000 sec): 3 clusters Score: Raw -203723.260085 + Penalty 3630.981373 = -200092.278711 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7505.170000 sec): 2 clusters Score: Raw -21101.609426 + Penalty 1267.772972 = -19833.836455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7505.320000 sec): 3 clusters Score: Raw -21359.463929 + Penalty 2535.545943 = -18823.917986 nChanged 7 SP:Iteration 1Q (7505.530000 sec): 3 clusters Score: Raw -21396.551994 + Penalty 2535.545943 = -18861.006051 nChanged 1 SP:Iteration 2Q (7505.740000 sec): 3 clusters Score: Raw -21406.221472 + Penalty 2535.545943 = -18870.675529 nChanged 2 SP:Iteration 3Q (7505.930000 sec): 3 clusters Score: Raw -21418.806672 + Penalty 2535.545943 = -18883.260729 nChanged 1 SP:Iteration 4Q (7506.090000 sec): 3 clusters Score: Raw -21424.054012 + Penalty 2535.545943 = -18888.508069 nChanged 1 SP:Iteration 5Q (7506.290000 sec): 3 clusters Score: Raw -21427.182242 + Penalty 2535.545943 = -18891.636299 nChanged 0 SP:Iteration 6F (7506.430000 sec): 3 clusters Score: Raw -21427.182242 + Penalty 2535.545943 = -18891.636299 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (22851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7506.700000 sec): 2 clusters Score: Raw -3088383.679814 + Penalty 2489.114039 = -3085894.565775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7507.030000 sec): 3 clusters Score: Raw -3074975.491646 + Penalty 4978.228079 = -3069997.263567 nChanged 10167 SP:Iteration 1F (7507.350000 sec): 3 clusters Score: Raw -3080221.386472 + Penalty 4978.228079 = -3075243.158393 nChanged 1146 SP:Iteration 2F (7507.680000 sec): 3 clusters Score: Raw -3080605.057708 + Penalty 4978.228079 = -3075626.829629 nChanged 1017 SP:Iteration 3Q (7507.980000 sec): 3 clusters Score: Raw -3080954.885609 + Penalty 4978.228079 = -3075976.657530 nChanged 911 SP:Iteration 4Q (7508.320000 sec): 3 clusters Score: Raw -3081311.573994 + Penalty 4978.228079 = -3076333.345915 nChanged 971 SP:Iteration 5Q (7508.690000 sec): 3 clusters Score: Raw -3081749.154955 + Penalty 4978.228079 = -3076770.926876 nChanged 1065 SP:Iteration 6Q (7509.070000 sec): 3 clusters Score: Raw -3082310.719540 + Penalty 4978.228079 = -3077332.491461 nChanged 1228 SP:Iteration 7F (7509.400000 sec): 3 clusters Score: Raw -3083086.821423 + Penalty 4978.228079 = -3078108.593344 nChanged 1495 SP:Iteration 8F (7509.690000 sec): 3 clusters Score: Raw -3084199.913863 + Penalty 4978.228079 = -3079221.685784 nChanged 1562 SP:Iteration 9F (7509.950000 sec): 3 clusters Score: Raw -3085510.515345 + Penalty 4978.228079 = -3080532.287266 nChanged 1516 SP:Iteration 10F (7510.280000 sec): 3 clusters Score: Raw -3087048.355460 + Penalty 4978.228079 = -3082070.127381 nChanged 1257 SP:Iteration 11F (7510.660000 sec): 3 clusters Score: Raw -3088630.582052 + Penalty 4978.228079 = -3083652.353973 nChanged 828 SP:Iteration 12Q (7511.020000 sec): 3 clusters Score: Raw -3089606.919273 + Penalty 4978.228079 = -3084628.691194 nChanged 463 SP:Iteration 13Q (7511.380000 sec): 3 clusters Score: Raw -3089864.934194 + Penalty 4978.228079 = -3084886.706115 nChanged 237 SP:Iteration 14Q (7511.700000 sec): 3 clusters Score: Raw -3089945.620676 + Penalty 4978.228079 = -3084967.392597 nChanged 137 SP:Iteration 15Q (7512.020000 sec): 3 clusters Score: Raw -3089983.076446 + Penalty 4978.228079 = -3085004.848367 nChanged 78 SP:Iteration 16Q (7512.380000 sec): 3 clusters Score: Raw -3090002.198200 + Penalty 4978.228079 = -3085023.970121 nChanged 59 SP:Iteration 17Q (7512.690000 sec): 3 clusters Score: Raw -3090014.256042 + Penalty 4978.228079 = -3085036.027964 nChanged 53 SP:Iteration 18Q (7512.980000 sec): 3 clusters Score: Raw -3090023.841592 + Penalty 4978.228079 = -3085045.613514 nChanged 35 SP:Iteration 19Q (7513.280000 sec): 3 clusters Score: Raw -3090029.151574 + Penalty 4978.228079 = -3085050.923495 nChanged 26 SP:Iteration 20F (7513.650000 sec): 3 clusters Score: Raw -3090032.360010 + Penalty 4978.228079 = -3085054.131931 nChanged 20 SP:Iteration 21Q (7513.940000 sec): 3 clusters Score: Raw -3090035.065749 + Penalty 4978.228079 = -3085056.837670 nChanged 18 SP:Iteration 22Q (7514.280000 sec): 3 clusters Score: Raw -3090037.582665 + Penalty 4978.228079 = -3085059.354586 nChanged 17 SP:Iteration 23Q (7514.610000 sec): 3 clusters Score: Raw -3090039.800537 + Penalty 4978.228079 = -3085061.572458 nChanged 19 SP:Iteration 24Q (7514.970000 sec): 3 clusters Score: Raw -3090041.907001 + Penalty 4978.228079 = -3085063.678922 nChanged 10 SP:Iteration 25Q (7515.300000 sec): 3 clusters Score: Raw -3090043.230011 + Penalty 4978.228079 = -3085065.001932 nChanged 7 SP:Iteration 26Q (7515.640000 sec): 3 clusters Score: Raw -3090043.908268 + Penalty 4978.228079 = -3085065.680190 nChanged 6 SP:Iteration 27Q (7515.920000 sec): 3 clusters Score: Raw -3090044.886222 + Penalty 4978.228079 = -3085066.658144 nChanged 4 SP:Iteration 28Q (7516.220000 sec): 3 clusters Score: Raw -3090045.442365 + Penalty 4978.228079 = -3085067.214286 nChanged 6 SP:Iteration 29Q (7516.550000 sec): 3 clusters Score: Raw -3090046.020952 + Penalty 4978.228079 = -3085067.792873 nChanged 3 SP:Iteration 30Q (7516.850000 sec): 3 clusters Score: Raw -3090046.322537 + Penalty 4978.228079 = -3085068.094458 nChanged 3 SP:Iteration 31Q (7517.180000 sec): 3 clusters Score: Raw -3090046.620535 + Penalty 4978.228079 = -3085068.392456 nChanged 2 SP:Iteration 32Q (7517.540000 sec): 3 clusters Score: Raw -3090046.759720 + Penalty 4978.228079 = -3085068.531641 nChanged 1 SP:Iteration 33Q (7517.850000 sec): 3 clusters Score: Raw -3090046.832059 + Penalty 4978.228079 = -3085068.603980 nChanged 1 SP:Iteration 34Q (7518.180000 sec): 3 clusters Score: Raw -3090046.938306 + Penalty 4978.228079 = -3085068.710227 nChanged 1 SP:Iteration 35Q (7518.540000 sec): 3 clusters Score: Raw -3090047.134903 + Penalty 4978.228079 = -3085068.906824 nChanged 2 SP:Iteration 36Q (7518.910000 sec): 3 clusters Score: Raw -3090047.293996 + Penalty 4978.228079 = -3085069.065917 nChanged 0 SP:Iteration 37F (7519.240000 sec): 3 clusters Score: Raw -3090047.293996 + Penalty 4978.228079 = -3085069.065917 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7519.320000 sec): 2 clusters Score: Raw -116172.212445 + Penalty 1706.335252 = -114465.877192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7519.530000 sec): 3 clusters Score: Raw -116063.422922 + Penalty 3412.670505 = -112650.752417 nChanged 300 SP:Iteration 1F (7519.700000 sec): 3 clusters Score: Raw -117024.998662 + Penalty 3412.670505 = -113612.328157 nChanged 134 SP:Iteration 2F (7519.900000 sec): 3 clusters Score: Raw -117862.760476 + Penalty 3412.670505 = -114450.089972 nChanged 94 SP:Iteration 3F (7520.080000 sec): 3 clusters Score: Raw -118486.229716 + Penalty 3412.670505 = -115073.559211 nChanged 88 SP:Iteration 4F (7520.250000 sec): 3 clusters Score: Raw -118928.171628 + Penalty 3412.670505 = -115515.501123 nChanged 63 SP:Iteration 5F (7520.490000 sec): 3 clusters Score: Raw -119137.804026 + Penalty 3412.670505 = -115725.133521 nChanged 33 SP:Iteration 6Q (7520.700000 sec): 3 clusters Score: Raw -119269.914261 + Penalty 3412.670505 = -115857.243756 nChanged 18 SP:Iteration 7Q (7520.900000 sec): 3 clusters Score: Raw -119339.983232 + Penalty 3412.670505 = -115927.312728 nChanged 13 SP:Iteration 8Q (7521.100000 sec): 3 clusters Score: Raw -119408.743538 + Penalty 3412.670505 = -115996.073033 nChanged 5 SP:Iteration 9Q (7521.310000 sec): 3 clusters Score: Raw -119425.258072 + Penalty 3412.670505 = -116012.587568 nChanged 0 SP:Iteration 10F (7521.490000 sec): 3 clusters Score: Raw -119426.200647 + Penalty 3412.670505 = -116013.530142 nChanged 1 SP:Iteration 11Q (7521.680000 sec): 3 clusters Score: Raw -119433.359002 + Penalty 3412.670505 = -116020.688497 nChanged 3 SP:Iteration 12Q (7521.860000 sec): 3 clusters Score: Raw -119481.128670 + Penalty 3412.670505 = -116068.458165 nChanged 6 SP:Iteration 13Q (7522.080000 sec): 3 clusters Score: Raw -119578.712357 + Penalty 3412.670505 = -116166.041852 nChanged 13 SP:Iteration 14Q (7522.250000 sec): 3 clusters Score: Raw -119909.184537 + Penalty 3412.670505 = -116496.514032 nChanged 9 SP:Iteration 15Q (7522.440000 sec): 3 clusters Score: Raw -120180.270383 + Penalty 3412.670505 = -116767.599878 nChanged 2 SP:Iteration 16Q (7522.570000 sec): 3 clusters Score: Raw -120294.558559 + Penalty 3412.670505 = -116881.888054 nChanged 3 SP:Iteration 17Q (7522.800000 sec): 3 clusters Score: Raw -120384.448709 + Penalty 3412.670505 = -116971.778204 nChanged 0 SP:Iteration 18F (7522.940000 sec): 3 clusters Score: Raw -120384.448709 + Penalty 3412.670505 = -116971.778204 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (342783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7525.160000 sec): 2 clusters Score: Raw -46420207.852318 + Penalty 3160.723512 = -46417047.128805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7527.180000 sec): 3 clusters Score: Raw -46192613.951453 + Penalty 6321.447025 = -46186292.504428 nChanged 166334 SP:Iteration 1F (7529.170000 sec): 3 clusters Score: Raw -46293232.281876 + Penalty 6321.447025 = -46286910.834851 nChanged 11356 SP:Iteration 2Q (7531.230000 sec): 3 clusters Score: Raw -46296537.006122 + Penalty 6321.447025 = -46290215.559097 nChanged 13239 SP:Iteration 3Q (7533.490000 sec): 3 clusters Score: Raw -46300931.392613 + Penalty 6321.447025 = -46294609.945588 nChanged 14665 SP:Iteration 4Q (7535.620000 sec): 3 clusters Score: Raw -46306459.253339 + Penalty 6321.447025 = -46300137.806314 nChanged 16176 SP:Iteration 5Q (7537.750000 sec): 3 clusters Score: Raw -46313071.836257 + Penalty 6321.447025 = -46306750.389232 nChanged 17235 SP:Iteration 6F (7539.750000 sec): 3 clusters Score: Raw -46320881.130209 + Penalty 6321.447025 = -46314559.683184 nChanged 17907 SP:Iteration 7F (7541.870000 sec): 3 clusters Score: Raw -46330273.808720 + Penalty 6321.447025 = -46323952.361695 nChanged 18576 SP:Iteration 8F (7544.260000 sec): 3 clusters Score: Raw -46341401.155807 + Penalty 6321.447025 = -46335079.708782 nChanged 18403 SP:Iteration 9F (7546.820000 sec): 3 clusters Score: Raw -46352566.556111 + Penalty 6321.447025 = -46346245.109086 nChanged 16354 SP:Iteration 10Q (7549.140000 sec): 3 clusters Score: Raw -46360665.747764 + Penalty 6321.447025 = -46354344.300739 nChanged 12266 SP:Iteration 11Q (7551.570000 sec): 3 clusters Score: Raw -46364775.201917 + Penalty 6321.447025 = -46358453.754892 nChanged 7973 SP:Iteration 12Q (7553.640000 sec): 3 clusters Score: Raw -46366457.907927 + Penalty 6321.447025 = -46360136.460902 nChanged 4862 SP:Iteration 13Q (7555.850000 sec): 3 clusters Score: Raw -46367247.717400 + Penalty 6321.447025 = -46360926.270375 nChanged 3530 SP:Iteration 14Q (7557.950000 sec): 3 clusters Score: Raw -46367800.671216 + Penalty 6321.447025 = -46361479.224191 nChanged 3162 SP:Iteration 15Q (7560.090000 sec): 3 clusters Score: Raw -46368302.902551 + Penalty 6321.447025 = -46361981.455526 nChanged 2968 SP:Iteration 16Q (7562.100000 sec): 3 clusters Score: Raw -46368779.687114 + Penalty 6321.447025 = -46362458.240089 nChanged 2954 SP:Iteration 17Q (7564.200000 sec): 3 clusters Score: Raw -46369250.358616 + Penalty 6321.447025 = -46362928.911591 nChanged 2837 SP:Iteration 18Q (7566.490000 sec): 3 clusters Score: Raw -46369694.023743 + Penalty 6321.447025 = -46363372.576718 nChanged 2845 SP:Iteration 19Q (7568.860000 sec): 3 clusters Score: Raw -46370138.857890 + Penalty 6321.447025 = -46363817.410865 nChanged 2888 SP:Iteration 20F (7570.920000 sec): 3 clusters Score: Raw -46370584.041212 + Penalty 6321.447025 = -46364262.594187 nChanged 2892 SP:Iteration 21Q (7572.980000 sec): 3 clusters Score: Raw -46371056.009963 + Penalty 6321.447025 = -46364734.562938 nChanged 2919 SP:Iteration 22Q (7575.160000 sec): 3 clusters Score: Raw -46371555.249743 + Penalty 6321.447025 = -46365233.802718 nChanged 2961 SP:Iteration 23Q (7577.400000 sec): 3 clusters Score: Raw -46372057.442579 + Penalty 6321.447025 = -46365735.995554 nChanged 3070 SP:Iteration 24Q (7579.590000 sec): 3 clusters Score: Raw -46372598.755423 + Penalty 6321.447025 = -46366277.308398 nChanged 3110 SP:Iteration 25Q (7581.800000 sec): 3 clusters Score: Raw -46373150.269078 + Penalty 6321.447025 = -46366828.822053 nChanged 3187 SP:Iteration 26Q (7584.060000 sec): 3 clusters Score: Raw -46373699.892437 + Penalty 6321.447025 = -46367378.445412 nChanged 3215 SP:Iteration 27Q (7586.150000 sec): 3 clusters Score: Raw -46374276.149196 + Penalty 6321.447025 = -46367954.702171 nChanged 3181 SP:Iteration 28Q (7588.370000 sec): 3 clusters Score: Raw -46374869.158592 + Penalty 6321.447025 = -46368547.711567 nChanged 3278 SP:Iteration 29Q (7590.480000 sec): 3 clusters Score: Raw -46375514.174633 + Penalty 6321.447025 = -46369192.727608 nChanged 3398 SP:Iteration 30Q (7592.660000 sec): 3 clusters Score: Raw -46376199.485069 + Penalty 6321.447025 = -46369878.038045 nChanged 3588 SP:Iteration 31Q (7594.860000 sec): 3 clusters Score: Raw -46376957.644933 + Penalty 6321.447025 = -46370636.197908 nChanged 3745 SP:Iteration 32Q (7597.030000 sec): 3 clusters Score: Raw -46377782.716422 + Penalty 6321.447025 = -46371461.269397 nChanged 3899 SP:Iteration 33Q (7599.200000 sec): 3 clusters Score: Raw -46378716.454880 + Penalty 6321.447025 = -46372395.007855 nChanged 4149 SP:Iteration 34Q (7601.490000 sec): 3 clusters Score: Raw -46379755.036945 + Penalty 6321.447025 = -46373433.589920 nChanged 4365 SP:Iteration 35Q (7603.320000 sec): 3 clusters Score: Raw -46380886.795620 + Penalty 6321.447025 = -46374565.348595 nChanged 4477 SP:Iteration 36Q (7605.540000 sec): 3 clusters Score: Raw -46382126.781690 + Penalty 6321.447025 = -46375805.334665 nChanged 4822 SP:Iteration 37Q (7607.710000 sec): 3 clusters Score: Raw -46383516.096639 + Penalty 6321.447025 = -46377194.649614 nChanged 5051 SP:Iteration 38Q (7609.980000 sec): 3 clusters Score: Raw -46385114.566247 + Penalty 6321.447025 = -46378793.119222 nChanged 5326 SP:Iteration 39Q (7612.160000 sec): 3 clusters Score: Raw -46386863.898204 + Penalty 6321.447025 = -46380542.451179 nChanged 5536 SP:Iteration 40F (7614.270000 sec): 3 clusters Score: Raw -46388797.837631 + Penalty 6321.447025 = -46382476.390606 nChanged 5713 SP:Iteration 41Q (7616.480000 sec): 3 clusters Score: Raw -46390947.718355 + Penalty 6321.447025 = -46384626.271330 nChanged 6201 SP:Iteration 42Q (7618.810000 sec): 3 clusters Score: Raw -46393503.280521 + Penalty 6321.447025 = -46387181.833496 nChanged 6731 SP:Iteration 43Q (7621.270000 sec): 3 clusters Score: Raw -46396521.961780 + Penalty 6321.447025 = -46390200.514755 nChanged 7176 SP:Iteration 44Q (7623.740000 sec): 3 clusters Score: Raw -46399973.324468 + Penalty 6321.447025 = -46393651.877443 nChanged 7288 SP:Iteration 45Q (7625.900000 sec): 3 clusters Score: Raw -46403514.105461 + Penalty 6321.447025 = -46397192.658436 nChanged 7163 SP:Iteration 46Q (7628.060000 sec): 3 clusters Score: Raw -46406750.320071 + Penalty 6321.447025 = -46400428.873046 nChanged 6749 SP:Iteration 47Q (7630.090000 sec): 3 clusters Score: Raw -46409466.823267 + Penalty 6321.447025 = -46403145.376242 nChanged 5999 SP:Iteration 48Q (7632.230000 sec): 3 clusters Score: Raw -46411556.502962 + Penalty 6321.447025 = -46405235.055937 nChanged 5289 SP:Iteration 49Q (7634.370000 sec): 3 clusters Score: Raw -46413188.048603 + Penalty 6321.447025 = -46406866.601578 nChanged 4665 SP:Iteration 50Q (7636.480000 sec): 3 clusters Score: Raw -46414453.131748 + Penalty 6321.447025 = -46408131.684723 nChanged 4051 SP:Iteration 51Q (7638.580000 sec): 3 clusters Score: Raw -46415404.553438 + Penalty 6321.447025 = -46409083.106413 nChanged 3727 SP:Iteration 52Q (7640.630000 sec): 3 clusters Score: Raw -46416180.004652 + Penalty 6321.447025 = -46409858.557627 nChanged 3397 SP:Iteration 53Q (7642.720000 sec): 3 clusters Score: Raw -46416824.733373 + Penalty 6321.447025 = -46410503.286348 nChanged 3179 SP:Iteration 54Q (7644.740000 sec): 3 clusters Score: Raw -46417362.086251 + Penalty 6321.447025 = -46411040.639226 nChanged 2855 SP:Iteration 55Q (7646.830000 sec): 3 clusters Score: Raw -46417785.091297 + Penalty 6321.447025 = -46411463.644272 nChanged 2632 SP:Iteration 56Q (7648.940000 sec): 3 clusters Score: Raw -46418139.542359 + Penalty 6321.447025 = -46411818.095334 nChanged 2407 SP:Iteration 57Q (7650.920000 sec): 3 clusters Score: Raw -46418431.369229 + Penalty 6321.447025 = -46412109.922204 nChanged 2237 SP:Iteration 58Q (7652.810000 sec): 3 clusters Score: Raw -46418710.235620 + Penalty 6321.447025 = -46412388.788595 nChanged 2183 SP:Iteration 59Q (7654.870000 sec): 3 clusters Score: Raw -46418971.839802 + Penalty 6321.447025 = -46412650.392777 nChanged 2118 SP:Iteration 60F (7657.000000 sec): 3 clusters Score: Raw -46419252.030529 + Penalty 6321.447025 = -46412930.583504 nChanged 2049 SP:Iteration 61Q (7659.050000 sec): 3 clusters Score: Raw -46419483.109427 + Penalty 6321.447025 = -46413161.662403 nChanged 1988 SP:Iteration 62Q (7661.130000 sec): 3 clusters Score: Raw -46419701.456900 + Penalty 6321.447025 = -46413380.009875 nChanged 1836 SP:Iteration 63Q (7663.170000 sec): 3 clusters Score: Raw -46419893.609477 + Penalty 6321.447025 = -46413572.162452 nChanged 1816 SP:Iteration 64Q (7664.950000 sec): 3 clusters Score: Raw -46420077.636278 + Penalty 6321.447025 = -46413756.189253 nChanged 1784 SP:Iteration 65Q (7667.030000 sec): 3 clusters Score: Raw -46420254.457412 + Penalty 6321.447025 = -46413933.010387 nChanged 1753 SP:Iteration 66Q (7668.980000 sec): 3 clusters Score: Raw -46420424.144463 + Penalty 6321.447025 = -46414102.697438 nChanged 1621 SP:Iteration 67Q (7670.890000 sec): 3 clusters Score: Raw -46420571.439277 + Penalty 6321.447025 = -46414249.992252 nChanged 1533 SP:Iteration 68Q (7672.930000 sec): 3 clusters Score: Raw -46420708.008040 + Penalty 6321.447025 = -46414386.561015 nChanged 1507 SP:Iteration 69Q (7674.920000 sec): 3 clusters Score: Raw -46420840.056911 + Penalty 6321.447025 = -46414518.609886 nChanged 1417 SP:Iteration 70Q (7676.790000 sec): 3 clusters Score: Raw -46420958.140864 + Penalty 6321.447025 = -46414636.693839 nChanged 1398 SP:Iteration 71Q (7678.780000 sec): 3 clusters Score: Raw -46421077.812840 + Penalty 6321.447025 = -46414756.365815 nChanged 1393 SP:Iteration 72Q (7680.760000 sec): 3 clusters Score: Raw -46421201.640346 + Penalty 6321.447025 = -46414880.193321 nChanged 1358 SP:Iteration 73Q (7682.690000 sec): 3 clusters Score: Raw -46421318.289693 + Penalty 6321.447025 = -46414996.842668 nChanged 1318 SP:Iteration 74Q (7684.820000 sec): 3 clusters Score: Raw -46421426.772080 + Penalty 6321.447025 = -46415105.325055 nChanged 1260 SP:Iteration 75Q (7686.900000 sec): 3 clusters Score: Raw -46421525.075382 + Penalty 6321.447025 = -46415203.628357 nChanged 1172 SP:Iteration 76Q (7688.880000 sec): 3 clusters Score: Raw -46421614.066497 + Penalty 6321.447025 = -46415292.619472 nChanged 1077 SP:Iteration 77Q (7690.860000 sec): 3 clusters Score: Raw -46421689.762167 + Penalty 6321.447025 = -46415368.315143 nChanged 983 SP:Iteration 78Q (7692.820000 sec): 3 clusters Score: Raw -46421756.359308 + Penalty 6321.447025 = -46415434.912283 nChanged 939 SP:Iteration 79Q (7694.890000 sec): 3 clusters Score: Raw -46421815.995702 + Penalty 6321.447025 = -46415494.548677 nChanged 889 SP:Iteration 80F (7696.960000 sec): 3 clusters Score: Raw -46421870.632553 + Penalty 6321.447025 = -46415549.185528 nChanged 859 SP:Iteration 81Q (7698.860000 sec): 3 clusters Score: Raw -46421923.939051 + Penalty 6321.447025 = -46415602.492026 nChanged 851 SP:Iteration 82Q (7700.700000 sec): 3 clusters Score: Raw -46421978.654434 + Penalty 6321.447025 = -46415657.207409 nChanged 850 SP:Iteration 83Q (7702.580000 sec): 3 clusters Score: Raw -46422032.851137 + Penalty 6321.447025 = -46415711.404112 nChanged 847 SP:Iteration 84Q (7704.630000 sec): 3 clusters Score: Raw -46422084.854871 + Penalty 6321.447025 = -46415763.407846 nChanged 794 SP:Iteration 85Q (7706.650000 sec): 3 clusters Score: Raw -46422129.514786 + Penalty 6321.447025 = -46415808.067761 nChanged 726 SP:Iteration 86Q (7708.720000 sec): 3 clusters Score: Raw -46422171.603233 + Penalty 6321.447025 = -46415850.156208 nChanged 736 SP:Iteration 87Q (7710.870000 sec): 3 clusters Score: Raw -46422214.090839 + Penalty 6321.447025 = -46415892.643814 nChanged 702 SP:Iteration 88Q (7712.750000 sec): 3 clusters Score: Raw -46422252.864417 + Penalty 6321.447025 = -46415931.417392 nChanged 680 SP:Iteration 89Q (7714.590000 sec): 3 clusters Score: Raw -46422289.766100 + Penalty 6321.447025 = -46415968.319075 nChanged 670 SP:Iteration 90Q (7716.450000 sec): 3 clusters Score: Raw -46422324.391677 + Penalty 6321.447025 = -46416002.944652 nChanged 612 SP:Iteration 91Q (7718.420000 sec): 3 clusters Score: Raw -46422356.904160 + Penalty 6321.447025 = -46416035.457135 nChanged 644 SP:Iteration 92Q (7720.560000 sec): 3 clusters Score: Raw -46422390.864459 + Penalty 6321.447025 = -46416069.417434 nChanged 609 SP:Iteration 93Q (7722.800000 sec): 3 clusters Score: Raw -46422422.498822 + Penalty 6321.447025 = -46416101.051797 nChanged 600 SP:Iteration 94Q (7725.000000 sec): 3 clusters Score: Raw -46422453.654279 + Penalty 6321.447025 = -46416132.207254 nChanged 601 SP:Iteration 95Q (7727.080000 sec): 3 clusters Score: Raw -46422485.476773 + Penalty 6321.447025 = -46416164.029748 nChanged 591 SP:Iteration 96Q (7729.080000 sec): 3 clusters Score: Raw -46422517.386019 + Penalty 6321.447025 = -46416195.938994 nChanged 592 SP:Iteration 97Q (7730.980000 sec): 3 clusters Score: Raw -46422551.207574 + Penalty 6321.447025 = -46416229.760549 nChanged 612 SP:Iteration 98Q (7732.990000 sec): 3 clusters Score: Raw -46422587.228573 + Penalty 6321.447025 = -46416265.781548 nChanged 587 SP:Iteration 99Q (7735.050000 sec): 3 clusters Score: Raw -46422622.052643 + Penalty 6321.447025 = -46416300.605618 nChanged 561 SP:Iteration 100F (7737.170000 sec): 3 clusters Score: Raw -46422655.476409 + Penalty 6321.447025 = -46416334.029384 nChanged 580 SP:Iteration 101Q (7739.270000 sec): 3 clusters Score: Raw -46422688.545709 + Penalty 6321.447025 = -46416367.098684 nChanged 535 SP:Iteration 102Q (7741.330000 sec): 3 clusters Score: Raw -46422719.469632 + Penalty 6321.447025 = -46416398.022607 nChanged 551 SP:Iteration 103Q (7743.380000 sec): 3 clusters Score: Raw -46422750.725440 + Penalty 6321.447025 = -46416429.278415 nChanged 567 SP:Iteration 104Q (7745.260000 sec): 3 clusters Score: Raw -46422783.189875 + Penalty 6321.447025 = -46416461.742850 nChanged 548 SP:Iteration 105Q (7747.200000 sec): 3 clusters Score: Raw -46422815.428155 + Penalty 6321.447025 = -46416493.981130 nChanged 569 SP:Iteration 106Q (7749.130000 sec): 3 clusters Score: Raw -46422849.596704 + Penalty 6321.447025 = -46416528.149679 nChanged 534 SP:Iteration 107Q (7750.940000 sec): 3 clusters Score: Raw -46422880.612609 + Penalty 6321.447025 = -46416559.165584 nChanged 525 SP:Iteration 108Q (7753.100000 sec): 3 clusters Score: Raw -46422909.485041 + Penalty 6321.447025 = -46416588.038016 nChanged 478 SP:Iteration 109Q (7755.120000 sec): 3 clusters Score: Raw -46422937.941547 + Penalty 6321.447025 = -46416616.494522 nChanged 520 SP:Iteration 110Q (7757.330000 sec): 3 clusters Score: Raw -46422969.563333 + Penalty 6321.447025 = -46416648.116308 nChanged 514 SP:Iteration 111Q (7759.480000 sec): 3 clusters Score: Raw -46422999.463560 + Penalty 6321.447025 = -46416678.016535 nChanged 479 SP:Iteration 112Q (7761.680000 sec): 3 clusters Score: Raw -46423027.951847 + Penalty 6321.447025 = -46416706.504822 nChanged 512 SP:Iteration 113Q (7763.740000 sec): 3 clusters Score: Raw -46423058.459495 + Penalty 6321.447025 = -46416737.012470 nChanged 499 SP:Iteration 114Q (7765.750000 sec): 3 clusters Score: Raw -46423087.339028 + Penalty 6321.447025 = -46416765.892003 nChanged 483 SP:Iteration 115Q (7767.900000 sec): 3 clusters Score: Raw -46423117.149624 + Penalty 6321.447025 = -46416795.702599 nChanged 449 SP:Iteration 116Q (7769.930000 sec): 3 clusters Score: Raw -46423144.276504 + Penalty 6321.447025 = -46416822.829479 nChanged 425 SP:Iteration 117Q (7772.030000 sec): 3 clusters Score: Raw -46423169.299841 + Penalty 6321.447025 = -46416847.852816 nChanged 422 SP:Iteration 118Q (7774.070000 sec): 3 clusters Score: Raw -46423192.664247 + Penalty 6321.447025 = -46416871.217222 nChanged 374 SP:Iteration 119Q (7776.060000 sec): 3 clusters Score: Raw -46423212.429993 + Penalty 6321.447025 = -46416890.982969 nChanged 368 SP:Iteration 120F (7778.160000 sec): 3 clusters Score: Raw -46423231.930796 + Penalty 6321.447025 = -46416910.483771 nChanged 338 SP:Iteration 121Q (7779.960000 sec): 3 clusters Score: Raw -46423249.389907 + Penalty 6321.447025 = -46416927.942882 nChanged 344 SP:Iteration 122Q (7781.950000 sec): 3 clusters Score: Raw -46423269.807503 + Penalty 6321.447025 = -46416948.360478 nChanged 358 SP:Iteration 123Q (7784.010000 sec): 3 clusters Score: Raw -46423288.768607 + Penalty 6321.447025 = -46416967.321582 nChanged 360 SP:Iteration 124Q (7785.870000 sec): 3 clusters Score: Raw -46423307.282851 + Penalty 6321.447025 = -46416985.835826 nChanged 327 SP:Iteration 125Q (7787.780000 sec): 3 clusters Score: Raw -46423324.208117 + Penalty 6321.447025 = -46417002.761092 nChanged 317 SP:Iteration 126Q (7789.620000 sec): 3 clusters Score: Raw -46423339.027223 + Penalty 6321.447025 = -46417017.580198 nChanged 267 SP:Iteration 127Q (7791.620000 sec): 3 clusters Score: Raw -46423351.897457 + Penalty 6321.447025 = -46417030.450432 nChanged 268 SP:Iteration 128Q (7793.560000 sec): 3 clusters Score: Raw -46423364.933877 + Penalty 6321.447025 = -46417043.486852 nChanged 246 SP:Iteration 129Q (7795.610000 sec): 3 clusters Score: Raw -46423376.055561 + Penalty 6321.447025 = -46417054.608536 nChanged 231 SP:Iteration 130Q (7797.520000 sec): 3 clusters Score: Raw -46423387.292712 + Penalty 6321.447025 = -46417065.845687 nChanged 210 SP:Iteration 131Q (7799.390000 sec): 3 clusters Score: Raw -46423398.075739 + Penalty 6321.447025 = -46417076.628715 nChanged 214 SP:Iteration 132Q (7801.350000 sec): 3 clusters Score: Raw -46423409.808781 + Penalty 6321.447025 = -46417088.361757 nChanged 236 SP:Iteration 133Q (7803.400000 sec): 3 clusters Score: Raw -46423424.109843 + Penalty 6321.447025 = -46417102.662818 nChanged 237 SP:Iteration 134Q (7805.440000 sec): 3 clusters Score: Raw -46423439.897002 + Penalty 6321.447025 = -46417118.449977 nChanged 265 SP:Iteration 135Q (7807.450000 sec): 3 clusters Score: Raw -46423458.592644 + Penalty 6321.447025 = -46417137.145619 nChanged 302 SP:Iteration 136Q (7809.370000 sec): 3 clusters Score: Raw -46423484.408511 + Penalty 6321.447025 = -46417162.961487 nChanged 313 SP:Iteration 137Q (7811.320000 sec): 3 clusters Score: Raw -46423518.602916 + Penalty 6321.447025 = -46417197.155891 nChanged 346 SP:Iteration 138Q (7813.110000 sec): 3 clusters Score: Raw -46423560.802833 + Penalty 6321.447025 = -46417239.355808 nChanged 400 SP:Iteration 139Q (7814.920000 sec): 3 clusters Score: Raw -46423608.711530 + Penalty 6321.447025 = -46417287.264505 nChanged 383 SP:Iteration 140F (7816.900000 sec): 3 clusters Score: Raw -46423654.912147 + Penalty 6321.447025 = -46417333.465122 nChanged 393 SP:Iteration 141Q (7818.660000 sec): 3 clusters Score: Raw -46423702.125334 + Penalty 6321.447025 = -46417380.678309 nChanged 386 SP:Iteration 142Q (7820.410000 sec): 3 clusters Score: Raw -46423747.215929 + Penalty 6321.447025 = -46417425.768904 nChanged 357 SP:Iteration 143Q (7822.220000 sec): 3 clusters Score: Raw -46423783.575103 + Penalty 6321.447025 = -46417462.128078 nChanged 379 SP:Iteration 144Q (7823.970000 sec): 3 clusters Score: Raw -46423820.080545 + Penalty 6321.447025 = -46417498.633520 nChanged 353 SP:Iteration 145Q (7826.020000 sec): 3 clusters Score: Raw -46423848.012892 + Penalty 6321.447025 = -46417526.565868 nChanged 328 SP:Iteration 146Q (7827.990000 sec): 3 clusters Score: Raw -46423873.838941 + Penalty 6321.447025 = -46417552.391916 nChanged 303 SP:Iteration 147Q (7829.870000 sec): 3 clusters Score: Raw -46423897.928894 + Penalty 6321.447025 = -46417576.481869 nChanged 306 SP:Iteration 148Q (7831.720000 sec): 3 clusters Score: Raw -46423918.692582 + Penalty 6321.447025 = -46417597.245557 nChanged 263 SP:Iteration 149Q (7833.480000 sec): 3 clusters Score: Raw -46423935.264182 + Penalty 6321.447025 = -46417613.817157 nChanged 236 SP:Iteration 150Q (7835.380000 sec): 3 clusters Score: Raw -46423951.591011 + Penalty 6321.447025 = -46417630.143986 nChanged 250 SP:Iteration 151Q (7837.330000 sec): 3 clusters Score: Raw -46423969.365225 + Penalty 6321.447025 = -46417647.918200 nChanged 270 SP:Iteration 152Q (7839.170000 sec): 3 clusters Score: Raw -46423986.962583 + Penalty 6321.447025 = -46417665.515558 nChanged 268 SP:Iteration 153Q (7840.900000 sec): 3 clusters Score: Raw -46424003.151118 + Penalty 6321.447025 = -46417681.704093 nChanged 253 SP:Iteration 154Q (7842.730000 sec): 3 clusters Score: Raw -46424016.926286 + Penalty 6321.447025 = -46417695.479261 nChanged 232 SP:Iteration 155Q (7844.670000 sec): 3 clusters Score: Raw -46424027.788591 + Penalty 6321.447025 = -46417706.341566 nChanged 203 SP:Iteration 156Q (7846.650000 sec): 3 clusters Score: Raw -46424037.462689 + Penalty 6321.447025 = -46417716.015664 nChanged 175 SP:Iteration 157Q (7848.580000 sec): 3 clusters Score: Raw -46424044.819706 + Penalty 6321.447025 = -46417723.372681 nChanged 181 SP:Iteration 158Q (7850.420000 sec): 3 clusters Score: Raw -46424053.644518 + Penalty 6321.447025 = -46417732.197493 nChanged 174 SP:Iteration 159Q (7852.280000 sec): 3 clusters Score: Raw -46424060.886278 + Penalty 6321.447025 = -46417739.439253 nChanged 150 SP:Iteration 160F (7854.330000 sec): 3 clusters Score: Raw -46424067.349787 + Penalty 6321.447025 = -46417745.902762 nChanged 152 SP:Iteration 161Q (7855.920000 sec): 3 clusters Score: Raw -46424073.494649 + Penalty 6321.447025 = -46417752.047624 nChanged 157 SP:Iteration 162Q (7857.710000 sec): 3 clusters Score: Raw -46424080.108654 + Penalty 6321.447025 = -46417758.661630 nChanged 141 SP:Iteration 163Q (7859.370000 sec): 3 clusters Score: Raw -46424085.915800 + Penalty 6321.447025 = -46417764.468775 nChanged 140 SP:Iteration 164Q (7861.420000 sec): 3 clusters Score: Raw -46424090.642396 + Penalty 6321.447025 = -46417769.195371 nChanged 117 SP:Iteration 165Q (7863.380000 sec): 3 clusters Score: Raw -46424094.507303 + Penalty 6321.447025 = -46417773.060278 nChanged 106 SP:Iteration 166Q (7865.260000 sec): 3 clusters Score: Raw -46424098.035824 + Penalty 6321.447025 = -46417776.588799 nChanged 97 SP:Iteration 167Q (7867.190000 sec): 3 clusters Score: Raw -46424101.897470 + Penalty 6321.447025 = -46417780.450445 nChanged 105 SP:Iteration 168Q (7868.980000 sec): 3 clusters Score: Raw -46424105.581623 + Penalty 6321.447025 = -46417784.134598 nChanged 111 SP:Iteration 169Q (7870.700000 sec): 3 clusters Score: Raw -46424109.424127 + Penalty 6321.447025 = -46417787.977102 nChanged 94 SP:Iteration 170Q (7872.460000 sec): 3 clusters Score: Raw -46424112.542794 + Penalty 6321.447025 = -46417791.095769 nChanged 89 SP:Iteration 171Q (7874.330000 sec): 3 clusters Score: Raw -46424115.630752 + Penalty 6321.447025 = -46417794.183727 nChanged 93 SP:Iteration 172Q (7876.200000 sec): 3 clusters Score: Raw -46424119.243840 + Penalty 6321.447025 = -46417797.796815 nChanged 110 SP:Iteration 173Q (7877.910000 sec): 3 clusters Score: Raw -46424123.144259 + Penalty 6321.447025 = -46417801.697234 nChanged 97 SP:Iteration 174Q (7879.670000 sec): 3 clusters Score: Raw -46424126.171953 + Penalty 6321.447025 = -46417804.724928 nChanged 84 SP:Iteration 175Q (7881.350000 sec): 3 clusters Score: Raw -46424129.620677 + Penalty 6321.447025 = -46417808.173652 nChanged 83 SP:Iteration 176Q (7882.990000 sec): 3 clusters Score: Raw -46424132.076914 + Penalty 6321.447025 = -46417810.629889 nChanged 64 SP:Iteration 177Q (7884.690000 sec): 3 clusters Score: Raw -46424133.872033 + Penalty 6321.447025 = -46417812.425008 nChanged 51 SP:Iteration 178Q (7886.650000 sec): 3 clusters Score: Raw -46424135.174152 + Penalty 6321.447025 = -46417813.727127 nChanged 50 SP:Iteration 179Q (7888.520000 sec): 3 clusters Score: Raw -46424136.586990 + Penalty 6321.447025 = -46417815.139965 nChanged 58 SP:Iteration 180F (7890.410000 sec): 3 clusters Score: Raw -46424138.544704 + Penalty 6321.447025 = -46417817.097679 nChanged 67 SP:Iteration 181Q (7892.210000 sec): 3 clusters Score: Raw -46424140.852177 + Penalty 6321.447025 = -46417819.405152 nChanged 67 SP:Iteration 182Q (7894.030000 sec): 3 clusters Score: Raw -46424142.960565 + Penalty 6321.447025 = -46417821.513540 nChanged 52 SP:Iteration 183Q (7895.690000 sec): 3 clusters Score: Raw -46424144.622291 + Penalty 6321.447025 = -46417823.175266 nChanged 46 SP:Iteration 184Q (7897.320000 sec): 3 clusters Score: Raw -46424146.175897 + Penalty 6321.447025 = -46417824.728872 nChanged 60 SP:Iteration 185Q (7899.100000 sec): 3 clusters Score: Raw -46424148.087829 + Penalty 6321.447025 = -46417826.640804 nChanged 56 SP:Iteration 186Q (7900.830000 sec): 3 clusters Score: Raw -46424149.676398 + Penalty 6321.447025 = -46417828.229373 nChanged 43 SP:Iteration 187Q (7902.660000 sec): 3 clusters Score: Raw -46424150.703306 + Penalty 6321.447025 = -46417829.256281 nChanged 36 SP:Iteration 188Q (7904.700000 sec): 3 clusters Score: Raw -46424151.596282 + Penalty 6321.447025 = -46417830.149257 nChanged 32 SP:Iteration 189Q (7906.590000 sec): 3 clusters Score: Raw -46424152.344119 + Penalty 6321.447025 = -46417830.897094 nChanged 29 SP:Iteration 190Q (7908.630000 sec): 3 clusters Score: Raw -46424152.904290 + Penalty 6321.447025 = -46417831.457265 nChanged 22 SP:Iteration 191Q (7910.490000 sec): 3 clusters Score: Raw -46424153.296978 + Penalty 6321.447025 = -46417831.849953 nChanged 21 SP:Iteration 192Q (7912.270000 sec): 3 clusters Score: Raw -46424153.906207 + Penalty 6321.447025 = -46417832.459182 nChanged 32 SP:Iteration 193Q (7914.180000 sec): 3 clusters Score: Raw -46424154.706922 + Penalty 6321.447025 = -46417833.259897 nChanged 36 SP:Iteration 194Q (7916.310000 sec): 3 clusters Score: Raw -46424155.620539 + Penalty 6321.447025 = -46417834.173514 nChanged 31 SP:Iteration 195Q (7918.000000 sec): 3 clusters Score: Raw -46424156.457892 + Penalty 6321.447025 = -46417835.010867 nChanged 23 SP:Iteration 196Q (7919.620000 sec): 3 clusters Score: Raw -46424157.070533 + Penalty 6321.447025 = -46417835.623508 nChanged 17 SP:Iteration 197Q (7921.310000 sec): 3 clusters Score: Raw -46424157.507825 + Penalty 6321.447025 = -46417836.060800 nChanged 19 SP:Iteration 198Q (7922.920000 sec): 3 clusters Score: Raw -46424157.859504 + Penalty 6321.447025 = -46417836.412479 nChanged 18 SP:Iteration 199Q (7924.810000 sec): 3 clusters Score: Raw -46424158.288326 + Penalty 6321.447025 = -46417836.841301 nChanged 20 SP:Iteration 200F (7926.670000 sec): 3 clusters Score: Raw -46424158.788153 + Penalty 6321.447025 = -46417837.341128 nChanged 15 SP:Iteration 201Q (7928.530000 sec): 3 clusters Score: Raw -46424159.211815 + Penalty 6321.447025 = -46417837.764790 nChanged 17 SP:Iteration 202Q (7930.400000 sec): 3 clusters Score: Raw -46424159.658488 + Penalty 6321.447025 = -46417838.211463 nChanged 20 SP:Iteration 203Q (7932.350000 sec): 3 clusters Score: Raw -46424160.088332 + Penalty 6321.447025 = -46417838.641307 nChanged 19 SP:Iteration 204Q (7934.070000 sec): 3 clusters Score: Raw -46424160.530369 + Penalty 6321.447025 = -46417839.083344 nChanged 12 SP:Iteration 205Q (7935.720000 sec): 3 clusters Score: Raw -46424160.864589 + Penalty 6321.447025 = -46417839.417564 nChanged 16 SP:Iteration 206Q (7937.360000 sec): 3 clusters Score: Raw -46424161.267895 + Penalty 6321.447025 = -46417839.820870 nChanged 8 SP:Iteration 207Q (7939.260000 sec): 3 clusters Score: Raw -46424161.552915 + Penalty 6321.447025 = -46417840.105890 nChanged 12 SP:Iteration 208Q (7941.330000 sec): 3 clusters Score: Raw -46424161.814361 + Penalty 6321.447025 = -46417840.367336 nChanged 10 SP:Iteration 209Q (7943.320000 sec): 3 clusters Score: Raw -46424162.078113 + Penalty 6321.447025 = -46417840.631088 nChanged 12 SP:Iteration 210Q (7945.210000 sec): 3 clusters Score: Raw -46424162.416375 + Penalty 6321.447025 = -46417840.969350 nChanged 15 SP:Iteration 211Q (7947.100000 sec): 3 clusters Score: Raw -46424162.820432 + Penalty 6321.447025 = -46417841.373407 nChanged 15 SP:Iteration 212Q (7949.040000 sec): 3 clusters Score: Raw -46424163.194491 + Penalty 6321.447025 = -46417841.747466 nChanged 15 SP:Iteration 213Q (7950.960000 sec): 3 clusters Score: Raw -46424163.563145 + Penalty 6321.447025 = -46417842.116120 nChanged 16 SP:Iteration 214Q (7952.830000 sec): 3 clusters Score: Raw -46424163.882778 + Penalty 6321.447025 = -46417842.435753 nChanged 8 SP:Iteration 215Q (7954.790000 sec): 3 clusters Score: Raw -46424164.070779 + Penalty 6321.447025 = -46417842.623754 nChanged 8 SP:Iteration 216Q (7956.820000 sec): 3 clusters Score: Raw -46424164.223111 + Penalty 6321.447025 = -46417842.776086 nChanged 7 SP:Iteration 217Q (7958.670000 sec): 3 clusters Score: Raw -46424164.326304 + Penalty 6321.447025 = -46417842.879279 nChanged 4 SP:Iteration 218Q (7960.460000 sec): 3 clusters Score: Raw -46424164.363620 + Penalty 6321.447025 = -46417842.916595 nChanged 3 SP:Iteration 219Q (7962.110000 sec): 3 clusters Score: Raw -46424164.408747 + Penalty 6321.447025 = -46417842.961722 nChanged 4 SP:Iteration 220F (7964.010000 sec): 3 clusters Score: Raw -46424164.471416 + Penalty 6321.447025 = -46417843.024391 nChanged 7 SP:Iteration 221Q (7965.690000 sec): 3 clusters Score: Raw -46424164.609183 + Penalty 6321.447025 = -46417843.162158 nChanged 7 SP:Iteration 222Q (7967.340000 sec): 3 clusters Score: Raw -46424164.692554 + Penalty 6321.447025 = -46417843.245529 nChanged 3 SP:Iteration 223Q (7969.350000 sec): 3 clusters Score: Raw -46424164.759978 + Penalty 6321.447025 = -46417843.312953 nChanged 2 SP:Iteration 224Q (7971.020000 sec): 3 clusters Score: Raw -46424164.794737 + Penalty 6321.447025 = -46417843.347712 nChanged 1 SP:Iteration 225Q (7972.920000 sec): 3 clusters Score: Raw -46424164.803367 + Penalty 6321.447025 = -46417843.356342 nChanged 1 SP:Iteration 226Q (7974.590000 sec): 3 clusters Score: Raw -46424164.812684 + Penalty 6321.447025 = -46417843.365659 nChanged 0 SP:Iteration 227F (7976.560000 sec): 3 clusters Score: Raw -46424164.812684 + Penalty 6321.447025 = -46417843.365659 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7976.880000 sec): 2 clusters Score: Raw -46324.123959 + Penalty 1484.016198 = -44840.107761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7977.070000 sec): 3 clusters Score: Raw -46594.841389 + Penalty 2968.032395 = -43626.808994 nChanged 101 SP:Iteration 1F (7977.250000 sec): 3 clusters Score: Raw -47008.456864 + Penalty 2968.032395 = -44040.424469 nChanged 54 SP:Iteration 2F (7977.380000 sec): 3 clusters Score: Raw -47430.026186 + Penalty 2968.032395 = -44461.993791 nChanged 38 SP:Iteration 3F (7977.570000 sec): 3 clusters Score: Raw -47643.498055 + Penalty 2968.032395 = -44675.465660 nChanged 16 SP:Iteration 4Q (7977.770000 sec): 3 clusters Score: Raw -47865.783581 + Penalty 2968.032395 = -44897.751186 nChanged 7 SP:Iteration 5Q (7977.970000 sec): 3 clusters Score: Raw -48105.093465 + Penalty 2968.032395 = -45137.061070 nChanged 3 SP:Iteration 6Q (7978.160000 sec): 3 clusters Score: Raw -48303.109915 + Penalty 2968.032395 = -45335.077520 nChanged 2 SP:Iteration 7Q (7978.400000 sec): 3 clusters Score: Raw -48738.730603 + Penalty 2968.032395 = -45770.698208 nChanged 2 SP:Iteration 8Q (7978.610000 sec): 3 clusters Score: Raw -48775.516843 + Penalty 2968.032395 = -45807.484448 nChanged 0 SP:Iteration 9F (7978.780000 sec): 3 clusters Score: Raw -48775.516843 + Penalty 2968.032395 = -45807.484448 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (23930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7979.040000 sec): 2 clusters Score: Raw -3214734.412940 + Penalty 2500.556269 = -3212233.856671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7979.360000 sec): 3 clusters Score: Raw -3200700.459938 + Penalty 5001.112538 = -3195699.347400 nChanged 10638 SP:Iteration 1F (7979.740000 sec): 3 clusters Score: Raw -3206202.074413 + Penalty 5001.112538 = -3201200.961875 nChanged 1217 SP:Iteration 2F (7980.060000 sec): 3 clusters Score: Raw -3206589.484664 + Penalty 5001.112538 = -3201588.372126 nChanged 1002 SP:Iteration 3Q (7980.390000 sec): 3 clusters Score: Raw -3206917.154731 + Penalty 5001.112538 = -3201916.042194 nChanged 911 SP:Iteration 4Q (7980.730000 sec): 3 clusters Score: Raw -3207185.383070 + Penalty 5001.112538 = -3202184.270532 nChanged 826 SP:Iteration 5Q (7981.100000 sec): 3 clusters Score: Raw -3207412.959536 + Penalty 5001.112538 = -3202411.846999 nChanged 740 SP:Iteration 6Q (7981.510000 sec): 3 clusters Score: Raw -3207621.663980 + Penalty 5001.112538 = -3202620.551443 nChanged 705 SP:Iteration 7Q (7981.820000 sec): 3 clusters Score: Raw -3207802.707332 + Penalty 5001.112538 = -3202801.594794 nChanged 636 SP:Iteration 8Q (7982.180000 sec): 3 clusters Score: Raw -3207979.897537 + Penalty 5001.112538 = -3202978.784999 nChanged 671 SP:Iteration 9Q (7982.530000 sec): 3 clusters Score: Raw -3208179.340073 + Penalty 5001.112538 = -3203178.227536 nChanged 687 SP:Iteration 10Q (7982.930000 sec): 3 clusters Score: Raw -3208398.275056 + Penalty 5001.112538 = -3203397.162518 nChanged 728 SP:Iteration 11Q (7983.270000 sec): 3 clusters Score: Raw -3208639.487200 + Penalty 5001.112538 = -3203638.374662 nChanged 724 SP:Iteration 12Q (7983.600000 sec): 3 clusters Score: Raw -3208878.078417 + Penalty 5001.112538 = -3203876.965879 nChanged 734 SP:Iteration 13Q (7983.910000 sec): 3 clusters Score: Raw -3209162.003130 + Penalty 5001.112538 = -3204160.890592 nChanged 813 SP:Iteration 14Q (7984.200000 sec): 3 clusters Score: Raw -3209517.627167 + Penalty 5001.112538 = -3204516.514629 nChanged 863 SP:Iteration 15Q (7984.500000 sec): 3 clusters Score: Raw -3209948.320857 + Penalty 5001.112538 = -3204947.208320 nChanged 983 SP:Iteration 16Q (7984.820000 sec): 3 clusters Score: Raw -3210509.413578 + Penalty 5001.112538 = -3205508.301041 nChanged 1037 SP:Iteration 17Q (7985.130000 sec): 3 clusters Score: Raw -3211170.028673 + Penalty 5001.112538 = -3206168.916135 nChanged 1009 SP:Iteration 18Q (7985.400000 sec): 3 clusters Score: Raw -3211918.581049 + Penalty 5001.112538 = -3206917.468511 nChanged 972 SP:Iteration 19Q (7985.720000 sec): 3 clusters Score: Raw -3212679.213454 + Penalty 5001.112538 = -3207678.100917 nChanged 829 SP:Iteration 20F (7986.040000 sec): 3 clusters Score: Raw -3213289.335756 + Penalty 5001.112538 = -3208288.223218 nChanged 691 SP:Iteration 21Q (7986.350000 sec): 3 clusters Score: Raw -3213784.482014 + Penalty 5001.112538 = -3208783.369477 nChanged 554 SP:Iteration 22Q (7986.690000 sec): 3 clusters Score: Raw -3214186.625833 + Penalty 5001.112538 = -3209185.513296 nChanged 484 SP:Iteration 23Q (7986.990000 sec): 3 clusters Score: Raw -3214575.380657 + Penalty 5001.112538 = -3209574.268119 nChanged 405 SP:Iteration 24Q (7987.290000 sec): 3 clusters Score: Raw -3214934.438306 + Penalty 5001.112538 = -3209933.325768 nChanged 352 SP:Iteration 25Q (7987.630000 sec): 3 clusters Score: Raw -3215226.623503 + Penalty 5001.112538 = -3210225.510965 nChanged 296 SP:Iteration 26Q (7987.930000 sec): 3 clusters Score: Raw -3215408.353244 + Penalty 5001.112538 = -3210407.240706 nChanged 217 SP:Iteration 27Q (7988.250000 sec): 3 clusters Score: Raw -3215533.224597 + Penalty 5001.112538 = -3210532.112060 nChanged 172 SP:Iteration 28Q (7988.570000 sec): 3 clusters Score: Raw -3215626.560149 + Penalty 5001.112538 = -3210625.447611 nChanged 138 SP:Iteration 29Q (7988.910000 sec): 3 clusters Score: Raw -3215674.782302 + Penalty 5001.112538 = -3210673.669764 nChanged 90 SP:Iteration 30Q (7989.140000 sec): 3 clusters Score: Raw -3215699.816583 + Penalty 5001.112538 = -3210698.704045 nChanged 63 SP:Iteration 31Q (7989.470000 sec): 3 clusters Score: Raw -3215713.997943 + Penalty 5001.112538 = -3210712.885406 nChanged 51 SP:Iteration 32Q (7989.740000 sec): 3 clusters Score: Raw -3215725.975835 + Penalty 5001.112538 = -3210724.863297 nChanged 32 SP:Iteration 33Q (7990.030000 sec): 3 clusters Score: Raw -3215731.139269 + Penalty 5001.112538 = -3210730.026731 nChanged 23 SP:Iteration 34Q (7990.330000 sec): 3 clusters Score: Raw -3215734.253561 + Penalty 5001.112538 = -3210733.141023 nChanged 13 SP:Iteration 35Q (7990.590000 sec): 3 clusters Score: Raw -3215736.148729 + Penalty 5001.112538 = -3210735.036191 nChanged 12 SP:Iteration 36Q (7990.920000 sec): 3 clusters Score: Raw -3215738.002749 + Penalty 5001.112538 = -3210736.890211 nChanged 7 SP:Iteration 37Q (7991.170000 sec): 3 clusters Score: Raw -3215738.789852 + Penalty 5001.112538 = -3210737.677315 nChanged 4 SP:Iteration 38Q (7991.500000 sec): 3 clusters Score: Raw -3215739.129318 + Penalty 5001.112538 = -3210738.016781 nChanged 3 SP:Iteration 39Q (7991.790000 sec): 3 clusters Score: Raw -3215739.634593 + Penalty 5001.112538 = -3210738.522055 nChanged 2 SP:Iteration 40F (7992.080000 sec): 3 clusters Score: Raw -3215740.808057 + Penalty 5001.112538 = -3210739.695519 nChanged 3 SP:Iteration 41Q (7992.370000 sec): 3 clusters Score: Raw -3215741.198853 + Penalty 5001.112538 = -3210740.086315 nChanged 1 SP:Iteration 42Q (7992.640000 sec): 3 clusters Score: Raw -3215741.251471 + Penalty 5001.112538 = -3210740.138933 nChanged 0 SP:Iteration 43F (7992.990000 sec): 3 clusters Score: Raw -3215741.251471 + Penalty 5001.112538 = -3210740.138933 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (8144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7993.150000 sec): 2 clusters Score: Raw -1103638.438908 + Penalty 2233.249111 = -1101405.189797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7993.330000 sec): 3 clusters Score: Raw -1099376.540685 + Penalty 4466.498222 = -1094910.042462 nChanged 3276 SP:Iteration 1F (7993.610000 sec): 3 clusters Score: Raw -1101069.422979 + Penalty 4466.498222 = -1096602.924757 nChanged 534 SP:Iteration 2F (7993.790000 sec): 3 clusters Score: Raw -1101346.857792 + Penalty 4466.498222 = -1096880.359569 nChanged 448 SP:Iteration 3F (7994.030000 sec): 3 clusters Score: Raw -1101565.664483 + Penalty 4466.498222 = -1097099.166260 nChanged 374 SP:Iteration 4Q (7994.260000 sec): 3 clusters Score: Raw -1101763.063253 + Penalty 4466.498222 = -1097296.565031 nChanged 349 SP:Iteration 5Q (7994.490000 sec): 3 clusters Score: Raw -1101949.825522 + Penalty 4466.498222 = -1097483.327300 nChanged 333 SP:Iteration 6Q (7994.750000 sec): 3 clusters Score: Raw -1102123.472043 + Penalty 4466.498222 = -1097656.973820 nChanged 294 SP:Iteration 7Q (7994.970000 sec): 3 clusters Score: Raw -1102273.179594 + Penalty 4466.498222 = -1097806.681371 nChanged 297 SP:Iteration 8Q (7995.180000 sec): 3 clusters Score: Raw -1102448.233344 + Penalty 4466.498222 = -1097981.735121 nChanged 308 SP:Iteration 9Q (7995.400000 sec): 3 clusters Score: Raw -1102660.966209 + Penalty 4466.498222 = -1098194.467986 nChanged 309 SP:Iteration 10Q (7995.630000 sec): 3 clusters Score: Raw -1102881.666172 + Penalty 4466.498222 = -1098415.167949 nChanged 296 SP:Iteration 11Q (7995.870000 sec): 3 clusters Score: Raw -1103103.799185 + Penalty 4466.498222 = -1098637.300962 nChanged 266 SP:Iteration 12Q (7996.030000 sec): 3 clusters Score: Raw -1103308.252587 + Penalty 4466.498222 = -1098841.754365 nChanged 216 SP:Iteration 13Q (7996.290000 sec): 3 clusters Score: Raw -1103499.554509 + Penalty 4466.498222 = -1099033.056286 nChanged 196 SP:Iteration 14Q (7996.550000 sec): 3 clusters Score: Raw -1103694.461485 + Penalty 4466.498222 = -1099227.963262 nChanged 172 SP:Iteration 15Q (7996.810000 sec): 3 clusters Score: Raw -1103877.451889 + Penalty 4466.498222 = -1099410.953666 nChanged 145 SP:Iteration 16Q (7997.050000 sec): 3 clusters Score: Raw -1104018.234829 + Penalty 4466.498222 = -1099551.736606 nChanged 126 SP:Iteration 17Q (7997.270000 sec): 3 clusters Score: Raw -1104116.178562 + Penalty 4466.498222 = -1099649.680340 nChanged 88 SP:Iteration 18Q (7997.510000 sec): 3 clusters Score: Raw -1104180.444290 + Penalty 4466.498222 = -1099713.946068 nChanged 68 SP:Iteration 19Q (7997.730000 sec): 3 clusters Score: Raw -1104221.653270 + Penalty 4466.498222 = -1099755.155047 nChanged 48 SP:Iteration 20F (7997.920000 sec): 3 clusters Score: Raw -1104248.094380 + Penalty 4466.498222 = -1099781.596158 nChanged 30 SP:Iteration 21Q (7998.160000 sec): 3 clusters Score: Raw -1104264.472696 + Penalty 4466.498222 = -1099797.974474 nChanged 22 SP:Iteration 22Q (7998.390000 sec): 3 clusters Score: Raw -1104277.345217 + Penalty 4466.498222 = -1099810.846995 nChanged 24 SP:Iteration 23Q (7998.620000 sec): 3 clusters Score: Raw -1104286.799092 + Penalty 4466.498222 = -1099820.300870 nChanged 13 SP:Iteration 24Q (7998.860000 sec): 3 clusters Score: Raw -1104290.766383 + Penalty 4466.498222 = -1099824.268160 nChanged 8 SP:Iteration 25Q (7999.000000 sec): 3 clusters Score: Raw -1104293.317525 + Penalty 4466.498222 = -1099826.819302 nChanged 5 SP:Iteration 26Q (7999.180000 sec): 3 clusters Score: Raw -1104294.317826 + Penalty 4466.498222 = -1099827.819603 nChanged 4 SP:Iteration 27Q (7999.420000 sec): 3 clusters Score: Raw -1104295.829969 + Penalty 4466.498222 = -1099829.331747 nChanged 5 SP:Iteration 28Q (7999.630000 sec): 3 clusters Score: Raw -1104296.981900 + Penalty 4466.498222 = -1099830.483677 nChanged 1 SP:Iteration 29Q (7999.830000 sec): 3 clusters Score: Raw -1104297.216875 + Penalty 4466.498222 = -1099830.718652 nChanged 0 SP:Iteration 30F (8000.050000 sec): 3 clusters Score: Raw -1104297.216875 + Penalty 4466.498222 = -1099830.718652 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8000.120000 sec): 2 clusters Score: Raw -21973.586622 + Penalty 1282.280031 = -20691.306592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8000.310000 sec): 3 clusters Score: Raw -22242.386568 + Penalty 2564.560062 = -19677.826506 nChanged 12 SP:Iteration 1F (8000.450000 sec): 3 clusters Score: Raw -22310.520804 + Penalty 2564.560062 = -19745.960743 nChanged 1 SP:Iteration 2Q (8000.670000 sec): 3 clusters Score: Raw -22317.993603 + Penalty 2564.560062 = -19753.433541 nChanged 0 SP:Iteration 3F (8000.860000 sec): 3 clusters Score: Raw -22317.993603 + Penalty 2564.560062 = -19753.433541 nChanged 0 Iteration 20F (8019.300000 sec): 20 clusters Score: Raw -59136926.780992 + Penalty 61259.743374 = -59075667.037618 nChanged 3255 Iteration 21Q (8030.520000 sec): 20 clusters Score: Raw -59151230.126799 + Penalty 61259.743374 = -59089970.383425 nChanged 1889 Iteration 22Q (8040.970000 sec): 20 clusters Score: Raw -59151886.385229 + Penalty 61259.743374 = -59090626.641855 nChanged 1464 Iteration 23Q (8051.760000 sec): 20 clusters Score: Raw -59152248.164013 + Penalty 61259.743374 = -59090988.420639 nChanged 1167 Iteration 24Q (8061.810000 sec): 20 clusters Score: Raw -59152492.012979 + Penalty 61259.743374 = -59091232.269605 nChanged 934 Iteration 25Q (8071.630000 sec): 20 clusters Score: Raw -59152641.270936 + Penalty 61259.743374 = -59091381.527562 nChanged 783 Iteration 26Q (8081.930000 sec): 20 clusters Score: Raw -59152775.582809 + Penalty 61259.743374 = -59091515.839435 nChanged 674 Iteration 27Q (8092.540000 sec): 20 clusters Score: Raw -59153015.582450 + Penalty 61259.743374 = -59091755.839075 nChanged 605 Iteration 28Q (8103.190000 sec): 20 clusters Score: Raw -59153146.885523 + Penalty 61259.743374 = -59091887.142149 nChanged 530 Iteration 29Q (8113.180000 sec): 20 clusters Score: Raw -59153428.753976 + Penalty 61259.743374 = -59092169.010602 nChanged 483 Iteration 30Q (8123.960000 sec): 20 clusters Score: Raw -59153500.941396 + Penalty 61259.743374 = -59092241.198022 nChanged 403 Iteration 31Q (8134.610000 sec): 20 clusters Score: Raw -59153591.288759 + Penalty 61259.743374 = -59092331.545385 nChanged 386 Iteration 32Q (8144.750000 sec): 20 clusters Score: Raw -59153696.492098 + Penalty 61259.743374 = -59092436.748723 nChanged 353 Iteration 33Q (8156.790000 sec): 20 clusters Score: Raw -59153743.190073 + Penalty 61259.743374 = -59092483.446699 nChanged 281 Iteration 34Q (8166.880000 sec): 20 clusters Score: Raw -59153771.763863 + Penalty 61259.743374 = -59092512.020488 nChanged 282 Iteration 35Q (8176.900000 sec): 20 clusters Score: Raw -59153795.623101 + Penalty 61259.743374 = -59092535.879727 nChanged 242 Iteration 36Q (8187.390000 sec): 20 clusters Score: Raw -59153811.179818 + Penalty 61259.743374 = -59092551.436444 nChanged 255 Iteration 37Q (8196.130000 sec): 20 clusters Score: Raw -59153828.442589 + Penalty 61259.743374 = -59092568.699215 nChanged 217 Iteration 38Q (8205.860000 sec): 20 clusters Score: Raw -59153845.065458 + Penalty 61259.743374 = -59092585.322084 nChanged 193 Iteration 39Q (8216.020000 sec): 20 clusters Score: Raw -59153859.047664 + Penalty 61259.743374 = -59092599.304290 nChanged 183 Iteration 40F (8233.550000 sec): 20 clusters Score: Raw -59175501.562930 + Penalty 61259.743374 = -59114241.819556 nChanged 504 Iteration 41Q (8244.950000 sec): 20 clusters Score: Raw -59186871.333419 + Penalty 61259.743374 = -59125611.590045 nChanged 166 Iteration 42Q (8254.770000 sec): 20 clusters Score: Raw -59187058.839261 + Penalty 61259.743374 = -59125799.095887 nChanged 120 Iteration 43Q (8264.270000 sec): 20 clusters Score: Raw -59187090.973117 + Penalty 61259.743374 = -59125831.229743 nChanged 107 Iteration 44Q (8273.780000 sec): 20 clusters Score: Raw -59187299.370260 + Penalty 61259.743374 = -59126039.626886 nChanged 121 Iteration 45Q (8285.050000 sec): 20 clusters Score: Raw -59187503.140735 + Penalty 61259.743374 = -59126243.397361 nChanged 125 Iteration 46Q (8294.180000 sec): 20 clusters Score: Raw -59187526.663427 + Penalty 61259.743374 = -59126266.920053 nChanged 103 Iteration 47Q (8304.420000 sec): 20 clusters Score: Raw -59187547.869059 + Penalty 61259.743374 = -59126288.125685 nChanged 87 Iteration 48Q (8315.470000 sec): 20 clusters Score: Raw -59187566.176176 + Penalty 61259.743374 = -59126306.432802 nChanged 87 Iteration 49Q (8325.040000 sec): 20 clusters Score: Raw -59187572.161516 + Penalty 61259.743374 = -59126312.418142 nChanged 93 Iteration 50Q (8335.520000 sec): 20 clusters Score: Raw -59187575.503383 + Penalty 61259.743374 = -59126315.760009 nChanged 73 Iteration 51Q (8346.660000 sec): 20 clusters Score: Raw -59187577.723014 + Penalty 61259.743374 = -59126317.979639 nChanged 76 Iteration 52Q (8358.110000 sec): 20 clusters Score: Raw -59187579.949125 + Penalty 61259.743374 = -59126320.205751 nChanged 79 Iteration 53Q (8368.330000 sec): 20 clusters Score: Raw -59187582.404483 + Penalty 61259.743374 = -59126322.661108 nChanged 92 Iteration 54Q (8380.050000 sec): 20 clusters Score: Raw -59187584.742518 + Penalty 61259.743374 = -59126324.999144 nChanged 79 Iteration 55Q (8391.150000 sec): 20 clusters Score: Raw -59187587.250716 + Penalty 61259.743374 = -59126327.507342 nChanged 79 Iteration 56Q (8402.910000 sec): 20 clusters Score: Raw -59187589.167389 + Penalty 61259.743374 = -59126329.424015 nChanged 71 Iteration 57Q (8413.160000 sec): 20 clusters Score: Raw -59187591.003434 + Penalty 61259.743374 = -59126331.260059 nChanged 71 Iteration 58Q (8424.900000 sec): 20 clusters Score: Raw -59187592.688005 + Penalty 61259.743374 = -59126332.944631 nChanged 72 Writing temp clu file Because OldScore, -59126331.260059, is greater than current (better) Score,-59126332.944631 Compute initial score before splitting: Score: Raw -59187592.688005 + Penalty 61259.743374 = -59126332.944631 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8425.310000 sec): 2 clusters Score: Raw -4435944.171039 + Penalty 2575.346584 = -4433368.824455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8425.670000 sec): 3 clusters Score: Raw -4416389.790967 + Penalty 5150.693168 = -4411239.097800 nChanged 14568 SP:Iteration 1F (8426.130000 sec): 3 clusters Score: Raw -4424538.980746 + Penalty 5150.693168 = -4419388.287579 nChanged 1535 SP:Iteration 2Q (8426.560000 sec): 3 clusters Score: Raw -4425053.182687 + Penalty 5150.693168 = -4419902.489519 nChanged 1478 SP:Iteration 3Q (8426.960000 sec): 3 clusters Score: Raw -4425594.934840 + Penalty 5150.693168 = -4420444.241672 nChanged 1556 SP:Iteration 4Q (8427.430000 sec): 3 clusters Score: Raw -4426280.485036 + Penalty 5150.693168 = -4421129.791868 nChanged 1750 SP:Iteration 5F (8427.870000 sec): 3 clusters Score: Raw -4427220.639413 + Penalty 5150.693168 = -4422069.946245 nChanged 2002 SP:Iteration 6F (8428.230000 sec): 3 clusters Score: Raw -4428451.815418 + Penalty 5150.693168 = -4423301.122251 nChanged 2155 SP:Iteration 7F (8428.580000 sec): 3 clusters Score: Raw -4429966.494673 + Penalty 5150.693168 = -4424815.801505 nChanged 2100 SP:Iteration 8F (8428.970000 sec): 3 clusters Score: Raw -4431605.467844 + Penalty 5150.693168 = -4426454.774677 nChanged 1815 SP:Iteration 9F (8429.370000 sec): 3 clusters Score: Raw -4433108.394939 + Penalty 5150.693168 = -4427957.701772 nChanged 1420 SP:Iteration 10Q (8429.750000 sec): 3 clusters Score: Raw -4434239.299170 + Penalty 5150.693168 = -4429088.606002 nChanged 993 SP:Iteration 11Q (8430.100000 sec): 3 clusters Score: Raw -4435033.177589 + Penalty 5150.693168 = -4429882.484421 nChanged 659 SP:Iteration 12Q (8430.490000 sec): 3 clusters Score: Raw -4435535.298250 + Penalty 5150.693168 = -4430384.605083 nChanged 417 SP:Iteration 13Q (8430.820000 sec): 3 clusters Score: Raw -4435842.009453 + Penalty 5150.693168 = -4430691.316286 nChanged 287 SP:Iteration 14Q (8431.230000 sec): 3 clusters Score: Raw -4436084.560853 + Penalty 5150.693168 = -4430933.867685 nChanged 190 SP:Iteration 15Q (8431.670000 sec): 3 clusters Score: Raw -4436255.363353 + Penalty 5150.693168 = -4431104.670186 nChanged 117 SP:Iteration 16Q (8432.070000 sec): 3 clusters Score: Raw -4436342.174298 + Penalty 5150.693168 = -4431191.481130 nChanged 89 SP:Iteration 17Q (8432.480000 sec): 3 clusters Score: Raw -4436409.154463 + Penalty 5150.693168 = -4431258.461295 nChanged 77 SP:Iteration 18Q (8432.900000 sec): 3 clusters Score: Raw -4436457.214594 + Penalty 5150.693168 = -4431306.521426 nChanged 61 SP:Iteration 19Q (8433.240000 sec): 3 clusters Score: Raw -4436490.720733 + Penalty 5150.693168 = -4431340.027565 nChanged 51 SP:Iteration 20F (8433.640000 sec): 3 clusters Score: Raw -4436513.683931 + Penalty 5150.693168 = -4431362.990763 nChanged 30 SP:Iteration 21Q (8434.050000 sec): 3 clusters Score: Raw -4436525.604467 + Penalty 5150.693168 = -4431374.911300 nChanged 19 SP:Iteration 22Q (8434.420000 sec): 3 clusters Score: Raw -4436533.008938 + Penalty 5150.693168 = -4431382.315770 nChanged 10 SP:Iteration 23Q (8434.780000 sec): 3 clusters Score: Raw -4436535.879545 + Penalty 5150.693168 = -4431385.186377 nChanged 9 SP:Iteration 24Q (8435.160000 sec): 3 clusters Score: Raw -4436537.446457 + Penalty 5150.693168 = -4431386.753290 nChanged 7 SP:Iteration 25Q (8435.540000 sec): 3 clusters Score: Raw -4436540.173316 + Penalty 5150.693168 = -4431389.480149 nChanged 6 SP:Iteration 26Q (8435.930000 sec): 3 clusters Score: Raw -4436541.457763 + Penalty 5150.693168 = -4431390.764596 nChanged 4 SP:Iteration 27Q (8436.300000 sec): 3 clusters Score: Raw -4436541.938200 + Penalty 5150.693168 = -4431391.245032 nChanged 3 SP:Iteration 28Q (8436.680000 sec): 3 clusters Score: Raw -4436542.556101 + Penalty 5150.693168 = -4431391.862934 nChanged 2 SP:Iteration 29Q (8437.070000 sec): 3 clusters Score: Raw -4436542.933579 + Penalty 5150.693168 = -4431392.240411 nChanged 0 SP:Iteration 30F (8437.480000 sec): 3 clusters Score: Raw -4436542.933579 + Penalty 5150.693168 = -4431392.240411 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8437.600000 sec): 2 clusters Score: Raw -51706.944446 + Penalty 1496.205383 = -50210.739063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8437.800000 sec): 3 clusters Score: Raw -51856.245289 + Penalty 2992.410766 = -48863.834523 nChanged 64 SP:Iteration 1F (8438.000000 sec): 3 clusters Score: Raw -52014.199058 + Penalty 2992.410766 = -49021.788292 nChanged 16 SP:Iteration 2Q (8438.240000 sec): 3 clusters Score: Raw -52102.031739 + Penalty 2992.410766 = -49109.620973 nChanged 9 SP:Iteration 3Q (8438.410000 sec): 3 clusters Score: Raw -52127.490880 + Penalty 2992.410766 = -49135.080114 nChanged 6 SP:Iteration 4Q (8438.620000 sec): 3 clusters Score: Raw -52142.792122 + Penalty 2992.410766 = -49150.381356 nChanged 1 SP:Iteration 5Q (8438.780000 sec): 3 clusters Score: Raw -52143.730023 + Penalty 2992.410766 = -49151.319257 nChanged 0 SP:Iteration 6F (8438.940000 sec): 3 clusters Score: Raw -52143.730023 + Penalty 2992.410766 = -49151.319257 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8439.070000 sec): 2 clusters Score: Raw -34864.194190 + Penalty 1420.258241 = -33443.935949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8439.240000 sec): 3 clusters Score: Raw -35260.137270 + Penalty 2840.516483 = -32419.620788 nChanged 69 SP:Iteration 1F (8439.400000 sec): 3 clusters Score: Raw -35507.673600 + Penalty 2840.516483 = -32667.157117 nChanged 24 SP:Iteration 2F (8439.600000 sec): 3 clusters Score: Raw -35672.803704 + Penalty 2840.516483 = -32832.287221 nChanged 18 SP:Iteration 3F (8439.740000 sec): 3 clusters Score: Raw -35774.808586 + Penalty 2840.516483 = -32934.292103 nChanged 9 SP:Iteration 4Q (8439.920000 sec): 3 clusters Score: Raw -35824.663674 + Penalty 2840.516483 = -32984.147191 nChanged 2 SP:Iteration 5Q (8440.080000 sec): 3 clusters Score: Raw -35835.518719 + Penalty 2840.516483 = -32995.002236 nChanged 0 SP:Iteration 6F (8440.300000 sec): 3 clusters Score: Raw -35835.518719 + Penalty 2840.516483 = -32995.002236 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8440.470000 sec): 2 clusters Score: Raw -1010555.262149 + Penalty 2218.862363 = -1008336.399786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8440.700000 sec): 3 clusters Score: Raw -1006663.748330 + Penalty 4437.724725 = -1002226.023605 nChanged 2940 SP:Iteration 1F (8440.940000 sec): 3 clusters Score: Raw -1008176.475147 + Penalty 4437.724725 = -1003738.750422 nChanged 515 SP:Iteration 2F (8441.130000 sec): 3 clusters Score: Raw -1008410.537427 + Penalty 4437.724725 = -1003972.812701 nChanged 377 SP:Iteration 3Q (8441.350000 sec): 3 clusters Score: Raw -1008571.600917 + Penalty 4437.724725 = -1004133.876191 nChanged 290 SP:Iteration 4Q (8441.600000 sec): 3 clusters Score: Raw -1008700.199519 + Penalty 4437.724725 = -1004262.474794 nChanged 229 SP:Iteration 5Q (8441.830000 sec): 3 clusters Score: Raw -1008788.751029 + Penalty 4437.724725 = -1004351.026303 nChanged 195 SP:Iteration 6Q (8442.090000 sec): 3 clusters Score: Raw -1008867.146656 + Penalty 4437.724725 = -1004429.421931 nChanged 172 SP:Iteration 7Q (8442.290000 sec): 3 clusters Score: Raw -1008932.590885 + Penalty 4437.724725 = -1004494.866159 nChanged 163 SP:Iteration 8Q (8442.550000 sec): 3 clusters Score: Raw -1008989.029829 + Penalty 4437.724725 = -1004551.305103 nChanged 133 SP:Iteration 9Q (8442.780000 sec): 3 clusters Score: Raw -1009033.474315 + Penalty 4437.724725 = -1004595.749589 nChanged 129 SP:Iteration 10Q (8442.970000 sec): 3 clusters Score: Raw -1009081.819278 + Penalty 4437.724725 = -1004644.094553 nChanged 129 SP:Iteration 11Q (8443.190000 sec): 3 clusters Score: Raw -1009129.045466 + Penalty 4437.724725 = -1004691.320741 nChanged 132 SP:Iteration 12Q (8443.400000 sec): 3 clusters Score: Raw -1009178.714901 + Penalty 4437.724725 = -1004740.990175 nChanged 145 SP:Iteration 13Q (8443.620000 sec): 3 clusters Score: Raw -1009230.385223 + Penalty 4437.724725 = -1004792.660497 nChanged 130 SP:Iteration 14Q (8443.840000 sec): 3 clusters Score: Raw -1009273.080792 + Penalty 4437.724725 = -1004835.356067 nChanged 123 SP:Iteration 15Q (8444.080000 sec): 3 clusters Score: Raw -1009318.646396 + Penalty 4437.724725 = -1004880.921671 nChanged 122 SP:Iteration 16Q (8444.340000 sec): 3 clusters Score: Raw -1009366.811296 + Penalty 4437.724725 = -1004929.086571 nChanged 124 SP:Iteration 17Q (8444.620000 sec): 3 clusters Score: Raw -1009415.063434 + Penalty 4437.724725 = -1004977.338709 nChanged 126 SP:Iteration 18Q (8444.860000 sec): 3 clusters Score: Raw -1009464.974028 + Penalty 4437.724725 = -1005027.249303 nChanged 144 SP:Iteration 19Q (8445.140000 sec): 3 clusters Score: Raw -1009517.372036 + Penalty 4437.724725 = -1005079.647311 nChanged 133 SP:Iteration 20F (8445.380000 sec): 3 clusters Score: Raw -1009565.325324 + Penalty 4437.724725 = -1005127.600599 nChanged 123 SP:Iteration 21Q (8445.600000 sec): 3 clusters Score: Raw -1009615.749439 + Penalty 4437.724725 = -1005178.024713 nChanged 136 SP:Iteration 22Q (8445.870000 sec): 3 clusters Score: Raw -1009671.288731 + Penalty 4437.724725 = -1005233.564006 nChanged 131 SP:Iteration 23Q (8446.080000 sec): 3 clusters Score: Raw -1009727.355030 + Penalty 4437.724725 = -1005289.630304 nChanged 139 SP:Iteration 24Q (8446.350000 sec): 3 clusters Score: Raw -1009789.814146 + Penalty 4437.724725 = -1005352.089421 nChanged 138 SP:Iteration 25Q (8446.580000 sec): 3 clusters Score: Raw -1009850.495973 + Penalty 4437.724725 = -1005412.771247 nChanged 137 SP:Iteration 26Q (8446.820000 sec): 3 clusters Score: Raw -1009909.062477 + Penalty 4437.724725 = -1005471.337752 nChanged 115 SP:Iteration 27Q (8447.080000 sec): 3 clusters Score: Raw -1009959.432974 + Penalty 4437.724725 = -1005521.708249 nChanged 101 SP:Iteration 28Q (8447.280000 sec): 3 clusters Score: Raw -1009998.129208 + Penalty 4437.724725 = -1005560.404483 nChanged 96 SP:Iteration 29Q (8447.540000 sec): 3 clusters Score: Raw -1010034.085738 + Penalty 4437.724725 = -1005596.361012 nChanged 83 SP:Iteration 30Q (8447.730000 sec): 3 clusters Score: Raw -1010064.399316 + Penalty 4437.724725 = -1005626.674590 nChanged 76 SP:Iteration 31Q (8448.000000 sec): 3 clusters Score: Raw -1010097.311661 + Penalty 4437.724725 = -1005659.586936 nChanged 84 SP:Iteration 32Q (8448.190000 sec): 3 clusters Score: Raw -1010134.776825 + Penalty 4437.724725 = -1005697.052099 nChanged 75 SP:Iteration 33Q (8448.420000 sec): 3 clusters Score: Raw -1010164.169755 + Penalty 4437.724725 = -1005726.445030 nChanged 79 SP:Iteration 34Q (8448.630000 sec): 3 clusters Score: Raw -1010191.375782 + Penalty 4437.724725 = -1005753.651056 nChanged 67 SP:Iteration 35Q (8448.940000 sec): 3 clusters Score: Raw -1010213.007992 + Penalty 4437.724725 = -1005775.283266 nChanged 51 SP:Iteration 36Q (8449.200000 sec): 3 clusters Score: Raw -1010230.725637 + Penalty 4437.724725 = -1005793.000911 nChanged 49 SP:Iteration 37Q (8449.420000 sec): 3 clusters Score: Raw -1010247.053905 + Penalty 4437.724725 = -1005809.329180 nChanged 50 SP:Iteration 38Q (8449.690000 sec): 3 clusters Score: Raw -1010266.662018 + Penalty 4437.724725 = -1005828.937292 nChanged 49 SP:Iteration 39Q (8449.950000 sec): 3 clusters Score: Raw -1010285.641386 + Penalty 4437.724725 = -1005847.916660 nChanged 55 SP:Iteration 40F (8450.180000 sec): 3 clusters Score: Raw -1010309.736633 + Penalty 4437.724725 = -1005872.011908 nChanged 63 SP:Iteration 41Q (8450.500000 sec): 3 clusters Score: Raw -1010337.306409 + Penalty 4437.724725 = -1005899.581684 nChanged 66 SP:Iteration 42Q (8450.770000 sec): 3 clusters Score: Raw -1010363.515449 + Penalty 4437.724725 = -1005925.790724 nChanged 57 SP:Iteration 43Q (8450.960000 sec): 3 clusters Score: Raw -1010386.036622 + Penalty 4437.724725 = -1005948.311897 nChanged 49 SP:Iteration 44Q (8451.210000 sec): 3 clusters Score: Raw -1010406.064030 + Penalty 4437.724725 = -1005968.339305 nChanged 46 SP:Iteration 45Q (8451.460000 sec): 3 clusters Score: Raw -1010423.004620 + Penalty 4437.724725 = -1005985.279895 nChanged 34 SP:Iteration 46Q (8451.700000 sec): 3 clusters Score: Raw -1010435.992741 + Penalty 4437.724725 = -1005998.268016 nChanged 20 SP:Iteration 47Q (8451.860000 sec): 3 clusters Score: Raw -1010443.295381 + Penalty 4437.724725 = -1006005.570656 nChanged 22 SP:Iteration 48Q (8452.060000 sec): 3 clusters Score: Raw -1010451.656308 + Penalty 4437.724725 = -1006013.931583 nChanged 20 SP:Iteration 49Q (8452.220000 sec): 3 clusters Score: Raw -1010459.585316 + Penalty 4437.724725 = -1006021.860591 nChanged 18 SP:Iteration 50Q (8452.460000 sec): 3 clusters Score: Raw -1010466.773365 + Penalty 4437.724725 = -1006029.048639 nChanged 13 SP:Iteration 51Q (8452.710000 sec): 3 clusters Score: Raw -1010473.261833 + Penalty 4437.724725 = -1006035.537108 nChanged 22 SP:Iteration 52Q (8452.870000 sec): 3 clusters Score: Raw -1010484.167335 + Penalty 4437.724725 = -1006046.442610 nChanged 29 SP:Iteration 53Q (8453.140000 sec): 3 clusters Score: Raw -1010497.377406 + Penalty 4437.724725 = -1006059.652681 nChanged 19 SP:Iteration 54Q (8453.360000 sec): 3 clusters Score: Raw -1010505.224332 + Penalty 4437.724725 = -1006067.499607 nChanged 18 SP:Iteration 55Q (8453.610000 sec): 3 clusters Score: Raw -1010510.931178 + Penalty 4437.724725 = -1006073.206452 nChanged 14 SP:Iteration 56Q (8453.810000 sec): 3 clusters Score: Raw -1010515.571829 + Penalty 4437.724725 = -1006077.847103 nChanged 8 SP:Iteration 57Q (8454.040000 sec): 3 clusters Score: Raw -1010519.347401 + Penalty 4437.724725 = -1006081.622675 nChanged 13 SP:Iteration 58Q (8454.270000 sec): 3 clusters Score: Raw -1010523.777652 + Penalty 4437.724725 = -1006086.052926 nChanged 13 SP:Iteration 59Q (8454.500000 sec): 3 clusters Score: Raw -1010528.989803 + Penalty 4437.724725 = -1006091.265078 nChanged 23 SP:Iteration 60F (8454.720000 sec): 3 clusters Score: Raw -1010541.612194 + Penalty 4437.724725 = -1006103.887469 nChanged 28 SP:Iteration 61Q (8454.970000 sec): 3 clusters Score: Raw -1010557.661314 + Penalty 4437.724725 = -1006119.936589 nChanged 36 SP:Iteration 62Q (8455.220000 sec): 3 clusters Score: Raw -1010577.289069 + Penalty 4437.724725 = -1006139.564343 nChanged 28 SP:Iteration 63Q (8455.490000 sec): 3 clusters Score: Raw -1010595.045707 + Penalty 4437.724725 = -1006157.320981 nChanged 30 SP:Iteration 64Q (8455.710000 sec): 3 clusters Score: Raw -1010621.769674 + Penalty 4437.724725 = -1006184.044949 nChanged 40 SP:Iteration 65Q (8455.940000 sec): 3 clusters Score: Raw -1010646.462189 + Penalty 4437.724725 = -1006208.737463 nChanged 43 SP:Iteration 66Q (8456.180000 sec): 3 clusters Score: Raw -1010671.029975 + Penalty 4437.724725 = -1006233.305250 nChanged 38 SP:Iteration 67Q (8456.440000 sec): 3 clusters Score: Raw -1010692.134589 + Penalty 4437.724725 = -1006254.409864 nChanged 39 SP:Iteration 68Q (8456.690000 sec): 3 clusters Score: Raw -1010709.073139 + Penalty 4437.724725 = -1006271.348414 nChanged 27 SP:Iteration 69Q (8456.930000 sec): 3 clusters Score: Raw -1010723.309595 + Penalty 4437.724725 = -1006285.584870 nChanged 34 SP:Iteration 70Q (8457.180000 sec): 3 clusters Score: Raw -1010743.518714 + Penalty 4437.724725 = -1006305.793988 nChanged 27 SP:Iteration 71Q (8457.370000 sec): 3 clusters Score: Raw -1010757.830549 + Penalty 4437.724725 = -1006320.105823 nChanged 23 SP:Iteration 72Q (8457.560000 sec): 3 clusters Score: Raw -1010770.178696 + Penalty 4437.724725 = -1006332.453971 nChanged 25 SP:Iteration 73Q (8457.770000 sec): 3 clusters Score: Raw -1010782.254493 + Penalty 4437.724725 = -1006344.529768 nChanged 22 SP:Iteration 74Q (8458.000000 sec): 3 clusters Score: Raw -1010790.385747 + Penalty 4437.724725 = -1006352.661022 nChanged 13 SP:Iteration 75Q (8458.160000 sec): 3 clusters Score: Raw -1010795.084765 + Penalty 4437.724725 = -1006357.360040 nChanged 9 SP:Iteration 76Q (8458.370000 sec): 3 clusters Score: Raw -1010797.529069 + Penalty 4437.724725 = -1006359.804344 nChanged 6 SP:Iteration 77Q (8458.610000 sec): 3 clusters Score: Raw -1010799.548338 + Penalty 4437.724725 = -1006361.823613 nChanged 4 SP:Iteration 78Q (8458.780000 sec): 3 clusters Score: Raw -1010800.473168 + Penalty 4437.724725 = -1006362.748442 nChanged 4 SP:Iteration 79Q (8458.990000 sec): 3 clusters Score: Raw -1010802.168075 + Penalty 4437.724725 = -1006364.443350 nChanged 7 SP:Iteration 80F (8459.260000 sec): 3 clusters Score: Raw -1010805.302164 + Penalty 4437.724725 = -1006367.577439 nChanged 4 SP:Iteration 81Q (8459.450000 sec): 3 clusters Score: Raw -1010806.369769 + Penalty 4437.724725 = -1006368.645044 nChanged 5 SP:Iteration 82Q (8459.710000 sec): 3 clusters Score: Raw -1010807.475315 + Penalty 4437.724725 = -1006369.750590 nChanged 2 SP:Iteration 83Q (8459.920000 sec): 3 clusters Score: Raw -1010808.486849 + Penalty 4437.724725 = -1006370.762124 nChanged 3 SP:Iteration 84Q (8460.190000 sec): 3 clusters Score: Raw -1010809.085613 + Penalty 4437.724725 = -1006371.360888 nChanged 1 SP:Iteration 85Q (8460.470000 sec): 3 clusters Score: Raw -1010809.287309 + Penalty 4437.724725 = -1006371.562584 nChanged 0 SP:Iteration 86F (8460.700000 sec): 3 clusters Score: Raw -1010809.287309 + Penalty 4437.724725 = -1006371.562584 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8460.820000 sec): 2 clusters Score: Raw -38952.659037 + Penalty 1428.988743 = -37523.670294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8461.020000 sec): 3 clusters Score: Raw -39119.295448 + Penalty 2857.977486 = -36261.317962 nChanged 48 SP:Iteration 1F (8461.180000 sec): 3 clusters Score: Raw -39328.067086 + Penalty 2857.977486 = -36470.089600 nChanged 19 SP:Iteration 2F (8461.380000 sec): 3 clusters Score: Raw -39501.594724 + Penalty 2857.977486 = -36643.617238 nChanged 9 SP:Iteration 3Q (8461.520000 sec): 3 clusters Score: Raw -39537.248768 + Penalty 2857.977486 = -36679.271282 nChanged 7 SP:Iteration 4Q (8461.710000 sec): 3 clusters Score: Raw -39567.524535 + Penalty 2857.977486 = -36709.547049 nChanged 1 SP:Iteration 5Q (8461.910000 sec): 3 clusters Score: Raw -39571.818542 + Penalty 2857.977486 = -36713.841056 nChanged 1 SP:Iteration 6Q (8462.060000 sec): 3 clusters Score: Raw -39575.873184 + Penalty 2857.977486 = -36717.895698 nChanged 0 SP:Iteration 7F (8462.270000 sec): 3 clusters Score: Raw -39575.873184 + Penalty 2857.977486 = -36717.895698 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8462.330000 sec): 2 clusters Score: Raw -27310.818553 + Penalty 1345.387604 = -25965.430948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8462.540000 sec): 3 clusters Score: Raw -27489.779564 + Penalty 2690.775209 = -24799.004355 nChanged 17 SP:Iteration 1F (8462.740000 sec): 3 clusters Score: Raw -27565.534556 + Penalty 2690.775209 = -24874.759348 nChanged 4 SP:Iteration 2Q (8462.930000 sec): 3 clusters Score: Raw -27586.734084 + Penalty 2690.775209 = -24895.958875 nChanged 2 SP:Iteration 3Q (8463.170000 sec): 3 clusters Score: Raw -27596.085316 + Penalty 2690.775209 = -24905.310107 nChanged 1 SP:Iteration 4Q (8463.350000 sec): 3 clusters Score: Raw -27603.864515 + Penalty 2690.775209 = -24913.089306 nChanged 1 SP:Iteration 5Q (8463.580000 sec): 3 clusters Score: Raw -27614.234917 + Penalty 2690.775209 = -24923.459708 nChanged 1 SP:Iteration 6Q (8463.770000 sec): 3 clusters Score: Raw -27619.440345 + Penalty 2690.775209 = -24928.665136 nChanged 1 SP:Iteration 7Q (8463.900000 sec): 3 clusters Score: Raw -27623.953046 + Penalty 2690.775209 = -24933.177837 nChanged 1 SP:Iteration 8Q (8464.060000 sec): 3 clusters Score: Raw -27629.676677 + Penalty 2690.775209 = -24938.901468 nChanged 0 SP:Iteration 9F (8464.250000 sec): 3 clusters Score: Raw -27629.676677 + Penalty 2690.775209 = -24938.901468 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8464.310000 sec): 2 clusters Score: Raw -169503.654294 + Penalty 1776.850654 = -167726.803640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8464.470000 sec): 3 clusters Score: Raw -169142.604830 + Penalty 3553.701308 = -165588.903522 nChanged 343 SP:Iteration 1F (8464.620000 sec): 3 clusters Score: Raw -169446.179164 + Penalty 3553.701308 = -165892.477856 nChanged 56 SP:Iteration 2Q (8464.860000 sec): 3 clusters Score: Raw -169508.751467 + Penalty 3553.701308 = -165955.050159 nChanged 34 SP:Iteration 3Q (8465.050000 sec): 3 clusters Score: Raw -169545.986618 + Penalty 3553.701308 = -165992.285310 nChanged 33 SP:Iteration 4Q (8465.200000 sec): 3 clusters Score: Raw -169583.492890 + Penalty 3553.701308 = -166029.791582 nChanged 26 SP:Iteration 5Q (8465.440000 sec): 3 clusters Score: Raw -169606.676314 + Penalty 3553.701308 = -166052.975006 nChanged 15 SP:Iteration 6Q (8465.610000 sec): 3 clusters Score: Raw -169618.972262 + Penalty 3553.701308 = -166065.270954 nChanged 10 SP:Iteration 7Q (8465.760000 sec): 3 clusters Score: Raw -169631.000144 + Penalty 3553.701308 = -166077.298836 nChanged 5 SP:Iteration 8Q (8465.930000 sec): 3 clusters Score: Raw -169635.366020 + Penalty 3553.701308 = -166081.664712 nChanged 3 SP:Iteration 9Q (8466.100000 sec): 3 clusters Score: Raw -169638.781852 + Penalty 3553.701308 = -166085.080545 nChanged 4 SP:Iteration 10Q (8466.260000 sec): 3 clusters Score: Raw -169641.935373 + Penalty 3553.701308 = -166088.234065 nChanged 1 SP:Iteration 11Q (8466.450000 sec): 3 clusters Score: Raw -169642.195557 + Penalty 3553.701308 = -166088.494249 nChanged 1 SP:Iteration 12Q (8466.620000 sec): 3 clusters Score: Raw -169643.074733 + Penalty 3553.701308 = -166089.373425 nChanged 0 SP:Iteration 13F (8466.840000 sec): 3 clusters Score: Raw -169643.074733 + Penalty 3553.701308 = -166089.373425 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (1364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8466.900000 sec): 2 clusters Score: Raw -148540.896689 + Penalty 1790.107856 = -146750.788834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8467.130000 sec): 3 clusters Score: Raw -148211.915538 + Penalty 3580.215712 = -144631.699826 nChanged 431 SP:Iteration 1F (8467.290000 sec): 3 clusters Score: Raw -149608.941984 + Penalty 3580.215712 = -146028.726272 nChanged 197 SP:Iteration 2F (8467.460000 sec): 3 clusters Score: Raw -151177.354422 + Penalty 3580.215712 = -147597.138711 nChanged 167 SP:Iteration 3F (8467.630000 sec): 3 clusters Score: Raw -152276.609263 + Penalty 3580.215712 = -148696.393551 nChanged 103 SP:Iteration 4F (8467.800000 sec): 3 clusters Score: Raw -152943.472651 + Penalty 3580.215712 = -149363.256939 nChanged 43 SP:Iteration 5Q (8467.980000 sec): 3 clusters Score: Raw -153128.448677 + Penalty 3580.215712 = -149548.232966 nChanged 9 SP:Iteration 6Q (8468.170000 sec): 3 clusters Score: Raw -153154.623243 + Penalty 3580.215712 = -149574.407531 nChanged 3 SP:Iteration 7Q (8468.340000 sec): 3 clusters Score: Raw -153207.570447 + Penalty 3580.215712 = -149627.354735 nChanged 4 SP:Iteration 8Q (8468.510000 sec): 3 clusters Score: Raw -153359.599876 + Penalty 3580.215712 = -149779.384164 nChanged 9 SP:Iteration 9Q (8468.710000 sec): 3 clusters Score: Raw -153428.010637 + Penalty 3580.215712 = -149847.794925 nChanged 3 SP:Iteration 10Q (8468.910000 sec): 3 clusters Score: Raw -153437.208231 + Penalty 3580.215712 = -149856.992519 nChanged 2 SP:Iteration 11Q (8469.040000 sec): 3 clusters Score: Raw -153438.892378 + Penalty 3580.215712 = -149858.676666 nChanged 1 SP:Iteration 12Q (8469.240000 sec): 3 clusters Score: Raw -153439.558911 + Penalty 3580.215712 = -149859.343199 nChanged 0 SP:Iteration 13F (8469.380000 sec): 3 clusters Score: Raw -153439.679275 + Penalty 3580.215712 = -149859.463563 nChanged 1 SP:Iteration 14Q (8469.550000 sec): 3 clusters Score: Raw -153445.429797 + Penalty 3580.215712 = -149865.214085 nChanged 2 SP:Iteration 15Q (8469.710000 sec): 3 clusters Score: Raw -153448.230165 + Penalty 3580.215712 = -149868.014453 nChanged 2 SP:Iteration 16Q (8469.850000 sec): 3 clusters Score: Raw -153451.987479 + Penalty 3580.215712 = -149871.771767 nChanged 1 SP:Iteration 17Q (8470.040000 sec): 3 clusters Score: Raw -153452.705975 + Penalty 3580.215712 = -149872.490263 nChanged 0 SP:Iteration 18F (8470.230000 sec): 3 clusters Score: Raw -153452.705975 + Penalty 3580.215712 = -149872.490263 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (321121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8471.980000 sec): 2 clusters Score: Raw -43438144.493165 + Penalty 3144.534173 = -43434999.958992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8473.880000 sec): 3 clusters Score: Raw -43225109.038238 + Penalty 6289.068346 = -43218819.969892 nChanged 155496 SP:Iteration 1F (8476.010000 sec): 3 clusters Score: Raw -43317019.362383 + Penalty 6289.068346 = -43310730.294037 nChanged 8097 SP:Iteration 2Q (8478.120000 sec): 3 clusters Score: Raw -43318680.031236 + Penalty 6289.068346 = -43312390.962890 nChanged 9484 SP:Iteration 3Q (8480.330000 sec): 3 clusters Score: Raw -43321134.630108 + Penalty 6289.068346 = -43314845.561762 nChanged 11669 SP:Iteration 4Q (8482.440000 sec): 3 clusters Score: Raw -43325063.237366 + Penalty 6289.068346 = -43318774.169021 nChanged 14860 SP:Iteration 5Q (8484.470000 sec): 3 clusters Score: Raw -43331662.954827 + Penalty 6289.068346 = -43325373.886481 nChanged 18663 SP:Iteration 6F (8486.430000 sec): 3 clusters Score: Raw -43342615.567396 + Penalty 6289.068346 = -43336326.499050 nChanged 22508 SP:Iteration 7F (8488.440000 sec): 3 clusters Score: Raw -43359411.295302 + Penalty 6289.068346 = -43353122.226956 nChanged 24196 SP:Iteration 8F (8490.330000 sec): 3 clusters Score: Raw -43380978.855258 + Penalty 6289.068346 = -43374689.786912 nChanged 22127 SP:Iteration 9F (8492.340000 sec): 3 clusters Score: Raw -43401973.693522 + Penalty 6289.068346 = -43395684.625176 nChanged 16716 SP:Iteration 10F (8494.340000 sec): 3 clusters Score: Raw -43417084.447884 + Penalty 6289.068346 = -43410795.379539 nChanged 11491 SP:Iteration 11Q (8496.320000 sec): 3 clusters Score: Raw -43425968.624651 + Penalty 6289.068346 = -43419679.556305 nChanged 7624 SP:Iteration 12Q (8498.180000 sec): 3 clusters Score: Raw -43431008.525032 + Penalty 6289.068346 = -43424719.456686 nChanged 5549 SP:Iteration 13Q (8499.920000 sec): 3 clusters Score: Raw -43434216.759731 + Penalty 6289.068346 = -43427927.691385 nChanged 4052 SP:Iteration 14Q (8501.820000 sec): 3 clusters Score: Raw -43436427.570886 + Penalty 6289.068346 = -43430138.502540 nChanged 3143 SP:Iteration 15Q (8503.650000 sec): 3 clusters Score: Raw -43438112.488296 + Penalty 6289.068346 = -43431823.419950 nChanged 2292 SP:Iteration 16Q (8505.420000 sec): 3 clusters Score: Raw -43439361.542566 + Penalty 6289.068346 = -43433072.474220 nChanged 1620 SP:Iteration 17Q (8507.190000 sec): 3 clusters Score: Raw -43440346.396623 + Penalty 6289.068346 = -43434057.328277 nChanged 1166 SP:Iteration 18Q (8508.840000 sec): 3 clusters Score: Raw -43441149.721008 + Penalty 6289.068346 = -43434860.652662 nChanged 854 SP:Iteration 19Q (8510.680000 sec): 3 clusters Score: Raw -43441735.707118 + Penalty 6289.068346 = -43435446.638772 nChanged 645 SP:Iteration 20F (8512.540000 sec): 3 clusters Score: Raw -43442160.469284 + Penalty 6289.068346 = -43435871.400938 nChanged 548 SP:Iteration 21Q (8514.140000 sec): 3 clusters Score: Raw -43442487.164250 + Penalty 6289.068346 = -43436198.095904 nChanged 414 SP:Iteration 22Q (8515.850000 sec): 3 clusters Score: Raw -43442674.792598 + Penalty 6289.068346 = -43436385.724252 nChanged 313 SP:Iteration 23Q (8517.560000 sec): 3 clusters Score: Raw -43442780.750243 + Penalty 6289.068346 = -43436491.681897 nChanged 219 SP:Iteration 24Q (8519.140000 sec): 3 clusters Score: Raw -43442834.592818 + Penalty 6289.068346 = -43436545.524472 nChanged 153 SP:Iteration 25Q (8520.810000 sec): 3 clusters Score: Raw -43442864.371070 + Penalty 6289.068346 = -43436575.302724 nChanged 121 SP:Iteration 26Q (8522.270000 sec): 3 clusters Score: Raw -43442883.920313 + Penalty 6289.068346 = -43436594.851967 nChanged 88 SP:Iteration 27Q (8523.810000 sec): 3 clusters Score: Raw -43442895.135434 + Penalty 6289.068346 = -43436606.067088 nChanged 62 SP:Iteration 28Q (8525.330000 sec): 3 clusters Score: Raw -43442902.765273 + Penalty 6289.068346 = -43436613.696927 nChanged 35 SP:Iteration 29Q (8526.780000 sec): 3 clusters Score: Raw -43442906.442640 + Penalty 6289.068346 = -43436617.374294 nChanged 41 SP:Iteration 30Q (8528.410000 sec): 3 clusters Score: Raw -43442911.187449 + Penalty 6289.068346 = -43436622.119103 nChanged 37 SP:Iteration 31Q (8530.010000 sec): 3 clusters Score: Raw -43442914.499581 + Penalty 6289.068346 = -43436625.431235 nChanged 21 SP:Iteration 32Q (8531.840000 sec): 3 clusters Score: Raw -43442916.383156 + Penalty 6289.068346 = -43436627.314810 nChanged 17 SP:Iteration 33Q (8533.330000 sec): 3 clusters Score: Raw -43442917.784762 + Penalty 6289.068346 = -43436628.716416 nChanged 12 SP:Iteration 34Q (8535.020000 sec): 3 clusters Score: Raw -43442918.643102 + Penalty 6289.068346 = -43436629.574756 nChanged 7 SP:Iteration 35Q (8536.810000 sec): 3 clusters Score: Raw -43442919.594056 + Penalty 6289.068346 = -43436630.525710 nChanged 11 SP:Iteration 36Q (8538.560000 sec): 3 clusters Score: Raw -43442920.478510 + Penalty 6289.068346 = -43436631.410164 nChanged 5 SP:Iteration 37Q (8540.270000 sec): 3 clusters Score: Raw -43442920.873696 + Penalty 6289.068346 = -43436631.805350 nChanged 5 SP:Iteration 38Q (8541.970000 sec): 3 clusters Score: Raw -43442921.219034 + Penalty 6289.068346 = -43436632.150688 nChanged 4 SP:Iteration 39Q (8543.630000 sec): 3 clusters Score: Raw -43442921.418644 + Penalty 6289.068346 = -43436632.350298 nChanged 2 SP:Iteration 40F (8545.500000 sec): 3 clusters Score: Raw -43442921.587583 + Penalty 6289.068346 = -43436632.519237 nChanged 2 SP:Iteration 41Q (8547.150000 sec): 3 clusters Score: Raw -43442921.796576 + Penalty 6289.068346 = -43436632.728230 nChanged 1 SP:Iteration 42Q (8548.770000 sec): 3 clusters Score: Raw -43442922.010872 + Penalty 6289.068346 = -43436632.942526 nChanged 0 SP:Iteration 43F (8550.750000 sec): 3 clusters Score: Raw -43442922.010872 + Penalty 6289.068346 = -43436632.942526 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8550.940000 sec): 2 clusters Score: Raw -202679.799610 + Penalty 1815.326503 = -200864.473107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8551.170000 sec): 3 clusters Score: Raw -202253.572944 + Penalty 3630.653005 = -198622.919939 nChanged 468 SP:Iteration 1F (8551.370000 sec): 3 clusters Score: Raw -202800.531259 + Penalty 3630.653005 = -199169.878254 nChanged 150 SP:Iteration 2F (8551.600000 sec): 3 clusters Score: Raw -203082.302166 + Penalty 3630.653005 = -199451.649161 nChanged 90 SP:Iteration 3F (8551.810000 sec): 3 clusters Score: Raw -203221.788461 + Penalty 3630.653005 = -199591.135456 nChanged 76 SP:Iteration 4F (8552.030000 sec): 3 clusters Score: Raw -203334.333654 + Penalty 3630.653005 = -199703.680649 nChanged 57 SP:Iteration 5Q (8552.240000 sec): 3 clusters Score: Raw -203407.960083 + Penalty 3630.653005 = -199777.307078 nChanged 47 SP:Iteration 6Q (8552.380000 sec): 3 clusters Score: Raw -203474.234964 + Penalty 3630.653005 = -199843.581958 nChanged 39 SP:Iteration 7Q (8552.510000 sec): 3 clusters Score: Raw -203536.743007 + Penalty 3630.653005 = -199906.090002 nChanged 37 SP:Iteration 8Q (8552.640000 sec): 3 clusters Score: Raw -203619.582028 + Penalty 3630.653005 = -199988.929023 nChanged 34 SP:Iteration 9Q (8552.770000 sec): 3 clusters Score: Raw -203692.720253 + Penalty 3630.653005 = -200062.067248 nChanged 27 SP:Iteration 10Q (8552.900000 sec): 3 clusters Score: Raw -203745.208598 + Penalty 3630.653005 = -200114.555593 nChanged 24 SP:Iteration 11Q (8553.030000 sec): 3 clusters Score: Raw -203775.097559 + Penalty 3630.653005 = -200144.444554 nChanged 16 SP:Iteration 12Q (8553.160000 sec): 3 clusters Score: Raw -203792.872443 + Penalty 3630.653005 = -200162.219438 nChanged 9 SP:Iteration 13Q (8553.290000 sec): 3 clusters Score: Raw -203799.813458 + Penalty 3630.653005 = -200169.160453 nChanged 5 SP:Iteration 14Q (8553.420000 sec): 3 clusters Score: Raw -203804.393786 + Penalty 3630.653005 = -200173.740781 nChanged 5 SP:Iteration 15Q (8553.550000 sec): 3 clusters Score: Raw -203809.009290 + Penalty 3630.653005 = -200178.356285 nChanged 5 SP:Iteration 16Q (8553.680000 sec): 3 clusters Score: Raw -203816.307352 + Penalty 3630.653005 = -200185.654346 nChanged 6 SP:Iteration 17Q (8553.810000 sec): 3 clusters Score: Raw -203825.604904 + Penalty 3630.653005 = -200194.951899 nChanged 8 SP:Iteration 18Q (8553.950000 sec): 3 clusters Score: Raw -203836.582828 + Penalty 3630.653005 = -200205.929823 nChanged 8 SP:Iteration 19Q (8554.070000 sec): 3 clusters Score: Raw -203845.948942 + Penalty 3630.653005 = -200215.295937 nChanged 8 SP:Iteration 20F (8554.210000 sec): 3 clusters Score: Raw -203852.610055 + Penalty 3630.653005 = -200221.957050 nChanged 5 SP:Iteration 21Q (8554.380000 sec): 3 clusters Score: Raw -203856.472467 + Penalty 3630.653005 = -200225.819462 nChanged 4 SP:Iteration 22Q (8554.560000 sec): 3 clusters Score: Raw -203860.299238 + Penalty 3630.653005 = -200229.646233 nChanged 4 SP:Iteration 23Q (8554.750000 sec): 3 clusters Score: Raw -203864.516459 + Penalty 3630.653005 = -200233.863454 nChanged 7 SP:Iteration 24Q (8554.940000 sec): 3 clusters Score: Raw -203868.877517 + Penalty 3630.653005 = -200238.224512 nChanged 6 SP:Iteration 25Q (8555.130000 sec): 3 clusters Score: Raw -203873.605316 + Penalty 3630.653005 = -200242.952311 nChanged 4 SP:Iteration 26Q (8555.250000 sec): 3 clusters Score: Raw -203878.861250 + Penalty 3630.653005 = -200248.208245 nChanged 7 SP:Iteration 27Q (8555.360000 sec): 3 clusters Score: Raw -203887.626777 + Penalty 3630.653005 = -200256.973772 nChanged 7 SP:Iteration 28Q (8555.470000 sec): 3 clusters Score: Raw -203891.353308 + Penalty 3630.653005 = -200260.700303 nChanged 5 SP:Iteration 29Q (8555.590000 sec): 3 clusters Score: Raw -203895.578789 + Penalty 3630.653005 = -200264.925784 nChanged 4 SP:Iteration 30Q (8555.710000 sec): 3 clusters Score: Raw -203898.660167 + Penalty 3630.653005 = -200268.007162 nChanged 3 SP:Iteration 31Q (8555.840000 sec): 3 clusters Score: Raw -203900.771937 + Penalty 3630.653005 = -200270.118932 nChanged 4 SP:Iteration 32Q (8556.020000 sec): 3 clusters Score: Raw -203905.009962 + Penalty 3630.653005 = -200274.356957 nChanged 1 SP:Iteration 33Q (8556.140000 sec): 3 clusters Score: Raw -203905.949793 + Penalty 3630.653005 = -200275.296788 nChanged 2 SP:Iteration 34Q (8556.260000 sec): 3 clusters Score: Raw -203907.365655 + Penalty 3630.653005 = -200276.712650 nChanged 2 SP:Iteration 35Q (8556.380000 sec): 3 clusters Score: Raw -203909.964697 + Penalty 3630.653005 = -200279.311692 nChanged 5 SP:Iteration 36Q (8556.500000 sec): 3 clusters Score: Raw -203915.883339 + Penalty 3630.653005 = -200285.230334 nChanged 4 SP:Iteration 37Q (8556.620000 sec): 3 clusters Score: Raw -203919.126425 + Penalty 3630.653005 = -200288.473420 nChanged 3 SP:Iteration 38Q (8556.740000 sec): 3 clusters Score: Raw -203921.735008 + Penalty 3630.653005 = -200291.082003 nChanged 1 SP:Iteration 39Q (8556.890000 sec): 3 clusters Score: Raw -203922.080086 + Penalty 3630.653005 = -200291.427081 nChanged 0 SP:Iteration 40F (8557.010000 sec): 3 clusters Score: Raw -203922.080086 + Penalty 3630.653005 = -200291.427081 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8557.060000 sec): 2 clusters Score: Raw -11284.308820 + Penalty 1144.549888 = -10139.758932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8557.190000 sec): 3 clusters Score: Raw -11742.282066 + Penalty 2289.099776 = -9453.182290 nChanged 2 SP:Iteration 1Q (8557.320000 sec): 3 clusters Score: Raw -11767.442078 + Penalty 2289.099776 = -9478.342301 nChanged 0 SP:Iteration 2F (8557.450000 sec): 3 clusters Score: Raw -11767.442078 + Penalty 2289.099776 = -9478.342301 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8557.500000 sec): 2 clusters Score: Raw -20229.255522 + Penalty 1258.643106 = -18970.612416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8557.600000 sec): 3 clusters Score: Raw -20496.951449 + Penalty 2517.286212 = -17979.665237 nChanged 8 SP:Iteration 1Q (8557.730000 sec): 3 clusters Score: Raw -20533.827864 + Penalty 2517.286212 = -18016.541651 nChanged 2 SP:Iteration 2Q (8557.850000 sec): 3 clusters Score: Raw -20543.246895 + Penalty 2517.286212 = -18025.960683 nChanged 1 SP:Iteration 3Q (8557.980000 sec): 3 clusters Score: Raw -20549.357813 + Penalty 2517.286212 = -18032.071600 nChanged 0 SP:Iteration 4F (8558.110000 sec): 3 clusters Score: Raw -20549.357813 + Penalty 2517.286212 = -18032.071600 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (19671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8558.350000 sec): 2 clusters Score: Raw -2659867.823527 + Penalty 2451.951386 = -2657415.872141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8558.620000 sec): 3 clusters Score: Raw -2648655.172504 + Penalty 4903.902771 = -2643751.269732 nChanged 8502 SP:Iteration 1F (8558.890000 sec): 3 clusters Score: Raw -2653115.576413 + Penalty 4903.902771 = -2648211.673641 nChanged 1017 SP:Iteration 2F (8559.130000 sec): 3 clusters Score: Raw -2653495.827521 + Penalty 4903.902771 = -2648591.924749 nChanged 893 SP:Iteration 3Q (8559.390000 sec): 3 clusters Score: Raw -2653844.072349 + Penalty 4903.902771 = -2648940.169578 nChanged 847 SP:Iteration 4Q (8559.630000 sec): 3 clusters Score: Raw -2654224.464239 + Penalty 4903.902771 = -2649320.561468 nChanged 888 SP:Iteration 5Q (8559.960000 sec): 3 clusters Score: Raw -2654706.237213 + Penalty 4903.902771 = -2649802.334442 nChanged 1022 SP:Iteration 6F (8560.250000 sec): 3 clusters Score: Raw -2655374.197653 + Penalty 4903.902771 = -2650470.294881 nChanged 1195 SP:Iteration 7F (8560.470000 sec): 3 clusters Score: Raw -2656258.046485 + Penalty 4903.902771 = -2651354.143713 nChanged 1355 SP:Iteration 8F (8560.710000 sec): 3 clusters Score: Raw -2657458.379649 + Penalty 4903.902771 = -2652554.476878 nChanged 1355 SP:Iteration 9F (8561.020000 sec): 3 clusters Score: Raw -2658775.324942 + Penalty 4903.902771 = -2653871.422171 nChanged 1124 SP:Iteration 10F (8561.270000 sec): 3 clusters Score: Raw -2659912.489139 + Penalty 4903.902771 = -2655008.586368 nChanged 749 SP:Iteration 11Q (8561.530000 sec): 3 clusters Score: Raw -2660583.537910 + Penalty 4903.902771 = -2655679.635138 nChanged 399 SP:Iteration 12Q (8561.760000 sec): 3 clusters Score: Raw -2660833.154649 + Penalty 4903.902771 = -2655929.251877 nChanged 233 SP:Iteration 13Q (8562.020000 sec): 3 clusters Score: Raw -2660921.808406 + Penalty 4903.902771 = -2656017.905635 nChanged 143 SP:Iteration 14Q (8562.300000 sec): 3 clusters Score: Raw -2660959.725577 + Penalty 4903.902771 = -2656055.822806 nChanged 97 SP:Iteration 15Q (8562.550000 sec): 3 clusters Score: Raw -2660983.040187 + Penalty 4903.902771 = -2656079.137416 nChanged 76 SP:Iteration 16Q (8562.780000 sec): 3 clusters Score: Raw -2660998.095080 + Penalty 4903.902771 = -2656094.192309 nChanged 57 SP:Iteration 17Q (8563.070000 sec): 3 clusters Score: Raw -2661007.184206 + Penalty 4903.902771 = -2656103.281434 nChanged 44 SP:Iteration 18Q (8563.340000 sec): 3 clusters Score: Raw -2661013.604348 + Penalty 4903.902771 = -2656109.701576 nChanged 39 SP:Iteration 19Q (8563.560000 sec): 3 clusters Score: Raw -2661020.080372 + Penalty 4903.902771 = -2656116.177600 nChanged 35 SP:Iteration 20F (8563.840000 sec): 3 clusters Score: Raw -2661025.409868 + Penalty 4903.902771 = -2656121.507096 nChanged 26 SP:Iteration 21Q (8564.140000 sec): 3 clusters Score: Raw -2661028.981201 + Penalty 4903.902771 = -2656125.078430 nChanged 28 SP:Iteration 22Q (8564.370000 sec): 3 clusters Score: Raw -2661033.403465 + Penalty 4903.902771 = -2656129.500693 nChanged 28 SP:Iteration 23Q (8564.670000 sec): 3 clusters Score: Raw -2661037.453014 + Penalty 4903.902771 = -2656133.550243 nChanged 29 SP:Iteration 24Q (8564.900000 sec): 3 clusters Score: Raw -2661041.403509 + Penalty 4903.902771 = -2656137.500737 nChanged 23 SP:Iteration 25Q (8565.190000 sec): 3 clusters Score: Raw -2661045.547103 + Penalty 4903.902771 = -2656141.644332 nChanged 23 SP:Iteration 26Q (8565.410000 sec): 3 clusters Score: Raw -2661048.991235 + Penalty 4903.902771 = -2656145.088464 nChanged 22 SP:Iteration 27Q (8565.640000 sec): 3 clusters Score: Raw -2661052.113503 + Penalty 4903.902771 = -2656148.210731 nChanged 13 SP:Iteration 28Q (8565.950000 sec): 3 clusters Score: Raw -2661054.082054 + Penalty 4903.902771 = -2656150.179283 nChanged 17 SP:Iteration 29Q (8566.230000 sec): 3 clusters Score: Raw -2661056.481912 + Penalty 4903.902771 = -2656152.579141 nChanged 19 SP:Iteration 30Q (8566.530000 sec): 3 clusters Score: Raw -2661058.750387 + Penalty 4903.902771 = -2656154.847615 nChanged 17 SP:Iteration 31Q (8566.770000 sec): 3 clusters Score: Raw -2661060.499228 + Penalty 4903.902771 = -2656156.596456 nChanged 11 SP:Iteration 32Q (8567.030000 sec): 3 clusters Score: Raw -2661061.879594 + Penalty 4903.902771 = -2656157.976822 nChanged 10 SP:Iteration 33Q (8567.380000 sec): 3 clusters Score: Raw -2661062.845245 + Penalty 4903.902771 = -2656158.942474 nChanged 9 SP:Iteration 34Q (8567.680000 sec): 3 clusters Score: Raw -2661063.884481 + Penalty 4903.902771 = -2656159.981710 nChanged 8 SP:Iteration 35Q (8567.900000 sec): 3 clusters Score: Raw -2661064.848840 + Penalty 4903.902771 = -2656160.946068 nChanged 12 SP:Iteration 36Q (8568.140000 sec): 3 clusters Score: Raw -2661066.141961 + Penalty 4903.902771 = -2656162.239189 nChanged 11 SP:Iteration 37Q (8568.430000 sec): 3 clusters Score: Raw -2661067.581990 + Penalty 4903.902771 = -2656163.679218 nChanged 10 SP:Iteration 38Q (8568.680000 sec): 3 clusters Score: Raw -2661068.753735 + Penalty 4903.902771 = -2656164.850963 nChanged 10 SP:Iteration 39Q (8569.020000 sec): 3 clusters Score: Raw -2661069.740564 + Penalty 4903.902771 = -2656165.837793 nChanged 5 SP:Iteration 40F (8569.290000 sec): 3 clusters Score: Raw -2661070.165898 + Penalty 4903.902771 = -2656166.263127 nChanged 2 SP:Iteration 41Q (8569.490000 sec): 3 clusters Score: Raw -2661070.235414 + Penalty 4903.902771 = -2656166.332642 nChanged 1 SP:Iteration 42Q (8569.780000 sec): 3 clusters Score: Raw -2661070.325590 + Penalty 4903.902771 = -2656166.422818 nChanged 0 SP:Iteration 43F (8570.090000 sec): 3 clusters Score: Raw -2661070.325590 + Penalty 4903.902771 = -2656166.422818 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8570.170000 sec): 2 clusters Score: Raw -94967.455115 + Penalty 1643.754261 = -93323.700854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8570.300000 sec): 3 clusters Score: Raw -94963.208789 + Penalty 3287.508523 = -91675.700266 nChanged 196 SP:Iteration 1F (8570.420000 sec): 3 clusters Score: Raw -95922.439169 + Penalty 3287.508523 = -92634.930646 nChanged 135 SP:Iteration 2F (8570.540000 sec): 3 clusters Score: Raw -96697.539584 + Penalty 3287.508523 = -93410.031062 nChanged 88 SP:Iteration 3F (8570.670000 sec): 3 clusters Score: Raw -97102.958390 + Penalty 3287.508523 = -93815.449867 nChanged 30 SP:Iteration 4Q (8570.800000 sec): 3 clusters Score: Raw -97281.289168 + Penalty 3287.508523 = -93993.780646 nChanged 9 SP:Iteration 5Q (8570.920000 sec): 3 clusters Score: Raw -97361.681999 + Penalty 3287.508523 = -94074.173476 nChanged 4 SP:Iteration 6Q (8571.090000 sec): 3 clusters Score: Raw -97374.386326 + Penalty 3287.508523 = -94086.877804 nChanged 3 SP:Iteration 7Q (8571.240000 sec): 3 clusters Score: Raw -97381.591705 + Penalty 3287.508523 = -94094.083182 nChanged 2 SP:Iteration 8Q (8571.350000 sec): 3 clusters Score: Raw -97398.316142 + Penalty 3287.508523 = -94110.807620 nChanged 1 SP:Iteration 9Q (8571.520000 sec): 3 clusters Score: Raw -97409.217637 + Penalty 3287.508523 = -94121.709114 nChanged 1 SP:Iteration 10Q (8571.680000 sec): 3 clusters Score: Raw -97412.143581 + Penalty 3287.508523 = -94124.635058 nChanged 1 SP:Iteration 11Q (8571.840000 sec): 3 clusters Score: Raw -97415.664440 + Penalty 3287.508523 = -94128.155918 nChanged 0 SP:Iteration 12F (8571.960000 sec): 3 clusters Score: Raw -97415.664440 + Penalty 3287.508523 = -94128.155918 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (24460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8572.220000 sec): 2 clusters Score: Raw -3441232.200927 + Penalty 2505.989013 = -3438726.211913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8572.530000 sec): 3 clusters Score: Raw -3426826.451318 + Penalty 5011.978027 = -3421814.473291 nChanged 10821 SP:Iteration 1F (8572.920000 sec): 3 clusters Score: Raw -3432715.226055 + Penalty 5011.978027 = -3427703.248028 nChanged 1436 SP:Iteration 2F (8573.230000 sec): 3 clusters Score: Raw -3433390.287902 + Penalty 5011.978027 = -3428378.309875 nChanged 1482 SP:Iteration 3F (8573.500000 sec): 3 clusters Score: Raw -3434137.395423 + Penalty 5011.978027 = -3429125.417396 nChanged 1524 SP:Iteration 4F (8573.820000 sec): 3 clusters Score: Raw -3434963.598451 + Penalty 5011.978027 = -3429951.620424 nChanged 1489 SP:Iteration 5F (8574.120000 sec): 3 clusters Score: Raw -3435796.273144 + Penalty 5011.978027 = -3430784.295117 nChanged 1404 SP:Iteration 6F (8574.440000 sec): 3 clusters Score: Raw -3436627.838447 + Penalty 5011.978027 = -3431615.860420 nChanged 1309 SP:Iteration 7F (8574.740000 sec): 3 clusters Score: Raw -3437412.604276 + Penalty 5011.978027 = -3432400.626249 nChanged 1150 SP:Iteration 8Q (8575.070000 sec): 3 clusters Score: Raw -3438164.839222 + Penalty 5011.978027 = -3433152.861195 nChanged 1130 SP:Iteration 9Q (8575.410000 sec): 3 clusters Score: Raw -3438984.563593 + Penalty 5011.978027 = -3433972.585566 nChanged 1027 SP:Iteration 10Q (8575.740000 sec): 3 clusters Score: Raw -3439726.743874 + Penalty 5011.978027 = -3434714.765847 nChanged 807 SP:Iteration 11Q (8576.140000 sec): 3 clusters Score: Raw -3440315.802011 + Penalty 5011.978027 = -3435303.823984 nChanged 639 SP:Iteration 12Q (8576.480000 sec): 3 clusters Score: Raw -3440780.149228 + Penalty 5011.978027 = -3435768.171201 nChanged 476 SP:Iteration 13Q (8576.840000 sec): 3 clusters Score: Raw -3441150.206067 + Penalty 5011.978027 = -3436138.228040 nChanged 376 SP:Iteration 14Q (8577.180000 sec): 3 clusters Score: Raw -3441425.099503 + Penalty 5011.978027 = -3436413.121476 nChanged 242 SP:Iteration 15Q (8577.490000 sec): 3 clusters Score: Raw -3441572.803475 + Penalty 5011.978027 = -3436560.825448 nChanged 158 SP:Iteration 16Q (8577.780000 sec): 3 clusters Score: Raw -3441660.637588 + Penalty 5011.978027 = -3436648.659561 nChanged 118 SP:Iteration 17Q (8578.080000 sec): 3 clusters Score: Raw -3441729.869244 + Penalty 5011.978027 = -3436717.891217 nChanged 85 SP:Iteration 18Q (8578.400000 sec): 3 clusters Score: Raw -3441773.602109 + Penalty 5011.978027 = -3436761.624082 nChanged 61 SP:Iteration 19Q (8578.700000 sec): 3 clusters Score: Raw -3441801.661204 + Penalty 5011.978027 = -3436789.683177 nChanged 44 SP:Iteration 20F (8579.010000 sec): 3 clusters Score: Raw -3441820.969561 + Penalty 5011.978027 = -3436808.991534 nChanged 30 SP:Iteration 21Q (8579.300000 sec): 3 clusters Score: Raw -3441835.806897 + Penalty 5011.978027 = -3436823.828870 nChanged 29 SP:Iteration 22Q (8579.580000 sec): 3 clusters Score: Raw -3441849.155201 + Penalty 5011.978027 = -3436837.177174 nChanged 27 SP:Iteration 23Q (8579.910000 sec): 3 clusters Score: Raw -3441861.976503 + Penalty 5011.978027 = -3436849.998476 nChanged 22 SP:Iteration 24Q (8580.300000 sec): 3 clusters Score: Raw -3441870.879768 + Penalty 5011.978027 = -3436858.901741 nChanged 20 SP:Iteration 25Q (8580.690000 sec): 3 clusters Score: Raw -3441880.403022 + Penalty 5011.978027 = -3436868.424995 nChanged 20 SP:Iteration 26Q (8581.010000 sec): 3 clusters Score: Raw -3441887.480075 + Penalty 5011.978027 = -3436875.502048 nChanged 12 SP:Iteration 27Q (8581.400000 sec): 3 clusters Score: Raw -3441892.489460 + Penalty 5011.978027 = -3436880.511433 nChanged 10 SP:Iteration 28Q (8581.700000 sec): 3 clusters Score: Raw -3441896.128921 + Penalty 5011.978027 = -3436884.150894 nChanged 8 SP:Iteration 29Q (8581.980000 sec): 3 clusters Score: Raw -3441898.875298 + Penalty 5011.978027 = -3436886.897271 nChanged 9 SP:Iteration 30Q (8582.350000 sec): 3 clusters Score: Raw -3441901.951781 + Penalty 5011.978027 = -3436889.973754 nChanged 6 SP:Iteration 31Q (8582.640000 sec): 3 clusters Score: Raw -3441905.391699 + Penalty 5011.978027 = -3436893.413672 nChanged 5 SP:Iteration 32Q (8582.980000 sec): 3 clusters Score: Raw -3441907.182232 + Penalty 5011.978027 = -3436895.204205 nChanged 5 SP:Iteration 33Q (8583.270000 sec): 3 clusters Score: Raw -3441908.394740 + Penalty 5011.978027 = -3436896.416713 nChanged 2 SP:Iteration 34Q (8583.590000 sec): 3 clusters Score: Raw -3441908.970773 + Penalty 5011.978027 = -3436896.992746 nChanged 2 SP:Iteration 35Q (8583.840000 sec): 3 clusters Score: Raw -3441909.329305 + Penalty 5011.978027 = -3436897.351278 nChanged 2 SP:Iteration 36Q (8584.110000 sec): 3 clusters Score: Raw -3441909.926749 + Penalty 5011.978027 = -3436897.948722 nChanged 2 SP:Iteration 37Q (8584.430000 sec): 3 clusters Score: Raw -3441910.327705 + Penalty 5011.978027 = -3436898.349678 nChanged 0 SP:Iteration 38F (8584.740000 sec): 3 clusters Score: Raw -3441910.327705 + Penalty 5011.978027 = -3436898.349678 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8584.870000 sec): 2 clusters Score: Raw -72429.422546 + Penalty 1573.282348 = -70856.140199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8585.020000 sec): 3 clusters Score: Raw -72527.331796 + Penalty 3146.564695 = -69380.767100 nChanged 116 SP:Iteration 1F (8585.220000 sec): 3 clusters Score: Raw -72813.463503 + Penalty 3146.564695 = -69666.898807 nChanged 52 SP:Iteration 2F (8585.390000 sec): 3 clusters Score: Raw -72968.149090 + Penalty 3146.564695 = -69821.584395 nChanged 35 SP:Iteration 3F (8585.530000 sec): 3 clusters Score: Raw -73179.020513 + Penalty 3146.564695 = -70032.455817 nChanged 32 SP:Iteration 4F (8585.750000 sec): 3 clusters Score: Raw -73512.909385 + Penalty 3146.564695 = -70366.344690 nChanged 30 SP:Iteration 5F (8585.910000 sec): 3 clusters Score: Raw -73611.678450 + Penalty 3146.564695 = -70465.113755 nChanged 16 SP:Iteration 6Q (8586.090000 sec): 3 clusters Score: Raw -73799.626204 + Penalty 3146.564695 = -70653.061508 nChanged 12 SP:Iteration 7Q (8586.340000 sec): 3 clusters Score: Raw -73845.873443 + Penalty 3146.564695 = -70699.308748 nChanged 6 SP:Iteration 8Q (8586.560000 sec): 3 clusters Score: Raw -73868.041422 + Penalty 3146.564695 = -70721.476726 nChanged 2 SP:Iteration 9Q (8586.760000 sec): 3 clusters Score: Raw -73876.628045 + Penalty 3146.564695 = -70730.063350 nChanged 0 SP:Iteration 10F (8586.970000 sec): 3 clusters Score: Raw -73876.628045 + Penalty 3146.564695 = -70730.063350 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (21328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8587.160000 sec): 2 clusters Score: Raw -2871597.615418 + Penalty 2472.008459 = -2869125.606960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8587.490000 sec): 3 clusters Score: Raw -2859024.295193 + Penalty 4944.016917 = -2854080.278276 nChanged 9494 SP:Iteration 1F (8587.870000 sec): 3 clusters Score: Raw -2864159.766343 + Penalty 4944.016917 = -2859215.749426 nChanged 1185 SP:Iteration 2F (8588.190000 sec): 3 clusters Score: Raw -2864634.048107 + Penalty 4944.016917 = -2859690.031190 nChanged 1100 SP:Iteration 3F (8588.560000 sec): 3 clusters Score: Raw -2865125.407738 + Penalty 4944.016917 = -2860181.390821 nChanged 1134 SP:Iteration 4F (8588.840000 sec): 3 clusters Score: Raw -2865699.500827 + Penalty 4944.016917 = -2860755.483910 nChanged 1239 SP:Iteration 5F (8589.190000 sec): 3 clusters Score: Raw -2866453.573001 + Penalty 4944.016917 = -2861509.556084 nChanged 1379 SP:Iteration 6F (8589.550000 sec): 3 clusters Score: Raw -2867476.216416 + Penalty 4944.016917 = -2862532.199499 nChanged 1453 SP:Iteration 7F (8589.930000 sec): 3 clusters Score: Raw -2868774.994471 + Penalty 4944.016917 = -2863830.977554 nChanged 1350 SP:Iteration 8F (8590.270000 sec): 3 clusters Score: Raw -2870107.076321 + Penalty 4944.016917 = -2865163.059404 nChanged 931 SP:Iteration 9Q (8590.540000 sec): 3 clusters Score: Raw -2871003.547441 + Penalty 4944.016917 = -2866059.530524 nChanged 479 SP:Iteration 10Q (8590.850000 sec): 3 clusters Score: Raw -2871434.462076 + Penalty 4944.016917 = -2866490.445158 nChanged 238 SP:Iteration 11Q (8591.150000 sec): 3 clusters Score: Raw -2871668.220355 + Penalty 4944.016917 = -2866724.203438 nChanged 110 SP:Iteration 12Q (8591.460000 sec): 3 clusters Score: Raw -2871781.273670 + Penalty 4944.016917 = -2866837.256753 nChanged 57 SP:Iteration 13Q (8591.730000 sec): 3 clusters Score: Raw -2871844.110379 + Penalty 4944.016917 = -2866900.093462 nChanged 41 SP:Iteration 14Q (8592.020000 sec): 3 clusters Score: Raw -2871892.919241 + Penalty 4944.016917 = -2866948.902324 nChanged 23 SP:Iteration 15Q (8592.350000 sec): 3 clusters Score: Raw -2871922.573771 + Penalty 4944.016917 = -2866978.556854 nChanged 15 SP:Iteration 16Q (8592.700000 sec): 3 clusters Score: Raw -2871936.552651 + Penalty 4944.016917 = -2866992.535734 nChanged 10 SP:Iteration 17Q (8592.990000 sec): 3 clusters Score: Raw -2871946.043159 + Penalty 4944.016917 = -2867002.026242 nChanged 5 SP:Iteration 18Q (8593.260000 sec): 3 clusters Score: Raw -2871949.706358 + Penalty 4944.016917 = -2867005.689441 nChanged 2 SP:Iteration 19Q (8593.520000 sec): 3 clusters Score: Raw -2871951.236548 + Penalty 4944.016917 = -2867007.219631 nChanged 0 SP:Iteration 20F (8593.870000 sec): 3 clusters Score: Raw -2871951.236548 + Penalty 4944.016917 = -2867007.219631 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (6821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8594.010000 sec): 2 clusters Score: Raw -926758.214424 + Penalty 2189.284819 = -924568.929604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8594.250000 sec): 3 clusters Score: Raw -923271.128169 + Penalty 4378.569638 = -918892.558531 nChanged 2670 SP:Iteration 1F (8594.480000 sec): 3 clusters Score: Raw -924738.893233 + Penalty 4378.569638 = -920360.323595 nChanged 482 SP:Iteration 2F (8594.680000 sec): 3 clusters Score: Raw -924985.059504 + Penalty 4378.569638 = -920606.489865 nChanged 340 SP:Iteration 3Q (8594.880000 sec): 3 clusters Score: Raw -925147.047940 + Penalty 4378.569638 = -920768.478301 nChanged 261 SP:Iteration 4Q (8595.100000 sec): 3 clusters Score: Raw -925263.175258 + Penalty 4378.569638 = -920884.605620 nChanged 224 SP:Iteration 5Q (8595.300000 sec): 3 clusters Score: Raw -925360.803759 + Penalty 4378.569638 = -920982.234120 nChanged 197 SP:Iteration 6Q (8595.550000 sec): 3 clusters Score: Raw -925438.797900 + Penalty 4378.569638 = -921060.228262 nChanged 183 SP:Iteration 7Q (8595.750000 sec): 3 clusters Score: Raw -925523.592305 + Penalty 4378.569638 = -921145.022666 nChanged 204 SP:Iteration 8Q (8595.970000 sec): 3 clusters Score: Raw -925624.781165 + Penalty 4378.569638 = -921246.211526 nChanged 207 SP:Iteration 9Q (8596.170000 sec): 3 clusters Score: Raw -925733.823154 + Penalty 4378.569638 = -921355.253516 nChanged 218 SP:Iteration 10Q (8596.360000 sec): 3 clusters Score: Raw -925865.078030 + Penalty 4378.569638 = -921486.508392 nChanged 236 SP:Iteration 11Q (8596.600000 sec): 3 clusters Score: Raw -926014.901748 + Penalty 4378.569638 = -921636.332110 nChanged 237 SP:Iteration 12Q (8596.860000 sec): 3 clusters Score: Raw -926167.714979 + Penalty 4378.569638 = -921789.145340 nChanged 203 SP:Iteration 13Q (8597.080000 sec): 3 clusters Score: Raw -926313.751371 + Penalty 4378.569638 = -921935.181732 nChanged 176 SP:Iteration 14Q (8597.350000 sec): 3 clusters Score: Raw -926449.846193 + Penalty 4378.569638 = -922071.276555 nChanged 154 SP:Iteration 15Q (8597.600000 sec): 3 clusters Score: Raw -926577.391554 + Penalty 4378.569638 = -922198.821916 nChanged 133 SP:Iteration 16Q (8597.860000 sec): 3 clusters Score: Raw -926687.210421 + Penalty 4378.569638 = -922308.640783 nChanged 107 SP:Iteration 17Q (8598.070000 sec): 3 clusters Score: Raw -926787.237588 + Penalty 4378.569638 = -922408.667950 nChanged 98 SP:Iteration 18Q (8598.350000 sec): 3 clusters Score: Raw -926880.917171 + Penalty 4378.569638 = -922502.347532 nChanged 103 SP:Iteration 19Q (8598.560000 sec): 3 clusters Score: Raw -926983.802100 + Penalty 4378.569638 = -922605.232462 nChanged 86 SP:Iteration 20F (8598.800000 sec): 3 clusters Score: Raw -927060.799338 + Penalty 4378.569638 = -922682.229699 nChanged 59 SP:Iteration 21Q (8599.090000 sec): 3 clusters Score: Raw -927109.473834 + Penalty 4378.569638 = -922730.904196 nChanged 44 SP:Iteration 22Q (8599.320000 sec): 3 clusters Score: Raw -927139.196414 + Penalty 4378.569638 = -922760.626775 nChanged 37 SP:Iteration 23Q (8599.550000 sec): 3 clusters Score: Raw -927168.022387 + Penalty 4378.569638 = -922789.452749 nChanged 31 SP:Iteration 24Q (8599.740000 sec): 3 clusters Score: Raw -927188.389761 + Penalty 4378.569638 = -922809.820122 nChanged 24 SP:Iteration 25Q (8599.990000 sec): 3 clusters Score: Raw -927202.449795 + Penalty 4378.569638 = -922823.880157 nChanged 15 SP:Iteration 26Q (8600.200000 sec): 3 clusters Score: Raw -927208.393282 + Penalty 4378.569638 = -922829.823643 nChanged 7 SP:Iteration 27Q (8600.430000 sec): 3 clusters Score: Raw -927212.102997 + Penalty 4378.569638 = -922833.533359 nChanged 7 SP:Iteration 28Q (8600.660000 sec): 3 clusters Score: Raw -927214.102822 + Penalty 4378.569638 = -922835.533184 nChanged 3 SP:Iteration 29Q (8600.840000 sec): 3 clusters Score: Raw -927214.963102 + Penalty 4378.569638 = -922836.393464 nChanged 3 SP:Iteration 30Q (8600.990000 sec): 3 clusters Score: Raw -927216.174291 + Penalty 4378.569638 = -922837.604652 nChanged 4 SP:Iteration 31Q (8601.260000 sec): 3 clusters Score: Raw -927219.246331 + Penalty 4378.569638 = -922840.676692 nChanged 3 SP:Iteration 32Q (8601.450000 sec): 3 clusters Score: Raw -927220.620820 + Penalty 4378.569638 = -922842.051181 nChanged 2 SP:Iteration 33Q (8601.670000 sec): 3 clusters Score: Raw -927221.402083 + Penalty 4378.569638 = -922842.832444 nChanged 1 SP:Iteration 34Q (8601.930000 sec): 3 clusters Score: Raw -927221.545019 + Penalty 4378.569638 = -922842.975380 nChanged 0 SP:Iteration 35F (8602.150000 sec): 3 clusters Score: Raw -927221.545019 + Penalty 4378.569638 = -922842.975380 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8602.260000 sec): 2 clusters Score: Raw -32007.875768 + Penalty 1374.233359 = -30633.642409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8602.480000 sec): 3 clusters Score: Raw -32188.542295 + Penalty 2748.466718 = -29440.075577 nChanged 20 SP:Iteration 1F (8602.690000 sec): 3 clusters Score: Raw -32269.359132 + Penalty 2748.466718 = -29520.892413 nChanged 10 SP:Iteration 2Q (8602.820000 sec): 3 clusters Score: Raw -32298.707118 + Penalty 2748.466718 = -29550.240400 nChanged 3 SP:Iteration 3Q (8603.020000 sec): 3 clusters Score: Raw -32306.825342 + Penalty 2748.466718 = -29558.358624 nChanged 1 SP:Iteration 4Q (8603.190000 sec): 3 clusters Score: Raw -32309.656860 + Penalty 2748.466718 = -29561.190141 nChanged 2 SP:Iteration 5Q (8603.410000 sec): 3 clusters Score: Raw -32314.279802 + Penalty 2748.466718 = -29565.813083 nChanged 2 SP:Iteration 6Q (8603.560000 sec): 3 clusters Score: Raw -32322.128949 + Penalty 2748.466718 = -29573.662231 nChanged 3 SP:Iteration 7Q (8603.800000 sec): 3 clusters Score: Raw -32337.082046 + Penalty 2748.466718 = -29588.615327 nChanged 2 SP:Iteration 8Q (8603.960000 sec): 3 clusters Score: Raw -32347.409350 + Penalty 2748.466718 = -29598.942631 nChanged 0 SP:Iteration 9F (8604.140000 sec): 3 clusters Score: Raw -32347.409350 + Penalty 2748.466718 = -29598.942631 nChanged 0 Iteration 59Q (8623.620000 sec): 23 clusters Score: Raw -59200012.735834 + Penalty 70932.334433 = -59129080.401401 nChanged 740 Iteration 60F (8646.100000 sec): 23 clusters Score: Raw -59204163.794191 + Penalty 70932.334433 = -59133231.459757 nChanged 1116 Iteration 61Q (8658.140000 sec): 23 clusters Score: Raw -59206210.111300 + Penalty 70932.334433 = -59135277.776867 nChanged 769 Iteration 62Q (8669.670000 sec): 23 clusters Score: Raw -59206433.142332 + Penalty 70932.334433 = -59135500.807899 nChanged 665 Iteration 63Q (8681.220000 sec): 23 clusters Score: Raw -59206590.041346 + Penalty 70932.334433 = -59135657.706913 nChanged 624 Iteration 64Q (8692.900000 sec): 23 clusters Score: Raw -59206640.985189 + Penalty 70932.334433 = -59135708.650755 nChanged 597 Iteration 65Q (8704.400000 sec): 23 clusters Score: Raw -59206680.775687 + Penalty 70932.334433 = -59135748.441254 nChanged 543 Iteration 66Q (8715.690000 sec): 23 clusters Score: Raw -59206713.219048 + Penalty 70932.334433 = -59135780.884614 nChanged 513 Iteration 67Q (8728.110000 sec): 23 clusters Score: Raw -59206744.256895 + Penalty 70932.334433 = -59135811.922462 nChanged 526 Iteration 68Q (8740.360000 sec): 23 clusters Score: Raw -59206775.016772 + Penalty 70932.334433 = -59135842.682339 nChanged 534 Iteration 69Q (8752.590000 sec): 23 clusters Score: Raw -59206802.374375 + Penalty 70932.334433 = -59135870.039942 nChanged 502 Iteration 70Q (8764.540000 sec): 23 clusters Score: Raw -59206828.169791 + Penalty 70932.334433 = -59135895.835358 nChanged 482 Iteration 71Q (8776.140000 sec): 23 clusters Score: Raw -59206851.866153 + Penalty 70932.334433 = -59135919.531720 nChanged 465 Iteration 72Q (8788.680000 sec): 23 clusters Score: Raw -59206874.648868 + Penalty 70932.334433 = -59135942.314435 nChanged 453 Iteration 73Q (8800.080000 sec): 23 clusters Score: Raw -59206898.933235 + Penalty 70932.334433 = -59135966.598802 nChanged 454 Iteration 74Q (8810.650000 sec): 23 clusters Score: Raw -59206922.782324 + Penalty 70932.334433 = -59135990.447891 nChanged 458 Iteration 75Q (8821.190000 sec): 23 clusters Score: Raw -59206945.279231 + Penalty 70932.334433 = -59136012.944798 nChanged 432 Iteration 76Q (8831.520000 sec): 23 clusters Score: Raw -59206969.081240 + Penalty 70932.334433 = -59136036.746807 nChanged 418 Iteration 77Q (8841.950000 sec): 23 clusters Score: Raw -59206990.540519 + Penalty 70932.334433 = -59136058.206086 nChanged 420 Iteration 78Q (8852.690000 sec): 23 clusters Score: Raw -59207012.850558 + Penalty 70932.334433 = -59136080.516125 nChanged 397 Iteration 79Q (8864.860000 sec): 23 clusters Score: Raw -59207034.054364 + Penalty 70932.334433 = -59136101.719930 nChanged 385 Iteration 80F (8888.230000 sec): 23 clusters Score: Raw -59207965.848109 + Penalty 70932.334433 = -59137033.513676 nChanged 407 Iteration 81Q (8903.310000 sec): 23 clusters Score: Raw -59209326.837127 + Penalty 70932.334433 = -59138394.502694 nChanged 424 Iteration 82Q (8917.440000 sec): 23 clusters Score: Raw -59209632.904560 + Penalty 70932.334433 = -59138700.570127 nChanged 425 Iteration 83Q (8930.840000 sec): 23 clusters Score: Raw -59209719.771298 + Penalty 70932.334433 = -59138787.436865 nChanged 397 Iteration 84Q (8944.280000 sec): 23 clusters Score: Raw -59209794.276040 + Penalty 70932.334433 = -59138861.941607 nChanged 400 Iteration 85Q (8957.160000 sec): 23 clusters Score: Raw -59209946.468183 + Penalty 70932.334433 = -59139014.133750 nChanged 368 Iteration 86Q (8971.120000 sec): 23 clusters Score: Raw -59210170.677351 + Penalty 70932.334433 = -59139238.342918 nChanged 385 Iteration 87Q (8983.870000 sec): 23 clusters Score: Raw -59210212.003367 + Penalty 70932.334433 = -59139279.668934 nChanged 384 Iteration 88Q (8995.950000 sec): 23 clusters Score: Raw -59210248.267704 + Penalty 70932.334433 = -59139315.933271 nChanged 407 Iteration 89Q (9009.580000 sec): 23 clusters Score: Raw -59210285.445550 + Penalty 70932.334433 = -59139353.111117 nChanged 419 Iteration 90Q (9020.690000 sec): 23 clusters Score: Raw -59210322.234841 + Penalty 70932.334433 = -59139389.900408 nChanged 424 Iteration 91Q (9031.940000 sec): 23 clusters Score: Raw -59210362.220928 + Penalty 70932.334433 = -59139429.886495 nChanged 392 Iteration 92Q (9043.170000 sec): 23 clusters Score: Raw -59210388.859053 + Penalty 70932.334433 = -59139456.524620 nChanged 413 Iteration 93Q (9055.240000 sec): 23 clusters Score: Raw -59210412.369838 + Penalty 70932.334433 = -59139480.035405 nChanged 393 Iteration 94Q (9066.100000 sec): 23 clusters Score: Raw -59210436.206264 + Penalty 70932.334433 = -59139503.871831 nChanged 366 Iteration 95Q (9078.060000 sec): 23 clusters Score: Raw -59210455.417173 + Penalty 70932.334433 = -59139523.082740 nChanged 374 Iteration 96Q (9090.050000 sec): 23 clusters Score: Raw -59210476.603512 + Penalty 70932.334433 = -59139544.269078 nChanged 362 Iteration 97Q (9101.680000 sec): 23 clusters Score: Raw -59210492.689377 + Penalty 70932.334433 = -59139560.354944 nChanged 393 Iteration 98Q (9113.660000 sec): 23 clusters Score: Raw -59210509.501160 + Penalty 70932.334433 = -59139577.166727 nChanged 406 Writing temp clu file Because OldScore, -59139560.354944, is greater than current (better) Score,-59139577.166727 Compute initial score before splitting: Score: Raw -59210509.501160 + Penalty 70932.334433 = -59139577.166727 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (33662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9114.040000 sec): 2 clusters Score: Raw -4613279.557984 + Penalty 2585.182971 = -4610694.375013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9114.430000 sec): 3 clusters Score: Raw -4592801.998201 + Penalty 5170.365942 = -4587631.632259 nChanged 15396 SP:Iteration 1F (9114.820000 sec): 3 clusters Score: Raw -4601233.527053 + Penalty 5170.365942 = -4596063.161111 nChanged 1635 SP:Iteration 2Q (9115.170000 sec): 3 clusters Score: Raw -4601761.503996 + Penalty 5170.365942 = -4596591.138054 nChanged 1549 SP:Iteration 3Q (9115.570000 sec): 3 clusters Score: Raw -4602325.424019 + Penalty 5170.365942 = -4597155.058077 nChanged 1594 SP:Iteration 4Q (9115.930000 sec): 3 clusters Score: Raw -4603041.253483 + Penalty 5170.365942 = -4597870.887540 nChanged 1921 SP:Iteration 5F (9116.270000 sec): 3 clusters Score: Raw -4604141.876375 + Penalty 5170.365942 = -4598971.510433 nChanged 2268 SP:Iteration 6F (9116.670000 sec): 3 clusters Score: Raw -4605747.522065 + Penalty 5170.365942 = -4600577.156123 nChanged 2406 SP:Iteration 7F (9117.020000 sec): 3 clusters Score: Raw -4607735.255107 + Penalty 5170.365942 = -4602564.889165 nChanged 2283 SP:Iteration 8F (9117.370000 sec): 3 clusters Score: Raw -4609782.218090 + Penalty 5170.365942 = -4604611.852147 nChanged 1730 SP:Iteration 9F (9117.780000 sec): 3 clusters Score: Raw -4611312.872709 + Penalty 5170.365942 = -4606142.506767 nChanged 1174 SP:Iteration 10Q (9118.170000 sec): 3 clusters Score: Raw -4612294.228054 + Penalty 5170.365942 = -4607123.862112 nChanged 724 SP:Iteration 11Q (9118.530000 sec): 3 clusters Score: Raw -4612847.514722 + Penalty 5170.365942 = -4607677.148780 nChanged 437 SP:Iteration 12Q (9118.870000 sec): 3 clusters Score: Raw -4613164.772018 + Penalty 5170.365942 = -4607994.406075 nChanged 277 SP:Iteration 13Q (9119.250000 sec): 3 clusters Score: Raw -4613344.069376 + Penalty 5170.365942 = -4608173.703434 nChanged 171 SP:Iteration 14Q (9119.620000 sec): 3 clusters Score: Raw -4613434.026814 + Penalty 5170.365942 = -4608263.660872 nChanged 108 SP:Iteration 15Q (9120.010000 sec): 3 clusters Score: Raw -4613485.452175 + Penalty 5170.365942 = -4608315.086232 nChanged 72 SP:Iteration 16Q (9120.370000 sec): 3 clusters Score: Raw -4613524.165238 + Penalty 5170.365942 = -4608353.799296 nChanged 45 SP:Iteration 17Q (9120.780000 sec): 3 clusters Score: Raw -4613552.154279 + Penalty 5170.365942 = -4608381.788337 nChanged 44 SP:Iteration 18Q (9121.090000 sec): 3 clusters Score: Raw -4613581.446345 + Penalty 5170.365942 = -4608411.080403 nChanged 33 SP:Iteration 19Q (9121.480000 sec): 3 clusters Score: Raw -4613600.968178 + Penalty 5170.365942 = -4608430.602236 nChanged 33 SP:Iteration 20F (9121.810000 sec): 3 clusters Score: Raw -4613619.505166 + Penalty 5170.365942 = -4608449.139224 nChanged 26 SP:Iteration 21Q (9122.160000 sec): 3 clusters Score: Raw -4613632.465102 + Penalty 5170.365942 = -4608462.099160 nChanged 27 SP:Iteration 22Q (9122.490000 sec): 3 clusters Score: Raw -4613645.775205 + Penalty 5170.365942 = -4608475.409263 nChanged 20 SP:Iteration 23Q (9122.880000 sec): 3 clusters Score: Raw -4613658.212623 + Penalty 5170.365942 = -4608487.846681 nChanged 12 SP:Iteration 24Q (9123.230000 sec): 3 clusters Score: Raw -4613664.966229 + Penalty 5170.365942 = -4608494.600287 nChanged 11 SP:Iteration 25Q (9123.600000 sec): 3 clusters Score: Raw -4613670.466853 + Penalty 5170.365942 = -4608500.100910 nChanged 14 SP:Iteration 26Q (9124.020000 sec): 3 clusters Score: Raw -4613680.946061 + Penalty 5170.365942 = -4608510.580118 nChanged 19 SP:Iteration 27Q (9124.340000 sec): 3 clusters Score: Raw -4613692.240569 + Penalty 5170.365942 = -4608521.874627 nChanged 18 SP:Iteration 28Q (9124.710000 sec): 3 clusters Score: Raw -4613700.953039 + Penalty 5170.365942 = -4608530.587096 nChanged 16 SP:Iteration 29Q (9125.040000 sec): 3 clusters Score: Raw -4613711.783871 + Penalty 5170.365942 = -4608541.417929 nChanged 18 SP:Iteration 30Q (9125.450000 sec): 3 clusters Score: Raw -4613723.550962 + Penalty 5170.365942 = -4608553.185020 nChanged 19 SP:Iteration 31Q (9125.880000 sec): 3 clusters Score: Raw -4613739.403265 + Penalty 5170.365942 = -4608569.037322 nChanged 15 SP:Iteration 32Q (9126.260000 sec): 3 clusters Score: Raw -4613749.623985 + Penalty 5170.365942 = -4608579.258042 nChanged 12 SP:Iteration 33Q (9126.610000 sec): 3 clusters Score: Raw -4613755.998014 + Penalty 5170.365942 = -4608585.632072 nChanged 12 SP:Iteration 34Q (9126.980000 sec): 3 clusters Score: Raw -4613762.856491 + Penalty 5170.365942 = -4608592.490549 nChanged 4 SP:Iteration 35Q (9127.300000 sec): 3 clusters Score: Raw -4613765.935831 + Penalty 5170.365942 = -4608595.569889 nChanged 3 SP:Iteration 36Q (9127.640000 sec): 3 clusters Score: Raw -4613766.926400 + Penalty 5170.365942 = -4608596.560458 nChanged 1 SP:Iteration 37Q (9128.030000 sec): 3 clusters Score: Raw -4613767.159248 + Penalty 5170.365942 = -4608596.793305 nChanged 2 SP:Iteration 38Q (9128.360000 sec): 3 clusters Score: Raw -4613768.096730 + Penalty 5170.365942 = -4608597.730787 nChanged 0 SP:Iteration 39F (9128.800000 sec): 3 clusters Score: Raw -4613768.096730 + Penalty 5170.365942 = -4608597.730787 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9128.940000 sec): 2 clusters Score: Raw -51775.843679 + Penalty 1497.391988 = -50278.451690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9129.100000 sec): 3 clusters Score: Raw -51874.168771 + Penalty 2994.783976 = -48879.384794 nChanged 66 SP:Iteration 1F (9129.270000 sec): 3 clusters Score: Raw -52026.180431 + Penalty 2994.783976 = -49031.396454 nChanged 20 SP:Iteration 2Q (9129.430000 sec): 3 clusters Score: Raw -52099.003954 + Penalty 2994.783976 = -49104.219978 nChanged 12 SP:Iteration 3Q (9129.640000 sec): 3 clusters Score: Raw -52129.185944 + Penalty 2994.783976 = -49134.401968 nChanged 10 SP:Iteration 4Q (9129.790000 sec): 3 clusters Score: Raw -52161.897988 + Penalty 2994.783976 = -49167.114012 nChanged 6 SP:Iteration 5Q (9129.970000 sec): 3 clusters Score: Raw -52173.841400 + Penalty 2994.783976 = -49179.057423 nChanged 3 SP:Iteration 6Q (9130.190000 sec): 3 clusters Score: Raw -52182.006070 + Penalty 2994.783976 = -49187.222094 nChanged 0 SP:Iteration 7F (9130.360000 sec): 3 clusters Score: Raw -52182.006070 + Penalty 2994.783976 = -49187.222094 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9130.450000 sec): 2 clusters Score: Raw -34016.331016 + Penalty 1409.527782 = -32606.803234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9130.610000 sec): 3 clusters Score: Raw -34348.534910 + Penalty 2819.055565 = -31529.479345 nChanged 50 SP:Iteration 1F (9130.830000 sec): 3 clusters Score: Raw -34552.639786 + Penalty 2819.055565 = -31733.584221 nChanged 18 SP:Iteration 2F (9131.040000 sec): 3 clusters Score: Raw -34638.828061 + Penalty 2819.055565 = -31819.772496 nChanged 4 SP:Iteration 3Q (9131.170000 sec): 3 clusters Score: Raw -34661.375928 + Penalty 2819.055565 = -31842.320364 nChanged 6 SP:Iteration 4Q (9131.370000 sec): 3 clusters Score: Raw -34681.385068 + Penalty 2819.055565 = -31862.329503 nChanged 3 SP:Iteration 5Q (9131.570000 sec): 3 clusters Score: Raw -34697.780149 + Penalty 2819.055565 = -31878.724584 nChanged 1 SP:Iteration 6Q (9131.780000 sec): 3 clusters Score: Raw -34699.410713 + Penalty 2819.055565 = -31880.355148 nChanged 0 SP:Iteration 7F (9131.930000 sec): 3 clusters Score: Raw -34699.410713 + Penalty 2819.055565 = -31880.355148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9132.080000 sec): 2 clusters Score: Raw -1037949.973738 + Penalty 2225.516848 = -1035724.456890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9132.370000 sec): 3 clusters Score: Raw -1033812.016992 + Penalty 4451.033695 = -1029360.983297 nChanged 3236 SP:Iteration 1F (9132.600000 sec): 3 clusters Score: Raw -1035508.441381 + Penalty 4451.033695 = -1031057.407685 nChanged 534 SP:Iteration 2F (9132.830000 sec): 3 clusters Score: Raw -1035760.723911 + Penalty 4451.033695 = -1031309.690215 nChanged 347 SP:Iteration 3Q (9133.070000 sec): 3 clusters Score: Raw -1035902.316158 + Penalty 4451.033695 = -1031451.282462 nChanged 257 SP:Iteration 4Q (9133.300000 sec): 3 clusters Score: Raw -1036013.933676 + Penalty 4451.033695 = -1031562.899981 nChanged 257 SP:Iteration 5Q (9133.530000 sec): 3 clusters Score: Raw -1036114.849988 + Penalty 4451.033695 = -1031663.816293 nChanged 203 SP:Iteration 6Q (9133.750000 sec): 3 clusters Score: Raw -1036191.105166 + Penalty 4451.033695 = -1031740.071471 nChanged 184 SP:Iteration 7Q (9134.020000 sec): 3 clusters Score: Raw -1036257.460374 + Penalty 4451.033695 = -1031806.426679 nChanged 156 SP:Iteration 8Q (9134.240000 sec): 3 clusters Score: Raw -1036318.095268 + Penalty 4451.033695 = -1031867.061573 nChanged 159 SP:Iteration 9Q (9134.470000 sec): 3 clusters Score: Raw -1036386.146074 + Penalty 4451.033695 = -1031935.112379 nChanged 179 SP:Iteration 10Q (9134.740000 sec): 3 clusters Score: Raw -1036453.947790 + Penalty 4451.033695 = -1032002.914095 nChanged 171 SP:Iteration 11Q (9134.940000 sec): 3 clusters Score: Raw -1036520.829544 + Penalty 4451.033695 = -1032069.795849 nChanged 160 SP:Iteration 12Q (9135.170000 sec): 3 clusters Score: Raw -1036589.371498 + Penalty 4451.033695 = -1032138.337803 nChanged 165 SP:Iteration 13Q (9135.410000 sec): 3 clusters Score: Raw -1036663.471584 + Penalty 4451.033695 = -1032212.437889 nChanged 177 SP:Iteration 14Q (9135.650000 sec): 3 clusters Score: Raw -1036747.222609 + Penalty 4451.033695 = -1032296.188914 nChanged 173 SP:Iteration 15Q (9135.870000 sec): 3 clusters Score: Raw -1036830.403384 + Penalty 4451.033695 = -1032379.369689 nChanged 180 SP:Iteration 16Q (9136.100000 sec): 3 clusters Score: Raw -1036909.984515 + Penalty 4451.033695 = -1032458.950819 nChanged 174 SP:Iteration 17Q (9136.310000 sec): 3 clusters Score: Raw -1036991.629639 + Penalty 4451.033695 = -1032540.595944 nChanged 164 SP:Iteration 18Q (9136.540000 sec): 3 clusters Score: Raw -1037065.439855 + Penalty 4451.033695 = -1032614.406160 nChanged 167 SP:Iteration 19Q (9136.740000 sec): 3 clusters Score: Raw -1037135.552981 + Penalty 4451.033695 = -1032684.519286 nChanged 155 SP:Iteration 20F (9136.990000 sec): 3 clusters Score: Raw -1037203.422718 + Penalty 4451.033695 = -1032752.389023 nChanged 136 SP:Iteration 21Q (9137.170000 sec): 3 clusters Score: Raw -1037264.629985 + Penalty 4451.033695 = -1032813.596290 nChanged 146 SP:Iteration 22Q (9137.350000 sec): 3 clusters Score: Raw -1037328.974650 + Penalty 4451.033695 = -1032877.940955 nChanged 136 SP:Iteration 23Q (9137.510000 sec): 3 clusters Score: Raw -1037382.403374 + Penalty 4451.033695 = -1032931.369679 nChanged 114 SP:Iteration 24Q (9137.760000 sec): 3 clusters Score: Raw -1037432.700500 + Penalty 4451.033695 = -1032981.666805 nChanged 114 SP:Iteration 25Q (9137.990000 sec): 3 clusters Score: Raw -1037482.067058 + Penalty 4451.033695 = -1033031.033363 nChanged 115 SP:Iteration 26Q (9138.260000 sec): 3 clusters Score: Raw -1037540.409387 + Penalty 4451.033695 = -1033089.375692 nChanged 123 SP:Iteration 27Q (9138.490000 sec): 3 clusters Score: Raw -1037599.826716 + Penalty 4451.033695 = -1033148.793021 nChanged 118 SP:Iteration 28Q (9138.720000 sec): 3 clusters Score: Raw -1037655.230175 + Penalty 4451.033695 = -1033204.196480 nChanged 131 SP:Iteration 29Q (9138.920000 sec): 3 clusters Score: Raw -1037713.035322 + Penalty 4451.033695 = -1033262.001626 nChanged 98 SP:Iteration 30Q (9139.130000 sec): 3 clusters Score: Raw -1037753.443794 + Penalty 4451.033695 = -1033302.410099 nChanged 86 SP:Iteration 31Q (9139.360000 sec): 3 clusters Score: Raw -1037780.293556 + Penalty 4451.033695 = -1033329.259861 nChanged 68 SP:Iteration 32Q (9139.540000 sec): 3 clusters Score: Raw -1037805.794295 + Penalty 4451.033695 = -1033354.760600 nChanged 58 SP:Iteration 33Q (9139.760000 sec): 3 clusters Score: Raw -1037826.243945 + Penalty 4451.033695 = -1033375.210250 nChanged 63 SP:Iteration 34Q (9139.980000 sec): 3 clusters Score: Raw -1037846.986529 + Penalty 4451.033695 = -1033395.952834 nChanged 56 SP:Iteration 35Q (9140.200000 sec): 3 clusters Score: Raw -1037865.457414 + Penalty 4451.033695 = -1033414.423719 nChanged 45 SP:Iteration 36Q (9140.420000 sec): 3 clusters Score: Raw -1037880.772146 + Penalty 4451.033695 = -1033429.738451 nChanged 35 SP:Iteration 37Q (9140.660000 sec): 3 clusters Score: Raw -1037890.307521 + Penalty 4451.033695 = -1033439.273826 nChanged 33 SP:Iteration 38Q (9140.880000 sec): 3 clusters Score: Raw -1037899.416429 + Penalty 4451.033695 = -1033448.382734 nChanged 22 SP:Iteration 39Q (9141.080000 sec): 3 clusters Score: Raw -1037906.093623 + Penalty 4451.033695 = -1033455.059928 nChanged 30 SP:Iteration 40F (9141.300000 sec): 3 clusters Score: Raw -1037915.290143 + Penalty 4451.033695 = -1033464.256448 nChanged 30 SP:Iteration 41Q (9141.520000 sec): 3 clusters Score: Raw -1037921.877853 + Penalty 4451.033695 = -1033470.844158 nChanged 30 SP:Iteration 42Q (9141.740000 sec): 3 clusters Score: Raw -1037930.936257 + Penalty 4451.033695 = -1033479.902562 nChanged 32 SP:Iteration 43Q (9142.020000 sec): 3 clusters Score: Raw -1037942.096216 + Penalty 4451.033695 = -1033491.062521 nChanged 36 SP:Iteration 44Q (9142.280000 sec): 3 clusters Score: Raw -1037954.138112 + Penalty 4451.033695 = -1033503.104417 nChanged 30 SP:Iteration 45Q (9142.510000 sec): 3 clusters Score: Raw -1037965.570066 + Penalty 4451.033695 = -1033514.536371 nChanged 31 SP:Iteration 46Q (9142.740000 sec): 3 clusters Score: Raw -1037975.596445 + Penalty 4451.033695 = -1033524.562750 nChanged 25 SP:Iteration 47Q (9143.000000 sec): 3 clusters Score: Raw -1037981.145625 + Penalty 4451.033695 = -1033530.111930 nChanged 17 SP:Iteration 48Q (9143.210000 sec): 3 clusters Score: Raw -1037984.287058 + Penalty 4451.033695 = -1033533.253362 nChanged 13 SP:Iteration 49Q (9143.470000 sec): 3 clusters Score: Raw -1037988.239206 + Penalty 4451.033695 = -1033537.205511 nChanged 17 SP:Iteration 50Q (9143.660000 sec): 3 clusters Score: Raw -1037992.845964 + Penalty 4451.033695 = -1033541.812269 nChanged 14 SP:Iteration 51Q (9143.880000 sec): 3 clusters Score: Raw -1037996.489152 + Penalty 4451.033695 = -1033545.455457 nChanged 9 SP:Iteration 52Q (9144.160000 sec): 3 clusters Score: Raw -1037999.845669 + Penalty 4451.033695 = -1033548.811974 nChanged 14 SP:Iteration 53Q (9144.360000 sec): 3 clusters Score: Raw -1038004.042687 + Penalty 4451.033695 = -1033553.008992 nChanged 15 SP:Iteration 54Q (9144.570000 sec): 3 clusters Score: Raw -1038008.934187 + Penalty 4451.033695 = -1033557.900492 nChanged 8 SP:Iteration 55Q (9144.810000 sec): 3 clusters Score: Raw -1038012.655929 + Penalty 4451.033695 = -1033561.622234 nChanged 15 SP:Iteration 56Q (9145.060000 sec): 3 clusters Score: Raw -1038019.725374 + Penalty 4451.033695 = -1033568.691679 nChanged 24 SP:Iteration 57Q (9145.290000 sec): 3 clusters Score: Raw -1038028.804130 + Penalty 4451.033695 = -1033577.770435 nChanged 16 SP:Iteration 58Q (9145.460000 sec): 3 clusters Score: Raw -1038033.802565 + Penalty 4451.033695 = -1033582.768869 nChanged 11 SP:Iteration 59Q (9145.680000 sec): 3 clusters Score: Raw -1038036.969802 + Penalty 4451.033695 = -1033585.936107 nChanged 9 SP:Iteration 60F (9145.930000 sec): 3 clusters Score: Raw -1038039.163469 + Penalty 4451.033695 = -1033588.129773 nChanged 7 SP:Iteration 61Q (9146.140000 sec): 3 clusters Score: Raw -1038040.379715 + Penalty 4451.033695 = -1033589.346020 nChanged 7 SP:Iteration 62Q (9146.330000 sec): 3 clusters Score: Raw -1038042.818391 + Penalty 4451.033695 = -1033591.784696 nChanged 10 SP:Iteration 63Q (9146.540000 sec): 3 clusters Score: Raw -1038047.270922 + Penalty 4451.033695 = -1033596.237227 nChanged 14 SP:Iteration 64Q (9146.730000 sec): 3 clusters Score: Raw -1038050.888266 + Penalty 4451.033695 = -1033599.854571 nChanged 11 SP:Iteration 65Q (9146.980000 sec): 3 clusters Score: Raw -1038054.711736 + Penalty 4451.033695 = -1033603.678041 nChanged 12 SP:Iteration 66Q (9147.220000 sec): 3 clusters Score: Raw -1038058.239502 + Penalty 4451.033695 = -1033607.205807 nChanged 9 SP:Iteration 67Q (9147.450000 sec): 3 clusters Score: Raw -1038060.746356 + Penalty 4451.033695 = -1033609.712661 nChanged 10 SP:Iteration 68Q (9147.660000 sec): 3 clusters Score: Raw -1038065.170079 + Penalty 4451.033695 = -1033614.136384 nChanged 10 SP:Iteration 69Q (9147.940000 sec): 3 clusters Score: Raw -1038069.101694 + Penalty 4451.033695 = -1033618.067998 nChanged 10 SP:Iteration 70Q (9148.140000 sec): 3 clusters Score: Raw -1038072.816057 + Penalty 4451.033695 = -1033621.782362 nChanged 7 SP:Iteration 71Q (9148.400000 sec): 3 clusters Score: Raw -1038076.278155 + Penalty 4451.033695 = -1033625.244460 nChanged 8 SP:Iteration 72Q (9148.620000 sec): 3 clusters Score: Raw -1038078.817099 + Penalty 4451.033695 = -1033627.783404 nChanged 12 SP:Iteration 73Q (9148.810000 sec): 3 clusters Score: Raw -1038082.454940 + Penalty 4451.033695 = -1033631.421245 nChanged 14 SP:Iteration 74Q (9149.080000 sec): 3 clusters Score: Raw -1038086.456337 + Penalty 4451.033695 = -1033635.422642 nChanged 10 SP:Iteration 75Q (9149.300000 sec): 3 clusters Score: Raw -1038089.938798 + Penalty 4451.033695 = -1033638.905103 nChanged 12 SP:Iteration 76Q (9149.550000 sec): 3 clusters Score: Raw -1038094.543180 + Penalty 4451.033695 = -1033643.509485 nChanged 20 SP:Iteration 77Q (9149.750000 sec): 3 clusters Score: Raw -1038101.331710 + Penalty 4451.033695 = -1033650.298015 nChanged 18 SP:Iteration 78Q (9149.940000 sec): 3 clusters Score: Raw -1038107.338443 + Penalty 4451.033695 = -1033656.304748 nChanged 16 SP:Iteration 79Q (9150.160000 sec): 3 clusters Score: Raw -1038113.944545 + Penalty 4451.033695 = -1033662.910850 nChanged 23 SP:Iteration 80F (9150.380000 sec): 3 clusters Score: Raw -1038124.873853 + Penalty 4451.033695 = -1033673.840158 nChanged 24 SP:Iteration 81Q (9150.600000 sec): 3 clusters Score: Raw -1038136.334636 + Penalty 4451.033695 = -1033685.300941 nChanged 24 SP:Iteration 82Q (9150.860000 sec): 3 clusters Score: Raw -1038145.031841 + Penalty 4451.033695 = -1033693.998146 nChanged 13 SP:Iteration 83Q (9151.080000 sec): 3 clusters Score: Raw -1038151.884306 + Penalty 4451.033695 = -1033700.850611 nChanged 19 SP:Iteration 84Q (9151.280000 sec): 3 clusters Score: Raw -1038161.785931 + Penalty 4451.033695 = -1033710.752236 nChanged 17 SP:Iteration 85Q (9151.510000 sec): 3 clusters Score: Raw -1038169.426745 + Penalty 4451.033695 = -1033718.393050 nChanged 22 SP:Iteration 86Q (9151.690000 sec): 3 clusters Score: Raw -1038176.582381 + Penalty 4451.033695 = -1033725.548686 nChanged 17 SP:Iteration 87Q (9151.900000 sec): 3 clusters Score: Raw -1038181.855085 + Penalty 4451.033695 = -1033730.821390 nChanged 13 SP:Iteration 88Q (9152.160000 sec): 3 clusters Score: Raw -1038186.159617 + Penalty 4451.033695 = -1033735.125922 nChanged 10 SP:Iteration 89Q (9152.400000 sec): 3 clusters Score: Raw -1038190.159427 + Penalty 4451.033695 = -1033739.125732 nChanged 9 SP:Iteration 90Q (9152.650000 sec): 3 clusters Score: Raw -1038194.270843 + Penalty 4451.033695 = -1033743.237148 nChanged 11 SP:Iteration 91Q (9152.820000 sec): 3 clusters Score: Raw -1038198.812761 + Penalty 4451.033695 = -1033747.779066 nChanged 7 SP:Iteration 92Q (9153.070000 sec): 3 clusters Score: Raw -1038201.297645 + Penalty 4451.033695 = -1033750.263950 nChanged 8 SP:Iteration 93Q (9153.270000 sec): 3 clusters Score: Raw -1038204.562343 + Penalty 4451.033695 = -1033753.528648 nChanged 5 SP:Iteration 94Q (9153.520000 sec): 3 clusters Score: Raw -1038206.665898 + Penalty 4451.033695 = -1033755.632203 nChanged 8 SP:Iteration 95Q (9153.720000 sec): 3 clusters Score: Raw -1038209.155552 + Penalty 4451.033695 = -1033758.121857 nChanged 12 SP:Iteration 96Q (9153.930000 sec): 3 clusters Score: Raw -1038214.111700 + Penalty 4451.033695 = -1033763.078005 nChanged 6 SP:Iteration 97Q (9154.170000 sec): 3 clusters Score: Raw -1038216.420951 + Penalty 4451.033695 = -1033765.387256 nChanged 7 SP:Iteration 98Q (9154.420000 sec): 3 clusters Score: Raw -1038218.643488 + Penalty 4451.033695 = -1033767.609793 nChanged 2 SP:Iteration 99Q (9154.670000 sec): 3 clusters Score: Raw -1038220.016051 + Penalty 4451.033695 = -1033768.982356 nChanged 4 SP:Iteration 100F (9154.960000 sec): 3 clusters Score: Raw -1038221.986276 + Penalty 4451.033695 = -1033770.952581 nChanged 2 SP:Iteration 101Q (9155.150000 sec): 3 clusters Score: Raw -1038222.566682 + Penalty 4451.033695 = -1033771.532987 nChanged 3 SP:Iteration 102Q (9155.380000 sec): 3 clusters Score: Raw -1038223.538240 + Penalty 4451.033695 = -1033772.504545 nChanged 2 SP:Iteration 103Q (9155.620000 sec): 3 clusters Score: Raw -1038224.525499 + Penalty 4451.033695 = -1033773.491804 nChanged 5 SP:Iteration 104Q (9155.880000 sec): 3 clusters Score: Raw -1038226.416615 + Penalty 4451.033695 = -1033775.382920 nChanged 5 SP:Iteration 105Q (9156.090000 sec): 3 clusters Score: Raw -1038228.636716 + Penalty 4451.033695 = -1033777.603021 nChanged 6 SP:Iteration 106Q (9156.330000 sec): 3 clusters Score: Raw -1038230.432322 + Penalty 4451.033695 = -1033779.398627 nChanged 3 SP:Iteration 107Q (9156.570000 sec): 3 clusters Score: Raw -1038231.522597 + Penalty 4451.033695 = -1033780.488902 nChanged 5 SP:Iteration 108Q (9156.800000 sec): 3 clusters Score: Raw -1038234.873490 + Penalty 4451.033695 = -1033783.839795 nChanged 10 SP:Iteration 109Q (9156.990000 sec): 3 clusters Score: Raw -1038238.823679 + Penalty 4451.033695 = -1033787.789984 nChanged 10 SP:Iteration 110Q (9157.190000 sec): 3 clusters Score: Raw -1038242.932581 + Penalty 4451.033695 = -1033791.898885 nChanged 8 SP:Iteration 111Q (9157.360000 sec): 3 clusters Score: Raw -1038246.762701 + Penalty 4451.033695 = -1033795.729006 nChanged 12 SP:Iteration 112Q (9157.580000 sec): 3 clusters Score: Raw -1038252.699141 + Penalty 4451.033695 = -1033801.665446 nChanged 15 SP:Iteration 113Q (9157.790000 sec): 3 clusters Score: Raw -1038258.680773 + Penalty 4451.033695 = -1033807.647078 nChanged 11 SP:Iteration 114Q (9158.030000 sec): 3 clusters Score: Raw -1038263.214130 + Penalty 4451.033695 = -1033812.180434 nChanged 9 SP:Iteration 115Q (9158.270000 sec): 3 clusters Score: Raw -1038266.572115 + Penalty 4451.033695 = -1033815.538420 nChanged 7 SP:Iteration 116Q (9158.460000 sec): 3 clusters Score: Raw -1038268.280203 + Penalty 4451.033695 = -1033817.246508 nChanged 4 SP:Iteration 117Q (9158.680000 sec): 3 clusters Score: Raw -1038270.233078 + Penalty 4451.033695 = -1033819.199383 nChanged 5 SP:Iteration 118Q (9158.880000 sec): 3 clusters Score: Raw -1038271.801399 + Penalty 4451.033695 = -1033820.767704 nChanged 6 SP:Iteration 119Q (9159.110000 sec): 3 clusters Score: Raw -1038273.249398 + Penalty 4451.033695 = -1033822.215703 nChanged 2 SP:Iteration 120F (9159.330000 sec): 3 clusters Score: Raw -1038273.616715 + Penalty 4451.033695 = -1033822.583020 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9159.430000 sec): 2 clusters Score: Raw -38952.659037 + Penalty 1428.988743 = -37523.670294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9159.590000 sec): 3 clusters Score: Raw -39149.615973 + Penalty 2857.977486 = -36291.638487 nChanged 36 SP:Iteration 1F (9159.810000 sec): 3 clusters Score: Raw -39347.731145 + Penalty 2857.977486 = -36489.753659 nChanged 18 SP:Iteration 2F (9160.000000 sec): 3 clusters Score: Raw -39418.932825 + Penalty 2857.977486 = -36560.955339 nChanged 9 SP:Iteration 3Q (9160.210000 sec): 3 clusters Score: Raw -39454.238192 + Penalty 2857.977486 = -36596.260706 nChanged 2 SP:Iteration 4Q (9160.400000 sec): 3 clusters Score: Raw -39459.729374 + Penalty 2857.977486 = -36601.751888 nChanged 0 SP:Iteration 5F (9160.610000 sec): 3 clusters Score: Raw -39459.729374 + Penalty 2857.977486 = -36601.751888 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9160.690000 sec): 2 clusters Score: Raw -27434.623559 + Penalty 1346.477716 = -26088.145843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9160.860000 sec): 3 clusters Score: Raw -27612.522207 + Penalty 2692.955432 = -24919.566775 nChanged 23 SP:Iteration 1F (9161.040000 sec): 3 clusters Score: Raw -27695.845711 + Penalty 2692.955432 = -25002.890279 nChanged 6 SP:Iteration 2Q (9161.250000 sec): 3 clusters Score: Raw -27731.042977 + Penalty 2692.955432 = -25038.087545 nChanged 1 SP:Iteration 3Q (9161.450000 sec): 3 clusters Score: Raw -27735.568873 + Penalty 2692.955432 = -25042.613441 nChanged 2 SP:Iteration 4Q (9161.620000 sec): 3 clusters Score: Raw -27745.500789 + Penalty 2692.955432 = -25052.545357 nChanged 1 SP:Iteration 5Q (9161.810000 sec): 3 clusters Score: Raw -27750.870612 + Penalty 2692.955432 = -25057.915180 nChanged 1 SP:Iteration 6Q (9161.970000 sec): 3 clusters Score: Raw -27756.554790 + Penalty 2692.955432 = -25063.599358 nChanged 0 SP:Iteration 7F (9162.130000 sec): 3 clusters Score: Raw -27756.554790 + Penalty 2692.955432 = -25063.599358 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9162.220000 sec): 2 clusters Score: Raw -162140.051213 + Penalty 1766.270851 = -160373.780362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9162.440000 sec): 3 clusters Score: Raw -161788.993594 + Penalty 3532.541701 = -158256.451893 nChanged 343 SP:Iteration 1F (9162.640000 sec): 3 clusters Score: Raw -162090.556837 + Penalty 3532.541701 = -158558.015135 nChanged 65 SP:Iteration 2F (9162.810000 sec): 3 clusters Score: Raw -162156.882972 + Penalty 3532.541701 = -158624.341270 nChanged 43 SP:Iteration 3Q (9162.980000 sec): 3 clusters Score: Raw -162199.921904 + Penalty 3532.541701 = -158667.380203 nChanged 26 SP:Iteration 4Q (9163.160000 sec): 3 clusters Score: Raw -162227.487448 + Penalty 3532.541701 = -158694.945747 nChanged 25 SP:Iteration 5Q (9163.380000 sec): 3 clusters Score: Raw -162258.818337 + Penalty 3532.541701 = -158726.276635 nChanged 18 SP:Iteration 6Q (9163.520000 sec): 3 clusters Score: Raw -162281.585267 + Penalty 3532.541701 = -158749.043566 nChanged 17 SP:Iteration 7Q (9163.730000 sec): 3 clusters Score: Raw -162296.898545 + Penalty 3532.541701 = -158764.356844 nChanged 9 SP:Iteration 8Q (9163.900000 sec): 3 clusters Score: Raw -162305.379206 + Penalty 3532.541701 = -158772.837505 nChanged 9 SP:Iteration 9Q (9164.080000 sec): 3 clusters Score: Raw -162314.753053 + Penalty 3532.541701 = -158782.211352 nChanged 8 SP:Iteration 10Q (9164.290000 sec): 3 clusters Score: Raw -162322.262995 + Penalty 3532.541701 = -158789.721293 nChanged 1 SP:Iteration 11Q (9164.470000 sec): 3 clusters Score: Raw -162323.518585 + Penalty 3532.541701 = -158790.976884 nChanged 1 SP:Iteration 12Q (9164.650000 sec): 3 clusters Score: Raw -162324.046794 + Penalty 3532.541701 = -158791.505093 nChanged 0 SP:Iteration 13F (9164.840000 sec): 3 clusters Score: Raw -162324.046794 + Penalty 3532.541701 = -158791.505093 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9164.900000 sec): 2 clusters Score: Raw -78229.768191 + Penalty 1625.375484 = -76604.392707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9165.180000 sec): 3 clusters Score: Raw -78164.958761 + Penalty 3250.750968 = -74914.207793 nChanged 170 SP:Iteration 1F (9165.330000 sec): 3 clusters Score: Raw -78622.939532 + Penalty 3250.750968 = -75372.188564 nChanged 73 SP:Iteration 2F (9165.560000 sec): 3 clusters Score: Raw -78897.594545 + Penalty 3250.750968 = -75646.843576 nChanged 63 SP:Iteration 3F (9165.760000 sec): 3 clusters Score: Raw -79270.148724 + Penalty 3250.750968 = -76019.397756 nChanged 53 SP:Iteration 4F (9165.920000 sec): 3 clusters Score: Raw -79495.332991 + Penalty 3250.750968 = -76244.582022 nChanged 31 SP:Iteration 5Q (9166.130000 sec): 3 clusters Score: Raw -79580.543196 + Penalty 3250.750968 = -76329.792227 nChanged 15 SP:Iteration 6Q (9166.330000 sec): 3 clusters Score: Raw -79620.685553 + Penalty 3250.750968 = -76369.934584 nChanged 10 SP:Iteration 7Q (9166.550000 sec): 3 clusters Score: Raw -79646.524553 + Penalty 3250.750968 = -76395.773584 nChanged 5 SP:Iteration 8Q (9166.750000 sec): 3 clusters Score: Raw -79659.881808 + Penalty 3250.750968 = -76409.130840 nChanged 2 SP:Iteration 9Q (9166.940000 sec): 3 clusters Score: Raw -79665.071084 + Penalty 3250.750968 = -76414.320116 nChanged 3 SP:Iteration 10Q (9167.120000 sec): 3 clusters Score: Raw -79677.896978 + Penalty 3250.750968 = -76427.146010 nChanged 0 SP:Iteration 11F (9167.320000 sec): 3 clusters Score: Raw -79677.896978 + Penalty 3250.750968 = -76427.146010 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (4639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9167.470000 sec): 2 clusters Score: Raw -637448.947568 + Penalty 2093.679018 = -635355.268550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9167.690000 sec): 3 clusters Score: Raw -635202.932737 + Penalty 4187.358036 = -631015.574701 nChanged 1770 SP:Iteration 1F (9167.940000 sec): 3 clusters Score: Raw -636271.416836 + Penalty 4187.358036 = -632084.058800 nChanged 321 SP:Iteration 2F (9168.180000 sec): 3 clusters Score: Raw -636446.045024 + Penalty 4187.358036 = -632258.686988 nChanged 180 SP:Iteration 3Q (9168.400000 sec): 3 clusters Score: Raw -636535.411349 + Penalty 4187.358036 = -632348.053313 nChanged 128 SP:Iteration 4Q (9168.600000 sec): 3 clusters Score: Raw -636590.931504 + Penalty 4187.358036 = -632403.573468 nChanged 97 SP:Iteration 5Q (9168.820000 sec): 3 clusters Score: Raw -636627.841411 + Penalty 4187.358036 = -632440.483375 nChanged 72 SP:Iteration 6Q (9168.980000 sec): 3 clusters Score: Raw -636654.066464 + Penalty 4187.358036 = -632466.708428 nChanged 48 SP:Iteration 7Q (9169.230000 sec): 3 clusters Score: Raw -636667.969422 + Penalty 4187.358036 = -632480.611386 nChanged 40 SP:Iteration 8Q (9169.440000 sec): 3 clusters Score: Raw -636679.438704 + Penalty 4187.358036 = -632492.080668 nChanged 33 SP:Iteration 9Q (9169.680000 sec): 3 clusters Score: Raw -636690.046577 + Penalty 4187.358036 = -632502.688541 nChanged 32 SP:Iteration 10Q (9169.850000 sec): 3 clusters Score: Raw -636700.438822 + Penalty 4187.358036 = -632513.080786 nChanged 40 SP:Iteration 11Q (9170.090000 sec): 3 clusters Score: Raw -636715.274617 + Penalty 4187.358036 = -632527.916581 nChanged 34 SP:Iteration 12Q (9170.270000 sec): 3 clusters Score: Raw -636725.920306 + Penalty 4187.358036 = -632538.562270 nChanged 35 SP:Iteration 13Q (9170.470000 sec): 3 clusters Score: Raw -636736.873298 + Penalty 4187.358036 = -632549.515262 nChanged 25 SP:Iteration 14Q (9170.690000 sec): 3 clusters Score: Raw -636744.233542 + Penalty 4187.358036 = -632556.875506 nChanged 25 SP:Iteration 15Q (9170.910000 sec): 3 clusters Score: Raw -636753.729641 + Penalty 4187.358036 = -632566.371605 nChanged 29 SP:Iteration 16Q (9171.110000 sec): 3 clusters Score: Raw -636761.317214 + Penalty 4187.358036 = -632573.959178 nChanged 17 SP:Iteration 17Q (9171.320000 sec): 3 clusters Score: Raw -636765.567699 + Penalty 4187.358036 = -632578.209664 nChanged 17 SP:Iteration 18Q (9171.540000 sec): 3 clusters Score: Raw -636770.859505 + Penalty 4187.358036 = -632583.501469 nChanged 18 SP:Iteration 19Q (9171.780000 sec): 3 clusters Score: Raw -636776.954531 + Penalty 4187.358036 = -632589.596495 nChanged 19 SP:Iteration 20F (9172.000000 sec): 3 clusters Score: Raw -636783.580380 + Penalty 4187.358036 = -632596.222344 nChanged 15 SP:Iteration 21Q (9172.210000 sec): 3 clusters Score: Raw -636786.942052 + Penalty 4187.358036 = -632599.584016 nChanged 4 SP:Iteration 22Q (9172.440000 sec): 3 clusters Score: Raw -636787.610170 + Penalty 4187.358036 = -632600.252134 nChanged 6 SP:Iteration 23Q (9172.650000 sec): 3 clusters Score: Raw -636789.369071 + Penalty 4187.358036 = -632602.011035 nChanged 8 SP:Iteration 24Q (9172.870000 sec): 3 clusters Score: Raw -636791.834665 + Penalty 4187.358036 = -632604.476629 nChanged 9 SP:Iteration 25Q (9173.050000 sec): 3 clusters Score: Raw -636794.722081 + Penalty 4187.358036 = -632607.364045 nChanged 9 SP:Iteration 26Q (9173.260000 sec): 3 clusters Score: Raw -636797.132657 + Penalty 4187.358036 = -632609.774621 nChanged 10 SP:Iteration 27Q (9173.470000 sec): 3 clusters Score: Raw -636799.418599 + Penalty 4187.358036 = -632612.060563 nChanged 7 SP:Iteration 28Q (9173.680000 sec): 3 clusters Score: Raw -636800.598182 + Penalty 4187.358036 = -632613.240146 nChanged 3 SP:Iteration 29Q (9173.860000 sec): 3 clusters Score: Raw -636801.601764 + Penalty 4187.358036 = -632614.243728 nChanged 5 SP:Iteration 30Q (9174.050000 sec): 3 clusters Score: Raw -636802.572846 + Penalty 4187.358036 = -632615.214810 nChanged 4 SP:Iteration 31Q (9174.280000 sec): 3 clusters Score: Raw -636803.188419 + Penalty 4187.358036 = -632615.830383 nChanged 3 SP:Iteration 32Q (9174.510000 sec): 3 clusters Score: Raw -636803.695796 + Penalty 4187.358036 = -632616.337760 nChanged 4 SP:Iteration 33Q (9174.720000 sec): 3 clusters Score: Raw -636804.965253 + Penalty 4187.358036 = -632617.607217 nChanged 10 SP:Iteration 34Q (9174.930000 sec): 3 clusters Score: Raw -636807.440760 + Penalty 4187.358036 = -632620.082724 nChanged 8 SP:Iteration 35Q (9175.150000 sec): 3 clusters Score: Raw -636809.786296 + Penalty 4187.358036 = -632622.428260 nChanged 7 SP:Iteration 36Q (9175.350000 sec): 3 clusters Score: Raw -636811.201455 + Penalty 4187.358036 = -632623.843419 nChanged 5 SP:Iteration 37Q (9175.590000 sec): 3 clusters Score: Raw -636812.618102 + Penalty 4187.358036 = -632625.260066 nChanged 4 SP:Iteration 38Q (9175.820000 sec): 3 clusters Score: Raw -636813.904247 + Penalty 4187.358036 = -632626.546211 nChanged 6 SP:Iteration 39Q (9176.080000 sec): 3 clusters Score: Raw -636814.926519 + Penalty 4187.358036 = -632627.568483 nChanged 6 SP:Iteration 40F (9176.290000 sec): 3 clusters Score: Raw -636815.782119 + Penalty 4187.358036 = -632628.424084 nChanged 2 SP:Iteration 41Q (9176.530000 sec): 3 clusters Score: Raw -636816.273388 + Penalty 4187.358036 = -632628.915352 nChanged 4 SP:Iteration 42Q (9176.740000 sec): 3 clusters Score: Raw -636817.425547 + Penalty 4187.358036 = -632630.067511 nChanged 3 SP:Iteration 43Q (9176.990000 sec): 3 clusters Score: Raw -636818.219508 + Penalty 4187.358036 = -632630.861472 nChanged 2 SP:Iteration 44Q (9177.200000 sec): 3 clusters Score: Raw -636818.447374 + Penalty 4187.358036 = -632631.089338 nChanged 0 SP:Iteration 45F (9177.390000 sec): 3 clusters Score: Raw -636818.447374 + Penalty 4187.358036 = -632631.089338 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9177.540000 sec): 2 clusters Score: Raw -202180.720402 + Penalty 1814.668677 = -200366.051725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9177.710000 sec): 3 clusters Score: Raw -201697.686630 + Penalty 3629.337355 = -198068.349275 nChanged 451 SP:Iteration 1F (9177.930000 sec): 3 clusters Score: Raw -202115.679094 + Penalty 3629.337355 = -198486.341739 nChanged 124 SP:Iteration 2F (9178.130000 sec): 3 clusters Score: Raw -202268.107865 + Penalty 3629.337355 = -198638.770510 nChanged 60 SP:Iteration 3Q (9178.280000 sec): 3 clusters Score: Raw -202345.478019 + Penalty 3629.337355 = -198716.140664 nChanged 49 SP:Iteration 4Q (9178.470000 sec): 3 clusters Score: Raw -202444.420108 + Penalty 3629.337355 = -198815.082754 nChanged 47 SP:Iteration 5Q (9178.670000 sec): 3 clusters Score: Raw -202566.380226 + Penalty 3629.337355 = -198937.042871 nChanged 55 SP:Iteration 6Q (9178.850000 sec): 3 clusters Score: Raw -202682.005958 + Penalty 3629.337355 = -199052.668603 nChanged 65 SP:Iteration 7Q (9179.050000 sec): 3 clusters Score: Raw -202807.875798 + Penalty 3629.337355 = -199178.538443 nChanged 55 SP:Iteration 8Q (9179.200000 sec): 3 clusters Score: Raw -202932.592354 + Penalty 3629.337355 = -199303.254999 nChanged 51 SP:Iteration 9Q (9179.420000 sec): 3 clusters Score: Raw -203021.732214 + Penalty 3629.337355 = -199392.394860 nChanged 51 SP:Iteration 10Q (9179.550000 sec): 3 clusters Score: Raw -203095.794829 + Penalty 3629.337355 = -199466.457474 nChanged 39 SP:Iteration 11Q (9179.740000 sec): 3 clusters Score: Raw -203142.998986 + Penalty 3629.337355 = -199513.661631 nChanged 35 SP:Iteration 12Q (9179.950000 sec): 3 clusters Score: Raw -203186.826875 + Penalty 3629.337355 = -199557.489521 nChanged 32 SP:Iteration 13Q (9180.090000 sec): 3 clusters Score: Raw -203225.933709 + Penalty 3629.337355 = -199596.596355 nChanged 27 SP:Iteration 14Q (9180.290000 sec): 3 clusters Score: Raw -203263.798614 + Penalty 3629.337355 = -199634.461259 nChanged 30 SP:Iteration 15Q (9180.490000 sec): 3 clusters Score: Raw -203313.664019 + Penalty 3629.337355 = -199684.326664 nChanged 21 SP:Iteration 16Q (9180.680000 sec): 3 clusters Score: Raw -203351.709453 + Penalty 3629.337355 = -199722.372098 nChanged 22 SP:Iteration 17Q (9180.850000 sec): 3 clusters Score: Raw -203384.786562 + Penalty 3629.337355 = -199755.449208 nChanged 18 SP:Iteration 18Q (9181.060000 sec): 3 clusters Score: Raw -203418.663602 + Penalty 3629.337355 = -199789.326247 nChanged 15 SP:Iteration 19Q (9181.200000 sec): 3 clusters Score: Raw -203437.069495 + Penalty 3629.337355 = -199807.732141 nChanged 11 SP:Iteration 20F (9181.430000 sec): 3 clusters Score: Raw -203448.054191 + Penalty 3629.337355 = -199818.716836 nChanged 5 SP:Iteration 21Q (9181.640000 sec): 3 clusters Score: Raw -203457.891739 + Penalty 3629.337355 = -199828.554384 nChanged 4 SP:Iteration 22Q (9181.830000 sec): 3 clusters Score: Raw -203464.810069 + Penalty 3629.337355 = -199835.472714 nChanged 1 SP:Iteration 23Q (9182.070000 sec): 3 clusters Score: Raw -203465.500644 + Penalty 3629.337355 = -199836.163289 nChanged 1 SP:Iteration 24Q (9182.290000 sec): 3 clusters Score: Raw -203465.999502 + Penalty 3629.337355 = -199836.662147 nChanged 0 SP:Iteration 25F (9182.490000 sec): 3 clusters Score: Raw -203465.999502 + Penalty 3629.337355 = -199836.662147 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9182.590000 sec): 2 clusters Score: Raw -15910.040518 + Penalty 1242.637553 = -14667.402965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9182.790000 sec): 3 clusters Score: Raw -16279.396432 + Penalty 2485.275106 = -13794.121326 nChanged 6 SP:Iteration 1Q (9182.960000 sec): 3 clusters Score: Raw -16320.604660 + Penalty 2485.275106 = -13835.329555 nChanged 1 SP:Iteration 2Q (9183.130000 sec): 3 clusters Score: Raw -16325.898547 + Penalty 2485.275106 = -13840.623442 nChanged 0 SP:Iteration 3F (9183.380000 sec): 3 clusters Score: Raw -16325.898547 + Penalty 2485.275106 = -13840.623442 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 12 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9183.470000 sec): 2 clusters Score: Raw -81793.878223 + Penalty 1632.685487 = -80161.192736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9183.710000 sec): 3 clusters Score: Raw -81801.762870 + Penalty 3265.370974 = -78536.391896 nChanged 183 SP:Iteration 1F (9183.820000 sec): 3 clusters Score: Raw -82205.632521 + Penalty 3265.370974 = -78940.261547 nChanged 68 SP:Iteration 2F (9183.990000 sec): 3 clusters Score: Raw -82434.573367 + Penalty 3265.370974 = -79169.202392 nChanged 56 SP:Iteration 3F (9184.180000 sec): 3 clusters Score: Raw -82612.248819 + Penalty 3265.370974 = -79346.877845 nChanged 46 SP:Iteration 4F (9184.340000 sec): 3 clusters Score: Raw -82840.825184 + Penalty 3265.370974 = -79575.454209 nChanged 34 SP:Iteration 5Q (9184.530000 sec): 3 clusters Score: Raw -83029.920858 + Penalty 3265.370974 = -79764.549884 nChanged 24 SP:Iteration 6Q (9184.710000 sec): 3 clusters Score: Raw -83184.423452 + Penalty 3265.370974 = -79919.052478 nChanged 19 SP:Iteration 7Q (9184.880000 sec): 3 clusters Score: Raw -83299.656323 + Penalty 3265.370974 = -80034.285349 nChanged 14 SP:Iteration 8Q (9185.130000 sec): 3 clusters Score: Raw -83370.325409 + Penalty 3265.370974 = -80104.954435 nChanged 5 SP:Iteration 9Q (9185.330000 sec): 3 clusters Score: Raw -83381.457396 + Penalty 3265.370974 = -80116.086421 nChanged 3 SP:Iteration 10Q (9185.530000 sec): 3 clusters Score: Raw -83393.281441 + Penalty 3265.370974 = -80127.910467 nChanged 4 SP:Iteration 11Q (9185.650000 sec): 3 clusters Score: Raw -83406.431234 + Penalty 3265.370974 = -80141.060260 nChanged 2 SP:Iteration 12Q (9185.890000 sec): 3 clusters Score: Raw -83414.443863 + Penalty 3265.370974 = -80149.072889 nChanged 3 SP:Iteration 13Q (9186.060000 sec): 3 clusters Score: Raw -83431.986213 + Penalty 3265.370974 = -80166.615239 nChanged 6 SP:Iteration 14Q (9186.260000 sec): 3 clusters Score: Raw -83461.030828 + Penalty 3265.370974 = -80195.659854 nChanged 1 SP:Iteration 15Q (9186.460000 sec): 3 clusters Score: Raw -83464.084952 + Penalty 3265.370974 = -80198.713978 nChanged 0 SP:Iteration 16F (9186.600000 sec): 3 clusters Score: Raw -83464.084952 + Penalty 3265.370974 = -80198.713978 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9186.680000 sec): 2 clusters Score: Raw -23042.554784 + Penalty 1294.648245 = -21747.906539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9186.900000 sec): 3 clusters Score: Raw -23273.244360 + Penalty 2589.296489 = -20683.947871 nChanged 11 SP:Iteration 1F (9187.090000 sec): 3 clusters Score: Raw -23337.807013 + Penalty 2589.296489 = -20748.510524 nChanged 4 SP:Iteration 2Q (9187.300000 sec): 3 clusters Score: Raw -23361.179780 + Penalty 2589.296489 = -20771.883291 nChanged 3 SP:Iteration 3Q (9187.470000 sec): 3 clusters Score: Raw -23374.361268 + Penalty 2589.296489 = -20785.064779 nChanged 1 SP:Iteration 4Q (9187.680000 sec): 3 clusters Score: Raw -23379.220426 + Penalty 2589.296489 = -20789.923937 nChanged 0 SP:Iteration 5F (9187.880000 sec): 3 clusters Score: Raw -23379.220426 + Penalty 2589.296489 = -20789.923937 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (17656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9188.050000 sec): 2 clusters Score: Raw -2386814.559660 + Penalty 2425.150075 = -2384389.409585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9188.420000 sec): 3 clusters Score: Raw -2376610.070643 + Penalty 4850.300150 = -2371759.770493 nChanged 7675 SP:Iteration 1F (9188.730000 sec): 3 clusters Score: Raw -2380628.077166 + Penalty 4850.300150 = -2375777.777016 nChanged 973 SP:Iteration 2F (9189.010000 sec): 3 clusters Score: Raw -2380985.111185 + Penalty 4850.300150 = -2376134.811035 nChanged 814 SP:Iteration 3Q (9189.350000 sec): 3 clusters Score: Raw -2381271.199562 + Penalty 4850.300150 = -2376420.899411 nChanged 685 SP:Iteration 4Q (9189.670000 sec): 3 clusters Score: Raw -2381530.719939 + Penalty 4850.300150 = -2376680.419788 nChanged 706 SP:Iteration 5Q (9189.990000 sec): 3 clusters Score: Raw -2381847.181487 + Penalty 4850.300150 = -2376996.881337 nChanged 758 SP:Iteration 6Q (9190.290000 sec): 3 clusters Score: Raw -2382271.687596 + Penalty 4850.300150 = -2377421.387445 nChanged 841 SP:Iteration 7Q (9190.620000 sec): 3 clusters Score: Raw -2382763.884963 + Penalty 4850.300150 = -2377913.584813 nChanged 948 SP:Iteration 8F (9190.890000 sec): 3 clusters Score: Raw -2383455.377166 + Penalty 4850.300150 = -2378605.077015 nChanged 1120 SP:Iteration 9F (9191.210000 sec): 3 clusters Score: Raw -2384399.040670 + Penalty 4850.300150 = -2379548.740520 nChanged 1152 SP:Iteration 10F (9191.550000 sec): 3 clusters Score: Raw -2385505.035318 + Penalty 4850.300150 = -2380654.735167 nChanged 1016 SP:Iteration 11F (9191.860000 sec): 3 clusters Score: Raw -2386571.163879 + Penalty 4850.300150 = -2381720.863729 nChanged 739 SP:Iteration 12Q (9192.100000 sec): 3 clusters Score: Raw -2387240.115700 + Penalty 4850.300150 = -2382389.815550 nChanged 434 SP:Iteration 13Q (9192.410000 sec): 3 clusters Score: Raw -2387531.873697 + Penalty 4850.300150 = -2382681.573547 nChanged 220 SP:Iteration 14Q (9192.680000 sec): 3 clusters Score: Raw -2387626.115172 + Penalty 4850.300150 = -2382775.815022 nChanged 168 SP:Iteration 15Q (9192.930000 sec): 3 clusters Score: Raw -2387678.915900 + Penalty 4850.300150 = -2382828.615750 nChanged 110 SP:Iteration 16Q (9193.210000 sec): 3 clusters Score: Raw -2387711.711550 + Penalty 4850.300150 = -2382861.411400 nChanged 91 SP:Iteration 17Q (9193.540000 sec): 3 clusters Score: Raw -2387736.874455 + Penalty 4850.300150 = -2382886.574305 nChanged 72 SP:Iteration 18Q (9193.790000 sec): 3 clusters Score: Raw -2387752.437241 + Penalty 4850.300150 = -2382902.137091 nChanged 53 SP:Iteration 19Q (9194.010000 sec): 3 clusters Score: Raw -2387762.740909 + Penalty 4850.300150 = -2382912.440759 nChanged 42 SP:Iteration 20F (9194.270000 sec): 3 clusters Score: Raw -2387769.730684 + Penalty 4850.300150 = -2382919.430534 nChanged 24 SP:Iteration 21Q (9194.620000 sec): 3 clusters Score: Raw -2387773.111924 + Penalty 4850.300150 = -2382922.811774 nChanged 21 SP:Iteration 22Q (9194.930000 sec): 3 clusters Score: Raw -2387776.004676 + Penalty 4850.300150 = -2382925.704525 nChanged 26 SP:Iteration 23Q (9195.270000 sec): 3 clusters Score: Raw -2387779.120468 + Penalty 4850.300150 = -2382928.820317 nChanged 20 SP:Iteration 24Q (9195.520000 sec): 3 clusters Score: Raw -2387782.150594 + Penalty 4850.300150 = -2382931.850444 nChanged 11 SP:Iteration 25Q (9195.810000 sec): 3 clusters Score: Raw -2387783.495043 + Penalty 4850.300150 = -2382933.194893 nChanged 10 SP:Iteration 26Q (9196.090000 sec): 3 clusters Score: Raw -2387785.039628 + Penalty 4850.300150 = -2382934.739477 nChanged 15 SP:Iteration 27Q (9196.440000 sec): 3 clusters Score: Raw -2387786.883744 + Penalty 4850.300150 = -2382936.583594 nChanged 6 SP:Iteration 28Q (9196.680000 sec): 3 clusters Score: Raw -2387787.529337 + Penalty 4850.300150 = -2382937.229187 nChanged 6 SP:Iteration 29Q (9196.980000 sec): 3 clusters Score: Raw -2387788.127896 + Penalty 4850.300150 = -2382937.827746 nChanged 3 SP:Iteration 30Q (9197.250000 sec): 3 clusters Score: Raw -2387788.437646 + Penalty 4850.300150 = -2382938.137496 nChanged 2 SP:Iteration 31Q (9197.520000 sec): 3 clusters Score: Raw -2387788.613260 + Penalty 4850.300150 = -2382938.313110 nChanged 0 SP:Iteration 32F (9197.780000 sec): 3 clusters Score: Raw -2387788.613260 + Penalty 4850.300150 = -2382938.313110 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9197.920000 sec): 2 clusters Score: Raw -16864.084538 + Penalty 1216.508145 = -15647.576392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9198.100000 sec): 3 clusters Score: Raw -17127.695031 + Penalty 2433.016290 = -14694.678741 nChanged 3 SP:Iteration 1Q (9198.260000 sec): 3 clusters Score: Raw -17148.240989 + Penalty 2433.016290 = -14715.224699 nChanged 0 SP:Iteration 2F (9198.420000 sec): 3 clusters Score: Raw -17148.240989 + Penalty 2433.016290 = -14715.224699 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (35498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9198.720000 sec): 2 clusters Score: Raw -4960155.656468 + Penalty 2598.353446 = -4957557.303022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9199.170000 sec): 3 clusters Score: Raw -4938737.677688 + Penalty 5196.706891 = -4933540.970796 nChanged 16156 SP:Iteration 1F (9199.660000 sec): 3 clusters Score: Raw -4948355.059434 + Penalty 5196.706891 = -4943158.352542 nChanged 2272 SP:Iteration 2F (9200.100000 sec): 3 clusters Score: Raw -4949513.542095 + Penalty 5196.706891 = -4944316.835204 nChanged 2233 SP:Iteration 3F (9200.550000 sec): 3 clusters Score: Raw -4950669.211602 + Penalty 5196.706891 = -4945472.504710 nChanged 2142 SP:Iteration 4F (9200.910000 sec): 3 clusters Score: Raw -4951722.539379 + Penalty 5196.706891 = -4946525.832488 nChanged 1820 SP:Iteration 5F (9201.290000 sec): 3 clusters Score: Raw -4952527.744349 + Penalty 5196.706891 = -4947331.037457 nChanged 1583 SP:Iteration 6Q (9201.700000 sec): 3 clusters Score: Raw -4953206.275336 + Penalty 5196.706891 = -4948009.568445 nChanged 1502 SP:Iteration 7Q (9202.080000 sec): 3 clusters Score: Raw -4953873.243248 + Penalty 5196.706891 = -4948676.536356 nChanged 1373 SP:Iteration 8Q (9202.430000 sec): 3 clusters Score: Raw -4954521.228977 + Penalty 5196.706891 = -4949324.522086 nChanged 1324 SP:Iteration 9Q (9202.810000 sec): 3 clusters Score: Raw -4955197.978471 + Penalty 5196.706891 = -4950001.271580 nChanged 1273 SP:Iteration 10Q (9203.210000 sec): 3 clusters Score: Raw -4955898.701266 + Penalty 5196.706891 = -4950701.994375 nChanged 1233 SP:Iteration 11Q (9203.550000 sec): 3 clusters Score: Raw -4956622.486191 + Penalty 5196.706891 = -4951425.779300 nChanged 1169 SP:Iteration 12Q (9203.980000 sec): 3 clusters Score: Raw -4957315.795223 + Penalty 5196.706891 = -4952119.088331 nChanged 1095 SP:Iteration 13Q (9204.360000 sec): 3 clusters Score: Raw -4957988.561960 + Penalty 5196.706891 = -4952791.855068 nChanged 976 SP:Iteration 14Q (9204.750000 sec): 3 clusters Score: Raw -4958602.880138 + Penalty 5196.706891 = -4953406.173247 nChanged 858 SP:Iteration 15Q (9205.120000 sec): 3 clusters Score: Raw -4959137.166993 + Penalty 5196.706891 = -4953940.460101 nChanged 755 SP:Iteration 16Q (9205.450000 sec): 3 clusters Score: Raw -4959602.112855 + Penalty 5196.706891 = -4954405.405964 nChanged 592 SP:Iteration 17Q (9205.770000 sec): 3 clusters Score: Raw -4959955.038505 + Penalty 5196.706891 = -4954758.331614 nChanged 446 SP:Iteration 18Q (9206.170000 sec): 3 clusters Score: Raw -4960222.219253 + Penalty 5196.706891 = -4955025.512361 nChanged 343 SP:Iteration 19Q (9206.520000 sec): 3 clusters Score: Raw -4960424.581304 + Penalty 5196.706891 = -4955227.874413 nChanged 231 SP:Iteration 20F (9206.890000 sec): 3 clusters Score: Raw -4960562.755289 + Penalty 5196.706891 = -4955366.048397 nChanged 158 SP:Iteration 21Q (9207.250000 sec): 3 clusters Score: Raw -4960656.682564 + Penalty 5196.706891 = -4955459.975673 nChanged 127 SP:Iteration 22Q (9207.590000 sec): 3 clusters Score: Raw -4960735.802841 + Penalty 5196.706891 = -4955539.095949 nChanged 109 SP:Iteration 23Q (9207.990000 sec): 3 clusters Score: Raw -4960797.635153 + Penalty 5196.706891 = -4955600.928261 nChanged 58 SP:Iteration 24Q (9208.300000 sec): 3 clusters Score: Raw -4960829.422879 + Penalty 5196.706891 = -4955632.715988 nChanged 44 SP:Iteration 25Q (9208.670000 sec): 3 clusters Score: Raw -4960852.284618 + Penalty 5196.706891 = -4955655.577727 nChanged 38 SP:Iteration 26Q (9209.010000 sec): 3 clusters Score: Raw -4960875.068846 + Penalty 5196.706891 = -4955678.361954 nChanged 30 SP:Iteration 27Q (9209.370000 sec): 3 clusters Score: Raw -4960892.818094 + Penalty 5196.706891 = -4955696.111203 nChanged 27 SP:Iteration 28Q (9209.700000 sec): 3 clusters Score: Raw -4960906.277272 + Penalty 5196.706891 = -4955709.570381 nChanged 12 SP:Iteration 29Q (9210.090000 sec): 3 clusters Score: Raw -4960915.541659 + Penalty 5196.706891 = -4955718.834768 nChanged 22 SP:Iteration 30Q (9210.400000 sec): 3 clusters Score: Raw -4960929.026089 + Penalty 5196.706891 = -4955732.319198 nChanged 18 SP:Iteration 31Q (9210.720000 sec): 3 clusters Score: Raw -4960938.822787 + Penalty 5196.706891 = -4955742.115896 nChanged 18 SP:Iteration 32Q (9211.070000 sec): 3 clusters Score: Raw -4960951.531098 + Penalty 5196.706891 = -4955754.824206 nChanged 17 SP:Iteration 33Q (9211.430000 sec): 3 clusters Score: Raw -4960961.521499 + Penalty 5196.706891 = -4955764.814607 nChanged 14 SP:Iteration 34Q (9211.790000 sec): 3 clusters Score: Raw -4960969.117081 + Penalty 5196.706891 = -4955772.410190 nChanged 12 SP:Iteration 35Q (9212.170000 sec): 3 clusters Score: Raw -4960976.542206 + Penalty 5196.706891 = -4955779.835315 nChanged 10 SP:Iteration 36Q (9212.530000 sec): 3 clusters Score: Raw -4960981.304892 + Penalty 5196.706891 = -4955784.598000 nChanged 5 SP:Iteration 37Q (9212.820000 sec): 3 clusters Score: Raw -4960983.079712 + Penalty 5196.706891 = -4955786.372820 nChanged 3 SP:Iteration 38Q (9213.200000 sec): 3 clusters Score: Raw -4960984.514169 + Penalty 5196.706891 = -4955787.807278 nChanged 1 SP:Iteration 39Q (9213.550000 sec): 3 clusters Score: Raw -4960984.781358 + Penalty 5196.706891 = -4955788.074467 nChanged 1 SP:Iteration 40F (9213.920000 sec): 3 clusters Score: Raw -4960985.043063 + Penalty 5196.706891 = -4955788.336172 nChanged 1 SP:Iteration 41Q (9214.320000 sec): 3 clusters Score: Raw -4960985.291944 + Penalty 5196.706891 = -4955788.585053 nChanged 0 SP:Iteration 42F (9214.700000 sec): 3 clusters Score: Raw -4960985.291944 + Penalty 5196.706891 = -4955788.585053 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9214.790000 sec): 2 clusters Score: Raw -65408.692010 + Penalty 1541.718313 = -63866.973697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9214.920000 sec): 3 clusters Score: Raw -65461.762885 + Penalty 3083.436626 = -62378.326259 nChanged 99 SP:Iteration 1F (9215.040000 sec): 3 clusters Score: Raw -65636.081383 + Penalty 3083.436626 = -62552.644757 nChanged 20 SP:Iteration 2Q (9215.210000 sec): 3 clusters Score: Raw -65667.865370 + Penalty 3083.436626 = -62584.428744 nChanged 9 SP:Iteration 3Q (9215.410000 sec): 3 clusters Score: Raw -65706.372745 + Penalty 3083.436626 = -62622.936119 nChanged 11 SP:Iteration 4Q (9215.620000 sec): 3 clusters Score: Raw -65728.776502 + Penalty 3083.436626 = -62645.339876 nChanged 5 SP:Iteration 5Q (9215.790000 sec): 3 clusters Score: Raw -65745.542520 + Penalty 3083.436626 = -62662.105894 nChanged 5 SP:Iteration 6Q (9215.960000 sec): 3 clusters Score: Raw -65759.007783 + Penalty 3083.436626 = -62675.571157 nChanged 2 SP:Iteration 7Q (9216.110000 sec): 3 clusters Score: Raw -65761.409050 + Penalty 3083.436626 = -62677.972424 nChanged 0 SP:Iteration 8F (9216.270000 sec): 3 clusters Score: Raw -65761.409050 + Penalty 3083.436626 = -62677.972424 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (20214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9216.480000 sec): 2 clusters Score: Raw -2721346.438549 + Penalty 2458.704417 = -2718887.734132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9216.740000 sec): 3 clusters Score: Raw -2709612.359833 + Penalty 4917.408833 = -2704694.951000 nChanged 8845 SP:Iteration 1F (9217.030000 sec): 3 clusters Score: Raw -2714300.700774 + Penalty 4917.408833 = -2709383.291941 nChanged 993 SP:Iteration 2Q (9217.320000 sec): 3 clusters Score: Raw -2714637.302776 + Penalty 4917.408833 = -2709719.893942 nChanged 865 SP:Iteration 3Q (9217.570000 sec): 3 clusters Score: Raw -2714926.073300 + Penalty 4917.408833 = -2710008.664467 nChanged 743 SP:Iteration 4Q (9217.870000 sec): 3 clusters Score: Raw -2715199.280197 + Penalty 4917.408833 = -2710281.871363 nChanged 713 SP:Iteration 5Q (9218.080000 sec): 3 clusters Score: Raw -2715483.787533 + Penalty 4917.408833 = -2710566.378700 nChanged 726 SP:Iteration 6Q (9218.380000 sec): 3 clusters Score: Raw -2715818.371586 + Penalty 4917.408833 = -2710900.962753 nChanged 742 SP:Iteration 7Q (9218.680000 sec): 3 clusters Score: Raw -2716200.749850 + Penalty 4917.408833 = -2711283.341017 nChanged 810 SP:Iteration 8Q (9218.970000 sec): 3 clusters Score: Raw -2716600.648936 + Penalty 4917.408833 = -2711683.240103 nChanged 837 SP:Iteration 9Q (9219.250000 sec): 3 clusters Score: Raw -2717001.899711 + Penalty 4917.408833 = -2712084.490878 nChanged 826 SP:Iteration 10Q (9219.570000 sec): 3 clusters Score: Raw -2717452.976855 + Penalty 4917.408833 = -2712535.568022 nChanged 904 SP:Iteration 11Q (9219.890000 sec): 3 clusters Score: Raw -2717937.787936 + Penalty 4917.408833 = -2713020.379102 nChanged 926 SP:Iteration 12Q (9220.130000 sec): 3 clusters Score: Raw -2718449.067280 + Penalty 4917.408833 = -2713531.658447 nChanged 853 SP:Iteration 13Q (9220.480000 sec): 3 clusters Score: Raw -2718927.203846 + Penalty 4917.408833 = -2714009.795012 nChanged 798 SP:Iteration 14Q (9220.780000 sec): 3 clusters Score: Raw -2719444.063969 + Penalty 4917.408833 = -2714526.655136 nChanged 729 SP:Iteration 15Q (9221.100000 sec): 3 clusters Score: Raw -2719853.943165 + Penalty 4917.408833 = -2714936.534331 nChanged 559 SP:Iteration 16Q (9221.370000 sec): 3 clusters Score: Raw -2720159.256675 + Penalty 4917.408833 = -2715241.847842 nChanged 420 SP:Iteration 17Q (9221.660000 sec): 3 clusters Score: Raw -2720362.887652 + Penalty 4917.408833 = -2715445.478819 nChanged 353 SP:Iteration 18Q (9221.980000 sec): 3 clusters Score: Raw -2720528.591452 + Penalty 4917.408833 = -2715611.182618 nChanged 341 SP:Iteration 19Q (9222.230000 sec): 3 clusters Score: Raw -2720681.844691 + Penalty 4917.408833 = -2715764.435858 nChanged 314 SP:Iteration 20F (9222.550000 sec): 3 clusters Score: Raw -2720814.403806 + Penalty 4917.408833 = -2715896.994972 nChanged 265 SP:Iteration 21Q (9222.840000 sec): 3 clusters Score: Raw -2720916.419549 + Penalty 4917.408833 = -2715999.010716 nChanged 249 SP:Iteration 22Q (9223.120000 sec): 3 clusters Score: Raw -2721000.929269 + Penalty 4917.408833 = -2716083.520436 nChanged 224 SP:Iteration 23Q (9223.430000 sec): 3 clusters Score: Raw -2721074.752038 + Penalty 4917.408833 = -2716157.343204 nChanged 227 SP:Iteration 24Q (9223.670000 sec): 3 clusters Score: Raw -2721148.915251 + Penalty 4917.408833 = -2716231.506417 nChanged 234 SP:Iteration 25Q (9223.990000 sec): 3 clusters Score: Raw -2721222.562332 + Penalty 4917.408833 = -2716305.153498 nChanged 233 SP:Iteration 26Q (9224.290000 sec): 3 clusters Score: Raw -2721297.174544 + Penalty 4917.408833 = -2716379.765710 nChanged 205 SP:Iteration 27Q (9224.590000 sec): 3 clusters Score: Raw -2721358.298711 + Penalty 4917.408833 = -2716440.889878 nChanged 183 SP:Iteration 28Q (9224.880000 sec): 3 clusters Score: Raw -2721409.482668 + Penalty 4917.408833 = -2716492.073834 nChanged 176 SP:Iteration 29Q (9225.130000 sec): 3 clusters Score: Raw -2721456.691057 + Penalty 4917.408833 = -2716539.282223 nChanged 159 SP:Iteration 30Q (9225.400000 sec): 3 clusters Score: Raw -2721499.421372 + Penalty 4917.408833 = -2716582.012538 nChanged 153 SP:Iteration 31Q (9225.690000 sec): 3 clusters Score: Raw -2721537.915936 + Penalty 4917.408833 = -2716620.507103 nChanged 120 SP:Iteration 32Q (9225.980000 sec): 3 clusters Score: Raw -2721564.279885 + Penalty 4917.408833 = -2716646.871051 nChanged 107 SP:Iteration 33Q (9226.260000 sec): 3 clusters Score: Raw -2721586.775582 + Penalty 4917.408833 = -2716669.366748 nChanged 93 SP:Iteration 34Q (9226.510000 sec): 3 clusters Score: Raw -2721608.438330 + Penalty 4917.408833 = -2716691.029496 nChanged 84 SP:Iteration 35Q (9226.760000 sec): 3 clusters Score: Raw -2721626.376005 + Penalty 4917.408833 = -2716708.967171 nChanged 91 SP:Iteration 36Q (9227.000000 sec): 3 clusters Score: Raw -2721645.087643 + Penalty 4917.408833 = -2716727.678809 nChanged 86 SP:Iteration 37Q (9227.300000 sec): 3 clusters Score: Raw -2721661.668095 + Penalty 4917.408833 = -2716744.259262 nChanged 72 SP:Iteration 38Q (9227.530000 sec): 3 clusters Score: Raw -2721674.905080 + Penalty 4917.408833 = -2716757.496247 nChanged 61 SP:Iteration 39Q (9227.790000 sec): 3 clusters Score: Raw -2721684.892350 + Penalty 4917.408833 = -2716767.483517 nChanged 59 SP:Iteration 40F (9228.100000 sec): 3 clusters Score: Raw -2721695.027121 + Penalty 4917.408833 = -2716777.618288 nChanged 46 SP:Iteration 41Q (9228.320000 sec): 3 clusters Score: Raw -2721702.994656 + Penalty 4917.408833 = -2716785.585822 nChanged 47 SP:Iteration 42Q (9228.620000 sec): 3 clusters Score: Raw -2721710.824348 + Penalty 4917.408833 = -2716793.415515 nChanged 39 SP:Iteration 43Q (9228.880000 sec): 3 clusters Score: Raw -2721716.889306 + Penalty 4917.408833 = -2716799.480473 nChanged 28 SP:Iteration 44Q (9229.110000 sec): 3 clusters Score: Raw -2721721.298729 + Penalty 4917.408833 = -2716803.889895 nChanged 28 SP:Iteration 45Q (9229.410000 sec): 3 clusters Score: Raw -2721725.695259 + Penalty 4917.408833 = -2716808.286426 nChanged 38 SP:Iteration 46Q (9229.710000 sec): 3 clusters Score: Raw -2721731.019654 + Penalty 4917.408833 = -2716813.610821 nChanged 30 SP:Iteration 47Q (9229.950000 sec): 3 clusters Score: Raw -2721735.443876 + Penalty 4917.408833 = -2716818.035043 nChanged 26 SP:Iteration 48Q (9230.270000 sec): 3 clusters Score: Raw -2721739.199150 + Penalty 4917.408833 = -2716821.790316 nChanged 21 SP:Iteration 49Q (9230.510000 sec): 3 clusters Score: Raw -2721741.966760 + Penalty 4917.408833 = -2716824.557927 nChanged 15 SP:Iteration 50Q (9230.770000 sec): 3 clusters Score: Raw -2721743.776699 + Penalty 4917.408833 = -2716826.367866 nChanged 13 SP:Iteration 51Q (9231.060000 sec): 3 clusters Score: Raw -2721745.479547 + Penalty 4917.408833 = -2716828.070714 nChanged 20 SP:Iteration 52Q (9231.270000 sec): 3 clusters Score: Raw -2721748.586671 + Penalty 4917.408833 = -2716831.177837 nChanged 22 SP:Iteration 53Q (9231.510000 sec): 3 clusters Score: Raw -2721751.507052 + Penalty 4917.408833 = -2716834.098219 nChanged 25 SP:Iteration 54Q (9231.760000 sec): 3 clusters Score: Raw -2721754.659445 + Penalty 4917.408833 = -2716837.250612 nChanged 20 SP:Iteration 55Q (9232.060000 sec): 3 clusters Score: Raw -2721757.252414 + Penalty 4917.408833 = -2716839.843580 nChanged 23 SP:Iteration 56Q (9232.310000 sec): 3 clusters Score: Raw -2721760.155466 + Penalty 4917.408833 = -2716842.746633 nChanged 23 SP:Iteration 57Q (9232.570000 sec): 3 clusters Score: Raw -2721763.309743 + Penalty 4917.408833 = -2716845.900910 nChanged 23 SP:Iteration 58Q (9232.860000 sec): 3 clusters Score: Raw -2721766.305198 + Penalty 4917.408833 = -2716848.896365 nChanged 20 SP:Iteration 59Q (9233.070000 sec): 3 clusters Score: Raw -2721769.565430 + Penalty 4917.408833 = -2716852.156597 nChanged 21 SP:Iteration 60F (9233.380000 sec): 3 clusters Score: Raw -2721772.325250 + Penalty 4917.408833 = -2716854.916416 nChanged 16 SP:Iteration 61Q (9233.630000 sec): 3 clusters Score: Raw -2721774.717783 + Penalty 4917.408833 = -2716857.308949 nChanged 19 SP:Iteration 62Q (9233.870000 sec): 3 clusters Score: Raw -2721778.018005 + Penalty 4917.408833 = -2716860.609171 nChanged 21 SP:Iteration 63Q (9234.150000 sec): 3 clusters Score: Raw -2721780.948163 + Penalty 4917.408833 = -2716863.539329 nChanged 18 SP:Iteration 64Q (9234.390000 sec): 3 clusters Score: Raw -2721783.305207 + Penalty 4917.408833 = -2716865.896374 nChanged 20 SP:Iteration 65Q (9234.650000 sec): 3 clusters Score: Raw -2721786.188514 + Penalty 4917.408833 = -2716868.779681 nChanged 23 SP:Iteration 66Q (9234.890000 sec): 3 clusters Score: Raw -2721788.782179 + Penalty 4917.408833 = -2716871.373346 nChanged 19 SP:Iteration 67Q (9235.190000 sec): 3 clusters Score: Raw -2721791.632241 + Penalty 4917.408833 = -2716874.223407 nChanged 26 SP:Iteration 68Q (9235.410000 sec): 3 clusters Score: Raw -2721795.255212 + Penalty 4917.408833 = -2716877.846378 nChanged 21 SP:Iteration 69Q (9235.670000 sec): 3 clusters Score: Raw -2721797.687639 + Penalty 4917.408833 = -2716880.278805 nChanged 18 SP:Iteration 70Q (9235.950000 sec): 3 clusters Score: Raw -2721800.133705 + Penalty 4917.408833 = -2716882.724871 nChanged 22 SP:Iteration 71Q (9236.190000 sec): 3 clusters Score: Raw -2721803.334432 + Penalty 4917.408833 = -2716885.925599 nChanged 12 SP:Iteration 72Q (9236.480000 sec): 3 clusters Score: Raw -2721804.822729 + Penalty 4917.408833 = -2716887.413895 nChanged 12 SP:Iteration 73Q (9236.760000 sec): 3 clusters Score: Raw -2721806.870851 + Penalty 4917.408833 = -2716889.462017 nChanged 11 SP:Iteration 74Q (9237.010000 sec): 3 clusters Score: Raw -2721807.914877 + Penalty 4917.408833 = -2716890.506044 nChanged 12 SP:Iteration 75Q (9237.290000 sec): 3 clusters Score: Raw -2721809.392140 + Penalty 4917.408833 = -2716891.983306 nChanged 9 SP:Iteration 76Q (9237.510000 sec): 3 clusters Score: Raw -2721810.421450 + Penalty 4917.408833 = -2716893.012616 nChanged 4 SP:Iteration 77Q (9237.830000 sec): 3 clusters Score: Raw -2721811.013030 + Penalty 4917.408833 = -2716893.604196 nChanged 5 SP:Iteration 78Q (9238.090000 sec): 3 clusters Score: Raw -2721811.512651 + Penalty 4917.408833 = -2716894.103818 nChanged 5 SP:Iteration 79Q (9238.390000 sec): 3 clusters Score: Raw -2721812.104516 + Penalty 4917.408833 = -2716894.695682 nChanged 7 SP:Iteration 80F (9238.650000 sec): 3 clusters Score: Raw -2721812.798203 + Penalty 4917.408833 = -2716895.389370 nChanged 6 SP:Iteration 81Q (9238.960000 sec): 3 clusters Score: Raw -2721813.312130 + Penalty 4917.408833 = -2716895.903297 nChanged 7 SP:Iteration 82Q (9239.170000 sec): 3 clusters Score: Raw -2721814.695262 + Penalty 4917.408833 = -2716897.286428 nChanged 8 SP:Iteration 83Q (9239.440000 sec): 3 clusters Score: Raw -2721815.635169 + Penalty 4917.408833 = -2716898.226335 nChanged 4 SP:Iteration 84Q (9239.730000 sec): 3 clusters Score: Raw -2721816.230468 + Penalty 4917.408833 = -2716898.821634 nChanged 2 SP:Iteration 85Q (9239.950000 sec): 3 clusters Score: Raw -2721816.362171 + Penalty 4917.408833 = -2716898.953337 nChanged 2 SP:Iteration 86Q (9240.250000 sec): 3 clusters Score: Raw -2721816.644556 + Penalty 4917.408833 = -2716899.235723 nChanged 3 SP:Iteration 87Q (9240.500000 sec): 3 clusters Score: Raw -2721817.106826 + Penalty 4917.408833 = -2716899.697993 nChanged 8 SP:Iteration 88Q (9240.750000 sec): 3 clusters Score: Raw -2721817.980504 + Penalty 4917.408833 = -2716900.571671 nChanged 6 SP:Iteration 89Q (9241.010000 sec): 3 clusters Score: Raw -2721818.342383 + Penalty 4917.408833 = -2716900.933550 nChanged 6 SP:Iteration 90Q (9241.300000 sec): 3 clusters Score: Raw -2721818.922884 + Penalty 4917.408833 = -2716901.514051 nChanged 5 SP:Iteration 91Q (9241.550000 sec): 3 clusters Score: Raw -2721819.666991 + Penalty 4917.408833 = -2716902.258158 nChanged 3 SP:Iteration 92Q (9241.790000 sec): 3 clusters Score: Raw -2721819.993601 + Penalty 4917.408833 = -2716902.584767 nChanged 7 SP:Iteration 93Q (9242.050000 sec): 3 clusters Score: Raw -2721820.830556 + Penalty 4917.408833 = -2716903.421722 nChanged 10 SP:Iteration 94Q (9242.320000 sec): 3 clusters Score: Raw -2721822.404323 + Penalty 4917.408833 = -2716904.995489 nChanged 8 SP:Iteration 95Q (9242.620000 sec): 3 clusters Score: Raw -2721823.272997 + Penalty 4917.408833 = -2716905.864164 nChanged 9 SP:Iteration 96Q (9242.840000 sec): 3 clusters Score: Raw -2721824.367124 + Penalty 4917.408833 = -2716906.958291 nChanged 6 SP:Iteration 97Q (9243.160000 sec): 3 clusters Score: Raw -2721825.101474 + Penalty 4917.408833 = -2716907.692641 nChanged 7 SP:Iteration 98Q (9243.420000 sec): 3 clusters Score: Raw -2721825.862988 + Penalty 4917.408833 = -2716908.454155 nChanged 5 SP:Iteration 99Q (9243.700000 sec): 3 clusters Score: Raw -2721826.449133 + Penalty 4917.408833 = -2716909.040300 nChanged 7 SP:Iteration 100F (9243.980000 sec): 3 clusters Score: Raw -2721827.129787 + Penalty 4917.408833 = -2716909.720953 nChanged 4 SP:Iteration 101Q (9244.260000 sec): 3 clusters Score: Raw -2721827.676747 + Penalty 4917.408833 = -2716910.267913 nChanged 5 SP:Iteration 102Q (9244.520000 sec): 3 clusters Score: Raw -2721828.210825 + Penalty 4917.408833 = -2716910.801992 nChanged 7 SP:Iteration 103Q (9244.760000 sec): 3 clusters Score: Raw -2721829.125550 + Penalty 4917.408833 = -2716911.716716 nChanged 5 SP:Iteration 104Q (9245.000000 sec): 3 clusters Score: Raw -2721830.072947 + Penalty 4917.408833 = -2716912.664113 nChanged 9 SP:Iteration 105Q (9245.270000 sec): 3 clusters Score: Raw -2721831.398569 + Penalty 4917.408833 = -2716913.989735 nChanged 11 SP:Iteration 106Q (9245.560000 sec): 3 clusters Score: Raw -2721832.799261 + Penalty 4917.408833 = -2716915.390427 nChanged 13 SP:Iteration 107Q (9245.790000 sec): 3 clusters Score: Raw -2721834.955003 + Penalty 4917.408833 = -2716917.546170 nChanged 12 SP:Iteration 108Q (9246.070000 sec): 3 clusters Score: Raw -2721836.834391 + Penalty 4917.408833 = -2716919.425558 nChanged 8 SP:Iteration 109Q (9246.300000 sec): 3 clusters Score: Raw -2721837.979344 + Penalty 4917.408833 = -2716920.570510 nChanged 8 SP:Iteration 110Q (9246.560000 sec): 3 clusters Score: Raw -2721839.013458 + Penalty 4917.408833 = -2716921.604624 nChanged 14 SP:Iteration 111Q (9246.830000 sec): 3 clusters Score: Raw -2721840.553401 + Penalty 4917.408833 = -2716923.144567 nChanged 12 SP:Iteration 112Q (9247.120000 sec): 3 clusters Score: Raw -2721842.619912 + Penalty 4917.408833 = -2716925.211079 nChanged 17 SP:Iteration 113Q (9247.350000 sec): 3 clusters Score: Raw -2721845.504956 + Penalty 4917.408833 = -2716928.096123 nChanged 18 SP:Iteration 114Q (9247.630000 sec): 3 clusters Score: Raw -2721848.234289 + Penalty 4917.408833 = -2716930.825455 nChanged 17 SP:Iteration 115Q (9247.850000 sec): 3 clusters Score: Raw -2721850.505289 + Penalty 4917.408833 = -2716933.096455 nChanged 14 SP:Iteration 116Q (9248.110000 sec): 3 clusters Score: Raw -2721852.197281 + Penalty 4917.408833 = -2716934.788447 nChanged 13 SP:Iteration 117Q (9248.400000 sec): 3 clusters Score: Raw -2721853.722045 + Penalty 4917.408833 = -2716936.313211 nChanged 13 SP:Iteration 118Q (9248.630000 sec): 3 clusters Score: Raw -2721855.325103 + Penalty 4917.408833 = -2716937.916270 nChanged 14 SP:Iteration 119Q (9248.930000 sec): 3 clusters Score: Raw -2721857.624562 + Penalty 4917.408833 = -2716940.215729 nChanged 17 SP:Iteration 120F (9249.190000 sec): 3 clusters Score: Raw -2721859.929411 + Penalty 4917.408833 = -2716942.520577 nChanged 11 SP:Iteration 121Q (9249.510000 sec): 3 clusters Score: Raw -2721862.124832 + Penalty 4917.408833 = -2716944.715998 nChanged 13 SP:Iteration 122Q (9249.800000 sec): 3 clusters Score: Raw -2721864.080545 + Penalty 4917.408833 = -2716946.671711 nChanged 11 SP:Iteration 123Q (9250.110000 sec): 3 clusters Score: Raw -2721865.852897 + Penalty 4917.408833 = -2716948.444064 nChanged 11 SP:Iteration 124Q (9250.400000 sec): 3 clusters Score: Raw -2721867.226551 + Penalty 4917.408833 = -2716949.817718 nChanged 6 SP:Iteration 125Q (9250.700000 sec): 3 clusters Score: Raw -2721868.277461 + Penalty 4917.408833 = -2716950.868628 nChanged 4 SP:Iteration 126Q (9250.990000 sec): 3 clusters Score: Raw -2721868.775937 + Penalty 4917.408833 = -2716951.367103 nChanged 3 SP:Iteration 127Q (9251.290000 sec): 3 clusters Score: Raw -2721869.120133 + Penalty 4917.408833 = -2716951.711300 nChanged 5 SP:Iteration 128Q (9251.600000 sec): 3 clusters Score: Raw -2721869.790623 + Penalty 4917.408833 = -2716952.381789 nChanged 3 SP:Iteration 129Q (9251.890000 sec): 3 clusters Score: Raw -2721870.183130 + Penalty 4917.408833 = -2716952.774296 nChanged 1 SP:Iteration 130Q (9252.180000 sec): 3 clusters Score: Raw -2721870.363486 + Penalty 4917.408833 = -2716952.954653 nChanged 2 SP:Iteration 131Q (9252.470000 sec): 3 clusters Score: Raw -2721870.829831 + Penalty 4917.408833 = -2716953.420997 nChanged 3 SP:Iteration 132Q (9252.710000 sec): 3 clusters Score: Raw -2721871.286392 + Penalty 4917.408833 = -2716953.877559 nChanged 7 SP:Iteration 133Q (9253.000000 sec): 3 clusters Score: Raw -2721872.699930 + Penalty 4917.408833 = -2716955.291096 nChanged 7 SP:Iteration 134Q (9253.260000 sec): 3 clusters Score: Raw -2721873.295315 + Penalty 4917.408833 = -2716955.886482 nChanged 7 SP:Iteration 135Q (9253.480000 sec): 3 clusters Score: Raw -2721874.369949 + Penalty 4917.408833 = -2716956.961115 nChanged 8 SP:Iteration 136Q (9253.760000 sec): 3 clusters Score: Raw -2721875.421085 + Penalty 4917.408833 = -2716958.012251 nChanged 6 SP:Iteration 137Q (9254.030000 sec): 3 clusters Score: Raw -2721876.039465 + Penalty 4917.408833 = -2716958.630631 nChanged 2 SP:Iteration 138Q (9254.270000 sec): 3 clusters Score: Raw -2721876.201218 + Penalty 4917.408833 = -2716958.792384 nChanged 0 SP:Iteration 139F (9254.560000 sec): 3 clusters Score: Raw -2721876.201218 + Penalty 4917.408833 = -2716958.792384 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (6285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9254.680000 sec): 2 clusters Score: Raw -854167.037431 + Penalty 2168.988438 = -851998.048993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9254.900000 sec): 3 clusters Score: Raw -851021.807880 + Penalty 4337.976876 = -846683.831004 nChanged 2448 SP:Iteration 1F (9255.080000 sec): 3 clusters Score: Raw -852344.260824 + Penalty 4337.976876 = -848006.283948 nChanged 466 SP:Iteration 2F (9255.280000 sec): 3 clusters Score: Raw -852582.373018 + Penalty 4337.976876 = -848244.396142 nChanged 287 SP:Iteration 3Q (9255.480000 sec): 3 clusters Score: Raw -852707.666581 + Penalty 4337.976876 = -848369.689705 nChanged 199 SP:Iteration 4Q (9255.690000 sec): 3 clusters Score: Raw -852793.253724 + Penalty 4337.976876 = -848455.276848 nChanged 179 SP:Iteration 5Q (9255.910000 sec): 3 clusters Score: Raw -852855.640995 + Penalty 4337.976876 = -848517.664119 nChanged 125 SP:Iteration 6Q (9256.110000 sec): 3 clusters Score: Raw -852902.131239 + Penalty 4337.976876 = -848564.154363 nChanged 126 SP:Iteration 7Q (9256.300000 sec): 3 clusters Score: Raw -852951.092160 + Penalty 4337.976876 = -848613.115284 nChanged 101 SP:Iteration 8Q (9256.490000 sec): 3 clusters Score: Raw -852987.050068 + Penalty 4337.976876 = -848649.073192 nChanged 85 SP:Iteration 9Q (9256.720000 sec): 3 clusters Score: Raw -853017.130662 + Penalty 4337.976876 = -848679.153786 nChanged 84 SP:Iteration 10Q (9256.920000 sec): 3 clusters Score: Raw -853046.154669 + Penalty 4337.976876 = -848708.177793 nChanged 87 SP:Iteration 11Q (9257.100000 sec): 3 clusters Score: Raw -853078.849753 + Penalty 4337.976876 = -848740.872877 nChanged 82 SP:Iteration 12Q (9257.320000 sec): 3 clusters Score: Raw -853114.583489 + Penalty 4337.976876 = -848776.606613 nChanged 101 SP:Iteration 13Q (9257.560000 sec): 3 clusters Score: Raw -853151.157089 + Penalty 4337.976876 = -848813.180213 nChanged 88 SP:Iteration 14Q (9257.730000 sec): 3 clusters Score: Raw -853186.238600 + Penalty 4337.976876 = -848848.261724 nChanged 95 SP:Iteration 15Q (9257.940000 sec): 3 clusters Score: Raw -853229.022530 + Penalty 4337.976876 = -848891.045654 nChanged 104 SP:Iteration 16Q (9258.110000 sec): 3 clusters Score: Raw -853277.096957 + Penalty 4337.976876 = -848939.120081 nChanged 110 SP:Iteration 17Q (9258.300000 sec): 3 clusters Score: Raw -853331.649760 + Penalty 4337.976876 = -848993.672884 nChanged 137 SP:Iteration 18Q (9258.540000 sec): 3 clusters Score: Raw -853402.248040 + Penalty 4337.976876 = -849064.271164 nChanged 137 SP:Iteration 19Q (9258.760000 sec): 3 clusters Score: Raw -853479.489179 + Penalty 4337.976876 = -849141.512303 nChanged 144 SP:Iteration 20F (9258.960000 sec): 3 clusters Score: Raw -853565.693306 + Penalty 4337.976876 = -849227.716430 nChanged 144 SP:Iteration 21Q (9259.140000 sec): 3 clusters Score: Raw -853652.346573 + Penalty 4337.976876 = -849314.369697 nChanged 141 SP:Iteration 22Q (9259.370000 sec): 3 clusters Score: Raw -853742.010725 + Penalty 4337.976876 = -849404.033849 nChanged 133 SP:Iteration 23Q (9259.590000 sec): 3 clusters Score: Raw -853832.335022 + Penalty 4337.976876 = -849494.358146 nChanged 129 SP:Iteration 24Q (9259.820000 sec): 3 clusters Score: Raw -853922.640268 + Penalty 4337.976876 = -849584.663392 nChanged 112 SP:Iteration 25Q (9259.990000 sec): 3 clusters Score: Raw -854010.517436 + Penalty 4337.976876 = -849672.540560 nChanged 94 SP:Iteration 26Q (9260.170000 sec): 3 clusters Score: Raw -854071.706543 + Penalty 4337.976876 = -849733.729667 nChanged 69 SP:Iteration 27Q (9260.400000 sec): 3 clusters Score: Raw -854120.120448 + Penalty 4337.976876 = -849782.143572 nChanged 58 SP:Iteration 28Q (9260.570000 sec): 3 clusters Score: Raw -854165.519824 + Penalty 4337.976876 = -849827.542948 nChanged 61 SP:Iteration 29Q (9260.760000 sec): 3 clusters Score: Raw -854223.771287 + Penalty 4337.976876 = -849885.794411 nChanged 46 SP:Iteration 30Q (9260.930000 sec): 3 clusters Score: Raw -854260.072380 + Penalty 4337.976876 = -849922.095504 nChanged 36 SP:Iteration 31Q (9261.140000 sec): 3 clusters Score: Raw -854288.727833 + Penalty 4337.976876 = -849950.750957 nChanged 21 SP:Iteration 32Q (9261.360000 sec): 3 clusters Score: Raw -854303.412390 + Penalty 4337.976876 = -849965.435514 nChanged 16 SP:Iteration 33Q (9261.550000 sec): 3 clusters Score: Raw -854316.891166 + Penalty 4337.976876 = -849978.914290 nChanged 20 SP:Iteration 34Q (9261.740000 sec): 3 clusters Score: Raw -854339.824885 + Penalty 4337.976876 = -850001.848009 nChanged 23 SP:Iteration 35Q (9261.940000 sec): 3 clusters Score: Raw -854365.081620 + Penalty 4337.976876 = -850027.104744 nChanged 14 SP:Iteration 36Q (9262.130000 sec): 3 clusters Score: Raw -854381.006687 + Penalty 4337.976876 = -850043.029811 nChanged 12 SP:Iteration 37Q (9262.310000 sec): 3 clusters Score: Raw -854392.381101 + Penalty 4337.976876 = -850054.404225 nChanged 10 SP:Iteration 38Q (9262.520000 sec): 3 clusters Score: Raw -854400.105728 + Penalty 4337.976876 = -850062.128852 nChanged 7 SP:Iteration 39Q (9262.740000 sec): 3 clusters Score: Raw -854406.495662 + Penalty 4337.976876 = -850068.518786 nChanged 5 SP:Iteration 40F (9262.940000 sec): 3 clusters Score: Raw -854411.843182 + Penalty 4337.976876 = -850073.866306 nChanged 3 SP:Iteration 41Q (9263.170000 sec): 3 clusters Score: Raw -854414.116850 + Penalty 4337.976876 = -850076.139974 nChanged 11 SP:Iteration 42Q (9263.350000 sec): 3 clusters Score: Raw -854421.979612 + Penalty 4337.976876 = -850084.002736 nChanged 7 SP:Iteration 43Q (9263.520000 sec): 3 clusters Score: Raw -854427.160528 + Penalty 4337.976876 = -850089.183652 nChanged 6 SP:Iteration 44Q (9263.740000 sec): 3 clusters Score: Raw -854431.364895 + Penalty 4337.976876 = -850093.388019 nChanged 2 SP:Iteration 45Q (9263.930000 sec): 3 clusters Score: Raw -854432.910955 + Penalty 4337.976876 = -850094.934079 nChanged 3 SP:Iteration 46Q (9264.140000 sec): 3 clusters Score: Raw -854436.265017 + Penalty 4337.976876 = -850098.288141 nChanged 4 SP:Iteration 47Q (9264.320000 sec): 3 clusters Score: Raw -854438.302616 + Penalty 4337.976876 = -850100.325740 nChanged 3 SP:Iteration 48Q (9264.500000 sec): 3 clusters Score: Raw -854440.060130 + Penalty 4337.976876 = -850102.083254 nChanged 4 SP:Iteration 49Q (9264.720000 sec): 3 clusters Score: Raw -854442.025399 + Penalty 4337.976876 = -850104.048523 nChanged 3 SP:Iteration 50Q (9264.900000 sec): 3 clusters Score: Raw -854444.457193 + Penalty 4337.976876 = -850106.480317 nChanged 2 SP:Iteration 51Q (9265.080000 sec): 3 clusters Score: Raw -854445.746037 + Penalty 4337.976876 = -850107.769161 nChanged 4 SP:Iteration 52Q (9265.280000 sec): 3 clusters Score: Raw -854449.835068 + Penalty 4337.976876 = -850111.858192 nChanged 2 SP:Iteration 53Q (9265.470000 sec): 3 clusters Score: Raw -854451.079705 + Penalty 4337.976876 = -850113.102829 nChanged 2 SP:Iteration 54Q (9265.660000 sec): 3 clusters Score: Raw -854453.625550 + Penalty 4337.976876 = -850115.648674 nChanged 3 SP:Iteration 55Q (9265.870000 sec): 3 clusters Score: Raw -854456.002458 + Penalty 4337.976876 = -850118.025582 nChanged 2 SP:Iteration 56Q (9266.040000 sec): 3 clusters Score: Raw -854458.850344 + Penalty 4337.976876 = -850120.873468 nChanged 1 SP:Iteration 57Q (9266.280000 sec): 3 clusters Score: Raw -854459.676166 + Penalty 4337.976876 = -850121.699290 nChanged 0 SP:Iteration 58F (9266.450000 sec): 3 clusters Score: Raw -854459.676166 + Penalty 4337.976876 = -850121.699290 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9266.570000 sec): 2 clusters Score: Raw -26725.927887 + Penalty 1330.762052 = -25395.165835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9266.750000 sec): 3 clusters Score: Raw -26952.483240 + Penalty 2661.524103 = -24290.959136 nChanged 18 SP:Iteration 1F (9266.920000 sec): 3 clusters Score: Raw -27024.787412 + Penalty 2661.524103 = -24363.263309 nChanged 5 SP:Iteration 2Q (9267.060000 sec): 3 clusters Score: Raw -27055.530673 + Penalty 2661.524103 = -24394.006569 nChanged 0 SP:Iteration 3F (9267.250000 sec): 3 clusters Score: Raw -27055.530673 + Penalty 2661.524103 = -24394.006569 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 21 (307720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9268.660000 sec): 2 clusters Score: Raw -41638157.147282 + Penalty 3133.962498 = -41635023.184783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9270.390000 sec): 3 clusters Score: Raw -41434037.681095 + Penalty 6267.924997 = -41427769.756099 nChanged 149121 SP:Iteration 1F (9272.170000 sec): 3 clusters Score: Raw -41522044.666778 + Penalty 6267.924997 = -41515776.741781 nChanged 7456 SP:Iteration 2Q (9274.130000 sec): 3 clusters Score: Raw -41523498.491873 + Penalty 6267.924997 = -41517230.566876 nChanged 8502 SP:Iteration 3Q (9276.060000 sec): 3 clusters Score: Raw -41525637.622456 + Penalty 6267.924997 = -41519369.697460 nChanged 10626 SP:Iteration 4Q (9277.900000 sec): 3 clusters Score: Raw -41529378.580303 + Penalty 6267.924997 = -41523110.655306 nChanged 14519 SP:Iteration 5Q (9279.750000 sec): 3 clusters Score: Raw -41536504.940985 + Penalty 6267.924997 = -41530237.015989 nChanged 20251 SP:Iteration 6F (9281.560000 sec): 3 clusters Score: Raw -41549680.828253 + Penalty 6267.924997 = -41543412.903257 nChanged 25718 SP:Iteration 7F (9283.370000 sec): 3 clusters Score: Raw -41570789.097276 + Penalty 6267.924997 = -41564521.172279 nChanged 27823 SP:Iteration 8F (9285.140000 sec): 3 clusters Score: Raw -41597517.515472 + Penalty 6267.924997 = -41591249.590476 nChanged 22717 SP:Iteration 9F (9286.860000 sec): 3 clusters Score: Raw -41620481.161324 + Penalty 6267.924997 = -41614213.236327 nChanged 12468 SP:Iteration 10Q (9288.440000 sec): 3 clusters Score: Raw -41632682.409532 + Penalty 6267.924997 = -41626414.484536 nChanged 4750 SP:Iteration 11Q (9290.000000 sec): 3 clusters Score: Raw -41636968.433650 + Penalty 6267.924997 = -41630700.508654 nChanged 1456 SP:Iteration 12Q (9291.430000 sec): 3 clusters Score: Raw -41638162.370681 + Penalty 6267.924997 = -41631894.445684 nChanged 510 SP:Iteration 13Q (9292.740000 sec): 3 clusters Score: Raw -41638574.707665 + Penalty 6267.924997 = -41632306.782669 nChanged 236 SP:Iteration 14Q (9294.080000 sec): 3 clusters Score: Raw -41638764.639873 + Penalty 6267.924997 = -41632496.714877 nChanged 144 SP:Iteration 15Q (9295.510000 sec): 3 clusters Score: Raw -41638873.185896 + Penalty 6267.924997 = -41632605.260899 nChanged 95 SP:Iteration 16Q (9296.890000 sec): 3 clusters Score: Raw -41638946.445833 + Penalty 6267.924997 = -41632678.520837 nChanged 76 SP:Iteration 17Q (9298.250000 sec): 3 clusters Score: Raw -41638991.773141 + Penalty 6267.924997 = -41632723.848144 nChanged 55 SP:Iteration 18Q (9299.650000 sec): 3 clusters Score: Raw -41639017.799216 + Penalty 6267.924997 = -41632749.874219 nChanged 45 SP:Iteration 19Q (9300.970000 sec): 3 clusters Score: Raw -41639042.187397 + Penalty 6267.924997 = -41632774.262400 nChanged 32 SP:Iteration 20F (9302.610000 sec): 3 clusters Score: Raw -41639061.039153 + Penalty 6267.924997 = -41632793.114156 nChanged 37 SP:Iteration 21Q (9304.050000 sec): 3 clusters Score: Raw -41639084.625107 + Penalty 6267.924997 = -41632816.700111 nChanged 35 SP:Iteration 22Q (9305.420000 sec): 3 clusters Score: Raw -41639103.200787 + Penalty 6267.924997 = -41632835.275791 nChanged 39 SP:Iteration 23Q (9306.960000 sec): 3 clusters Score: Raw -41639118.240860 + Penalty 6267.924997 = -41632850.315863 nChanged 32 SP:Iteration 24Q (9308.490000 sec): 3 clusters Score: Raw -41639132.419469 + Penalty 6267.924997 = -41632864.494473 nChanged 21 SP:Iteration 25Q (9310.030000 sec): 3 clusters Score: Raw -41639144.948073 + Penalty 6267.924997 = -41632877.023076 nChanged 20 SP:Iteration 26Q (9311.440000 sec): 3 clusters Score: Raw -41639155.468452 + Penalty 6267.924997 = -41632887.543455 nChanged 22 SP:Iteration 27Q (9312.920000 sec): 3 clusters Score: Raw -41639164.124929 + Penalty 6267.924997 = -41632896.199933 nChanged 13 SP:Iteration 28Q (9314.310000 sec): 3 clusters Score: Raw -41639166.973749 + Penalty 6267.924997 = -41632899.048752 nChanged 9 SP:Iteration 29Q (9315.680000 sec): 3 clusters Score: Raw -41639170.811858 + Penalty 6267.924997 = -41632902.886861 nChanged 14 SP:Iteration 30Q (9316.930000 sec): 3 clusters Score: Raw -41639177.130143 + Penalty 6267.924997 = -41632909.205146 nChanged 9 SP:Iteration 31Q (9318.280000 sec): 3 clusters Score: Raw -41639182.044389 + Penalty 6267.924997 = -41632914.119392 nChanged 10 SP:Iteration 32Q (9319.720000 sec): 3 clusters Score: Raw -41639187.349967 + Penalty 6267.924997 = -41632919.424970 nChanged 12 SP:Iteration 33Q (9320.970000 sec): 3 clusters Score: Raw -41639192.025812 + Penalty 6267.924997 = -41632924.100815 nChanged 10 SP:Iteration 34Q (9322.370000 sec): 3 clusters Score: Raw -41639194.678892 + Penalty 6267.924997 = -41632926.753896 nChanged 2 SP:Iteration 35Q (9323.730000 sec): 3 clusters Score: Raw -41639195.760228 + Penalty 6267.924997 = -41632927.835232 nChanged 3 SP:Iteration 36Q (9325.150000 sec): 3 clusters Score: Raw -41639197.115901 + Penalty 6267.924997 = -41632929.190905 nChanged 5 SP:Iteration 37Q (9326.570000 sec): 3 clusters Score: Raw -41639199.309927 + Penalty 6267.924997 = -41632931.384931 nChanged 6 SP:Iteration 38Q (9327.990000 sec): 3 clusters Score: Raw -41639202.193007 + Penalty 6267.924997 = -41632934.268011 nChanged 6 SP:Iteration 39Q (9329.400000 sec): 3 clusters Score: Raw -41639204.121629 + Penalty 6267.924997 = -41632936.196632 nChanged 6 SP:Iteration 40F (9331.060000 sec): 3 clusters Score: Raw -41639205.984478 + Penalty 6267.924997 = -41632938.059482 nChanged 7 SP:Iteration 41Q (9332.480000 sec): 3 clusters Score: Raw -41639209.648734 + Penalty 6267.924997 = -41632941.723738 nChanged 4 SP:Iteration 42Q (9333.800000 sec): 3 clusters Score: Raw -41639211.248635 + Penalty 6267.924997 = -41632943.323638 nChanged 4 SP:Iteration 43Q (9335.360000 sec): 3 clusters Score: Raw -41639212.612329 + Penalty 6267.924997 = -41632944.687333 nChanged 2 SP:Iteration 44Q (9336.880000 sec): 3 clusters Score: Raw -41639213.495483 + Penalty 6267.924997 = -41632945.570487 nChanged 1 SP:Iteration 45Q (9338.340000 sec): 3 clusters Score: Raw -41639214.057447 + Penalty 6267.924997 = -41632946.132450 nChanged 1 SP:Iteration 46Q (9339.940000 sec): 3 clusters Score: Raw -41639214.209743 + Penalty 6267.924997 = -41632946.284746 nChanged 0 SP:Iteration 47F (9341.700000 sec): 3 clusters Score: Raw -41639214.209743 + Penalty 6267.924997 = -41632946.284746 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 22 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9341.970000 sec): 2 clusters Score: Raw -81531.003770 + Penalty 1596.562409 = -79934.441361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9342.160000 sec): 3 clusters Score: Raw -81622.244733 + Penalty 3193.124818 = -78429.119915 nChanged 140 SP:Iteration 1F (9342.330000 sec): 3 clusters Score: Raw -82098.514499 + Penalty 3193.124818 = -78905.389681 nChanged 68 SP:Iteration 2F (9342.480000 sec): 3 clusters Score: Raw -82515.189038 + Penalty 3193.124818 = -79322.064220 nChanged 46 SP:Iteration 3F (9342.650000 sec): 3 clusters Score: Raw -82874.559153 + Penalty 3193.124818 = -79681.434334 nChanged 39 SP:Iteration 4F (9342.870000 sec): 3 clusters Score: Raw -83091.186520 + Penalty 3193.124818 = -79898.061701 nChanged 25 SP:Iteration 5Q (9343.030000 sec): 3 clusters Score: Raw -83238.918632 + Penalty 3193.124818 = -80045.793814 nChanged 14 SP:Iteration 6Q (9343.220000 sec): 3 clusters Score: Raw -83396.520044 + Penalty 3193.124818 = -80203.395226 nChanged 10 SP:Iteration 7Q (9343.360000 sec): 3 clusters Score: Raw -83704.851923 + Penalty 3193.124818 = -80511.727105 nChanged 4 SP:Iteration 8Q (9343.520000 sec): 3 clusters Score: Raw -84049.772088 + Penalty 3193.124818 = -80856.647269 nChanged 3 SP:Iteration 9Q (9343.680000 sec): 3 clusters Score: Raw -84057.601226 + Penalty 3193.124818 = -80864.476408 nChanged 2 SP:Iteration 10Q (9343.880000 sec): 3 clusters Score: Raw -84069.199983 + Penalty 3193.124818 = -80876.075165 nChanged 1 SP:Iteration 11Q (9344.000000 sec): 3 clusters Score: Raw -84070.569600 + Penalty 3193.124818 = -80877.444781 nChanged 0 SP:Iteration 12F (9344.190000 sec): 3 clusters Score: Raw -84070.569600 + Penalty 3193.124818 = -80877.444781 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Iteration 99Q (9354.670000 sec): 25 clusters Score: Raw -59214740.581569 + Penalty 77380.728473 = -59137359.853096 nChanged 424 Iteration 100F (9376.860000 sec): 25 clusters Score: Raw -59215128.244217 + Penalty 77380.728473 = -59137747.515745 nChanged 486 Iteration 101Q (9389.740000 sec): 25 clusters Score: Raw -59215630.802732 + Penalty 77380.728473 = -59138250.074259 nChanged 454 Iteration 102Q (9401.810000 sec): 25 clusters Score: Raw -59215924.447249 + Penalty 77380.728473 = -59138543.718776 nChanged 439 Iteration 103Q (9413.990000 sec): 25 clusters Score: Raw -59216151.653794 + Penalty 77380.728473 = -59138770.925322 nChanged 431 Iteration 104Q (9424.580000 sec): 25 clusters Score: Raw -59216211.730360 + Penalty 77380.728473 = -59138831.001887 nChanged 446 Iteration 105Q (9436.690000 sec): 25 clusters Score: Raw -59216259.163683 + Penalty 77380.728473 = -59138878.435211 nChanged 423 Iteration 106Q (9448.530000 sec): 25 clusters Score: Raw -59216327.655888 + Penalty 77380.728473 = -59138946.927415 nChanged 446 Iteration 107Q (9460.680000 sec): 25 clusters Score: Raw -59216352.310570 + Penalty 77380.728473 = -59138971.582097 nChanged 485 Iteration 108Q (9472.700000 sec): 25 clusters Score: Raw -59216378.198086 + Penalty 77380.728473 = -59138997.469614 nChanged 463 Iteration 109Q (9484.170000 sec): 25 clusters Score: Raw -59216402.066748 + Penalty 77380.728473 = -59139021.338275 nChanged 439 Iteration 110Q (9496.540000 sec): 25 clusters Score: Raw -59216428.049446 + Penalty 77380.728473 = -59139047.320974 nChanged 400 Iteration 111Q (9507.700000 sec): 25 clusters Score: Raw -59216443.720717 + Penalty 77380.728473 = -59139062.992244 nChanged 389 Iteration 112Q (9519.350000 sec): 25 clusters Score: Raw -59216459.087009 + Penalty 77380.728473 = -59139078.358536 nChanged 430 Iteration 113Q (9531.610000 sec): 25 clusters Score: Raw -59216477.089035 + Penalty 77380.728473 = -59139096.360563 nChanged 425 Iteration 114Q (9543.190000 sec): 25 clusters Score: Raw -59216495.931829 + Penalty 77380.728473 = -59139115.203356 nChanged 468 Iteration 115Q (9554.390000 sec): 25 clusters Score: Raw -59216516.513381 + Penalty 77380.728473 = -59139135.784908 nChanged 475 Iteration 116Q (9567.510000 sec): 25 clusters Score: Raw -59216538.293945 + Penalty 77380.728473 = -59139157.565472 nChanged 514 Iteration 117Q (9579.280000 sec): 25 clusters Score: Raw -59216562.464247 + Penalty 77380.728473 = -59139181.735775 nChanged 547 Iteration 118Q (9592.080000 sec): 25 clusters Score: Raw -59216589.762293 + Penalty 77380.728473 = -59139209.033820 nChanged 566 Iteration 119Q (9604.500000 sec): 25 clusters Score: Raw -59216615.893908 + Penalty 77380.728473 = -59139235.165435 nChanged 567 Iteration 120F (9626.620000 sec): 25 clusters Score: Raw -59216791.617954 + Penalty 77380.728473 = -59139410.889482 nChanged 556 Iteration 121Q (9638.600000 sec): 25 clusters Score: Raw -59217150.623743 + Penalty 77380.728473 = -59139769.895271 nChanged 563 Iteration 122Q (9650.520000 sec): 25 clusters Score: Raw -59217213.243991 + Penalty 77380.728473 = -59139832.515518 nChanged 548 Iteration 123Q (9662.240000 sec): 25 clusters Score: Raw -59217255.746960 + Penalty 77380.728473 = -59139875.018487 nChanged 550 Iteration 124Q (9674.010000 sec): 25 clusters Score: Raw -59217292.648433 + Penalty 77380.728473 = -59139911.919961 nChanged 540 Iteration 125Q (9686.200000 sec): 25 clusters Score: Raw -59217338.637065 + Penalty 77380.728473 = -59139957.908592 nChanged 572 Iteration 126Q (9699.010000 sec): 25 clusters Score: Raw -59217378.359157 + Penalty 77380.728473 = -59139997.630684 nChanged 594 Iteration 127Q (9713.050000 sec): 25 clusters Score: Raw -59217416.398341 + Penalty 77380.728473 = -59140035.669868 nChanged 575 Iteration 128Q (9727.650000 sec): 25 clusters Score: Raw -59217448.368271 + Penalty 77380.728473 = -59140067.639799 nChanged 559 Iteration 129Q (9739.510000 sec): 25 clusters Score: Raw -59217478.993762 + Penalty 77380.728473 = -59140098.265290 nChanged 522 Iteration 130Q (9752.260000 sec): 25 clusters Score: Raw -59217510.072244 + Penalty 77380.728473 = -59140129.343771 nChanged 522 Iteration 131Q (9765.280000 sec): 25 clusters Score: Raw -59217541.933363 + Penalty 77380.728473 = -59140161.204891 nChanged 511 Iteration 132Q (9778.500000 sec): 25 clusters Score: Raw -59217569.139207 + Penalty 77380.728473 = -59140188.410735 nChanged 502 Iteration 133Q (9791.700000 sec): 25 clusters Score: Raw -59217592.211435 + Penalty 77380.728473 = -59140211.482962 nChanged 513 Iteration 134Q (9805.150000 sec): 25 clusters Score: Raw -59217615.087490 + Penalty 77380.728473 = -59140234.359018 nChanged 554 Iteration 135Q (9818.390000 sec): 25 clusters Score: Raw -59217638.391597 + Penalty 77380.728473 = -59140257.663125 nChanged 566 Iteration 136Q (9831.630000 sec): 25 clusters Score: Raw -59217663.489308 + Penalty 77380.728473 = -59140282.760835 nChanged 539 Iteration 137Q (9844.530000 sec): 25 clusters Score: Raw -59217686.662847 + Penalty 77380.728473 = -59140305.934375 nChanged 512 Iteration 138Q (9857.890000 sec): 25 clusters Score: Raw -59217708.084281 + Penalty 77380.728473 = -59140327.355808 nChanged 487 Writing temp clu file Because OldScore, -59140305.934375, is greater than current (better) Score,-59140327.355808 Compute initial score before splitting: Score: Raw -59217708.084281 + Penalty 77380.728473 = -59140327.355808 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (34149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9858.280000 sec): 2 clusters Score: Raw -4680064.789908 + Penalty 2588.745168 = -4677476.044740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9858.680000 sec): 3 clusters Score: Raw -4659355.932456 + Penalty 5177.490337 = -4654178.442119 nChanged 15612 SP:Iteration 1F (9859.050000 sec): 3 clusters Score: Raw -4667671.203430 + Penalty 5177.490337 = -4662493.713093 nChanged 1581 SP:Iteration 2Q (9859.430000 sec): 3 clusters Score: Raw -4668197.808738 + Penalty 5177.490337 = -4663020.318401 nChanged 1527 SP:Iteration 3Q (9859.900000 sec): 3 clusters Score: Raw -4668740.136365 + Penalty 5177.490337 = -4663562.646028 nChanged 1505 SP:Iteration 4Q (9860.320000 sec): 3 clusters Score: Raw -4669299.047512 + Penalty 5177.490337 = -4664121.557175 nChanged 1484 SP:Iteration 5Q (9860.770000 sec): 3 clusters Score: Raw -4669881.351925 + Penalty 5177.490337 = -4664703.861588 nChanged 1592 SP:Iteration 6Q (9861.140000 sec): 3 clusters Score: Raw -4670577.894444 + Penalty 5177.490337 = -4665400.404107 nChanged 1717 SP:Iteration 7F (9861.580000 sec): 3 clusters Score: Raw -4671402.041862 + Penalty 5177.490337 = -4666224.551525 nChanged 1802 SP:Iteration 8F (9861.980000 sec): 3 clusters Score: Raw -4672418.402091 + Penalty 5177.490337 = -4667240.911755 nChanged 1997 SP:Iteration 9F (9862.410000 sec): 3 clusters Score: Raw -4673720.653399 + Penalty 5177.490337 = -4668543.163063 nChanged 1957 SP:Iteration 10F (9862.840000 sec): 3 clusters Score: Raw -4675223.006930 + Penalty 5177.490337 = -4670045.516594 nChanged 1755 SP:Iteration 11F (9863.250000 sec): 3 clusters Score: Raw -4676724.227695 + Penalty 5177.490337 = -4671546.737358 nChanged 1421 SP:Iteration 12Q (9863.580000 sec): 3 clusters Score: Raw -4677989.758938 + Penalty 5177.490337 = -4672812.268601 nChanged 1065 SP:Iteration 13Q (9864.010000 sec): 3 clusters Score: Raw -4678900.950009 + Penalty 5177.490337 = -4673723.459672 nChanged 756 SP:Iteration 14Q (9864.390000 sec): 3 clusters Score: Raw -4679462.790738 + Penalty 5177.490337 = -4674285.300402 nChanged 520 SP:Iteration 15Q (9864.780000 sec): 3 clusters Score: Raw -4679776.183506 + Penalty 5177.490337 = -4674598.693170 nChanged 393 SP:Iteration 16Q (9865.180000 sec): 3 clusters Score: Raw -4680000.357962 + Penalty 5177.490337 = -4674822.867625 nChanged 325 SP:Iteration 17Q (9865.590000 sec): 3 clusters Score: Raw -4680161.171578 + Penalty 5177.490337 = -4674983.681241 nChanged 282 SP:Iteration 18Q (9866.010000 sec): 3 clusters Score: Raw -4680285.535122 + Penalty 5177.490337 = -4675108.044785 nChanged 236 SP:Iteration 19Q (9866.370000 sec): 3 clusters Score: Raw -4680376.394950 + Penalty 5177.490337 = -4675198.904613 nChanged 208 SP:Iteration 20F (9866.720000 sec): 3 clusters Score: Raw -4680449.986520 + Penalty 5177.490337 = -4675272.496183 nChanged 156 SP:Iteration 21Q (9867.100000 sec): 3 clusters Score: Raw -4680500.074266 + Penalty 5177.490337 = -4675322.583930 nChanged 120 SP:Iteration 22Q (9867.440000 sec): 3 clusters Score: Raw -4680538.115704 + Penalty 5177.490337 = -4675360.625368 nChanged 100 SP:Iteration 23Q (9867.770000 sec): 3 clusters Score: Raw -4680568.128159 + Penalty 5177.490337 = -4675390.637822 nChanged 90 SP:Iteration 24Q (9868.110000 sec): 3 clusters Score: Raw -4680595.331021 + Penalty 5177.490337 = -4675417.840684 nChanged 80 SP:Iteration 25Q (9868.510000 sec): 3 clusters Score: Raw -4680620.728893 + Penalty 5177.490337 = -4675443.238556 nChanged 76 SP:Iteration 26Q (9868.880000 sec): 3 clusters Score: Raw -4680644.808148 + Penalty 5177.490337 = -4675467.317812 nChanged 80 SP:Iteration 27Q (9869.230000 sec): 3 clusters Score: Raw -4680668.862431 + Penalty 5177.490337 = -4675491.372094 nChanged 51 SP:Iteration 28Q (9869.650000 sec): 3 clusters Score: Raw -4680683.201273 + Penalty 5177.490337 = -4675505.710936 nChanged 53 SP:Iteration 29Q (9870.080000 sec): 3 clusters Score: Raw -4680699.051293 + Penalty 5177.490337 = -4675521.560956 nChanged 45 SP:Iteration 30Q (9870.490000 sec): 3 clusters Score: Raw -4680712.044063 + Penalty 5177.490337 = -4675534.553727 nChanged 44 SP:Iteration 31Q (9870.870000 sec): 3 clusters Score: Raw -4680724.230024 + Penalty 5177.490337 = -4675546.739688 nChanged 43 SP:Iteration 32Q (9871.230000 sec): 3 clusters Score: Raw -4680736.385233 + Penalty 5177.490337 = -4675558.894896 nChanged 36 SP:Iteration 33Q (9871.610000 sec): 3 clusters Score: Raw -4680745.123346 + Penalty 5177.490337 = -4675567.633010 nChanged 28 SP:Iteration 34Q (9871.950000 sec): 3 clusters Score: Raw -4680751.579670 + Penalty 5177.490337 = -4675574.089334 nChanged 21 SP:Iteration 35Q (9872.370000 sec): 3 clusters Score: Raw -4680756.216828 + Penalty 5177.490337 = -4675578.726491 nChanged 20 SP:Iteration 36Q (9872.730000 sec): 3 clusters Score: Raw -4680761.870016 + Penalty 5177.490337 = -4675584.379680 nChanged 17 SP:Iteration 37Q (9873.050000 sec): 3 clusters Score: Raw -4680765.532648 + Penalty 5177.490337 = -4675588.042312 nChanged 12 SP:Iteration 38Q (9873.430000 sec): 3 clusters Score: Raw -4680768.570853 + Penalty 5177.490337 = -4675591.080517 nChanged 13 SP:Iteration 39Q (9873.780000 sec): 3 clusters Score: Raw -4680772.457869 + Penalty 5177.490337 = -4675594.967532 nChanged 12 SP:Iteration 40F (9874.180000 sec): 3 clusters Score: Raw -4680775.006325 + Penalty 5177.490337 = -4675597.515989 nChanged 11 SP:Iteration 41Q (9874.550000 sec): 3 clusters Score: Raw -4680777.584263 + Penalty 5177.490337 = -4675600.093927 nChanged 11 SP:Iteration 42Q (9874.940000 sec): 3 clusters Score: Raw -4680779.900553 + Penalty 5177.490337 = -4675602.410217 nChanged 9 SP:Iteration 43Q (9875.330000 sec): 3 clusters Score: Raw -4680782.927738 + Penalty 5177.490337 = -4675605.437402 nChanged 8 SP:Iteration 44Q (9875.680000 sec): 3 clusters Score: Raw -4680784.426600 + Penalty 5177.490337 = -4675606.936263 nChanged 6 SP:Iteration 45Q (9876.040000 sec): 3 clusters Score: Raw -4680786.583152 + Penalty 5177.490337 = -4675609.092815 nChanged 7 SP:Iteration 46Q (9876.340000 sec): 3 clusters Score: Raw -4680788.269354 + Penalty 5177.490337 = -4675610.779017 nChanged 9 SP:Iteration 47Q (9876.770000 sec): 3 clusters Score: Raw -4680791.002856 + Penalty 5177.490337 = -4675613.512519 nChanged 8 SP:Iteration 48Q (9877.110000 sec): 3 clusters Score: Raw -4680792.493268 + Penalty 5177.490337 = -4675615.002931 nChanged 5 SP:Iteration 49Q (9877.490000 sec): 3 clusters Score: Raw -4680793.592496 + Penalty 5177.490337 = -4675616.102160 nChanged 5 SP:Iteration 50Q (9877.890000 sec): 3 clusters Score: Raw -4680794.383980 + Penalty 5177.490337 = -4675616.893643 nChanged 2 SP:Iteration 51Q (9878.200000 sec): 3 clusters Score: Raw -4680795.033430 + Penalty 5177.490337 = -4675617.543094 nChanged 3 SP:Iteration 52Q (9878.560000 sec): 3 clusters Score: Raw -4680795.518315 + Penalty 5177.490337 = -4675618.027979 nChanged 3 SP:Iteration 53Q (9878.870000 sec): 3 clusters Score: Raw -4680796.036596 + Penalty 5177.490337 = -4675618.546259 nChanged 1 SP:Iteration 54Q (9879.260000 sec): 3 clusters Score: Raw -4680796.204010 + Penalty 5177.490337 = -4675618.713674 nChanged 1 SP:Iteration 55Q (9879.620000 sec): 3 clusters Score: Raw -4680796.388924 + Penalty 5177.490337 = -4675618.898587 nChanged 3 SP:Iteration 56Q (9879.960000 sec): 3 clusters Score: Raw -4680796.841820 + Penalty 5177.490337 = -4675619.351483 nChanged 4 SP:Iteration 57Q (9880.300000 sec): 3 clusters Score: Raw -4680797.591699 + Penalty 5177.490337 = -4675620.101362 nChanged 2 SP:Iteration 58Q (9880.620000 sec): 3 clusters Score: Raw -4680798.012539 + Penalty 5177.490337 = -4675620.522202 nChanged 3 SP:Iteration 59Q (9880.970000 sec): 3 clusters Score: Raw -4680798.503027 + Penalty 5177.490337 = -4675621.012690 nChanged 3 SP:Iteration 60F (9881.310000 sec): 3 clusters Score: Raw -4680798.900644 + Penalty 5177.490337 = -4675621.410307 nChanged 1 SP:Iteration 61Q (9881.660000 sec): 3 clusters Score: Raw -4680798.936625 + Penalty 5177.490337 = -4675621.446288 nChanged 0 SP:Iteration 62F (9882.030000 sec): 3 clusters Score: Raw -4680798.936625 + Penalty 5177.490337 = -4675621.446288 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9882.140000 sec): 2 clusters Score: Raw -51279.324881 + Penalty 1495.013073 = -49784.311808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9882.330000 sec): 3 clusters Score: Raw -51397.372879 + Penalty 2990.026146 = -48407.346733 nChanged 78 SP:Iteration 1F (9882.430000 sec): 3 clusters Score: Raw -51587.572344 + Penalty 2990.026146 = -48597.546198 nChanged 24 SP:Iteration 2F (9882.590000 sec): 3 clusters Score: Raw -51634.150959 + Penalty 2990.026146 = -48644.124813 nChanged 5 SP:Iteration 3Q (9882.820000 sec): 3 clusters Score: Raw -51645.945158 + Penalty 2990.026146 = -48655.919012 nChanged 5 SP:Iteration 4Q (9883.010000 sec): 3 clusters Score: Raw -51654.714644 + Penalty 2990.026146 = -48664.688498 nChanged 1 SP:Iteration 5Q (9883.180000 sec): 3 clusters Score: Raw -51655.947735 + Penalty 2990.026146 = -48665.921589 nChanged 1 SP:Iteration 6Q (9883.360000 sec): 3 clusters Score: Raw -51658.792177 + Penalty 2990.026146 = -48668.766031 nChanged 0 SP:Iteration 7F (9883.560000 sec): 3 clusters Score: Raw -51658.792177 + Penalty 2990.026146 = -48668.766031 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9883.650000 sec): 2 clusters Score: Raw -34016.331016 + Penalty 1409.527782 = -32606.803234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9883.800000 sec): 3 clusters Score: Raw -34347.635868 + Penalty 2819.055565 = -31528.580303 nChanged 60 SP:Iteration 1F (9884.020000 sec): 3 clusters Score: Raw -34607.851579 + Penalty 2819.055565 = -31788.796014 nChanged 21 SP:Iteration 2F (9884.180000 sec): 3 clusters Score: Raw -34710.065455 + Penalty 2819.055565 = -31891.009890 nChanged 4 SP:Iteration 3Q (9884.360000 sec): 3 clusters Score: Raw -34740.593011 + Penalty 2819.055565 = -31921.537447 nChanged 2 SP:Iteration 4Q (9884.590000 sec): 3 clusters Score: Raw -34747.130033 + Penalty 2819.055565 = -31928.074468 nChanged 0 SP:Iteration 5F (9884.800000 sec): 3 clusters Score: Raw -34747.130033 + Penalty 2819.055565 = -31928.074468 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9884.950000 sec): 2 clusters Score: Raw -1042293.933723 + Penalty 2226.613986 = -1040067.319736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9885.160000 sec): 3 clusters Score: Raw -1038178.299783 + Penalty 4453.227973 = -1033725.071810 nChanged 3187 SP:Iteration 1F (9885.390000 sec): 3 clusters Score: Raw -1039911.482391 + Penalty 4453.227973 = -1035458.254418 nChanged 555 SP:Iteration 2F (9885.610000 sec): 3 clusters Score: Raw -1040254.485926 + Penalty 4453.227973 = -1035801.257953 nChanged 450 SP:Iteration 3F (9885.870000 sec): 3 clusters Score: Raw -1040520.279303 + Penalty 4453.227973 = -1036067.051330 nChanged 346 SP:Iteration 4Q (9886.080000 sec): 3 clusters Score: Raw -1040722.779353 + Penalty 4453.227973 = -1036269.551380 nChanged 306 SP:Iteration 5Q (9886.340000 sec): 3 clusters Score: Raw -1040904.732515 + Penalty 4453.227973 = -1036451.504543 nChanged 312 SP:Iteration 6Q (9886.530000 sec): 3 clusters Score: Raw -1041084.491980 + Penalty 4453.227973 = -1036631.264008 nChanged 296 SP:Iteration 7Q (9886.730000 sec): 3 clusters Score: Raw -1041262.813121 + Penalty 4453.227973 = -1036809.585148 nChanged 303 SP:Iteration 8Q (9886.920000 sec): 3 clusters Score: Raw -1041433.742005 + Penalty 4453.227973 = -1036980.514032 nChanged 262 SP:Iteration 9Q (9887.120000 sec): 3 clusters Score: Raw -1041587.090453 + Penalty 4453.227973 = -1037133.862480 nChanged 243 SP:Iteration 10Q (9887.310000 sec): 3 clusters Score: Raw -1041748.436296 + Penalty 4453.227973 = -1037295.208323 nChanged 245 SP:Iteration 11Q (9887.510000 sec): 3 clusters Score: Raw -1041906.908063 + Penalty 4453.227973 = -1037453.680091 nChanged 223 SP:Iteration 12Q (9887.710000 sec): 3 clusters Score: Raw -1042057.566579 + Penalty 4453.227973 = -1037604.338606 nChanged 200 SP:Iteration 13Q (9887.930000 sec): 3 clusters Score: Raw -1042217.601168 + Penalty 4453.227973 = -1037764.373195 nChanged 203 SP:Iteration 14Q (9888.130000 sec): 3 clusters Score: Raw -1042376.977177 + Penalty 4453.227973 = -1037923.749204 nChanged 179 SP:Iteration 15Q (9888.360000 sec): 3 clusters Score: Raw -1042542.666449 + Penalty 4453.227973 = -1038089.438476 nChanged 168 SP:Iteration 16Q (9888.610000 sec): 3 clusters Score: Raw -1042710.459446 + Penalty 4453.227973 = -1038257.231473 nChanged 133 SP:Iteration 17Q (9888.840000 sec): 3 clusters Score: Raw -1042807.908277 + Penalty 4453.227973 = -1038354.680304 nChanged 94 SP:Iteration 18Q (9889.050000 sec): 3 clusters Score: Raw -1042860.090821 + Penalty 4453.227973 = -1038406.862848 nChanged 65 SP:Iteration 19Q (9889.230000 sec): 3 clusters Score: Raw -1042897.817873 + Penalty 4453.227973 = -1038444.589901 nChanged 53 SP:Iteration 20F (9889.450000 sec): 3 clusters Score: Raw -1042928.904935 + Penalty 4453.227973 = -1038475.676962 nChanged 39 SP:Iteration 21Q (9889.660000 sec): 3 clusters Score: Raw -1042943.801283 + Penalty 4453.227973 = -1038490.573310 nChanged 29 SP:Iteration 22Q (9889.930000 sec): 3 clusters Score: Raw -1042954.207444 + Penalty 4453.227973 = -1038500.979472 nChanged 23 SP:Iteration 23Q (9890.180000 sec): 3 clusters Score: Raw -1042962.136821 + Penalty 4453.227973 = -1038508.908848 nChanged 23 SP:Iteration 24Q (9890.410000 sec): 3 clusters Score: Raw -1042971.071777 + Penalty 4453.227973 = -1038517.843804 nChanged 16 SP:Iteration 25Q (9890.700000 sec): 3 clusters Score: Raw -1042977.318090 + Penalty 4453.227973 = -1038524.090117 nChanged 15 SP:Iteration 26Q (9891.010000 sec): 3 clusters Score: Raw -1042983.666479 + Penalty 4453.227973 = -1038530.438506 nChanged 12 SP:Iteration 27Q (9891.240000 sec): 3 clusters Score: Raw -1042988.759583 + Penalty 4453.227973 = -1038535.531610 nChanged 8 SP:Iteration 28Q (9891.500000 sec): 3 clusters Score: Raw -1042990.929821 + Penalty 4453.227973 = -1038537.701848 nChanged 4 SP:Iteration 29Q (9891.740000 sec): 3 clusters Score: Raw -1042991.810580 + Penalty 4453.227973 = -1038538.582607 nChanged 5 SP:Iteration 30Q (9892.000000 sec): 3 clusters Score: Raw -1042993.027445 + Penalty 4453.227973 = -1038539.799472 nChanged 0 SP:Iteration 31F (9892.270000 sec): 3 clusters Score: Raw -1042993.027445 + Penalty 4453.227973 = -1038539.799472 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9892.350000 sec): 2 clusters Score: Raw -38645.455562 + Penalty 1424.264791 = -37221.190771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9892.560000 sec): 3 clusters Score: Raw -38800.004537 + Penalty 2848.529581 = -35951.474955 nChanged 41 SP:Iteration 1F (9892.720000 sec): 3 clusters Score: Raw -38947.222095 + Penalty 2848.529581 = -36098.692514 nChanged 11 SP:Iteration 2Q (9892.910000 sec): 3 clusters Score: Raw -38988.922081 + Penalty 2848.529581 = -36140.392500 nChanged 7 SP:Iteration 3Q (9893.090000 sec): 3 clusters Score: Raw -39030.200614 + Penalty 2848.529581 = -36181.671033 nChanged 1 SP:Iteration 4Q (9893.290000 sec): 3 clusters Score: Raw -39033.939885 + Penalty 2848.529581 = -36185.410304 nChanged 1 SP:Iteration 5Q (9893.470000 sec): 3 clusters Score: Raw -39036.304138 + Penalty 2848.529581 = -36187.774557 nChanged 0 SP:Iteration 6F (9893.620000 sec): 3 clusters Score: Raw -39036.304138 + Penalty 2848.529581 = -36187.774557 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9893.700000 sec): 2 clusters Score: Raw -27434.623559 + Penalty 1346.477716 = -26088.145843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9893.880000 sec): 3 clusters Score: Raw -27601.572049 + Penalty 2692.955432 = -24908.616617 nChanged 25 SP:Iteration 1F (9894.070000 sec): 3 clusters Score: Raw -27727.357807 + Penalty 2692.955432 = -25034.402375 nChanged 12 SP:Iteration 2F (9894.320000 sec): 3 clusters Score: Raw -27781.805249 + Penalty 2692.955432 = -25088.849817 nChanged 3 SP:Iteration 3Q (9894.500000 sec): 3 clusters Score: Raw -27804.730621 + Penalty 2692.955432 = -25111.775189 nChanged 2 SP:Iteration 4Q (9894.690000 sec): 3 clusters Score: Raw -27823.758196 + Penalty 2692.955432 = -25130.802764 nChanged 2 SP:Iteration 5Q (9894.870000 sec): 3 clusters Score: Raw -27850.663088 + Penalty 2692.955432 = -25157.707656 nChanged 1 SP:Iteration 6Q (9895.080000 sec): 3 clusters Score: Raw -27864.180366 + Penalty 2692.955432 = -25171.224934 nChanged 1 SP:Iteration 7Q (9895.300000 sec): 3 clusters Score: Raw -27873.676985 + Penalty 2692.955432 = -25180.721553 nChanged 1 SP:Iteration 8Q (9895.520000 sec): 3 clusters Score: Raw -27882.621221 + Penalty 2692.955432 = -25189.665789 nChanged 1 SP:Iteration 9Q (9895.710000 sec): 3 clusters Score: Raw -27908.146260 + Penalty 2692.955432 = -25215.190828 nChanged 1 SP:Iteration 10Q (9895.910000 sec): 3 clusters Score: Raw -27940.926056 + Penalty 2692.955432 = -25247.970624 nChanged 3 SP:Iteration 11Q (9896.110000 sec): 3 clusters Score: Raw -27966.275057 + Penalty 2692.955432 = -25273.319625 nChanged 2 SP:Iteration 12Q (9896.300000 sec): 3 clusters Score: Raw -27974.263655 + Penalty 2692.955432 = -25281.308223 nChanged 0 SP:Iteration 13F (9896.500000 sec): 3 clusters Score: Raw -27974.263655 + Penalty 2692.955432 = -25281.308223 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9896.560000 sec): 2 clusters Score: Raw -156660.812703 + Penalty 1757.925377 = -154902.887325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9896.700000 sec): 3 clusters Score: Raw -156313.716880 + Penalty 3515.850754 = -152797.866125 nChanged 326 SP:Iteration 1F (9896.920000 sec): 3 clusters Score: Raw -156630.959335 + Penalty 3515.850754 = -153115.108581 nChanged 76 SP:Iteration 2F (9897.110000 sec): 3 clusters Score: Raw -156715.106472 + Penalty 3515.850754 = -153199.255718 nChanged 35 SP:Iteration 3Q (9897.300000 sec): 3 clusters Score: Raw -156754.722701 + Penalty 3515.850754 = -153238.871947 nChanged 25 SP:Iteration 4Q (9897.520000 sec): 3 clusters Score: Raw -156776.367778 + Penalty 3515.850754 = -153260.517024 nChanged 13 SP:Iteration 5Q (9897.720000 sec): 3 clusters Score: Raw -156789.842096 + Penalty 3515.850754 = -153273.991341 nChanged 9 SP:Iteration 6Q (9897.900000 sec): 3 clusters Score: Raw -156797.602997 + Penalty 3515.850754 = -153281.752243 nChanged 2 SP:Iteration 7Q (9898.050000 sec): 3 clusters Score: Raw -156799.602598 + Penalty 3515.850754 = -153283.751844 nChanged 2 SP:Iteration 8Q (9898.250000 sec): 3 clusters Score: Raw -156801.101227 + Penalty 3515.850754 = -153285.250472 nChanged 1 SP:Iteration 9Q (9898.440000 sec): 3 clusters Score: Raw -156802.546195 + Penalty 3515.850754 = -153286.695441 nChanged 2 SP:Iteration 10Q (9898.660000 sec): 3 clusters Score: Raw -156804.327244 + Penalty 3515.850754 = -153288.476490 nChanged 1 SP:Iteration 11Q (9898.850000 sec): 3 clusters Score: Raw -156805.087152 + Penalty 3515.850754 = -153289.236398 nChanged 3 SP:Iteration 12Q (9899.060000 sec): 3 clusters Score: Raw -156809.967895 + Penalty 3515.850754 = -153294.117141 nChanged 6 SP:Iteration 13Q (9899.300000 sec): 3 clusters Score: Raw -156815.740616 + Penalty 3515.850754 = -153299.889862 nChanged 6 SP:Iteration 14Q (9899.460000 sec): 3 clusters Score: Raw -156822.049577 + Penalty 3515.850754 = -153306.198823 nChanged 5 SP:Iteration 15Q (9899.630000 sec): 3 clusters Score: Raw -156827.918430 + Penalty 3515.850754 = -153312.067676 nChanged 6 SP:Iteration 16Q (9899.820000 sec): 3 clusters Score: Raw -156831.297693 + Penalty 3515.850754 = -153315.446939 nChanged 4 SP:Iteration 17Q (9900.020000 sec): 3 clusters Score: Raw -156834.472814 + Penalty 3515.850754 = -153318.622060 nChanged 3 SP:Iteration 18Q (9900.210000 sec): 3 clusters Score: Raw -156837.698672 + Penalty 3515.850754 = -153321.847918 nChanged 3 SP:Iteration 19Q (9900.410000 sec): 3 clusters Score: Raw -156839.322779 + Penalty 3515.850754 = -153323.472025 nChanged 1 SP:Iteration 20F (9900.590000 sec): 3 clusters Score: Raw -156839.676544 + Penalty 3515.850754 = -153323.825790 nChanged 3 SP:Iteration 21Q (9900.780000 sec): 3 clusters Score: Raw -156842.992164 + Penalty 3515.850754 = -153327.141410 nChanged 3 SP:Iteration 22Q (9900.960000 sec): 3 clusters Score: Raw -156846.290425 + Penalty 3515.850754 = -153330.439671 nChanged 2 SP:Iteration 23Q (9901.120000 sec): 3 clusters Score: Raw -156847.684173 + Penalty 3515.850754 = -153331.833418 nChanged 1 SP:Iteration 24Q (9901.330000 sec): 3 clusters Score: Raw -156848.309388 + Penalty 3515.850754 = -153332.458634 nChanged 0 SP:Iteration 25F (9901.520000 sec): 3 clusters Score: Raw -156848.309388 + Penalty 3515.850754 = -153332.458634 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9901.600000 sec): 2 clusters Score: Raw -62748.552232 + Penalty 1572.409107 = -61176.143124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9901.850000 sec): 3 clusters Score: Raw -62767.416545 + Penalty 3144.818215 = -59622.598330 nChanged 123 SP:Iteration 1F (9902.020000 sec): 3 clusters Score: Raw -63058.765847 + Penalty 3144.818215 = -59913.947633 nChanged 29 SP:Iteration 2F (9902.180000 sec): 3 clusters Score: Raw -63203.812038 + Penalty 3144.818215 = -60058.993823 nChanged 23 SP:Iteration 3Q (9902.370000 sec): 3 clusters Score: Raw -63330.175067 + Penalty 3144.818215 = -60185.356852 nChanged 26 SP:Iteration 4Q (9902.580000 sec): 3 clusters Score: Raw -63411.573436 + Penalty 3144.818215 = -60266.755221 nChanged 24 SP:Iteration 5Q (9902.740000 sec): 3 clusters Score: Raw -63528.469038 + Penalty 3144.818215 = -60383.650824 nChanged 20 SP:Iteration 6Q (9902.980000 sec): 3 clusters Score: Raw -63610.835335 + Penalty 3144.818215 = -60466.017121 nChanged 18 SP:Iteration 7Q (9903.160000 sec): 3 clusters Score: Raw -63712.604947 + Penalty 3144.818215 = -60567.786733 nChanged 8 SP:Iteration 8Q (9903.300000 sec): 3 clusters Score: Raw -63735.790760 + Penalty 3144.818215 = -60590.972546 nChanged 6 SP:Iteration 9Q (9903.470000 sec): 3 clusters Score: Raw -63754.341806 + Penalty 3144.818215 = -60609.523591 nChanged 5 SP:Iteration 10Q (9903.620000 sec): 3 clusters Score: Raw -63766.915933 + Penalty 3144.818215 = -60622.097719 nChanged 3 SP:Iteration 11Q (9903.780000 sec): 3 clusters Score: Raw -63771.691070 + Penalty 3144.818215 = -60626.872856 nChanged 5 SP:Iteration 12Q (9903.940000 sec): 3 clusters Score: Raw -63777.818113 + Penalty 3144.818215 = -60632.999898 nChanged 0 SP:Iteration 13F (9904.170000 sec): 3 clusters Score: Raw -63778.085246 + Penalty 3144.818215 = -60633.267031 nChanged 1 SP:Iteration 14Q (9904.350000 sec): 3 clusters Score: Raw -63784.088042 + Penalty 3144.818215 = -60639.269827 nChanged 2 SP:Iteration 15Q (9904.580000 sec): 3 clusters Score: Raw -63787.672586 + Penalty 3144.818215 = -60642.854371 nChanged 0 SP:Iteration 16F (9904.760000 sec): 3 clusters Score: Raw -63787.672586 + Penalty 3144.818215 = -60642.854371 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (4826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9904.850000 sec): 2 clusters Score: Raw -663033.335502 + Penalty 2103.479765 = -660929.855737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9905.050000 sec): 3 clusters Score: Raw -660680.240373 + Penalty 4206.959530 = -656473.280843 nChanged 1821 SP:Iteration 1F (9905.250000 sec): 3 clusters Score: Raw -661724.550107 + Penalty 4206.959530 = -657517.590577 nChanged 400 SP:Iteration 2F (9905.470000 sec): 3 clusters Score: Raw -661938.977433 + Penalty 4206.959530 = -657732.017903 nChanged 225 SP:Iteration 3Q (9905.640000 sec): 3 clusters Score: Raw -662058.252057 + Penalty 4206.959530 = -657851.292527 nChanged 181 SP:Iteration 4Q (9905.880000 sec): 3 clusters Score: Raw -662168.056925 + Penalty 4206.959530 = -657961.097395 nChanged 172 SP:Iteration 5Q (9906.100000 sec): 3 clusters Score: Raw -662260.094979 + Penalty 4206.959530 = -658053.135449 nChanged 158 SP:Iteration 6Q (9906.340000 sec): 3 clusters Score: Raw -662344.917171 + Penalty 4206.959530 = -658137.957641 nChanged 146 SP:Iteration 7Q (9906.570000 sec): 3 clusters Score: Raw -662432.764047 + Penalty 4206.959530 = -658225.804517 nChanged 155 SP:Iteration 8Q (9906.780000 sec): 3 clusters Score: Raw -662520.422572 + Penalty 4206.959530 = -658313.463042 nChanged 154 SP:Iteration 9Q (9907.020000 sec): 3 clusters Score: Raw -662607.240770 + Penalty 4206.959530 = -658400.281240 nChanged 142 SP:Iteration 10Q (9907.240000 sec): 3 clusters Score: Raw -662694.521517 + Penalty 4206.959530 = -658487.561987 nChanged 131 SP:Iteration 11Q (9907.440000 sec): 3 clusters Score: Raw -662775.714833 + Penalty 4206.959530 = -658568.755303 nChanged 118 SP:Iteration 12Q (9907.700000 sec): 3 clusters Score: Raw -662850.022445 + Penalty 4206.959530 = -658643.062915 nChanged 103 SP:Iteration 13Q (9907.960000 sec): 3 clusters Score: Raw -662919.187167 + Penalty 4206.959530 = -658712.227637 nChanged 101 SP:Iteration 14Q (9908.210000 sec): 3 clusters Score: Raw -662990.552861 + Penalty 4206.959530 = -658783.593331 nChanged 100 SP:Iteration 15Q (9908.420000 sec): 3 clusters Score: Raw -663061.333875 + Penalty 4206.959530 = -658854.374345 nChanged 77 SP:Iteration 16Q (9908.710000 sec): 3 clusters Score: Raw -663115.103818 + Penalty 4206.959530 = -658908.144288 nChanged 66 SP:Iteration 17Q (9908.980000 sec): 3 clusters Score: Raw -663160.436062 + Penalty 4206.959530 = -658953.476532 nChanged 62 SP:Iteration 18Q (9909.180000 sec): 3 clusters Score: Raw -663199.319878 + Penalty 4206.959530 = -658992.360348 nChanged 44 SP:Iteration 19Q (9909.420000 sec): 3 clusters Score: Raw -663225.576371 + Penalty 4206.959530 = -659018.616841 nChanged 41 SP:Iteration 20F (9909.660000 sec): 3 clusters Score: Raw -663252.623035 + Penalty 4206.959530 = -659045.663505 nChanged 28 SP:Iteration 21Q (9909.880000 sec): 3 clusters Score: Raw -663273.843507 + Penalty 4206.959530 = -659066.883976 nChanged 24 SP:Iteration 22Q (9910.110000 sec): 3 clusters Score: Raw -663291.267892 + Penalty 4206.959530 = -659084.308362 nChanged 24 SP:Iteration 23Q (9910.310000 sec): 3 clusters Score: Raw -663305.310698 + Penalty 4206.959530 = -659098.351168 nChanged 17 SP:Iteration 24Q (9910.490000 sec): 3 clusters Score: Raw -663315.430508 + Penalty 4206.959530 = -659108.470977 nChanged 14 SP:Iteration 25Q (9910.710000 sec): 3 clusters Score: Raw -663324.673399 + Penalty 4206.959530 = -659117.713869 nChanged 15 SP:Iteration 26Q (9910.910000 sec): 3 clusters Score: Raw -663334.660107 + Penalty 4206.959530 = -659127.700577 nChanged 11 SP:Iteration 27Q (9911.140000 sec): 3 clusters Score: Raw -663342.529655 + Penalty 4206.959530 = -659135.570125 nChanged 12 SP:Iteration 28Q (9911.340000 sec): 3 clusters Score: Raw -663348.945666 + Penalty 4206.959530 = -659141.986136 nChanged 10 SP:Iteration 29Q (9911.560000 sec): 3 clusters Score: Raw -663356.978974 + Penalty 4206.959530 = -659150.019444 nChanged 16 SP:Iteration 30Q (9911.810000 sec): 3 clusters Score: Raw -663366.475725 + Penalty 4206.959530 = -659159.516195 nChanged 12 SP:Iteration 31Q (9911.980000 sec): 3 clusters Score: Raw -663372.475977 + Penalty 4206.959530 = -659165.516447 nChanged 8 SP:Iteration 32Q (9912.220000 sec): 3 clusters Score: Raw -663377.104398 + Penalty 4206.959530 = -659170.144868 nChanged 6 SP:Iteration 33Q (9912.440000 sec): 3 clusters Score: Raw -663380.078398 + Penalty 4206.959530 = -659173.118868 nChanged 4 SP:Iteration 34Q (9912.660000 sec): 3 clusters Score: Raw -663381.591461 + Penalty 4206.959530 = -659174.631931 nChanged 2 SP:Iteration 35Q (9912.870000 sec): 3 clusters Score: Raw -663382.553712 + Penalty 4206.959530 = -659175.594181 nChanged 1 SP:Iteration 36Q (9913.040000 sec): 3 clusters Score: Raw -663383.652987 + Penalty 4206.959530 = -659176.693457 nChanged 2 SP:Iteration 37Q (9913.350000 sec): 3 clusters Score: Raw -663384.353056 + Penalty 4206.959530 = -659177.393526 nChanged 0 SP:Iteration 38F (9913.550000 sec): 3 clusters Score: Raw -663384.353056 + Penalty 4206.959530 = -659177.393526 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9913.690000 sec): 2 clusters Score: Raw -202862.617333 + Penalty 1815.490687 = -201047.126647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9913.850000 sec): 3 clusters Score: Raw -202418.839147 + Penalty 3630.981373 = -198787.857774 nChanged 447 SP:Iteration 1F (9914.040000 sec): 3 clusters Score: Raw -202954.606343 + Penalty 3630.981373 = -199323.624970 nChanged 124 SP:Iteration 2F (9914.250000 sec): 3 clusters Score: Raw -203179.353774 + Penalty 3630.981373 = -199548.372400 nChanged 103 SP:Iteration 3F (9914.390000 sec): 3 clusters Score: Raw -203334.246757 + Penalty 3630.981373 = -199703.265383 nChanged 90 SP:Iteration 4F (9914.570000 sec): 3 clusters Score: Raw -203537.165940 + Penalty 3630.981373 = -199906.184567 nChanged 91 SP:Iteration 5F (9914.800000 sec): 3 clusters Score: Raw -203802.618826 + Penalty 3630.981373 = -200171.637452 nChanged 94 SP:Iteration 6F (9914.920000 sec): 3 clusters Score: Raw -204094.676718 + Penalty 3630.981373 = -200463.695345 nChanged 72 SP:Iteration 7Q (9915.100000 sec): 3 clusters Score: Raw -204242.593626 + Penalty 3630.981373 = -200611.612252 nChanged 43 SP:Iteration 8Q (9915.260000 sec): 3 clusters Score: Raw -204346.637917 + Penalty 3630.981373 = -200715.656544 nChanged 33 SP:Iteration 9Q (9915.390000 sec): 3 clusters Score: Raw -204449.784962 + Penalty 3630.981373 = -200818.803589 nChanged 20 SP:Iteration 10Q (9915.590000 sec): 3 clusters Score: Raw -204516.590768 + Penalty 3630.981373 = -200885.609395 nChanged 13 SP:Iteration 11Q (9915.830000 sec): 3 clusters Score: Raw -204549.706811 + Penalty 3630.981373 = -200918.725438 nChanged 8 SP:Iteration 12Q (9916.040000 sec): 3 clusters Score: Raw -204579.041512 + Penalty 3630.981373 = -200948.060139 nChanged 7 SP:Iteration 13Q (9916.210000 sec): 3 clusters Score: Raw -204604.070409 + Penalty 3630.981373 = -200973.089036 nChanged 5 SP:Iteration 14Q (9916.430000 sec): 3 clusters Score: Raw -204619.730065 + Penalty 3630.981373 = -200988.748692 nChanged 3 SP:Iteration 15Q (9916.610000 sec): 3 clusters Score: Raw -204632.150601 + Penalty 3630.981373 = -201001.169228 nChanged 3 SP:Iteration 16Q (9916.800000 sec): 3 clusters Score: Raw -204641.678579 + Penalty 3630.981373 = -201010.697206 nChanged 1 SP:Iteration 17Q (9916.970000 sec): 3 clusters Score: Raw -204643.884026 + Penalty 3630.981373 = -201012.902653 nChanged 2 SP:Iteration 18Q (9917.180000 sec): 3 clusters Score: Raw -204649.526100 + Penalty 3630.981373 = -201018.544727 nChanged 0 SP:Iteration 19F (9917.370000 sec): 3 clusters Score: Raw -204649.526100 + Penalty 3630.981373 = -201018.544727 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9917.510000 sec): 2 clusters Score: Raw -17687.280059 + Penalty 1275.132562 = -16412.147497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9917.710000 sec): 3 clusters Score: Raw -18109.945577 + Penalty 2550.265124 = -15559.680453 nChanged 18 SP:Iteration 1F (9917.920000 sec): 3 clusters Score: Raw -18230.173012 + Penalty 2550.265124 = -15679.907888 nChanged 10 SP:Iteration 2F (9918.070000 sec): 3 clusters Score: Raw -18334.407029 + Penalty 2550.265124 = -15784.141905 nChanged 5 SP:Iteration 3Q (9918.260000 sec): 3 clusters Score: Raw -18416.676168 + Penalty 2550.265124 = -15866.411044 nChanged 4 SP:Iteration 4Q (9918.430000 sec): 3 clusters Score: Raw -18471.866793 + Penalty 2550.265124 = -15921.601669 nChanged 3 SP:Iteration 5Q (9918.600000 sec): 3 clusters Score: Raw -18495.223779 + Penalty 2550.265124 = -15944.958655 nChanged 2 SP:Iteration 6Q (9918.740000 sec): 3 clusters Score: Raw -18522.640584 + Penalty 2550.265124 = -15972.375460 nChanged 1 SP:Iteration 7Q (9918.960000 sec): 3 clusters Score: Raw -18529.966112 + Penalty 2550.265124 = -15979.700988 nChanged 1 SP:Iteration 8Q (9919.110000 sec): 3 clusters Score: Raw -18537.100759 + Penalty 2550.265124 = -15986.835635 nChanged 3 SP:Iteration 9Q (9919.280000 sec): 3 clusters Score: Raw -18581.769759 + Penalty 2550.265124 = -16031.504635 nChanged 2 SP:Iteration 10Q (9919.460000 sec): 3 clusters Score: Raw -18599.310119 + Penalty 2550.265124 = -16049.044995 nChanged 1 SP:Iteration 11Q (9919.590000 sec): 3 clusters Score: Raw -18622.676998 + Penalty 2550.265124 = -16072.411874 nChanged 0 SP:Iteration 12F (9919.790000 sec): 3 clusters Score: Raw -18622.676998 + Penalty 2550.265124 = -16072.411874 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 12 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9919.910000 sec): 2 clusters Score: Raw -22991.581402 + Penalty 1318.893758 = -21672.687643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9920.070000 sec): 3 clusters Score: Raw -23239.831807 + Penalty 2637.787517 = -20602.044290 nChanged 21 SP:Iteration 1F (9920.270000 sec): 3 clusters Score: Raw -23350.264961 + Penalty 2637.787517 = -20712.477444 nChanged 2 SP:Iteration 2Q (9920.440000 sec): 3 clusters Score: Raw -23364.058494 + Penalty 2637.787517 = -20726.270977 nChanged 0 SP:Iteration 3F (9920.590000 sec): 3 clusters Score: Raw -23364.058494 + Penalty 2637.787517 = -20726.270977 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9920.710000 sec): 2 clusters Score: Raw -22604.169133 + Penalty 1285.082320 = -21319.086812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9920.850000 sec): 3 clusters Score: Raw -22828.312745 + Penalty 2570.164641 = -20258.148104 nChanged 9 SP:Iteration 1F (9921.070000 sec): 3 clusters Score: Raw -22881.048924 + Penalty 2570.164641 = -20310.884283 nChanged 2 SP:Iteration 2Q (9921.240000 sec): 3 clusters Score: Raw -22893.709363 + Penalty 2570.164641 = -20323.544722 nChanged 3 SP:Iteration 3Q (9921.490000 sec): 3 clusters Score: Raw -22935.032151 + Penalty 2570.164641 = -20364.867510 nChanged 1 SP:Iteration 4Q (9921.690000 sec): 3 clusters Score: Raw -22950.880202 + Penalty 2570.164641 = -20380.715561 nChanged 3 SP:Iteration 5Q (9921.880000 sec): 3 clusters Score: Raw -22972.471083 + Penalty 2570.164641 = -20402.306442 nChanged 0 SP:Iteration 6F (9922.150000 sec): 3 clusters Score: Raw -22972.471083 + Penalty 2570.164641 = -20402.306442 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (15708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9922.330000 sec): 2 clusters Score: Raw -2123075.888583 + Penalty 2396.157503 = -2120679.731080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9922.600000 sec): 3 clusters Score: Raw -2114188.143699 + Penalty 4792.315006 = -2109395.828692 nChanged 6754 SP:Iteration 1F (9922.880000 sec): 3 clusters Score: Raw -2117908.951473 + Penalty 4792.315006 = -2113116.636466 nChanged 931 SP:Iteration 2F (9923.180000 sec): 3 clusters Score: Raw -2118317.390804 + Penalty 4792.315006 = -2113525.075797 nChanged 781 SP:Iteration 3Q (9923.490000 sec): 3 clusters Score: Raw -2118673.345810 + Penalty 4792.315006 = -2113881.030804 nChanged 678 SP:Iteration 4Q (9923.780000 sec): 3 clusters Score: Raw -2119029.339392 + Penalty 4792.315006 = -2114237.024385 nChanged 705 SP:Iteration 5Q (9924.020000 sec): 3 clusters Score: Raw -2119477.136345 + Penalty 4792.315006 = -2114684.821339 nChanged 757 SP:Iteration 6Q (9924.290000 sec): 3 clusters Score: Raw -2119991.260331 + Penalty 4792.315006 = -2115198.945324 nChanged 705 SP:Iteration 7Q (9924.560000 sec): 3 clusters Score: Raw -2120525.201296 + Penalty 4792.315006 = -2115732.886290 nChanged 679 SP:Iteration 8Q (9924.860000 sec): 3 clusters Score: Raw -2121068.077502 + Penalty 4792.315006 = -2116275.762496 nChanged 626 SP:Iteration 9Q (9925.140000 sec): 3 clusters Score: Raw -2121542.996338 + Penalty 4792.315006 = -2116750.681331 nChanged 536 SP:Iteration 10Q (9925.450000 sec): 3 clusters Score: Raw -2121932.012787 + Penalty 4792.315006 = -2117139.697780 nChanged 446 SP:Iteration 11Q (9925.800000 sec): 3 clusters Score: Raw -2122250.795962 + Penalty 4792.315006 = -2117458.480956 nChanged 381 SP:Iteration 12Q (9926.070000 sec): 3 clusters Score: Raw -2122511.143270 + Penalty 4792.315006 = -2117718.828264 nChanged 298 SP:Iteration 13Q (9926.420000 sec): 3 clusters Score: Raw -2122703.715340 + Penalty 4792.315006 = -2117911.400334 nChanged 247 SP:Iteration 14Q (9926.660000 sec): 3 clusters Score: Raw -2122854.687434 + Penalty 4792.315006 = -2118062.372427 nChanged 190 SP:Iteration 15Q (9926.980000 sec): 3 clusters Score: Raw -2122989.082653 + Penalty 4792.315006 = -2118196.767647 nChanged 153 SP:Iteration 16Q (9927.230000 sec): 3 clusters Score: Raw -2123086.807680 + Penalty 4792.315006 = -2118294.492674 nChanged 117 SP:Iteration 17Q (9927.570000 sec): 3 clusters Score: Raw -2123152.065109 + Penalty 4792.315006 = -2118359.750103 nChanged 79 SP:Iteration 18Q (9927.810000 sec): 3 clusters Score: Raw -2123199.375626 + Penalty 4792.315006 = -2118407.060620 nChanged 60 SP:Iteration 19Q (9928.060000 sec): 3 clusters Score: Raw -2123230.382964 + Penalty 4792.315006 = -2118438.067957 nChanged 47 SP:Iteration 20F (9928.350000 sec): 3 clusters Score: Raw -2123251.828297 + Penalty 4792.315006 = -2118459.513291 nChanged 40 SP:Iteration 21Q (9928.700000 sec): 3 clusters Score: Raw -2123274.724290 + Penalty 4792.315006 = -2118482.409284 nChanged 32 SP:Iteration 22Q (9928.940000 sec): 3 clusters Score: Raw -2123293.206096 + Penalty 4792.315006 = -2118500.891090 nChanged 34 SP:Iteration 23Q (9929.260000 sec): 3 clusters Score: Raw -2123311.587165 + Penalty 4792.315006 = -2118519.272158 nChanged 24 SP:Iteration 24Q (9929.530000 sec): 3 clusters Score: Raw -2123324.144615 + Penalty 4792.315006 = -2118531.829609 nChanged 27 SP:Iteration 25Q (9929.830000 sec): 3 clusters Score: Raw -2123336.977927 + Penalty 4792.315006 = -2118544.662921 nChanged 21 SP:Iteration 26Q (9930.080000 sec): 3 clusters Score: Raw -2123346.230589 + Penalty 4792.315006 = -2118553.915583 nChanged 14 SP:Iteration 27Q (9930.340000 sec): 3 clusters Score: Raw -2123353.380607 + Penalty 4792.315006 = -2118561.065601 nChanged 11 SP:Iteration 28Q (9930.610000 sec): 3 clusters Score: Raw -2123359.020919 + Penalty 4792.315006 = -2118566.705913 nChanged 17 SP:Iteration 29Q (9930.920000 sec): 3 clusters Score: Raw -2123369.572935 + Penalty 4792.315006 = -2118577.257929 nChanged 15 SP:Iteration 30Q (9931.200000 sec): 3 clusters Score: Raw -2123378.912250 + Penalty 4792.315006 = -2118586.597244 nChanged 13 SP:Iteration 31Q (9931.450000 sec): 3 clusters Score: Raw -2123385.344641 + Penalty 4792.315006 = -2118593.029635 nChanged 14 SP:Iteration 32Q (9931.740000 sec): 3 clusters Score: Raw -2123392.911461 + Penalty 4792.315006 = -2118600.596454 nChanged 8 SP:Iteration 33Q (9932.040000 sec): 3 clusters Score: Raw -2123398.671272 + Penalty 4792.315006 = -2118606.356265 nChanged 9 SP:Iteration 34Q (9932.390000 sec): 3 clusters Score: Raw -2123402.868783 + Penalty 4792.315006 = -2118610.553777 nChanged 6 SP:Iteration 35Q (9932.700000 sec): 3 clusters Score: Raw -2123405.905139 + Penalty 4792.315006 = -2118613.590133 nChanged 7 SP:Iteration 36Q (9933.010000 sec): 3 clusters Score: Raw -2123410.147780 + Penalty 4792.315006 = -2118617.832773 nChanged 7 SP:Iteration 37Q (9933.270000 sec): 3 clusters Score: Raw -2123414.769781 + Penalty 4792.315006 = -2118622.454775 nChanged 9 SP:Iteration 38Q (9933.560000 sec): 3 clusters Score: Raw -2123419.659519 + Penalty 4792.315006 = -2118627.344513 nChanged 4 SP:Iteration 39Q (9933.820000 sec): 3 clusters Score: Raw -2123422.636439 + Penalty 4792.315006 = -2118630.321433 nChanged 8 SP:Iteration 40F (9934.060000 sec): 3 clusters Score: Raw -2123427.983091 + Penalty 4792.315006 = -2118635.668085 nChanged 4 SP:Iteration 41Q (9934.350000 sec): 3 clusters Score: Raw -2123429.910060 + Penalty 4792.315006 = -2118637.595054 nChanged 4 SP:Iteration 42Q (9934.610000 sec): 3 clusters Score: Raw -2123431.514142 + Penalty 4792.315006 = -2118639.199136 nChanged 5 SP:Iteration 43Q (9934.870000 sec): 3 clusters Score: Raw -2123434.210004 + Penalty 4792.315006 = -2118641.894998 nChanged 4 SP:Iteration 44Q (9935.140000 sec): 3 clusters Score: Raw -2123435.900559 + Penalty 4792.315006 = -2118643.585553 nChanged 3 SP:Iteration 45Q (9935.420000 sec): 3 clusters Score: Raw -2123436.831764 + Penalty 4792.315006 = -2118644.516757 nChanged 1 SP:Iteration 46Q (9935.640000 sec): 3 clusters Score: Raw -2123437.216330 + Penalty 4792.315006 = -2118644.901323 nChanged 0 SP:Iteration 47F (9935.940000 sec): 3 clusters Score: Raw -2123437.216330 + Penalty 4792.315006 = -2118644.901323 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9936.060000 sec): 2 clusters Score: Raw -16864.084538 + Penalty 1216.508145 = -15647.576392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9936.210000 sec): 3 clusters Score: Raw -17148.377555 + Penalty 2433.016290 = -14715.361265 nChanged 5 SP:Iteration 1Q (9936.370000 sec): 3 clusters Score: Raw -17198.883259 + Penalty 2433.016290 = -14765.866969 nChanged 2 SP:Iteration 2Q (9936.550000 sec): 3 clusters Score: Raw -17218.425738 + Penalty 2433.016290 = -14785.409448 nChanged 0 SP:Iteration 3F (9936.730000 sec): 3 clusters Score: Raw -17218.425738 + Penalty 2433.016290 = -14785.409448 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (49575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9937.120000 sec): 2 clusters Score: Raw -6890445.295267 + Penalty 2681.188004 = -6887764.107263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9937.590000 sec): 3 clusters Score: Raw -6859893.587279 + Penalty 5362.376009 = -6854531.211270 nChanged 22841 SP:Iteration 1F (9938.080000 sec): 3 clusters Score: Raw -6872537.980980 + Penalty 5362.376009 = -6867175.604972 nChanged 2118 SP:Iteration 2Q (9938.580000 sec): 3 clusters Score: Raw -6873235.024586 + Penalty 5362.376009 = -6867872.648577 nChanged 2232 SP:Iteration 3Q (9939.030000 sec): 3 clusters Score: Raw -6874095.253958 + Penalty 5362.376009 = -6868732.877949 nChanged 2482 SP:Iteration 4F (9939.480000 sec): 3 clusters Score: Raw -6875250.510929 + Penalty 5362.376009 = -6869888.134920 nChanged 2879 SP:Iteration 5F (9940.030000 sec): 3 clusters Score: Raw -6876824.360583 + Penalty 5362.376009 = -6871461.984574 nChanged 3130 SP:Iteration 6F (9940.540000 sec): 3 clusters Score: Raw -6878703.447074 + Penalty 5362.376009 = -6873341.071065 nChanged 3138 SP:Iteration 7F (9941.000000 sec): 3 clusters Score: Raw -6880709.947335 + Penalty 5362.376009 = -6875347.571326 nChanged 2928 SP:Iteration 8F (9941.570000 sec): 3 clusters Score: Raw -6882644.535764 + Penalty 5362.376009 = -6877282.159755 nChanged 2695 SP:Iteration 9F (9942.080000 sec): 3 clusters Score: Raw -6884509.000204 + Penalty 5362.376009 = -6879146.624195 nChanged 2269 SP:Iteration 10Q (9942.630000 sec): 3 clusters Score: Raw -6886099.823086 + Penalty 5362.376009 = -6880737.447077 nChanged 1925 SP:Iteration 11Q (9943.230000 sec): 3 clusters Score: Raw -6887452.027126 + Penalty 5362.376009 = -6882089.651118 nChanged 1567 SP:Iteration 12Q (9943.750000 sec): 3 clusters Score: Raw -6888526.160283 + Penalty 5362.376009 = -6883163.784274 nChanged 1222 SP:Iteration 13Q (9944.280000 sec): 3 clusters Score: Raw -6889321.212124 + Penalty 5362.376009 = -6883958.836115 nChanged 929 SP:Iteration 14Q (9944.770000 sec): 3 clusters Score: Raw -6889912.149675 + Penalty 5362.376009 = -6884549.773666 nChanged 642 SP:Iteration 15Q (9945.240000 sec): 3 clusters Score: Raw -6890328.607149 + Penalty 5362.376009 = -6884966.231141 nChanged 487 SP:Iteration 16Q (9945.680000 sec): 3 clusters Score: Raw -6890648.215966 + Penalty 5362.376009 = -6885285.839957 nChanged 347 SP:Iteration 17Q (9946.120000 sec): 3 clusters Score: Raw -6890863.463988 + Penalty 5362.376009 = -6885501.087979 nChanged 246 SP:Iteration 18Q (9946.510000 sec): 3 clusters Score: Raw -6891008.400665 + Penalty 5362.376009 = -6885646.024656 nChanged 146 SP:Iteration 19Q (9946.960000 sec): 3 clusters Score: Raw -6891084.995301 + Penalty 5362.376009 = -6885722.619292 nChanged 99 SP:Iteration 20F (9947.450000 sec): 3 clusters Score: Raw -6891141.562946 + Penalty 5362.376009 = -6885779.186937 nChanged 78 SP:Iteration 21Q (9947.910000 sec): 3 clusters Score: Raw -6891182.121341 + Penalty 5362.376009 = -6885819.745332 nChanged 52 SP:Iteration 22Q (9948.400000 sec): 3 clusters Score: Raw -6891210.470128 + Penalty 5362.376009 = -6885848.094119 nChanged 45 SP:Iteration 23Q (9948.840000 sec): 3 clusters Score: Raw -6891232.902303 + Penalty 5362.376009 = -6885870.526294 nChanged 33 SP:Iteration 24Q (9949.230000 sec): 3 clusters Score: Raw -6891249.944688 + Penalty 5362.376009 = -6885887.568679 nChanged 31 SP:Iteration 25Q (9949.640000 sec): 3 clusters Score: Raw -6891264.749279 + Penalty 5362.376009 = -6885902.373270 nChanged 20 SP:Iteration 26Q (9950.040000 sec): 3 clusters Score: Raw -6891277.445009 + Penalty 5362.376009 = -6885915.069000 nChanged 20 SP:Iteration 27Q (9950.470000 sec): 3 clusters Score: Raw -6891286.995518 + Penalty 5362.376009 = -6885924.619509 nChanged 15 SP:Iteration 28Q (9950.820000 sec): 3 clusters Score: Raw -6891295.183644 + Penalty 5362.376009 = -6885932.807635 nChanged 16 SP:Iteration 29Q (9951.240000 sec): 3 clusters Score: Raw -6891302.236444 + Penalty 5362.376009 = -6885939.860435 nChanged 13 SP:Iteration 30Q (9951.650000 sec): 3 clusters Score: Raw -6891308.171291 + Penalty 5362.376009 = -6885945.795282 nChanged 10 SP:Iteration 31Q (9952.090000 sec): 3 clusters Score: Raw -6891314.163302 + Penalty 5362.376009 = -6885951.787293 nChanged 15 SP:Iteration 32Q (9952.490000 sec): 3 clusters Score: Raw -6891321.737300 + Penalty 5362.376009 = -6885959.361292 nChanged 11 SP:Iteration 33Q (9952.910000 sec): 3 clusters Score: Raw -6891325.779920 + Penalty 5362.376009 = -6885963.403911 nChanged 5 SP:Iteration 34Q (9953.410000 sec): 3 clusters Score: Raw -6891328.975513 + Penalty 5362.376009 = -6885966.599504 nChanged 6 SP:Iteration 35Q (9953.870000 sec): 3 clusters Score: Raw -6891331.729103 + Penalty 5362.376009 = -6885969.353095 nChanged 4 SP:Iteration 36Q (9954.310000 sec): 3 clusters Score: Raw -6891333.323212 + Penalty 5362.376009 = -6885970.947203 nChanged 2 SP:Iteration 37Q (9954.780000 sec): 3 clusters Score: Raw -6891334.005586 + Penalty 5362.376009 = -6885971.629578 nChanged 2 SP:Iteration 38Q (9955.210000 sec): 3 clusters Score: Raw -6891334.475845 + Penalty 5362.376009 = -6885972.099836 nChanged 1 SP:Iteration 39Q (9955.640000 sec): 3 clusters Score: Raw -6891334.997430 + Penalty 5362.376009 = -6885972.621421 nChanged 1 SP:Iteration 40F (9956.140000 sec): 3 clusters Score: Raw -6891335.370414 + Penalty 5362.376009 = -6885972.994405 nChanged 2 SP:Iteration 41Q (9956.550000 sec): 3 clusters Score: Raw -6891336.175092 + Penalty 5362.376009 = -6885973.799083 nChanged 0 SP:Iteration 42F (9957.010000 sec): 3 clusters Score: Raw -6891336.175092 + Penalty 5362.376009 = -6885973.799083 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9957.110000 sec): 2 clusters Score: Raw -66635.602630 + Penalty 1545.647108 = -65089.955522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9957.340000 sec): 3 clusters Score: Raw -66639.691537 + Penalty 3091.294216 = -63548.397321 nChanged 106 SP:Iteration 1F (9957.520000 sec): 3 clusters Score: Raw -66876.193893 + Penalty 3091.294216 = -63784.899676 nChanged 34 SP:Iteration 2F (9957.680000 sec): 3 clusters Score: Raw -66974.226438 + Penalty 3091.294216 = -63882.932222 nChanged 16 SP:Iteration 3Q (9957.860000 sec): 3 clusters Score: Raw -67015.270863 + Penalty 3091.294216 = -63923.976647 nChanged 13 SP:Iteration 4Q (9958.070000 sec): 3 clusters Score: Raw -67048.460462 + Penalty 3091.294216 = -63957.166246 nChanged 14 SP:Iteration 5Q (9958.280000 sec): 3 clusters Score: Raw -67085.227600 + Penalty 3091.294216 = -63993.933384 nChanged 9 SP:Iteration 6Q (9958.450000 sec): 3 clusters Score: Raw -67114.646595 + Penalty 3091.294216 = -64023.352379 nChanged 9 SP:Iteration 7Q (9958.620000 sec): 3 clusters Score: Raw -67138.897994 + Penalty 3091.294216 = -64047.603777 nChanged 8 SP:Iteration 8Q (9958.810000 sec): 3 clusters Score: Raw -67182.876256 + Penalty 3091.294216 = -64091.582039 nChanged 12 SP:Iteration 9Q (9959.010000 sec): 3 clusters Score: Raw -67218.905167 + Penalty 3091.294216 = -64127.610951 nChanged 8 SP:Iteration 10Q (9959.200000 sec): 3 clusters Score: Raw -67237.847282 + Penalty 3091.294216 = -64146.553066 nChanged 8 SP:Iteration 11Q (9959.360000 sec): 3 clusters Score: Raw -67261.330394 + Penalty 3091.294216 = -64170.036178 nChanged 3 SP:Iteration 12Q (9959.580000 sec): 3 clusters Score: Raw -67278.554142 + Penalty 3091.294216 = -64187.259926 nChanged 1 SP:Iteration 13Q (9959.750000 sec): 3 clusters Score: Raw -67281.908672 + Penalty 3091.294216 = -64190.614455 nChanged 2 SP:Iteration 14Q (9959.920000 sec): 3 clusters Score: Raw -67287.185373 + Penalty 3091.294216 = -64195.891157 nChanged 2 SP:Iteration 15Q (9960.100000 sec): 3 clusters Score: Raw -67290.629872 + Penalty 3091.294216 = -64199.335656 nChanged 3 SP:Iteration 16Q (9960.280000 sec): 3 clusters Score: Raw -67301.984554 + Penalty 3091.294216 = -64210.690338 nChanged 2 SP:Iteration 17Q (9960.500000 sec): 3 clusters Score: Raw -67312.465011 + Penalty 3091.294216 = -64221.170795 nChanged 4 SP:Iteration 18Q (9960.710000 sec): 3 clusters Score: Raw -67356.739101 + Penalty 3091.294216 = -64265.444885 nChanged 6 SP:Iteration 19Q (9960.960000 sec): 3 clusters Score: Raw -67368.007606 + Penalty 3091.294216 = -64276.713390 nChanged 0 SP:Iteration 20F (9961.160000 sec): 3 clusters Score: Raw -67377.199838 + Penalty 3091.294216 = -64285.905622 nChanged 1 SP:Iteration 21Q (9961.360000 sec): 3 clusters Score: Raw -67411.847380 + Penalty 3091.294216 = -64320.553164 nChanged 5 SP:Iteration 22Q (9961.550000 sec): 3 clusters Score: Raw -67432.756738 + Penalty 3091.294216 = -64341.462522 nChanged 4 SP:Iteration 23Q (9961.770000 sec): 3 clusters Score: Raw -67451.014052 + Penalty 3091.294216 = -64359.719836 nChanged 2 SP:Iteration 24Q (9962.000000 sec): 3 clusters Score: Raw -67456.298306 + Penalty 3091.294216 = -64365.004089 nChanged 0 SP:Iteration 25F (9962.090000 sec): 3 clusters Score: Raw -67456.298306 + Penalty 3091.294216 = -64365.004089 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (19404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9962.360000 sec): 2 clusters Score: Raw -2612545.768114 + Penalty 2448.562158 = -2610097.205956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9962.740000 sec): 3 clusters Score: Raw -2601203.477664 + Penalty 4897.124317 = -2596306.353347 nChanged 8537 SP:Iteration 1F (9963.070000 sec): 3 clusters Score: Raw -2605791.829089 + Penalty 4897.124317 = -2600894.704773 nChanged 988 SP:Iteration 2F (9963.400000 sec): 3 clusters Score: Raw -2606134.124690 + Penalty 4897.124317 = -2601237.000374 nChanged 835 SP:Iteration 3Q (9963.720000 sec): 3 clusters Score: Raw -2606412.898452 + Penalty 4897.124317 = -2601515.774136 nChanged 740 SP:Iteration 4Q (9964.000000 sec): 3 clusters Score: Raw -2606694.647513 + Penalty 4897.124317 = -2601797.523197 nChanged 748 SP:Iteration 5Q (9964.370000 sec): 3 clusters Score: Raw -2607021.256046 + Penalty 4897.124317 = -2602124.131729 nChanged 775 SP:Iteration 6Q (9964.710000 sec): 3 clusters Score: Raw -2607407.993486 + Penalty 4897.124317 = -2602510.869169 nChanged 873 SP:Iteration 7Q (9965.030000 sec): 3 clusters Score: Raw -2607921.498761 + Penalty 4897.124317 = -2603024.374445 nChanged 984 SP:Iteration 8F (9965.330000 sec): 3 clusters Score: Raw -2608578.728179 + Penalty 4897.124317 = -2603681.603863 nChanged 1053 SP:Iteration 9F (9965.650000 sec): 3 clusters Score: Raw -2609367.006942 + Penalty 4897.124317 = -2604469.882625 nChanged 1077 SP:Iteration 10F (9965.970000 sec): 3 clusters Score: Raw -2610250.399625 + Penalty 4897.124317 = -2605353.275308 nChanged 910 SP:Iteration 11Q (9966.300000 sec): 3 clusters Score: Raw -2611009.166809 + Penalty 4897.124317 = -2606112.042492 nChanged 719 SP:Iteration 12Q (9966.600000 sec): 3 clusters Score: Raw -2611639.216253 + Penalty 4897.124317 = -2606742.091937 nChanged 499 SP:Iteration 13Q (9966.850000 sec): 3 clusters Score: Raw -2612079.615530 + Penalty 4897.124317 = -2607182.491213 nChanged 327 SP:Iteration 14Q (9967.200000 sec): 3 clusters Score: Raw -2612362.542322 + Penalty 4897.124317 = -2607465.418005 nChanged 200 SP:Iteration 15Q (9967.430000 sec): 3 clusters Score: Raw -2612533.001726 + Penalty 4897.124317 = -2607635.877409 nChanged 145 SP:Iteration 16Q (9967.710000 sec): 3 clusters Score: Raw -2612647.803313 + Penalty 4897.124317 = -2607750.678996 nChanged 85 SP:Iteration 17Q (9968.000000 sec): 3 clusters Score: Raw -2612722.177528 + Penalty 4897.124317 = -2607825.053212 nChanged 58 SP:Iteration 18Q (9968.350000 sec): 3 clusters Score: Raw -2612769.126482 + Penalty 4897.124317 = -2607872.002165 nChanged 32 SP:Iteration 19Q (9968.660000 sec): 3 clusters Score: Raw -2612796.799625 + Penalty 4897.124317 = -2607899.675308 nChanged 30 SP:Iteration 20F (9968.970000 sec): 3 clusters Score: Raw -2612823.234053 + Penalty 4897.124317 = -2607926.109736 nChanged 18 SP:Iteration 21Q (9969.270000 sec): 3 clusters Score: Raw -2612835.438934 + Penalty 4897.124317 = -2607938.314617 nChanged 14 SP:Iteration 22Q (9969.540000 sec): 3 clusters Score: Raw -2612845.199839 + Penalty 4897.124317 = -2607948.075522 nChanged 12 SP:Iteration 23Q (9969.880000 sec): 3 clusters Score: Raw -2612855.097299 + Penalty 4897.124317 = -2607957.972983 nChanged 5 SP:Iteration 24Q (9970.170000 sec): 3 clusters Score: Raw -2612859.811528 + Penalty 4897.124317 = -2607962.687211 nChanged 7 SP:Iteration 25Q (9970.480000 sec): 3 clusters Score: Raw -2612865.384261 + Penalty 4897.124317 = -2607968.259944 nChanged 7 SP:Iteration 26Q (9970.800000 sec): 3 clusters Score: Raw -2612872.692742 + Penalty 4897.124317 = -2607975.568426 nChanged 11 SP:Iteration 27Q (9971.100000 sec): 3 clusters Score: Raw -2612881.866426 + Penalty 4897.124317 = -2607984.742110 nChanged 10 SP:Iteration 28Q (9971.420000 sec): 3 clusters Score: Raw -2612890.968026 + Penalty 4897.124317 = -2607993.843710 nChanged 9 SP:Iteration 29Q (9971.730000 sec): 3 clusters Score: Raw -2612897.250862 + Penalty 4897.124317 = -2608000.126546 nChanged 3 SP:Iteration 30Q (9972.010000 sec): 3 clusters Score: Raw -2612899.131595 + Penalty 4897.124317 = -2608002.007279 nChanged 0 SP:Iteration 31F (9972.320000 sec): 3 clusters Score: Raw -2612899.131595 + Penalty 4897.124317 = -2608002.007279 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (5827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9972.430000 sec): 2 clusters Score: Raw -792307.529974 + Penalty 2150.223877 = -790157.306098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9972.630000 sec): 3 clusters Score: Raw -789435.395799 + Penalty 4300.447753 = -785134.948046 nChanged 2248 SP:Iteration 1F (9972.880000 sec): 3 clusters Score: Raw -790686.928491 + Penalty 4300.447753 = -786386.480737 nChanged 408 SP:Iteration 2F (9973.090000 sec): 3 clusters Score: Raw -790906.623108 + Penalty 4300.447753 = -786606.175355 nChanged 285 SP:Iteration 3Q (9973.330000 sec): 3 clusters Score: Raw -791038.350745 + Penalty 4300.447753 = -786737.902992 nChanged 193 SP:Iteration 4Q (9973.530000 sec): 3 clusters Score: Raw -791135.061686 + Penalty 4300.447753 = -786834.613933 nChanged 169 SP:Iteration 5Q (9973.780000 sec): 3 clusters Score: Raw -791216.730720 + Penalty 4300.447753 = -786916.282967 nChanged 163 SP:Iteration 6Q (9974.040000 sec): 3 clusters Score: Raw -791287.034269 + Penalty 4300.447753 = -786986.586516 nChanged 153 SP:Iteration 7Q (9974.280000 sec): 3 clusters Score: Raw -791353.470984 + Penalty 4300.447753 = -787053.023231 nChanged 127 SP:Iteration 8Q (9974.490000 sec): 3 clusters Score: Raw -791418.022366 + Penalty 4300.447753 = -787117.574613 nChanged 140 SP:Iteration 9Q (9974.700000 sec): 3 clusters Score: Raw -791482.504733 + Penalty 4300.447753 = -787182.056980 nChanged 129 SP:Iteration 10Q (9974.900000 sec): 3 clusters Score: Raw -791545.157213 + Penalty 4300.447753 = -787244.709459 nChanged 136 SP:Iteration 11Q (9975.140000 sec): 3 clusters Score: Raw -791617.182238 + Penalty 4300.447753 = -787316.734485 nChanged 151 SP:Iteration 12Q (9975.390000 sec): 3 clusters Score: Raw -791701.613344 + Penalty 4300.447753 = -787401.165590 nChanged 161 SP:Iteration 13Q (9975.630000 sec): 3 clusters Score: Raw -791804.894713 + Penalty 4300.447753 = -787504.446959 nChanged 167 SP:Iteration 14Q (9975.860000 sec): 3 clusters Score: Raw -791935.879165 + Penalty 4300.447753 = -787635.431412 nChanged 194 SP:Iteration 15Q (9976.050000 sec): 3 clusters Score: Raw -792107.812818 + Penalty 4300.447753 = -787807.365065 nChanged 194 SP:Iteration 16Q (9976.320000 sec): 3 clusters Score: Raw -792280.042181 + Penalty 4300.447753 = -787979.594427 nChanged 182 SP:Iteration 17Q (9976.510000 sec): 3 clusters Score: Raw -792422.805540 + Penalty 4300.447753 = -788122.357787 nChanged 129 SP:Iteration 18Q (9976.790000 sec): 3 clusters Score: Raw -792521.334931 + Penalty 4300.447753 = -788220.887178 nChanged 102 SP:Iteration 19Q (9977.030000 sec): 3 clusters Score: Raw -792591.642536 + Penalty 4300.447753 = -788291.194783 nChanged 73 SP:Iteration 20F (9977.240000 sec): 3 clusters Score: Raw -792627.243611 + Penalty 4300.447753 = -788326.795858 nChanged 40 SP:Iteration 21Q (9977.480000 sec): 3 clusters Score: Raw -792643.502847 + Penalty 4300.447753 = -788343.055094 nChanged 28 SP:Iteration 22Q (9977.680000 sec): 3 clusters Score: Raw -792653.818177 + Penalty 4300.447753 = -788353.370423 nChanged 17 SP:Iteration 23Q (9977.970000 sec): 3 clusters Score: Raw -792660.019449 + Penalty 4300.447753 = -788359.571696 nChanged 15 SP:Iteration 24Q (9978.130000 sec): 3 clusters Score: Raw -792664.624504 + Penalty 4300.447753 = -788364.176751 nChanged 11 SP:Iteration 25Q (9978.340000 sec): 3 clusters Score: Raw -792668.122418 + Penalty 4300.447753 = -788367.674665 nChanged 9 SP:Iteration 26Q (9978.530000 sec): 3 clusters Score: Raw -792670.722424 + Penalty 4300.447753 = -788370.274670 nChanged 9 SP:Iteration 27Q (9978.770000 sec): 3 clusters Score: Raw -792673.242245 + Penalty 4300.447753 = -788372.794492 nChanged 6 SP:Iteration 28Q (9979.020000 sec): 3 clusters Score: Raw -792674.989445 + Penalty 4300.447753 = -788374.541692 nChanged 5 SP:Iteration 29Q (9979.240000 sec): 3 clusters Score: Raw -792675.943807 + Penalty 4300.447753 = -788375.496054 nChanged 0 SP:Iteration 30F (9979.460000 sec): 3 clusters Score: Raw -792675.943807 + Penalty 4300.447753 = -788375.496054 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9979.600000 sec): 2 clusters Score: Raw -26862.136116 + Penalty 1331.918231 = -25530.217885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9979.780000 sec): 3 clusters Score: Raw -27097.936964 + Penalty 2663.836462 = -24434.100502 nChanged 20 SP:Iteration 1F (9979.960000 sec): 3 clusters Score: Raw -27212.352715 + Penalty 2663.836462 = -24548.516253 nChanged 6 SP:Iteration 2Q (9980.170000 sec): 3 clusters Score: Raw -27257.023905 + Penalty 2663.836462 = -24593.187443 nChanged 6 SP:Iteration 3Q (9980.320000 sec): 3 clusters Score: Raw -27288.466228 + Penalty 2663.836462 = -24624.629766 nChanged 1 SP:Iteration 4Q (9980.490000 sec): 3 clusters Score: Raw -27291.171739 + Penalty 2663.836462 = -24627.335277 nChanged 0 SP:Iteration 5F (9980.700000 sec): 3 clusters Score: Raw -27291.171739 + Penalty 2663.836462 = -24627.335277 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 21 (296174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9982.130000 sec): 2 clusters Score: Raw -40069507.596555 + Penalty 3124.478195 = -40066383.118360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9983.900000 sec): 3 clusters Score: Raw -39873434.329876 + Penalty 6248.956390 = -39867185.373486 nChanged 143140 SP:Iteration 1F (9985.670000 sec): 3 clusters Score: Raw -39959300.817300 + Penalty 6248.956390 = -39953051.860910 nChanged 10603 SP:Iteration 2Q (9987.470000 sec): 3 clusters Score: Raw -39962742.063053 + Penalty 6248.956390 = -39956493.106664 nChanged 14707 SP:Iteration 3Q (9989.260000 sec): 3 clusters Score: Raw -39969604.381293 + Penalty 6248.956390 = -39963355.424903 nChanged 20715 SP:Iteration 4F (9990.940000 sec): 3 clusters Score: Raw -39983102.576715 + Penalty 6248.956390 = -39976853.620325 nChanged 26498 SP:Iteration 5F (9992.930000 sec): 3 clusters Score: Raw -40005588.903492 + Penalty 6248.956390 = -39999339.947103 nChanged 27899 SP:Iteration 6F (9994.690000 sec): 3 clusters Score: Raw -40033536.408633 + Penalty 6248.956390 = -40027287.452243 nChanged 21020 SP:Iteration 7F (9996.490000 sec): 3 clusters Score: Raw -40055282.207387 + Penalty 6248.956390 = -40049033.250997 nChanged 10414 SP:Iteration 8Q (9998.460000 sec): 3 clusters Score: Raw -40065417.093893 + Penalty 6248.956390 = -40059168.137503 nChanged 3610 SP:Iteration 9Q (10000.120000 sec): 3 clusters Score: Raw -40068645.479225 + Penalty 6248.956390 = -40062396.522836 nChanged 1048 SP:Iteration 10Q (10001.770000 sec): 3 clusters Score: Raw -40069521.650494 + Penalty 6248.956390 = -40063272.694105 nChanged 344 SP:Iteration 11Q (10003.240000 sec): 3 clusters Score: Raw -40069779.124092 + Penalty 6248.956390 = -40063530.167703 nChanged 151 SP:Iteration 12Q (10004.840000 sec): 3 clusters Score: Raw -40069893.146975 + Penalty 6248.956390 = -40063644.190586 nChanged 63 SP:Iteration 13Q (10006.540000 sec): 3 clusters Score: Raw -40069945.187702 + Penalty 6248.956390 = -40063696.231313 nChanged 52 SP:Iteration 14Q (10007.950000 sec): 3 clusters Score: Raw -40069990.255986 + Penalty 6248.956390 = -40063741.299597 nChanged 41 SP:Iteration 15Q (10009.470000 sec): 3 clusters Score: Raw -40070021.241602 + Penalty 6248.956390 = -40063772.285212 nChanged 28 SP:Iteration 16Q (10011.110000 sec): 3 clusters Score: Raw -40070039.443598 + Penalty 6248.956390 = -40063790.487209 nChanged 18 SP:Iteration 17Q (10012.590000 sec): 3 clusters Score: Raw -40070054.600213 + Penalty 6248.956390 = -40063805.643824 nChanged 16 SP:Iteration 18Q (10014.070000 sec): 3 clusters Score: Raw -40070064.003876 + Penalty 6248.956390 = -40063815.047486 nChanged 15 SP:Iteration 19Q (10015.710000 sec): 3 clusters Score: Raw -40070075.958494 + Penalty 6248.956390 = -40063827.002105 nChanged 21 SP:Iteration 20F (10017.340000 sec): 3 clusters Score: Raw -40070096.363384 + Penalty 6248.956390 = -40063847.406994 nChanged 19 SP:Iteration 21Q (10018.890000 sec): 3 clusters Score: Raw -40070112.864263 + Penalty 6248.956390 = -40063863.907873 nChanged 13 SP:Iteration 22Q (10020.380000 sec): 3 clusters Score: Raw -40070120.050858 + Penalty 6248.956390 = -40063871.094468 nChanged 6 SP:Iteration 23Q (10021.830000 sec): 3 clusters Score: Raw -40070124.888487 + Penalty 6248.956390 = -40063875.932098 nChanged 7 SP:Iteration 24Q (10023.390000 sec): 3 clusters Score: Raw -40070131.260001 + Penalty 6248.956390 = -40063882.303612 nChanged 6 SP:Iteration 25Q (10024.940000 sec): 3 clusters Score: Raw -40070134.979293 + Penalty 6248.956390 = -40063886.022903 nChanged 4 SP:Iteration 26Q (10026.460000 sec): 3 clusters Score: Raw -40070136.867512 + Penalty 6248.956390 = -40063887.911122 nChanged 3 SP:Iteration 27Q (10028.150000 sec): 3 clusters Score: Raw -40070138.025684 + Penalty 6248.956390 = -40063889.069294 nChanged 1 SP:Iteration 28Q (10029.720000 sec): 3 clusters Score: Raw -40070139.356291 + Penalty 6248.956390 = -40063890.399902 nChanged 3 SP:Iteration 29Q (10031.350000 sec): 3 clusters Score: Raw -40070140.949603 + Penalty 6248.956390 = -40063891.993213 nChanged 4 SP:Iteration 30Q (10032.950000 sec): 3 clusters Score: Raw -40070144.576208 + Penalty 6248.956390 = -40063895.619819 nChanged 4 SP:Iteration 31Q (10034.360000 sec): 3 clusters Score: Raw -40070146.747954 + Penalty 6248.956390 = -40063897.791564 nChanged 3 SP:Iteration 32Q (10035.870000 sec): 3 clusters Score: Raw -40070147.649714 + Penalty 6248.956390 = -40063898.693324 nChanged 2 SP:Iteration 33Q (10037.350000 sec): 3 clusters Score: Raw -40070150.091802 + Penalty 6248.956390 = -40063901.135412 nChanged 6 SP:Iteration 34Q (10038.800000 sec): 3 clusters Score: Raw -40070152.697941 + Penalty 6248.956390 = -40063903.741551 nChanged 3 SP:Iteration 35Q (10040.420000 sec): 3 clusters Score: Raw -40070154.799454 + Penalty 6248.956390 = -40063905.843065 nChanged 3 SP:Iteration 36Q (10042.200000 sec): 3 clusters Score: Raw -40070156.489871 + Penalty 6248.956390 = -40063907.533482 nChanged 2 SP:Iteration 37Q (10043.660000 sec): 3 clusters Score: Raw -40070157.411240 + Penalty 6248.956390 = -40063908.454851 nChanged 3 SP:Iteration 38Q (10045.130000 sec): 3 clusters Score: Raw -40070159.000514 + Penalty 6248.956390 = -40063910.044124 nChanged 0 SP:Iteration 39F (10046.850000 sec): 3 clusters Score: Raw -40070159.000514 + Penalty 6248.956390 = -40063910.044124 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 22 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10047.130000 sec): 2 clusters Score: Raw -24366.118882 + Penalty 1299.953260 = -23066.165622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10047.290000 sec): 3 clusters Score: Raw -24548.338186 + Penalty 2599.906519 = -21948.431666 nChanged 13 SP:Iteration 1F (10047.490000 sec): 3 clusters Score: Raw -24610.582073 + Penalty 2599.906519 = -22010.675554 nChanged 1 SP:Iteration 2Q (10047.730000 sec): 3 clusters Score: Raw -24612.574094 + Penalty 2599.906519 = -22012.667574 nChanged 1 SP:Iteration 3Q (10047.890000 sec): 3 clusters Score: Raw -24616.516241 + Penalty 2599.906519 = -22016.609722 nChanged 0 SP:Iteration 4F (10048.120000 sec): 3 clusters Score: Raw -24616.516241 + Penalty 2599.906519 = -22016.609722 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 23 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10048.240000 sec): 2 clusters Score: Raw -77847.853515 + Penalty 1613.804873 = -76234.048642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10048.430000 sec): 3 clusters Score: Raw -77811.295546 + Penalty 3227.609745 = -74583.685801 nChanged 140 SP:Iteration 1F (10048.580000 sec): 3 clusters Score: Raw -78091.704881 + Penalty 3227.609745 = -74864.095135 nChanged 43 SP:Iteration 2F (10048.770000 sec): 3 clusters Score: Raw -78171.507515 + Penalty 3227.609745 = -74943.897770 nChanged 21 SP:Iteration 3Q (10049.030000 sec): 3 clusters Score: Raw -78218.490807 + Penalty 3227.609745 = -74990.881062 nChanged 12 SP:Iteration 4Q (10049.210000 sec): 3 clusters Score: Raw -78261.065409 + Penalty 3227.609745 = -75033.455663 nChanged 10 SP:Iteration 5Q (10049.410000 sec): 3 clusters Score: Raw -78277.615469 + Penalty 3227.609745 = -75050.005723 nChanged 4 SP:Iteration 6Q (10049.630000 sec): 3 clusters Score: Raw -78291.661959 + Penalty 3227.609745 = -75064.052214 nChanged 5 SP:Iteration 7Q (10049.870000 sec): 3 clusters Score: Raw -78307.580476 + Penalty 3227.609745 = -75079.970731 nChanged 5 SP:Iteration 8Q (10050.010000 sec): 3 clusters Score: Raw -78320.520535 + Penalty 3227.609745 = -75092.910790 nChanged 1 SP:Iteration 9Q (10050.170000 sec): 3 clusters Score: Raw -78322.098655 + Penalty 3227.609745 = -75094.488910 nChanged 0 SP:Iteration 10F (10050.390000 sec): 3 clusters Score: Raw -78322.098655 + Penalty 3227.609745 = -75094.488910 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 24 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10050.520000 sec): 2 clusters Score: Raw -60461.897156 + Penalty 1508.955854 = -58952.941302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10050.700000 sec): 3 clusters Score: Raw -60493.090982 + Penalty 3017.911709 = -57475.179274 nChanged 63 SP:Iteration 1F (10050.910000 sec): 3 clusters Score: Raw -60629.133877 + Penalty 3017.911709 = -57611.222168 nChanged 14 SP:Iteration 2Q (10051.110000 sec): 3 clusters Score: Raw -60679.606326 + Penalty 3017.911709 = -57661.694617 nChanged 13 SP:Iteration 3Q (10051.310000 sec): 3 clusters Score: Raw -60718.614427 + Penalty 3017.911709 = -57700.702718 nChanged 7 SP:Iteration 4Q (10051.500000 sec): 3 clusters Score: Raw -60736.570212 + Penalty 3017.911709 = -57718.658503 nChanged 3 SP:Iteration 5Q (10051.680000 sec): 3 clusters Score: Raw -60740.941879 + Penalty 3017.911709 = -57723.030170 nChanged 0 SP:Iteration 6F (10051.900000 sec): 3 clusters Score: Raw -60740.941879 + Penalty 3017.911709 = -57723.030170 nChanged 0 Iteration 139Q (10064.200000 sec): 25 clusters Score: Raw -59217726.704884 + Penalty 77380.728473 = -59140345.976412 nChanged 457 Iteration 140F (10087.120000 sec): 25 clusters Score: Raw -59217794.589673 + Penalty 77380.728473 = -59140413.861200 nChanged 455 Iteration 141Q (10099.930000 sec): 25 clusters Score: Raw -59217825.879499 + Penalty 77380.728473 = -59140445.151026 nChanged 496 Iteration 142Q (10113.320000 sec): 25 clusters Score: Raw -59217871.942484 + Penalty 77380.728473 = -59140491.214011 nChanged 487 Iteration 143Q (10126.380000 sec): 25 clusters Score: Raw -59217892.815531 + Penalty 77380.728473 = -59140512.087058 nChanged 525 Iteration 144Q (10138.960000 sec): 25 clusters Score: Raw -59217914.436278 + Penalty 77380.728473 = -59140533.707805 nChanged 557 Iteration 145Q (10152.750000 sec): 25 clusters Score: Raw -59217937.371032 + Penalty 77380.728473 = -59140556.642559 nChanged 538 Iteration 146Q (10165.220000 sec): 25 clusters Score: Raw -59217959.881371 + Penalty 77380.728473 = -59140579.152898 nChanged 551 Iteration 147Q (10177.270000 sec): 25 clusters Score: Raw -59217981.754538 + Penalty 77380.728473 = -59140601.026065 nChanged 542 Iteration 148Q (10189.960000 sec): 25 clusters Score: Raw -59218002.928851 + Penalty 77380.728473 = -59140622.200378 nChanged 542 Iteration 149Q (10202.110000 sec): 25 clusters Score: Raw -59218024.666696 + Penalty 77380.728473 = -59140643.938223 nChanged 547 Iteration 150Q (10215.470000 sec): 25 clusters Score: Raw -59218046.127870 + Penalty 77380.728473 = -59140665.399398 nChanged 550 Iteration 151Q (10228.050000 sec): 25 clusters Score: Raw -59218068.753168 + Penalty 77380.728473 = -59140688.024696 nChanged 584 Iteration 152Q (10240.320000 sec): 25 clusters Score: Raw -59218091.543037 + Penalty 77380.728473 = -59140710.814565 nChanged 573 Iteration 153Q (10252.720000 sec): 25 clusters Score: Raw -59218115.740789 + Penalty 77380.728473 = -59140735.012316 nChanged 542 Iteration 154Q (10266.520000 sec): 25 clusters Score: Raw -59218143.742019 + Penalty 77380.728473 = -59140763.013547 nChanged 517 Iteration 155Q (10279.960000 sec): 25 clusters Score: Raw -59218164.372682 + Penalty 77380.728473 = -59140783.644209 nChanged 533 Iteration 156Q (10293.200000 sec): 25 clusters Score: Raw -59218186.084923 + Penalty 77380.728473 = -59140805.356450 nChanged 551 Iteration 157Q (10305.920000 sec): 25 clusters Score: Raw -59218209.057128 + Penalty 77380.728473 = -59140828.328655 nChanged 541 Iteration 158Q (10318.440000 sec): 25 clusters Score: Raw -59218230.193184 + Penalty 77380.728473 = -59140849.464711 nChanged 529 Iteration 159Q (10335.230000 sec): 25 clusters Score: Raw -59218250.357406 + Penalty 77380.728473 = -59140869.628933 nChanged 489 Iteration 160F (10359.200000 sec): 25 clusters Score: Raw -59218296.428056 + Penalty 77380.728473 = -59140915.699583 nChanged 497 Iteration 161Q (10371.330000 sec): 25 clusters Score: Raw -59218327.242426 + Penalty 77380.728473 = -59140946.513953 nChanged 471 Iteration 162Q (10383.320000 sec): 25 clusters Score: Raw -59218343.533438 + Penalty 77380.728473 = -59140962.804966 nChanged 433 Iteration 163Q (10395.420000 sec): 25 clusters Score: Raw -59218357.789102 + Penalty 77380.728473 = -59140977.060630 nChanged 419 Iteration 164Q (10408.040000 sec): 25 clusters Score: Raw -59218372.907855 + Penalty 77380.728473 = -59140992.179382 nChanged 480 Iteration 165Q (10418.550000 sec): 25 clusters Score: Raw -59218390.332048 + Penalty 77380.728473 = -59141009.603575 nChanged 496 Iteration 166Q (10430.440000 sec): 25 clusters Score: Raw -59218408.695794 + Penalty 77380.728473 = -59141027.967321 nChanged 525 Iteration 167Q (10443.190000 sec): 25 clusters Score: Raw -59218429.400622 + Penalty 77380.728473 = -59141048.672150 nChanged 522 Iteration 168Q (10456.050000 sec): 25 clusters Score: Raw -59218451.731794 + Penalty 77380.728473 = -59141071.003322 nChanged 562 Iteration 169Q (10468.010000 sec): 25 clusters Score: Raw -59218474.385445 + Penalty 77380.728473 = -59141093.656972 nChanged 555 Iteration 170Q (10481.020000 sec): 25 clusters Score: Raw -59218497.020768 + Penalty 77380.728473 = -59141116.292295 nChanged 546 Iteration 171Q (10494.080000 sec): 25 clusters Score: Raw -59218518.877426 + Penalty 77380.728473 = -59141138.148953 nChanged 558 Iteration 172Q (10507.020000 sec): 25 clusters Score: Raw -59218540.689052 + Penalty 77380.728473 = -59141159.960580 nChanged 520 Iteration 173Q (10520.570000 sec): 25 clusters Score: Raw -59218559.500634 + Penalty 77380.728473 = -59141178.772161 nChanged 529 Iteration 174Q (10533.480000 sec): 25 clusters Score: Raw -59218580.198837 + Penalty 77380.728473 = -59141199.470365 nChanged 562 Iteration 175Q (10546.510000 sec): 25 clusters Score: Raw -59218601.703354 + Penalty 77380.728473 = -59141220.974882 nChanged 566 Iteration 176Q (10558.640000 sec): 25 clusters Score: Raw -59218624.339621 + Penalty 77380.728473 = -59141243.611149 nChanged 581 Iteration 177Q (10571.530000 sec): 25 clusters Score: Raw -59218647.899174 + Penalty 77380.728473 = -59141267.170701 nChanged 549 Iteration 178Q (10582.540000 sec): 25 clusters Score: Raw -59218670.850294 + Penalty 77380.728473 = -59141290.121822 nChanged 547 Writing temp clu file Because OldScore, -59141267.170701, is greater than current (better) Score,-59141290.121822 Compute initial score before splitting: Score: Raw -59218670.850294 + Penalty 77380.728473 = -59141290.121822 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (34013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10582.900000 sec): 2 clusters Score: Raw -4660530.581751 + Penalty 2587.755525 = -4657942.826226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10583.260000 sec): 3 clusters Score: Raw -4639808.050536 + Penalty 5175.511049 = -4634632.539486 nChanged 15575 SP:Iteration 1F (10583.600000 sec): 3 clusters Score: Raw -4648622.455185 + Penalty 5175.511049 = -4643446.944136 nChanged 1886 SP:Iteration 2F (10584.020000 sec): 3 clusters Score: Raw -4649524.377319 + Penalty 5175.511049 = -4644348.866270 nChanged 2136 SP:Iteration 3F (10584.450000 sec): 3 clusters Score: Raw -4650682.664940 + Penalty 5175.511049 = -4645507.153890 nChanged 2275 SP:Iteration 4F (10584.850000 sec): 3 clusters Score: Raw -4652152.357513 + Penalty 5175.511049 = -4646976.846463 nChanged 2441 SP:Iteration 5F (10585.260000 sec): 3 clusters Score: Raw -4653898.925004 + Penalty 5175.511049 = -4648723.413955 nChanged 2327 SP:Iteration 6F (10585.670000 sec): 3 clusters Score: Raw -4655655.937728 + Penalty 5175.511049 = -4650480.426679 nChanged 1956 SP:Iteration 7F (10586.060000 sec): 3 clusters Score: Raw -4657233.499200 + Penalty 5175.511049 = -4652057.988150 nChanged 1505 SP:Iteration 8Q (10586.470000 sec): 3 clusters Score: Raw -4658417.089413 + Penalty 5175.511049 = -4653241.578363 nChanged 1107 SP:Iteration 9Q (10586.820000 sec): 3 clusters Score: Raw -4659316.557114 + Penalty 5175.511049 = -4654141.046065 nChanged 722 SP:Iteration 10Q (10587.190000 sec): 3 clusters Score: Raw -4659848.613397 + Penalty 5175.511049 = -4654673.102348 nChanged 480 SP:Iteration 11Q (10587.520000 sec): 3 clusters Score: Raw -4660173.899251 + Penalty 5175.511049 = -4654998.388201 nChanged 353 SP:Iteration 12Q (10587.890000 sec): 3 clusters Score: Raw -4660407.620362 + Penalty 5175.511049 = -4655232.109312 nChanged 242 SP:Iteration 13Q (10588.260000 sec): 3 clusters Score: Raw -4660571.833574 + Penalty 5175.511049 = -4655396.322525 nChanged 186 SP:Iteration 14Q (10588.630000 sec): 3 clusters Score: Raw -4660705.073193 + Penalty 5175.511049 = -4655529.562144 nChanged 132 SP:Iteration 15Q (10588.980000 sec): 3 clusters Score: Raw -4660796.123714 + Penalty 5175.511049 = -4655620.612664 nChanged 117 SP:Iteration 16Q (10589.330000 sec): 3 clusters Score: Raw -4660866.712753 + Penalty 5175.511049 = -4655691.201704 nChanged 92 SP:Iteration 17Q (10589.710000 sec): 3 clusters Score: Raw -4660921.187657 + Penalty 5175.511049 = -4655745.676607 nChanged 78 SP:Iteration 18Q (10590.130000 sec): 3 clusters Score: Raw -4660953.724795 + Penalty 5175.511049 = -4655778.213746 nChanged 50 SP:Iteration 19Q (10590.500000 sec): 3 clusters Score: Raw -4660974.998476 + Penalty 5175.511049 = -4655799.487427 nChanged 38 SP:Iteration 20F (10590.870000 sec): 3 clusters Score: Raw -4660988.454261 + Penalty 5175.511049 = -4655812.943211 nChanged 35 SP:Iteration 21Q (10591.240000 sec): 3 clusters Score: Raw -4660999.699059 + Penalty 5175.511049 = -4655824.188010 nChanged 26 SP:Iteration 22Q (10591.620000 sec): 3 clusters Score: Raw -4661008.054990 + Penalty 5175.511049 = -4655832.543941 nChanged 18 SP:Iteration 23Q (10591.930000 sec): 3 clusters Score: Raw -4661013.111889 + Penalty 5175.511049 = -4655837.600839 nChanged 13 SP:Iteration 24Q (10592.270000 sec): 3 clusters Score: Raw -4661017.214809 + Penalty 5175.511049 = -4655841.703759 nChanged 11 SP:Iteration 25Q (10592.660000 sec): 3 clusters Score: Raw -4661019.796410 + Penalty 5175.511049 = -4655844.285360 nChanged 9 SP:Iteration 26Q (10593.010000 sec): 3 clusters Score: Raw -4661022.765549 + Penalty 5175.511049 = -4655847.254500 nChanged 12 SP:Iteration 27Q (10593.400000 sec): 3 clusters Score: Raw -4661026.379044 + Penalty 5175.511049 = -4655850.867994 nChanged 6 SP:Iteration 28Q (10593.790000 sec): 3 clusters Score: Raw -4661027.862430 + Penalty 5175.511049 = -4655852.351381 nChanged 5 SP:Iteration 29Q (10594.150000 sec): 3 clusters Score: Raw -4661029.196118 + Penalty 5175.511049 = -4655853.685069 nChanged 7 SP:Iteration 30Q (10594.500000 sec): 3 clusters Score: Raw -4661031.127515 + Penalty 5175.511049 = -4655855.616466 nChanged 6 SP:Iteration 31Q (10594.850000 sec): 3 clusters Score: Raw -4661033.852233 + Penalty 5175.511049 = -4655858.341184 nChanged 9 SP:Iteration 32Q (10595.240000 sec): 3 clusters Score: Raw -4661036.532192 + Penalty 5175.511049 = -4655861.021143 nChanged 5 SP:Iteration 33Q (10595.660000 sec): 3 clusters Score: Raw -4661037.677989 + Penalty 5175.511049 = -4655862.166940 nChanged 4 SP:Iteration 34Q (10596.020000 sec): 3 clusters Score: Raw -4661038.582537 + Penalty 5175.511049 = -4655863.071487 nChanged 2 SP:Iteration 35Q (10596.460000 sec): 3 clusters Score: Raw -4661038.806103 + Penalty 5175.511049 = -4655863.295053 nChanged 3 SP:Iteration 36Q (10596.850000 sec): 3 clusters Score: Raw -4661039.263031 + Penalty 5175.511049 = -4655863.751981 nChanged 0 SP:Iteration 37F (10597.260000 sec): 3 clusters Score: Raw -4661039.263031 + Penalty 5175.511049 = -4655863.751981 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10597.400000 sec): 2 clusters Score: Raw -51408.919704 + Penalty 1495.609945 = -49913.309759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10597.560000 sec): 3 clusters Score: Raw -51601.663840 + Penalty 2991.219889 = -48610.443951 nChanged 75 SP:Iteration 1F (10597.710000 sec): 3 clusters Score: Raw -51804.348850 + Penalty 2991.219889 = -48813.128961 nChanged 27 SP:Iteration 2F (10597.860000 sec): 3 clusters Score: Raw -51885.585074 + Penalty 2991.219889 = -48894.365184 nChanged 11 SP:Iteration 3Q (10598.020000 sec): 3 clusters Score: Raw -51905.323835 + Penalty 2991.219889 = -48914.103946 nChanged 10 SP:Iteration 4Q (10598.180000 sec): 3 clusters Score: Raw -51926.117625 + Penalty 2991.219889 = -48934.897736 nChanged 1 SP:Iteration 5Q (10598.280000 sec): 3 clusters Score: Raw -51927.984914 + Penalty 2991.219889 = -48936.765025 nChanged 2 SP:Iteration 6Q (10598.450000 sec): 3 clusters Score: Raw -51934.989218 + Penalty 2991.219889 = -48943.769329 nChanged 1 SP:Iteration 7Q (10598.640000 sec): 3 clusters Score: Raw -51936.794381 + Penalty 2991.219889 = -48945.574492 nChanged 1 SP:Iteration 8Q (10598.830000 sec): 3 clusters Score: Raw -51938.884470 + Penalty 2991.219889 = -48947.664581 nChanged 2 SP:Iteration 9Q (10599.040000 sec): 3 clusters Score: Raw -51944.909194 + Penalty 2991.219889 = -48953.689305 nChanged 0 SP:Iteration 10F (10599.240000 sec): 3 clusters Score: Raw -51944.909194 + Penalty 2991.219889 = -48953.689305 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10599.310000 sec): 2 clusters Score: Raw -33893.099976 + Penalty 1408.682807 = -32484.417169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10599.540000 sec): 3 clusters Score: Raw -34141.833990 + Penalty 2817.365614 = -31324.468376 nChanged 49 SP:Iteration 1F (10599.730000 sec): 3 clusters Score: Raw -34294.421259 + Penalty 2817.365614 = -31477.055645 nChanged 20 SP:Iteration 2F (10599.930000 sec): 3 clusters Score: Raw -34375.340753 + Penalty 2817.365614 = -31557.975139 nChanged 9 SP:Iteration 3Q (10600.080000 sec): 3 clusters Score: Raw -34404.787273 + Penalty 2817.365614 = -31587.421659 nChanged 5 SP:Iteration 4Q (10600.270000 sec): 3 clusters Score: Raw -34417.657313 + Penalty 2817.365614 = -31600.291699 nChanged 3 SP:Iteration 5Q (10600.410000 sec): 3 clusters Score: Raw -34429.369234 + Penalty 2817.365614 = -31612.003620 nChanged 3 SP:Iteration 6Q (10600.610000 sec): 3 clusters Score: Raw -34439.241213 + Penalty 2817.365614 = -31621.875599 nChanged 2 SP:Iteration 7Q (10600.750000 sec): 3 clusters Score: Raw -34452.582575 + Penalty 2817.365614 = -31635.216961 nChanged 2 SP:Iteration 8Q (10600.940000 sec): 3 clusters Score: Raw -34462.400514 + Penalty 2817.365614 = -31645.034900 nChanged 1 SP:Iteration 9Q (10601.090000 sec): 3 clusters Score: Raw -34465.494048 + Penalty 2817.365614 = -31648.128434 nChanged 0 SP:Iteration 10F (10601.280000 sec): 3 clusters Score: Raw -34465.494048 + Penalty 2817.365614 = -31648.128434 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10601.390000 sec): 2 clusters Score: Raw -1039718.936070 + Penalty 2225.987644 = -1037492.948426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10601.590000 sec): 3 clusters Score: Raw -1035641.857354 + Penalty 4451.975289 = -1031189.882065 nChanged 3188 SP:Iteration 1F (10601.820000 sec): 3 clusters Score: Raw -1037285.556201 + Penalty 4451.975289 = -1032833.580912 nChanged 559 SP:Iteration 2F (10602.000000 sec): 3 clusters Score: Raw -1037552.760741 + Penalty 4451.975289 = -1033100.785452 nChanged 413 SP:Iteration 3F (10602.260000 sec): 3 clusters Score: Raw -1037762.838500 + Penalty 4451.975289 = -1033310.863211 nChanged 356 SP:Iteration 4Q (10602.430000 sec): 3 clusters Score: Raw -1037962.489639 + Penalty 4451.975289 = -1033510.514350 nChanged 337 SP:Iteration 5Q (10602.630000 sec): 3 clusters Score: Raw -1038138.079028 + Penalty 4451.975289 = -1033686.103739 nChanged 317 SP:Iteration 6Q (10602.870000 sec): 3 clusters Score: Raw -1038307.110391 + Penalty 4451.975289 = -1033855.135102 nChanged 288 SP:Iteration 7Q (10603.110000 sec): 3 clusters Score: Raw -1038458.442341 + Penalty 4451.975289 = -1034006.467052 nChanged 265 SP:Iteration 8Q (10603.300000 sec): 3 clusters Score: Raw -1038590.405016 + Penalty 4451.975289 = -1034138.429728 nChanged 242 SP:Iteration 9Q (10603.510000 sec): 3 clusters Score: Raw -1038713.021693 + Penalty 4451.975289 = -1034261.046404 nChanged 229 SP:Iteration 10Q (10603.760000 sec): 3 clusters Score: Raw -1038831.244307 + Penalty 4451.975289 = -1034379.269018 nChanged 235 SP:Iteration 11Q (10603.960000 sec): 3 clusters Score: Raw -1038962.563003 + Penalty 4451.975289 = -1034510.587714 nChanged 235 SP:Iteration 12Q (10604.210000 sec): 3 clusters Score: Raw -1039104.110464 + Penalty 4451.975289 = -1034652.135175 nChanged 248 SP:Iteration 13Q (10604.480000 sec): 3 clusters Score: Raw -1039259.775392 + Penalty 4451.975289 = -1034807.800104 nChanged 227 SP:Iteration 14Q (10604.680000 sec): 3 clusters Score: Raw -1039403.455322 + Penalty 4451.975289 = -1034951.480033 nChanged 206 SP:Iteration 15Q (10604.930000 sec): 3 clusters Score: Raw -1039528.025408 + Penalty 4451.975289 = -1035076.050120 nChanged 201 SP:Iteration 16Q (10605.160000 sec): 3 clusters Score: Raw -1039646.052001 + Penalty 4451.975289 = -1035194.076712 nChanged 189 SP:Iteration 17Q (10605.370000 sec): 3 clusters Score: Raw -1039769.078642 + Penalty 4451.975289 = -1035317.103354 nChanged 183 SP:Iteration 18Q (10605.620000 sec): 3 clusters Score: Raw -1039878.552517 + Penalty 4451.975289 = -1035426.577228 nChanged 139 SP:Iteration 19Q (10605.810000 sec): 3 clusters Score: Raw -1039954.403061 + Penalty 4451.975289 = -1035502.427772 nChanged 103 SP:Iteration 20F (10606.080000 sec): 3 clusters Score: Raw -1039998.998703 + Penalty 4451.975289 = -1035547.023415 nChanged 77 SP:Iteration 21Q (10606.310000 sec): 3 clusters Score: Raw -1040026.444376 + Penalty 4451.975289 = -1035574.469087 nChanged 65 SP:Iteration 22Q (10606.560000 sec): 3 clusters Score: Raw -1040052.903952 + Penalty 4451.975289 = -1035600.928664 nChanged 59 SP:Iteration 23Q (10606.820000 sec): 3 clusters Score: Raw -1040080.188401 + Penalty 4451.975289 = -1035628.213113 nChanged 64 SP:Iteration 24Q (10607.020000 sec): 3 clusters Score: Raw -1040107.130459 + Penalty 4451.975289 = -1035655.155170 nChanged 48 SP:Iteration 25Q (10607.270000 sec): 3 clusters Score: Raw -1040121.875831 + Penalty 4451.975289 = -1035669.900542 nChanged 29 SP:Iteration 26Q (10607.520000 sec): 3 clusters Score: Raw -1040129.801540 + Penalty 4451.975289 = -1035677.826251 nChanged 24 SP:Iteration 27Q (10607.770000 sec): 3 clusters Score: Raw -1040136.508640 + Penalty 4451.975289 = -1035684.533351 nChanged 23 SP:Iteration 28Q (10608.020000 sec): 3 clusters Score: Raw -1040141.871417 + Penalty 4451.975289 = -1035689.896129 nChanged 9 SP:Iteration 29Q (10608.220000 sec): 3 clusters Score: Raw -1040144.114151 + Penalty 4451.975289 = -1035692.138863 nChanged 4 SP:Iteration 30Q (10608.490000 sec): 3 clusters Score: Raw -1040144.808018 + Penalty 4451.975289 = -1035692.832730 nChanged 3 SP:Iteration 31Q (10608.770000 sec): 3 clusters Score: Raw -1040145.291543 + Penalty 4451.975289 = -1035693.316255 nChanged 1 SP:Iteration 32Q (10608.980000 sec): 3 clusters Score: Raw -1040145.492336 + Penalty 4451.975289 = -1035693.517047 nChanged 2 SP:Iteration 33Q (10609.170000 sec): 3 clusters Score: Raw -1040145.807671 + Penalty 4451.975289 = -1035693.832382 nChanged 2 SP:Iteration 34Q (10609.380000 sec): 3 clusters Score: Raw -1040146.175125 + Penalty 4451.975289 = -1035694.199837 nChanged 0 SP:Iteration 35F (10609.600000 sec): 3 clusters Score: Raw -1040146.175125 + Penalty 4451.975289 = -1035694.199837 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10609.690000 sec): 2 clusters Score: Raw -38645.455562 + Penalty 1424.264791 = -37221.190771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10609.920000 sec): 3 clusters Score: Raw -38808.602900 + Penalty 2848.529581 = -35960.073319 nChanged 35 SP:Iteration 1F (10610.060000 sec): 3 clusters Score: Raw -38927.150814 + Penalty 2848.529581 = -36078.621233 nChanged 11 SP:Iteration 2Q (10610.260000 sec): 3 clusters Score: Raw -38971.460042 + Penalty 2848.529581 = -36122.930461 nChanged 4 SP:Iteration 3Q (10610.460000 sec): 3 clusters Score: Raw -38981.950680 + Penalty 2848.529581 = -36133.421099 nChanged 2 SP:Iteration 4Q (10610.670000 sec): 3 clusters Score: Raw -38986.659753 + Penalty 2848.529581 = -36138.130172 nChanged 2 SP:Iteration 5Q (10610.830000 sec): 3 clusters Score: Raw -38996.050547 + Penalty 2848.529581 = -36147.520966 nChanged 1 SP:Iteration 6Q (10610.990000 sec): 3 clusters Score: Raw -38998.875311 + Penalty 2848.529581 = -36150.345730 nChanged 0 SP:Iteration 7F (10611.190000 sec): 3 clusters Score: Raw -38998.875311 + Penalty 2848.529581 = -36150.345730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10611.330000 sec): 2 clusters Score: Raw -27434.623559 + Penalty 1346.477716 = -26088.145843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10611.500000 sec): 3 clusters Score: Raw -27602.138111 + Penalty 2692.955432 = -24909.182679 nChanged 21 SP:Iteration 1F (10611.700000 sec): 3 clusters Score: Raw -27716.018724 + Penalty 2692.955432 = -25023.063292 nChanged 6 SP:Iteration 2Q (10611.920000 sec): 3 clusters Score: Raw -27776.357980 + Penalty 2692.955432 = -25083.402548 nChanged 6 SP:Iteration 3Q (10612.100000 sec): 3 clusters Score: Raw -27834.078562 + Penalty 2692.955432 = -25141.123130 nChanged 1 SP:Iteration 4Q (10612.280000 sec): 3 clusters Score: Raw -27893.793887 + Penalty 2692.955432 = -25200.838455 nChanged 4 SP:Iteration 5Q (10612.460000 sec): 3 clusters Score: Raw -27952.416414 + Penalty 2692.955432 = -25259.460982 nChanged 2 SP:Iteration 6Q (10612.700000 sec): 3 clusters Score: Raw -27988.109572 + Penalty 2692.955432 = -25295.154140 nChanged 4 SP:Iteration 7Q (10612.820000 sec): 3 clusters Score: Raw -28007.077233 + Penalty 2692.955432 = -25314.121801 nChanged 1 SP:Iteration 8Q (10613.040000 sec): 3 clusters Score: Raw -28017.341394 + Penalty 2692.955432 = -25324.385962 nChanged 1 SP:Iteration 9Q (10613.260000 sec): 3 clusters Score: Raw -28021.975547 + Penalty 2692.955432 = -25329.020115 nChanged 0 SP:Iteration 10F (10613.430000 sec): 3 clusters Score: Raw -28021.975547 + Penalty 2692.955432 = -25329.020115 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10613.550000 sec): 2 clusters Score: Raw -156500.643420 + Penalty 1757.718279 = -154742.925141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10613.750000 sec): 3 clusters Score: Raw -156169.167296 + Penalty 3515.436558 = -152653.730738 nChanged 337 SP:Iteration 1F (10613.940000 sec): 3 clusters Score: Raw -156497.221587 + Penalty 3515.436558 = -152981.785029 nChanged 71 SP:Iteration 2F (10614.100000 sec): 3 clusters Score: Raw -156584.751361 + Penalty 3515.436558 = -153069.314803 nChanged 36 SP:Iteration 3Q (10614.270000 sec): 3 clusters Score: Raw -156619.788441 + Penalty 3515.436558 = -153104.351883 nChanged 13 SP:Iteration 4Q (10614.460000 sec): 3 clusters Score: Raw -156631.786657 + Penalty 3515.436558 = -153116.350099 nChanged 8 SP:Iteration 5Q (10614.620000 sec): 3 clusters Score: Raw -156637.749438 + Penalty 3515.436558 = -153122.312880 nChanged 5 SP:Iteration 6Q (10614.820000 sec): 3 clusters Score: Raw -156640.989498 + Penalty 3515.436558 = -153125.552940 nChanged 2 SP:Iteration 7Q (10615.010000 sec): 3 clusters Score: Raw -156642.362083 + Penalty 3515.436558 = -153126.925525 nChanged 4 SP:Iteration 8Q (10615.160000 sec): 3 clusters Score: Raw -156645.813037 + Penalty 3515.436558 = -153130.376479 nChanged 2 SP:Iteration 9Q (10615.400000 sec): 3 clusters Score: Raw -156649.383627 + Penalty 3515.436558 = -153133.947069 nChanged 2 SP:Iteration 10Q (10615.590000 sec): 3 clusters Score: Raw -156650.894612 + Penalty 3515.436558 = -153135.458054 nChanged 2 SP:Iteration 11Q (10615.770000 sec): 3 clusters Score: Raw -156652.025462 + Penalty 3515.436558 = -153136.588904 nChanged 1 SP:Iteration 12Q (10615.950000 sec): 3 clusters Score: Raw -156653.583879 + Penalty 3515.436558 = -153138.147321 nChanged 3 SP:Iteration 13Q (10616.150000 sec): 3 clusters Score: Raw -156656.624361 + Penalty 3515.436558 = -153141.187803 nChanged 3 SP:Iteration 14Q (10616.340000 sec): 3 clusters Score: Raw -156662.373671 + Penalty 3515.436558 = -153146.937113 nChanged 4 SP:Iteration 15Q (10616.550000 sec): 3 clusters Score: Raw -156666.837917 + Penalty 3515.436558 = -153151.401359 nChanged 8 SP:Iteration 16Q (10616.730000 sec): 3 clusters Score: Raw -156675.486605 + Penalty 3515.436558 = -153160.050047 nChanged 5 SP:Iteration 17Q (10616.910000 sec): 3 clusters Score: Raw -156680.644940 + Penalty 3515.436558 = -153165.208382 nChanged 3 SP:Iteration 18Q (10617.180000 sec): 3 clusters Score: Raw -156683.650808 + Penalty 3515.436558 = -153168.214250 nChanged 4 SP:Iteration 19Q (10617.360000 sec): 3 clusters Score: Raw -156687.804203 + Penalty 3515.436558 = -153172.367645 nChanged 4 SP:Iteration 20F (10617.570000 sec): 3 clusters Score: Raw -156693.557512 + Penalty 3515.436558 = -153178.120954 nChanged 1 SP:Iteration 21Q (10617.740000 sec): 3 clusters Score: Raw -156695.213596 + Penalty 3515.436558 = -153179.777038 nChanged 2 SP:Iteration 22Q (10617.930000 sec): 3 clusters Score: Raw -156696.130797 + Penalty 3515.436558 = -153180.694239 nChanged 2 SP:Iteration 23Q (10618.110000 sec): 3 clusters Score: Raw -156698.536581 + Penalty 3515.436558 = -153183.100023 nChanged 0 SP:Iteration 24F (10618.290000 sec): 3 clusters Score: Raw -156698.536581 + Penalty 3515.436558 = -153183.100023 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10618.410000 sec): 2 clusters Score: Raw -62224.125231 + Penalty 1571.093454 = -60653.031776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10618.610000 sec): 3 clusters Score: Raw -62235.552448 + Penalty 3142.186909 = -59093.365539 nChanged 110 SP:Iteration 1F (10618.790000 sec): 3 clusters Score: Raw -62532.716801 + Penalty 3142.186909 = -59390.529893 nChanged 38 SP:Iteration 2F (10618.970000 sec): 3 clusters Score: Raw -62795.115361 + Penalty 3142.186909 = -59652.928452 nChanged 29 SP:Iteration 3F (10619.180000 sec): 3 clusters Score: Raw -62887.220766 + Penalty 3142.186909 = -59745.033857 nChanged 18 SP:Iteration 4Q (10619.360000 sec): 3 clusters Score: Raw -62954.084661 + Penalty 3142.186909 = -59811.897752 nChanged 19 SP:Iteration 5Q (10619.510000 sec): 3 clusters Score: Raw -63016.638151 + Penalty 3142.186909 = -59874.451243 nChanged 17 SP:Iteration 6Q (10619.710000 sec): 3 clusters Score: Raw -63061.984576 + Penalty 3142.186909 = -59919.797667 nChanged 15 SP:Iteration 7Q (10619.850000 sec): 3 clusters Score: Raw -63118.752460 + Penalty 3142.186909 = -59976.565551 nChanged 12 SP:Iteration 8Q (10620.040000 sec): 3 clusters Score: Raw -63153.268789 + Penalty 3142.186909 = -60011.081881 nChanged 16 SP:Iteration 9Q (10620.220000 sec): 3 clusters Score: Raw -63211.455629 + Penalty 3142.186909 = -60069.268720 nChanged 15 SP:Iteration 10Q (10620.390000 sec): 3 clusters Score: Raw -63268.721876 + Penalty 3142.186909 = -60126.534967 nChanged 14 SP:Iteration 11Q (10620.590000 sec): 3 clusters Score: Raw -63322.573195 + Penalty 3142.186909 = -60180.386287 nChanged 14 SP:Iteration 12Q (10620.730000 sec): 3 clusters Score: Raw -63364.580468 + Penalty 3142.186909 = -60222.393559 nChanged 7 SP:Iteration 13Q (10620.890000 sec): 3 clusters Score: Raw -63384.245936 + Penalty 3142.186909 = -60242.059027 nChanged 2 SP:Iteration 14Q (10621.070000 sec): 3 clusters Score: Raw -63406.812421 + Penalty 3142.186909 = -60264.625512 nChanged 1 SP:Iteration 15Q (10621.240000 sec): 3 clusters Score: Raw -63416.922991 + Penalty 3142.186909 = -60274.736082 nChanged 4 SP:Iteration 16Q (10621.410000 sec): 3 clusters Score: Raw -63426.107552 + Penalty 3142.186909 = -60283.920643 nChanged 1 SP:Iteration 17Q (10621.640000 sec): 3 clusters Score: Raw -63427.812884 + Penalty 3142.186909 = -60285.625976 nChanged 0 SP:Iteration 18F (10621.780000 sec): 3 clusters Score: Raw -63427.812884 + Penalty 3142.186909 = -60285.625976 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (5003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10621.900000 sec): 2 clusters Score: Raw -686987.832235 + Penalty 2112.412667 = -684875.419568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10622.160000 sec): 3 clusters Score: Raw -684593.026183 + Penalty 4224.825334 = -680368.200850 nChanged 1880 SP:Iteration 1F (10622.350000 sec): 3 clusters Score: Raw -685672.556721 + Penalty 4224.825334 = -681447.731387 nChanged 371 SP:Iteration 2F (10622.560000 sec): 3 clusters Score: Raw -685874.004136 + Penalty 4224.825334 = -681649.178802 nChanged 234 SP:Iteration 3Q (10622.780000 sec): 3 clusters Score: Raw -685987.468020 + Penalty 4224.825334 = -681762.642686 nChanged 174 SP:Iteration 4Q (10622.980000 sec): 3 clusters Score: Raw -686068.219677 + Penalty 4224.825334 = -681843.394343 nChanged 135 SP:Iteration 5Q (10623.190000 sec): 3 clusters Score: Raw -686125.667519 + Penalty 4224.825334 = -681900.842185 nChanged 113 SP:Iteration 6Q (10623.420000 sec): 3 clusters Score: Raw -686175.253240 + Penalty 4224.825334 = -681950.427906 nChanged 102 SP:Iteration 7Q (10623.650000 sec): 3 clusters Score: Raw -686224.814144 + Penalty 4224.825334 = -681999.988810 nChanged 108 SP:Iteration 8Q (10623.880000 sec): 3 clusters Score: Raw -686275.073135 + Penalty 4224.825334 = -682050.247801 nChanged 126 SP:Iteration 9Q (10624.110000 sec): 3 clusters Score: Raw -686338.230700 + Penalty 4224.825334 = -682113.405366 nChanged 125 SP:Iteration 10Q (10624.380000 sec): 3 clusters Score: Raw -686399.116498 + Penalty 4224.825334 = -682174.291164 nChanged 102 SP:Iteration 11Q (10624.540000 sec): 3 clusters Score: Raw -686444.799580 + Penalty 4224.825334 = -682219.974247 nChanged 97 SP:Iteration 12Q (10624.780000 sec): 3 clusters Score: Raw -686490.651654 + Penalty 4224.825334 = -682265.826320 nChanged 99 SP:Iteration 13Q (10624.990000 sec): 3 clusters Score: Raw -686535.376661 + Penalty 4224.825334 = -682310.551327 nChanged 83 SP:Iteration 14Q (10625.250000 sec): 3 clusters Score: Raw -686571.893992 + Penalty 4224.825334 = -682347.068658 nChanged 76 SP:Iteration 15Q (10625.470000 sec): 3 clusters Score: Raw -686607.469585 + Penalty 4224.825334 = -682382.644252 nChanged 80 SP:Iteration 16Q (10625.690000 sec): 3 clusters Score: Raw -686651.571926 + Penalty 4224.825334 = -682426.746592 nChanged 95 SP:Iteration 17Q (10625.930000 sec): 3 clusters Score: Raw -686707.133564 + Penalty 4224.825334 = -682482.308230 nChanged 93 SP:Iteration 18Q (10626.140000 sec): 3 clusters Score: Raw -686764.414354 + Penalty 4224.825334 = -682539.589021 nChanged 94 SP:Iteration 19Q (10626.360000 sec): 3 clusters Score: Raw -686825.684680 + Penalty 4224.825334 = -682600.859347 nChanged 93 SP:Iteration 20F (10626.580000 sec): 3 clusters Score: Raw -686890.201502 + Penalty 4224.825334 = -682665.376169 nChanged 83 SP:Iteration 21Q (10626.800000 sec): 3 clusters Score: Raw -686952.295809 + Penalty 4224.825334 = -682727.470475 nChanged 96 SP:Iteration 22Q (10626.990000 sec): 3 clusters Score: Raw -687031.377133 + Penalty 4224.825334 = -682806.551799 nChanged 94 SP:Iteration 23Q (10627.180000 sec): 3 clusters Score: Raw -687099.932884 + Penalty 4224.825334 = -682875.107551 nChanged 68 SP:Iteration 24Q (10627.400000 sec): 3 clusters Score: Raw -687151.435529 + Penalty 4224.825334 = -682926.610195 nChanged 56 SP:Iteration 25Q (10627.580000 sec): 3 clusters Score: Raw -687189.020855 + Penalty 4224.825334 = -682964.195522 nChanged 36 SP:Iteration 26Q (10627.820000 sec): 3 clusters Score: Raw -687214.156263 + Penalty 4224.825334 = -682989.330929 nChanged 29 SP:Iteration 27Q (10628.040000 sec): 3 clusters Score: Raw -687234.071114 + Penalty 4224.825334 = -683009.245781 nChanged 23 SP:Iteration 28Q (10628.190000 sec): 3 clusters Score: Raw -687249.461417 + Penalty 4224.825334 = -683024.636083 nChanged 24 SP:Iteration 29Q (10628.390000 sec): 3 clusters Score: Raw -687265.301207 + Penalty 4224.825334 = -683040.475873 nChanged 16 SP:Iteration 30Q (10628.640000 sec): 3 clusters Score: Raw -687275.910469 + Penalty 4224.825334 = -683051.085135 nChanged 12 SP:Iteration 31Q (10628.880000 sec): 3 clusters Score: Raw -687282.884610 + Penalty 4224.825334 = -683058.059276 nChanged 8 SP:Iteration 32Q (10629.110000 sec): 3 clusters Score: Raw -687290.547593 + Penalty 4224.825334 = -683065.722259 nChanged 8 SP:Iteration 33Q (10629.340000 sec): 3 clusters Score: Raw -687296.151252 + Penalty 4224.825334 = -683071.325918 nChanged 7 SP:Iteration 34Q (10629.540000 sec): 3 clusters Score: Raw -687301.071649 + Penalty 4224.825334 = -683076.246316 nChanged 7 SP:Iteration 35Q (10629.770000 sec): 3 clusters Score: Raw -687305.808297 + Penalty 4224.825334 = -683080.982963 nChanged 7 SP:Iteration 36Q (10629.980000 sec): 3 clusters Score: Raw -687311.732214 + Penalty 4224.825334 = -683086.906881 nChanged 6 SP:Iteration 37Q (10630.220000 sec): 3 clusters Score: Raw -687314.639937 + Penalty 4224.825334 = -683089.814603 nChanged 1 SP:Iteration 38Q (10630.430000 sec): 3 clusters Score: Raw -687315.168257 + Penalty 4224.825334 = -683090.342923 nChanged 3 SP:Iteration 39Q (10630.640000 sec): 3 clusters Score: Raw -687316.698324 + Penalty 4224.825334 = -683091.872991 nChanged 2 SP:Iteration 40F (10630.880000 sec): 3 clusters Score: Raw -687318.425152 + Penalty 4224.825334 = -683093.599818 nChanged 1 SP:Iteration 41Q (10631.070000 sec): 3 clusters Score: Raw -687319.184997 + Penalty 4224.825334 = -683094.359664 nChanged 0 SP:Iteration 42F (10631.250000 sec): 3 clusters Score: Raw -687319.184997 + Penalty 4224.825334 = -683094.359664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10631.350000 sec): 2 clusters Score: Raw -203532.949886 + Penalty 1816.309980 = -201716.639906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10631.570000 sec): 3 clusters Score: Raw -203074.723705 + Penalty 3632.619961 = -199442.103744 nChanged 459 SP:Iteration 1F (10631.820000 sec): 3 clusters Score: Raw -203551.233893 + Penalty 3632.619961 = -199918.613932 nChanged 138 SP:Iteration 2F (10632.040000 sec): 3 clusters Score: Raw -203808.140295 + Penalty 3632.619961 = -200175.520334 nChanged 94 SP:Iteration 3F (10632.250000 sec): 3 clusters Score: Raw -204045.697232 + Penalty 3632.619961 = -200413.077271 nChanged 84 SP:Iteration 4F (10632.430000 sec): 3 clusters Score: Raw -204270.013933 + Penalty 3632.619961 = -200637.393972 nChanged 98 SP:Iteration 5F (10632.610000 sec): 3 clusters Score: Raw -204474.471750 + Penalty 3632.619961 = -200841.851789 nChanged 97 SP:Iteration 6F (10632.810000 sec): 3 clusters Score: Raw -204655.905975 + Penalty 3632.619961 = -201023.286015 nChanged 96 SP:Iteration 7F (10633.020000 sec): 3 clusters Score: Raw -204808.175772 + Penalty 3632.619961 = -201175.555811 nChanged 66 SP:Iteration 8Q (10633.260000 sec): 3 clusters Score: Raw -204944.112232 + Penalty 3632.619961 = -201311.492271 nChanged 48 SP:Iteration 9Q (10633.450000 sec): 3 clusters Score: Raw -205055.318303 + Penalty 3632.619961 = -201422.698342 nChanged 25 SP:Iteration 10Q (10633.650000 sec): 3 clusters Score: Raw -205117.054293 + Penalty 3632.619961 = -201484.434333 nChanged 18 SP:Iteration 11Q (10633.840000 sec): 3 clusters Score: Raw -205177.574945 + Penalty 3632.619961 = -201544.954985 nChanged 13 SP:Iteration 12Q (10634.000000 sec): 3 clusters Score: Raw -205227.092400 + Penalty 3632.619961 = -201594.472439 nChanged 8 SP:Iteration 13Q (10634.150000 sec): 3 clusters Score: Raw -205249.767194 + Penalty 3632.619961 = -201617.147233 nChanged 2 SP:Iteration 14Q (10634.350000 sec): 3 clusters Score: Raw -205257.301053 + Penalty 3632.619961 = -201624.681092 nChanged 4 SP:Iteration 15Q (10634.560000 sec): 3 clusters Score: Raw -205265.603834 + Penalty 3632.619961 = -201632.983873 nChanged 5 SP:Iteration 16Q (10634.840000 sec): 3 clusters Score: Raw -205278.580268 + Penalty 3632.619961 = -201645.960307 nChanged 3 SP:Iteration 17Q (10635.050000 sec): 3 clusters Score: Raw -205289.102216 + Penalty 3632.619961 = -201656.482255 nChanged 4 SP:Iteration 18Q (10635.180000 sec): 3 clusters Score: Raw -205300.278096 + Penalty 3632.619961 = -201667.658135 nChanged 3 SP:Iteration 19Q (10635.420000 sec): 3 clusters Score: Raw -205309.967522 + Penalty 3632.619961 = -201677.347561 nChanged 1 SP:Iteration 20F (10635.560000 sec): 3 clusters Score: Raw -205311.932351 + Penalty 3632.619961 = -201679.312390 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10635.660000 sec): 2 clusters Score: Raw -17788.310837 + Penalty 1276.578630 = -16511.732207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10635.850000 sec): 3 clusters Score: Raw -18156.337081 + Penalty 2553.157260 = -15603.179820 nChanged 21 SP:Iteration 1F (10636.020000 sec): 3 clusters Score: Raw -18255.936825 + Penalty 2553.157260 = -15702.779564 nChanged 2 SP:Iteration 2Q (10636.190000 sec): 3 clusters Score: Raw -18278.046265 + Penalty 2553.157260 = -15724.889004 nChanged 1 SP:Iteration 3Q (10636.390000 sec): 3 clusters Score: Raw -18282.739312 + Penalty 2553.157260 = -15729.582052 nChanged 1 SP:Iteration 4Q (10636.540000 sec): 3 clusters Score: Raw -18287.347696 + Penalty 2553.157260 = -15734.190435 nChanged 0 SP:Iteration 5F (10636.710000 sec): 3 clusters Score: Raw -18287.347696 + Penalty 2553.157260 = -15734.190435 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 12 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10636.830000 sec): 2 clusters Score: Raw -22991.581402 + Penalty 1318.893758 = -21672.687643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10636.980000 sec): 3 clusters Score: Raw -23222.820682 + Penalty 2637.787517 = -20585.033165 nChanged 14 SP:Iteration 1F (10637.180000 sec): 3 clusters Score: Raw -23320.058487 + Penalty 2637.787517 = -20682.270970 nChanged 4 SP:Iteration 2Q (10637.340000 sec): 3 clusters Score: Raw -23344.114430 + Penalty 2637.787517 = -20706.326913 nChanged 0 SP:Iteration 3F (10637.470000 sec): 3 clusters Score: Raw -23344.114430 + Penalty 2637.787517 = -20706.326913 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10637.560000 sec): 2 clusters Score: Raw -22604.169133 + Penalty 1285.082320 = -21319.086812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10637.750000 sec): 3 clusters Score: Raw -22828.681356 + Penalty 2570.164641 = -20258.516715 nChanged 14 SP:Iteration 1F (10637.920000 sec): 3 clusters Score: Raw -22922.169718 + Penalty 2570.164641 = -20352.005077 nChanged 1 SP:Iteration 2Q (10638.080000 sec): 3 clusters Score: Raw -22926.020868 + Penalty 2570.164641 = -20355.856227 nChanged 0 SP:Iteration 3F (10638.290000 sec): 3 clusters Score: Raw -22926.020868 + Penalty 2570.164641 = -20355.856227 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (13705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10638.440000 sec): 2 clusters Score: Raw -1852519.528627 + Penalty 2362.327970 = -1850157.200656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10638.680000 sec): 3 clusters Score: Raw -1844783.579545 + Penalty 4724.655940 = -1840058.923605 nChanged 5904 SP:Iteration 1F (10638.940000 sec): 3 clusters Score: Raw -1847845.884964 + Penalty 4724.655940 = -1843121.229024 nChanged 789 SP:Iteration 2F (10639.190000 sec): 3 clusters Score: Raw -1848156.510097 + Penalty 4724.655940 = -1843431.854156 nChanged 637 SP:Iteration 3Q (10639.470000 sec): 3 clusters Score: Raw -1848395.407239 + Penalty 4724.655940 = -1843670.751299 nChanged 526 SP:Iteration 4Q (10639.710000 sec): 3 clusters Score: Raw -1848583.939240 + Penalty 4724.655940 = -1843859.283300 nChanged 440 SP:Iteration 5Q (10640.040000 sec): 3 clusters Score: Raw -1848713.224779 + Penalty 4724.655940 = -1843988.568839 nChanged 350 SP:Iteration 6Q (10640.340000 sec): 3 clusters Score: Raw -1848815.450822 + Penalty 4724.655940 = -1844090.794882 nChanged 338 SP:Iteration 7Q (10640.600000 sec): 3 clusters Score: Raw -1848905.499618 + Penalty 4724.655940 = -1844180.843678 nChanged 300 SP:Iteration 8Q (10640.880000 sec): 3 clusters Score: Raw -1848979.857008 + Penalty 4724.655940 = -1844255.201068 nChanged 254 SP:Iteration 9Q (10641.160000 sec): 3 clusters Score: Raw -1849042.825447 + Penalty 4724.655940 = -1844318.169507 nChanged 220 SP:Iteration 10Q (10641.460000 sec): 3 clusters Score: Raw -1849093.668950 + Penalty 4724.655940 = -1844369.013010 nChanged 207 SP:Iteration 11Q (10641.730000 sec): 3 clusters Score: Raw -1849142.183057 + Penalty 4724.655940 = -1844417.527117 nChanged 186 SP:Iteration 12Q (10642.050000 sec): 3 clusters Score: Raw -1849181.879594 + Penalty 4724.655940 = -1844457.223653 nChanged 169 SP:Iteration 13Q (10642.350000 sec): 3 clusters Score: Raw -1849216.563655 + Penalty 4724.655940 = -1844491.907715 nChanged 148 SP:Iteration 14Q (10642.570000 sec): 3 clusters Score: Raw -1849246.984202 + Penalty 4724.655940 = -1844522.328261 nChanged 155 SP:Iteration 15Q (10642.830000 sec): 3 clusters Score: Raw -1849275.849139 + Penalty 4724.655940 = -1844551.193199 nChanged 150 SP:Iteration 16Q (10643.160000 sec): 3 clusters Score: Raw -1849302.869465 + Penalty 4724.655940 = -1844578.213525 nChanged 120 SP:Iteration 17Q (10643.440000 sec): 3 clusters Score: Raw -1849326.177657 + Penalty 4724.655940 = -1844601.521717 nChanged 105 SP:Iteration 18Q (10643.670000 sec): 3 clusters Score: Raw -1849346.863389 + Penalty 4724.655940 = -1844622.207449 nChanged 104 SP:Iteration 19Q (10643.910000 sec): 3 clusters Score: Raw -1849364.682798 + Penalty 4724.655940 = -1844640.026857 nChanged 90 SP:Iteration 20F (10644.230000 sec): 3 clusters Score: Raw -1849378.158456 + Penalty 4724.655940 = -1844653.502515 nChanged 81 SP:Iteration 21Q (10644.480000 sec): 3 clusters Score: Raw -1849389.575207 + Penalty 4724.655940 = -1844664.919267 nChanged 86 SP:Iteration 22Q (10644.700000 sec): 3 clusters Score: Raw -1849402.819840 + Penalty 4724.655940 = -1844678.163899 nChanged 71 SP:Iteration 23Q (10644.980000 sec): 3 clusters Score: Raw -1849414.925725 + Penalty 4724.655940 = -1844690.269785 nChanged 85 SP:Iteration 24Q (10645.250000 sec): 3 clusters Score: Raw -1849429.734196 + Penalty 4724.655940 = -1844705.078256 nChanged 85 SP:Iteration 25Q (10645.590000 sec): 3 clusters Score: Raw -1849442.241199 + Penalty 4724.655940 = -1844717.585259 nChanged 68 SP:Iteration 26Q (10645.890000 sec): 3 clusters Score: Raw -1849451.310186 + Penalty 4724.655940 = -1844726.654246 nChanged 71 SP:Iteration 27Q (10646.150000 sec): 3 clusters Score: Raw -1849460.254355 + Penalty 4724.655940 = -1844735.598414 nChanged 59 SP:Iteration 28Q (10646.500000 sec): 3 clusters Score: Raw -1849468.885480 + Penalty 4724.655940 = -1844744.229540 nChanged 64 SP:Iteration 29Q (10646.780000 sec): 3 clusters Score: Raw -1849477.494141 + Penalty 4724.655940 = -1844752.838200 nChanged 68 SP:Iteration 30Q (10647.040000 sec): 3 clusters Score: Raw -1849487.047207 + Penalty 4724.655940 = -1844762.391267 nChanged 65 SP:Iteration 31Q (10647.340000 sec): 3 clusters Score: Raw -1849497.039822 + Penalty 4724.655940 = -1844772.383881 nChanged 80 SP:Iteration 32Q (10647.660000 sec): 3 clusters Score: Raw -1849511.113007 + Penalty 4724.655940 = -1844786.457067 nChanged 93 SP:Iteration 33Q (10647.940000 sec): 3 clusters Score: Raw -1849529.119054 + Penalty 4724.655940 = -1844804.463113 nChanged 108 SP:Iteration 34Q (10648.270000 sec): 3 clusters Score: Raw -1849548.984071 + Penalty 4724.655940 = -1844824.328131 nChanged 108 SP:Iteration 35Q (10648.520000 sec): 3 clusters Score: Raw -1849570.821989 + Penalty 4724.655940 = -1844846.166049 nChanged 132 SP:Iteration 36Q (10648.780000 sec): 3 clusters Score: Raw -1849598.442233 + Penalty 4724.655940 = -1844873.786292 nChanged 135 SP:Iteration 37Q (10649.050000 sec): 3 clusters Score: Raw -1849632.705882 + Penalty 4724.655940 = -1844908.049942 nChanged 165 SP:Iteration 38Q (10649.330000 sec): 3 clusters Score: Raw -1849677.413632 + Penalty 4724.655940 = -1844952.757692 nChanged 186 SP:Iteration 39Q (10649.640000 sec): 3 clusters Score: Raw -1849733.973126 + Penalty 4724.655940 = -1845009.317186 nChanged 213 SP:Iteration 40F (10649.940000 sec): 3 clusters Score: Raw -1849810.570798 + Penalty 4724.655940 = -1845085.914858 nChanged 251 SP:Iteration 41Q (10650.150000 sec): 3 clusters Score: Raw -1849911.474396 + Penalty 4724.655940 = -1845186.818455 nChanged 317 SP:Iteration 42Q (10650.440000 sec): 3 clusters Score: Raw -1850069.594090 + Penalty 4724.655940 = -1845344.938150 nChanged 355 SP:Iteration 43Q (10650.770000 sec): 3 clusters Score: Raw -1850248.868073 + Penalty 4724.655940 = -1845524.212133 nChanged 393 SP:Iteration 44Q (10651.060000 sec): 3 clusters Score: Raw -1850481.514276 + Penalty 4724.655940 = -1845756.858336 nChanged 431 SP:Iteration 45Q (10651.380000 sec): 3 clusters Score: Raw -1850728.735334 + Penalty 4724.655940 = -1846004.079393 nChanged 371 SP:Iteration 46Q (10651.630000 sec): 3 clusters Score: Raw -1850962.940313 + Penalty 4724.655940 = -1846238.284373 nChanged 379 SP:Iteration 47Q (10651.910000 sec): 3 clusters Score: Raw -1851202.134115 + Penalty 4724.655940 = -1846477.478175 nChanged 337 SP:Iteration 48Q (10652.200000 sec): 3 clusters Score: Raw -1851420.948668 + Penalty 4724.655940 = -1846696.292728 nChanged 302 SP:Iteration 49Q (10652.500000 sec): 3 clusters Score: Raw -1851613.471214 + Penalty 4724.655940 = -1846888.815274 nChanged 260 SP:Iteration 50Q (10652.730000 sec): 3 clusters Score: Raw -1851766.354709 + Penalty 4724.655940 = -1847041.698769 nChanged 233 SP:Iteration 51Q (10653.020000 sec): 3 clusters Score: Raw -1851903.775362 + Penalty 4724.655940 = -1847179.119422 nChanged 189 SP:Iteration 52Q (10653.320000 sec): 3 clusters Score: Raw -1852006.391919 + Penalty 4724.655940 = -1847281.735979 nChanged 160 SP:Iteration 53Q (10653.570000 sec): 3 clusters Score: Raw -1852090.065018 + Penalty 4724.655940 = -1847365.409077 nChanged 134 SP:Iteration 54Q (10653.840000 sec): 3 clusters Score: Raw -1852160.593649 + Penalty 4724.655940 = -1847435.937709 nChanged 128 SP:Iteration 55Q (10654.110000 sec): 3 clusters Score: Raw -1852226.756152 + Penalty 4724.655940 = -1847502.100211 nChanged 123 SP:Iteration 56Q (10654.350000 sec): 3 clusters Score: Raw -1852292.627326 + Penalty 4724.655940 = -1847567.971385 nChanged 102 SP:Iteration 57Q (10654.640000 sec): 3 clusters Score: Raw -1852348.610635 + Penalty 4724.655940 = -1847623.954695 nChanged 85 SP:Iteration 58Q (10654.840000 sec): 3 clusters Score: Raw -1852389.676457 + Penalty 4724.655940 = -1847665.020516 nChanged 70 SP:Iteration 59Q (10655.080000 sec): 3 clusters Score: Raw -1852422.554836 + Penalty 4724.655940 = -1847697.898896 nChanged 61 SP:Iteration 60F (10655.330000 sec): 3 clusters Score: Raw -1852454.189385 + Penalty 4724.655940 = -1847729.533444 nChanged 56 SP:Iteration 61Q (10655.530000 sec): 3 clusters Score: Raw -1852480.942816 + Penalty 4724.655940 = -1847756.286875 nChanged 52 SP:Iteration 62Q (10655.760000 sec): 3 clusters Score: Raw -1852500.517172 + Penalty 4724.655940 = -1847775.861232 nChanged 43 SP:Iteration 63Q (10656.000000 sec): 3 clusters Score: Raw -1852528.320214 + Penalty 4724.655940 = -1847803.664274 nChanged 53 SP:Iteration 64Q (10656.270000 sec): 3 clusters Score: Raw -1852565.899524 + Penalty 4724.655940 = -1847841.243584 nChanged 60 SP:Iteration 65Q (10656.550000 sec): 3 clusters Score: Raw -1852608.370677 + Penalty 4724.655940 = -1847883.714737 nChanged 50 SP:Iteration 66Q (10656.770000 sec): 3 clusters Score: Raw -1852643.868191 + Penalty 4724.655940 = -1847919.212251 nChanged 46 SP:Iteration 67Q (10657.040000 sec): 3 clusters Score: Raw -1852683.163189 + Penalty 4724.655940 = -1847958.507249 nChanged 60 SP:Iteration 68Q (10657.350000 sec): 3 clusters Score: Raw -1852735.256507 + Penalty 4724.655940 = -1848010.600566 nChanged 53 SP:Iteration 69Q (10657.580000 sec): 3 clusters Score: Raw -1852770.937971 + Penalty 4724.655940 = -1848046.282030 nChanged 37 SP:Iteration 70Q (10657.840000 sec): 3 clusters Score: Raw -1852798.115339 + Penalty 4724.655940 = -1848073.459398 nChanged 34 SP:Iteration 71Q (10658.150000 sec): 3 clusters Score: Raw -1852822.854319 + Penalty 4724.655940 = -1848098.198378 nChanged 29 SP:Iteration 72Q (10658.370000 sec): 3 clusters Score: Raw -1852839.035385 + Penalty 4724.655940 = -1848114.379444 nChanged 23 SP:Iteration 73Q (10658.570000 sec): 3 clusters Score: Raw -1852852.297071 + Penalty 4724.655940 = -1848127.641130 nChanged 23 SP:Iteration 74Q (10658.840000 sec): 3 clusters Score: Raw -1852866.198008 + Penalty 4724.655940 = -1848141.542068 nChanged 26 SP:Iteration 75Q (10659.100000 sec): 3 clusters Score: Raw -1852881.175063 + Penalty 4724.655940 = -1848156.519123 nChanged 18 SP:Iteration 76Q (10659.380000 sec): 3 clusters Score: Raw -1852890.961662 + Penalty 4724.655940 = -1848166.305722 nChanged 17 SP:Iteration 77Q (10659.610000 sec): 3 clusters Score: Raw -1852899.330352 + Penalty 4724.655940 = -1848174.674411 nChanged 14 SP:Iteration 78Q (10659.880000 sec): 3 clusters Score: Raw -1852906.881435 + Penalty 4724.655940 = -1848182.225495 nChanged 15 SP:Iteration 79Q (10660.120000 sec): 3 clusters Score: Raw -1852915.512425 + Penalty 4724.655940 = -1848190.856484 nChanged 17 SP:Iteration 80F (10660.400000 sec): 3 clusters Score: Raw -1852924.115309 + Penalty 4724.655940 = -1848199.459369 nChanged 21 SP:Iteration 81Q (10660.680000 sec): 3 clusters Score: Raw -1852933.753751 + Penalty 4724.655940 = -1848209.097810 nChanged 11 SP:Iteration 82Q (10660.860000 sec): 3 clusters Score: Raw -1852938.414695 + Penalty 4724.655940 = -1848213.758754 nChanged 12 SP:Iteration 83Q (10661.100000 sec): 3 clusters Score: Raw -1852943.593752 + Penalty 4724.655940 = -1848218.937811 nChanged 12 SP:Iteration 84Q (10661.380000 sec): 3 clusters Score: Raw -1852948.922629 + Penalty 4724.655940 = -1848224.266689 nChanged 9 SP:Iteration 85Q (10661.630000 sec): 3 clusters Score: Raw -1852952.743754 + Penalty 4724.655940 = -1848228.087813 nChanged 4 SP:Iteration 86Q (10661.880000 sec): 3 clusters Score: Raw -1852954.161605 + Penalty 4724.655940 = -1848229.505665 nChanged 2 SP:Iteration 87Q (10662.100000 sec): 3 clusters Score: Raw -1852954.783613 + Penalty 4724.655940 = -1848230.127673 nChanged 3 SP:Iteration 88Q (10662.460000 sec): 3 clusters Score: Raw -1852956.274715 + Penalty 4724.655940 = -1848231.618775 nChanged 2 SP:Iteration 89Q (10662.740000 sec): 3 clusters Score: Raw -1852956.943009 + Penalty 4724.655940 = -1848232.287069 nChanged 4 SP:Iteration 90Q (10662.970000 sec): 3 clusters Score: Raw -1852958.498028 + Penalty 4724.655940 = -1848233.842088 nChanged 4 SP:Iteration 91Q (10663.250000 sec): 3 clusters Score: Raw -1852960.154313 + Penalty 4724.655940 = -1848235.498372 nChanged 2 SP:Iteration 92Q (10663.530000 sec): 3 clusters Score: Raw -1852960.779263 + Penalty 4724.655940 = -1848236.123323 nChanged 1 SP:Iteration 93Q (10663.790000 sec): 3 clusters Score: Raw -1852961.034566 + Penalty 4724.655940 = -1848236.378626 nChanged 1 SP:Iteration 94Q (10663.990000 sec): 3 clusters Score: Raw -1852961.554748 + Penalty 4724.655940 = -1848236.898808 nChanged 1 SP:Iteration 95Q (10664.210000 sec): 3 clusters Score: Raw -1852961.987015 + Penalty 4724.655940 = -1848237.331075 nChanged 0 SP:Iteration 96F (10664.510000 sec): 3 clusters Score: Raw -1852961.987015 + Penalty 4724.655940 = -1848237.331075 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10664.600000 sec): 2 clusters Score: Raw -16864.084538 + Penalty 1216.508145 = -15647.576392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10664.870000 sec): 3 clusters Score: Raw -17167.700600 + Penalty 2433.016290 = -14734.684310 nChanged 4 SP:Iteration 1Q (10665.000000 sec): 3 clusters Score: Raw -17185.947895 + Penalty 2433.016290 = -14752.931605 nChanged 1 SP:Iteration 2Q (10665.240000 sec): 3 clusters Score: Raw -17200.823748 + Penalty 2433.016290 = -14767.807458 nChanged 1 SP:Iteration 3Q (10665.450000 sec): 3 clusters Score: Raw -17206.380724 + Penalty 2433.016290 = -14773.364433 nChanged 0 SP:Iteration 4F (10665.650000 sec): 3 clusters Score: Raw -17206.380724 + Penalty 2433.016290 = -14773.364433 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (64819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10666.080000 sec): 2 clusters Score: Raw -8976779.282695 + Penalty 2747.679804 = -8974031.602890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10666.690000 sec): 3 clusters Score: Raw -8936313.199602 + Penalty 5495.359608 = -8930817.839993 nChanged 30264 SP:Iteration 1F (10667.260000 sec): 3 clusters Score: Raw -8953163.400981 + Penalty 5495.359608 = -8947668.041372 nChanged 2556 SP:Iteration 2Q (10667.810000 sec): 3 clusters Score: Raw -8953911.572997 + Penalty 5495.359608 = -8948416.213388 nChanged 2681 SP:Iteration 3Q (10668.460000 sec): 3 clusters Score: Raw -8954801.779007 + Penalty 5495.359608 = -8949306.419398 nChanged 3049 SP:Iteration 4Q (10669.040000 sec): 3 clusters Score: Raw -8956073.520635 + Penalty 5495.359608 = -8950578.161027 nChanged 3512 SP:Iteration 5F (10669.700000 sec): 3 clusters Score: Raw -8957864.608962 + Penalty 5495.359608 = -8952369.249354 nChanged 3919 SP:Iteration 6F (10670.300000 sec): 3 clusters Score: Raw -8960201.568583 + Penalty 5495.359608 = -8954706.208974 nChanged 4177 SP:Iteration 7F (10670.900000 sec): 3 clusters Score: Raw -8963053.209338 + Penalty 5495.359608 = -8957557.849729 nChanged 4058 SP:Iteration 8F (10671.500000 sec): 3 clusters Score: Raw -8966144.412077 + Penalty 5495.359608 = -8960649.052469 nChanged 3568 SP:Iteration 9F (10672.080000 sec): 3 clusters Score: Raw -8969019.661432 + Penalty 5495.359608 = -8963524.301824 nChanged 2808 SP:Iteration 10Q (10672.700000 sec): 3 clusters Score: Raw -8971237.432598 + Penalty 5495.359608 = -8965742.072989 nChanged 2076 SP:Iteration 11Q (10673.280000 sec): 3 clusters Score: Raw -8972818.712076 + Penalty 5495.359608 = -8967323.352468 nChanged 1465 SP:Iteration 12Q (10673.870000 sec): 3 clusters Score: Raw -8973817.090045 + Penalty 5495.359608 = -8968321.730436 nChanged 1051 SP:Iteration 13Q (10674.370000 sec): 3 clusters Score: Raw -8974481.427357 + Penalty 5495.359608 = -8968986.067749 nChanged 893 SP:Iteration 14Q (10674.920000 sec): 3 clusters Score: Raw -8975020.630173 + Penalty 5495.359608 = -8969525.270565 nChanged 677 SP:Iteration 15Q (10675.440000 sec): 3 clusters Score: Raw -8975406.778759 + Penalty 5495.359608 = -8969911.419150 nChanged 545 SP:Iteration 16Q (10675.950000 sec): 3 clusters Score: Raw -8975698.544694 + Penalty 5495.359608 = -8970203.185085 nChanged 474 SP:Iteration 17Q (10676.550000 sec): 3 clusters Score: Raw -8975951.391445 + Penalty 5495.359608 = -8970456.031836 nChanged 402 SP:Iteration 18Q (10677.090000 sec): 3 clusters Score: Raw -8976166.489826 + Penalty 5495.359608 = -8970671.130217 nChanged 338 SP:Iteration 19Q (10677.660000 sec): 3 clusters Score: Raw -8976336.988489 + Penalty 5495.359608 = -8970841.628881 nChanged 270 SP:Iteration 20F (10678.280000 sec): 3 clusters Score: Raw -8976470.759617 + Penalty 5495.359608 = -8970975.400008 nChanged 229 SP:Iteration 21Q (10678.760000 sec): 3 clusters Score: Raw -8976592.000015 + Penalty 5495.359608 = -8971096.640406 nChanged 191 SP:Iteration 22Q (10679.230000 sec): 3 clusters Score: Raw -8976693.282622 + Penalty 5495.359608 = -8971197.923013 nChanged 164 SP:Iteration 23Q (10679.640000 sec): 3 clusters Score: Raw -8976769.689642 + Penalty 5495.359608 = -8971274.330034 nChanged 135 SP:Iteration 24Q (10680.200000 sec): 3 clusters Score: Raw -8976833.307870 + Penalty 5495.359608 = -8971337.948262 nChanged 112 SP:Iteration 25Q (10680.640000 sec): 3 clusters Score: Raw -8976891.316199 + Penalty 5495.359608 = -8971395.956590 nChanged 92 SP:Iteration 26Q (10681.100000 sec): 3 clusters Score: Raw -8976935.009555 + Penalty 5495.359608 = -8971439.649947 nChanged 79 SP:Iteration 27Q (10681.640000 sec): 3 clusters Score: Raw -8976973.907952 + Penalty 5495.359608 = -8971478.548343 nChanged 67 SP:Iteration 28Q (10682.110000 sec): 3 clusters Score: Raw -8977004.419332 + Penalty 5495.359608 = -8971509.059724 nChanged 51 SP:Iteration 29Q (10682.690000 sec): 3 clusters Score: Raw -8977033.337409 + Penalty 5495.359608 = -8971537.977800 nChanged 40 SP:Iteration 30Q (10683.220000 sec): 3 clusters Score: Raw -8977053.131170 + Penalty 5495.359608 = -8971557.771561 nChanged 36 SP:Iteration 31Q (10683.700000 sec): 3 clusters Score: Raw -8977071.795506 + Penalty 5495.359608 = -8971576.435898 nChanged 28 SP:Iteration 32Q (10684.210000 sec): 3 clusters Score: Raw -8977086.175943 + Penalty 5495.359608 = -8971590.816334 nChanged 28 SP:Iteration 33Q (10684.750000 sec): 3 clusters Score: Raw -8977101.459792 + Penalty 5495.359608 = -8971606.100184 nChanged 26 SP:Iteration 34Q (10685.300000 sec): 3 clusters Score: Raw -8977114.356176 + Penalty 5495.359608 = -8971618.996568 nChanged 17 SP:Iteration 35Q (10685.780000 sec): 3 clusters Score: Raw -8977123.223730 + Penalty 5495.359608 = -8971627.864122 nChanged 16 SP:Iteration 36Q (10686.270000 sec): 3 clusters Score: Raw -8977130.768531 + Penalty 5495.359608 = -8971635.408922 nChanged 20 SP:Iteration 37Q (10686.770000 sec): 3 clusters Score: Raw -8977144.502814 + Penalty 5495.359608 = -8971649.143206 nChanged 9 SP:Iteration 38Q (10687.230000 sec): 3 clusters Score: Raw -8977152.183938 + Penalty 5495.359608 = -8971656.824330 nChanged 10 SP:Iteration 39Q (10687.670000 sec): 3 clusters Score: Raw -8977158.758884 + Penalty 5495.359608 = -8971663.399275 nChanged 6 SP:Iteration 40F (10688.200000 sec): 3 clusters Score: Raw -8977162.452132 + Penalty 5495.359608 = -8971667.092524 nChanged 9 SP:Iteration 41Q (10688.720000 sec): 3 clusters Score: Raw -8977167.960787 + Penalty 5495.359608 = -8971672.601179 nChanged 7 SP:Iteration 42Q (10689.130000 sec): 3 clusters Score: Raw -8977170.907426 + Penalty 5495.359608 = -8971675.547818 nChanged 6 SP:Iteration 43Q (10689.610000 sec): 3 clusters Score: Raw -8977174.445206 + Penalty 5495.359608 = -8971679.085598 nChanged 7 SP:Iteration 44Q (10690.050000 sec): 3 clusters Score: Raw -8977178.685588 + Penalty 5495.359608 = -8971683.325980 nChanged 5 SP:Iteration 45Q (10690.560000 sec): 3 clusters Score: Raw -8977181.444280 + Penalty 5495.359608 = -8971686.084671 nChanged 4 SP:Iteration 46Q (10691.020000 sec): 3 clusters Score: Raw -8977182.827217 + Penalty 5495.359608 = -8971687.467608 nChanged 3 SP:Iteration 47Q (10691.510000 sec): 3 clusters Score: Raw -8977184.477844 + Penalty 5495.359608 = -8971689.118236 nChanged 4 SP:Iteration 48Q (10692.110000 sec): 3 clusters Score: Raw -8977185.679374 + Penalty 5495.359608 = -8971690.319766 nChanged 4 SP:Iteration 49Q (10692.630000 sec): 3 clusters Score: Raw -8977188.777943 + Penalty 5495.359608 = -8971693.418335 nChanged 4 SP:Iteration 50Q (10693.160000 sec): 3 clusters Score: Raw -8977191.236278 + Penalty 5495.359608 = -8971695.876669 nChanged 1 SP:Iteration 51Q (10693.610000 sec): 3 clusters Score: Raw -8977191.487501 + Penalty 5495.359608 = -8971696.127892 nChanged 2 SP:Iteration 52Q (10694.070000 sec): 3 clusters Score: Raw -8977193.107038 + Penalty 5495.359608 = -8971697.747430 nChanged 1 SP:Iteration 53Q (10694.530000 sec): 3 clusters Score: Raw -8977193.358649 + Penalty 5495.359608 = -8971697.999040 nChanged 2 SP:Iteration 54Q (10695.030000 sec): 3 clusters Score: Raw -8977194.713144 + Penalty 5495.359608 = -8971699.353535 nChanged 4 SP:Iteration 55Q (10695.530000 sec): 3 clusters Score: Raw -8977197.814623 + Penalty 5495.359608 = -8971702.455015 nChanged 3 SP:Iteration 56Q (10695.960000 sec): 3 clusters Score: Raw -8977199.376628 + Penalty 5495.359608 = -8971704.017020 nChanged 2 SP:Iteration 57Q (10696.390000 sec): 3 clusters Score: Raw -8977200.631351 + Penalty 5495.359608 = -8971705.271743 nChanged 1 SP:Iteration 58Q (10696.950000 sec): 3 clusters Score: Raw -8977201.137391 + Penalty 5495.359608 = -8971705.777782 nChanged 0 SP:Iteration 59F (10697.530000 sec): 3 clusters Score: Raw -8977201.137391 + Penalty 5495.359608 = -8971705.777782 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10697.680000 sec): 2 clusters Score: Raw -67216.565173 + Penalty 1547.588410 = -65668.976764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10697.840000 sec): 3 clusters Score: Raw -67252.652449 + Penalty 3095.176819 = -64157.475630 nChanged 103 SP:Iteration 1F (10698.030000 sec): 3 clusters Score: Raw -67476.402632 + Penalty 3095.176819 = -64381.225813 nChanged 25 SP:Iteration 2Q (10698.210000 sec): 3 clusters Score: Raw -67560.092968 + Penalty 3095.176819 = -64464.916149 nChanged 17 SP:Iteration 3Q (10698.430000 sec): 3 clusters Score: Raw -67599.828155 + Penalty 3095.176819 = -64504.651336 nChanged 10 SP:Iteration 4Q (10698.600000 sec): 3 clusters Score: Raw -67627.378558 + Penalty 3095.176819 = -64532.201739 nChanged 5 SP:Iteration 5Q (10698.820000 sec): 3 clusters Score: Raw -67642.158920 + Penalty 3095.176819 = -64546.982101 nChanged 5 SP:Iteration 6Q (10698.980000 sec): 3 clusters Score: Raw -67650.399005 + Penalty 3095.176819 = -64555.222186 nChanged 1 SP:Iteration 7Q (10699.180000 sec): 3 clusters Score: Raw -67653.886532 + Penalty 3095.176819 = -64558.709712 nChanged 0 SP:Iteration 8F (10699.350000 sec): 3 clusters Score: Raw -67653.886532 + Penalty 3095.176819 = -64558.709712 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (18651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10699.560000 sec): 2 clusters Score: Raw -2510738.103597 + Penalty 2438.746451 = -2508299.357146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10699.940000 sec): 3 clusters Score: Raw -2499859.108487 + Penalty 4877.492901 = -2494981.615585 nChanged 8232 SP:Iteration 1F (10700.220000 sec): 3 clusters Score: Raw -2504184.486301 + Penalty 4877.492901 = -2499306.993399 nChanged 978 SP:Iteration 2F (10700.540000 sec): 3 clusters Score: Raw -2504512.465607 + Penalty 4877.492901 = -2499634.972706 nChanged 784 SP:Iteration 3Q (10700.850000 sec): 3 clusters Score: Raw -2504749.209223 + Penalty 4877.492901 = -2499871.716322 nChanged 627 SP:Iteration 4Q (10701.190000 sec): 3 clusters Score: Raw -2504924.276996 + Penalty 4877.492901 = -2500046.784094 nChanged 514 SP:Iteration 5Q (10701.480000 sec): 3 clusters Score: Raw -2505054.645104 + Penalty 4877.492901 = -2500177.152203 nChanged 437 SP:Iteration 6Q (10701.790000 sec): 3 clusters Score: Raw -2505149.888831 + Penalty 4877.492901 = -2500272.395929 nChanged 374 SP:Iteration 7Q (10702.090000 sec): 3 clusters Score: Raw -2505230.871113 + Penalty 4877.492901 = -2500353.378212 nChanged 347 SP:Iteration 8Q (10702.450000 sec): 3 clusters Score: Raw -2505296.892282 + Penalty 4877.492901 = -2500419.399381 nChanged 292 SP:Iteration 9Q (10702.720000 sec): 3 clusters Score: Raw -2505351.682152 + Penalty 4877.492901 = -2500474.189251 nChanged 273 SP:Iteration 10Q (10703.060000 sec): 3 clusters Score: Raw -2505404.397381 + Penalty 4877.492901 = -2500526.904479 nChanged 279 SP:Iteration 11Q (10703.460000 sec): 3 clusters Score: Raw -2505460.280189 + Penalty 4877.492901 = -2500582.787287 nChanged 258 SP:Iteration 12Q (10703.810000 sec): 3 clusters Score: Raw -2505516.249708 + Penalty 4877.492901 = -2500638.756806 nChanged 300 SP:Iteration 13Q (10704.170000 sec): 3 clusters Score: Raw -2505585.852148 + Penalty 4877.492901 = -2500708.359247 nChanged 311 SP:Iteration 14Q (10704.460000 sec): 3 clusters Score: Raw -2505662.885204 + Penalty 4877.492901 = -2500785.392303 nChanged 350 SP:Iteration 15Q (10704.710000 sec): 3 clusters Score: Raw -2505753.553928 + Penalty 4877.492901 = -2500876.061027 nChanged 388 SP:Iteration 16Q (10705.040000 sec): 3 clusters Score: Raw -2505875.357456 + Penalty 4877.492901 = -2500997.864555 nChanged 504 SP:Iteration 17Q (10705.370000 sec): 3 clusters Score: Raw -2506045.897976 + Penalty 4877.492901 = -2501168.405075 nChanged 593 SP:Iteration 18Q (10705.700000 sec): 3 clusters Score: Raw -2506299.087263 + Penalty 4877.492901 = -2501421.594362 nChanged 754 SP:Iteration 19Q (10705.930000 sec): 3 clusters Score: Raw -2506683.867480 + Penalty 4877.492901 = -2501806.374579 nChanged 930 SP:Iteration 20F (10706.200000 sec): 3 clusters Score: Raw -2507257.734330 + Penalty 4877.492901 = -2502380.241429 nChanged 1032 SP:Iteration 21F (10706.490000 sec): 3 clusters Score: Raw -2508008.064795 + Penalty 4877.492901 = -2503130.571894 nChanged 1046 SP:Iteration 22F (10706.760000 sec): 3 clusters Score: Raw -2508884.291516 + Penalty 4877.492901 = -2504006.798615 nChanged 908 SP:Iteration 23Q (10707.060000 sec): 3 clusters Score: Raw -2509711.600182 + Penalty 4877.492901 = -2504834.107280 nChanged 678 SP:Iteration 24Q (10707.390000 sec): 3 clusters Score: Raw -2510343.006900 + Penalty 4877.492901 = -2505465.513999 nChanged 372 SP:Iteration 25Q (10707.710000 sec): 3 clusters Score: Raw -2510684.373169 + Penalty 4877.492901 = -2505806.880268 nChanged 166 SP:Iteration 26Q (10707.950000 sec): 3 clusters Score: Raw -2510844.587719 + Penalty 4877.492901 = -2505967.094818 nChanged 85 SP:Iteration 27Q (10708.220000 sec): 3 clusters Score: Raw -2510933.890709 + Penalty 4877.492901 = -2506056.397808 nChanged 53 SP:Iteration 28Q (10708.490000 sec): 3 clusters Score: Raw -2510987.310401 + Penalty 4877.492901 = -2506109.817500 nChanged 28 SP:Iteration 29Q (10708.710000 sec): 3 clusters Score: Raw -2511018.353550 + Penalty 4877.492901 = -2506140.860649 nChanged 14 SP:Iteration 30Q (10709.030000 sec): 3 clusters Score: Raw -2511031.506220 + Penalty 4877.492901 = -2506154.013319 nChanged 12 SP:Iteration 31Q (10709.300000 sec): 3 clusters Score: Raw -2511049.690198 + Penalty 4877.492901 = -2506172.197297 nChanged 6 SP:Iteration 32Q (10709.550000 sec): 3 clusters Score: Raw -2511056.136095 + Penalty 4877.492901 = -2506178.643193 nChanged 3 SP:Iteration 33Q (10709.890000 sec): 3 clusters Score: Raw -2511058.688276 + Penalty 4877.492901 = -2506181.195374 nChanged 3 SP:Iteration 34Q (10710.160000 sec): 3 clusters Score: Raw -2511062.228256 + Penalty 4877.492901 = -2506184.735355 nChanged 4 SP:Iteration 35Q (10710.490000 sec): 3 clusters Score: Raw -2511066.226257 + Penalty 4877.492901 = -2506188.733355 nChanged 1 SP:Iteration 36Q (10710.800000 sec): 3 clusters Score: Raw -2511066.735748 + Penalty 4877.492901 = -2506189.242847 nChanged 1 SP:Iteration 37Q (10711.090000 sec): 3 clusters Score: Raw -2511067.253060 + Penalty 4877.492901 = -2506189.760159 nChanged 1 SP:Iteration 38Q (10711.370000 sec): 3 clusters Score: Raw -2511067.931228 + Penalty 4877.492901 = -2506190.438326 nChanged 0 SP:Iteration 39F (10711.660000 sec): 3 clusters Score: Raw -2511067.931228 + Penalty 4877.492901 = -2506190.438326 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (5303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10711.770000 sec): 2 clusters Score: Raw -721353.786383 + Penalty 2126.854938 = -719226.931444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10711.980000 sec): 3 clusters Score: Raw -718766.463694 + Penalty 4253.709877 = -714512.753817 nChanged 2029 SP:Iteration 1F (10712.200000 sec): 3 clusters Score: Raw -719842.702283 + Penalty 4253.709877 = -715588.992407 nChanged 387 SP:Iteration 2F (10712.430000 sec): 3 clusters Score: Raw -720066.821041 + Penalty 4253.709877 = -715813.111164 nChanged 248 SP:Iteration 3Q (10712.620000 sec): 3 clusters Score: Raw -720187.133248 + Penalty 4253.709877 = -715933.423372 nChanged 167 SP:Iteration 4Q (10712.850000 sec): 3 clusters Score: Raw -720258.503253 + Penalty 4253.709877 = -716004.793377 nChanged 135 SP:Iteration 5Q (10713.130000 sec): 3 clusters Score: Raw -720313.770880 + Penalty 4253.709877 = -716060.061004 nChanged 111 SP:Iteration 6Q (10713.350000 sec): 3 clusters Score: Raw -720359.466455 + Penalty 4253.709877 = -716105.756578 nChanged 107 SP:Iteration 7Q (10713.570000 sec): 3 clusters Score: Raw -720399.774927 + Penalty 4253.709877 = -716146.065050 nChanged 82 SP:Iteration 8Q (10713.810000 sec): 3 clusters Score: Raw -720432.324263 + Penalty 4253.709877 = -716178.614387 nChanged 71 SP:Iteration 9Q (10714.010000 sec): 3 clusters Score: Raw -720459.353389 + Penalty 4253.709877 = -716205.643513 nChanged 66 SP:Iteration 10Q (10714.320000 sec): 3 clusters Score: Raw -720482.063676 + Penalty 4253.709877 = -716228.353799 nChanged 46 SP:Iteration 11Q (10714.500000 sec): 3 clusters Score: Raw -720499.758157 + Penalty 4253.709877 = -716246.048280 nChanged 47 SP:Iteration 12Q (10714.780000 sec): 3 clusters Score: Raw -720515.060498 + Penalty 4253.709877 = -716261.350621 nChanged 47 SP:Iteration 13Q (10714.990000 sec): 3 clusters Score: Raw -720529.329658 + Penalty 4253.709877 = -716275.619781 nChanged 37 SP:Iteration 14Q (10715.270000 sec): 3 clusters Score: Raw -720540.357261 + Penalty 4253.709877 = -716286.647384 nChanged 26 SP:Iteration 15Q (10715.530000 sec): 3 clusters Score: Raw -720550.735690 + Penalty 4253.709877 = -716297.025814 nChanged 32 SP:Iteration 16Q (10715.720000 sec): 3 clusters Score: Raw -720560.248047 + Penalty 4253.709877 = -716306.538170 nChanged 24 SP:Iteration 17Q (10715.900000 sec): 3 clusters Score: Raw -720566.887044 + Penalty 4253.709877 = -716313.177167 nChanged 24 SP:Iteration 18Q (10716.140000 sec): 3 clusters Score: Raw -720575.209742 + Penalty 4253.709877 = -716321.499865 nChanged 34 SP:Iteration 19Q (10716.340000 sec): 3 clusters Score: Raw -720585.182103 + Penalty 4253.709877 = -716331.472226 nChanged 26 SP:Iteration 20F (10716.600000 sec): 3 clusters Score: Raw -720592.346615 + Penalty 4253.709877 = -716338.636739 nChanged 30 SP:Iteration 21Q (10716.860000 sec): 3 clusters Score: Raw -720602.883307 + Penalty 4253.709877 = -716349.173430 nChanged 25 SP:Iteration 22Q (10717.100000 sec): 3 clusters Score: Raw -720610.901333 + Penalty 4253.709877 = -716357.191456 nChanged 25 SP:Iteration 23Q (10717.300000 sec): 3 clusters Score: Raw -720619.061993 + Penalty 4253.709877 = -716365.352117 nChanged 19 SP:Iteration 24Q (10717.550000 sec): 3 clusters Score: Raw -720626.374145 + Penalty 4253.709877 = -716372.664269 nChanged 21 SP:Iteration 25Q (10717.760000 sec): 3 clusters Score: Raw -720631.853732 + Penalty 4253.709877 = -716378.143855 nChanged 21 SP:Iteration 26Q (10717.970000 sec): 3 clusters Score: Raw -720640.651949 + Penalty 4253.709877 = -716386.942072 nChanged 28 SP:Iteration 27Q (10718.210000 sec): 3 clusters Score: Raw -720649.833142 + Penalty 4253.709877 = -716396.123266 nChanged 23 SP:Iteration 28Q (10718.420000 sec): 3 clusters Score: Raw -720657.754107 + Penalty 4253.709877 = -716404.044231 nChanged 26 SP:Iteration 29Q (10718.640000 sec): 3 clusters Score: Raw -720665.248063 + Penalty 4253.709877 = -716411.538186 nChanged 20 SP:Iteration 30Q (10718.890000 sec): 3 clusters Score: Raw -720672.603105 + Penalty 4253.709877 = -716418.893228 nChanged 28 SP:Iteration 31Q (10719.080000 sec): 3 clusters Score: Raw -720682.814435 + Penalty 4253.709877 = -716429.104558 nChanged 24 SP:Iteration 32Q (10719.280000 sec): 3 clusters Score: Raw -720690.177128 + Penalty 4253.709877 = -716436.467252 nChanged 23 SP:Iteration 33Q (10719.490000 sec): 3 clusters Score: Raw -720697.342000 + Penalty 4253.709877 = -716443.632123 nChanged 19 SP:Iteration 34Q (10719.720000 sec): 3 clusters Score: Raw -720702.360530 + Penalty 4253.709877 = -716448.650654 nChanged 20 SP:Iteration 35Q (10719.920000 sec): 3 clusters Score: Raw -720709.145670 + Penalty 4253.709877 = -716455.435794 nChanged 22 SP:Iteration 36Q (10720.150000 sec): 3 clusters Score: Raw -720717.996608 + Penalty 4253.709877 = -716464.286732 nChanged 33 SP:Iteration 37Q (10720.300000 sec): 3 clusters Score: Raw -720733.971895 + Penalty 4253.709877 = -716480.262018 nChanged 36 SP:Iteration 38Q (10720.500000 sec): 3 clusters Score: Raw -720747.573836 + Penalty 4253.709877 = -716493.863959 nChanged 38 SP:Iteration 39Q (10720.710000 sec): 3 clusters Score: Raw -720761.177249 + Penalty 4253.709877 = -716507.467373 nChanged 31 SP:Iteration 40F (10720.920000 sec): 3 clusters Score: Raw -720773.025023 + Penalty 4253.709877 = -716519.315146 nChanged 33 SP:Iteration 41Q (10721.140000 sec): 3 clusters Score: Raw -720785.848662 + Penalty 4253.709877 = -716532.138785 nChanged 36 SP:Iteration 42Q (10721.350000 sec): 3 clusters Score: Raw -720805.334592 + Penalty 4253.709877 = -716551.624716 nChanged 52 SP:Iteration 43Q (10721.590000 sec): 3 clusters Score: Raw -720833.762244 + Penalty 4253.709877 = -716580.052367 nChanged 58 SP:Iteration 44Q (10721.780000 sec): 3 clusters Score: Raw -720866.469881 + Penalty 4253.709877 = -716612.760004 nChanged 76 SP:Iteration 45Q (10722.040000 sec): 3 clusters Score: Raw -720917.779809 + Penalty 4253.709877 = -716664.069933 nChanged 78 SP:Iteration 46Q (10722.330000 sec): 3 clusters Score: Raw -720967.084647 + Penalty 4253.709877 = -716713.374770 nChanged 69 SP:Iteration 47Q (10722.690000 sec): 3 clusters Score: Raw -721016.090693 + Penalty 4253.709877 = -716762.380816 nChanged 92 SP:Iteration 48Q (10722.970000 sec): 3 clusters Score: Raw -721076.788460 + Penalty 4253.709877 = -716823.078583 nChanged 86 SP:Iteration 49Q (10723.210000 sec): 3 clusters Score: Raw -721122.114046 + Penalty 4253.709877 = -716868.404169 nChanged 80 SP:Iteration 50Q (10723.420000 sec): 3 clusters Score: Raw -721173.700271 + Penalty 4253.709877 = -716919.990394 nChanged 76 SP:Iteration 51Q (10723.620000 sec): 3 clusters Score: Raw -721219.607987 + Penalty 4253.709877 = -716965.898110 nChanged 59 SP:Iteration 52Q (10723.820000 sec): 3 clusters Score: Raw -721252.503504 + Penalty 4253.709877 = -716998.793628 nChanged 54 SP:Iteration 53Q (10724.020000 sec): 3 clusters Score: Raw -721281.728121 + Penalty 4253.709877 = -717028.018244 nChanged 43 SP:Iteration 54Q (10724.250000 sec): 3 clusters Score: Raw -721305.116467 + Penalty 4253.709877 = -717051.406590 nChanged 44 SP:Iteration 55Q (10724.460000 sec): 3 clusters Score: Raw -721326.969659 + Penalty 4253.709877 = -717073.259782 nChanged 43 SP:Iteration 56Q (10724.640000 sec): 3 clusters Score: Raw -721351.074617 + Penalty 4253.709877 = -717097.364740 nChanged 45 SP:Iteration 57Q (10724.920000 sec): 3 clusters Score: Raw -721380.044411 + Penalty 4253.709877 = -717126.334534 nChanged 42 SP:Iteration 58Q (10725.150000 sec): 3 clusters Score: Raw -721409.054275 + Penalty 4253.709877 = -717155.344398 nChanged 44 SP:Iteration 59Q (10725.370000 sec): 3 clusters Score: Raw -721441.010536 + Penalty 4253.709877 = -717187.300659 nChanged 45 SP:Iteration 60F (10725.560000 sec): 3 clusters Score: Raw -721468.725537 + Penalty 4253.709877 = -717215.015660 nChanged 28 SP:Iteration 61Q (10725.740000 sec): 3 clusters Score: Raw -721485.353074 + Penalty 4253.709877 = -717231.643198 nChanged 23 SP:Iteration 62Q (10725.960000 sec): 3 clusters Score: Raw -721499.544023 + Penalty 4253.709877 = -717245.834147 nChanged 12 SP:Iteration 63Q (10726.120000 sec): 3 clusters Score: Raw -721505.880450 + Penalty 4253.709877 = -717252.170573 nChanged 9 SP:Iteration 64Q (10726.340000 sec): 3 clusters Score: Raw -721509.978262 + Penalty 4253.709877 = -717256.268385 nChanged 11 SP:Iteration 65Q (10726.550000 sec): 3 clusters Score: Raw -721514.115274 + Penalty 4253.709877 = -717260.405397 nChanged 8 SP:Iteration 66Q (10726.740000 sec): 3 clusters Score: Raw -721518.089628 + Penalty 4253.709877 = -717264.379752 nChanged 9 SP:Iteration 67Q (10727.020000 sec): 3 clusters Score: Raw -721522.396291 + Penalty 4253.709877 = -717268.686415 nChanged 12 SP:Iteration 68Q (10727.220000 sec): 3 clusters Score: Raw -721528.596466 + Penalty 4253.709877 = -717274.886589 nChanged 15 SP:Iteration 69Q (10727.420000 sec): 3 clusters Score: Raw -721539.592192 + Penalty 4253.709877 = -717285.882315 nChanged 24 SP:Iteration 70Q (10727.660000 sec): 3 clusters Score: Raw -721555.462741 + Penalty 4253.709877 = -717301.752864 nChanged 33 SP:Iteration 71Q (10727.860000 sec): 3 clusters Score: Raw -721576.592450 + Penalty 4253.709877 = -717322.882573 nChanged 18 SP:Iteration 72Q (10728.080000 sec): 3 clusters Score: Raw -721586.178496 + Penalty 4253.709877 = -717332.468619 nChanged 13 SP:Iteration 73Q (10728.270000 sec): 3 clusters Score: Raw -721592.431367 + Penalty 4253.709877 = -717338.721491 nChanged 12 SP:Iteration 74Q (10728.520000 sec): 3 clusters Score: Raw -721600.368243 + Penalty 4253.709877 = -717346.658367 nChanged 12 SP:Iteration 75Q (10728.740000 sec): 3 clusters Score: Raw -721606.498405 + Penalty 4253.709877 = -717352.788528 nChanged 13 SP:Iteration 76Q (10728.970000 sec): 3 clusters Score: Raw -721613.825795 + Penalty 4253.709877 = -717360.115919 nChanged 12 SP:Iteration 77Q (10729.220000 sec): 3 clusters Score: Raw -721620.484219 + Penalty 4253.709877 = -717366.774343 nChanged 12 SP:Iteration 78Q (10729.500000 sec): 3 clusters Score: Raw -721626.301041 + Penalty 4253.709877 = -717372.591165 nChanged 11 SP:Iteration 79Q (10729.730000 sec): 3 clusters Score: Raw -721631.226698 + Penalty 4253.709877 = -717377.516822 nChanged 7 SP:Iteration 80F (10730.060000 sec): 3 clusters Score: Raw -721634.362683 + Penalty 4253.709877 = -717380.652806 nChanged 1 SP:Iteration 81Q (10730.270000 sec): 3 clusters Score: Raw -721634.829399 + Penalty 4253.709877 = -717381.119522 nChanged 1 SP:Iteration 82Q (10730.540000 sec): 3 clusters Score: Raw -721635.212519 + Penalty 4253.709877 = -717381.502643 nChanged 1 SP:Iteration 83Q (10730.750000 sec): 3 clusters Score: Raw -721635.546697 + Penalty 4253.709877 = -717381.836821 nChanged 1 SP:Iteration 84Q (10730.980000 sec): 3 clusters Score: Raw -721635.983706 + Penalty 4253.709877 = -717382.273829 nChanged 3 SP:Iteration 85Q (10731.230000 sec): 3 clusters Score: Raw -721637.466557 + Penalty 4253.709877 = -717383.756681 nChanged 1 SP:Iteration 86Q (10731.430000 sec): 3 clusters Score: Raw -721637.853946 + Penalty 4253.709877 = -717384.144069 nChanged 2 SP:Iteration 87Q (10731.680000 sec): 3 clusters Score: Raw -721638.733823 + Penalty 4253.709877 = -717385.023946 nChanged 1 SP:Iteration 88Q (10731.910000 sec): 3 clusters Score: Raw -721639.037339 + Penalty 4253.709877 = -717385.327463 nChanged 0 SP:Iteration 89F (10732.140000 sec): 3 clusters Score: Raw -721639.037339 + Penalty 4253.709877 = -717385.327463 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10732.220000 sec): 2 clusters Score: Raw -26993.416934 + Penalty 1333.069045 = -25660.347889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10732.430000 sec): 3 clusters Score: Raw -27186.561485 + Penalty 2666.138090 = -24520.423395 nChanged 13 SP:Iteration 1F (10732.580000 sec): 3 clusters Score: Raw -27266.135889 + Penalty 2666.138090 = -24599.997799 nChanged 4 SP:Iteration 2Q (10732.820000 sec): 3 clusters Score: Raw -27297.963807 + Penalty 2666.138090 = -24631.825716 nChanged 2 SP:Iteration 3Q (10733.010000 sec): 3 clusters Score: Raw -27311.258363 + Penalty 2666.138090 = -24645.120273 nChanged 1 SP:Iteration 4Q (10733.190000 sec): 3 clusters Score: Raw -27313.624403 + Penalty 2666.138090 = -24647.486313 nChanged 0 SP:Iteration 5F (10733.330000 sec): 3 clusters Score: Raw -27313.624403 + Penalty 2666.138090 = -24647.486313 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 21 (284179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10734.910000 sec): 2 clusters Score: Raw -38439266.752508 + Penalty 3114.225181 = -38436152.527327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10736.730000 sec): 3 clusters Score: Raw -38251106.932606 + Penalty 6228.450362 = -38244878.482245 nChanged 137750 SP:Iteration 1F (10738.530000 sec): 3 clusters Score: Raw -38332014.136102 + Penalty 6228.450362 = -38325785.685740 nChanged 6394 SP:Iteration 2Q (10740.470000 sec): 3 clusters Score: Raw -38333064.066310 + Penalty 6228.450362 = -38326835.615948 nChanged 6797 SP:Iteration 3Q (10742.230000 sec): 3 clusters Score: Raw -38334278.205002 + Penalty 6228.450362 = -38328049.754641 nChanged 7353 SP:Iteration 4Q (10743.930000 sec): 3 clusters Score: Raw -38335753.701792 + Penalty 6228.450362 = -38329525.251430 nChanged 8207 SP:Iteration 5Q (10745.720000 sec): 3 clusters Score: Raw -38337640.076510 + Penalty 6228.450362 = -38331411.626148 nChanged 9432 SP:Iteration 6Q (10747.480000 sec): 3 clusters Score: Raw -38340257.275961 + Penalty 6228.450362 = -38334028.825600 nChanged 11154 SP:Iteration 7Q (10749.420000 sec): 3 clusters Score: Raw -38344157.107532 + Penalty 6228.450362 = -38337928.657171 nChanged 13597 SP:Iteration 8Q (10751.190000 sec): 3 clusters Score: Raw -38350205.694982 + Penalty 6228.450362 = -38343977.244620 nChanged 16564 SP:Iteration 9F (10752.970000 sec): 3 clusters Score: Raw -38359647.580720 + Penalty 6228.450362 = -38353419.130358 nChanged 19613 SP:Iteration 10F (10754.590000 sec): 3 clusters Score: Raw -38373435.973604 + Penalty 6228.450362 = -38367207.523243 nChanged 21480 SP:Iteration 11F (10756.270000 sec): 3 clusters Score: Raw -38391174.173067 + Penalty 6228.450362 = -38384945.722705 nChanged 20633 SP:Iteration 12F (10757.890000 sec): 3 clusters Score: Raw -38409766.992738 + Penalty 6228.450362 = -38403538.542376 nChanged 16072 SP:Iteration 13F (10759.570000 sec): 3 clusters Score: Raw -38424509.070672 + Penalty 6228.450362 = -38418280.620310 nChanged 10055 SP:Iteration 14Q (10761.150000 sec): 3 clusters Score: Raw -38433426.129556 + Penalty 6228.450362 = -38427197.679194 nChanged 4912 SP:Iteration 15Q (10762.790000 sec): 3 clusters Score: Raw -38437435.708078 + Penalty 6228.450362 = -38431207.257716 nChanged 1981 SP:Iteration 16Q (10764.510000 sec): 3 clusters Score: Raw -38438910.913632 + Penalty 6228.450362 = -38432682.463270 nChanged 766 SP:Iteration 17Q (10766.000000 sec): 3 clusters Score: Raw -38439458.864280 + Penalty 6228.450362 = -38433230.413918 nChanged 312 SP:Iteration 18Q (10767.590000 sec): 3 clusters Score: Raw -38439692.193058 + Penalty 6228.450362 = -38433463.742697 nChanged 162 SP:Iteration 19Q (10769.250000 sec): 3 clusters Score: Raw -38439826.486940 + Penalty 6228.450362 = -38433598.036578 nChanged 104 SP:Iteration 20F (10770.930000 sec): 3 clusters Score: Raw -38439904.329473 + Penalty 6228.450362 = -38433675.879111 nChanged 69 SP:Iteration 21Q (10772.580000 sec): 3 clusters Score: Raw -38439948.097148 + Penalty 6228.450362 = -38433719.646786 nChanged 43 SP:Iteration 22Q (10774.210000 sec): 3 clusters Score: Raw -38439975.803069 + Penalty 6228.450362 = -38433747.352707 nChanged 26 SP:Iteration 23Q (10775.770000 sec): 3 clusters Score: Raw -38439991.706436 + Penalty 6228.450362 = -38433763.256075 nChanged 28 SP:Iteration 24Q (10777.470000 sec): 3 clusters Score: Raw -38440009.957721 + Penalty 6228.450362 = -38433781.507359 nChanged 23 SP:Iteration 25Q (10779.140000 sec): 3 clusters Score: Raw -38440022.418723 + Penalty 6228.450362 = -38433793.968361 nChanged 17 SP:Iteration 26Q (10780.730000 sec): 3 clusters Score: Raw -38440032.686741 + Penalty 6228.450362 = -38433804.236379 nChanged 11 SP:Iteration 27Q (10782.480000 sec): 3 clusters Score: Raw -38440039.612421 + Penalty 6228.450362 = -38433811.162059 nChanged 12 SP:Iteration 28Q (10784.050000 sec): 3 clusters Score: Raw -38440047.515162 + Penalty 6228.450362 = -38433819.064800 nChanged 8 SP:Iteration 29Q (10785.580000 sec): 3 clusters Score: Raw -38440052.746677 + Penalty 6228.450362 = -38433824.296315 nChanged 12 SP:Iteration 30Q (10787.400000 sec): 3 clusters Score: Raw -38440058.073602 + Penalty 6228.450362 = -38433829.623240 nChanged 7 SP:Iteration 31Q (10788.800000 sec): 3 clusters Score: Raw -38440062.040268 + Penalty 6228.450362 = -38433833.589906 nChanged 10 SP:Iteration 32Q (10790.300000 sec): 3 clusters Score: Raw -38440067.471028 + Penalty 6228.450362 = -38433839.020666 nChanged 6 SP:Iteration 33Q (10791.850000 sec): 3 clusters Score: Raw -38440069.402601 + Penalty 6228.450362 = -38433840.952239 nChanged 6 SP:Iteration 34Q (10793.260000 sec): 3 clusters Score: Raw -38440071.795356 + Penalty 6228.450362 = -38433843.344995 nChanged 7 SP:Iteration 35Q (10794.810000 sec): 3 clusters Score: Raw -38440076.512697 + Penalty 6228.450362 = -38433848.062335 nChanged 8 SP:Iteration 36Q (10796.360000 sec): 3 clusters Score: Raw -38440080.036451 + Penalty 6228.450362 = -38433851.586089 nChanged 6 SP:Iteration 37Q (10797.900000 sec): 3 clusters Score: Raw -38440082.540779 + Penalty 6228.450362 = -38433854.090417 nChanged 5 SP:Iteration 38Q (10799.280000 sec): 3 clusters Score: Raw -38440085.230788 + Penalty 6228.450362 = -38433856.780426 nChanged 2 SP:Iteration 39Q (10800.560000 sec): 3 clusters Score: Raw -38440086.111561 + Penalty 6228.450362 = -38433857.661199 nChanged 1 SP:Iteration 40F (10802.200000 sec): 3 clusters Score: Raw -38440086.400269 + Penalty 6228.450362 = -38433857.949907 nChanged 1 SP:Iteration 41Q (10803.630000 sec): 3 clusters Score: Raw -38440086.745905 + Penalty 6228.450362 = -38433858.295544 nChanged 2 SP:Iteration 42Q (10805.000000 sec): 3 clusters Score: Raw -38440087.230951 + Penalty 6228.450362 = -38433858.780589 nChanged 0 SP:Iteration 43F (10806.830000 sec): 3 clusters Score: Raw -38440087.230951 + Penalty 6228.450362 = -38433858.780589 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 22 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10807.120000 sec): 2 clusters Score: Raw -24366.118882 + Penalty 1299.953260 = -23066.165622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10807.340000 sec): 3 clusters Score: Raw -24553.285868 + Penalty 2599.906519 = -21953.379348 nChanged 12 SP:Iteration 1F (10807.550000 sec): 3 clusters Score: Raw -24616.399203 + Penalty 2599.906519 = -22016.492683 nChanged 3 SP:Iteration 2Q (10807.750000 sec): 3 clusters Score: Raw -24634.550549 + Penalty 2599.906519 = -22034.644029 nChanged 2 SP:Iteration 3Q (10807.910000 sec): 3 clusters Score: Raw -24643.101752 + Penalty 2599.906519 = -22043.195233 nChanged 0 SP:Iteration 4F (10808.110000 sec): 3 clusters Score: Raw -24643.101752 + Penalty 2599.906519 = -22043.195233 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 23 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10808.230000 sec): 2 clusters Score: Raw -78509.875174 + Penalty 1616.015883 = -76893.859292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10808.430000 sec): 3 clusters Score: Raw -78475.386327 + Penalty 3232.031766 = -75243.354561 nChanged 152 SP:Iteration 1F (10808.630000 sec): 3 clusters Score: Raw -78800.437882 + Penalty 3232.031766 = -75568.406116 nChanged 60 SP:Iteration 2F (10808.820000 sec): 3 clusters Score: Raw -79047.009961 + Penalty 3232.031766 = -75814.978195 nChanged 55 SP:Iteration 3F (10809.000000 sec): 3 clusters Score: Raw -79281.017384 + Penalty 3232.031766 = -76048.985618 nChanged 42 SP:Iteration 4F (10809.210000 sec): 3 clusters Score: Raw -79521.482977 + Penalty 3232.031766 = -76289.451211 nChanged 35 SP:Iteration 5F (10809.400000 sec): 3 clusters Score: Raw -79761.194916 + Penalty 3232.031766 = -76529.163150 nChanged 25 SP:Iteration 6Q (10809.600000 sec): 3 clusters Score: Raw -79942.529796 + Penalty 3232.031766 = -76710.498030 nChanged 20 SP:Iteration 7Q (10809.750000 sec): 3 clusters Score: Raw -80027.186402 + Penalty 3232.031766 = -76795.154636 nChanged 15 SP:Iteration 8Q (10809.990000 sec): 3 clusters Score: Raw -80094.132762 + Penalty 3232.031766 = -76862.100997 nChanged 9 SP:Iteration 9Q (10810.160000 sec): 3 clusters Score: Raw -80140.145685 + Penalty 3232.031766 = -76908.113919 nChanged 11 SP:Iteration 10Q (10810.330000 sec): 3 clusters Score: Raw -80197.903132 + Penalty 3232.031766 = -76965.871366 nChanged 13 SP:Iteration 11Q (10810.570000 sec): 3 clusters Score: Raw -80252.061554 + Penalty 3232.031766 = -77020.029788 nChanged 4 SP:Iteration 12Q (10810.750000 sec): 3 clusters Score: Raw -80263.275086 + Penalty 3232.031766 = -77031.243321 nChanged 1 SP:Iteration 13Q (10810.910000 sec): 3 clusters Score: Raw -80265.637302 + Penalty 3232.031766 = -77033.605536 nChanged 1 SP:Iteration 14Q (10811.060000 sec): 3 clusters Score: Raw -80271.871449 + Penalty 3232.031766 = -77039.839683 nChanged 1 SP:Iteration 15Q (10811.280000 sec): 3 clusters Score: Raw -80273.659507 + Penalty 3232.031766 = -77041.627741 nChanged 0 SP:Iteration 16F (10811.420000 sec): 3 clusters Score: Raw -80273.659507 + Penalty 3232.031766 = -77041.627741 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 24 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10811.550000 sec): 2 clusters Score: Raw -60461.897156 + Penalty 1508.955854 = -58952.941302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10811.720000 sec): 3 clusters Score: Raw -60473.772853 + Penalty 3017.911709 = -57455.861144 nChanged 69 SP:Iteration 1F (10811.830000 sec): 3 clusters Score: Raw -60620.740481 + Penalty 3017.911709 = -57602.828772 nChanged 15 SP:Iteration 2Q (10812.000000 sec): 3 clusters Score: Raw -60649.330300 + Penalty 3017.911709 = -57631.418591 nChanged 5 SP:Iteration 3Q (10812.160000 sec): 3 clusters Score: Raw -60659.676090 + Penalty 3017.911709 = -57641.764381 nChanged 2 SP:Iteration 4Q (10812.320000 sec): 3 clusters Score: Raw -60661.423330 + Penalty 3017.911709 = -57643.511621 nChanged 1 SP:Iteration 5Q (10812.510000 sec): 3 clusters Score: Raw -60665.966048 + Penalty 3017.911709 = -57648.054339 nChanged 2 SP:Iteration 6Q (10812.720000 sec): 3 clusters Score: Raw -60670.488385 + Penalty 3017.911709 = -57652.576676 nChanged 1 SP:Iteration 7Q (10812.900000 sec): 3 clusters Score: Raw -60671.291236 + Penalty 3017.911709 = -57653.379527 nChanged 0 SP:Iteration 8F (10813.080000 sec): 3 clusters Score: Raw -60671.291236 + Penalty 3017.911709 = -57653.379527 nChanged 0 Iteration 179Q (10827.850000 sec): 26 clusters Score: Raw -59220487.623061 + Penalty 80604.925492 = -59139882.697569 nChanged 564 Iteration 180F (10852.660000 sec): 26 clusters Score: Raw -59220578.207940 + Penalty 80604.925492 = -59139973.282448 nChanged 587 Iteration 181Q (10866.260000 sec): 26 clusters Score: Raw -59220662.986285 + Penalty 80604.925492 = -59140058.060793 nChanged 594 Iteration 182Q (10879.060000 sec): 26 clusters Score: Raw -59220727.620268 + Penalty 80604.925492 = -59140122.694776 nChanged 623 Iteration 183Q (10893.520000 sec): 26 clusters Score: Raw -59220764.883838 + Penalty 80604.925492 = -59140159.958346 nChanged 651 Iteration 184Q (10907.220000 sec): 26 clusters Score: Raw -59220799.959062 + Penalty 80604.925492 = -59140195.033570 nChanged 651 Iteration 185Q (10919.920000 sec): 26 clusters Score: Raw -59220841.347522 + Penalty 80604.925492 = -59140236.422030 nChanged 704 Iteration 186Q (10935.280000 sec): 26 clusters Score: Raw -59220883.917798 + Penalty 80604.925492 = -59140278.992306 nChanged 722 Iteration 187Q (10951.190000 sec): 26 clusters Score: Raw -59220927.001950 + Penalty 80604.925492 = -59140322.076458 nChanged 748 Iteration 188Q (10964.790000 sec): 26 clusters Score: Raw -59220967.369335 + Penalty 80604.925492 = -59140362.443843 nChanged 774 Iteration 189Q (10978.680000 sec): 26 clusters Score: Raw -59221005.912699 + Penalty 80604.925492 = -59140400.987207 nChanged 748 Iteration 190Q (10992.730000 sec): 26 clusters Score: Raw -59221042.317437 + Penalty 80604.925492 = -59140437.391945 nChanged 705 Iteration 191Q (11006.790000 sec): 26 clusters Score: Raw -59221073.181593 + Penalty 80604.925492 = -59140468.256101 nChanged 703 Iteration 192Q (11020.720000 sec): 26 clusters Score: Raw -59221104.183733 + Penalty 80604.925492 = -59140499.258241 nChanged 711 Iteration 193Q (11034.810000 sec): 26 clusters Score: Raw -59221134.133139 + Penalty 80604.925492 = -59140529.207647 nChanged 696 Iteration 194Q (11048.760000 sec): 26 clusters Score: Raw -59221163.928426 + Penalty 80604.925492 = -59140559.002934 nChanged 696 Iteration 195Q (11061.880000 sec): 26 clusters Score: Raw -59221192.935339 + Penalty 80604.925492 = -59140588.009847 nChanged 667 Iteration 196Q (11075.700000 sec): 26 clusters Score: Raw -59221223.157180 + Penalty 80604.925492 = -59140618.231688 nChanged 657 Iteration 197Q (11089.080000 sec): 26 clusters Score: Raw -59221251.259328 + Penalty 80604.925492 = -59140646.333836 nChanged 666 Iteration 198Q (11102.810000 sec): 26 clusters Score: Raw -59221279.368201 + Penalty 80604.925492 = -59140674.442709 nChanged 626 Iteration 199Q (11115.650000 sec): 26 clusters Score: Raw -59221309.224009 + Penalty 80604.925492 = -59140704.298516 nChanged 684 Iteration 200F (11139.320000 sec): 26 clusters Score: Raw -59221343.287471 + Penalty 80604.925492 = -59140738.361978 nChanged 703 Iteration 201Q (11152.720000 sec): 26 clusters Score: Raw -59221378.656902 + Penalty 80604.925492 = -59140773.731410 nChanged 698 Iteration 202Q (11166.530000 sec): 26 clusters Score: Raw -59221412.479550 + Penalty 80604.925492 = -59140807.554057 nChanged 642 Iteration 203Q (11179.480000 sec): 26 clusters Score: Raw -59221446.105361 + Penalty 80604.925492 = -59140841.179869 nChanged 666 Iteration 204Q (11193.660000 sec): 26 clusters Score: Raw -59221477.454188 + Penalty 80604.925492 = -59140872.528696 nChanged 655 Iteration 205Q (11207.820000 sec): 26 clusters Score: Raw -59221510.273295 + Penalty 80604.925492 = -59140905.347802 nChanged 645 Iteration 206Q (11221.740000 sec): 26 clusters Score: Raw -59221544.576209 + Penalty 80604.925492 = -59140939.650717 nChanged 663 Iteration 207Q (11235.860000 sec): 26 clusters Score: Raw -59221579.869245 + Penalty 80604.925492 = -59140974.943752 nChanged 663 Iteration 208Q (11249.570000 sec): 26 clusters Score: Raw -59221622.115359 + Penalty 80604.925492 = -59141017.189867 nChanged 708 Iteration 209Q (11263.340000 sec): 26 clusters Score: Raw -59221666.774782 + Penalty 80604.925492 = -59141061.849290 nChanged 665 Iteration 210Q (11275.820000 sec): 26 clusters Score: Raw -59221717.972990 + Penalty 80604.925492 = -59141113.047498 nChanged 681 Iteration 211Q (11288.980000 sec): 26 clusters Score: Raw -59221767.703029 + Penalty 80604.925492 = -59141162.777537 nChanged 750 Iteration 212Q (11303.830000 sec): 26 clusters Score: Raw -59221822.781018 + Penalty 80604.925492 = -59141217.855526 nChanged 743 Iteration 213Q (11318.370000 sec): 26 clusters Score: Raw -59221873.515246 + Penalty 80604.925492 = -59141268.589754 nChanged 755 Iteration 214Q (11331.850000 sec): 26 clusters Score: Raw -59221924.902639 + Penalty 80604.925492 = -59141319.977147 nChanged 768 Iteration 215Q (11345.660000 sec): 26 clusters Score: Raw -59221972.657645 + Penalty 80604.925492 = -59141367.732152 nChanged 767 Iteration 216Q (11360.110000 sec): 26 clusters Score: Raw -59222017.448454 + Penalty 80604.925492 = -59141412.522962 nChanged 725 Iteration 217Q (11374.320000 sec): 26 clusters Score: Raw -59222055.137236 + Penalty 80604.925492 = -59141450.211744 nChanged 701 Iteration 218Q (11389.160000 sec): 26 clusters Score: Raw -59222090.628540 + Penalty 80604.925492 = -59141485.703047 nChanged 661 Writing temp clu file Because OldScore, -59141450.211744, is greater than current (better) Score,-59141485.703047 Compute initial score before splitting: Score: Raw -59222090.628540 + Penalty 80604.925492 = -59141485.703047 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (33351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11389.630000 sec): 2 clusters Score: Raw -4571571.056130 + Penalty 2582.881073 = -4568988.175058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11390.040000 sec): 3 clusters Score: Raw -4551555.849780 + Penalty 5165.762146 = -4546390.087634 nChanged 15079 SP:Iteration 1F (11390.460000 sec): 3 clusters Score: Raw -4559923.956168 + Penalty 5165.762146 = -4554758.194022 nChanged 1797 SP:Iteration 2F (11390.860000 sec): 3 clusters Score: Raw -4560753.354816 + Penalty 5165.762146 = -4555587.592671 nChanged 1803 SP:Iteration 3F (11391.270000 sec): 3 clusters Score: Raw -4561733.940463 + Penalty 5165.762146 = -4556568.178317 nChanged 1826 SP:Iteration 4F (11391.720000 sec): 3 clusters Score: Raw -4562841.573547 + Penalty 5165.762146 = -4557675.811401 nChanged 1929 SP:Iteration 5F (11392.190000 sec): 3 clusters Score: Raw -4564174.070729 + Penalty 5165.762146 = -4559008.308583 nChanged 1877 SP:Iteration 6F (11392.650000 sec): 3 clusters Score: Raw -4565559.721129 + Penalty 5165.762146 = -4560393.958983 nChanged 1757 SP:Iteration 7F (11393.020000 sec): 3 clusters Score: Raw -4566894.627860 + Penalty 5165.762146 = -4561728.865714 nChanged 1549 SP:Iteration 8Q (11393.500000 sec): 3 clusters Score: Raw -4568036.351609 + Penalty 5165.762146 = -4562870.589463 nChanged 1266 SP:Iteration 9Q (11393.920000 sec): 3 clusters Score: Raw -4568982.780977 + Penalty 5165.762146 = -4563817.018831 nChanged 1089 SP:Iteration 10Q (11394.290000 sec): 3 clusters Score: Raw -4569743.559767 + Penalty 5165.762146 = -4564577.797621 nChanged 853 SP:Iteration 11Q (11394.710000 sec): 3 clusters Score: Raw -4570309.279279 + Penalty 5165.762146 = -4565143.517133 nChanged 636 SP:Iteration 12Q (11395.100000 sec): 3 clusters Score: Raw -4570717.551620 + Penalty 5165.762146 = -4565551.789474 nChanged 510 SP:Iteration 13Q (11395.490000 sec): 3 clusters Score: Raw -4571005.949139 + Penalty 5165.762146 = -4565840.186994 nChanged 387 SP:Iteration 14Q (11395.890000 sec): 3 clusters Score: Raw -4571221.721999 + Penalty 5165.762146 = -4566055.959853 nChanged 294 SP:Iteration 15Q (11396.260000 sec): 3 clusters Score: Raw -4571376.035143 + Penalty 5165.762146 = -4566210.272997 nChanged 216 SP:Iteration 16Q (11396.640000 sec): 3 clusters Score: Raw -4571485.839618 + Penalty 5165.762146 = -4566320.077472 nChanged 179 SP:Iteration 17Q (11397.010000 sec): 3 clusters Score: Raw -4571586.249930 + Penalty 5165.762146 = -4566420.487784 nChanged 152 SP:Iteration 18Q (11397.360000 sec): 3 clusters Score: Raw -4571664.910705 + Penalty 5165.762146 = -4566499.148559 nChanged 115 SP:Iteration 19Q (11397.710000 sec): 3 clusters Score: Raw -4571728.151923 + Penalty 5165.762146 = -4566562.389778 nChanged 107 SP:Iteration 20F (11398.110000 sec): 3 clusters Score: Raw -4571787.022404 + Penalty 5165.762146 = -4566621.260258 nChanged 80 SP:Iteration 21Q (11398.450000 sec): 3 clusters Score: Raw -4571832.854281 + Penalty 5165.762146 = -4566667.092136 nChanged 65 SP:Iteration 22Q (11398.840000 sec): 3 clusters Score: Raw -4571868.900773 + Penalty 5165.762146 = -4566703.138627 nChanged 53 SP:Iteration 23Q (11399.200000 sec): 3 clusters Score: Raw -4571901.152448 + Penalty 5165.762146 = -4566735.390302 nChanged 42 SP:Iteration 24Q (11399.590000 sec): 3 clusters Score: Raw -4571925.234403 + Penalty 5165.762146 = -4566759.472257 nChanged 35 SP:Iteration 25Q (11399.890000 sec): 3 clusters Score: Raw -4571944.765037 + Penalty 5165.762146 = -4566779.002891 nChanged 21 SP:Iteration 26Q (11400.260000 sec): 3 clusters Score: Raw -4571954.374586 + Penalty 5165.762146 = -4566788.612440 nChanged 15 SP:Iteration 27Q (11400.610000 sec): 3 clusters Score: Raw -4571960.004060 + Penalty 5165.762146 = -4566794.241915 nChanged 8 SP:Iteration 28Q (11400.950000 sec): 3 clusters Score: Raw -4571962.913652 + Penalty 5165.762146 = -4566797.151506 nChanged 8 SP:Iteration 29Q (11401.310000 sec): 3 clusters Score: Raw -4571967.174360 + Penalty 5165.762146 = -4566801.412214 nChanged 4 SP:Iteration 30Q (11401.700000 sec): 3 clusters Score: Raw -4571969.878374 + Penalty 5165.762146 = -4566804.116228 nChanged 3 SP:Iteration 31Q (11402.150000 sec): 3 clusters Score: Raw -4571970.584999 + Penalty 5165.762146 = -4566804.822853 nChanged 2 SP:Iteration 32Q (11402.560000 sec): 3 clusters Score: Raw -4571970.960584 + Penalty 5165.762146 = -4566805.198439 nChanged 1 SP:Iteration 33Q (11402.940000 sec): 3 clusters Score: Raw -4571971.206126 + Penalty 5165.762146 = -4566805.443980 nChanged 1 SP:Iteration 34Q (11403.360000 sec): 3 clusters Score: Raw -4571971.434951 + Penalty 5165.762146 = -4566805.672805 nChanged 1 SP:Iteration 35Q (11403.740000 sec): 3 clusters Score: Raw -4571971.897893 + Penalty 5165.762146 = -4566806.135747 nChanged 0 SP:Iteration 36F (11404.090000 sec): 3 clusters Score: Raw -4571971.897893 + Penalty 5165.762146 = -4566806.135747 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11404.200000 sec): 2 clusters Score: Raw -51527.620925 + Penalty 1496.205383 = -50031.415542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11404.410000 sec): 3 clusters Score: Raw -51623.861558 + Penalty 2992.410766 = -48631.450792 nChanged 91 SP:Iteration 1F (11404.640000 sec): 3 clusters Score: Raw -51822.069325 + Penalty 2992.410766 = -48829.658559 nChanged 21 SP:Iteration 2F (11404.830000 sec): 3 clusters Score: Raw -51904.707867 + Penalty 2992.410766 = -48912.297101 nChanged 7 SP:Iteration 3Q (11405.010000 sec): 3 clusters Score: Raw -51931.518440 + Penalty 2992.410766 = -48939.107674 nChanged 8 SP:Iteration 4Q (11405.220000 sec): 3 clusters Score: Raw -51961.714717 + Penalty 2992.410766 = -48969.303951 nChanged 7 SP:Iteration 5Q (11405.400000 sec): 3 clusters Score: Raw -51977.048658 + Penalty 2992.410766 = -48984.637892 nChanged 7 SP:Iteration 6Q (11405.560000 sec): 3 clusters Score: Raw -51990.296565 + Penalty 2992.410766 = -48997.885799 nChanged 7 SP:Iteration 7Q (11405.780000 sec): 3 clusters Score: Raw -52001.982939 + Penalty 2992.410766 = -49009.572173 nChanged 1 SP:Iteration 8Q (11405.990000 sec): 3 clusters Score: Raw -52003.414215 + Penalty 2992.410766 = -49011.003449 nChanged 0 SP:Iteration 9F (11406.190000 sec): 3 clusters Score: Raw -52003.414215 + Penalty 2992.410766 = -49011.003449 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11406.310000 sec): 2 clusters Score: Raw -34368.230911 + Penalty 1412.045570 = -32956.185340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11406.500000 sec): 3 clusters Score: Raw -34655.161395 + Penalty 2824.091141 = -31831.070254 nChanged 52 SP:Iteration 1F (11406.660000 sec): 3 clusters Score: Raw -34847.606312 + Penalty 2824.091141 = -32023.515171 nChanged 19 SP:Iteration 2F (11406.890000 sec): 3 clusters Score: Raw -34918.486348 + Penalty 2824.091141 = -32094.395207 nChanged 9 SP:Iteration 3Q (11407.040000 sec): 3 clusters Score: Raw -34958.609454 + Penalty 2824.091141 = -32134.518314 nChanged 4 SP:Iteration 4Q (11407.270000 sec): 3 clusters Score: Raw -34974.364657 + Penalty 2824.091141 = -32150.273516 nChanged 3 SP:Iteration 5Q (11407.500000 sec): 3 clusters Score: Raw -34987.225577 + Penalty 2824.091141 = -32163.134436 nChanged 1 SP:Iteration 6Q (11407.670000 sec): 3 clusters Score: Raw -34993.614983 + Penalty 2824.091141 = -32169.523842 nChanged 2 SP:Iteration 7Q (11407.840000 sec): 3 clusters Score: Raw -35012.364935 + Penalty 2824.091141 = -32188.273794 nChanged 1 SP:Iteration 8Q (11408.050000 sec): 3 clusters Score: Raw -35017.554707 + Penalty 2824.091141 = -32193.463566 nChanged 2 SP:Iteration 9Q (11408.210000 sec): 3 clusters Score: Raw -35028.576111 + Penalty 2824.091141 = -32204.484970 nChanged 1 SP:Iteration 10Q (11408.440000 sec): 3 clusters Score: Raw -35041.637090 + Penalty 2824.091141 = -32217.545949 nChanged 1 SP:Iteration 11Q (11408.600000 sec): 3 clusters Score: Raw -35044.117014 + Penalty 2824.091141 = -32220.025873 nChanged 0 SP:Iteration 12F (11408.790000 sec): 3 clusters Score: Raw -35044.117014 + Penalty 2824.091141 = -32220.025873 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11408.900000 sec): 2 clusters Score: Raw -1011419.392292 + Penalty 2219.217086 = -1009200.175206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11409.130000 sec): 3 clusters Score: Raw -1007395.439705 + Penalty 4438.434172 = -1002957.005533 nChanged 3085 SP:Iteration 1F (11409.390000 sec): 3 clusters Score: Raw -1008947.588646 + Penalty 4438.434172 = -1004509.154474 nChanged 553 SP:Iteration 2F (11409.600000 sec): 3 clusters Score: Raw -1009223.438194 + Penalty 4438.434172 = -1004785.004022 nChanged 431 SP:Iteration 3F (11409.900000 sec): 3 clusters Score: Raw -1009421.336760 + Penalty 4438.434172 = -1004982.902588 nChanged 309 SP:Iteration 4Q (11410.090000 sec): 3 clusters Score: Raw -1009556.353998 + Penalty 4438.434172 = -1005117.919825 nChanged 270 SP:Iteration 5Q (11410.350000 sec): 3 clusters Score: Raw -1009682.442212 + Penalty 4438.434172 = -1005244.008040 nChanged 230 SP:Iteration 6Q (11410.590000 sec): 3 clusters Score: Raw -1009788.858774 + Penalty 4438.434172 = -1005350.424602 nChanged 216 SP:Iteration 7Q (11410.850000 sec): 3 clusters Score: Raw -1009892.793938 + Penalty 4438.434172 = -1005454.359766 nChanged 227 SP:Iteration 8Q (11411.070000 sec): 3 clusters Score: Raw -1009987.096719 + Penalty 4438.434172 = -1005548.662546 nChanged 169 SP:Iteration 9Q (11411.290000 sec): 3 clusters Score: Raw -1010088.854479 + Penalty 4438.434172 = -1005650.420306 nChanged 207 SP:Iteration 10Q (11411.590000 sec): 3 clusters Score: Raw -1010217.364494 + Penalty 4438.434172 = -1005778.930322 nChanged 213 SP:Iteration 11Q (11411.820000 sec): 3 clusters Score: Raw -1010334.971235 + Penalty 4438.434172 = -1005896.537062 nChanged 193 SP:Iteration 12Q (11412.060000 sec): 3 clusters Score: Raw -1010435.610090 + Penalty 4438.434172 = -1005997.175918 nChanged 175 SP:Iteration 13Q (11412.260000 sec): 3 clusters Score: Raw -1010537.145321 + Penalty 4438.434172 = -1006098.711148 nChanged 182 SP:Iteration 14Q (11412.460000 sec): 3 clusters Score: Raw -1010641.233013 + Penalty 4438.434172 = -1006202.798840 nChanged 171 SP:Iteration 15Q (11412.710000 sec): 3 clusters Score: Raw -1010721.299751 + Penalty 4438.434172 = -1006282.865579 nChanged 147 SP:Iteration 16Q (11412.960000 sec): 3 clusters Score: Raw -1010800.578346 + Penalty 4438.434172 = -1006362.144173 nChanged 146 SP:Iteration 17Q (11413.160000 sec): 3 clusters Score: Raw -1010877.006904 + Penalty 4438.434172 = -1006438.572732 nChanged 160 SP:Iteration 18Q (11413.420000 sec): 3 clusters Score: Raw -1010975.762405 + Penalty 4438.434172 = -1006537.328233 nChanged 150 SP:Iteration 19Q (11413.660000 sec): 3 clusters Score: Raw -1011072.026489 + Penalty 4438.434172 = -1006633.592317 nChanged 138 SP:Iteration 20F (11413.910000 sec): 3 clusters Score: Raw -1011148.938284 + Penalty 4438.434172 = -1006710.504112 nChanged 125 SP:Iteration 21Q (11414.110000 sec): 3 clusters Score: Raw -1011219.706854 + Penalty 4438.434172 = -1006781.272682 nChanged 111 SP:Iteration 22Q (11414.380000 sec): 3 clusters Score: Raw -1011274.978294 + Penalty 4438.434172 = -1006836.544121 nChanged 75 SP:Iteration 23Q (11414.600000 sec): 3 clusters Score: Raw -1011310.285228 + Penalty 4438.434172 = -1006871.851056 nChanged 65 SP:Iteration 24Q (11414.850000 sec): 3 clusters Score: Raw -1011337.119578 + Penalty 4438.434172 = -1006898.685406 nChanged 56 SP:Iteration 25Q (11415.060000 sec): 3 clusters Score: Raw -1011361.874555 + Penalty 4438.434172 = -1006923.440383 nChanged 44 SP:Iteration 26Q (11415.300000 sec): 3 clusters Score: Raw -1011381.038922 + Penalty 4438.434172 = -1006942.604749 nChanged 46 SP:Iteration 27Q (11415.510000 sec): 3 clusters Score: Raw -1011402.404495 + Penalty 4438.434172 = -1006963.970323 nChanged 39 SP:Iteration 28Q (11415.710000 sec): 3 clusters Score: Raw -1011425.291699 + Penalty 4438.434172 = -1006986.857526 nChanged 44 SP:Iteration 29Q (11415.990000 sec): 3 clusters Score: Raw -1011448.664193 + Penalty 4438.434172 = -1007010.230021 nChanged 37 SP:Iteration 30Q (11416.230000 sec): 3 clusters Score: Raw -1011467.370641 + Penalty 4438.434172 = -1007028.936469 nChanged 37 SP:Iteration 31Q (11416.460000 sec): 3 clusters Score: Raw -1011487.394648 + Penalty 4438.434172 = -1007048.960475 nChanged 31 SP:Iteration 32Q (11416.650000 sec): 3 clusters Score: Raw -1011504.179336 + Penalty 4438.434172 = -1007065.745163 nChanged 39 SP:Iteration 33Q (11416.900000 sec): 3 clusters Score: Raw -1011525.589971 + Penalty 4438.434172 = -1007087.155799 nChanged 43 SP:Iteration 34Q (11417.100000 sec): 3 clusters Score: Raw -1011551.405395 + Penalty 4438.434172 = -1007112.971223 nChanged 41 SP:Iteration 35Q (11417.330000 sec): 3 clusters Score: Raw -1011577.982467 + Penalty 4438.434172 = -1007139.548295 nChanged 43 SP:Iteration 36Q (11417.560000 sec): 3 clusters Score: Raw -1011607.787856 + Penalty 4438.434172 = -1007169.353684 nChanged 49 SP:Iteration 37Q (11417.860000 sec): 3 clusters Score: Raw -1011635.471335 + Penalty 4438.434172 = -1007197.037163 nChanged 29 SP:Iteration 38Q (11418.140000 sec): 3 clusters Score: Raw -1011651.078960 + Penalty 4438.434172 = -1007212.644788 nChanged 35 SP:Iteration 39Q (11418.360000 sec): 3 clusters Score: Raw -1011667.969214 + Penalty 4438.434172 = -1007229.535041 nChanged 25 SP:Iteration 40F (11418.580000 sec): 3 clusters Score: Raw -1011678.618867 + Penalty 4438.434172 = -1007240.184695 nChanged 15 SP:Iteration 41Q (11418.840000 sec): 3 clusters Score: Raw -1011687.072813 + Penalty 4438.434172 = -1007248.638641 nChanged 15 SP:Iteration 42Q (11419.060000 sec): 3 clusters Score: Raw -1011696.361220 + Penalty 4438.434172 = -1007257.927048 nChanged 12 SP:Iteration 43Q (11419.280000 sec): 3 clusters Score: Raw -1011702.591516 + Penalty 4438.434172 = -1007264.157344 nChanged 8 SP:Iteration 44Q (11419.550000 sec): 3 clusters Score: Raw -1011707.335775 + Penalty 4438.434172 = -1007268.901603 nChanged 12 SP:Iteration 45Q (11419.770000 sec): 3 clusters Score: Raw -1011713.073907 + Penalty 4438.434172 = -1007274.639735 nChanged 14 SP:Iteration 46Q (11419.970000 sec): 3 clusters Score: Raw -1011720.375116 + Penalty 4438.434172 = -1007281.940943 nChanged 9 SP:Iteration 47Q (11420.170000 sec): 3 clusters Score: Raw -1011725.424345 + Penalty 4438.434172 = -1007286.990173 nChanged 8 SP:Iteration 48Q (11420.420000 sec): 3 clusters Score: Raw -1011728.371942 + Penalty 4438.434172 = -1007289.937769 nChanged 7 SP:Iteration 49Q (11420.730000 sec): 3 clusters Score: Raw -1011733.073253 + Penalty 4438.434172 = -1007294.639081 nChanged 10 SP:Iteration 50Q (11420.930000 sec): 3 clusters Score: Raw -1011739.311264 + Penalty 4438.434172 = -1007300.877092 nChanged 8 SP:Iteration 51Q (11421.160000 sec): 3 clusters Score: Raw -1011744.635880 + Penalty 4438.434172 = -1007306.201708 nChanged 12 SP:Iteration 52Q (11421.380000 sec): 3 clusters Score: Raw -1011750.312913 + Penalty 4438.434172 = -1007311.878741 nChanged 9 SP:Iteration 53Q (11421.630000 sec): 3 clusters Score: Raw -1011754.974700 + Penalty 4438.434172 = -1007316.540528 nChanged 9 SP:Iteration 54Q (11421.870000 sec): 3 clusters Score: Raw -1011759.927666 + Penalty 4438.434172 = -1007321.493494 nChanged 7 SP:Iteration 55Q (11422.060000 sec): 3 clusters Score: Raw -1011763.283651 + Penalty 4438.434172 = -1007324.849479 nChanged 4 SP:Iteration 56Q (11422.260000 sec): 3 clusters Score: Raw -1011766.398477 + Penalty 4438.434172 = -1007327.964305 nChanged 4 SP:Iteration 57Q (11422.490000 sec): 3 clusters Score: Raw -1011770.301087 + Penalty 4438.434172 = -1007331.866915 nChanged 5 SP:Iteration 58Q (11422.710000 sec): 3 clusters Score: Raw -1011773.057522 + Penalty 4438.434172 = -1007334.623350 nChanged 5 SP:Iteration 59Q (11422.920000 sec): 3 clusters Score: Raw -1011776.513253 + Penalty 4438.434172 = -1007338.079081 nChanged 4 SP:Iteration 60F (11423.140000 sec): 3 clusters Score: Raw -1011778.320616 + Penalty 4438.434172 = -1007339.886444 nChanged 1 SP:Iteration 61Q (11423.400000 sec): 3 clusters Score: Raw -1011778.896785 + Penalty 4438.434172 = -1007340.462612 nChanged 3 SP:Iteration 62Q (11423.620000 sec): 3 clusters Score: Raw -1011782.085032 + Penalty 4438.434172 = -1007343.650859 nChanged 5 SP:Iteration 63Q (11423.890000 sec): 3 clusters Score: Raw -1011786.475604 + Penalty 4438.434172 = -1007348.041432 nChanged 5 SP:Iteration 64Q (11424.160000 sec): 3 clusters Score: Raw -1011790.517252 + Penalty 4438.434172 = -1007352.083080 nChanged 11 SP:Iteration 65Q (11424.380000 sec): 3 clusters Score: Raw -1011799.004560 + Penalty 4438.434172 = -1007360.570388 nChanged 11 SP:Iteration 66Q (11424.620000 sec): 3 clusters Score: Raw -1011805.809760 + Penalty 4438.434172 = -1007367.375588 nChanged 4 SP:Iteration 67Q (11424.850000 sec): 3 clusters Score: Raw -1011807.519552 + Penalty 4438.434172 = -1007369.085380 nChanged 3 SP:Iteration 68Q (11425.050000 sec): 3 clusters Score: Raw -1011808.972046 + Penalty 4438.434172 = -1007370.537873 nChanged 2 SP:Iteration 69Q (11425.320000 sec): 3 clusters Score: Raw -1011810.474873 + Penalty 4438.434172 = -1007372.040701 nChanged 1 SP:Iteration 70Q (11425.600000 sec): 3 clusters Score: Raw -1011810.848343 + Penalty 4438.434172 = -1007372.414171 nChanged 2 SP:Iteration 71Q (11425.780000 sec): 3 clusters Score: Raw -1011811.794107 + Penalty 4438.434172 = -1007373.359934 nChanged 0 SP:Iteration 72F (11426.000000 sec): 3 clusters Score: Raw -1011811.794107 + Penalty 4438.434172 = -1007373.359934 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11426.080000 sec): 2 clusters Score: Raw -38645.455562 + Penalty 1424.264791 = -37221.190771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11426.270000 sec): 3 clusters Score: Raw -38769.657843 + Penalty 2848.529581 = -35921.128262 nChanged 40 SP:Iteration 1F (11426.420000 sec): 3 clusters Score: Raw -38909.102624 + Penalty 2848.529581 = -36060.573043 nChanged 12 SP:Iteration 2Q (11426.650000 sec): 3 clusters Score: Raw -38957.922565 + Penalty 2848.529581 = -36109.392984 nChanged 6 SP:Iteration 3Q (11426.880000 sec): 3 clusters Score: Raw -38974.948450 + Penalty 2848.529581 = -36126.418869 nChanged 2 SP:Iteration 4Q (11427.120000 sec): 3 clusters Score: Raw -38982.237021 + Penalty 2848.529581 = -36133.707440 nChanged 0 SP:Iteration 5F (11427.320000 sec): 3 clusters Score: Raw -38982.237021 + Penalty 2848.529581 = -36133.707440 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11427.400000 sec): 2 clusters Score: Raw -27434.623559 + Penalty 1346.477716 = -26088.145843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11427.560000 sec): 3 clusters Score: Raw -27590.725888 + Penalty 2692.955432 = -24897.770456 nChanged 23 SP:Iteration 1F (11427.740000 sec): 3 clusters Score: Raw -27670.560084 + Penalty 2692.955432 = -24977.604652 nChanged 3 SP:Iteration 2Q (11427.910000 sec): 3 clusters Score: Raw -27678.370781 + Penalty 2692.955432 = -24985.415349 nChanged 1 SP:Iteration 3Q (11428.050000 sec): 3 clusters Score: Raw -27686.056237 + Penalty 2692.955432 = -24993.100805 nChanged 3 SP:Iteration 4Q (11428.270000 sec): 3 clusters Score: Raw -27704.479036 + Penalty 2692.955432 = -25011.523604 nChanged 0 SP:Iteration 5F (11428.480000 sec): 3 clusters Score: Raw -27704.479036 + Penalty 2692.955432 = -25011.523604 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11428.590000 sec): 2 clusters Score: Raw -163949.144936 + Penalty 1768.462910 = -162180.682026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11428.790000 sec): 3 clusters Score: Raw -163587.499232 + Penalty 3536.925820 = -160050.573412 nChanged 332 SP:Iteration 1F (11428.950000 sec): 3 clusters Score: Raw -163872.246105 + Penalty 3536.925820 = -160335.320285 nChanged 74 SP:Iteration 2F (11429.160000 sec): 3 clusters Score: Raw -163945.800353 + Penalty 3536.925820 = -160408.874533 nChanged 32 SP:Iteration 3Q (11429.320000 sec): 3 clusters Score: Raw -163981.946536 + Penalty 3536.925820 = -160445.020716 nChanged 23 SP:Iteration 4Q (11429.530000 sec): 3 clusters Score: Raw -164005.286388 + Penalty 3536.925820 = -160468.360568 nChanged 17 SP:Iteration 5Q (11429.700000 sec): 3 clusters Score: Raw -164028.258109 + Penalty 3536.925820 = -160491.332289 nChanged 14 SP:Iteration 6Q (11429.890000 sec): 3 clusters Score: Raw -164040.678464 + Penalty 3536.925820 = -160503.752644 nChanged 10 SP:Iteration 7Q (11430.070000 sec): 3 clusters Score: Raw -164052.796523 + Penalty 3536.925820 = -160515.870704 nChanged 10 SP:Iteration 8Q (11430.250000 sec): 3 clusters Score: Raw -164061.282154 + Penalty 3536.925820 = -160524.356334 nChanged 3 SP:Iteration 9Q (11430.500000 sec): 3 clusters Score: Raw -164063.356948 + Penalty 3536.925820 = -160526.431129 nChanged 1 SP:Iteration 10Q (11430.670000 sec): 3 clusters Score: Raw -164063.623240 + Penalty 3536.925820 = -160526.697420 nChanged 0 SP:Iteration 11F (11430.890000 sec): 3 clusters Score: Raw -164063.623240 + Penalty 3536.925820 = -160526.697420 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11431.030000 sec): 2 clusters Score: Raw -55526.197951 + Penalty 1542.706362 = -53983.491589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11431.180000 sec): 3 clusters Score: Raw -55632.294012 + Penalty 3085.412724 = -52546.881288 nChanged 100 SP:Iteration 1F (11431.420000 sec): 3 clusters Score: Raw -56104.414140 + Penalty 3085.412724 = -53019.001416 nChanged 48 SP:Iteration 2F (11431.600000 sec): 3 clusters Score: Raw -56346.964043 + Penalty 3085.412724 = -53261.551319 nChanged 38 SP:Iteration 3F (11431.760000 sec): 3 clusters Score: Raw -56603.305184 + Penalty 3085.412724 = -53517.892460 nChanged 33 SP:Iteration 4F (11431.990000 sec): 3 clusters Score: Raw -56931.935841 + Penalty 3085.412724 = -53846.523117 nChanged 25 SP:Iteration 5Q (11432.170000 sec): 3 clusters Score: Raw -57044.103695 + Penalty 3085.412724 = -53958.690970 nChanged 18 SP:Iteration 6Q (11432.410000 sec): 3 clusters Score: Raw -57123.351838 + Penalty 3085.412724 = -54037.939113 nChanged 11 SP:Iteration 7Q (11432.560000 sec): 3 clusters Score: Raw -57178.502752 + Penalty 3085.412724 = -54093.090027 nChanged 3 SP:Iteration 8Q (11432.800000 sec): 3 clusters Score: Raw -57191.079197 + Penalty 3085.412724 = -54105.666472 nChanged 2 SP:Iteration 9Q (11432.970000 sec): 3 clusters Score: Raw -57196.635285 + Penalty 3085.412724 = -54111.222561 nChanged 0 SP:Iteration 10F (11433.180000 sec): 3 clusters Score: Raw -57196.635285 + Penalty 3085.412724 = -54111.222561 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (5099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11433.340000 sec): 2 clusters Score: Raw -699775.876721 + Penalty 2117.126331 = -697658.750390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11433.570000 sec): 3 clusters Score: Raw -697286.373840 + Penalty 4234.252662 = -693052.121178 nChanged 1975 SP:Iteration 1F (11433.850000 sec): 3 clusters Score: Raw -698344.525854 + Penalty 4234.252662 = -694110.273192 nChanged 360 SP:Iteration 2F (11434.060000 sec): 3 clusters Score: Raw -698542.623044 + Penalty 4234.252662 = -694308.370382 nChanged 254 SP:Iteration 3Q (11434.250000 sec): 3 clusters Score: Raw -698670.375361 + Penalty 4234.252662 = -694436.122699 nChanged 182 SP:Iteration 4Q (11434.490000 sec): 3 clusters Score: Raw -698751.711391 + Penalty 4234.252662 = -694517.458730 nChanged 143 SP:Iteration 5Q (11434.740000 sec): 3 clusters Score: Raw -698810.105280 + Penalty 4234.252662 = -694575.852619 nChanged 123 SP:Iteration 6Q (11434.960000 sec): 3 clusters Score: Raw -698862.227000 + Penalty 4234.252662 = -694627.974338 nChanged 109 SP:Iteration 7Q (11435.160000 sec): 3 clusters Score: Raw -698904.052031 + Penalty 4234.252662 = -694669.799369 nChanged 80 SP:Iteration 8Q (11435.400000 sec): 3 clusters Score: Raw -698932.190251 + Penalty 4234.252662 = -694697.937589 nChanged 78 SP:Iteration 9Q (11435.620000 sec): 3 clusters Score: Raw -698963.554375 + Penalty 4234.252662 = -694729.301714 nChanged 85 SP:Iteration 10Q (11435.880000 sec): 3 clusters Score: Raw -698998.789787 + Penalty 4234.252662 = -694764.537125 nChanged 81 SP:Iteration 11Q (11436.140000 sec): 3 clusters Score: Raw -699027.997964 + Penalty 4234.252662 = -694793.745303 nChanged 65 SP:Iteration 12Q (11436.400000 sec): 3 clusters Score: Raw -699050.211166 + Penalty 4234.252662 = -694815.958505 nChanged 70 SP:Iteration 13Q (11436.590000 sec): 3 clusters Score: Raw -699075.929022 + Penalty 4234.252662 = -694841.676361 nChanged 74 SP:Iteration 14Q (11436.800000 sec): 3 clusters Score: Raw -699106.891774 + Penalty 4234.252662 = -694872.639112 nChanged 72 SP:Iteration 15Q (11436.980000 sec): 3 clusters Score: Raw -699139.113412 + Penalty 4234.252662 = -694904.860750 nChanged 93 SP:Iteration 16Q (11437.240000 sec): 3 clusters Score: Raw -699181.771466 + Penalty 4234.252662 = -694947.518804 nChanged 88 SP:Iteration 17Q (11437.460000 sec): 3 clusters Score: Raw -699227.475167 + Penalty 4234.252662 = -694993.222506 nChanged 103 SP:Iteration 18Q (11437.740000 sec): 3 clusters Score: Raw -699282.345396 + Penalty 4234.252662 = -695048.092734 nChanged 106 SP:Iteration 19Q (11437.990000 sec): 3 clusters Score: Raw -699335.121942 + Penalty 4234.252662 = -695100.869281 nChanged 113 SP:Iteration 20F (11438.230000 sec): 3 clusters Score: Raw -699401.003493 + Penalty 4234.252662 = -695166.750832 nChanged 102 SP:Iteration 21Q (11438.430000 sec): 3 clusters Score: Raw -699454.858517 + Penalty 4234.252662 = -695220.605855 nChanged 107 SP:Iteration 22Q (11438.630000 sec): 3 clusters Score: Raw -699512.748570 + Penalty 4234.252662 = -695278.495908 nChanged 91 SP:Iteration 23Q (11438.820000 sec): 3 clusters Score: Raw -699562.281100 + Penalty 4234.252662 = -695328.028438 nChanged 96 SP:Iteration 24Q (11439.040000 sec): 3 clusters Score: Raw -699619.046072 + Penalty 4234.252662 = -695384.793410 nChanged 74 SP:Iteration 25Q (11439.280000 sec): 3 clusters Score: Raw -699664.096758 + Penalty 4234.252662 = -695429.844096 nChanged 71 SP:Iteration 26Q (11439.510000 sec): 3 clusters Score: Raw -699701.604169 + Penalty 4234.252662 = -695467.351508 nChanged 64 SP:Iteration 27Q (11439.670000 sec): 3 clusters Score: Raw -699734.116138 + Penalty 4234.252662 = -695499.863477 nChanged 54 SP:Iteration 28Q (11439.830000 sec): 3 clusters Score: Raw -699765.334829 + Penalty 4234.252662 = -695531.082167 nChanged 59 SP:Iteration 29Q (11440.070000 sec): 3 clusters Score: Raw -699796.186418 + Penalty 4234.252662 = -695561.933756 nChanged 52 SP:Iteration 30Q (11440.300000 sec): 3 clusters Score: Raw -699828.088419 + Penalty 4234.252662 = -695593.835757 nChanged 49 SP:Iteration 31Q (11440.540000 sec): 3 clusters Score: Raw -699859.021017 + Penalty 4234.252662 = -695624.768355 nChanged 43 SP:Iteration 32Q (11440.810000 sec): 3 clusters Score: Raw -699885.971856 + Penalty 4234.252662 = -695651.719195 nChanged 39 SP:Iteration 33Q (11441.070000 sec): 3 clusters Score: Raw -699909.315970 + Penalty 4234.252662 = -695675.063308 nChanged 38 SP:Iteration 34Q (11441.290000 sec): 3 clusters Score: Raw -699933.433881 + Penalty 4234.252662 = -695699.181219 nChanged 32 SP:Iteration 35Q (11441.510000 sec): 3 clusters Score: Raw -699957.747493 + Penalty 4234.252662 = -695723.494831 nChanged 33 SP:Iteration 36Q (11441.710000 sec): 3 clusters Score: Raw -699977.776820 + Penalty 4234.252662 = -695743.524158 nChanged 17 SP:Iteration 37Q (11441.920000 sec): 3 clusters Score: Raw -699987.355663 + Penalty 4234.252662 = -695753.103002 nChanged 15 SP:Iteration 38Q (11442.110000 sec): 3 clusters Score: Raw -699994.681927 + Penalty 4234.252662 = -695760.429266 nChanged 14 SP:Iteration 39Q (11442.320000 sec): 3 clusters Score: Raw -700004.224233 + Penalty 4234.252662 = -695769.971571 nChanged 13 SP:Iteration 40F (11442.510000 sec): 3 clusters Score: Raw -700012.807773 + Penalty 4234.252662 = -695778.555112 nChanged 11 SP:Iteration 41Q (11442.810000 sec): 3 clusters Score: Raw -700018.455015 + Penalty 4234.252662 = -695784.202353 nChanged 10 SP:Iteration 42Q (11443.050000 sec): 3 clusters Score: Raw -700023.841901 + Penalty 4234.252662 = -695789.589239 nChanged 8 SP:Iteration 43Q (11443.270000 sec): 3 clusters Score: Raw -700029.529859 + Penalty 4234.252662 = -695795.277197 nChanged 5 SP:Iteration 44Q (11443.500000 sec): 3 clusters Score: Raw -700033.128243 + Penalty 4234.252662 = -695798.875582 nChanged 9 SP:Iteration 45Q (11443.740000 sec): 3 clusters Score: Raw -700039.013657 + Penalty 4234.252662 = -695804.760996 nChanged 3 SP:Iteration 46Q (11443.940000 sec): 3 clusters Score: Raw -700040.711877 + Penalty 4234.252662 = -695806.459215 nChanged 6 SP:Iteration 47Q (11444.190000 sec): 3 clusters Score: Raw -700043.124352 + Penalty 4234.252662 = -695808.871690 nChanged 5 SP:Iteration 48Q (11444.450000 sec): 3 clusters Score: Raw -700044.859242 + Penalty 4234.252662 = -695810.606581 nChanged 3 SP:Iteration 49Q (11444.680000 sec): 3 clusters Score: Raw -700046.510076 + Penalty 4234.252662 = -695812.257415 nChanged 2 SP:Iteration 50Q (11444.900000 sec): 3 clusters Score: Raw -700047.442251 + Penalty 4234.252662 = -695813.189589 nChanged 2 SP:Iteration 51Q (11445.110000 sec): 3 clusters Score: Raw -700048.193400 + Penalty 4234.252662 = -695813.940738 nChanged 1 SP:Iteration 52Q (11445.360000 sec): 3 clusters Score: Raw -700048.359996 + Penalty 4234.252662 = -695814.107334 nChanged 0 SP:Iteration 53F (11445.550000 sec): 3 clusters Score: Raw -700048.359996 + Penalty 4234.252662 = -695814.107334 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11445.640000 sec): 2 clusters Score: Raw -205010.007880 + Penalty 1818.102956 = -203191.904924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11445.850000 sec): 3 clusters Score: Raw -204504.715848 + Penalty 3636.205911 = -200868.509937 nChanged 469 SP:Iteration 1F (11446.070000 sec): 3 clusters Score: Raw -205113.108089 + Penalty 3636.205911 = -201476.902178 nChanged 152 SP:Iteration 2F (11446.230000 sec): 3 clusters Score: Raw -205384.070700 + Penalty 3636.205911 = -201747.864789 nChanged 100 SP:Iteration 3F (11446.430000 sec): 3 clusters Score: Raw -205535.554730 + Penalty 3636.205911 = -201899.348819 nChanged 69 SP:Iteration 4Q (11446.620000 sec): 3 clusters Score: Raw -205644.485129 + Penalty 3636.205911 = -202008.279218 nChanged 64 SP:Iteration 5Q (11446.850000 sec): 3 clusters Score: Raw -205761.639883 + Penalty 3636.205911 = -202125.433971 nChanged 59 SP:Iteration 6Q (11447.010000 sec): 3 clusters Score: Raw -205871.542556 + Penalty 3636.205911 = -202235.336645 nChanged 39 SP:Iteration 7Q (11447.180000 sec): 3 clusters Score: Raw -205933.212387 + Penalty 3636.205911 = -202297.006475 nChanged 37 SP:Iteration 8Q (11447.370000 sec): 3 clusters Score: Raw -205993.982996 + Penalty 3636.205911 = -202357.777085 nChanged 25 SP:Iteration 9Q (11447.590000 sec): 3 clusters Score: Raw -206038.066682 + Penalty 3636.205911 = -202401.860770 nChanged 18 SP:Iteration 10Q (11447.800000 sec): 3 clusters Score: Raw -206067.974395 + Penalty 3636.205911 = -202431.768483 nChanged 12 SP:Iteration 11Q (11447.950000 sec): 3 clusters Score: Raw -206089.656180 + Penalty 3636.205911 = -202453.450269 nChanged 11 SP:Iteration 12Q (11448.160000 sec): 3 clusters Score: Raw -206109.219209 + Penalty 3636.205911 = -202473.013298 nChanged 9 SP:Iteration 13Q (11448.350000 sec): 3 clusters Score: Raw -206125.052025 + Penalty 3636.205911 = -202488.846114 nChanged 11 SP:Iteration 14Q (11448.530000 sec): 3 clusters Score: Raw -206146.368420 + Penalty 3636.205911 = -202510.162509 nChanged 6 SP:Iteration 15Q (11448.700000 sec): 3 clusters Score: Raw -206155.217092 + Penalty 3636.205911 = -202519.011180 nChanged 6 SP:Iteration 16Q (11448.900000 sec): 3 clusters Score: Raw -206164.825513 + Penalty 3636.205911 = -202528.619602 nChanged 5 SP:Iteration 17Q (11449.140000 sec): 3 clusters Score: Raw -206185.421608 + Penalty 3636.205911 = -202549.215696 nChanged 9 SP:Iteration 18Q (11449.320000 sec): 3 clusters Score: Raw -206206.457838 + Penalty 3636.205911 = -202570.251926 nChanged 10 SP:Iteration 19Q (11449.550000 sec): 3 clusters Score: Raw -206221.100317 + Penalty 3636.205911 = -202584.894406 nChanged 6 SP:Iteration 20F (11449.780000 sec): 3 clusters Score: Raw -206233.515938 + Penalty 3636.205911 = -202597.310026 nChanged 7 SP:Iteration 21Q (11449.920000 sec): 3 clusters Score: Raw -206243.502731 + Penalty 3636.205911 = -202607.296819 nChanged 4 SP:Iteration 22Q (11450.120000 sec): 3 clusters Score: Raw -206251.334138 + Penalty 3636.205911 = -202615.128227 nChanged 7 SP:Iteration 23Q (11450.270000 sec): 3 clusters Score: Raw -206265.280198 + Penalty 3636.205911 = -202629.074287 nChanged 10 SP:Iteration 24Q (11450.440000 sec): 3 clusters Score: Raw -206289.720409 + Penalty 3636.205911 = -202653.514498 nChanged 12 SP:Iteration 25Q (11450.650000 sec): 3 clusters Score: Raw -206305.904090 + Penalty 3636.205911 = -202669.698178 nChanged 9 SP:Iteration 26Q (11450.830000 sec): 3 clusters Score: Raw -206323.335975 + Penalty 3636.205911 = -202687.130064 nChanged 7 SP:Iteration 27Q (11451.090000 sec): 3 clusters Score: Raw -206338.636075 + Penalty 3636.205911 = -202702.430163 nChanged 5 SP:Iteration 28Q (11451.250000 sec): 3 clusters Score: Raw -206346.647768 + Penalty 3636.205911 = -202710.441856 nChanged 5 SP:Iteration 29Q (11451.440000 sec): 3 clusters Score: Raw -206357.446502 + Penalty 3636.205911 = -202721.240591 nChanged 6 SP:Iteration 30Q (11451.580000 sec): 3 clusters Score: Raw -206369.167470 + Penalty 3636.205911 = -202732.961559 nChanged 8 SP:Iteration 31Q (11451.730000 sec): 3 clusters Score: Raw -206388.086597 + Penalty 3636.205911 = -202751.880686 nChanged 6 SP:Iteration 32Q (11451.870000 sec): 3 clusters Score: Raw -206399.575132 + Penalty 3636.205911 = -202763.369220 nChanged 6 SP:Iteration 33Q (11452.070000 sec): 3 clusters Score: Raw -206413.338317 + Penalty 3636.205911 = -202777.132406 nChanged 9 SP:Iteration 34Q (11452.280000 sec): 3 clusters Score: Raw -206428.372899 + Penalty 3636.205911 = -202792.166988 nChanged 5 SP:Iteration 35Q (11452.470000 sec): 3 clusters Score: Raw -206445.172113 + Penalty 3636.205911 = -202808.966201 nChanged 10 SP:Iteration 36Q (11452.680000 sec): 3 clusters Score: Raw -206475.921878 + Penalty 3636.205911 = -202839.715967 nChanged 11 SP:Iteration 37Q (11452.920000 sec): 3 clusters Score: Raw -206517.197574 + Penalty 3636.205911 = -202880.991662 nChanged 11 SP:Iteration 38Q (11453.060000 sec): 3 clusters Score: Raw -206554.792497 + Penalty 3636.205911 = -202918.586585 nChanged 15 SP:Iteration 39Q (11453.240000 sec): 3 clusters Score: Raw -206626.369253 + Penalty 3636.205911 = -202990.163341 nChanged 12 SP:Iteration 40F (11453.420000 sec): 3 clusters Score: Raw -206691.179584 + Penalty 3636.205911 = -203054.973672 nChanged 8 SP:Iteration 41Q (11453.580000 sec): 3 clusters Score: Raw -206725.745010 + Penalty 3636.205911 = -203089.539098 nChanged 6 SP:Iteration 42Q (11453.800000 sec): 3 clusters Score: Raw -206744.125836 + Penalty 3636.205911 = -203107.919924 nChanged 2 SP:Iteration 43Q (11453.980000 sec): 3 clusters Score: Raw -206746.451399 + Penalty 3636.205911 = -203110.245488 nChanged 1 SP:Iteration 44Q (11454.180000 sec): 3 clusters Score: Raw -206747.284840 + Penalty 3636.205911 = -203111.078929 nChanged 0 SP:Iteration 45F (11454.370000 sec): 3 clusters Score: Raw -206747.284840 + Penalty 3636.205911 = -203111.078929 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11454.430000 sec): 2 clusters Score: Raw -17788.310837 + Penalty 1276.578630 = -16511.732207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11454.630000 sec): 3 clusters Score: Raw -18157.475054 + Penalty 2553.157260 = -15604.317793 nChanged 12 SP:Iteration 1F (11454.840000 sec): 3 clusters Score: Raw -18223.003226 + Penalty 2553.157260 = -15669.845965 nChanged 7 SP:Iteration 2Q (11455.030000 sec): 3 clusters Score: Raw -18318.028025 + Penalty 2553.157260 = -15764.870765 nChanged 9 SP:Iteration 3F (11455.160000 sec): 3 clusters Score: Raw -18387.905799 + Penalty 2553.157260 = -15834.748539 nChanged 6 SP:Iteration 4Q (11455.390000 sec): 3 clusters Score: Raw -18458.265204 + Penalty 2553.157260 = -15905.107943 nChanged 8 SP:Iteration 5Q (11455.530000 sec): 3 clusters Score: Raw -18529.895607 + Penalty 2553.157260 = -15976.738346 nChanged 5 SP:Iteration 6Q (11455.750000 sec): 3 clusters Score: Raw -18582.582209 + Penalty 2553.157260 = -16029.424949 nChanged 3 SP:Iteration 7Q (11455.930000 sec): 3 clusters Score: Raw -18616.708593 + Penalty 2553.157260 = -16063.551333 nChanged 1 SP:Iteration 8Q (11456.080000 sec): 3 clusters Score: Raw -18646.466237 + Penalty 2553.157260 = -16093.308976 nChanged 1 SP:Iteration 9Q (11456.230000 sec): 3 clusters Score: Raw -18648.704706 + Penalty 2553.157260 = -16095.547446 nChanged 1 SP:Iteration 10Q (11456.370000 sec): 3 clusters Score: Raw -18652.496410 + Penalty 2553.157260 = -16099.339150 nChanged 1 SP:Iteration 11Q (11456.510000 sec): 3 clusters Score: Raw -18666.945488 + Penalty 2553.157260 = -16113.788228 nChanged 0 SP:Iteration 12F (11456.690000 sec): 3 clusters Score: Raw -18666.945488 + Penalty 2553.157260 = -16113.788228 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 12 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11456.750000 sec): 2 clusters Score: Raw -21058.331951 + Penalty 1297.314937 = -19761.017014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11456.900000 sec): 3 clusters Score: Raw -21243.960988 + Penalty 2594.629874 = -18649.331114 nChanged 12 SP:Iteration 1F (11457.090000 sec): 3 clusters Score: Raw -21320.867377 + Penalty 2594.629874 = -18726.237503 nChanged 4 SP:Iteration 2Q (11457.320000 sec): 3 clusters Score: Raw -21335.802317 + Penalty 2594.629874 = -18741.172443 nChanged 1 SP:Iteration 3Q (11457.460000 sec): 3 clusters Score: Raw -21341.025081 + Penalty 2594.629874 = -18746.395207 nChanged 0 SP:Iteration 4F (11457.690000 sec): 3 clusters Score: Raw -21341.025081 + Penalty 2594.629874 = -18746.395207 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11457.820000 sec): 2 clusters Score: Raw -22604.169133 + Penalty 1285.082320 = -21319.086812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11458.000000 sec): 3 clusters Score: Raw -22837.479375 + Penalty 2570.164641 = -20267.314734 nChanged 9 SP:Iteration 1F (11458.130000 sec): 3 clusters Score: Raw -22872.393179 + Penalty 2570.164641 = -20302.228538 nChanged 1 SP:Iteration 2Q (11458.300000 sec): 3 clusters Score: Raw -22874.113164 + Penalty 2570.164641 = -20303.948524 nChanged 0 SP:Iteration 3F (11458.480000 sec): 3 clusters Score: Raw -22874.113164 + Penalty 2570.164641 = -20303.948524 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (10913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11458.670000 sec): 2 clusters Score: Raw -1474742.098218 + Penalty 2305.832084 = -1472436.266134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11458.890000 sec): 3 clusters Score: Raw -1468778.769892 + Penalty 4611.664169 = -1464167.105723 nChanged 4598 SP:Iteration 1F (11459.150000 sec): 3 clusters Score: Raw -1471111.553551 + Penalty 4611.664169 = -1466499.889382 nChanged 658 SP:Iteration 2F (11459.410000 sec): 3 clusters Score: Raw -1471401.446602 + Penalty 4611.664169 = -1466789.782433 nChanged 526 SP:Iteration 3Q (11459.640000 sec): 3 clusters Score: Raw -1471599.220824 + Penalty 4611.664169 = -1466987.556655 nChanged 393 SP:Iteration 4Q (11459.840000 sec): 3 clusters Score: Raw -1471746.986384 + Penalty 4611.664169 = -1467135.322215 nChanged 344 SP:Iteration 5Q (11460.100000 sec): 3 clusters Score: Raw -1471863.424739 + Penalty 4611.664169 = -1467251.760570 nChanged 301 SP:Iteration 6Q (11460.360000 sec): 3 clusters Score: Raw -1471969.344853 + Penalty 4611.664169 = -1467357.680684 nChanged 300 SP:Iteration 7Q (11460.600000 sec): 3 clusters Score: Raw -1472093.525510 + Penalty 4611.664169 = -1467481.861341 nChanged 320 SP:Iteration 8Q (11460.860000 sec): 3 clusters Score: Raw -1472215.912994 + Penalty 4611.664169 = -1467604.248825 nChanged 324 SP:Iteration 9Q (11461.090000 sec): 3 clusters Score: Raw -1472342.303716 + Penalty 4611.664169 = -1467730.639547 nChanged 304 SP:Iteration 10Q (11461.340000 sec): 3 clusters Score: Raw -1472463.706942 + Penalty 4611.664169 = -1467852.042773 nChanged 321 SP:Iteration 11Q (11461.630000 sec): 3 clusters Score: Raw -1472600.005167 + Penalty 4611.664169 = -1467988.340998 nChanged 346 SP:Iteration 12Q (11461.900000 sec): 3 clusters Score: Raw -1472767.412806 + Penalty 4611.664169 = -1468155.748637 nChanged 375 SP:Iteration 13Q (11462.120000 sec): 3 clusters Score: Raw -1472955.893003 + Penalty 4611.664169 = -1468344.228834 nChanged 381 SP:Iteration 14Q (11462.370000 sec): 3 clusters Score: Raw -1473178.326022 + Penalty 4611.664169 = -1468566.661853 nChanged 417 SP:Iteration 15Q (11462.610000 sec): 3 clusters Score: Raw -1473455.142825 + Penalty 4611.664169 = -1468843.478656 nChanged 456 SP:Iteration 16Q (11462.830000 sec): 3 clusters Score: Raw -1473804.776048 + Penalty 4611.664169 = -1469193.111879 nChanged 427 SP:Iteration 17Q (11463.130000 sec): 3 clusters Score: Raw -1474162.269337 + Penalty 4611.664169 = -1469550.605168 nChanged 388 SP:Iteration 18Q (11463.390000 sec): 3 clusters Score: Raw -1474516.327599 + Penalty 4611.664169 = -1469904.663430 nChanged 341 SP:Iteration 19Q (11463.640000 sec): 3 clusters Score: Raw -1474796.378515 + Penalty 4611.664169 = -1470184.714346 nChanged 231 SP:Iteration 20F (11463.890000 sec): 3 clusters Score: Raw -1474951.802580 + Penalty 4611.664169 = -1470340.138411 nChanged 150 SP:Iteration 21Q (11464.180000 sec): 3 clusters Score: Raw -1475045.172648 + Penalty 4611.664169 = -1470433.508479 nChanged 129 SP:Iteration 22Q (11464.410000 sec): 3 clusters Score: Raw -1475102.587823 + Penalty 4611.664169 = -1470490.923654 nChanged 89 SP:Iteration 23Q (11464.690000 sec): 3 clusters Score: Raw -1475133.265853 + Penalty 4611.664169 = -1470521.601684 nChanged 69 SP:Iteration 24Q (11464.950000 sec): 3 clusters Score: Raw -1475158.797210 + Penalty 4611.664169 = -1470547.133041 nChanged 57 SP:Iteration 25Q (11465.170000 sec): 3 clusters Score: Raw -1475173.647740 + Penalty 4611.664169 = -1470561.983571 nChanged 44 SP:Iteration 26Q (11465.390000 sec): 3 clusters Score: Raw -1475185.405269 + Penalty 4611.664169 = -1470573.741100 nChanged 29 SP:Iteration 27Q (11465.680000 sec): 3 clusters Score: Raw -1475193.076360 + Penalty 4611.664169 = -1470581.412191 nChanged 33 SP:Iteration 28Q (11465.890000 sec): 3 clusters Score: Raw -1475201.552420 + Penalty 4611.664169 = -1470589.888251 nChanged 20 SP:Iteration 29Q (11466.180000 sec): 3 clusters Score: Raw -1475205.467371 + Penalty 4611.664169 = -1470593.803202 nChanged 10 SP:Iteration 30Q (11466.400000 sec): 3 clusters Score: Raw -1475207.311035 + Penalty 4611.664169 = -1470595.646866 nChanged 11 SP:Iteration 31Q (11466.660000 sec): 3 clusters Score: Raw -1475209.759854 + Penalty 4611.664169 = -1470598.095685 nChanged 10 SP:Iteration 32Q (11466.890000 sec): 3 clusters Score: Raw -1475211.500770 + Penalty 4611.664169 = -1470599.836601 nChanged 13 SP:Iteration 33Q (11467.150000 sec): 3 clusters Score: Raw -1475213.403939 + Penalty 4611.664169 = -1470601.739770 nChanged 7 SP:Iteration 34Q (11467.370000 sec): 3 clusters Score: Raw -1475214.247614 + Penalty 4611.664169 = -1470602.583445 nChanged 3 SP:Iteration 35Q (11467.630000 sec): 3 clusters Score: Raw -1475214.693987 + Penalty 4611.664169 = -1470603.029818 nChanged 5 SP:Iteration 36Q (11467.850000 sec): 3 clusters Score: Raw -1475215.522642 + Penalty 4611.664169 = -1470603.858473 nChanged 3 SP:Iteration 37Q (11468.040000 sec): 3 clusters Score: Raw -1475215.916283 + Penalty 4611.664169 = -1470604.252114 nChanged 2 SP:Iteration 38Q (11468.340000 sec): 3 clusters Score: Raw -1475216.106727 + Penalty 4611.664169 = -1470604.442558 nChanged 1 SP:Iteration 39Q (11468.580000 sec): 3 clusters Score: Raw -1475216.388070 + Penalty 4611.664169 = -1470604.723901 nChanged 6 SP:Iteration 40F (11468.880000 sec): 3 clusters Score: Raw -1475217.001667 + Penalty 4611.664169 = -1470605.337498 nChanged 3 SP:Iteration 41Q (11469.090000 sec): 3 clusters Score: Raw -1475217.623934 + Penalty 4611.664169 = -1470605.959765 nChanged 2 SP:Iteration 42Q (11469.310000 sec): 3 clusters Score: Raw -1475217.859950 + Penalty 4611.664169 = -1470606.195781 nChanged 2 SP:Iteration 43Q (11469.560000 sec): 3 clusters Score: Raw -1475218.037565 + Penalty 4611.664169 = -1470606.373396 nChanged 2 SP:Iteration 44Q (11469.780000 sec): 3 clusters Score: Raw -1475218.417777 + Penalty 4611.664169 = -1470606.753608 nChanged 6 SP:Iteration 45Q (11470.060000 sec): 3 clusters Score: Raw -1475219.439056 + Penalty 4611.664169 = -1470607.774887 nChanged 7 SP:Iteration 46Q (11470.340000 sec): 3 clusters Score: Raw -1475220.848560 + Penalty 4611.664169 = -1470609.184391 nChanged 4 SP:Iteration 47Q (11470.540000 sec): 3 clusters Score: Raw -1475221.526511 + Penalty 4611.664169 = -1470609.862342 nChanged 1 SP:Iteration 48Q (11470.800000 sec): 3 clusters Score: Raw -1475221.772811 + Penalty 4611.664169 = -1470610.108642 nChanged 5 SP:Iteration 49Q (11471.020000 sec): 3 clusters Score: Raw -1475222.341747 + Penalty 4611.664169 = -1470610.677578 nChanged 1 SP:Iteration 50Q (11471.330000 sec): 3 clusters Score: Raw -1475222.406480 + Penalty 4611.664169 = -1470610.742311 nChanged 2 SP:Iteration 51Q (11471.590000 sec): 3 clusters Score: Raw -1475222.664490 + Penalty 4611.664169 = -1470611.000321 nChanged 4 SP:Iteration 52Q (11471.790000 sec): 3 clusters Score: Raw -1475223.063754 + Penalty 4611.664169 = -1470611.399585 nChanged 0 SP:Iteration 53F (11472.090000 sec): 3 clusters Score: Raw -1475223.063754 + Penalty 4611.664169 = -1470611.399585 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11472.190000 sec): 2 clusters Score: Raw -16864.084538 + Penalty 1216.508145 = -15647.576392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11472.400000 sec): 3 clusters Score: Raw -17182.532426 + Penalty 2433.016290 = -14749.516136 nChanged 5 SP:Iteration 1Q (11472.520000 sec): 3 clusters Score: Raw -17214.279382 + Penalty 2433.016290 = -14781.263092 nChanged 1 SP:Iteration 2Q (11472.710000 sec): 3 clusters Score: Raw -17219.412045 + Penalty 2433.016290 = -14786.395755 nChanged 0 SP:Iteration 3F (11472.880000 sec): 3 clusters Score: Raw -17219.412045 + Penalty 2433.016290 = -14786.395755 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (84288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11473.460000 sec): 2 clusters Score: Raw -11628538.094307 + Penalty 2812.814707 = -11625725.279600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11474.130000 sec): 3 clusters Score: Raw -11575229.437528 + Penalty 5625.629413 = -11569603.808115 nChanged 39608 SP:Iteration 1F (11474.730000 sec): 3 clusters Score: Raw -11597852.821155 + Penalty 5625.629413 = -11592227.191741 nChanged 3538 SP:Iteration 2Q (11475.360000 sec): 3 clusters Score: Raw -11599044.147534 + Penalty 5625.629413 = -11593418.518120 nChanged 3906 SP:Iteration 3Q (11476.000000 sec): 3 clusters Score: Raw -11600629.636602 + Penalty 5625.629413 = -11595004.007188 nChanged 4472 SP:Iteration 4F (11476.600000 sec): 3 clusters Score: Raw -11602816.335857 + Penalty 5625.629413 = -11597190.706443 nChanged 5099 SP:Iteration 5F (11477.320000 sec): 3 clusters Score: Raw -11605695.932375 + Penalty 5625.629413 = -11600070.302962 nChanged 5405 SP:Iteration 6F (11478.010000 sec): 3 clusters Score: Raw -11609048.416562 + Penalty 5625.629413 = -11603422.787149 nChanged 5175 SP:Iteration 7F (11478.660000 sec): 3 clusters Score: Raw -11612440.519829 + Penalty 5625.629413 = -11606814.890416 nChanged 4508 SP:Iteration 8F (11479.480000 sec): 3 clusters Score: Raw -11615244.170254 + Penalty 5625.629413 = -11609618.540841 nChanged 3609 SP:Iteration 9Q (11480.260000 sec): 3 clusters Score: Raw -11617262.052792 + Penalty 5625.629413 = -11611636.423378 nChanged 2829 SP:Iteration 10Q (11481.050000 sec): 3 clusters Score: Raw -11618584.116502 + Penalty 5625.629413 = -11612958.487089 nChanged 1993 SP:Iteration 11Q (11481.690000 sec): 3 clusters Score: Raw -11619411.173673 + Penalty 5625.629413 = -11613785.544259 nChanged 1657 SP:Iteration 12Q (11482.380000 sec): 3 clusters Score: Raw -11620066.601666 + Penalty 5625.629413 = -11614440.972253 nChanged 1512 SP:Iteration 13Q (11483.030000 sec): 3 clusters Score: Raw -11620605.891008 + Penalty 5625.629413 = -11614980.261594 nChanged 1442 SP:Iteration 14Q (11483.710000 sec): 3 clusters Score: Raw -11621084.268826 + Penalty 5625.629413 = -11615458.639412 nChanged 1458 SP:Iteration 15Q (11484.360000 sec): 3 clusters Score: Raw -11621603.475615 + Penalty 5625.629413 = -11615977.846201 nChanged 1530 SP:Iteration 16Q (11485.010000 sec): 3 clusters Score: Raw -11622172.904105 + Penalty 5625.629413 = -11616547.274692 nChanged 1444 SP:Iteration 17Q (11485.660000 sec): 3 clusters Score: Raw -11622727.722263 + Penalty 5625.629413 = -11617102.092849 nChanged 1459 SP:Iteration 18Q (11486.210000 sec): 3 clusters Score: Raw -11623305.470214 + Penalty 5625.629413 = -11617679.840801 nChanged 1355 SP:Iteration 19Q (11486.810000 sec): 3 clusters Score: Raw -11623856.416190 + Penalty 5625.629413 = -11618230.786776 nChanged 1336 SP:Iteration 20F (11487.380000 sec): 3 clusters Score: Raw -11624436.314207 + Penalty 5625.629413 = -11618810.684794 nChanged 1249 SP:Iteration 21Q (11487.980000 sec): 3 clusters Score: Raw -11624989.561373 + Penalty 5625.629413 = -11619363.931960 nChanged 1187 SP:Iteration 22Q (11488.560000 sec): 3 clusters Score: Raw -11625545.327930 + Penalty 5625.629413 = -11619919.698517 nChanged 1092 SP:Iteration 23Q (11489.130000 sec): 3 clusters Score: Raw -11626086.412878 + Penalty 5625.629413 = -11620460.783464 nChanged 1000 SP:Iteration 24Q (11489.720000 sec): 3 clusters Score: Raw -11626598.219614 + Penalty 5625.629413 = -11620972.590201 nChanged 923 SP:Iteration 25Q (11490.310000 sec): 3 clusters Score: Raw -11627096.569555 + Penalty 5625.629413 = -11621470.940142 nChanged 800 SP:Iteration 26Q (11490.960000 sec): 3 clusters Score: Raw -11627549.144461 + Penalty 5625.629413 = -11621923.515048 nChanged 696 SP:Iteration 27Q (11491.540000 sec): 3 clusters Score: Raw -11627938.395928 + Penalty 5625.629413 = -11622312.766514 nChanged 587 SP:Iteration 28Q (11492.110000 sec): 3 clusters Score: Raw -11628262.995369 + Penalty 5625.629413 = -11622637.365956 nChanged 457 SP:Iteration 29Q (11492.690000 sec): 3 clusters Score: Raw -11628501.245782 + Penalty 5625.629413 = -11622875.616368 nChanged 320 SP:Iteration 30Q (11493.270000 sec): 3 clusters Score: Raw -11628650.594185 + Penalty 5625.629413 = -11623024.964772 nChanged 246 SP:Iteration 31Q (11493.850000 sec): 3 clusters Score: Raw -11628773.043131 + Penalty 5625.629413 = -11623147.413718 nChanged 199 SP:Iteration 32Q (11494.430000 sec): 3 clusters Score: Raw -11628878.360262 + Penalty 5625.629413 = -11623252.730849 nChanged 167 SP:Iteration 33Q (11495.000000 sec): 3 clusters Score: Raw -11628957.899150 + Penalty 5625.629413 = -11623332.269736 nChanged 119 SP:Iteration 34Q (11495.540000 sec): 3 clusters Score: Raw -11629013.187515 + Penalty 5625.629413 = -11623387.558101 nChanged 79 SP:Iteration 35Q (11496.130000 sec): 3 clusters Score: Raw -11629052.010390 + Penalty 5625.629413 = -11623426.380976 nChanged 57 SP:Iteration 36Q (11496.710000 sec): 3 clusters Score: Raw -11629081.799776 + Penalty 5625.629413 = -11623456.170363 nChanged 58 SP:Iteration 37Q (11497.320000 sec): 3 clusters Score: Raw -11629102.353912 + Penalty 5625.629413 = -11623476.724499 nChanged 34 SP:Iteration 38Q (11497.950000 sec): 3 clusters Score: Raw -11629115.175436 + Penalty 5625.629413 = -11623489.546022 nChanged 35 SP:Iteration 39Q (11498.560000 sec): 3 clusters Score: Raw -11629129.650860 + Penalty 5625.629413 = -11623504.021447 nChanged 32 SP:Iteration 40F (11499.240000 sec): 3 clusters Score: Raw -11629141.274350 + Penalty 5625.629413 = -11623515.644937 nChanged 22 SP:Iteration 41Q (11499.820000 sec): 3 clusters Score: Raw -11629150.414591 + Penalty 5625.629413 = -11623524.785177 nChanged 29 SP:Iteration 42Q (11500.360000 sec): 3 clusters Score: Raw -11629165.545303 + Penalty 5625.629413 = -11623539.915889 nChanged 42 SP:Iteration 43Q (11500.950000 sec): 3 clusters Score: Raw -11629184.843940 + Penalty 5625.629413 = -11623559.214527 nChanged 41 SP:Iteration 44Q (11501.550000 sec): 3 clusters Score: Raw -11629206.934052 + Penalty 5625.629413 = -11623581.304638 nChanged 38 SP:Iteration 45Q (11502.110000 sec): 3 clusters Score: Raw -11629231.679772 + Penalty 5625.629413 = -11623606.050359 nChanged 29 SP:Iteration 46Q (11502.640000 sec): 3 clusters Score: Raw -11629248.108730 + Penalty 5625.629413 = -11623622.479317 nChanged 27 SP:Iteration 47Q (11503.190000 sec): 3 clusters Score: Raw -11629262.547236 + Penalty 5625.629413 = -11623636.917823 nChanged 31 SP:Iteration 48Q (11503.690000 sec): 3 clusters Score: Raw -11629275.154947 + Penalty 5625.629413 = -11623649.525533 nChanged 16 SP:Iteration 49Q (11504.240000 sec): 3 clusters Score: Raw -11629286.342951 + Penalty 5625.629413 = -11623660.713537 nChanged 23 SP:Iteration 50Q (11504.770000 sec): 3 clusters Score: Raw -11629303.271582 + Penalty 5625.629413 = -11623677.642169 nChanged 34 SP:Iteration 51Q (11505.300000 sec): 3 clusters Score: Raw -11629330.968314 + Penalty 5625.629413 = -11623705.338900 nChanged 19 SP:Iteration 52Q (11505.820000 sec): 3 clusters Score: Raw -11629346.593920 + Penalty 5625.629413 = -11623720.964506 nChanged 17 SP:Iteration 53Q (11506.300000 sec): 3 clusters Score: Raw -11629354.357182 + Penalty 5625.629413 = -11623728.727768 nChanged 15 SP:Iteration 54Q (11506.780000 sec): 3 clusters Score: Raw -11629366.068479 + Penalty 5625.629413 = -11623740.439066 nChanged 18 SP:Iteration 55Q (11507.270000 sec): 3 clusters Score: Raw -11629375.049994 + Penalty 5625.629413 = -11623749.420581 nChanged 14 SP:Iteration 56Q (11507.730000 sec): 3 clusters Score: Raw -11629382.136455 + Penalty 5625.629413 = -11623756.507041 nChanged 9 SP:Iteration 57Q (11508.190000 sec): 3 clusters Score: Raw -11629386.592734 + Penalty 5625.629413 = -11623760.963321 nChanged 8 SP:Iteration 58Q (11508.660000 sec): 3 clusters Score: Raw -11629391.180463 + Penalty 5625.629413 = -11623765.551050 nChanged 8 SP:Iteration 59Q (11509.150000 sec): 3 clusters Score: Raw -11629394.514514 + Penalty 5625.629413 = -11623768.885101 nChanged 5 SP:Iteration 60F (11509.760000 sec): 3 clusters Score: Raw -11629396.516646 + Penalty 5625.629413 = -11623770.887233 nChanged 3 SP:Iteration 61Q (11510.280000 sec): 3 clusters Score: Raw -11629398.396849 + Penalty 5625.629413 = -11623772.767435 nChanged 4 SP:Iteration 62Q (11510.820000 sec): 3 clusters Score: Raw -11629400.804773 + Penalty 5625.629413 = -11623775.175360 nChanged 5 SP:Iteration 63Q (11511.460000 sec): 3 clusters Score: Raw -11629403.274698 + Penalty 5625.629413 = -11623777.645285 nChanged 5 SP:Iteration 64Q (11512.070000 sec): 3 clusters Score: Raw -11629406.452682 + Penalty 5625.629413 = -11623780.823268 nChanged 9 SP:Iteration 65Q (11512.700000 sec): 3 clusters Score: Raw -11629410.405548 + Penalty 5625.629413 = -11623784.776135 nChanged 5 SP:Iteration 66Q (11513.240000 sec): 3 clusters Score: Raw -11629412.800119 + Penalty 5625.629413 = -11623787.170705 nChanged 7 SP:Iteration 67Q (11513.800000 sec): 3 clusters Score: Raw -11629414.727651 + Penalty 5625.629413 = -11623789.098238 nChanged 2 SP:Iteration 68Q (11514.330000 sec): 3 clusters Score: Raw -11629415.122712 + Penalty 5625.629413 = -11623789.493298 nChanged 2 SP:Iteration 69Q (11514.880000 sec): 3 clusters Score: Raw -11629415.680430 + Penalty 5625.629413 = -11623790.051017 nChanged 0 SP:Iteration 70F (11515.470000 sec): 3 clusters Score: Raw -11629415.680430 + Penalty 5625.629413 = -11623790.051017 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11515.560000 sec): 2 clusters Score: Raw -67605.721837 + Penalty 1549.034478 = -66056.687359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11515.800000 sec): 3 clusters Score: Raw -67660.215523 + Penalty 3098.068956 = -64562.146567 nChanged 97 SP:Iteration 1F (11515.980000 sec): 3 clusters Score: Raw -67854.186751 + Penalty 3098.068956 = -64756.117796 nChanged 22 SP:Iteration 2Q (11516.160000 sec): 3 clusters Score: Raw -67895.196948 + Penalty 3098.068956 = -64797.127992 nChanged 12 SP:Iteration 3Q (11516.350000 sec): 3 clusters Score: Raw -67918.569290 + Penalty 3098.068956 = -64820.500335 nChanged 9 SP:Iteration 4Q (11516.490000 sec): 3 clusters Score: Raw -67936.769871 + Penalty 3098.068956 = -64838.700915 nChanged 4 SP:Iteration 5Q (11516.690000 sec): 3 clusters Score: Raw -67947.152575 + Penalty 3098.068956 = -64849.083619 nChanged 0 SP:Iteration 6F (11516.880000 sec): 3 clusters Score: Raw -67947.152575 + Penalty 3098.068956 = -64849.083619 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (18859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11517.010000 sec): 2 clusters Score: Raw -2537954.314109 + Penalty 2441.496892 = -2535512.817217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11517.300000 sec): 3 clusters Score: Raw -2527108.274413 + Penalty 4882.993784 = -2522225.280629 nChanged 8224 SP:Iteration 1F (11517.560000 sec): 3 clusters Score: Raw -2531459.756875 + Penalty 4882.993784 = -2526576.763091 nChanged 962 SP:Iteration 2F (11517.900000 sec): 3 clusters Score: Raw -2531803.613967 + Penalty 4882.993784 = -2526920.620183 nChanged 793 SP:Iteration 3Q (11518.150000 sec): 3 clusters Score: Raw -2532076.198840 + Penalty 4882.993784 = -2527193.205056 nChanged 699 SP:Iteration 4Q (11518.500000 sec): 3 clusters Score: Raw -2532308.525742 + Penalty 4882.993784 = -2527425.531958 nChanged 635 SP:Iteration 5Q (11518.730000 sec): 3 clusters Score: Raw -2532496.553590 + Penalty 4882.993784 = -2527613.559806 nChanged 594 SP:Iteration 6Q (11519.080000 sec): 3 clusters Score: Raw -2532699.082681 + Penalty 4882.993784 = -2527816.088897 nChanged 669 SP:Iteration 7Q (11519.410000 sec): 3 clusters Score: Raw -2532966.892527 + Penalty 4882.993784 = -2528083.898743 nChanged 732 SP:Iteration 8Q (11519.720000 sec): 3 clusters Score: Raw -2533303.490839 + Penalty 4882.993784 = -2528420.497055 nChanged 813 SP:Iteration 9Q (11519.980000 sec): 3 clusters Score: Raw -2533739.533835 + Penalty 4882.993784 = -2528856.540050 nChanged 951 SP:Iteration 10F (11520.350000 sec): 3 clusters Score: Raw -2534322.283027 + Penalty 4882.993784 = -2529439.289243 nChanged 1026 SP:Iteration 11F (11520.640000 sec): 3 clusters Score: Raw -2535025.696150 + Penalty 4882.993784 = -2530142.702366 nChanged 1023 SP:Iteration 12F (11520.950000 sec): 3 clusters Score: Raw -2535797.903541 + Penalty 4882.993784 = -2530914.909756 nChanged 887 SP:Iteration 13Q (11521.240000 sec): 3 clusters Score: Raw -2536538.938213 + Penalty 4882.993784 = -2531655.944429 nChanged 679 SP:Iteration 14Q (11521.570000 sec): 3 clusters Score: Raw -2537088.092006 + Penalty 4882.993784 = -2532205.098222 nChanged 452 SP:Iteration 15Q (11521.870000 sec): 3 clusters Score: Raw -2537464.707007 + Penalty 4882.993784 = -2532581.713223 nChanged 329 SP:Iteration 16Q (11522.120000 sec): 3 clusters Score: Raw -2537746.923440 + Penalty 4882.993784 = -2532863.929656 nChanged 213 SP:Iteration 17Q (11522.380000 sec): 3 clusters Score: Raw -2537926.233251 + Penalty 4882.993784 = -2533043.239467 nChanged 128 SP:Iteration 18Q (11522.630000 sec): 3 clusters Score: Raw -2538035.531331 + Penalty 4882.993784 = -2533152.537547 nChanged 76 SP:Iteration 19Q (11522.910000 sec): 3 clusters Score: Raw -2538101.712458 + Penalty 4882.993784 = -2533218.718673 nChanged 54 SP:Iteration 20F (11523.170000 sec): 3 clusters Score: Raw -2538144.413495 + Penalty 4882.993784 = -2533261.419711 nChanged 32 SP:Iteration 21Q (11523.380000 sec): 3 clusters Score: Raw -2538175.095451 + Penalty 4882.993784 = -2533292.101667 nChanged 35 SP:Iteration 22Q (11523.630000 sec): 3 clusters Score: Raw -2538206.739585 + Penalty 4882.993784 = -2533323.745801 nChanged 21 SP:Iteration 23Q (11523.890000 sec): 3 clusters Score: Raw -2538223.434905 + Penalty 4882.993784 = -2533340.441121 nChanged 19 SP:Iteration 24Q (11524.100000 sec): 3 clusters Score: Raw -2538236.103688 + Penalty 4882.993784 = -2533353.109904 nChanged 12 SP:Iteration 25Q (11524.350000 sec): 3 clusters Score: Raw -2538246.267703 + Penalty 4882.993784 = -2533363.273919 nChanged 10 SP:Iteration 26Q (11524.570000 sec): 3 clusters Score: Raw -2538252.972244 + Penalty 4882.993784 = -2533369.978460 nChanged 5 SP:Iteration 27Q (11524.880000 sec): 3 clusters Score: Raw -2538255.852682 + Penalty 4882.993784 = -2533372.858898 nChanged 2 SP:Iteration 28Q (11525.110000 sec): 3 clusters Score: Raw -2538257.398401 + Penalty 4882.993784 = -2533374.404617 nChanged 3 SP:Iteration 29Q (11525.360000 sec): 3 clusters Score: Raw -2538259.052045 + Penalty 4882.993784 = -2533376.058261 nChanged 2 SP:Iteration 30Q (11525.630000 sec): 3 clusters Score: Raw -2538260.448893 + Penalty 4882.993784 = -2533377.455109 nChanged 2 SP:Iteration 31Q (11525.930000 sec): 3 clusters Score: Raw -2538262.613283 + Penalty 4882.993784 = -2533379.619499 nChanged 2 SP:Iteration 32Q (11526.150000 sec): 3 clusters Score: Raw -2538264.085361 + Penalty 4882.993784 = -2533381.091577 nChanged 3 SP:Iteration 33Q (11526.430000 sec): 3 clusters Score: Raw -2538267.166988 + Penalty 4882.993784 = -2533384.173204 nChanged 2 SP:Iteration 34Q (11526.700000 sec): 3 clusters Score: Raw -2538269.197340 + Penalty 4882.993784 = -2533386.203556 nChanged 4 SP:Iteration 35Q (11527.020000 sec): 3 clusters Score: Raw -2538271.921294 + Penalty 4882.993784 = -2533388.927510 nChanged 6 SP:Iteration 36Q (11527.310000 sec): 3 clusters Score: Raw -2538277.876370 + Penalty 4882.993784 = -2533394.882586 nChanged 13 SP:Iteration 37Q (11527.630000 sec): 3 clusters Score: Raw -2538288.368426 + Penalty 4882.993784 = -2533405.374642 nChanged 7 SP:Iteration 38Q (11527.970000 sec): 3 clusters Score: Raw -2538293.546429 + Penalty 4882.993784 = -2533410.552645 nChanged 1 SP:Iteration 39Q (11528.210000 sec): 3 clusters Score: Raw -2538294.419459 + Penalty 4882.993784 = -2533411.425675 nChanged 1 SP:Iteration 40F (11528.510000 sec): 3 clusters Score: Raw -2538296.218994 + Penalty 4882.993784 = -2533413.225210 nChanged 3 SP:Iteration 41Q (11528.770000 sec): 3 clusters Score: Raw -2538297.897395 + Penalty 4882.993784 = -2533414.903611 nChanged 2 SP:Iteration 42Q (11529.020000 sec): 3 clusters Score: Raw -2538299.027504 + Penalty 4882.993784 = -2533416.033719 nChanged 1 SP:Iteration 43Q (11529.280000 sec): 3 clusters Score: Raw -2538299.827595 + Penalty 4882.993784 = -2533416.833811 nChanged 1 SP:Iteration 44Q (11529.560000 sec): 3 clusters Score: Raw -2538300.542252 + Penalty 4882.993784 = -2533417.548468 nChanged 0 SP:Iteration 45F (11529.870000 sec): 3 clusters Score: Raw -2538300.542252 + Penalty 4882.993784 = -2533417.548468 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (4658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11529.980000 sec): 2 clusters Score: Raw -633684.498908 + Penalty 2094.692680 = -631589.806228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11530.220000 sec): 3 clusters Score: Raw -631407.230999 + Penalty 4189.385359 = -627217.845640 nChanged 1830 SP:Iteration 1F (11530.400000 sec): 3 clusters Score: Raw -632413.567295 + Penalty 4189.385359 = -628224.181935 nChanged 347 SP:Iteration 2F (11530.600000 sec): 3 clusters Score: Raw -632606.752524 + Penalty 4189.385359 = -628417.367165 nChanged 227 SP:Iteration 3Q (11530.800000 sec): 3 clusters Score: Raw -632715.606644 + Penalty 4189.385359 = -628526.221284 nChanged 155 SP:Iteration 4Q (11531.090000 sec): 3 clusters Score: Raw -632784.172111 + Penalty 4189.385359 = -628594.786752 nChanged 111 SP:Iteration 5Q (11531.280000 sec): 3 clusters Score: Raw -632830.667053 + Penalty 4189.385359 = -628641.281693 nChanged 84 SP:Iteration 6Q (11531.480000 sec): 3 clusters Score: Raw -632862.038834 + Penalty 4189.385359 = -628672.653475 nChanged 63 SP:Iteration 7Q (11531.680000 sec): 3 clusters Score: Raw -632890.793738 + Penalty 4189.385359 = -628701.408379 nChanged 62 SP:Iteration 8Q (11531.910000 sec): 3 clusters Score: Raw -632915.369357 + Penalty 4189.385359 = -628725.983998 nChanged 63 SP:Iteration 9Q (11532.140000 sec): 3 clusters Score: Raw -632937.092644 + Penalty 4189.385359 = -628747.707285 nChanged 52 SP:Iteration 10Q (11532.440000 sec): 3 clusters Score: Raw -632954.026893 + Penalty 4189.385359 = -628764.641534 nChanged 39 SP:Iteration 11Q (11532.640000 sec): 3 clusters Score: Raw -632972.216352 + Penalty 4189.385359 = -628782.830992 nChanged 49 SP:Iteration 12Q (11532.840000 sec): 3 clusters Score: Raw -632992.055132 + Penalty 4189.385359 = -628802.669773 nChanged 42 SP:Iteration 13Q (11533.080000 sec): 3 clusters Score: Raw -633005.918558 + Penalty 4189.385359 = -628816.533198 nChanged 34 SP:Iteration 14Q (11533.280000 sec): 3 clusters Score: Raw -633017.942555 + Penalty 4189.385359 = -628828.557196 nChanged 29 SP:Iteration 15Q (11533.530000 sec): 3 clusters Score: Raw -633027.982448 + Penalty 4189.385359 = -628838.597089 nChanged 36 SP:Iteration 16Q (11533.710000 sec): 3 clusters Score: Raw -633042.283915 + Penalty 4189.385359 = -628852.898555 nChanged 42 SP:Iteration 17Q (11533.880000 sec): 3 clusters Score: Raw -633057.921818 + Penalty 4189.385359 = -628868.536458 nChanged 30 SP:Iteration 18Q (11534.130000 sec): 3 clusters Score: Raw -633068.051889 + Penalty 4189.385359 = -628878.666530 nChanged 27 SP:Iteration 19Q (11534.340000 sec): 3 clusters Score: Raw -633077.647253 + Penalty 4189.385359 = -628888.261893 nChanged 30 SP:Iteration 20F (11534.540000 sec): 3 clusters Score: Raw -633088.660587 + Penalty 4189.385359 = -628899.275227 nChanged 24 SP:Iteration 21Q (11534.790000 sec): 3 clusters Score: Raw -633095.810134 + Penalty 4189.385359 = -628906.424775 nChanged 25 SP:Iteration 22Q (11535.020000 sec): 3 clusters Score: Raw -633104.714142 + Penalty 4189.385359 = -628915.328782 nChanged 30 SP:Iteration 23Q (11535.230000 sec): 3 clusters Score: Raw -633114.322394 + Penalty 4189.385359 = -628924.937035 nChanged 28 SP:Iteration 24Q (11535.460000 sec): 3 clusters Score: Raw -633124.898334 + Penalty 4189.385359 = -628935.512975 nChanged 30 SP:Iteration 25Q (11535.710000 sec): 3 clusters Score: Raw -633133.513483 + Penalty 4189.385359 = -628944.128124 nChanged 11 SP:Iteration 26Q (11535.920000 sec): 3 clusters Score: Raw -633136.495243 + Penalty 4189.385359 = -628947.109883 nChanged 16 SP:Iteration 27Q (11536.130000 sec): 3 clusters Score: Raw -633142.470800 + Penalty 4189.385359 = -628953.085440 nChanged 21 SP:Iteration 28Q (11536.400000 sec): 3 clusters Score: Raw -633150.208711 + Penalty 4189.385359 = -628960.823352 nChanged 20 SP:Iteration 29Q (11536.600000 sec): 3 clusters Score: Raw -633158.489313 + Penalty 4189.385359 = -628969.103954 nChanged 19 SP:Iteration 30Q (11536.790000 sec): 3 clusters Score: Raw -633164.678913 + Penalty 4189.385359 = -628975.293554 nChanged 20 SP:Iteration 31Q (11537.040000 sec): 3 clusters Score: Raw -633171.386636 + Penalty 4189.385359 = -628982.001277 nChanged 21 SP:Iteration 32Q (11537.210000 sec): 3 clusters Score: Raw -633179.671579 + Penalty 4189.385359 = -628990.286220 nChanged 20 SP:Iteration 33Q (11537.460000 sec): 3 clusters Score: Raw -633187.622517 + Penalty 4189.385359 = -628998.237158 nChanged 22 SP:Iteration 34Q (11537.670000 sec): 3 clusters Score: Raw -633195.775296 + Penalty 4189.385359 = -629006.389937 nChanged 30 SP:Iteration 35Q (11537.890000 sec): 3 clusters Score: Raw -633208.405509 + Penalty 4189.385359 = -629019.020150 nChanged 26 SP:Iteration 36Q (11538.110000 sec): 3 clusters Score: Raw -633219.132233 + Penalty 4189.385359 = -629029.746874 nChanged 31 SP:Iteration 37Q (11538.320000 sec): 3 clusters Score: Raw -633234.515316 + Penalty 4189.385359 = -629045.129957 nChanged 41 SP:Iteration 38Q (11538.550000 sec): 3 clusters Score: Raw -633254.022187 + Penalty 4189.385359 = -629064.636828 nChanged 41 SP:Iteration 39Q (11538.780000 sec): 3 clusters Score: Raw -633274.656528 + Penalty 4189.385359 = -629085.271169 nChanged 43 SP:Iteration 40F (11539.030000 sec): 3 clusters Score: Raw -633296.284414 + Penalty 4189.385359 = -629106.899055 nChanged 44 SP:Iteration 41Q (11539.190000 sec): 3 clusters Score: Raw -633314.911743 + Penalty 4189.385359 = -629125.526383 nChanged 28 SP:Iteration 42Q (11539.430000 sec): 3 clusters Score: Raw -633324.980536 + Penalty 4189.385359 = -629135.595177 nChanged 29 SP:Iteration 43Q (11539.610000 sec): 3 clusters Score: Raw -633337.460937 + Penalty 4189.385359 = -629148.075577 nChanged 24 SP:Iteration 44Q (11539.790000 sec): 3 clusters Score: Raw -633349.830804 + Penalty 4189.385359 = -629160.445445 nChanged 28 SP:Iteration 45Q (11539.970000 sec): 3 clusters Score: Raw -633362.253169 + Penalty 4189.385359 = -629172.867810 nChanged 39 SP:Iteration 46Q (11540.140000 sec): 3 clusters Score: Raw -633376.495779 + Penalty 4189.385359 = -629187.110420 nChanged 28 SP:Iteration 47Q (11540.360000 sec): 3 clusters Score: Raw -633389.644977 + Penalty 4189.385359 = -629200.259618 nChanged 32 SP:Iteration 48Q (11540.610000 sec): 3 clusters Score: Raw -633405.907315 + Penalty 4189.385359 = -629216.521955 nChanged 37 SP:Iteration 49Q (11540.810000 sec): 3 clusters Score: Raw -633421.171925 + Penalty 4189.385359 = -629231.786565 nChanged 31 SP:Iteration 50Q (11541.040000 sec): 3 clusters Score: Raw -633432.848319 + Penalty 4189.385359 = -629243.462960 nChanged 25 SP:Iteration 51Q (11541.250000 sec): 3 clusters Score: Raw -633445.076008 + Penalty 4189.385359 = -629255.690649 nChanged 28 SP:Iteration 52Q (11541.520000 sec): 3 clusters Score: Raw -633459.648879 + Penalty 4189.385359 = -629270.263520 nChanged 32 SP:Iteration 53Q (11541.730000 sec): 3 clusters Score: Raw -633476.080797 + Penalty 4189.385359 = -629286.695438 nChanged 29 SP:Iteration 54Q (11541.970000 sec): 3 clusters Score: Raw -633493.937435 + Penalty 4189.385359 = -629304.552076 nChanged 42 SP:Iteration 55Q (11542.200000 sec): 3 clusters Score: Raw -633519.382522 + Penalty 4189.385359 = -629329.997162 nChanged 48 SP:Iteration 56Q (11542.410000 sec): 3 clusters Score: Raw -633546.787161 + Penalty 4189.385359 = -629357.401801 nChanged 43 SP:Iteration 57Q (11542.600000 sec): 3 clusters Score: Raw -633574.763377 + Penalty 4189.385359 = -629385.378018 nChanged 43 SP:Iteration 58Q (11542.840000 sec): 3 clusters Score: Raw -633601.129491 + Penalty 4189.385359 = -629411.744131 nChanged 40 SP:Iteration 59Q (11543.030000 sec): 3 clusters Score: Raw -633630.431318 + Penalty 4189.385359 = -629441.045959 nChanged 33 SP:Iteration 60F (11543.250000 sec): 3 clusters Score: Raw -633653.788669 + Penalty 4189.385359 = -629464.403310 nChanged 35 SP:Iteration 61Q (11543.460000 sec): 3 clusters Score: Raw -633677.949346 + Penalty 4189.385359 = -629488.563987 nChanged 40 SP:Iteration 62Q (11543.650000 sec): 3 clusters Score: Raw -633705.935633 + Penalty 4189.385359 = -629516.550274 nChanged 40 SP:Iteration 63Q (11543.870000 sec): 3 clusters Score: Raw -633736.319344 + Penalty 4189.385359 = -629546.933985 nChanged 26 SP:Iteration 64Q (11544.080000 sec): 3 clusters Score: Raw -633752.996145 + Penalty 4189.385359 = -629563.610786 nChanged 25 SP:Iteration 65Q (11544.300000 sec): 3 clusters Score: Raw -633771.741763 + Penalty 4189.385359 = -629582.356404 nChanged 17 SP:Iteration 66Q (11544.510000 sec): 3 clusters Score: Raw -633787.943476 + Penalty 4189.385359 = -629598.558117 nChanged 13 SP:Iteration 67Q (11544.720000 sec): 3 clusters Score: Raw -633799.501222 + Penalty 4189.385359 = -629610.115863 nChanged 10 SP:Iteration 68Q (11544.950000 sec): 3 clusters Score: Raw -633805.277898 + Penalty 4189.385359 = -629615.892539 nChanged 7 SP:Iteration 69Q (11545.150000 sec): 3 clusters Score: Raw -633809.326554 + Penalty 4189.385359 = -629619.941195 nChanged 5 SP:Iteration 70Q (11545.310000 sec): 3 clusters Score: Raw -633812.466923 + Penalty 4189.385359 = -629623.081563 nChanged 4 SP:Iteration 71Q (11545.530000 sec): 3 clusters Score: Raw -633815.829264 + Penalty 4189.385359 = -629626.443905 nChanged 7 SP:Iteration 72Q (11545.740000 sec): 3 clusters Score: Raw -633821.084614 + Penalty 4189.385359 = -629631.699255 nChanged 6 SP:Iteration 73Q (11545.940000 sec): 3 clusters Score: Raw -633827.277665 + Penalty 4189.385359 = -629637.892305 nChanged 5 SP:Iteration 74Q (11546.180000 sec): 3 clusters Score: Raw -633832.715725 + Penalty 4189.385359 = -629643.330366 nChanged 5 SP:Iteration 75Q (11546.420000 sec): 3 clusters Score: Raw -633838.212034 + Penalty 4189.385359 = -629648.826674 nChanged 6 SP:Iteration 76Q (11546.590000 sec): 3 clusters Score: Raw -633843.674765 + Penalty 4189.385359 = -629654.289406 nChanged 4 SP:Iteration 77Q (11546.820000 sec): 3 clusters Score: Raw -633847.253774 + Penalty 4189.385359 = -629657.868414 nChanged 2 SP:Iteration 78Q (11546.980000 sec): 3 clusters Score: Raw -633849.517817 + Penalty 4189.385359 = -629660.132457 nChanged 3 SP:Iteration 79Q (11547.210000 sec): 3 clusters Score: Raw -633851.335204 + Penalty 4189.385359 = -629661.949845 nChanged 3 SP:Iteration 80F (11547.440000 sec): 3 clusters Score: Raw -633854.428721 + Penalty 4189.385359 = -629665.043361 nChanged 1 SP:Iteration 81Q (11547.620000 sec): 3 clusters Score: Raw -633855.207117 + Penalty 4189.385359 = -629665.821757 nChanged 1 SP:Iteration 82Q (11547.840000 sec): 3 clusters Score: Raw -633855.573992 + Penalty 4189.385359 = -629666.188632 nChanged 3 SP:Iteration 83Q (11548.060000 sec): 3 clusters Score: Raw -633859.141339 + Penalty 4189.385359 = -629669.755979 nChanged 1 SP:Iteration 84Q (11548.200000 sec): 3 clusters Score: Raw -633859.741046 + Penalty 4189.385359 = -629670.355687 nChanged 0 SP:Iteration 85F (11548.440000 sec): 3 clusters Score: Raw -633859.741046 + Penalty 4189.385359 = -629670.355687 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11548.530000 sec): 2 clusters Score: Raw -27376.159221 + Penalty 1336.489789 = -26039.669432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11548.740000 sec): 3 clusters Score: Raw -27559.810161 + Penalty 2672.979578 = -24886.830583 nChanged 17 SP:Iteration 1F (11548.940000 sec): 3 clusters Score: Raw -27650.107937 + Penalty 2672.979578 = -24977.128359 nChanged 3 SP:Iteration 2Q (11549.130000 sec): 3 clusters Score: Raw -27665.956334 + Penalty 2672.979578 = -24992.976756 nChanged 3 SP:Iteration 3Q (11549.310000 sec): 3 clusters Score: Raw -27680.885303 + Penalty 2672.979578 = -25007.905725 nChanged 1 SP:Iteration 4Q (11549.500000 sec): 3 clusters Score: Raw -27684.254658 + Penalty 2672.979578 = -25011.275080 nChanged 0 SP:Iteration 5F (11549.700000 sec): 3 clusters Score: Raw -27684.254658 + Penalty 2672.979578 = -25011.275080 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 21 (268643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11551.000000 sec): 2 clusters Score: Raw -36334811.179342 + Penalty 3100.282383 = -36331710.896960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11552.700000 sec): 3 clusters Score: Raw -36157682.142201 + Penalty 6200.564765 = -36151481.577436 nChanged 129529 SP:Iteration 1F (11554.440000 sec): 3 clusters Score: Raw -36233561.348568 + Penalty 6200.564765 = -36227360.783803 nChanged 6375 SP:Iteration 2Q (11556.210000 sec): 3 clusters Score: Raw -36234796.453449 + Penalty 6200.564765 = -36228595.888684 nChanged 7498 SP:Iteration 3Q (11558.040000 sec): 3 clusters Score: Raw -36236713.651892 + Penalty 6200.564765 = -36230513.087127 nChanged 9851 SP:Iteration 4Q (11559.740000 sec): 3 clusters Score: Raw -36240164.630603 + Penalty 6200.564765 = -36233964.065838 nChanged 13939 SP:Iteration 5F (11561.420000 sec): 3 clusters Score: Raw -36246984.247885 + Penalty 6200.564765 = -36240783.683119 nChanged 19596 SP:Iteration 6F (11563.230000 sec): 3 clusters Score: Raw -36259996.659575 + Penalty 6200.564765 = -36253796.094810 nChanged 24994 SP:Iteration 7F (11564.980000 sec): 3 clusters Score: Raw -36281436.384100 + Penalty 6200.564765 = -36275235.819335 nChanged 25464 SP:Iteration 8F (11566.600000 sec): 3 clusters Score: Raw -36306850.116079 + Penalty 6200.564765 = -36300649.551314 nChanged 17944 SP:Iteration 9F (11568.320000 sec): 3 clusters Score: Raw -36325400.163699 + Penalty 6200.564765 = -36319199.598934 nChanged 7418 SP:Iteration 10Q (11569.920000 sec): 3 clusters Score: Raw -36332657.439941 + Penalty 6200.564765 = -36326456.875176 nChanged 1967 SP:Iteration 11Q (11571.350000 sec): 3 clusters Score: Raw -36334481.290250 + Penalty 6200.564765 = -36328280.725485 nChanged 417 SP:Iteration 12Q (11572.800000 sec): 3 clusters Score: Raw -36334935.742856 + Penalty 6200.564765 = -36328735.178091 nChanged 87 SP:Iteration 13Q (11574.120000 sec): 3 clusters Score: Raw -36335055.951084 + Penalty 6200.564765 = -36328855.386319 nChanged 37 SP:Iteration 14Q (11575.500000 sec): 3 clusters Score: Raw -36335110.669424 + Penalty 6200.564765 = -36328910.104659 nChanged 12 SP:Iteration 15Q (11576.960000 sec): 3 clusters Score: Raw -36335127.530622 + Penalty 6200.564765 = -36328926.965856 nChanged 6 SP:Iteration 16Q (11578.350000 sec): 3 clusters Score: Raw -36335135.719390 + Penalty 6200.564765 = -36328935.154624 nChanged 7 SP:Iteration 17Q (11579.700000 sec): 3 clusters Score: Raw -36335147.971164 + Penalty 6200.564765 = -36328947.406399 nChanged 6 SP:Iteration 18Q (11581.130000 sec): 3 clusters Score: Raw -36335157.387626 + Penalty 6200.564765 = -36328956.822861 nChanged 0 SP:Iteration 19F (11582.820000 sec): 3 clusters Score: Raw -36335157.387626 + Penalty 6200.564765 = -36328956.822861 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 22 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11583.070000 sec): 2 clusters Score: Raw -24366.118882 + Penalty 1299.953260 = -23066.165622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11583.240000 sec): 3 clusters Score: Raw -24525.945517 + Penalty 2599.906519 = -21926.038998 nChanged 10 SP:Iteration 1F (11583.420000 sec): 3 clusters Score: Raw -24574.761426 + Penalty 2599.906519 = -21974.854907 nChanged 2 SP:Iteration 2Q (11583.600000 sec): 3 clusters Score: Raw -24587.021929 + Penalty 2599.906519 = -21987.115409 nChanged 3 SP:Iteration 3Q (11583.740000 sec): 3 clusters Score: Raw -24602.240755 + Penalty 2599.906519 = -22002.334236 nChanged 2 SP:Iteration 4Q (11583.910000 sec): 3 clusters Score: Raw -24618.439872 + Penalty 2599.906519 = -22018.533353 nChanged 0 SP:Iteration 5F (11584.070000 sec): 3 clusters Score: Raw -24618.439872 + Penalty 2599.906519 = -22018.533353 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 23 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11584.180000 sec): 2 clusters Score: Raw -50531.012667 + Penalty 1504.969546 = -49026.043121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11584.310000 sec): 3 clusters Score: Raw -50597.554900 + Penalty 3009.939092 = -47587.615808 nChanged 65 SP:Iteration 1F (11584.490000 sec): 3 clusters Score: Raw -50762.250011 + Penalty 3009.939092 = -47752.310919 nChanged 22 SP:Iteration 2F (11584.660000 sec): 3 clusters Score: Raw -50819.521672 + Penalty 3009.939092 = -47809.582581 nChanged 10 SP:Iteration 3Q (11584.820000 sec): 3 clusters Score: Raw -50844.032509 + Penalty 3009.939092 = -47834.093418 nChanged 1 SP:Iteration 4Q (11585.050000 sec): 3 clusters Score: Raw -50846.177711 + Penalty 3009.939092 = -47836.238619 nChanged 0 SP:Iteration 5F (11585.200000 sec): 3 clusters Score: Raw -50846.177711 + Penalty 3009.939092 = -47836.238619 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 24 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11585.260000 sec): 2 clusters Score: Raw -60461.897156 + Penalty 1508.955854 = -58952.941302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11585.400000 sec): 3 clusters Score: Raw -60485.158533 + Penalty 3017.911709 = -57467.246825 nChanged 70 SP:Iteration 1F (11585.550000 sec): 3 clusters Score: Raw -60644.013733 + Penalty 3017.911709 = -57626.102024 nChanged 12 SP:Iteration 2Q (11585.720000 sec): 3 clusters Score: Raw -60676.102043 + Penalty 3017.911709 = -57658.190334 nChanged 8 SP:Iteration 3Q (11585.870000 sec): 3 clusters Score: Raw -60693.591559 + Penalty 3017.911709 = -57675.679850 nChanged 3 SP:Iteration 4Q (11586.020000 sec): 3 clusters Score: Raw -60697.466757 + Penalty 3017.911709 = -57679.555048 nChanged 1 SP:Iteration 5Q (11586.180000 sec): 3 clusters Score: Raw -60700.092985 + Penalty 3017.911709 = -57682.181276 nChanged 2 SP:Iteration 6Q (11586.380000 sec): 3 clusters Score: Raw -60706.889019 + Penalty 3017.911709 = -57688.977310 nChanged 0 SP:Iteration 7F (11586.560000 sec): 3 clusters Score: Raw -60706.889019 + Penalty 3017.911709 = -57688.977310 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 25 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11586.660000 sec): 2 clusters Score: Raw -39109.601689 + Penalty 1432.088783 = -37677.512905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11586.800000 sec): 3 clusters Score: Raw -39213.580145 + Penalty 2864.177567 = -36349.402578 nChanged 36 SP:Iteration 1F (11587.020000 sec): 3 clusters Score: Raw -39340.894744 + Penalty 2864.177567 = -36476.717177 nChanged 9 SP:Iteration 2Q (11587.220000 sec): 3 clusters Score: Raw -39380.466485 + Penalty 2864.177567 = -36516.288919 nChanged 6 SP:Iteration 3Q (11587.380000 sec): 3 clusters Score: Raw -39400.036656 + Penalty 2864.177567 = -36535.859089 nChanged 3 SP:Iteration 4Q (11587.590000 sec): 3 clusters Score: Raw -39419.176597 + Penalty 2864.177567 = -36554.999030 nChanged 2 SP:Iteration 5Q (11587.780000 sec): 3 clusters Score: Raw -39435.088042 + Penalty 2864.177567 = -36570.910476 nChanged 2 SP:Iteration 6Q (11587.950000 sec): 3 clusters Score: Raw -39442.855663 + Penalty 2864.177567 = -36578.678097 nChanged 0 SP:Iteration 7F (11588.110000 sec): 3 clusters Score: Raw -39442.855663 + Penalty 2864.177567 = -36578.678097 nChanged 0 Iteration 219Q (11600.740000 sec): 27 clusters Score: Raw -59223794.223599 + Penalty 83829.122512 = -59139965.101087 nChanged 599 Iteration 220F (11625.520000 sec): 27 clusters Score: Raw -59223823.970508 + Penalty 83829.122512 = -59139994.847996 nChanged 609 Iteration 221Q (11638.880000 sec): 27 clusters Score: Raw -59223854.831915 + Penalty 83829.122512 = -59140025.709403 nChanged 583 Iteration 222Q (11650.740000 sec): 27 clusters Score: Raw -59223880.822446 + Penalty 83829.122512 = -59140051.699934 nChanged 553 Iteration 223Q (11664.940000 sec): 27 clusters Score: Raw -59223903.769345 + Penalty 83829.122512 = -59140074.646833 nChanged 562 Iteration 224Q (11679.040000 sec): 27 clusters Score: Raw -59223927.071046 + Penalty 83829.122512 = -59140097.948534 nChanged 535 Iteration 225Q (11692.460000 sec): 27 clusters Score: Raw -59223951.123990 + Penalty 83829.122512 = -59140122.001478 nChanged 526 Iteration 226Q (11706.130000 sec): 27 clusters Score: Raw -59223971.620290 + Penalty 83829.122512 = -59140142.497778 nChanged 520 Iteration 227Q (11720.020000 sec): 27 clusters Score: Raw -59223991.679460 + Penalty 83829.122512 = -59140162.556948 nChanged 503 Iteration 228Q (11732.880000 sec): 27 clusters Score: Raw -59224010.630846 + Penalty 83829.122512 = -59140181.508334 nChanged 489 Iteration 229Q (11747.460000 sec): 27 clusters Score: Raw -59224030.437835 + Penalty 83829.122512 = -59140201.315323 nChanged 499 Iteration 230Q (11760.870000 sec): 27 clusters Score: Raw -59224051.212659 + Penalty 83829.122512 = -59140222.090147 nChanged 481 Iteration 231Q (11774.930000 sec): 27 clusters Score: Raw -59224072.782267 + Penalty 83829.122512 = -59140243.659755 nChanged 444 Iteration 232Q (11788.180000 sec): 27 clusters Score: Raw -59224092.263981 + Penalty 83829.122512 = -59140263.141469 nChanged 428 Iteration 233Q (11801.120000 sec): 27 clusters Score: Raw -59224107.894733 + Penalty 83829.122512 = -59140278.772221 nChanged 445 Iteration 234Q (11814.200000 sec): 27 clusters Score: Raw -59224125.766603 + Penalty 83829.122512 = -59140296.644091 nChanged 455 Iteration 235Q (11827.040000 sec): 27 clusters Score: Raw -59224143.062684 + Penalty 83829.122512 = -59140313.940172 nChanged 435 Iteration 236Q (11838.930000 sec): 27 clusters Score: Raw -59224159.816358 + Penalty 83829.122512 = -59140330.693847 nChanged 422 Iteration 237Q (11853.070000 sec): 27 clusters Score: Raw -59224175.118417 + Penalty 83829.122512 = -59140345.995905 nChanged 414 Iteration 238Q (11867.730000 sec): 27 clusters Score: Raw -59224190.319741 + Penalty 83829.122512 = -59140361.197229 nChanged 410 Iteration 239Q (11882.220000 sec): 27 clusters Score: Raw -59224204.686535 + Penalty 83829.122512 = -59140375.564023 nChanged 383 Iteration 240F (11907.850000 sec): 27 clusters Score: Raw -59224218.550496 + Penalty 83829.122512 = -59140389.427984 nChanged 352 Iteration 241Q (11922.850000 sec): 27 clusters Score: Raw -59224230.817124 + Penalty 83829.122512 = -59140401.694613 nChanged 349 Iteration 242Q (11936.880000 sec): 27 clusters Score: Raw -59224242.484987 + Penalty 83829.122512 = -59140413.362475 nChanged 312 Iteration 243Q (11949.820000 sec): 27 clusters Score: Raw -59224252.242131 + Penalty 83829.122512 = -59140423.119619 nChanged 271 Iteration 244Q (11963.350000 sec): 27 clusters Score: Raw -59224260.718018 + Penalty 83829.122512 = -59140431.595506 nChanged 271 Iteration 245Q (11977.790000 sec): 27 clusters Score: Raw -59224268.448287 + Penalty 83829.122512 = -59140439.325775 nChanged 279 Iteration 246Q (11992.180000 sec): 27 clusters Score: Raw -59224276.402501 + Penalty 83829.122512 = -59140447.279989 nChanged 239 Iteration 247Q (12005.340000 sec): 27 clusters Score: Raw -59224283.918112 + Penalty 83829.122512 = -59140454.795600 nChanged 260 Iteration 248Q (12017.050000 sec): 27 clusters Score: Raw -59224290.874922 + Penalty 83829.122512 = -59140461.752410 nChanged 197 Iteration 249Q (12031.040000 sec): 27 clusters Score: Raw -59224296.764644 + Penalty 83829.122512 = -59140467.642132 nChanged 198 Iteration 250Q (12044.290000 sec): 27 clusters Score: Raw -59224301.850771 + Penalty 83829.122512 = -59140472.728259 nChanged 196 Iteration 251Q (12058.150000 sec): 27 clusters Score: Raw -59224307.084562 + Penalty 83829.122512 = -59140477.962050 nChanged 187 Iteration 252Q (12070.200000 sec): 27 clusters Score: Raw -59224312.751426 + Penalty 83829.122512 = -59140483.628914 nChanged 198 Iteration 253Q (12082.920000 sec): 27 clusters Score: Raw -59224317.487074 + Penalty 83829.122512 = -59140488.364562 nChanged 187 Iteration 254Q (12096.670000 sec): 27 clusters Score: Raw -59224321.965513 + Penalty 83829.122512 = -59140492.843001 nChanged 210 Iteration 255Q (12111.260000 sec): 27 clusters Score: Raw -59224326.867812 + Penalty 83829.122512 = -59140497.745300 nChanged 175 Iteration 256Q (12124.290000 sec): 27 clusters Score: Raw -59224331.003658 + Penalty 83829.122512 = -59140501.881146 nChanged 161 Iteration 257Q (12138.150000 sec): 27 clusters Score: Raw -59224334.988675 + Penalty 83829.122512 = -59140505.866163 nChanged 168 Iteration 258Q (12153.000000 sec): 27 clusters Score: Raw -59224339.231720 + Penalty 83829.122512 = -59140510.109208 nChanged 153 Writing temp clu file Because OldScore, -59140505.866163, is greater than current (better) Score,-59140510.109208 Compute initial score before splitting: Score: Raw -59224339.231720 + Penalty 83829.122512 = -59140510.109208 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (32619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12153.340000 sec): 2 clusters Score: Raw -4472228.801183 + Penalty 2577.377254 = -4469651.423929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12153.700000 sec): 3 clusters Score: Raw -4452592.360769 + Penalty 5154.754509 = -4447437.606260 nChanged 14664 SP:Iteration 1F (12154.050000 sec): 3 clusters Score: Raw -4460569.491270 + Penalty 5154.754509 = -4455414.736761 nChanged 1400 SP:Iteration 2Q (12154.400000 sec): 3 clusters Score: Raw -4460954.334944 + Penalty 5154.754509 = -4455799.580435 nChanged 1157 SP:Iteration 3Q (12154.800000 sec): 3 clusters Score: Raw -4461262.251386 + Penalty 5154.754509 = -4456107.496877 nChanged 1026 SP:Iteration 4Q (12155.240000 sec): 3 clusters Score: Raw -4461510.705924 + Penalty 5154.754509 = -4456355.951415 nChanged 916 SP:Iteration 5Q (12155.670000 sec): 3 clusters Score: Raw -4461735.417758 + Penalty 5154.754509 = -4456580.663249 nChanged 858 SP:Iteration 6Q (12156.010000 sec): 3 clusters Score: Raw -4461934.429009 + Penalty 5154.754509 = -4456779.674500 nChanged 859 SP:Iteration 7Q (12156.400000 sec): 3 clusters Score: Raw -4462139.539788 + Penalty 5154.754509 = -4456984.785279 nChanged 901 SP:Iteration 8Q (12156.820000 sec): 3 clusters Score: Raw -4462389.285814 + Penalty 5154.754509 = -4457234.531305 nChanged 956 SP:Iteration 9Q (12157.190000 sec): 3 clusters Score: Raw -4462668.884931 + Penalty 5154.754509 = -4457514.130422 nChanged 1040 SP:Iteration 10Q (12157.590000 sec): 3 clusters Score: Raw -4463012.378360 + Penalty 5154.754509 = -4457857.623851 nChanged 1148 SP:Iteration 11Q (12158.030000 sec): 3 clusters Score: Raw -4463421.814820 + Penalty 5154.754509 = -4458267.060311 nChanged 1256 SP:Iteration 12Q (12158.420000 sec): 3 clusters Score: Raw -4463945.177319 + Penalty 5154.754509 = -4458790.422810 nChanged 1382 SP:Iteration 13Q (12158.800000 sec): 3 clusters Score: Raw -4464528.412663 + Penalty 5154.754509 = -4459373.658154 nChanged 1407 SP:Iteration 14Q (12159.230000 sec): 3 clusters Score: Raw -4465197.486089 + Penalty 5154.754509 = -4460042.731580 nChanged 1457 SP:Iteration 15Q (12159.600000 sec): 3 clusters Score: Raw -4465969.368448 + Penalty 5154.754509 = -4460814.613939 nChanged 1474 SP:Iteration 16Q (12160.050000 sec): 3 clusters Score: Raw -4466839.267172 + Penalty 5154.754509 = -4461684.512663 nChanged 1410 SP:Iteration 17Q (12160.460000 sec): 3 clusters Score: Raw -4467713.248198 + Penalty 5154.754509 = -4462558.493689 nChanged 1302 SP:Iteration 18Q (12160.840000 sec): 3 clusters Score: Raw -4468614.941903 + Penalty 5154.754509 = -4463460.187394 nChanged 1190 SP:Iteration 19Q (12161.260000 sec): 3 clusters Score: Raw -4469463.704718 + Penalty 5154.754509 = -4464308.950209 nChanged 992 SP:Iteration 20F (12161.640000 sec): 3 clusters Score: Raw -4470127.744760 + Penalty 5154.754509 = -4464972.990251 nChanged 772 SP:Iteration 21Q (12162.000000 sec): 3 clusters Score: Raw -4470643.044550 + Penalty 5154.754509 = -4465488.290041 nChanged 648 SP:Iteration 22Q (12162.330000 sec): 3 clusters Score: Raw -4471038.623463 + Penalty 5154.754509 = -4465883.868954 nChanged 518 SP:Iteration 23Q (12162.670000 sec): 3 clusters Score: Raw -4471313.096643 + Penalty 5154.754509 = -4466158.342134 nChanged 410 SP:Iteration 24Q (12163.020000 sec): 3 clusters Score: Raw -4471520.864569 + Penalty 5154.754509 = -4466366.110060 nChanged 346 SP:Iteration 25Q (12163.380000 sec): 3 clusters Score: Raw -4471675.801358 + Penalty 5154.754509 = -4466521.046849 nChanged 265 SP:Iteration 26Q (12163.750000 sec): 3 clusters Score: Raw -4471785.339727 + Penalty 5154.754509 = -4466630.585218 nChanged 250 SP:Iteration 27Q (12164.080000 sec): 3 clusters Score: Raw -4471899.884392 + Penalty 5154.754509 = -4466745.129884 nChanged 232 SP:Iteration 28Q (12164.500000 sec): 3 clusters Score: Raw -4472020.493383 + Penalty 5154.754509 = -4466865.738874 nChanged 214 SP:Iteration 29Q (12164.840000 sec): 3 clusters Score: Raw -4472139.947082 + Penalty 5154.754509 = -4466985.192573 nChanged 192 SP:Iteration 30Q (12165.190000 sec): 3 clusters Score: Raw -4472258.189440 + Penalty 5154.754509 = -4467103.434931 nChanged 177 SP:Iteration 31Q (12165.550000 sec): 3 clusters Score: Raw -4472374.142601 + Penalty 5154.754509 = -4467219.388092 nChanged 135 SP:Iteration 32Q (12165.930000 sec): 3 clusters Score: Raw -4472472.988787 + Penalty 5154.754509 = -4467318.234278 nChanged 106 SP:Iteration 33Q (12166.260000 sec): 3 clusters Score: Raw -4472547.055868 + Penalty 5154.754509 = -4467392.301359 nChanged 98 SP:Iteration 34Q (12166.630000 sec): 3 clusters Score: Raw -4472605.884672 + Penalty 5154.754509 = -4467451.130163 nChanged 74 SP:Iteration 35Q (12166.950000 sec): 3 clusters Score: Raw -4472643.044201 + Penalty 5154.754509 = -4467488.289692 nChanged 49 SP:Iteration 36Q (12167.290000 sec): 3 clusters Score: Raw -4472665.210102 + Penalty 5154.754509 = -4467510.455593 nChanged 37 SP:Iteration 37Q (12167.660000 sec): 3 clusters Score: Raw -4472679.291661 + Penalty 5154.754509 = -4467524.537152 nChanged 32 SP:Iteration 38Q (12167.970000 sec): 3 clusters Score: Raw -4472695.548868 + Penalty 5154.754509 = -4467540.794359 nChanged 31 SP:Iteration 39Q (12168.290000 sec): 3 clusters Score: Raw -4472707.782116 + Penalty 5154.754509 = -4467553.027607 nChanged 29 SP:Iteration 40F (12168.660000 sec): 3 clusters Score: Raw -4472720.085096 + Penalty 5154.754509 = -4467565.330587 nChanged 23 SP:Iteration 41Q (12169.010000 sec): 3 clusters Score: Raw -4472728.437507 + Penalty 5154.754509 = -4467573.682998 nChanged 17 SP:Iteration 42Q (12169.360000 sec): 3 clusters Score: Raw -4472733.939337 + Penalty 5154.754509 = -4467579.184828 nChanged 16 SP:Iteration 43Q (12169.720000 sec): 3 clusters Score: Raw -4472740.015866 + Penalty 5154.754509 = -4467585.261357 nChanged 13 SP:Iteration 44Q (12170.060000 sec): 3 clusters Score: Raw -4472744.028848 + Penalty 5154.754509 = -4467589.274340 nChanged 12 SP:Iteration 45Q (12170.430000 sec): 3 clusters Score: Raw -4472748.953389 + Penalty 5154.754509 = -4467594.198880 nChanged 13 SP:Iteration 46Q (12170.760000 sec): 3 clusters Score: Raw -4472753.259167 + Penalty 5154.754509 = -4467598.504658 nChanged 10 SP:Iteration 47Q (12171.070000 sec): 3 clusters Score: Raw -4472757.064243 + Penalty 5154.754509 = -4467602.309734 nChanged 7 SP:Iteration 48Q (12171.420000 sec): 3 clusters Score: Raw -4472759.047168 + Penalty 5154.754509 = -4467604.292659 nChanged 6 SP:Iteration 49Q (12171.750000 sec): 3 clusters Score: Raw -4472760.131782 + Penalty 5154.754509 = -4467605.377273 nChanged 0 SP:Iteration 50F (12172.140000 sec): 3 clusters Score: Raw -4472760.131782 + Penalty 5154.754509 = -4467605.377273 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12172.280000 sec): 2 clusters Score: Raw -51644.406305 + Penalty 1496.799395 = -50147.606909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12172.430000 sec): 3 clusters Score: Raw -51828.758005 + Penalty 2993.598791 = -48835.159215 nChanged 71 SP:Iteration 1F (12172.640000 sec): 3 clusters Score: Raw -51972.665458 + Penalty 2993.598791 = -48979.066667 nChanged 15 SP:Iteration 2Q (12172.830000 sec): 3 clusters Score: Raw -52010.692154 + Penalty 2993.598791 = -49017.093363 nChanged 10 SP:Iteration 3Q (12173.030000 sec): 3 clusters Score: Raw -52036.616988 + Penalty 2993.598791 = -49043.018198 nChanged 10 SP:Iteration 4Q (12173.220000 sec): 3 clusters Score: Raw -52061.328133 + Penalty 2993.598791 = -49067.729342 nChanged 3 SP:Iteration 5Q (12173.420000 sec): 3 clusters Score: Raw -52067.842262 + Penalty 2993.598791 = -49074.243472 nChanged 1 SP:Iteration 6Q (12173.630000 sec): 3 clusters Score: Raw -52072.885863 + Penalty 2993.598791 = -49079.287073 nChanged 0 SP:Iteration 7F (12173.870000 sec): 3 clusters Score: Raw -52072.885863 + Penalty 2993.598791 = -49079.287073 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12174.030000 sec): 2 clusters Score: Raw -34485.715918 + Penalty 1412.879185 = -33072.836734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12174.210000 sec): 3 clusters Score: Raw -34757.949506 + Penalty 2825.758369 = -31932.191137 nChanged 59 SP:Iteration 1F (12174.420000 sec): 3 clusters Score: Raw -34929.694391 + Penalty 2825.758369 = -32103.936022 nChanged 17 SP:Iteration 2F (12174.610000 sec): 3 clusters Score: Raw -34974.594458 + Penalty 2825.758369 = -32148.836088 nChanged 8 SP:Iteration 3Q (12174.810000 sec): 3 clusters Score: Raw -34987.667626 + Penalty 2825.758369 = -32161.909257 nChanged 1 SP:Iteration 4Q (12175.030000 sec): 3 clusters Score: Raw -34989.150771 + Penalty 2825.758369 = -32163.392402 nChanged 1 SP:Iteration 5Q (12175.220000 sec): 3 clusters Score: Raw -34991.034481 + Penalty 2825.758369 = -32165.276112 nChanged 0 SP:Iteration 6F (12175.420000 sec): 3 clusters Score: Raw -34991.034481 + Penalty 2825.758369 = -32165.276112 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12175.560000 sec): 2 clusters Score: Raw -979340.301634 + Penalty 2211.226957 = -977129.074676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12175.800000 sec): 3 clusters Score: Raw -975457.158447 + Penalty 4422.453915 = -971034.704532 nChanged 3050 SP:Iteration 1F (12176.050000 sec): 3 clusters Score: Raw -977131.133367 + Penalty 4422.453915 = -972708.679452 nChanged 522 SP:Iteration 2F (12176.330000 sec): 3 clusters Score: Raw -977420.457942 + Penalty 4422.453915 = -972998.004027 nChanged 391 SP:Iteration 3F (12176.540000 sec): 3 clusters Score: Raw -977624.315100 + Penalty 4422.453915 = -973201.861185 nChanged 341 SP:Iteration 4Q (12176.760000 sec): 3 clusters Score: Raw -977804.051344 + Penalty 4422.453915 = -973381.597429 nChanged 300 SP:Iteration 5Q (12177.010000 sec): 3 clusters Score: Raw -977941.286876 + Penalty 4422.453915 = -973518.832961 nChanged 244 SP:Iteration 6Q (12177.250000 sec): 3 clusters Score: Raw -978045.536126 + Penalty 4422.453915 = -973623.082211 nChanged 189 SP:Iteration 7Q (12177.510000 sec): 3 clusters Score: Raw -978123.346749 + Penalty 4422.453915 = -973700.892834 nChanged 166 SP:Iteration 8Q (12177.740000 sec): 3 clusters Score: Raw -978191.617962 + Penalty 4422.453915 = -973769.164047 nChanged 149 SP:Iteration 9Q (12177.960000 sec): 3 clusters Score: Raw -978254.699315 + Penalty 4422.453915 = -973832.245400 nChanged 153 SP:Iteration 10Q (12178.220000 sec): 3 clusters Score: Raw -978318.914749 + Penalty 4422.453915 = -973896.460834 nChanged 157 SP:Iteration 11Q (12178.500000 sec): 3 clusters Score: Raw -978386.391385 + Penalty 4422.453915 = -973963.937470 nChanged 151 SP:Iteration 12Q (12178.770000 sec): 3 clusters Score: Raw -978455.595078 + Penalty 4422.453915 = -974033.141163 nChanged 153 SP:Iteration 13Q (12178.960000 sec): 3 clusters Score: Raw -978525.423891 + Penalty 4422.453915 = -974102.969976 nChanged 149 SP:Iteration 14Q (12179.180000 sec): 3 clusters Score: Raw -978596.536256 + Penalty 4422.453915 = -974174.082341 nChanged 160 SP:Iteration 15Q (12179.450000 sec): 3 clusters Score: Raw -978669.484287 + Penalty 4422.453915 = -974247.030372 nChanged 138 SP:Iteration 16Q (12179.680000 sec): 3 clusters Score: Raw -978738.465227 + Penalty 4422.453915 = -974316.011312 nChanged 148 SP:Iteration 17Q (12179.960000 sec): 3 clusters Score: Raw -978810.546108 + Penalty 4422.453915 = -974388.092193 nChanged 134 SP:Iteration 18Q (12180.230000 sec): 3 clusters Score: Raw -978873.461093 + Penalty 4422.453915 = -974451.007178 nChanged 132 SP:Iteration 19Q (12180.450000 sec): 3 clusters Score: Raw -978933.969851 + Penalty 4422.453915 = -974511.515936 nChanged 123 SP:Iteration 20F (12180.670000 sec): 3 clusters Score: Raw -978987.818834 + Penalty 4422.453915 = -974565.364919 nChanged 110 SP:Iteration 21Q (12180.940000 sec): 3 clusters Score: Raw -979033.462054 + Penalty 4422.453915 = -974611.008139 nChanged 100 SP:Iteration 22Q (12181.200000 sec): 3 clusters Score: Raw -979073.050650 + Penalty 4422.453915 = -974650.596735 nChanged 97 SP:Iteration 23Q (12181.410000 sec): 3 clusters Score: Raw -979105.554373 + Penalty 4422.453915 = -974683.100458 nChanged 63 SP:Iteration 24Q (12181.650000 sec): 3 clusters Score: Raw -979127.218784 + Penalty 4422.453915 = -974704.764869 nChanged 42 SP:Iteration 25Q (12181.900000 sec): 3 clusters Score: Raw -979140.014277 + Penalty 4422.453915 = -974717.560362 nChanged 37 SP:Iteration 26Q (12182.120000 sec): 3 clusters Score: Raw -979148.581725 + Penalty 4422.453915 = -974726.127810 nChanged 27 SP:Iteration 27Q (12182.350000 sec): 3 clusters Score: Raw -979154.880699 + Penalty 4422.453915 = -974732.426784 nChanged 26 SP:Iteration 28Q (12182.630000 sec): 3 clusters Score: Raw -979161.822905 + Penalty 4422.453915 = -974739.368990 nChanged 29 SP:Iteration 29Q (12182.730000 sec): 3 clusters Score: Raw -979169.151191 + Penalty 4422.453915 = -974746.697276 nChanged 18 SP:Iteration 30Q (12182.980000 sec): 3 clusters Score: Raw -979174.024006 + Penalty 4422.453915 = -974751.570091 nChanged 21 SP:Iteration 31Q (12183.200000 sec): 3 clusters Score: Raw -979178.984978 + Penalty 4422.453915 = -974756.531063 nChanged 20 SP:Iteration 32Q (12183.420000 sec): 3 clusters Score: Raw -979184.588700 + Penalty 4422.453915 = -974762.134785 nChanged 17 SP:Iteration 33Q (12183.670000 sec): 3 clusters Score: Raw -979188.918401 + Penalty 4422.453915 = -974766.464486 nChanged 13 SP:Iteration 34Q (12183.880000 sec): 3 clusters Score: Raw -979191.830741 + Penalty 4422.453915 = -974769.376826 nChanged 13 SP:Iteration 35Q (12184.060000 sec): 3 clusters Score: Raw -979194.569730 + Penalty 4422.453915 = -974772.115815 nChanged 15 SP:Iteration 36Q (12184.320000 sec): 3 clusters Score: Raw -979198.551086 + Penalty 4422.453915 = -974776.097171 nChanged 19 SP:Iteration 37Q (12184.480000 sec): 3 clusters Score: Raw -979202.730241 + Penalty 4422.453915 = -974780.276326 nChanged 12 SP:Iteration 38Q (12184.740000 sec): 3 clusters Score: Raw -979205.034467 + Penalty 4422.453915 = -974782.580552 nChanged 10 SP:Iteration 39Q (12184.970000 sec): 3 clusters Score: Raw -979207.080666 + Penalty 4422.453915 = -974784.626751 nChanged 7 SP:Iteration 40F (12185.180000 sec): 3 clusters Score: Raw -979208.462263 + Penalty 4422.453915 = -974786.008348 nChanged 6 SP:Iteration 41Q (12185.410000 sec): 3 clusters Score: Raw -979209.422736 + Penalty 4422.453915 = -974786.968821 nChanged 9 SP:Iteration 42Q (12185.640000 sec): 3 clusters Score: Raw -979210.524861 + Penalty 4422.453915 = -974788.070946 nChanged 6 SP:Iteration 43Q (12185.920000 sec): 3 clusters Score: Raw -979211.906918 + Penalty 4422.453915 = -974789.453003 nChanged 6 SP:Iteration 44Q (12186.130000 sec): 3 clusters Score: Raw -979213.360804 + Penalty 4422.453915 = -974790.906889 nChanged 6 SP:Iteration 45Q (12186.370000 sec): 3 clusters Score: Raw -979214.435523 + Penalty 4422.453915 = -974791.981608 nChanged 3 SP:Iteration 46Q (12186.580000 sec): 3 clusters Score: Raw -979214.869433 + Penalty 4422.453915 = -974792.415518 nChanged 2 SP:Iteration 47Q (12186.780000 sec): 3 clusters Score: Raw -979215.162602 + Penalty 4422.453915 = -974792.708687 nChanged 2 SP:Iteration 48Q (12187.010000 sec): 3 clusters Score: Raw -979215.541276 + Penalty 4422.453915 = -974793.087361 nChanged 0 SP:Iteration 49F (12187.200000 sec): 3 clusters Score: Raw -979215.541276 + Penalty 4422.453915 = -974793.087361 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12187.300000 sec): 2 clusters Score: Raw -38645.455562 + Penalty 1424.264791 = -37221.190771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12187.500000 sec): 3 clusters Score: Raw -38815.348756 + Penalty 2848.529581 = -35966.819175 nChanged 33 SP:Iteration 1F (12187.700000 sec): 3 clusters Score: Raw -38912.849412 + Penalty 2848.529581 = -36064.319831 nChanged 8 SP:Iteration 2Q (12187.900000 sec): 3 clusters Score: Raw -38966.755715 + Penalty 2848.529581 = -36118.226134 nChanged 7 SP:Iteration 3Q (12188.090000 sec): 3 clusters Score: Raw -38994.751787 + Penalty 2848.529581 = -36146.222205 nChanged 4 SP:Iteration 4Q (12188.270000 sec): 3 clusters Score: Raw -39011.259626 + Penalty 2848.529581 = -36162.730044 nChanged 4 SP:Iteration 5Q (12188.440000 sec): 3 clusters Score: Raw -39036.096139 + Penalty 2848.529581 = -36187.566558 nChanged 4 SP:Iteration 6Q (12188.670000 sec): 3 clusters Score: Raw -39054.260780 + Penalty 2848.529581 = -36205.731198 nChanged 3 SP:Iteration 7Q (12188.880000 sec): 3 clusters Score: Raw -39067.204798 + Penalty 2848.529581 = -36218.675217 nChanged 1 SP:Iteration 8Q (12189.070000 sec): 3 clusters Score: Raw -39072.982330 + Penalty 2848.529581 = -36224.452749 nChanged 0 SP:Iteration 9F (12189.270000 sec): 3 clusters Score: Raw -39072.982330 + Penalty 2848.529581 = -36224.452749 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12189.330000 sec): 2 clusters Score: Raw -27434.623559 + Penalty 1346.477716 = -26088.145843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12189.570000 sec): 3 clusters Score: Raw -27608.143015 + Penalty 2692.955432 = -24915.187583 nChanged 17 SP:Iteration 1F (12189.740000 sec): 3 clusters Score: Raw -27704.699062 + Penalty 2692.955432 = -25011.743630 nChanged 1 SP:Iteration 2Q (12189.890000 sec): 3 clusters Score: Raw -27706.754539 + Penalty 2692.955432 = -25013.799107 nChanged 1 SP:Iteration 3Q (12190.120000 sec): 3 clusters Score: Raw -27710.379131 + Penalty 2692.955432 = -25017.423699 nChanged 0 SP:Iteration 4F (12190.280000 sec): 3 clusters Score: Raw -27710.379131 + Penalty 2692.955432 = -25017.423699 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12190.370000 sec): 2 clusters Score: Raw -172429.636471 + Penalty 1780.846137 = -170648.790334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12190.600000 sec): 3 clusters Score: Raw -172046.654144 + Penalty 3561.692275 = -168484.961870 nChanged 368 SP:Iteration 1F (12190.820000 sec): 3 clusters Score: Raw -172358.430797 + Penalty 3561.692275 = -168796.738522 nChanged 81 SP:Iteration 2F (12191.050000 sec): 3 clusters Score: Raw -172434.815716 + Penalty 3561.692275 = -168873.123441 nChanged 42 SP:Iteration 3Q (12191.220000 sec): 3 clusters Score: Raw -172475.199339 + Penalty 3561.692275 = -168913.507064 nChanged 22 SP:Iteration 4Q (12191.440000 sec): 3 clusters Score: Raw -172499.788594 + Penalty 3561.692275 = -168938.096320 nChanged 16 SP:Iteration 5Q (12191.630000 sec): 3 clusters Score: Raw -172515.980335 + Penalty 3561.692275 = -168954.288060 nChanged 11 SP:Iteration 6Q (12191.800000 sec): 3 clusters Score: Raw -172527.427018 + Penalty 3561.692275 = -168965.734743 nChanged 9 SP:Iteration 7Q (12192.010000 sec): 3 clusters Score: Raw -172536.200113 + Penalty 3561.692275 = -168974.507838 nChanged 7 SP:Iteration 8Q (12192.200000 sec): 3 clusters Score: Raw -172544.955012 + Penalty 3561.692275 = -168983.262737 nChanged 7 SP:Iteration 9Q (12192.370000 sec): 3 clusters Score: Raw -172552.811205 + Penalty 3561.692275 = -168991.118931 nChanged 9 SP:Iteration 10Q (12192.530000 sec): 3 clusters Score: Raw -172562.700088 + Penalty 3561.692275 = -169001.007813 nChanged 5 SP:Iteration 11Q (12192.690000 sec): 3 clusters Score: Raw -172568.018729 + Penalty 3561.692275 = -169006.326454 nChanged 3 SP:Iteration 12Q (12192.870000 sec): 3 clusters Score: Raw -172570.896566 + Penalty 3561.692275 = -169009.204292 nChanged 3 SP:Iteration 13Q (12193.090000 sec): 3 clusters Score: Raw -172572.867665 + Penalty 3561.692275 = -169011.175390 nChanged 1 SP:Iteration 14Q (12193.250000 sec): 3 clusters Score: Raw -172573.458603 + Penalty 3561.692275 = -169011.766328 nChanged 0 SP:Iteration 15F (12193.440000 sec): 3 clusters Score: Raw -172573.458603 + Penalty 3561.692275 = -169011.766328 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12193.530000 sec): 2 clusters Score: Raw -12577.049855 + Penalty 1174.577215 = -11402.472640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12193.750000 sec): 3 clusters Score: Raw -12911.464953 + Penalty 2349.154430 = -10562.310523 nChanged 2 SP:Iteration 1Q (12193.900000 sec): 3 clusters Score: Raw -12945.042753 + Penalty 2349.154430 = -10595.888322 nChanged 0 SP:Iteration 2F (12194.070000 sec): 3 clusters Score: Raw -12945.042753 + Penalty 2349.154430 = -10595.888322 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (5036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12194.200000 sec): 2 clusters Score: Raw -690874.450874 + Penalty 2114.043114 = -688760.407760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12194.430000 sec): 3 clusters Score: Raw -688373.868560 + Penalty 4228.086228 = -684145.782332 nChanged 1916 SP:Iteration 1F (12194.610000 sec): 3 clusters Score: Raw -689425.535193 + Penalty 4228.086228 = -685197.448965 nChanged 351 SP:Iteration 2F (12194.840000 sec): 3 clusters Score: Raw -689616.851609 + Penalty 4228.086228 = -685388.765381 nChanged 229 SP:Iteration 3Q (12195.070000 sec): 3 clusters Score: Raw -689731.418174 + Penalty 4228.086228 = -685503.331946 nChanged 156 SP:Iteration 4Q (12195.270000 sec): 3 clusters Score: Raw -689811.083518 + Penalty 4228.086228 = -685582.997290 nChanged 139 SP:Iteration 5Q (12195.470000 sec): 3 clusters Score: Raw -689881.324048 + Penalty 4228.086228 = -685653.237820 nChanged 118 SP:Iteration 6Q (12195.690000 sec): 3 clusters Score: Raw -689930.963194 + Penalty 4228.086228 = -685702.876966 nChanged 91 SP:Iteration 7Q (12195.950000 sec): 3 clusters Score: Raw -689971.035809 + Penalty 4228.086228 = -685742.949581 nChanged 89 SP:Iteration 8Q (12196.190000 sec): 3 clusters Score: Raw -690006.992869 + Penalty 4228.086228 = -685778.906641 nChanged 80 SP:Iteration 9Q (12196.430000 sec): 3 clusters Score: Raw -690045.537175 + Penalty 4228.086228 = -685817.450947 nChanged 79 SP:Iteration 10Q (12196.630000 sec): 3 clusters Score: Raw -690080.178947 + Penalty 4228.086228 = -685852.092719 nChanged 80 SP:Iteration 11Q (12196.820000 sec): 3 clusters Score: Raw -690117.075455 + Penalty 4228.086228 = -685888.989227 nChanged 80 SP:Iteration 12Q (12197.060000 sec): 3 clusters Score: Raw -690152.544318 + Penalty 4228.086228 = -685924.458090 nChanged 64 SP:Iteration 13Q (12197.280000 sec): 3 clusters Score: Raw -690180.590443 + Penalty 4228.086228 = -685952.504215 nChanged 79 SP:Iteration 14Q (12197.550000 sec): 3 clusters Score: Raw -690214.496163 + Penalty 4228.086228 = -685986.409935 nChanged 93 SP:Iteration 15Q (12197.790000 sec): 3 clusters Score: Raw -690258.139160 + Penalty 4228.086228 = -686030.052932 nChanged 93 SP:Iteration 16Q (12197.990000 sec): 3 clusters Score: Raw -690298.482303 + Penalty 4228.086228 = -686070.396075 nChanged 81 SP:Iteration 17Q (12198.180000 sec): 3 clusters Score: Raw -690333.079252 + Penalty 4228.086228 = -686104.993024 nChanged 81 SP:Iteration 18Q (12198.390000 sec): 3 clusters Score: Raw -690367.634826 + Penalty 4228.086228 = -686139.548598 nChanged 78 SP:Iteration 19Q (12198.570000 sec): 3 clusters Score: Raw -690401.369560 + Penalty 4228.086228 = -686173.283332 nChanged 82 SP:Iteration 20F (12198.770000 sec): 3 clusters Score: Raw -690439.842506 + Penalty 4228.086228 = -686211.756278 nChanged 92 SP:Iteration 21Q (12198.960000 sec): 3 clusters Score: Raw -690482.080933 + Penalty 4228.086228 = -686253.994705 nChanged 88 SP:Iteration 22Q (12199.190000 sec): 3 clusters Score: Raw -690529.357399 + Penalty 4228.086228 = -686301.271171 nChanged 100 SP:Iteration 23Q (12199.430000 sec): 3 clusters Score: Raw -690585.696817 + Penalty 4228.086228 = -686357.610589 nChanged 98 SP:Iteration 24Q (12199.610000 sec): 3 clusters Score: Raw -690641.127522 + Penalty 4228.086228 = -686413.041294 nChanged 94 SP:Iteration 25Q (12199.840000 sec): 3 clusters Score: Raw -690693.172961 + Penalty 4228.086228 = -686465.086733 nChanged 86 SP:Iteration 26Q (12200.000000 sec): 3 clusters Score: Raw -690741.850935 + Penalty 4228.086228 = -686513.764707 nChanged 75 SP:Iteration 27Q (12200.220000 sec): 3 clusters Score: Raw -690783.326461 + Penalty 4228.086228 = -686555.240233 nChanged 65 SP:Iteration 28Q (12200.460000 sec): 3 clusters Score: Raw -690817.266068 + Penalty 4228.086228 = -686589.179840 nChanged 55 SP:Iteration 29Q (12200.650000 sec): 3 clusters Score: Raw -690846.093645 + Penalty 4228.086228 = -686618.007417 nChanged 57 SP:Iteration 30Q (12200.890000 sec): 3 clusters Score: Raw -690877.759192 + Penalty 4228.086228 = -686649.672964 nChanged 57 SP:Iteration 31Q (12201.120000 sec): 3 clusters Score: Raw -690908.132929 + Penalty 4228.086228 = -686680.046701 nChanged 49 SP:Iteration 32Q (12201.300000 sec): 3 clusters Score: Raw -690937.319775 + Penalty 4228.086228 = -686709.233547 nChanged 53 SP:Iteration 33Q (12201.590000 sec): 3 clusters Score: Raw -690966.768484 + Penalty 4228.086228 = -686738.682256 nChanged 33 SP:Iteration 34Q (12201.780000 sec): 3 clusters Score: Raw -690984.851509 + Penalty 4228.086228 = -686756.765281 nChanged 35 SP:Iteration 35Q (12202.030000 sec): 3 clusters Score: Raw -691007.767020 + Penalty 4228.086228 = -686779.680792 nChanged 34 SP:Iteration 36Q (12202.240000 sec): 3 clusters Score: Raw -691029.151583 + Penalty 4228.086228 = -686801.065355 nChanged 31 SP:Iteration 37Q (12202.450000 sec): 3 clusters Score: Raw -691049.535014 + Penalty 4228.086228 = -686821.448786 nChanged 26 SP:Iteration 38Q (12202.760000 sec): 3 clusters Score: Raw -691064.516300 + Penalty 4228.086228 = -686836.430072 nChanged 25 SP:Iteration 39Q (12202.980000 sec): 3 clusters Score: Raw -691077.061628 + Penalty 4228.086228 = -686848.975400 nChanged 19 SP:Iteration 40F (12203.170000 sec): 3 clusters Score: Raw -691090.067619 + Penalty 4228.086228 = -686861.981391 nChanged 20 SP:Iteration 41Q (12203.420000 sec): 3 clusters Score: Raw -691104.183480 + Penalty 4228.086228 = -686876.097252 nChanged 21 SP:Iteration 42Q (12203.640000 sec): 3 clusters Score: Raw -691116.277237 + Penalty 4228.086228 = -686888.191009 nChanged 15 SP:Iteration 43Q (12203.870000 sec): 3 clusters Score: Raw -691124.354249 + Penalty 4228.086228 = -686896.268021 nChanged 11 SP:Iteration 44Q (12204.080000 sec): 3 clusters Score: Raw -691130.614008 + Penalty 4228.086228 = -686902.527780 nChanged 16 SP:Iteration 45Q (12204.270000 sec): 3 clusters Score: Raw -691140.279454 + Penalty 4228.086228 = -686912.193226 nChanged 14 SP:Iteration 46Q (12204.480000 sec): 3 clusters Score: Raw -691147.467699 + Penalty 4228.086228 = -686919.381471 nChanged 15 SP:Iteration 47Q (12204.700000 sec): 3 clusters Score: Raw -691156.349397 + Penalty 4228.086228 = -686928.263169 nChanged 12 SP:Iteration 48Q (12204.850000 sec): 3 clusters Score: Raw -691161.663800 + Penalty 4228.086228 = -686933.577572 nChanged 13 SP:Iteration 49Q (12205.050000 sec): 3 clusters Score: Raw -691168.549249 + Penalty 4228.086228 = -686940.463021 nChanged 11 SP:Iteration 50Q (12205.250000 sec): 3 clusters Score: Raw -691175.030751 + Penalty 4228.086228 = -686946.944523 nChanged 10 SP:Iteration 51Q (12205.510000 sec): 3 clusters Score: Raw -691179.726558 + Penalty 4228.086228 = -686951.640330 nChanged 8 SP:Iteration 52Q (12205.720000 sec): 3 clusters Score: Raw -691184.712800 + Penalty 4228.086228 = -686956.626572 nChanged 7 SP:Iteration 53Q (12205.920000 sec): 3 clusters Score: Raw -691190.078458 + Penalty 4228.086228 = -686961.992230 nChanged 10 SP:Iteration 54Q (12206.110000 sec): 3 clusters Score: Raw -691195.512542 + Penalty 4228.086228 = -686967.426314 nChanged 10 SP:Iteration 55Q (12206.310000 sec): 3 clusters Score: Raw -691202.716224 + Penalty 4228.086228 = -686974.629996 nChanged 14 SP:Iteration 56Q (12206.490000 sec): 3 clusters Score: Raw -691213.104389 + Penalty 4228.086228 = -686985.018161 nChanged 14 SP:Iteration 57Q (12206.750000 sec): 3 clusters Score: Raw -691220.499322 + Penalty 4228.086228 = -686992.413094 nChanged 8 SP:Iteration 58Q (12206.970000 sec): 3 clusters Score: Raw -691226.144861 + Penalty 4228.086228 = -686998.058633 nChanged 11 SP:Iteration 59Q (12207.150000 sec): 3 clusters Score: Raw -691232.435100 + Penalty 4228.086228 = -687004.348872 nChanged 6 SP:Iteration 60F (12207.350000 sec): 3 clusters Score: Raw -691236.837481 + Penalty 4228.086228 = -687008.751253 nChanged 7 SP:Iteration 61Q (12207.520000 sec): 3 clusters Score: Raw -691242.602113 + Penalty 4228.086228 = -687014.515885 nChanged 10 SP:Iteration 62Q (12207.740000 sec): 3 clusters Score: Raw -691248.351903 + Penalty 4228.086228 = -687020.265675 nChanged 5 SP:Iteration 63Q (12207.960000 sec): 3 clusters Score: Raw -691251.967263 + Penalty 4228.086228 = -687023.881035 nChanged 6 SP:Iteration 64Q (12208.180000 sec): 3 clusters Score: Raw -691255.225446 + Penalty 4228.086228 = -687027.139218 nChanged 5 SP:Iteration 65Q (12208.360000 sec): 3 clusters Score: Raw -691257.033624 + Penalty 4228.086228 = -687028.947396 nChanged 3 SP:Iteration 66Q (12208.550000 sec): 3 clusters Score: Raw -691258.243864 + Penalty 4228.086228 = -687030.157636 nChanged 2 SP:Iteration 67Q (12208.740000 sec): 3 clusters Score: Raw -691259.956955 + Penalty 4228.086228 = -687031.870727 nChanged 1 SP:Iteration 68Q (12208.930000 sec): 3 clusters Score: Raw -691260.914290 + Penalty 4228.086228 = -687032.828062 nChanged 1 SP:Iteration 69Q (12209.150000 sec): 3 clusters Score: Raw -691261.400522 + Penalty 4228.086228 = -687033.314294 nChanged 0 SP:Iteration 70F (12209.340000 sec): 3 clusters Score: Raw -691261.400522 + Penalty 4228.086228 = -687033.314294 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12209.420000 sec): 2 clusters Score: Raw -205548.999641 + Penalty 1818.751746 = -203730.247895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12209.600000 sec): 3 clusters Score: Raw -205063.044129 + Penalty 3637.503492 = -201425.540636 nChanged 465 SP:Iteration 1F (12209.790000 sec): 3 clusters Score: Raw -205546.630380 + Penalty 3637.503492 = -201909.126888 nChanged 130 SP:Iteration 2F (12210.010000 sec): 3 clusters Score: Raw -205744.694262 + Penalty 3637.503492 = -202107.190770 nChanged 84 SP:Iteration 3F (12210.170000 sec): 3 clusters Score: Raw -205856.347434 + Penalty 3637.503492 = -202218.843942 nChanged 54 SP:Iteration 4Q (12210.410000 sec): 3 clusters Score: Raw -205936.185973 + Penalty 3637.503492 = -202298.682481 nChanged 48 SP:Iteration 5Q (12210.600000 sec): 3 clusters Score: Raw -206009.442196 + Penalty 3637.503492 = -202371.938704 nChanged 46 SP:Iteration 6Q (12210.790000 sec): 3 clusters Score: Raw -206070.895534 + Penalty 3637.503492 = -202433.392042 nChanged 39 SP:Iteration 7Q (12211.010000 sec): 3 clusters Score: Raw -206118.193938 + Penalty 3637.503492 = -202480.690446 nChanged 32 SP:Iteration 8Q (12211.200000 sec): 3 clusters Score: Raw -206175.735443 + Penalty 3637.503492 = -202538.231950 nChanged 31 SP:Iteration 9Q (12211.380000 sec): 3 clusters Score: Raw -206219.104691 + Penalty 3637.503492 = -202581.601199 nChanged 34 SP:Iteration 10Q (12211.620000 sec): 3 clusters Score: Raw -206268.074045 + Penalty 3637.503492 = -202630.570553 nChanged 38 SP:Iteration 11Q (12211.810000 sec): 3 clusters Score: Raw -206321.925607 + Penalty 3637.503492 = -202684.422115 nChanged 36 SP:Iteration 12Q (12212.010000 sec): 3 clusters Score: Raw -206382.398041 + Penalty 3637.503492 = -202744.894548 nChanged 37 SP:Iteration 13Q (12212.180000 sec): 3 clusters Score: Raw -206464.968238 + Penalty 3637.503492 = -202827.464745 nChanged 37 SP:Iteration 14Q (12212.350000 sec): 3 clusters Score: Raw -206534.217292 + Penalty 3637.503492 = -202896.713800 nChanged 31 SP:Iteration 15Q (12212.560000 sec): 3 clusters Score: Raw -206574.225904 + Penalty 3637.503492 = -202936.722412 nChanged 20 SP:Iteration 16Q (12212.760000 sec): 3 clusters Score: Raw -206599.868846 + Penalty 3637.503492 = -202962.365354 nChanged 13 SP:Iteration 17Q (12212.920000 sec): 3 clusters Score: Raw -206617.721415 + Penalty 3637.503492 = -202980.217923 nChanged 17 SP:Iteration 18Q (12213.050000 sec): 3 clusters Score: Raw -206635.345743 + Penalty 3637.503492 = -202997.842250 nChanged 11 SP:Iteration 19Q (12213.270000 sec): 3 clusters Score: Raw -206645.208131 + Penalty 3637.503492 = -203007.704639 nChanged 9 SP:Iteration 20F (12213.450000 sec): 3 clusters Score: Raw -206654.450924 + Penalty 3637.503492 = -203016.947432 nChanged 5 SP:Iteration 21Q (12213.600000 sec): 3 clusters Score: Raw -206660.787652 + Penalty 3637.503492 = -203023.284159 nChanged 2 SP:Iteration 22Q (12213.780000 sec): 3 clusters Score: Raw -206662.236039 + Penalty 3637.503492 = -203024.732547 nChanged 1 SP:Iteration 23Q (12213.960000 sec): 3 clusters Score: Raw -206663.057683 + Penalty 3637.503492 = -203025.554191 nChanged 3 SP:Iteration 24Q (12214.130000 sec): 3 clusters Score: Raw -206664.342933 + Penalty 3637.503492 = -203026.839440 nChanged 2 SP:Iteration 25Q (12214.330000 sec): 3 clusters Score: Raw -206665.864500 + Penalty 3637.503492 = -203028.361008 nChanged 0 SP:Iteration 26F (12214.540000 sec): 3 clusters Score: Raw -206665.864500 + Penalty 3637.503492 = -203028.361008 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12214.600000 sec): 2 clusters Score: Raw -17788.310837 + Penalty 1276.578630 = -16511.732207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12214.800000 sec): 3 clusters Score: Raw -18147.271018 + Penalty 2553.157260 = -15594.113757 nChanged 25 SP:Iteration 1F (12214.990000 sec): 3 clusters Score: Raw -18311.858603 + Penalty 2553.157260 = -15758.701343 nChanged 7 SP:Iteration 2Q (12215.190000 sec): 3 clusters Score: Raw -18357.536923 + Penalty 2553.157260 = -15804.379663 nChanged 7 SP:Iteration 3Q (12215.410000 sec): 3 clusters Score: Raw -18450.665043 + Penalty 2553.157260 = -15897.507782 nChanged 3 SP:Iteration 4Q (12215.610000 sec): 3 clusters Score: Raw -18469.134311 + Penalty 2553.157260 = -15915.977050 nChanged 1 SP:Iteration 5Q (12215.770000 sec): 3 clusters Score: Raw -18474.953123 + Penalty 2553.157260 = -15921.795862 nChanged 0 SP:Iteration 6F (12215.960000 sec): 3 clusters Score: Raw -18474.953123 + Penalty 2553.157260 = -15921.795862 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 12 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12216.080000 sec): 2 clusters Score: Raw -21058.331951 + Penalty 1297.314937 = -19761.017014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12216.310000 sec): 3 clusters Score: Raw -21312.346762 + Penalty 2594.629874 = -18717.716888 nChanged 7 SP:Iteration 1Q (12216.490000 sec): 3 clusters Score: Raw -21359.167587 + Penalty 2594.629874 = -18764.537713 nChanged 4 SP:Iteration 2Q (12216.720000 sec): 3 clusters Score: Raw -21396.280404 + Penalty 2594.629874 = -18801.650530 nChanged 2 SP:Iteration 3Q (12216.940000 sec): 3 clusters Score: Raw -21409.708802 + Penalty 2594.629874 = -18815.078928 nChanged 1 SP:Iteration 4Q (12217.110000 sec): 3 clusters Score: Raw -21419.959118 + Penalty 2594.629874 = -18825.329244 nChanged 1 SP:Iteration 5Q (12217.320000 sec): 3 clusters Score: Raw -21427.607110 + Penalty 2594.629874 = -18832.977236 nChanged 0 SP:Iteration 6F (12217.480000 sec): 3 clusters Score: Raw -21427.607110 + Penalty 2594.629874 = -18832.977236 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12217.610000 sec): 2 clusters Score: Raw -22604.169133 + Penalty 1285.082320 = -21319.086812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12217.820000 sec): 3 clusters Score: Raw -22812.401690 + Penalty 2570.164641 = -20242.237049 nChanged 8 SP:Iteration 1Q (12217.980000 sec): 3 clusters Score: Raw -22859.737225 + Penalty 2570.164641 = -20289.572584 nChanged 2 SP:Iteration 2Q (12218.180000 sec): 3 clusters Score: Raw -22867.771758 + Penalty 2570.164641 = -20297.607117 nChanged 0 SP:Iteration 3F (12218.400000 sec): 3 clusters Score: Raw -22867.771758 + Penalty 2570.164641 = -20297.607117 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (9698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12218.570000 sec): 2 clusters Score: Raw -1310003.280642 + Penalty 2276.559390 = -1307726.721253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12218.850000 sec): 3 clusters Score: Raw -1304817.986616 + Penalty 4553.118779 = -1300264.867837 nChanged 4011 SP:Iteration 1F (12219.080000 sec): 3 clusters Score: Raw -1306954.967742 + Penalty 4553.118779 = -1302401.848963 nChanged 597 SP:Iteration 2F (12219.300000 sec): 3 clusters Score: Raw -1307229.869131 + Penalty 4553.118779 = -1302676.750352 nChanged 514 SP:Iteration 3F (12219.550000 sec): 3 clusters Score: Raw -1307474.729763 + Penalty 4553.118779 = -1302921.610984 nChanged 440 SP:Iteration 4Q (12219.880000 sec): 3 clusters Score: Raw -1307669.419849 + Penalty 4553.118779 = -1303116.301070 nChanged 397 SP:Iteration 5Q (12220.090000 sec): 3 clusters Score: Raw -1307854.898039 + Penalty 4553.118779 = -1303301.779260 nChanged 373 SP:Iteration 6Q (12220.330000 sec): 3 clusters Score: Raw -1308042.029198 + Penalty 4553.118779 = -1303488.910419 nChanged 383 SP:Iteration 7Q (12220.580000 sec): 3 clusters Score: Raw -1308249.929821 + Penalty 4553.118779 = -1303696.811042 nChanged 414 SP:Iteration 8Q (12220.820000 sec): 3 clusters Score: Raw -1308524.674260 + Penalty 4553.118779 = -1303971.555481 nChanged 416 SP:Iteration 9Q (12221.030000 sec): 3 clusters Score: Raw -1308819.875434 + Penalty 4553.118779 = -1304266.756655 nChanged 414 SP:Iteration 10Q (12221.280000 sec): 3 clusters Score: Raw -1309151.036202 + Penalty 4553.118779 = -1304597.917423 nChanged 352 SP:Iteration 11Q (12221.500000 sec): 3 clusters Score: Raw -1309427.947171 + Penalty 4553.118779 = -1304874.828392 nChanged 250 SP:Iteration 12Q (12221.730000 sec): 3 clusters Score: Raw -1309634.884580 + Penalty 4553.118779 = -1305081.765801 nChanged 215 SP:Iteration 13Q (12221.940000 sec): 3 clusters Score: Raw -1309814.511634 + Penalty 4553.118779 = -1305261.392855 nChanged 159 SP:Iteration 14Q (12222.150000 sec): 3 clusters Score: Raw -1309945.445283 + Penalty 4553.118779 = -1305392.326504 nChanged 104 SP:Iteration 15Q (12222.360000 sec): 3 clusters Score: Raw -1310023.728413 + Penalty 4553.118779 = -1305470.609634 nChanged 78 SP:Iteration 16Q (12222.590000 sec): 3 clusters Score: Raw -1310086.359038 + Penalty 4553.118779 = -1305533.240259 nChanged 54 SP:Iteration 17Q (12222.840000 sec): 3 clusters Score: Raw -1310123.214292 + Penalty 4553.118779 = -1305570.095513 nChanged 41 SP:Iteration 18Q (12223.080000 sec): 3 clusters Score: Raw -1310153.086208 + Penalty 4553.118779 = -1305599.967429 nChanged 36 SP:Iteration 19Q (12223.270000 sec): 3 clusters Score: Raw -1310175.669731 + Penalty 4553.118779 = -1305622.550952 nChanged 30 SP:Iteration 20F (12223.540000 sec): 3 clusters Score: Raw -1310197.836942 + Penalty 4553.118779 = -1305644.718163 nChanged 22 SP:Iteration 21Q (12223.750000 sec): 3 clusters Score: Raw -1310213.373674 + Penalty 4553.118779 = -1305660.254895 nChanged 17 SP:Iteration 22Q (12223.960000 sec): 3 clusters Score: Raw -1310224.068449 + Penalty 4553.118779 = -1305670.949670 nChanged 9 SP:Iteration 23Q (12224.160000 sec): 3 clusters Score: Raw -1310231.103959 + Penalty 4553.118779 = -1305677.985180 nChanged 8 SP:Iteration 24Q (12224.340000 sec): 3 clusters Score: Raw -1310239.043560 + Penalty 4553.118779 = -1305685.924781 nChanged 11 SP:Iteration 25Q (12224.570000 sec): 3 clusters Score: Raw -1310249.207676 + Penalty 4553.118779 = -1305696.088897 nChanged 8 SP:Iteration 26Q (12224.780000 sec): 3 clusters Score: Raw -1310254.300263 + Penalty 4553.118779 = -1305701.181484 nChanged 2 SP:Iteration 27Q (12225.000000 sec): 3 clusters Score: Raw -1310255.021245 + Penalty 4553.118779 = -1305701.902466 nChanged 1 SP:Iteration 28Q (12225.220000 sec): 3 clusters Score: Raw -1310255.545268 + Penalty 4553.118779 = -1305702.426489 nChanged 1 SP:Iteration 29Q (12225.410000 sec): 3 clusters Score: Raw -1310255.982659 + Penalty 4553.118779 = -1305702.863880 nChanged 2 SP:Iteration 30Q (12225.640000 sec): 3 clusters Score: Raw -1310257.306531 + Penalty 4553.118779 = -1305704.187752 nChanged 1 SP:Iteration 31Q (12225.910000 sec): 3 clusters Score: Raw -1310257.837003 + Penalty 4553.118779 = -1305704.718224 nChanged 0 SP:Iteration 32F (12226.160000 sec): 3 clusters Score: Raw -1310257.837003 + Penalty 4553.118779 = -1305704.718224 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12226.280000 sec): 2 clusters Score: Raw -16864.084538 + Penalty 1216.508145 = -15647.576392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12226.510000 sec): 3 clusters Score: Raw -17154.047765 + Penalty 2433.016290 = -14721.031475 nChanged 1 SP:Iteration 1Q (12226.710000 sec): 3 clusters Score: Raw -17162.061846 + Penalty 2433.016290 = -14729.045556 nChanged 0 SP:Iteration 2F (12226.900000 sec): 3 clusters Score: Raw -17162.061846 + Penalty 2433.016290 = -14729.045556 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (94887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12227.500000 sec): 2 clusters Score: Raw -13066323.896926 + Penalty 2842.189613 = -13063481.707313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12228.270000 sec): 3 clusters Score: Raw -13005768.102500 + Penalty 5684.379227 = -13000083.723274 nChanged 44912 SP:Iteration 1F (12228.990000 sec): 3 clusters Score: Raw -13031263.224281 + Penalty 5684.379227 = -13025578.845054 nChanged 3392 SP:Iteration 2Q (12229.730000 sec): 3 clusters Score: Raw -13032256.988634 + Penalty 5684.379227 = -13026572.609407 nChanged 3892 SP:Iteration 3Q (12230.470000 sec): 3 clusters Score: Raw -13033630.418979 + Penalty 5684.379227 = -13027946.039753 nChanged 4590 SP:Iteration 4Q (12231.220000 sec): 3 clusters Score: Raw -13035621.600189 + Penalty 5684.379227 = -13029937.220962 nChanged 5453 SP:Iteration 5F (12231.930000 sec): 3 clusters Score: Raw -13038494.488097 + Penalty 5684.379227 = -13032810.108871 nChanged 6158 SP:Iteration 6F (12232.660000 sec): 3 clusters Score: Raw -13042039.808214 + Penalty 5684.379227 = -13036355.428988 nChanged 6287 SP:Iteration 7F (12233.340000 sec): 3 clusters Score: Raw -13045814.014017 + Penalty 5684.379227 = -13040129.634790 nChanged 5939 SP:Iteration 8F (12234.050000 sec): 3 clusters Score: Raw -13049440.468405 + Penalty 5684.379227 = -13043756.089178 nChanged 5197 SP:Iteration 9F (12234.860000 sec): 3 clusters Score: Raw -13052739.228874 + Penalty 5684.379227 = -13047054.849648 nChanged 4519 SP:Iteration 10Q (12235.660000 sec): 3 clusters Score: Raw -13055625.864025 + Penalty 5684.379227 = -13049941.484798 nChanged 4034 SP:Iteration 11Q (12236.460000 sec): 3 clusters Score: Raw -13058243.616173 + Penalty 5684.379227 = -13052559.236947 nChanged 3532 SP:Iteration 12Q (12237.220000 sec): 3 clusters Score: Raw -13060508.329163 + Penalty 5684.379227 = -13054823.949936 nChanged 2887 SP:Iteration 13Q (12238.000000 sec): 3 clusters Score: Raw -13062298.022899 + Penalty 5684.379227 = -13056613.643672 nChanged 2284 SP:Iteration 14Q (12238.750000 sec): 3 clusters Score: Raw -13063727.228781 + Penalty 5684.379227 = -13058042.849555 nChanged 1801 SP:Iteration 15Q (12239.500000 sec): 3 clusters Score: Raw -13064834.847954 + Penalty 5684.379227 = -13059150.468728 nChanged 1312 SP:Iteration 16Q (12240.340000 sec): 3 clusters Score: Raw -13065606.256720 + Penalty 5684.379227 = -13059921.877493 nChanged 911 SP:Iteration 17Q (12241.040000 sec): 3 clusters Score: Raw -13066116.789603 + Penalty 5684.379227 = -13060432.410376 nChanged 616 SP:Iteration 18Q (12241.700000 sec): 3 clusters Score: Raw -13066441.062361 + Penalty 5684.379227 = -13060756.683135 nChanged 393 SP:Iteration 19Q (12242.300000 sec): 3 clusters Score: Raw -13066636.106901 + Penalty 5684.379227 = -13060951.727675 nChanged 263 SP:Iteration 20F (12242.950000 sec): 3 clusters Score: Raw -13066779.075265 + Penalty 5684.379227 = -13061094.696038 nChanged 201 SP:Iteration 21Q (12243.530000 sec): 3 clusters Score: Raw -13066885.404250 + Penalty 5684.379227 = -13061201.025023 nChanged 148 SP:Iteration 22Q (12244.140000 sec): 3 clusters Score: Raw -13066957.318972 + Penalty 5684.379227 = -13061272.939746 nChanged 94 SP:Iteration 23Q (12244.680000 sec): 3 clusters Score: Raw -13066996.633714 + Penalty 5684.379227 = -13061312.254488 nChanged 81 SP:Iteration 24Q (12245.180000 sec): 3 clusters Score: Raw -13067033.046210 + Penalty 5684.379227 = -13061348.666983 nChanged 63 SP:Iteration 25Q (12245.640000 sec): 3 clusters Score: Raw -13067057.942024 + Penalty 5684.379227 = -13061373.562798 nChanged 47 SP:Iteration 26Q (12246.170000 sec): 3 clusters Score: Raw -13067075.521415 + Penalty 5684.379227 = -13061391.142189 nChanged 31 SP:Iteration 27Q (12246.760000 sec): 3 clusters Score: Raw -13067087.852396 + Penalty 5684.379227 = -13061403.473170 nChanged 32 SP:Iteration 28Q (12247.350000 sec): 3 clusters Score: Raw -13067104.105624 + Penalty 5684.379227 = -13061419.726398 nChanged 37 SP:Iteration 29Q (12247.940000 sec): 3 clusters Score: Raw -13067126.682689 + Penalty 5684.379227 = -13061442.303462 nChanged 33 SP:Iteration 30Q (12248.530000 sec): 3 clusters Score: Raw -13067144.518306 + Penalty 5684.379227 = -13061460.139080 nChanged 28 SP:Iteration 31Q (12249.150000 sec): 3 clusters Score: Raw -13067156.779873 + Penalty 5684.379227 = -13061472.400647 nChanged 30 SP:Iteration 32Q (12249.710000 sec): 3 clusters Score: Raw -13067169.149715 + Penalty 5684.379227 = -13061484.770489 nChanged 25 SP:Iteration 33Q (12250.320000 sec): 3 clusters Score: Raw -13067180.255730 + Penalty 5684.379227 = -13061495.876503 nChanged 23 SP:Iteration 34Q (12250.890000 sec): 3 clusters Score: Raw -13067194.535149 + Penalty 5684.379227 = -13061510.155923 nChanged 30 SP:Iteration 35Q (12251.420000 sec): 3 clusters Score: Raw -13067210.226180 + Penalty 5684.379227 = -13061525.846954 nChanged 28 SP:Iteration 36Q (12252.000000 sec): 3 clusters Score: Raw -13067223.817555 + Penalty 5684.379227 = -13061539.438328 nChanged 24 SP:Iteration 37Q (12252.630000 sec): 3 clusters Score: Raw -13067235.346196 + Penalty 5684.379227 = -13061550.966970 nChanged 25 SP:Iteration 38Q (12253.190000 sec): 3 clusters Score: Raw -13067246.933730 + Penalty 5684.379227 = -13061562.554504 nChanged 19 SP:Iteration 39Q (12253.740000 sec): 3 clusters Score: Raw -13067257.641645 + Penalty 5684.379227 = -13061573.262418 nChanged 22 SP:Iteration 40F (12254.390000 sec): 3 clusters Score: Raw -13067267.457268 + Penalty 5684.379227 = -13061583.078041 nChanged 15 SP:Iteration 41Q (12254.990000 sec): 3 clusters Score: Raw -13067273.643168 + Penalty 5684.379227 = -13061589.263941 nChanged 11 SP:Iteration 42Q (12255.610000 sec): 3 clusters Score: Raw -13067277.975307 + Penalty 5684.379227 = -13061593.596080 nChanged 13 SP:Iteration 43Q (12256.180000 sec): 3 clusters Score: Raw -13067282.058092 + Penalty 5684.379227 = -13061597.678866 nChanged 6 SP:Iteration 44Q (12256.780000 sec): 3 clusters Score: Raw -13067286.273621 + Penalty 5684.379227 = -13061601.894394 nChanged 12 SP:Iteration 45Q (12257.330000 sec): 3 clusters Score: Raw -13067291.393385 + Penalty 5684.379227 = -13061607.014158 nChanged 8 SP:Iteration 46Q (12257.930000 sec): 3 clusters Score: Raw -13067294.594345 + Penalty 5684.379227 = -13061610.215119 nChanged 10 SP:Iteration 47Q (12258.520000 sec): 3 clusters Score: Raw -13067298.524648 + Penalty 5684.379227 = -13061614.145422 nChanged 9 SP:Iteration 48Q (12259.070000 sec): 3 clusters Score: Raw -13067302.101697 + Penalty 5684.379227 = -13061617.722471 nChanged 7 SP:Iteration 49Q (12259.650000 sec): 3 clusters Score: Raw -13067304.851857 + Penalty 5684.379227 = -13061620.472631 nChanged 5 SP:Iteration 50Q (12260.240000 sec): 3 clusters Score: Raw -13067306.854938 + Penalty 5684.379227 = -13061622.475712 nChanged 3 SP:Iteration 51Q (12260.840000 sec): 3 clusters Score: Raw -13067307.966025 + Penalty 5684.379227 = -13061623.586798 nChanged 4 SP:Iteration 52Q (12261.430000 sec): 3 clusters Score: Raw -13067308.947664 + Penalty 5684.379227 = -13061624.568438 nChanged 3 SP:Iteration 53Q (12262.090000 sec): 3 clusters Score: Raw -13067310.027833 + Penalty 5684.379227 = -13061625.648606 nChanged 7 SP:Iteration 54Q (12262.800000 sec): 3 clusters Score: Raw -13067312.307623 + Penalty 5684.379227 = -13061627.928396 nChanged 3 SP:Iteration 55Q (12263.550000 sec): 3 clusters Score: Raw -13067313.320018 + Penalty 5684.379227 = -13061628.940792 nChanged 3 SP:Iteration 56Q (12264.220000 sec): 3 clusters Score: Raw -13067314.845102 + Penalty 5684.379227 = -13061630.465876 nChanged 6 SP:Iteration 57Q (12264.860000 sec): 3 clusters Score: Raw -13067316.780383 + Penalty 5684.379227 = -13061632.401156 nChanged 3 SP:Iteration 58Q (12265.540000 sec): 3 clusters Score: Raw -13067317.765542 + Penalty 5684.379227 = -13061633.386316 nChanged 2 SP:Iteration 59Q (12266.140000 sec): 3 clusters Score: Raw -13067318.068985 + Penalty 5684.379227 = -13061633.689758 nChanged 1 SP:Iteration 60F (12266.860000 sec): 3 clusters Score: Raw -13067318.193176 + Penalty 5684.379227 = -13061633.813950 nChanged 1 SP:Iteration 61Q (12267.500000 sec): 3 clusters Score: Raw -13067318.396485 + Penalty 5684.379227 = -13061634.017258 nChanged 3 SP:Iteration 62Q (12268.150000 sec): 3 clusters Score: Raw -13067319.869235 + Penalty 5684.379227 = -13061635.490008 nChanged 3 SP:Iteration 63Q (12268.860000 sec): 3 clusters Score: Raw -13067321.394907 + Penalty 5684.379227 = -13061637.015681 nChanged 3 SP:Iteration 64Q (12269.580000 sec): 3 clusters Score: Raw -13067321.976482 + Penalty 5684.379227 = -13061637.597255 nChanged 1 SP:Iteration 65Q (12270.180000 sec): 3 clusters Score: Raw -13067322.055247 + Penalty 5684.379227 = -13061637.676021 nChanged 0 SP:Iteration 66F (12270.850000 sec): 3 clusters Score: Raw -13067322.055247 + Penalty 5684.379227 = -13061637.676021 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12270.990000 sec): 2 clusters Score: Raw -68014.226684 + Penalty 1550.472163 = -66463.754521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12271.200000 sec): 3 clusters Score: Raw -68147.901601 + Penalty 3100.944326 = -65046.957275 nChanged 109 SP:Iteration 1F (12271.390000 sec): 3 clusters Score: Raw -68436.724207 + Penalty 3100.944326 = -65335.779881 nChanged 41 SP:Iteration 2F (12271.600000 sec): 3 clusters Score: Raw -68580.969567 + Penalty 3100.944326 = -65480.025241 nChanged 27 SP:Iteration 3F (12271.760000 sec): 3 clusters Score: Raw -68650.311201 + Penalty 3100.944326 = -65549.366875 nChanged 11 SP:Iteration 4Q (12271.950000 sec): 3 clusters Score: Raw -68683.464565 + Penalty 3100.944326 = -65582.520239 nChanged 6 SP:Iteration 5Q (12272.130000 sec): 3 clusters Score: Raw -68711.045254 + Penalty 3100.944326 = -65610.100928 nChanged 5 SP:Iteration 6Q (12272.280000 sec): 3 clusters Score: Raw -68727.256762 + Penalty 3100.944326 = -65626.312435 nChanged 5 SP:Iteration 7Q (12272.470000 sec): 3 clusters Score: Raw -68749.075210 + Penalty 3100.944326 = -65648.130884 nChanged 5 SP:Iteration 8Q (12272.700000 sec): 3 clusters Score: Raw -68765.022739 + Penalty 3100.944326 = -65664.078413 nChanged 3 SP:Iteration 9Q (12272.900000 sec): 3 clusters Score: Raw -68776.610284 + Penalty 3100.944326 = -65675.665958 nChanged 2 SP:Iteration 10Q (12273.070000 sec): 3 clusters Score: Raw -68780.300448 + Penalty 3100.944326 = -65679.356122 nChanged 2 SP:Iteration 11Q (12273.240000 sec): 3 clusters Score: Raw -68785.439930 + Penalty 3100.944326 = -65684.495604 nChanged 1 SP:Iteration 12Q (12273.450000 sec): 3 clusters Score: Raw -68790.514194 + Penalty 3100.944326 = -65689.569868 nChanged 2 SP:Iteration 13Q (12273.580000 sec): 3 clusters Score: Raw -68797.144993 + Penalty 3100.944326 = -65696.200667 nChanged 0 SP:Iteration 14F (12273.770000 sec): 3 clusters Score: Raw -68797.144993 + Penalty 3100.944326 = -65696.200667 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (18894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12274.000000 sec): 2 clusters Score: Raw -2542113.127542 + Penalty 2441.956723 = -2539671.170819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12274.280000 sec): 3 clusters Score: Raw -2531160.380915 + Penalty 4883.913446 = -2526276.467468 nChanged 8284 SP:Iteration 1F (12274.520000 sec): 3 clusters Score: Raw -2535595.013129 + Penalty 4883.913446 = -2530711.099683 nChanged 1027 SP:Iteration 2F (12274.870000 sec): 3 clusters Score: Raw -2535943.518535 + Penalty 4883.913446 = -2531059.605089 nChanged 857 SP:Iteration 3Q (12275.220000 sec): 3 clusters Score: Raw -2536238.736231 + Penalty 4883.913446 = -2531354.822785 nChanged 716 SP:Iteration 4Q (12275.540000 sec): 3 clusters Score: Raw -2536474.704832 + Penalty 4883.913446 = -2531590.791385 nChanged 630 SP:Iteration 5Q (12275.810000 sec): 3 clusters Score: Raw -2536686.959807 + Penalty 4883.913446 = -2531803.046360 nChanged 597 SP:Iteration 6Q (12276.120000 sec): 3 clusters Score: Raw -2536889.514332 + Penalty 4883.913446 = -2532005.600886 nChanged 554 SP:Iteration 7Q (12276.430000 sec): 3 clusters Score: Raw -2537088.907119 + Penalty 4883.913446 = -2532204.993673 nChanged 582 SP:Iteration 8Q (12276.750000 sec): 3 clusters Score: Raw -2537350.901365 + Penalty 4883.913446 = -2532466.987919 nChanged 625 SP:Iteration 9Q (12277.050000 sec): 3 clusters Score: Raw -2537650.735202 + Penalty 4883.913446 = -2532766.821756 nChanged 675 SP:Iteration 10Q (12277.370000 sec): 3 clusters Score: Raw -2537974.801526 + Penalty 4883.913446 = -2533090.888079 nChanged 700 SP:Iteration 11Q (12277.690000 sec): 3 clusters Score: Raw -2538306.906304 + Penalty 4883.913446 = -2533422.992857 nChanged 773 SP:Iteration 12Q (12278.060000 sec): 3 clusters Score: Raw -2538695.186091 + Penalty 4883.913446 = -2533811.272645 nChanged 748 SP:Iteration 13Q (12278.410000 sec): 3 clusters Score: Raw -2539114.942997 + Penalty 4883.913446 = -2534231.029550 nChanged 814 SP:Iteration 14Q (12278.760000 sec): 3 clusters Score: Raw -2539627.975145 + Penalty 4883.913446 = -2534744.061698 nChanged 795 SP:Iteration 15Q (12279.110000 sec): 3 clusters Score: Raw -2540091.343009 + Penalty 4883.913446 = -2535207.429563 nChanged 683 SP:Iteration 16Q (12279.380000 sec): 3 clusters Score: Raw -2540439.689754 + Penalty 4883.913446 = -2535555.776307 nChanged 530 SP:Iteration 17Q (12279.670000 sec): 3 clusters Score: Raw -2540685.334042 + Penalty 4883.913446 = -2535801.420595 nChanged 429 SP:Iteration 18Q (12280.010000 sec): 3 clusters Score: Raw -2540884.546560 + Penalty 4883.913446 = -2536000.633113 nChanged 367 SP:Iteration 19Q (12280.320000 sec): 3 clusters Score: Raw -2541073.656481 + Penalty 4883.913446 = -2536189.743035 nChanged 332 SP:Iteration 20F (12280.610000 sec): 3 clusters Score: Raw -2541258.317062 + Penalty 4883.913446 = -2536374.403616 nChanged 300 SP:Iteration 21Q (12280.910000 sec): 3 clusters Score: Raw -2541440.810716 + Penalty 4883.913446 = -2536556.897270 nChanged 282 SP:Iteration 22Q (12281.180000 sec): 3 clusters Score: Raw -2541573.723749 + Penalty 4883.913446 = -2536689.810303 nChanged 253 SP:Iteration 23Q (12281.470000 sec): 3 clusters Score: Raw -2541672.970732 + Penalty 4883.913446 = -2536789.057286 nChanged 216 SP:Iteration 24Q (12281.790000 sec): 3 clusters Score: Raw -2541750.693307 + Penalty 4883.913446 = -2536866.779861 nChanged 194 SP:Iteration 25Q (12282.110000 sec): 3 clusters Score: Raw -2541810.673053 + Penalty 4883.913446 = -2536926.759607 nChanged 171 SP:Iteration 26Q (12282.390000 sec): 3 clusters Score: Raw -2541859.396091 + Penalty 4883.913446 = -2536975.482644 nChanged 125 SP:Iteration 27Q (12282.720000 sec): 3 clusters Score: Raw -2541889.325529 + Penalty 4883.913446 = -2537005.412082 nChanged 118 SP:Iteration 28Q (12283.040000 sec): 3 clusters Score: Raw -2541918.321166 + Penalty 4883.913446 = -2537034.407720 nChanged 102 SP:Iteration 29Q (12283.300000 sec): 3 clusters Score: Raw -2541938.705271 + Penalty 4883.913446 = -2537054.791825 nChanged 99 SP:Iteration 30Q (12283.640000 sec): 3 clusters Score: Raw -2541961.563643 + Penalty 4883.913446 = -2537077.650197 nChanged 102 SP:Iteration 31Q (12283.950000 sec): 3 clusters Score: Raw -2541982.429500 + Penalty 4883.913446 = -2537098.516053 nChanged 98 SP:Iteration 32Q (12284.210000 sec): 3 clusters Score: Raw -2542002.826238 + Penalty 4883.913446 = -2537118.912792 nChanged 82 SP:Iteration 33Q (12284.540000 sec): 3 clusters Score: Raw -2542018.876846 + Penalty 4883.913446 = -2537134.963400 nChanged 77 SP:Iteration 34Q (12284.900000 sec): 3 clusters Score: Raw -2542032.491895 + Penalty 4883.913446 = -2537148.578448 nChanged 83 SP:Iteration 35Q (12285.200000 sec): 3 clusters Score: Raw -2542047.015862 + Penalty 4883.913446 = -2537163.102416 nChanged 86 SP:Iteration 36Q (12285.480000 sec): 3 clusters Score: Raw -2542063.973769 + Penalty 4883.913446 = -2537180.060323 nChanged 72 SP:Iteration 37Q (12285.790000 sec): 3 clusters Score: Raw -2542076.569127 + Penalty 4883.913446 = -2537192.655680 nChanged 61 SP:Iteration 38Q (12286.100000 sec): 3 clusters Score: Raw -2542085.095424 + Penalty 4883.913446 = -2537201.181978 nChanged 52 SP:Iteration 39Q (12286.450000 sec): 3 clusters Score: Raw -2542093.298231 + Penalty 4883.913446 = -2537209.384784 nChanged 54 SP:Iteration 40F (12286.700000 sec): 3 clusters Score: Raw -2542101.878245 + Penalty 4883.913446 = -2537217.964798 nChanged 54 SP:Iteration 41Q (12287.040000 sec): 3 clusters Score: Raw -2542109.314116 + Penalty 4883.913446 = -2537225.400670 nChanged 52 SP:Iteration 42Q (12287.360000 sec): 3 clusters Score: Raw -2542117.157463 + Penalty 4883.913446 = -2537233.244016 nChanged 49 SP:Iteration 43Q (12287.630000 sec): 3 clusters Score: Raw -2542123.926069 + Penalty 4883.913446 = -2537240.012622 nChanged 45 SP:Iteration 44Q (12287.970000 sec): 3 clusters Score: Raw -2542130.378267 + Penalty 4883.913446 = -2537246.464820 nChanged 41 SP:Iteration 45Q (12288.270000 sec): 3 clusters Score: Raw -2542135.065541 + Penalty 4883.913446 = -2537251.152094 nChanged 33 SP:Iteration 46Q (12288.600000 sec): 3 clusters Score: Raw -2542139.367237 + Penalty 4883.913446 = -2537255.453791 nChanged 39 SP:Iteration 47Q (12288.910000 sec): 3 clusters Score: Raw -2542144.546413 + Penalty 4883.913446 = -2537260.632967 nChanged 44 SP:Iteration 48Q (12289.220000 sec): 3 clusters Score: Raw -2542151.306120 + Penalty 4883.913446 = -2537267.392674 nChanged 48 SP:Iteration 49Q (12289.490000 sec): 3 clusters Score: Raw -2542161.415568 + Penalty 4883.913446 = -2537277.502122 nChanged 57 SP:Iteration 50Q (12289.730000 sec): 3 clusters Score: Raw -2542171.937761 + Penalty 4883.913446 = -2537288.024314 nChanged 56 SP:Iteration 51Q (12290.030000 sec): 3 clusters Score: Raw -2542181.233585 + Penalty 4883.913446 = -2537297.320139 nChanged 60 SP:Iteration 52Q (12290.250000 sec): 3 clusters Score: Raw -2542192.915587 + Penalty 4883.913446 = -2537309.002141 nChanged 59 SP:Iteration 53Q (12290.510000 sec): 3 clusters Score: Raw -2542203.625402 + Penalty 4883.913446 = -2537319.711956 nChanged 49 SP:Iteration 54Q (12290.790000 sec): 3 clusters Score: Raw -2542212.745784 + Penalty 4883.913446 = -2537328.832337 nChanged 52 SP:Iteration 55Q (12291.090000 sec): 3 clusters Score: Raw -2542223.304305 + Penalty 4883.913446 = -2537339.390858 nChanged 46 SP:Iteration 56Q (12291.400000 sec): 3 clusters Score: Raw -2542231.593687 + Penalty 4883.913446 = -2537347.680241 nChanged 48 SP:Iteration 57Q (12291.710000 sec): 3 clusters Score: Raw -2542238.981684 + Penalty 4883.913446 = -2537355.068237 nChanged 41 SP:Iteration 58Q (12292.040000 sec): 3 clusters Score: Raw -2542245.792976 + Penalty 4883.913446 = -2537361.879530 nChanged 45 SP:Iteration 59Q (12292.300000 sec): 3 clusters Score: Raw -2542253.286513 + Penalty 4883.913446 = -2537369.373067 nChanged 39 SP:Iteration 60F (12292.580000 sec): 3 clusters Score: Raw -2542260.227552 + Penalty 4883.913446 = -2537376.314105 nChanged 36 SP:Iteration 61Q (12292.830000 sec): 3 clusters Score: Raw -2542266.624705 + Penalty 4883.913446 = -2537382.711259 nChanged 38 SP:Iteration 62Q (12293.120000 sec): 3 clusters Score: Raw -2542272.038071 + Penalty 4883.913446 = -2537388.124625 nChanged 30 SP:Iteration 63Q (12293.390000 sec): 3 clusters Score: Raw -2542276.337545 + Penalty 4883.913446 = -2537392.424099 nChanged 31 SP:Iteration 64Q (12293.730000 sec): 3 clusters Score: Raw -2542282.055627 + Penalty 4883.913446 = -2537398.142181 nChanged 35 SP:Iteration 65Q (12293.970000 sec): 3 clusters Score: Raw -2542288.379297 + Penalty 4883.913446 = -2537404.465851 nChanged 45 SP:Iteration 66Q (12294.290000 sec): 3 clusters Score: Raw -2542296.317186 + Penalty 4883.913446 = -2537412.403740 nChanged 47 SP:Iteration 67Q (12294.550000 sec): 3 clusters Score: Raw -2542302.566229 + Penalty 4883.913446 = -2537418.652782 nChanged 38 SP:Iteration 68Q (12294.890000 sec): 3 clusters Score: Raw -2542307.595330 + Penalty 4883.913446 = -2537423.681883 nChanged 36 SP:Iteration 69Q (12295.170000 sec): 3 clusters Score: Raw -2542312.795155 + Penalty 4883.913446 = -2537428.881709 nChanged 30 SP:Iteration 70Q (12295.500000 sec): 3 clusters Score: Raw -2542316.887009 + Penalty 4883.913446 = -2537432.973562 nChanged 29 SP:Iteration 71Q (12295.800000 sec): 3 clusters Score: Raw -2542321.617577 + Penalty 4883.913446 = -2537437.704130 nChanged 34 SP:Iteration 72Q (12296.130000 sec): 3 clusters Score: Raw -2542326.684637 + Penalty 4883.913446 = -2537442.771190 nChanged 29 SP:Iteration 73Q (12296.390000 sec): 3 clusters Score: Raw -2542332.378149 + Penalty 4883.913446 = -2537448.464703 nChanged 38 SP:Iteration 74Q (12296.640000 sec): 3 clusters Score: Raw -2542339.931143 + Penalty 4883.913446 = -2537456.017697 nChanged 40 SP:Iteration 75Q (12296.910000 sec): 3 clusters Score: Raw -2542346.433112 + Penalty 4883.913446 = -2537462.519666 nChanged 34 SP:Iteration 76Q (12297.210000 sec): 3 clusters Score: Raw -2542351.793807 + Penalty 4883.913446 = -2537467.880361 nChanged 34 SP:Iteration 77Q (12297.500000 sec): 3 clusters Score: Raw -2542356.632629 + Penalty 4883.913446 = -2537472.719183 nChanged 36 SP:Iteration 78Q (12297.820000 sec): 3 clusters Score: Raw -2542361.457784 + Penalty 4883.913446 = -2537477.544337 nChanged 27 SP:Iteration 79Q (12298.110000 sec): 3 clusters Score: Raw -2542365.092878 + Penalty 4883.913446 = -2537481.179432 nChanged 28 SP:Iteration 80F (12298.390000 sec): 3 clusters Score: Raw -2542368.823640 + Penalty 4883.913446 = -2537484.910193 nChanged 27 SP:Iteration 81Q (12298.700000 sec): 3 clusters Score: Raw -2542372.244346 + Penalty 4883.913446 = -2537488.330900 nChanged 25 SP:Iteration 82Q (12299.000000 sec): 3 clusters Score: Raw -2542375.372805 + Penalty 4883.913446 = -2537491.459358 nChanged 19 SP:Iteration 83Q (12299.240000 sec): 3 clusters Score: Raw -2542378.001435 + Penalty 4883.913446 = -2537494.087989 nChanged 16 SP:Iteration 84Q (12299.530000 sec): 3 clusters Score: Raw -2542380.358330 + Penalty 4883.913446 = -2537496.444884 nChanged 20 SP:Iteration 85Q (12299.840000 sec): 3 clusters Score: Raw -2542382.950405 + Penalty 4883.913446 = -2537499.036959 nChanged 16 SP:Iteration 86Q (12300.140000 sec): 3 clusters Score: Raw -2542385.596101 + Penalty 4883.913446 = -2537501.682655 nChanged 18 SP:Iteration 87Q (12300.470000 sec): 3 clusters Score: Raw -2542388.586992 + Penalty 4883.913446 = -2537504.673546 nChanged 14 SP:Iteration 88Q (12300.760000 sec): 3 clusters Score: Raw -2542390.638590 + Penalty 4883.913446 = -2537506.725143 nChanged 17 SP:Iteration 89Q (12301.070000 sec): 3 clusters Score: Raw -2542393.010824 + Penalty 4883.913446 = -2537509.097378 nChanged 17 SP:Iteration 90Q (12301.390000 sec): 3 clusters Score: Raw -2542395.662708 + Penalty 4883.913446 = -2537511.749262 nChanged 19 SP:Iteration 91Q (12301.710000 sec): 3 clusters Score: Raw -2542398.392199 + Penalty 4883.913446 = -2537514.478752 nChanged 27 SP:Iteration 92Q (12302.040000 sec): 3 clusters Score: Raw -2542402.279579 + Penalty 4883.913446 = -2537518.366133 nChanged 24 SP:Iteration 93Q (12302.270000 sec): 3 clusters Score: Raw -2542406.343722 + Penalty 4883.913446 = -2537522.430276 nChanged 24 SP:Iteration 94Q (12302.580000 sec): 3 clusters Score: Raw -2542409.747011 + Penalty 4883.913446 = -2537525.833565 nChanged 26 SP:Iteration 95Q (12302.850000 sec): 3 clusters Score: Raw -2542413.786430 + Penalty 4883.913446 = -2537529.872984 nChanged 23 SP:Iteration 96Q (12303.210000 sec): 3 clusters Score: Raw -2542417.251278 + Penalty 4883.913446 = -2537533.337832 nChanged 24 SP:Iteration 97Q (12303.520000 sec): 3 clusters Score: Raw -2542421.588801 + Penalty 4883.913446 = -2537537.675355 nChanged 25 SP:Iteration 98Q (12303.830000 sec): 3 clusters Score: Raw -2542425.606341 + Penalty 4883.913446 = -2537541.692894 nChanged 23 SP:Iteration 99Q (12304.130000 sec): 3 clusters Score: Raw -2542429.203276 + Penalty 4883.913446 = -2537545.289830 nChanged 17 SP:Iteration 100F (12304.430000 sec): 3 clusters Score: Raw -2542432.192206 + Penalty 4883.913446 = -2537548.278760 nChanged 18 SP:Iteration 101Q (12304.650000 sec): 3 clusters Score: Raw -2542434.584950 + Penalty 4883.913446 = -2537550.671503 nChanged 13 SP:Iteration 102Q (12304.950000 sec): 3 clusters Score: Raw -2542436.059767 + Penalty 4883.913446 = -2537552.146321 nChanged 11 SP:Iteration 103Q (12305.240000 sec): 3 clusters Score: Raw -2542437.122369 + Penalty 4883.913446 = -2537553.208922 nChanged 8 SP:Iteration 104Q (12305.530000 sec): 3 clusters Score: Raw -2542438.065658 + Penalty 4883.913446 = -2537554.152212 nChanged 11 SP:Iteration 105Q (12305.850000 sec): 3 clusters Score: Raw -2542439.627523 + Penalty 4883.913446 = -2537555.714077 nChanged 17 SP:Iteration 106Q (12306.140000 sec): 3 clusters Score: Raw -2542442.260276 + Penalty 4883.913446 = -2537558.346829 nChanged 11 SP:Iteration 107Q (12306.450000 sec): 3 clusters Score: Raw -2542443.627011 + Penalty 4883.913446 = -2537559.713564 nChanged 14 SP:Iteration 108Q (12306.740000 sec): 3 clusters Score: Raw -2542445.892349 + Penalty 4883.913446 = -2537561.978902 nChanged 13 SP:Iteration 109Q (12307.070000 sec): 3 clusters Score: Raw -2542447.495797 + Penalty 4883.913446 = -2537563.582350 nChanged 16 SP:Iteration 110Q (12307.340000 sec): 3 clusters Score: Raw -2542449.732211 + Penalty 4883.913446 = -2537565.818765 nChanged 17 SP:Iteration 111Q (12307.610000 sec): 3 clusters Score: Raw -2542452.016217 + Penalty 4883.913446 = -2537568.102771 nChanged 20 SP:Iteration 112Q (12307.930000 sec): 3 clusters Score: Raw -2542454.229478 + Penalty 4883.913446 = -2537570.316032 nChanged 19 SP:Iteration 113Q (12308.210000 sec): 3 clusters Score: Raw -2542456.873583 + Penalty 4883.913446 = -2537572.960137 nChanged 19 SP:Iteration 114Q (12308.440000 sec): 3 clusters Score: Raw -2542459.428059 + Penalty 4883.913446 = -2537575.514612 nChanged 18 SP:Iteration 115Q (12308.710000 sec): 3 clusters Score: Raw -2542461.895689 + Penalty 4883.913446 = -2537577.982243 nChanged 20 SP:Iteration 116Q (12309.040000 sec): 3 clusters Score: Raw -2542465.073314 + Penalty 4883.913446 = -2537581.159868 nChanged 19 SP:Iteration 117Q (12309.330000 sec): 3 clusters Score: Raw -2542468.251145 + Penalty 4883.913446 = -2537584.337699 nChanged 20 SP:Iteration 118Q (12309.650000 sec): 3 clusters Score: Raw -2542471.161598 + Penalty 4883.913446 = -2537587.248151 nChanged 18 SP:Iteration 119Q (12309.940000 sec): 3 clusters Score: Raw -2542474.363079 + Penalty 4883.913446 = -2537590.449633 nChanged 18 SP:Iteration 120F (12310.210000 sec): 3 clusters Score: Raw -2542477.001832 + Penalty 4883.913446 = -2537593.088385 nChanged 12 SP:Iteration 121Q (12310.540000 sec): 3 clusters Score: Raw -2542478.986761 + Penalty 4883.913446 = -2537595.073315 nChanged 16 SP:Iteration 122Q (12310.810000 sec): 3 clusters Score: Raw -2542482.014887 + Penalty 4883.913446 = -2537598.101441 nChanged 22 SP:Iteration 123Q (12311.100000 sec): 3 clusters Score: Raw -2542486.161551 + Penalty 4883.913446 = -2537602.248104 nChanged 19 SP:Iteration 124Q (12311.390000 sec): 3 clusters Score: Raw -2542488.737108 + Penalty 4883.913446 = -2537604.823662 nChanged 14 SP:Iteration 125Q (12311.710000 sec): 3 clusters Score: Raw -2542490.523957 + Penalty 4883.913446 = -2537606.610511 nChanged 13 SP:Iteration 126Q (12311.970000 sec): 3 clusters Score: Raw -2542492.423163 + Penalty 4883.913446 = -2537608.509716 nChanged 14 SP:Iteration 127Q (12312.270000 sec): 3 clusters Score: Raw -2542493.998493 + Penalty 4883.913446 = -2537610.085047 nChanged 12 SP:Iteration 128Q (12312.580000 sec): 3 clusters Score: Raw -2542495.739989 + Penalty 4883.913446 = -2537611.826542 nChanged 15 SP:Iteration 129Q (12312.890000 sec): 3 clusters Score: Raw -2542498.129976 + Penalty 4883.913446 = -2537614.216529 nChanged 12 SP:Iteration 130Q (12313.250000 sec): 3 clusters Score: Raw -2542500.088617 + Penalty 4883.913446 = -2537616.175171 nChanged 7 SP:Iteration 131Q (12313.580000 sec): 3 clusters Score: Raw -2542500.971470 + Penalty 4883.913446 = -2537617.058024 nChanged 8 SP:Iteration 132Q (12313.920000 sec): 3 clusters Score: Raw -2542502.212042 + Penalty 4883.913446 = -2537618.298596 nChanged 9 SP:Iteration 133Q (12314.180000 sec): 3 clusters Score: Raw -2542503.621890 + Penalty 4883.913446 = -2537619.708444 nChanged 13 SP:Iteration 134Q (12314.450000 sec): 3 clusters Score: Raw -2542505.933951 + Penalty 4883.913446 = -2537622.020504 nChanged 14 SP:Iteration 135Q (12314.770000 sec): 3 clusters Score: Raw -2542507.939471 + Penalty 4883.913446 = -2537624.026025 nChanged 7 SP:Iteration 136Q (12315.010000 sec): 3 clusters Score: Raw -2542509.032746 + Penalty 4883.913446 = -2537625.119300 nChanged 9 SP:Iteration 137Q (12315.290000 sec): 3 clusters Score: Raw -2542510.157965 + Penalty 4883.913446 = -2537626.244519 nChanged 13 SP:Iteration 138Q (12315.590000 sec): 3 clusters Score: Raw -2542512.202308 + Penalty 4883.913446 = -2537628.288861 nChanged 15 SP:Iteration 139Q (12315.860000 sec): 3 clusters Score: Raw -2542515.158918 + Penalty 4883.913446 = -2537631.245472 nChanged 11 SP:Iteration 140F (12316.200000 sec): 3 clusters Score: Raw -2542516.253073 + Penalty 4883.913446 = -2537632.339627 nChanged 8 SP:Iteration 141Q (12316.460000 sec): 3 clusters Score: Raw -2542517.390677 + Penalty 4883.913446 = -2537633.477230 nChanged 9 SP:Iteration 142Q (12316.750000 sec): 3 clusters Score: Raw -2542519.115560 + Penalty 4883.913446 = -2537635.202113 nChanged 12 SP:Iteration 143Q (12317.020000 sec): 3 clusters Score: Raw -2542521.007178 + Penalty 4883.913446 = -2537637.093732 nChanged 12 SP:Iteration 144Q (12317.300000 sec): 3 clusters Score: Raw -2542522.792367 + Penalty 4883.913446 = -2537638.878921 nChanged 12 SP:Iteration 145Q (12317.580000 sec): 3 clusters Score: Raw -2542524.717435 + Penalty 4883.913446 = -2537640.803989 nChanged 18 SP:Iteration 146Q (12317.870000 sec): 3 clusters Score: Raw -2542527.692414 + Penalty 4883.913446 = -2537643.778968 nChanged 21 SP:Iteration 147Q (12318.170000 sec): 3 clusters Score: Raw -2542531.834759 + Penalty 4883.913446 = -2537647.921313 nChanged 23 SP:Iteration 148Q (12318.480000 sec): 3 clusters Score: Raw -2542535.068899 + Penalty 4883.913446 = -2537651.155452 nChanged 14 SP:Iteration 149Q (12318.800000 sec): 3 clusters Score: Raw -2542537.904471 + Penalty 4883.913446 = -2537653.991025 nChanged 21 SP:Iteration 150Q (12319.080000 sec): 3 clusters Score: Raw -2542542.170993 + Penalty 4883.913446 = -2537658.257547 nChanged 24 SP:Iteration 151Q (12319.410000 sec): 3 clusters Score: Raw -2542546.331555 + Penalty 4883.913446 = -2537662.418108 nChanged 20 SP:Iteration 152Q (12319.690000 sec): 3 clusters Score: Raw -2542550.020268 + Penalty 4883.913446 = -2537666.106822 nChanged 21 SP:Iteration 153Q (12319.980000 sec): 3 clusters Score: Raw -2542553.918654 + Penalty 4883.913446 = -2537670.005207 nChanged 23 SP:Iteration 154Q (12320.290000 sec): 3 clusters Score: Raw -2542558.797145 + Penalty 4883.913446 = -2537674.883699 nChanged 29 SP:Iteration 155Q (12320.520000 sec): 3 clusters Score: Raw -2542564.188389 + Penalty 4883.913446 = -2537680.274943 nChanged 18 SP:Iteration 156Q (12320.840000 sec): 3 clusters Score: Raw -2542567.617938 + Penalty 4883.913446 = -2537683.704492 nChanged 14 SP:Iteration 157Q (12321.180000 sec): 3 clusters Score: Raw -2542570.138997 + Penalty 4883.913446 = -2537686.225551 nChanged 16 SP:Iteration 158Q (12321.490000 sec): 3 clusters Score: Raw -2542572.442949 + Penalty 4883.913446 = -2537688.529502 nChanged 17 SP:Iteration 159Q (12321.800000 sec): 3 clusters Score: Raw -2542574.508133 + Penalty 4883.913446 = -2537690.594687 nChanged 12 SP:Iteration 160F (12322.110000 sec): 3 clusters Score: Raw -2542576.384276 + Penalty 4883.913446 = -2537692.470830 nChanged 12 SP:Iteration 161Q (12322.420000 sec): 3 clusters Score: Raw -2542578.260429 + Penalty 4883.913446 = -2537694.346983 nChanged 9 SP:Iteration 162Q (12322.730000 sec): 3 clusters Score: Raw -2542579.614367 + Penalty 4883.913446 = -2537695.700921 nChanged 7 SP:Iteration 163Q (12323.000000 sec): 3 clusters Score: Raw -2542580.436087 + Penalty 4883.913446 = -2537696.522641 nChanged 9 SP:Iteration 164Q (12323.340000 sec): 3 clusters Score: Raw -2542582.297559 + Penalty 4883.913446 = -2537698.384113 nChanged 15 SP:Iteration 165Q (12323.640000 sec): 3 clusters Score: Raw -2542584.361772 + Penalty 4883.913446 = -2537700.448325 nChanged 14 SP:Iteration 166Q (12323.920000 sec): 3 clusters Score: Raw -2542586.534191 + Penalty 4883.913446 = -2537702.620745 nChanged 11 SP:Iteration 167Q (12324.200000 sec): 3 clusters Score: Raw -2542588.002703 + Penalty 4883.913446 = -2537704.089257 nChanged 9 SP:Iteration 168Q (12324.510000 sec): 3 clusters Score: Raw -2542589.407764 + Penalty 4883.913446 = -2537705.494318 nChanged 9 SP:Iteration 169Q (12324.800000 sec): 3 clusters Score: Raw -2542590.820982 + Penalty 4883.913446 = -2537706.907536 nChanged 4 SP:Iteration 170Q (12325.100000 sec): 3 clusters Score: Raw -2542591.379589 + Penalty 4883.913446 = -2537707.466142 nChanged 3 SP:Iteration 171Q (12325.440000 sec): 3 clusters Score: Raw -2542591.753013 + Penalty 4883.913446 = -2537707.839567 nChanged 4 SP:Iteration 172Q (12325.720000 sec): 3 clusters Score: Raw -2542592.670989 + Penalty 4883.913446 = -2537708.757543 nChanged 1 SP:Iteration 173Q (12326.050000 sec): 3 clusters Score: Raw -2542592.797793 + Penalty 4883.913446 = -2537708.884347 nChanged 1 SP:Iteration 174Q (12326.370000 sec): 3 clusters Score: Raw -2542593.027743 + Penalty 4883.913446 = -2537709.114297 nChanged 2 SP:Iteration 175Q (12326.660000 sec): 3 clusters Score: Raw -2542593.507203 + Penalty 4883.913446 = -2537709.593756 nChanged 0 SP:Iteration 176F (12326.960000 sec): 3 clusters Score: Raw -2542593.507203 + Penalty 4883.913446 = -2537709.593756 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (4274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12327.100000 sec): 2 clusters Score: Raw -581536.835569 + Penalty 2073.355748 = -579463.479820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12327.330000 sec): 3 clusters Score: Raw -579532.969452 + Penalty 4146.711496 = -575386.257956 nChanged 1625 SP:Iteration 1F (12327.530000 sec): 3 clusters Score: Raw -580470.619450 + Penalty 4146.711496 = -576323.907953 nChanged 276 SP:Iteration 2F (12327.780000 sec): 3 clusters Score: Raw -580620.348666 + Penalty 4146.711496 = -576473.637170 nChanged 169 SP:Iteration 3Q (12327.980000 sec): 3 clusters Score: Raw -580717.781959 + Penalty 4146.711496 = -576571.070463 nChanged 123 SP:Iteration 4Q (12328.200000 sec): 3 clusters Score: Raw -580785.588909 + Penalty 4146.711496 = -576638.877413 nChanged 90 SP:Iteration 5Q (12328.410000 sec): 3 clusters Score: Raw -580824.951734 + Penalty 4146.711496 = -576678.240238 nChanged 68 SP:Iteration 6Q (12328.620000 sec): 3 clusters Score: Raw -580855.516592 + Penalty 4146.711496 = -576708.805096 nChanged 58 SP:Iteration 7Q (12328.850000 sec): 3 clusters Score: Raw -580877.756124 + Penalty 4146.711496 = -576731.044628 nChanged 42 SP:Iteration 8Q (12329.040000 sec): 3 clusters Score: Raw -580896.419361 + Penalty 4146.711496 = -576749.707865 nChanged 37 SP:Iteration 9Q (12329.200000 sec): 3 clusters Score: Raw -580910.802035 + Penalty 4146.711496 = -576764.090538 nChanged 34 SP:Iteration 10Q (12329.460000 sec): 3 clusters Score: Raw -580922.564680 + Penalty 4146.711496 = -576775.853184 nChanged 30 SP:Iteration 11Q (12329.680000 sec): 3 clusters Score: Raw -580931.641706 + Penalty 4146.711496 = -576784.930210 nChanged 22 SP:Iteration 12Q (12329.910000 sec): 3 clusters Score: Raw -580943.153907 + Penalty 4146.711496 = -576796.442411 nChanged 27 SP:Iteration 13Q (12330.130000 sec): 3 clusters Score: Raw -580954.561367 + Penalty 4146.711496 = -576807.849871 nChanged 31 SP:Iteration 14Q (12330.360000 sec): 3 clusters Score: Raw -580966.296756 + Penalty 4146.711496 = -576819.585260 nChanged 32 SP:Iteration 15Q (12330.570000 sec): 3 clusters Score: Raw -580977.731064 + Penalty 4146.711496 = -576831.019568 nChanged 31 SP:Iteration 16Q (12330.780000 sec): 3 clusters Score: Raw -580993.328916 + Penalty 4146.711496 = -576846.617420 nChanged 45 SP:Iteration 17Q (12330.960000 sec): 3 clusters Score: Raw -581012.881305 + Penalty 4146.711496 = -576866.169809 nChanged 36 SP:Iteration 18Q (12331.170000 sec): 3 clusters Score: Raw -581030.987308 + Penalty 4146.711496 = -576884.275812 nChanged 36 SP:Iteration 19Q (12331.390000 sec): 3 clusters Score: Raw -581045.227519 + Penalty 4146.711496 = -576898.516023 nChanged 27 SP:Iteration 20F (12331.590000 sec): 3 clusters Score: Raw -581054.839599 + Penalty 4146.711496 = -576908.128103 nChanged 25 SP:Iteration 21Q (12331.790000 sec): 3 clusters Score: Raw -581061.844620 + Penalty 4146.711496 = -576915.133124 nChanged 20 SP:Iteration 22Q (12332.010000 sec): 3 clusters Score: Raw -581069.123291 + Penalty 4146.711496 = -576922.411795 nChanged 19 SP:Iteration 23Q (12332.190000 sec): 3 clusters Score: Raw -581076.328789 + Penalty 4146.711496 = -576929.617293 nChanged 21 SP:Iteration 24Q (12332.380000 sec): 3 clusters Score: Raw -581084.002630 + Penalty 4146.711496 = -576937.291134 nChanged 20 SP:Iteration 25Q (12332.570000 sec): 3 clusters Score: Raw -581092.549499 + Penalty 4146.711496 = -576945.838002 nChanged 25 SP:Iteration 26Q (12332.800000 sec): 3 clusters Score: Raw -581104.282703 + Penalty 4146.711496 = -576957.571207 nChanged 28 SP:Iteration 27Q (12333.030000 sec): 3 clusters Score: Raw -581116.171222 + Penalty 4146.711496 = -576969.459725 nChanged 30 SP:Iteration 28Q (12333.270000 sec): 3 clusters Score: Raw -581130.496846 + Penalty 4146.711496 = -576983.785350 nChanged 36 SP:Iteration 29Q (12333.440000 sec): 3 clusters Score: Raw -581147.755997 + Penalty 4146.711496 = -577001.044501 nChanged 37 SP:Iteration 30Q (12333.650000 sec): 3 clusters Score: Raw -581171.247535 + Penalty 4146.711496 = -577024.536039 nChanged 41 SP:Iteration 31Q (12333.800000 sec): 3 clusters Score: Raw -581192.107847 + Penalty 4146.711496 = -577045.396350 nChanged 46 SP:Iteration 32Q (12333.990000 sec): 3 clusters Score: Raw -581213.183398 + Penalty 4146.711496 = -577066.471902 nChanged 40 SP:Iteration 33Q (12334.210000 sec): 3 clusters Score: Raw -581229.571338 + Penalty 4146.711496 = -577082.859841 nChanged 33 SP:Iteration 34Q (12334.370000 sec): 3 clusters Score: Raw -581243.669378 + Penalty 4146.711496 = -577096.957882 nChanged 31 SP:Iteration 35Q (12334.570000 sec): 3 clusters Score: Raw -581258.780288 + Penalty 4146.711496 = -577112.068792 nChanged 26 SP:Iteration 36Q (12334.780000 sec): 3 clusters Score: Raw -581271.541714 + Penalty 4146.711496 = -577124.830218 nChanged 40 SP:Iteration 37Q (12334.970000 sec): 3 clusters Score: Raw -581289.042012 + Penalty 4146.711496 = -577142.330516 nChanged 31 SP:Iteration 38Q (12335.190000 sec): 3 clusters Score: Raw -581303.217714 + Penalty 4146.711496 = -577156.506218 nChanged 27 SP:Iteration 39Q (12335.380000 sec): 3 clusters Score: Raw -581317.636693 + Penalty 4146.711496 = -577170.925197 nChanged 25 SP:Iteration 40F (12335.590000 sec): 3 clusters Score: Raw -581333.065699 + Penalty 4146.711496 = -577186.354203 nChanged 37 SP:Iteration 41Q (12335.780000 sec): 3 clusters Score: Raw -581350.381220 + Penalty 4146.711496 = -577203.669724 nChanged 36 SP:Iteration 42Q (12335.950000 sec): 3 clusters Score: Raw -581367.278752 + Penalty 4146.711496 = -577220.567256 nChanged 31 SP:Iteration 43Q (12336.140000 sec): 3 clusters Score: Raw -581383.279958 + Penalty 4146.711496 = -577236.568462 nChanged 31 SP:Iteration 44Q (12336.330000 sec): 3 clusters Score: Raw -581397.646782 + Penalty 4146.711496 = -577250.935286 nChanged 24 SP:Iteration 45Q (12336.520000 sec): 3 clusters Score: Raw -581408.540686 + Penalty 4146.711496 = -577261.829190 nChanged 19 SP:Iteration 46Q (12336.710000 sec): 3 clusters Score: Raw -581418.374199 + Penalty 4146.711496 = -577271.662703 nChanged 13 SP:Iteration 47Q (12336.930000 sec): 3 clusters Score: Raw -581426.112195 + Penalty 4146.711496 = -577279.400699 nChanged 14 SP:Iteration 48Q (12337.130000 sec): 3 clusters Score: Raw -581434.879279 + Penalty 4146.711496 = -577288.167783 nChanged 15 SP:Iteration 49Q (12337.300000 sec): 3 clusters Score: Raw -581441.360177 + Penalty 4146.711496 = -577294.648681 nChanged 14 SP:Iteration 50Q (12337.500000 sec): 3 clusters Score: Raw -581447.799107 + Penalty 4146.711496 = -577301.087611 nChanged 14 SP:Iteration 51Q (12337.670000 sec): 3 clusters Score: Raw -581454.335459 + Penalty 4146.711496 = -577307.623963 nChanged 15 SP:Iteration 52Q (12337.860000 sec): 3 clusters Score: Raw -581464.051468 + Penalty 4146.711496 = -577317.339972 nChanged 11 SP:Iteration 53Q (12338.090000 sec): 3 clusters Score: Raw -581469.327075 + Penalty 4146.711496 = -577322.615578 nChanged 14 SP:Iteration 54Q (12338.260000 sec): 3 clusters Score: Raw -581474.380860 + Penalty 4146.711496 = -577327.669364 nChanged 8 SP:Iteration 55Q (12338.520000 sec): 3 clusters Score: Raw -581477.589442 + Penalty 4146.711496 = -577330.877945 nChanged 13 SP:Iteration 56Q (12338.730000 sec): 3 clusters Score: Raw -581483.360678 + Penalty 4146.711496 = -577336.649182 nChanged 10 SP:Iteration 57Q (12338.930000 sec): 3 clusters Score: Raw -581488.304952 + Penalty 4146.711496 = -577341.593456 nChanged 12 SP:Iteration 58Q (12339.140000 sec): 3 clusters Score: Raw -581494.642839 + Penalty 4146.711496 = -577347.931342 nChanged 14 SP:Iteration 59Q (12339.390000 sec): 3 clusters Score: Raw -581503.463569 + Penalty 4146.711496 = -577356.752073 nChanged 16 SP:Iteration 60F (12339.600000 sec): 3 clusters Score: Raw -581512.072131 + Penalty 4146.711496 = -577365.360635 nChanged 9 SP:Iteration 61Q (12339.810000 sec): 3 clusters Score: Raw -581517.027798 + Penalty 4146.711496 = -577370.316301 nChanged 12 SP:Iteration 62Q (12340.020000 sec): 3 clusters Score: Raw -581527.703846 + Penalty 4146.711496 = -577380.992350 nChanged 18 SP:Iteration 63Q (12340.260000 sec): 3 clusters Score: Raw -581540.834599 + Penalty 4146.711496 = -577394.123102 nChanged 17 SP:Iteration 64Q (12340.470000 sec): 3 clusters Score: Raw -581554.522885 + Penalty 4146.711496 = -577407.811389 nChanged 18 SP:Iteration 65Q (12340.650000 sec): 3 clusters Score: Raw -581568.126180 + Penalty 4146.711496 = -577421.414684 nChanged 22 SP:Iteration 66Q (12340.840000 sec): 3 clusters Score: Raw -581581.962952 + Penalty 4146.711496 = -577435.251456 nChanged 27 SP:Iteration 67Q (12341.080000 sec): 3 clusters Score: Raw -581596.171639 + Penalty 4146.711496 = -577449.460143 nChanged 15 SP:Iteration 68Q (12341.250000 sec): 3 clusters Score: Raw -581605.561303 + Penalty 4146.711496 = -577458.849806 nChanged 16 SP:Iteration 69Q (12341.440000 sec): 3 clusters Score: Raw -581618.549174 + Penalty 4146.711496 = -577471.837678 nChanged 25 SP:Iteration 70Q (12341.670000 sec): 3 clusters Score: Raw -581636.723628 + Penalty 4146.711496 = -577490.012132 nChanged 25 SP:Iteration 71Q (12341.840000 sec): 3 clusters Score: Raw -581653.907207 + Penalty 4146.711496 = -577507.195711 nChanged 16 SP:Iteration 72Q (12342.070000 sec): 3 clusters Score: Raw -581664.279513 + Penalty 4146.711496 = -577517.568017 nChanged 19 SP:Iteration 73Q (12342.280000 sec): 3 clusters Score: Raw -581674.020974 + Penalty 4146.711496 = -577527.309478 nChanged 11 SP:Iteration 74Q (12342.450000 sec): 3 clusters Score: Raw -581679.073527 + Penalty 4146.711496 = -577532.362031 nChanged 9 SP:Iteration 75Q (12342.640000 sec): 3 clusters Score: Raw -581683.572119 + Penalty 4146.711496 = -577536.860623 nChanged 7 SP:Iteration 76Q (12342.880000 sec): 3 clusters Score: Raw -581687.643770 + Penalty 4146.711496 = -577540.932273 nChanged 7 SP:Iteration 77Q (12343.080000 sec): 3 clusters Score: Raw -581690.835917 + Penalty 4146.711496 = -577544.124420 nChanged 5 SP:Iteration 78Q (12343.270000 sec): 3 clusters Score: Raw -581695.299625 + Penalty 4146.711496 = -577548.588129 nChanged 10 SP:Iteration 79Q (12343.480000 sec): 3 clusters Score: Raw -581700.779241 + Penalty 4146.711496 = -577554.067744 nChanged 13 SP:Iteration 80F (12343.740000 sec): 3 clusters Score: Raw -581710.671249 + Penalty 4146.711496 = -577563.959753 nChanged 13 SP:Iteration 81Q (12343.930000 sec): 3 clusters Score: Raw -581718.544222 + Penalty 4146.711496 = -577571.832726 nChanged 12 SP:Iteration 82Q (12344.180000 sec): 3 clusters Score: Raw -581726.805297 + Penalty 4146.711496 = -577580.093800 nChanged 10 SP:Iteration 83Q (12344.360000 sec): 3 clusters Score: Raw -581732.617547 + Penalty 4146.711496 = -577585.906051 nChanged 6 SP:Iteration 84Q (12344.590000 sec): 3 clusters Score: Raw -581735.687243 + Penalty 4146.711496 = -577588.975747 nChanged 6 SP:Iteration 85Q (12344.750000 sec): 3 clusters Score: Raw -581740.862571 + Penalty 4146.711496 = -577594.151074 nChanged 6 SP:Iteration 86Q (12344.980000 sec): 3 clusters Score: Raw -581744.187335 + Penalty 4146.711496 = -577597.475839 nChanged 7 SP:Iteration 87Q (12345.170000 sec): 3 clusters Score: Raw -581748.333312 + Penalty 4146.711496 = -577601.621816 nChanged 6 SP:Iteration 88Q (12345.370000 sec): 3 clusters Score: Raw -581752.734388 + Penalty 4146.711496 = -577606.022892 nChanged 4 SP:Iteration 89Q (12345.560000 sec): 3 clusters Score: Raw -581754.701235 + Penalty 4146.711496 = -577607.989738 nChanged 4 SP:Iteration 90Q (12345.790000 sec): 3 clusters Score: Raw -581757.666935 + Penalty 4146.711496 = -577610.955439 nChanged 2 SP:Iteration 91Q (12346.040000 sec): 3 clusters Score: Raw -581759.090087 + Penalty 4146.711496 = -577612.378591 nChanged 0 SP:Iteration 92F (12346.230000 sec): 3 clusters Score: Raw -581759.090087 + Penalty 4146.711496 = -577612.378591 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12346.350000 sec): 2 clusters Score: Raw -27376.159221 + Penalty 1336.489789 = -26039.669432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12346.500000 sec): 3 clusters Score: Raw -27589.532868 + Penalty 2672.979578 = -24916.553290 nChanged 16 SP:Iteration 1F (12346.670000 sec): 3 clusters Score: Raw -27680.687745 + Penalty 2672.979578 = -25007.708167 nChanged 8 SP:Iteration 2Q (12346.810000 sec): 3 clusters Score: Raw -27730.866163 + Penalty 2672.979578 = -25057.886585 nChanged 1 SP:Iteration 3Q (12346.990000 sec): 3 clusters Score: Raw -27736.476098 + Penalty 2672.979578 = -25063.496520 nChanged 0 SP:Iteration 4F (12347.170000 sec): 3 clusters Score: Raw -27736.476098 + Penalty 2672.979578 = -25063.496520 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 21 (260574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12348.590000 sec): 2 clusters Score: Raw -35244787.077332 + Penalty 3092.719258 = -35241694.358074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12350.330000 sec): 3 clusters Score: Raw -35072992.777966 + Penalty 6185.438516 = -35066807.339450 nChanged 125752 SP:Iteration 1F (12351.970000 sec): 3 clusters Score: Raw -35147969.573435 + Penalty 6185.438516 = -35141784.134919 nChanged 7620 SP:Iteration 2Q (12353.650000 sec): 3 clusters Score: Raw -35149907.014388 + Penalty 6185.438516 = -35143721.575872 nChanged 9172 SP:Iteration 3Q (12355.200000 sec): 3 clusters Score: Raw -35153019.671486 + Penalty 6185.438516 = -35146834.232970 nChanged 12195 SP:Iteration 4Q (12356.820000 sec): 3 clusters Score: Raw -35158736.557949 + Penalty 6185.438516 = -35152551.119434 nChanged 16955 SP:Iteration 5F (12358.340000 sec): 3 clusters Score: Raw -35169404.033173 + Penalty 6185.438516 = -35163218.594657 nChanged 22188 SP:Iteration 6F (12360.120000 sec): 3 clusters Score: Raw -35187446.337597 + Penalty 6185.438516 = -35181260.899081 nChanged 24304 SP:Iteration 7F (12361.680000 sec): 3 clusters Score: Raw -35210903.892924 + Penalty 6185.438516 = -35204718.454408 nChanged 19480 SP:Iteration 8F (12363.220000 sec): 3 clusters Score: Raw -35230688.082846 + Penalty 6185.438516 = -35224502.644330 nChanged 10049 SP:Iteration 9Q (12364.940000 sec): 3 clusters Score: Raw -35240507.594862 + Penalty 6185.438516 = -35234322.156346 nChanged 3583 SP:Iteration 10Q (12366.360000 sec): 3 clusters Score: Raw -35243809.341831 + Penalty 6185.438516 = -35237623.903315 nChanged 1032 SP:Iteration 11Q (12367.680000 sec): 3 clusters Score: Raw -35244760.365629 + Penalty 6185.438516 = -35238574.927113 nChanged 312 SP:Iteration 12Q (12369.110000 sec): 3 clusters Score: Raw -35245070.489764 + Penalty 6185.438516 = -35238885.051249 nChanged 125 SP:Iteration 13Q (12370.510000 sec): 3 clusters Score: Raw -35245197.198198 + Penalty 6185.438516 = -35239011.759682 nChanged 72 SP:Iteration 14Q (12372.030000 sec): 3 clusters Score: Raw -35245276.930217 + Penalty 6185.438516 = -35239091.491701 nChanged 44 SP:Iteration 15Q (12373.550000 sec): 3 clusters Score: Raw -35245332.282948 + Penalty 6185.438516 = -35239146.844432 nChanged 38 SP:Iteration 16Q (12374.910000 sec): 3 clusters Score: Raw -35245363.518521 + Penalty 6185.438516 = -35239178.080005 nChanged 28 SP:Iteration 17Q (12376.270000 sec): 3 clusters Score: Raw -35245389.548453 + Penalty 6185.438516 = -35239204.109937 nChanged 28 SP:Iteration 18Q (12377.780000 sec): 3 clusters Score: Raw -35245413.766718 + Penalty 6185.438516 = -35239228.328202 nChanged 21 SP:Iteration 19Q (12379.080000 sec): 3 clusters Score: Raw -35245432.451159 + Penalty 6185.438516 = -35239247.012643 nChanged 15 SP:Iteration 20F (12380.650000 sec): 3 clusters Score: Raw -35245442.762683 + Penalty 6185.438516 = -35239257.324167 nChanged 14 SP:Iteration 21Q (12382.030000 sec): 3 clusters Score: Raw -35245454.523781 + Penalty 6185.438516 = -35239269.085266 nChanged 12 SP:Iteration 22Q (12383.330000 sec): 3 clusters Score: Raw -35245464.033333 + Penalty 6185.438516 = -35239278.594817 nChanged 11 SP:Iteration 23Q (12384.780000 sec): 3 clusters Score: Raw -35245469.463459 + Penalty 6185.438516 = -35239284.024943 nChanged 5 SP:Iteration 24Q (12386.320000 sec): 3 clusters Score: Raw -35245472.807216 + Penalty 6185.438516 = -35239287.368701 nChanged 7 SP:Iteration 25Q (12387.850000 sec): 3 clusters Score: Raw -35245479.416871 + Penalty 6185.438516 = -35239293.978355 nChanged 3 SP:Iteration 26Q (12389.330000 sec): 3 clusters Score: Raw -35245481.495118 + Penalty 6185.438516 = -35239296.056602 nChanged 5 SP:Iteration 27Q (12390.860000 sec): 3 clusters Score: Raw -35245486.448407 + Penalty 6185.438516 = -35239301.009891 nChanged 1 SP:Iteration 28Q (12392.380000 sec): 3 clusters Score: Raw -35245487.026391 + Penalty 6185.438516 = -35239301.587875 nChanged 2 SP:Iteration 29Q (12393.780000 sec): 3 clusters Score: Raw -35245488.211664 + Penalty 6185.438516 = -35239302.773148 nChanged 1 SP:Iteration 30Q (12395.240000 sec): 3 clusters Score: Raw -35245488.359892 + Penalty 6185.438516 = -35239302.921376 nChanged 0 SP:Iteration 31F (12396.900000 sec): 3 clusters Score: Raw -35245488.359892 + Penalty 6185.438516 = -35239302.921376 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 22 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12397.130000 sec): 2 clusters Score: Raw -24366.118882 + Penalty 1299.953260 = -23066.165622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12397.320000 sec): 3 clusters Score: Raw -24532.643533 + Penalty 2599.906519 = -21932.737013 nChanged 8 SP:Iteration 1Q (12397.510000 sec): 3 clusters Score: Raw -24574.563221 + Penalty 2599.906519 = -21974.656702 nChanged 6 SP:Iteration 2Q (12397.730000 sec): 3 clusters Score: Raw -24613.646468 + Penalty 2599.906519 = -22013.739949 nChanged 0 SP:Iteration 3F (12397.950000 sec): 3 clusters Score: Raw -24613.646468 + Penalty 2599.906519 = -22013.739949 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 23 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12398.070000 sec): 2 clusters Score: Raw -50181.891941 + Penalty 1503.241316 = -48678.650625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12398.240000 sec): 3 clusters Score: Raw -50230.444499 + Penalty 3006.482632 = -47223.961867 nChanged 64 SP:Iteration 1F (12398.470000 sec): 3 clusters Score: Raw -50390.616677 + Penalty 3006.482632 = -47384.134045 nChanged 16 SP:Iteration 2Q (12398.630000 sec): 3 clusters Score: Raw -50435.397395 + Penalty 3006.482632 = -47428.914763 nChanged 8 SP:Iteration 3Q (12398.830000 sec): 3 clusters Score: Raw -50458.586955 + Penalty 3006.482632 = -47452.104323 nChanged 4 SP:Iteration 4Q (12399.040000 sec): 3 clusters Score: Raw -50468.560932 + Penalty 3006.482632 = -47462.078300 nChanged 1 SP:Iteration 5Q (12399.230000 sec): 3 clusters Score: Raw -50470.724757 + Penalty 3006.482632 = -47464.242125 nChanged 0 SP:Iteration 6F (12399.400000 sec): 3 clusters Score: Raw -50470.724757 + Penalty 3006.482632 = -47464.242125 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 24 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12399.530000 sec): 2 clusters Score: Raw -60461.897156 + Penalty 1508.955854 = -58952.941302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12399.740000 sec): 3 clusters Score: Raw -60518.510024 + Penalty 3017.911709 = -57500.598315 nChanged 63 SP:Iteration 1F (12399.910000 sec): 3 clusters Score: Raw -60652.764230 + Penalty 3017.911709 = -57634.852521 nChanged 19 SP:Iteration 2Q (12400.150000 sec): 3 clusters Score: Raw -60699.966535 + Penalty 3017.911709 = -57682.054827 nChanged 4 SP:Iteration 3Q (12400.320000 sec): 3 clusters Score: Raw -60707.597558 + Penalty 3017.911709 = -57689.685849 nChanged 0 SP:Iteration 4F (12400.540000 sec): 3 clusters Score: Raw -60707.597558 + Penalty 3017.911709 = -57689.685849 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 25 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12400.630000 sec): 2 clusters Score: Raw -39109.601689 + Penalty 1432.088783 = -37677.512905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12400.820000 sec): 3 clusters Score: Raw -39216.260855 + Penalty 2864.177567 = -36352.083289 nChanged 37 SP:Iteration 1F (12401.000000 sec): 3 clusters Score: Raw -39357.130702 + Penalty 2864.177567 = -36492.953135 nChanged 10 SP:Iteration 2Q (12401.180000 sec): 3 clusters Score: Raw -39393.884647 + Penalty 2864.177567 = -36529.707081 nChanged 3 SP:Iteration 3Q (12401.380000 sec): 3 clusters Score: Raw -39400.456920 + Penalty 2864.177567 = -36536.279353 nChanged 1 SP:Iteration 4Q (12401.550000 sec): 3 clusters Score: Raw -39402.599730 + Penalty 2864.177567 = -36538.422164 nChanged 0 SP:Iteration 5F (12401.720000 sec): 3 clusters Score: Raw -39402.599730 + Penalty 2864.177567 = -36538.422164 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 26 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12401.810000 sec): 2 clusters Score: Raw -45240.981945 + Penalty 1480.872936 = -43760.109009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12402.040000 sec): 3 clusters Score: Raw -45325.100906 + Penalty 2961.745873 = -42363.355034 nChanged 63 SP:Iteration 1F (12402.220000 sec): 3 clusters Score: Raw -45483.749180 + Penalty 2961.745873 = -42522.003307 nChanged 18 SP:Iteration 2Q (12402.430000 sec): 3 clusters Score: Raw -45542.099592 + Penalty 2961.745873 = -42580.353720 nChanged 5 SP:Iteration 3Q (12402.600000 sec): 3 clusters Score: Raw -45557.486296 + Penalty 2961.745873 = -42595.740423 nChanged 1 SP:Iteration 4Q (12402.780000 sec): 3 clusters Score: Raw -45558.588879 + Penalty 2961.745873 = -42596.843006 nChanged 0 SP:Iteration 5F (12402.960000 sec): 3 clusters Score: Raw -45558.588879 + Penalty 2961.745873 = -42596.843006 nChanged 0 Iteration 259Q (12417.620000 sec): 27 clusters Score: Raw -59224342.948117 + Penalty 83829.122512 = -59140513.825605 nChanged 144 Iteration 260F (12442.350000 sec): 27 clusters Score: Raw -59224347.524797 + Penalty 83829.122512 = -59140518.402285 nChanged 136 Iteration 261Q (12455.800000 sec): 27 clusters Score: Raw -59224351.820146 + Penalty 83829.122512 = -59140522.697634 nChanged 158 Iteration 262Q (12469.500000 sec): 27 clusters Score: Raw -59224357.278900 + Penalty 83829.122512 = -59140528.156388 nChanged 170 Iteration 263Q (12481.790000 sec): 27 clusters Score: Raw -59224362.995134 + Penalty 83829.122512 = -59140533.872622 nChanged 180 Iteration 264Q (12494.820000 sec): 27 clusters Score: Raw -59224369.164829 + Penalty 83829.122512 = -59140540.042317 nChanged 168 Iteration 265Q (12508.370000 sec): 27 clusters Score: Raw -59224374.812224 + Penalty 83829.122512 = -59140545.689712 nChanged 163 Iteration 266Q (12522.210000 sec): 27 clusters Score: Raw -59224379.771270 + Penalty 83829.122512 = -59140550.648758 nChanged 169 Iteration 267Q (12536.180000 sec): 27 clusters Score: Raw -59224383.972094 + Penalty 83829.122512 = -59140554.849582 nChanged 149 Iteration 268Q (12549.170000 sec): 27 clusters Score: Raw -59224388.347216 + Penalty 83829.122512 = -59140559.224704 nChanged 147 Iteration 269Q (12563.050000 sec): 27 clusters Score: Raw -59224393.282409 + Penalty 83829.122512 = -59140564.159897 nChanged 139 Iteration 270Q (12576.520000 sec): 27 clusters Score: Raw -59224397.248609 + Penalty 83829.122512 = -59140568.126097 nChanged 117 Iteration 271Q (12589.520000 sec): 27 clusters Score: Raw -59224400.219911 + Penalty 83829.122512 = -59140571.097399 nChanged 129 Iteration 272Q (12602.610000 sec): 27 clusters Score: Raw -59224403.932325 + Penalty 83829.122512 = -59140574.809813 nChanged 137 Iteration 273Q (12615.120000 sec): 27 clusters Score: Raw -59224408.188607 + Penalty 83829.122512 = -59140579.066095 nChanged 107 Iteration 274Q (12628.470000 sec): 27 clusters Score: Raw -59224410.756420 + Penalty 83829.122512 = -59140581.633908 nChanged 92 Iteration 275Q (12641.440000 sec): 27 clusters Score: Raw -59224412.514267 + Penalty 83829.122512 = -59140583.391755 nChanged 78 Iteration 276Q (12654.710000 sec): 27 clusters Score: Raw -59224414.169226 + Penalty 83829.122512 = -59140585.046714 nChanged 85 Iteration 277Q (12667.430000 sec): 27 clusters Score: Raw -59224416.098978 + Penalty 83829.122512 = -59140586.976466 nChanged 63 Iteration 278Q (12681.290000 sec): 27 clusters Score: Raw -59224416.974697 + Penalty 83829.122512 = -59140587.852186 nChanged 57 Iteration 279Q (12694.590000 sec): 27 clusters Score: Raw -59224418.098095 + Penalty 83829.122512 = -59140588.975583 nChanged 56 Iteration 280F (12718.650000 sec): 27 clusters Score: Raw -59224418.970616 + Penalty 83829.122512 = -59140589.848104 nChanged 61 Iteration 281Q (12731.560000 sec): 27 clusters Score: Raw -59224419.998059 + Penalty 83829.122512 = -59140590.875547 nChanged 71 Iteration 282Q (12751.630000 sec): 27 clusters Score: Raw -59224421.186704 + Penalty 83829.122512 = -59140592.064192 nChanged 75 Iteration 283Q (12766.560000 sec): 27 clusters Score: Raw -59224422.281832 + Penalty 83829.122512 = -59140593.159320 nChanged 73 Iteration 284Q (12780.610000 sec): 27 clusters Score: Raw -59224423.195881 + Penalty 83829.122512 = -59140594.073369 nChanged 59 Iteration 285Q (12795.350000 sec): 27 clusters Score: Raw -59224424.373249 + Penalty 83829.122512 = -59140595.250737 nChanged 55 Iteration 286Q (12810.590000 sec): 27 clusters Score: Raw -59224425.250611 + Penalty 83829.122512 = -59140596.128099 nChanged 55 Iteration 287Q (12824.980000 sec): 27 clusters Score: Raw -59224425.963697 + Penalty 83829.122512 = -59140596.841185 nChanged 55 Iteration 288Q (12838.960000 sec): 27 clusters Score: Raw -59224426.632380 + Penalty 83829.122512 = -59140597.509868 nChanged 57 Iteration 289Q (12852.570000 sec): 27 clusters Score: Raw -59224427.181556 + Penalty 83829.122512 = -59140598.059044 nChanged 48 Iteration 290Q (12865.170000 sec): 27 clusters Score: Raw -59224427.535286 + Penalty 83829.122512 = -59140598.412774 nChanged 40 Iteration 291Q (12878.580000 sec): 27 clusters Score: Raw -59224427.931504 + Penalty 83829.122512 = -59140598.808992 nChanged 37 Iteration 292Q (12891.230000 sec): 27 clusters Score: Raw -59224428.276792 + Penalty 83829.122512 = -59140599.154280 nChanged 44 Iteration 293Q (12905.070000 sec): 27 clusters Score: Raw -59224428.776142 + Penalty 83829.122512 = -59140599.653630 nChanged 47 Iteration 294Q (12919.620000 sec): 27 clusters Score: Raw -59224429.256409 + Penalty 83829.122512 = -59140600.133897 nChanged 46 Iteration 295Q (12934.370000 sec): 27 clusters Score: Raw -59224429.711795 + Penalty 83829.122512 = -59140600.589283 nChanged 38 Iteration 296Q (12949.780000 sec): 27 clusters Score: Raw -59224430.848986 + Penalty 83829.122512 = -59140601.726474 nChanged 33 Iteration 297Q (12964.680000 sec): 27 clusters Score: Raw -59224435.639699 + Penalty 83829.122512 = -59140606.517187 nChanged 26 Iteration 298Q (12979.120000 sec): 27 clusters Score: Raw -59224436.121657 + Penalty 83829.122512 = -59140606.999145 nChanged 30 Writing temp clu file Because OldScore, -59140606.517187, is greater than current (better) Score,-59140606.999145 Compute initial score before splitting: Score: Raw -59224436.121657 + Penalty 83829.122512 = -59140606.999145 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (32535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12979.450000 sec): 2 clusters Score: Raw -4460714.873803 + Penalty 2576.737785 = -4458138.136018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12979.790000 sec): 3 clusters Score: Raw -4441166.610029 + Penalty 5153.475569 = -4436013.134460 nChanged 14809 SP:Iteration 1F (12980.170000 sec): 3 clusters Score: Raw -4449091.155444 + Penalty 5153.475569 = -4443937.679874 nChanged 1587 SP:Iteration 2Q (12980.530000 sec): 3 clusters Score: Raw -4449699.755020 + Penalty 5153.475569 = -4444546.279450 nChanged 1588 SP:Iteration 3Q (12980.970000 sec): 3 clusters Score: Raw -4450355.409597 + Penalty 5153.475569 = -4445201.934027 nChanged 1672 SP:Iteration 4F (12981.290000 sec): 3 clusters Score: Raw -4451135.245277 + Penalty 5153.475569 = -4445981.769707 nChanged 1936 SP:Iteration 5F (12981.660000 sec): 3 clusters Score: Raw -4452317.525326 + Penalty 5153.475569 = -4447164.049757 nChanged 2332 SP:Iteration 6F (12982.020000 sec): 3 clusters Score: Raw -4454088.742371 + Penalty 5153.475569 = -4448935.266802 nChanged 2542 SP:Iteration 7F (12982.340000 sec): 3 clusters Score: Raw -4456368.002318 + Penalty 5153.475569 = -4451214.526748 nChanged 2193 SP:Iteration 8F (12982.770000 sec): 3 clusters Score: Raw -4458483.759712 + Penalty 5153.475569 = -4453330.284142 nChanged 1418 SP:Iteration 9Q (12983.220000 sec): 3 clusters Score: Raw -4459805.636875 + Penalty 5153.475569 = -4454652.161306 nChanged 739 SP:Iteration 10Q (12983.640000 sec): 3 clusters Score: Raw -4460454.047215 + Penalty 5153.475569 = -4455300.571646 nChanged 340 SP:Iteration 11Q (12983.990000 sec): 3 clusters Score: Raw -4460754.544959 + Penalty 5153.475569 = -4455601.069390 nChanged 198 SP:Iteration 12Q (12984.330000 sec): 3 clusters Score: Raw -4460923.682985 + Penalty 5153.475569 = -4455770.207416 nChanged 111 SP:Iteration 13Q (12984.690000 sec): 3 clusters Score: Raw -4461022.642526 + Penalty 5153.475569 = -4455869.166957 nChanged 56 SP:Iteration 14Q (12985.030000 sec): 3 clusters Score: Raw -4461070.571483 + Penalty 5153.475569 = -4455917.095913 nChanged 41 SP:Iteration 15Q (12985.390000 sec): 3 clusters Score: Raw -4461106.224761 + Penalty 5153.475569 = -4455952.749192 nChanged 35 SP:Iteration 16Q (12985.790000 sec): 3 clusters Score: Raw -4461141.085452 + Penalty 5153.475569 = -4455987.609883 nChanged 24 SP:Iteration 17Q (12986.110000 sec): 3 clusters Score: Raw -4461170.335163 + Penalty 5153.475569 = -4456016.859594 nChanged 19 SP:Iteration 18Q (12986.500000 sec): 3 clusters Score: Raw -4461188.413552 + Penalty 5153.475569 = -4456034.937983 nChanged 14 SP:Iteration 19Q (12986.840000 sec): 3 clusters Score: Raw -4461200.633185 + Penalty 5153.475569 = -4456047.157615 nChanged 10 SP:Iteration 20F (12987.230000 sec): 3 clusters Score: Raw -4461207.896423 + Penalty 5153.475569 = -4456054.420854 nChanged 7 SP:Iteration 21Q (12987.540000 sec): 3 clusters Score: Raw -4461216.531134 + Penalty 5153.475569 = -4456063.055565 nChanged 8 SP:Iteration 22Q (12987.950000 sec): 3 clusters Score: Raw -4461223.963223 + Penalty 5153.475569 = -4456070.487654 nChanged 12 SP:Iteration 23Q (12988.240000 sec): 3 clusters Score: Raw -4461239.260943 + Penalty 5153.475569 = -4456085.785374 nChanged 8 SP:Iteration 24Q (12988.620000 sec): 3 clusters Score: Raw -4461250.031524 + Penalty 5153.475569 = -4456096.555955 nChanged 8 SP:Iteration 25Q (12989.000000 sec): 3 clusters Score: Raw -4461258.270785 + Penalty 5153.475569 = -4456104.795216 nChanged 7 SP:Iteration 26Q (12989.340000 sec): 3 clusters Score: Raw -4461267.128998 + Penalty 5153.475569 = -4456113.653429 nChanged 9 SP:Iteration 27Q (12989.760000 sec): 3 clusters Score: Raw -4461274.672930 + Penalty 5153.475569 = -4456121.197361 nChanged 8 SP:Iteration 28Q (12990.090000 sec): 3 clusters Score: Raw -4461282.155714 + Penalty 5153.475569 = -4456128.680145 nChanged 3 SP:Iteration 29Q (12990.450000 sec): 3 clusters Score: Raw -4461283.622211 + Penalty 5153.475569 = -4456130.146642 nChanged 1 SP:Iteration 30Q (12990.810000 sec): 3 clusters Score: Raw -4461283.988057 + Penalty 5153.475569 = -4456130.512488 nChanged 0 SP:Iteration 31F (12991.190000 sec): 3 clusters Score: Raw -4461283.988057 + Penalty 5153.475569 = -4456130.512488 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12991.270000 sec): 2 clusters Score: Raw -51644.406305 + Penalty 1496.799395 = -50147.606909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12991.500000 sec): 3 clusters Score: Raw -51783.374373 + Penalty 2993.598791 = -48789.775583 nChanged 74 SP:Iteration 1F (12991.700000 sec): 3 clusters Score: Raw -51994.038019 + Penalty 2993.598791 = -49000.439229 nChanged 22 SP:Iteration 2F (12991.850000 sec): 3 clusters Score: Raw -52050.580217 + Penalty 2993.598791 = -49056.981426 nChanged 7 SP:Iteration 3Q (12992.050000 sec): 3 clusters Score: Raw -52064.582647 + Penalty 2993.598791 = -49070.983857 nChanged 4 SP:Iteration 4Q (12992.260000 sec): 3 clusters Score: Raw -52072.782975 + Penalty 2993.598791 = -49079.184184 nChanged 3 SP:Iteration 5Q (12992.500000 sec): 3 clusters Score: Raw -52080.277514 + Penalty 2993.598791 = -49086.678724 nChanged 2 SP:Iteration 6Q (12992.660000 sec): 3 clusters Score: Raw -52084.606817 + Penalty 2993.598791 = -49091.008027 nChanged 0 SP:Iteration 7F (12992.840000 sec): 3 clusters Score: Raw -52084.606817 + Penalty 2993.598791 = -49091.008027 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12992.930000 sec): 2 clusters Score: Raw -34364.167709 + Penalty 1412.045570 = -32952.122139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12993.100000 sec): 3 clusters Score: Raw -34634.707408 + Penalty 2824.091141 = -31810.616267 nChanged 47 SP:Iteration 1F (12993.280000 sec): 3 clusters Score: Raw -34774.089538 + Penalty 2824.091141 = -31949.998397 nChanged 7 SP:Iteration 2Q (12993.470000 sec): 3 clusters Score: Raw -34789.404558 + Penalty 2824.091141 = -31965.313417 nChanged 4 SP:Iteration 3Q (12993.750000 sec): 3 clusters Score: Raw -34805.127842 + Penalty 2824.091141 = -31981.036701 nChanged 3 SP:Iteration 4Q (12993.930000 sec): 3 clusters Score: Raw -34814.653595 + Penalty 2824.091141 = -31990.562454 nChanged 5 SP:Iteration 5Q (12994.120000 sec): 3 clusters Score: Raw -34846.846209 + Penalty 2824.091141 = -32022.755068 nChanged 0 SP:Iteration 6F (12994.260000 sec): 3 clusters Score: Raw -34846.846209 + Penalty 2824.091141 = -32022.755068 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12994.410000 sec): 2 clusters Score: Raw -971432.455283 + Penalty 2209.222096 = -969223.233187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12994.630000 sec): 3 clusters Score: Raw -967591.917978 + Penalty 4418.444192 = -963173.473786 nChanged 2991 SP:Iteration 1F (12994.880000 sec): 3 clusters Score: Raw -969252.224341 + Penalty 4418.444192 = -964833.780149 nChanged 514 SP:Iteration 2F (12995.120000 sec): 3 clusters Score: Raw -969524.093352 + Penalty 4418.444192 = -965105.649160 nChanged 379 SP:Iteration 3F (12995.310000 sec): 3 clusters Score: Raw -969706.372397 + Penalty 4418.444192 = -965287.928205 nChanged 290 SP:Iteration 4Q (12995.590000 sec): 3 clusters Score: Raw -969830.152885 + Penalty 4418.444192 = -965411.708693 nChanged 235 SP:Iteration 5Q (12995.810000 sec): 3 clusters Score: Raw -969936.847600 + Penalty 4418.444192 = -965518.403408 nChanged 197 SP:Iteration 6Q (12996.010000 sec): 3 clusters Score: Raw -970012.996824 + Penalty 4418.444192 = -965594.552632 nChanged 152 SP:Iteration 7Q (12996.260000 sec): 3 clusters Score: Raw -970075.786118 + Penalty 4418.444192 = -965657.341926 nChanged 159 SP:Iteration 8Q (12996.520000 sec): 3 clusters Score: Raw -970135.172093 + Penalty 4418.444192 = -965716.727901 nChanged 144 SP:Iteration 9Q (12996.760000 sec): 3 clusters Score: Raw -970191.754623 + Penalty 4418.444192 = -965773.310431 nChanged 139 SP:Iteration 10Q (12996.990000 sec): 3 clusters Score: Raw -970252.396448 + Penalty 4418.444192 = -965833.952256 nChanged 147 SP:Iteration 11Q (12997.210000 sec): 3 clusters Score: Raw -970306.718974 + Penalty 4418.444192 = -965888.274782 nChanged 125 SP:Iteration 12Q (12997.450000 sec): 3 clusters Score: Raw -970351.057767 + Penalty 4418.444192 = -965932.613575 nChanged 109 SP:Iteration 13Q (12997.670000 sec): 3 clusters Score: Raw -970392.319627 + Penalty 4418.444192 = -965973.875434 nChanged 111 SP:Iteration 14Q (12997.910000 sec): 3 clusters Score: Raw -970442.048274 + Penalty 4418.444192 = -966023.604082 nChanged 138 SP:Iteration 15Q (12998.200000 sec): 3 clusters Score: Raw -970502.359166 + Penalty 4418.444192 = -966083.914974 nChanged 133 SP:Iteration 16Q (12998.440000 sec): 3 clusters Score: Raw -970558.455595 + Penalty 4418.444192 = -966140.011403 nChanged 130 SP:Iteration 17Q (12998.670000 sec): 3 clusters Score: Raw -970608.617330 + Penalty 4418.444192 = -966190.173138 nChanged 113 SP:Iteration 18Q (12998.970000 sec): 3 clusters Score: Raw -970655.691469 + Penalty 4418.444192 = -966237.247277 nChanged 111 SP:Iteration 19Q (12999.210000 sec): 3 clusters Score: Raw -970708.495818 + Penalty 4418.444192 = -966290.051626 nChanged 114 SP:Iteration 20F (12999.410000 sec): 3 clusters Score: Raw -970762.256687 + Penalty 4418.444192 = -966343.812495 nChanged 130 SP:Iteration 21Q (12999.650000 sec): 3 clusters Score: Raw -970821.192576 + Penalty 4418.444192 = -966402.748383 nChanged 125 SP:Iteration 22Q (12999.900000 sec): 3 clusters Score: Raw -970881.272333 + Penalty 4418.444192 = -966462.828141 nChanged 122 SP:Iteration 23Q (13000.100000 sec): 3 clusters Score: Raw -970940.503861 + Penalty 4418.444192 = -966522.059669 nChanged 116 SP:Iteration 24Q (13000.340000 sec): 3 clusters Score: Raw -970996.382323 + Penalty 4418.444192 = -966577.938130 nChanged 105 SP:Iteration 25Q (13000.540000 sec): 3 clusters Score: Raw -971051.354293 + Penalty 4418.444192 = -966632.910101 nChanged 108 SP:Iteration 26Q (13000.750000 sec): 3 clusters Score: Raw -971114.316424 + Penalty 4418.444192 = -966695.872232 nChanged 98 SP:Iteration 27Q (13001.020000 sec): 3 clusters Score: Raw -971164.161625 + Penalty 4418.444192 = -966745.717433 nChanged 79 SP:Iteration 28Q (13001.230000 sec): 3 clusters Score: Raw -971204.885535 + Penalty 4418.444192 = -966786.441343 nChanged 83 SP:Iteration 29Q (13001.470000 sec): 3 clusters Score: Raw -971250.699679 + Penalty 4418.444192 = -966832.255487 nChanged 87 SP:Iteration 30Q (13001.720000 sec): 3 clusters Score: Raw -971308.096160 + Penalty 4418.444192 = -966889.651968 nChanged 105 SP:Iteration 31Q (13002.010000 sec): 3 clusters Score: Raw -971373.118221 + Penalty 4418.444192 = -966954.674028 nChanged 77 SP:Iteration 32Q (13002.270000 sec): 3 clusters Score: Raw -971427.091916 + Penalty 4418.444192 = -967008.647724 nChanged 68 SP:Iteration 33Q (13002.490000 sec): 3 clusters Score: Raw -971469.425664 + Penalty 4418.444192 = -967050.981471 nChanged 56 SP:Iteration 34Q (13002.730000 sec): 3 clusters Score: Raw -971502.695777 + Penalty 4418.444192 = -967084.251584 nChanged 39 SP:Iteration 35Q (13002.970000 sec): 3 clusters Score: Raw -971524.171307 + Penalty 4418.444192 = -967105.727115 nChanged 28 SP:Iteration 36Q (13003.200000 sec): 3 clusters Score: Raw -971540.435936 + Penalty 4418.444192 = -967121.991744 nChanged 24 SP:Iteration 37Q (13003.450000 sec): 3 clusters Score: Raw -971553.674945 + Penalty 4418.444192 = -967135.230753 nChanged 24 SP:Iteration 38Q (13003.670000 sec): 3 clusters Score: Raw -971567.578802 + Penalty 4418.444192 = -967149.134610 nChanged 14 SP:Iteration 39Q (13003.910000 sec): 3 clusters Score: Raw -971575.416667 + Penalty 4418.444192 = -967156.972475 nChanged 24 SP:Iteration 40F (13004.170000 sec): 3 clusters Score: Raw -971591.746700 + Penalty 4418.444192 = -967173.302508 nChanged 19 SP:Iteration 41Q (13004.420000 sec): 3 clusters Score: Raw -971602.101027 + Penalty 4418.444192 = -967183.656835 nChanged 14 SP:Iteration 42Q (13004.610000 sec): 3 clusters Score: Raw -971611.551388 + Penalty 4418.444192 = -967193.107196 nChanged 14 SP:Iteration 43Q (13004.850000 sec): 3 clusters Score: Raw -971619.847821 + Penalty 4418.444192 = -967201.403629 nChanged 7 SP:Iteration 44Q (13005.050000 sec): 3 clusters Score: Raw -971623.987120 + Penalty 4418.444192 = -967205.542928 nChanged 9 SP:Iteration 45Q (13005.310000 sec): 3 clusters Score: Raw -971632.298997 + Penalty 4418.444192 = -967213.854805 nChanged 15 SP:Iteration 46Q (13005.600000 sec): 3 clusters Score: Raw -971640.821618 + Penalty 4418.444192 = -967222.377426 nChanged 9 SP:Iteration 47Q (13005.770000 sec): 3 clusters Score: Raw -971646.714308 + Penalty 4418.444192 = -967228.270116 nChanged 9 SP:Iteration 48Q (13006.020000 sec): 3 clusters Score: Raw -971654.062374 + Penalty 4418.444192 = -967235.618182 nChanged 11 SP:Iteration 49Q (13006.250000 sec): 3 clusters Score: Raw -971661.394130 + Penalty 4418.444192 = -967242.949937 nChanged 13 SP:Iteration 50Q (13006.440000 sec): 3 clusters Score: Raw -971672.568842 + Penalty 4418.444192 = -967254.124650 nChanged 13 SP:Iteration 51Q (13006.670000 sec): 3 clusters Score: Raw -971683.534466 + Penalty 4418.444192 = -967265.090274 nChanged 9 SP:Iteration 52Q (13006.950000 sec): 3 clusters Score: Raw -971690.274813 + Penalty 4418.444192 = -967271.830620 nChanged 11 SP:Iteration 53Q (13007.170000 sec): 3 clusters Score: Raw -971695.443524 + Penalty 4418.444192 = -967276.999332 nChanged 6 SP:Iteration 54Q (13007.400000 sec): 3 clusters Score: Raw -971698.484298 + Penalty 4418.444192 = -967280.040106 nChanged 3 SP:Iteration 55Q (13007.650000 sec): 3 clusters Score: Raw -971699.938516 + Penalty 4418.444192 = -967281.494324 nChanged 1 SP:Iteration 56Q (13007.840000 sec): 3 clusters Score: Raw -971700.371196 + Penalty 4418.444192 = -967281.927004 nChanged 2 SP:Iteration 57Q (13008.080000 sec): 3 clusters Score: Raw -971702.139511 + Penalty 4418.444192 = -967283.695319 nChanged 4 SP:Iteration 58Q (13008.270000 sec): 3 clusters Score: Raw -971704.159212 + Penalty 4418.444192 = -967285.715020 nChanged 4 SP:Iteration 59Q (13008.530000 sec): 3 clusters Score: Raw -971707.264345 + Penalty 4418.444192 = -967288.820153 nChanged 4 SP:Iteration 60F (13008.780000 sec): 3 clusters Score: Raw -971708.998359 + Penalty 4418.444192 = -967290.554167 nChanged 1 SP:Iteration 61Q (13008.990000 sec): 3 clusters Score: Raw -971709.641157 + Penalty 4418.444192 = -967291.196965 nChanged 1 SP:Iteration 62Q (13009.210000 sec): 3 clusters Score: Raw -971710.384455 + Penalty 4418.444192 = -967291.940263 nChanged 1 SP:Iteration 63Q (13009.430000 sec): 3 clusters Score: Raw -971711.164806 + Penalty 4418.444192 = -967292.720613 nChanged 0 SP:Iteration 64F (13009.650000 sec): 3 clusters Score: Raw -971711.164806 + Penalty 4418.444192 = -967292.720613 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13009.770000 sec): 2 clusters Score: Raw -38645.455562 + Penalty 1424.264791 = -37221.190771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13009.990000 sec): 3 clusters Score: Raw -38804.830821 + Penalty 2848.529581 = -35956.301240 nChanged 35 SP:Iteration 1F (13010.180000 sec): 3 clusters Score: Raw -38891.661067 + Penalty 2848.529581 = -36043.131486 nChanged 6 SP:Iteration 2Q (13010.430000 sec): 3 clusters Score: Raw -38913.896657 + Penalty 2848.529581 = -36065.367076 nChanged 5 SP:Iteration 3Q (13010.580000 sec): 3 clusters Score: Raw -38933.290666 + Penalty 2848.529581 = -36084.761085 nChanged 1 SP:Iteration 4Q (13010.780000 sec): 3 clusters Score: Raw -38938.214915 + Penalty 2848.529581 = -36089.685334 nChanged 1 SP:Iteration 5Q (13010.930000 sec): 3 clusters Score: Raw -38942.776517 + Penalty 2848.529581 = -36094.246936 nChanged 2 SP:Iteration 6Q (13011.030000 sec): 3 clusters Score: Raw -38952.854264 + Penalty 2848.529581 = -36104.324683 nChanged 2 SP:Iteration 7Q (13011.240000 sec): 3 clusters Score: Raw -38959.329994 + Penalty 2848.529581 = -36110.800412 nChanged 2 SP:Iteration 8Q (13011.430000 sec): 3 clusters Score: Raw -38966.838748 + Penalty 2848.529581 = -36118.309167 nChanged 1 SP:Iteration 9Q (13011.600000 sec): 3 clusters Score: Raw -38970.534567 + Penalty 2848.529581 = -36122.004985 nChanged 0 SP:Iteration 10F (13011.790000 sec): 3 clusters Score: Raw -38970.534567 + Penalty 2848.529581 = -36122.004985 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13011.890000 sec): 2 clusters Score: Raw -27434.623559 + Penalty 1346.477716 = -26088.145843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13012.040000 sec): 3 clusters Score: Raw -27633.283674 + Penalty 2692.955432 = -24940.328242 nChanged 18 SP:Iteration 1F (13012.250000 sec): 3 clusters Score: Raw -27707.299361 + Penalty 2692.955432 = -25014.343929 nChanged 3 SP:Iteration 2Q (13012.510000 sec): 3 clusters Score: Raw -27727.270241 + Penalty 2692.955432 = -25034.314809 nChanged 3 SP:Iteration 3Q (13012.690000 sec): 3 clusters Score: Raw -27745.239318 + Penalty 2692.955432 = -25052.283886 nChanged 3 SP:Iteration 4Q (13012.860000 sec): 3 clusters Score: Raw -27779.477136 + Penalty 2692.955432 = -25086.521704 nChanged 3 SP:Iteration 5Q (13013.030000 sec): 3 clusters Score: Raw -27793.134889 + Penalty 2692.955432 = -25100.179457 nChanged 0 SP:Iteration 6F (13013.200000 sec): 3 clusters Score: Raw -27793.134889 + Penalty 2692.955432 = -25100.179457 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13013.270000 sec): 2 clusters Score: Raw -172574.821629 + Penalty 1781.034802 = -170793.786827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13013.480000 sec): 3 clusters Score: Raw -172201.160385 + Penalty 3562.069605 = -168639.090781 nChanged 352 SP:Iteration 1F (13013.650000 sec): 3 clusters Score: Raw -172519.818183 + Penalty 3562.069605 = -168957.748579 nChanged 101 SP:Iteration 2F (13013.900000 sec): 3 clusters Score: Raw -172627.813634 + Penalty 3562.069605 = -169065.744029 nChanged 48 SP:Iteration 3Q (13014.080000 sec): 3 clusters Score: Raw -172677.873216 + Penalty 3562.069605 = -169115.803612 nChanged 27 SP:Iteration 4Q (13014.290000 sec): 3 clusters Score: Raw -172702.986768 + Penalty 3562.069605 = -169140.917164 nChanged 14 SP:Iteration 5Q (13014.460000 sec): 3 clusters Score: Raw -172718.482115 + Penalty 3562.069605 = -169156.412510 nChanged 15 SP:Iteration 6Q (13014.650000 sec): 3 clusters Score: Raw -172732.763750 + Penalty 3562.069605 = -169170.694145 nChanged 13 SP:Iteration 7Q (13014.780000 sec): 3 clusters Score: Raw -172745.494018 + Penalty 3562.069605 = -169183.424414 nChanged 11 SP:Iteration 8Q (13014.970000 sec): 3 clusters Score: Raw -172755.077702 + Penalty 3562.069605 = -169193.008098 nChanged 12 SP:Iteration 9Q (13015.070000 sec): 3 clusters Score: Raw -172765.852592 + Penalty 3562.069605 = -169203.782987 nChanged 10 SP:Iteration 10Q (13015.250000 sec): 3 clusters Score: Raw -172774.193736 + Penalty 3562.069605 = -169212.124131 nChanged 5 SP:Iteration 11Q (13015.480000 sec): 3 clusters Score: Raw -172776.157630 + Penalty 3562.069605 = -169214.088025 nChanged 2 SP:Iteration 12Q (13015.640000 sec): 3 clusters Score: Raw -172777.760277 + Penalty 3562.069605 = -169215.690672 nChanged 2 SP:Iteration 13Q (13015.880000 sec): 3 clusters Score: Raw -172780.151954 + Penalty 3562.069605 = -169218.082350 nChanged 2 SP:Iteration 14Q (13016.120000 sec): 3 clusters Score: Raw -172782.341816 + Penalty 3562.069605 = -169220.272211 nChanged 3 SP:Iteration 15Q (13016.320000 sec): 3 clusters Score: Raw -172789.438693 + Penalty 3562.069605 = -169227.369088 nChanged 2 SP:Iteration 16Q (13016.480000 sec): 3 clusters Score: Raw -172791.597905 + Penalty 3562.069605 = -169229.528301 nChanged 1 SP:Iteration 17Q (13016.640000 sec): 3 clusters Score: Raw -172791.889297 + Penalty 3562.069605 = -169229.819692 nChanged 0 SP:Iteration 18F (13016.850000 sec): 3 clusters Score: Raw -172791.889297 + Penalty 3562.069605 = -169229.819692 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13016.950000 sec): 2 clusters Score: Raw -12577.049855 + Penalty 1174.577215 = -11402.472640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13017.140000 sec): 3 clusters Score: Raw -12842.381840 + Penalty 2349.154430 = -10493.227409 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (5050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13017.260000 sec): 2 clusters Score: Raw -692769.612151 + Penalty 2114.731594 = -690654.880558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13017.480000 sec): 3 clusters Score: Raw -690327.265363 + Penalty 4229.463187 = -686097.802175 nChanged 1927 SP:Iteration 1F (13017.660000 sec): 3 clusters Score: Raw -691339.224596 + Penalty 4229.463187 = -687109.761409 nChanged 350 SP:Iteration 2F (13017.900000 sec): 3 clusters Score: Raw -691543.129058 + Penalty 4229.463187 = -687313.665871 nChanged 264 SP:Iteration 3F (13018.080000 sec): 3 clusters Score: Raw -691676.177521 + Penalty 4229.463187 = -687446.714334 nChanged 189 SP:Iteration 4Q (13018.320000 sec): 3 clusters Score: Raw -691770.416222 + Penalty 4229.463187 = -687540.953035 nChanged 154 SP:Iteration 5Q (13018.500000 sec): 3 clusters Score: Raw -691845.406534 + Penalty 4229.463187 = -687615.943347 nChanged 125 SP:Iteration 6Q (13018.760000 sec): 3 clusters Score: Raw -691911.810550 + Penalty 4229.463187 = -687682.347363 nChanged 114 SP:Iteration 7Q (13018.960000 sec): 3 clusters Score: Raw -691966.959495 + Penalty 4229.463187 = -687737.496308 nChanged 111 SP:Iteration 8Q (13019.140000 sec): 3 clusters Score: Raw -692016.204535 + Penalty 4229.463187 = -687786.741348 nChanged 98 SP:Iteration 9Q (13019.350000 sec): 3 clusters Score: Raw -692061.297612 + Penalty 4229.463187 = -687831.834424 nChanged 86 SP:Iteration 10Q (13019.570000 sec): 3 clusters Score: Raw -692097.373948 + Penalty 4229.463187 = -687867.910761 nChanged 72 SP:Iteration 11Q (13019.770000 sec): 3 clusters Score: Raw -692123.813237 + Penalty 4229.463187 = -687894.350050 nChanged 58 SP:Iteration 12Q (13020.010000 sec): 3 clusters Score: Raw -692144.592347 + Penalty 4229.463187 = -687915.129160 nChanged 63 SP:Iteration 13Q (13020.200000 sec): 3 clusters Score: Raw -692166.862666 + Penalty 4229.463187 = -687937.399479 nChanged 58 SP:Iteration 14Q (13020.460000 sec): 3 clusters Score: Raw -692188.395029 + Penalty 4229.463187 = -687958.931842 nChanged 59 SP:Iteration 15Q (13020.670000 sec): 3 clusters Score: Raw -692208.349438 + Penalty 4229.463187 = -687978.886251 nChanged 65 SP:Iteration 16Q (13020.910000 sec): 3 clusters Score: Raw -692237.296960 + Penalty 4229.463187 = -688007.833773 nChanged 90 SP:Iteration 17Q (13021.120000 sec): 3 clusters Score: Raw -692276.136893 + Penalty 4229.463187 = -688046.673706 nChanged 92 SP:Iteration 18Q (13021.370000 sec): 3 clusters Score: Raw -692319.362646 + Penalty 4229.463187 = -688089.899459 nChanged 96 SP:Iteration 19Q (13021.520000 sec): 3 clusters Score: Raw -692363.910205 + Penalty 4229.463187 = -688134.447018 nChanged 100 SP:Iteration 20F (13021.740000 sec): 3 clusters Score: Raw -692420.418965 + Penalty 4229.463187 = -688190.955778 nChanged 104 SP:Iteration 21Q (13022.000000 sec): 3 clusters Score: Raw -692478.815723 + Penalty 4229.463187 = -688249.352536 nChanged 105 SP:Iteration 22Q (13022.240000 sec): 3 clusters Score: Raw -692540.929814 + Penalty 4229.463187 = -688311.466627 nChanged 105 SP:Iteration 23Q (13022.430000 sec): 3 clusters Score: Raw -692603.404559 + Penalty 4229.463187 = -688373.941372 nChanged 94 SP:Iteration 24Q (13022.660000 sec): 3 clusters Score: Raw -692658.435019 + Penalty 4229.463187 = -688428.971832 nChanged 93 SP:Iteration 25Q (13022.920000 sec): 3 clusters Score: Raw -692712.847590 + Penalty 4229.463187 = -688483.384403 nChanged 76 SP:Iteration 26Q (13023.160000 sec): 3 clusters Score: Raw -692750.784367 + Penalty 4229.463187 = -688521.321180 nChanged 69 SP:Iteration 27Q (13023.410000 sec): 3 clusters Score: Raw -692778.316284 + Penalty 4229.463187 = -688548.853097 nChanged 53 SP:Iteration 28Q (13023.620000 sec): 3 clusters Score: Raw -692801.633466 + Penalty 4229.463187 = -688572.170279 nChanged 44 SP:Iteration 29Q (13023.900000 sec): 3 clusters Score: Raw -692823.626400 + Penalty 4229.463187 = -688594.163213 nChanged 41 SP:Iteration 30Q (13024.080000 sec): 3 clusters Score: Raw -692842.972096 + Penalty 4229.463187 = -688613.508909 nChanged 38 SP:Iteration 31Q (13024.380000 sec): 3 clusters Score: Raw -692861.499607 + Penalty 4229.463187 = -688632.036420 nChanged 39 SP:Iteration 32Q (13024.590000 sec): 3 clusters Score: Raw -692889.253588 + Penalty 4229.463187 = -688659.790401 nChanged 41 SP:Iteration 33Q (13024.860000 sec): 3 clusters Score: Raw -692914.522868 + Penalty 4229.463187 = -688685.059681 nChanged 41 SP:Iteration 34Q (13025.150000 sec): 3 clusters Score: Raw -692934.036698 + Penalty 4229.463187 = -688704.573511 nChanged 29 SP:Iteration 35Q (13025.380000 sec): 3 clusters Score: Raw -692946.618876 + Penalty 4229.463187 = -688717.155689 nChanged 29 SP:Iteration 36Q (13025.560000 sec): 3 clusters Score: Raw -692960.788343 + Penalty 4229.463187 = -688731.325156 nChanged 27 SP:Iteration 37Q (13025.810000 sec): 3 clusters Score: Raw -692973.497461 + Penalty 4229.463187 = -688744.034274 nChanged 21 SP:Iteration 38Q (13026.030000 sec): 3 clusters Score: Raw -692985.905287 + Penalty 4229.463187 = -688756.442100 nChanged 23 SP:Iteration 39Q (13026.250000 sec): 3 clusters Score: Raw -692997.215024 + Penalty 4229.463187 = -688767.751837 nChanged 16 SP:Iteration 40F (13026.470000 sec): 3 clusters Score: Raw -693005.767094 + Penalty 4229.463187 = -688776.303907 nChanged 19 SP:Iteration 41Q (13026.630000 sec): 3 clusters Score: Raw -693014.973271 + Penalty 4229.463187 = -688785.510084 nChanged 14 SP:Iteration 42Q (13026.890000 sec): 3 clusters Score: Raw -693021.324180 + Penalty 4229.463187 = -688791.860993 nChanged 5 SP:Iteration 43Q (13027.150000 sec): 3 clusters Score: Raw -693024.802564 + Penalty 4229.463187 = -688795.339377 nChanged 7 SP:Iteration 44Q (13027.350000 sec): 3 clusters Score: Raw -693028.537053 + Penalty 4229.463187 = -688799.073866 nChanged 6 SP:Iteration 45Q (13027.630000 sec): 3 clusters Score: Raw -693030.545171 + Penalty 4229.463187 = -688801.081984 nChanged 4 SP:Iteration 46Q (13027.830000 sec): 3 clusters Score: Raw -693032.178366 + Penalty 4229.463187 = -688802.715179 nChanged 5 SP:Iteration 47Q (13028.110000 sec): 3 clusters Score: Raw -693033.527886 + Penalty 4229.463187 = -688804.064699 nChanged 2 SP:Iteration 48Q (13028.270000 sec): 3 clusters Score: Raw -693034.384472 + Penalty 4229.463187 = -688804.921285 nChanged 1 SP:Iteration 49Q (13028.490000 sec): 3 clusters Score: Raw -693035.079265 + Penalty 4229.463187 = -688805.616078 nChanged 4 SP:Iteration 50Q (13028.760000 sec): 3 clusters Score: Raw -693037.057556 + Penalty 4229.463187 = -688807.594369 nChanged 5 SP:Iteration 51Q (13028.970000 sec): 3 clusters Score: Raw -693039.332791 + Penalty 4229.463187 = -688809.869604 nChanged 6 SP:Iteration 52Q (13029.160000 sec): 3 clusters Score: Raw -693042.738711 + Penalty 4229.463187 = -688813.275524 nChanged 11 SP:Iteration 53Q (13029.350000 sec): 3 clusters Score: Raw -693048.653910 + Penalty 4229.463187 = -688819.190723 nChanged 5 SP:Iteration 54Q (13029.560000 sec): 3 clusters Score: Raw -693051.541967 + Penalty 4229.463187 = -688822.078780 nChanged 8 SP:Iteration 55Q (13029.790000 sec): 3 clusters Score: Raw -693056.153740 + Penalty 4229.463187 = -688826.690553 nChanged 5 SP:Iteration 56Q (13029.980000 sec): 3 clusters Score: Raw -693058.604664 + Penalty 4229.463187 = -688829.141477 nChanged 6 SP:Iteration 57Q (13030.210000 sec): 3 clusters Score: Raw -693061.589467 + Penalty 4229.463187 = -688832.126279 nChanged 4 SP:Iteration 58Q (13030.390000 sec): 3 clusters Score: Raw -693063.731025 + Penalty 4229.463187 = -688834.267838 nChanged 4 SP:Iteration 59Q (13030.620000 sec): 3 clusters Score: Raw -693066.754637 + Penalty 4229.463187 = -688837.291450 nChanged 7 SP:Iteration 60F (13030.820000 sec): 3 clusters Score: Raw -693070.101778 + Penalty 4229.463187 = -688840.638591 nChanged 5 SP:Iteration 61Q (13030.990000 sec): 3 clusters Score: Raw -693072.368015 + Penalty 4229.463187 = -688842.904828 nChanged 6 SP:Iteration 62Q (13031.240000 sec): 3 clusters Score: Raw -693074.687969 + Penalty 4229.463187 = -688845.224782 nChanged 5 SP:Iteration 63Q (13031.460000 sec): 3 clusters Score: Raw -693075.882468 + Penalty 4229.463187 = -688846.419281 nChanged 3 SP:Iteration 64Q (13031.650000 sec): 3 clusters Score: Raw -693076.851143 + Penalty 4229.463187 = -688847.387956 nChanged 2 SP:Iteration 65Q (13031.860000 sec): 3 clusters Score: Raw -693077.619696 + Penalty 4229.463187 = -688848.156509 nChanged 2 SP:Iteration 66Q (13032.100000 sec): 3 clusters Score: Raw -693078.442073 + Penalty 4229.463187 = -688848.978886 nChanged 2 SP:Iteration 67Q (13032.290000 sec): 3 clusters Score: Raw -693079.644203 + Penalty 4229.463187 = -688850.181016 nChanged 2 SP:Iteration 68Q (13032.540000 sec): 3 clusters Score: Raw -693080.844048 + Penalty 4229.463187 = -688851.380861 nChanged 1 SP:Iteration 69Q (13032.730000 sec): 3 clusters Score: Raw -693081.131808 + Penalty 4229.463187 = -688851.668621 nChanged 2 SP:Iteration 70Q (13032.940000 sec): 3 clusters Score: Raw -693081.761191 + Penalty 4229.463187 = -688852.298004 nChanged 1 SP:Iteration 71Q (13033.130000 sec): 3 clusters Score: Raw -693082.155044 + Penalty 4229.463187 = -688852.691857 nChanged 2 SP:Iteration 72Q (13033.330000 sec): 3 clusters Score: Raw -693083.122064 + Penalty 4229.463187 = -688853.658877 nChanged 2 SP:Iteration 73Q (13033.520000 sec): 3 clusters Score: Raw -693083.812950 + Penalty 4229.463187 = -688854.349763 nChanged 0 SP:Iteration 74F (13033.730000 sec): 3 clusters Score: Raw -693083.812950 + Penalty 4229.463187 = -688854.349763 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13033.860000 sec): 2 clusters Score: Raw -205819.087022 + Penalty 1819.075506 = -204000.011516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13033.980000 sec): 3 clusters Score: Raw -205348.773834 + Penalty 3638.151012 = -201710.622822 nChanged 462 SP:Iteration 1F (13034.170000 sec): 3 clusters Score: Raw -205786.767699 + Penalty 3638.151012 = -202148.616687 nChanged 109 SP:Iteration 2F (13034.320000 sec): 3 clusters Score: Raw -205980.554975 + Penalty 3638.151012 = -202342.403963 nChanged 79 SP:Iteration 3F (13034.550000 sec): 3 clusters Score: Raw -206117.993940 + Penalty 3638.151012 = -202479.842929 nChanged 73 SP:Iteration 4Q (13034.720000 sec): 3 clusters Score: Raw -206199.227034 + Penalty 3638.151012 = -202561.076022 nChanged 53 SP:Iteration 5Q (13034.940000 sec): 3 clusters Score: Raw -206254.519173 + Penalty 3638.151012 = -202616.368161 nChanged 35 SP:Iteration 6Q (13035.110000 sec): 3 clusters Score: Raw -206306.075588 + Penalty 3638.151012 = -202667.924576 nChanged 47 SP:Iteration 7Q (13035.310000 sec): 3 clusters Score: Raw -206379.116229 + Penalty 3638.151012 = -202740.965217 nChanged 57 SP:Iteration 8Q (13035.490000 sec): 3 clusters Score: Raw -206459.793896 + Penalty 3638.151012 = -202821.642884 nChanged 41 SP:Iteration 9Q (13035.690000 sec): 3 clusters Score: Raw -206521.380827 + Penalty 3638.151012 = -202883.229815 nChanged 45 SP:Iteration 10Q (13035.850000 sec): 3 clusters Score: Raw -206620.459908 + Penalty 3638.151012 = -202982.308897 nChanged 47 SP:Iteration 11Q (13036.060000 sec): 3 clusters Score: Raw -206741.721946 + Penalty 3638.151012 = -203103.570934 nChanged 48 SP:Iteration 12Q (13036.260000 sec): 3 clusters Score: Raw -206872.357299 + Penalty 3638.151012 = -203234.206287 nChanged 46 SP:Iteration 13Q (13036.430000 sec): 3 clusters Score: Raw -207029.900333 + Penalty 3638.151012 = -203391.749321 nChanged 56 SP:Iteration 14Q (13036.600000 sec): 3 clusters Score: Raw -207184.235720 + Penalty 3638.151012 = -203546.084709 nChanged 40 SP:Iteration 15Q (13036.810000 sec): 3 clusters Score: Raw -207265.603299 + Penalty 3638.151012 = -203627.452287 nChanged 22 SP:Iteration 16Q (13037.050000 sec): 3 clusters Score: Raw -207294.585314 + Penalty 3638.151012 = -203656.434302 nChanged 11 SP:Iteration 17Q (13037.200000 sec): 3 clusters Score: Raw -207314.809775 + Penalty 3638.151012 = -203676.658763 nChanged 13 SP:Iteration 18Q (13037.370000 sec): 3 clusters Score: Raw -207334.641015 + Penalty 3638.151012 = -203696.490003 nChanged 12 SP:Iteration 19Q (13037.530000 sec): 3 clusters Score: Raw -207357.889679 + Penalty 3638.151012 = -203719.738667 nChanged 10 SP:Iteration 20F (13037.710000 sec): 3 clusters Score: Raw -207386.453117 + Penalty 3638.151012 = -203748.302105 nChanged 13 SP:Iteration 21Q (13037.940000 sec): 3 clusters Score: Raw -207422.525674 + Penalty 3638.151012 = -203784.374662 nChanged 13 SP:Iteration 22Q (13038.130000 sec): 3 clusters Score: Raw -207479.000730 + Penalty 3638.151012 = -203840.849718 nChanged 13 SP:Iteration 23Q (13038.330000 sec): 3 clusters Score: Raw -207526.689187 + Penalty 3638.151012 = -203888.538175 nChanged 5 SP:Iteration 24Q (13038.530000 sec): 3 clusters Score: Raw -207539.626439 + Penalty 3638.151012 = -203901.475427 nChanged 5 SP:Iteration 25Q (13038.740000 sec): 3 clusters Score: Raw -207550.299908 + Penalty 3638.151012 = -203912.148896 nChanged 1 SP:Iteration 26Q (13038.930000 sec): 3 clusters Score: Raw -207559.060733 + Penalty 3638.151012 = -203920.909721 nChanged 1 SP:Iteration 27Q (13039.110000 sec): 3 clusters Score: Raw -207562.449858 + Penalty 3638.151012 = -203924.298846 nChanged 1 SP:Iteration 28Q (13039.270000 sec): 3 clusters Score: Raw -207564.946290 + Penalty 3638.151012 = -203926.795278 nChanged 0 SP:Iteration 29F (13039.460000 sec): 3 clusters Score: Raw -207564.946290 + Penalty 3638.151012 = -203926.795278 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13039.590000 sec): 2 clusters Score: Raw -17788.310837 + Penalty 1276.578630 = -16511.732207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13039.790000 sec): 3 clusters Score: Raw -18179.239454 + Penalty 2553.157260 = -15626.082193 nChanged 19 SP:Iteration 1F (13039.960000 sec): 3 clusters Score: Raw -18275.079340 + Penalty 2553.157260 = -15721.922080 nChanged 3 SP:Iteration 2Q (13040.110000 sec): 3 clusters Score: Raw -18282.677354 + Penalty 2553.157260 = -15729.520093 nChanged 2 SP:Iteration 3Q (13040.260000 sec): 3 clusters Score: Raw -18293.302100 + Penalty 2553.157260 = -15740.144839 nChanged 2 SP:Iteration 4Q (13040.400000 sec): 3 clusters Score: Raw -18310.397329 + Penalty 2553.157260 = -15757.240069 nChanged 1 SP:Iteration 5Q (13040.580000 sec): 3 clusters Score: Raw -18317.767959 + Penalty 2553.157260 = -15764.610699 nChanged 0 SP:Iteration 6F (13040.750000 sec): 3 clusters Score: Raw -18317.767959 + Penalty 2553.157260 = -15764.610699 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 12 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13040.840000 sec): 2 clusters Score: Raw -21058.331951 + Penalty 1297.314937 = -19761.017014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13041.010000 sec): 3 clusters Score: Raw -21288.855940 + Penalty 2594.629874 = -18694.226066 nChanged 14 SP:Iteration 1F (13041.230000 sec): 3 clusters Score: Raw -21359.962685 + Penalty 2594.629874 = -18765.332811 nChanged 1 SP:Iteration 2Q (13041.360000 sec): 3 clusters Score: Raw -21368.389516 + Penalty 2594.629874 = -18773.759642 nChanged 1 SP:Iteration 3Q (13041.510000 sec): 3 clusters Score: Raw -21372.763021 + Penalty 2594.629874 = -18778.133147 nChanged 0 SP:Iteration 4F (13041.690000 sec): 3 clusters Score: Raw -21372.763021 + Penalty 2594.629874 = -18778.133147 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13041.790000 sec): 2 clusters Score: Raw -22737.641713 + Penalty 1286.471680 = -21451.170033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13041.980000 sec): 3 clusters Score: Raw -22976.259401 + Penalty 2572.943360 = -20403.316042 nChanged 8 SP:Iteration 1Q (13042.150000 sec): 3 clusters Score: Raw -23004.700538 + Penalty 2572.943360 = -20431.757179 nChanged 0 SP:Iteration 2F (13042.330000 sec): 3 clusters Score: Raw -23004.700538 + Penalty 2572.943360 = -20431.757179 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (9378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13042.500000 sec): 2 clusters Score: Raw -1266708.841744 + Penalty 2268.238206 = -1264440.603538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13042.760000 sec): 3 clusters Score: Raw -1261717.528369 + Penalty 4536.476413 = -1257181.051957 nChanged 3847 SP:Iteration 1F (13043.030000 sec): 3 clusters Score: Raw -1263714.772419 + Penalty 4536.476413 = -1259178.296007 nChanged 621 SP:Iteration 2F (13043.270000 sec): 3 clusters Score: Raw -1263975.301006 + Penalty 4536.476413 = -1259438.824593 nChanged 408 SP:Iteration 3Q (13043.530000 sec): 3 clusters Score: Raw -1264120.959538 + Penalty 4536.476413 = -1259584.483125 nChanged 306 SP:Iteration 4Q (13043.810000 sec): 3 clusters Score: Raw -1264220.973756 + Penalty 4536.476413 = -1259684.497343 nChanged 251 SP:Iteration 5Q (13044.050000 sec): 3 clusters Score: Raw -1264303.283703 + Penalty 4536.476413 = -1259766.807291 nChanged 211 SP:Iteration 6Q (13044.320000 sec): 3 clusters Score: Raw -1264367.662838 + Penalty 4536.476413 = -1259831.186425 nChanged 184 SP:Iteration 7Q (13044.560000 sec): 3 clusters Score: Raw -1264416.786276 + Penalty 4536.476413 = -1259880.309864 nChanged 142 SP:Iteration 8Q (13044.780000 sec): 3 clusters Score: Raw -1264449.077353 + Penalty 4536.476413 = -1259912.600940 nChanged 113 SP:Iteration 9Q (13045.010000 sec): 3 clusters Score: Raw -1264475.932849 + Penalty 4536.476413 = -1259939.456437 nChanged 111 SP:Iteration 10Q (13045.290000 sec): 3 clusters Score: Raw -1264498.498799 + Penalty 4536.476413 = -1259962.022387 nChanged 85 SP:Iteration 11Q (13045.510000 sec): 3 clusters Score: Raw -1264514.390546 + Penalty 4536.476413 = -1259977.914134 nChanged 76 SP:Iteration 12Q (13045.750000 sec): 3 clusters Score: Raw -1264531.951847 + Penalty 4536.476413 = -1259995.475434 nChanged 74 SP:Iteration 13Q (13046.010000 sec): 3 clusters Score: Raw -1264547.438931 + Penalty 4536.476413 = -1260010.962518 nChanged 64 SP:Iteration 14Q (13046.240000 sec): 3 clusters Score: Raw -1264559.447184 + Penalty 4536.476413 = -1260022.970771 nChanged 66 SP:Iteration 15Q (13046.500000 sec): 3 clusters Score: Raw -1264572.740050 + Penalty 4536.476413 = -1260036.263638 nChanged 67 SP:Iteration 16Q (13046.730000 sec): 3 clusters Score: Raw -1264587.841769 + Penalty 4536.476413 = -1260051.365357 nChanged 55 SP:Iteration 17Q (13047.000000 sec): 3 clusters Score: Raw -1264600.308264 + Penalty 4536.476413 = -1260063.831851 nChanged 65 SP:Iteration 18Q (13047.230000 sec): 3 clusters Score: Raw -1264613.901652 + Penalty 4536.476413 = -1260077.425240 nChanged 60 SP:Iteration 19Q (13047.460000 sec): 3 clusters Score: Raw -1264625.951909 + Penalty 4536.476413 = -1260089.475497 nChanged 73 SP:Iteration 20F (13047.700000 sec): 3 clusters Score: Raw -1264638.723916 + Penalty 4536.476413 = -1260102.247504 nChanged 59 SP:Iteration 21Q (13047.920000 sec): 3 clusters Score: Raw -1264650.474908 + Penalty 4536.476413 = -1260113.998496 nChanged 51 SP:Iteration 22Q (13048.150000 sec): 3 clusters Score: Raw -1264661.387715 + Penalty 4536.476413 = -1260124.911302 nChanged 62 SP:Iteration 23Q (13048.370000 sec): 3 clusters Score: Raw -1264675.024657 + Penalty 4536.476413 = -1260138.548244 nChanged 58 SP:Iteration 24Q (13048.590000 sec): 3 clusters Score: Raw -1264685.976593 + Penalty 4536.476413 = -1260149.500181 nChanged 58 SP:Iteration 25Q (13048.840000 sec): 3 clusters Score: Raw -1264697.939969 + Penalty 4536.476413 = -1260161.463556 nChanged 67 SP:Iteration 26Q (13049.070000 sec): 3 clusters Score: Raw -1264714.737041 + Penalty 4536.476413 = -1260178.260629 nChanged 71 SP:Iteration 27Q (13049.280000 sec): 3 clusters Score: Raw -1264730.609640 + Penalty 4536.476413 = -1260194.133228 nChanged 90 SP:Iteration 28Q (13049.580000 sec): 3 clusters Score: Raw -1264749.001420 + Penalty 4536.476413 = -1260212.525007 nChanged 82 SP:Iteration 29Q (13049.810000 sec): 3 clusters Score: Raw -1264768.046742 + Penalty 4536.476413 = -1260231.570330 nChanged 93 SP:Iteration 30Q (13050.100000 sec): 3 clusters Score: Raw -1264793.161300 + Penalty 4536.476413 = -1260256.684887 nChanged 98 SP:Iteration 31Q (13050.320000 sec): 3 clusters Score: Raw -1264821.995733 + Penalty 4536.476413 = -1260285.519320 nChanged 124 SP:Iteration 32Q (13050.570000 sec): 3 clusters Score: Raw -1264860.122580 + Penalty 4536.476413 = -1260323.646168 nChanged 140 SP:Iteration 33Q (13050.790000 sec): 3 clusters Score: Raw -1264906.612272 + Penalty 4536.476413 = -1260370.135859 nChanged 173 SP:Iteration 34Q (13051.040000 sec): 3 clusters Score: Raw -1264966.428271 + Penalty 4536.476413 = -1260429.951858 nChanged 197 SP:Iteration 35Q (13051.280000 sec): 3 clusters Score: Raw -1265044.645255 + Penalty 4536.476413 = -1260508.168842 nChanged 231 SP:Iteration 36Q (13051.540000 sec): 3 clusters Score: Raw -1265136.879861 + Penalty 4536.476413 = -1260600.403449 nChanged 257 SP:Iteration 37Q (13051.770000 sec): 3 clusters Score: Raw -1265257.842149 + Penalty 4536.476413 = -1260721.365736 nChanged 308 SP:Iteration 38Q (13051.980000 sec): 3 clusters Score: Raw -1265432.084416 + Penalty 4536.476413 = -1260895.608003 nChanged 323 SP:Iteration 39Q (13052.210000 sec): 3 clusters Score: Raw -1265641.510493 + Penalty 4536.476413 = -1261105.034080 nChanged 329 SP:Iteration 40F (13052.420000 sec): 3 clusters Score: Raw -1265882.794895 + Penalty 4536.476413 = -1261346.318483 nChanged 304 SP:Iteration 41Q (13052.640000 sec): 3 clusters Score: Raw -1266093.460685 + Penalty 4536.476413 = -1261556.984273 nChanged 259 SP:Iteration 42Q (13052.840000 sec): 3 clusters Score: Raw -1266291.875570 + Penalty 4536.476413 = -1261755.399158 nChanged 220 SP:Iteration 43Q (13053.050000 sec): 3 clusters Score: Raw -1266473.519961 + Penalty 4536.476413 = -1261937.043549 nChanged 180 SP:Iteration 44Q (13053.270000 sec): 3 clusters Score: Raw -1266619.391116 + Penalty 4536.476413 = -1262082.914704 nChanged 126 SP:Iteration 45Q (13053.510000 sec): 3 clusters Score: Raw -1266722.468756 + Penalty 4536.476413 = -1262185.992343 nChanged 80 SP:Iteration 46Q (13053.710000 sec): 3 clusters Score: Raw -1266776.584614 + Penalty 4536.476413 = -1262240.108201 nChanged 51 SP:Iteration 47Q (13053.960000 sec): 3 clusters Score: Raw -1266811.646641 + Penalty 4536.476413 = -1262275.170228 nChanged 44 SP:Iteration 48Q (13054.150000 sec): 3 clusters Score: Raw -1266843.421662 + Penalty 4536.476413 = -1262306.945249 nChanged 29 SP:Iteration 49Q (13054.400000 sec): 3 clusters Score: Raw -1266865.476081 + Penalty 4536.476413 = -1262328.999668 nChanged 20 SP:Iteration 50Q (13054.630000 sec): 3 clusters Score: Raw -1266884.794102 + Penalty 4536.476413 = -1262348.317690 nChanged 15 SP:Iteration 51Q (13054.930000 sec): 3 clusters Score: Raw -1266895.832833 + Penalty 4536.476413 = -1262359.356421 nChanged 15 SP:Iteration 52Q (13055.150000 sec): 3 clusters Score: Raw -1266905.214923 + Penalty 4536.476413 = -1262368.738510 nChanged 15 SP:Iteration 53Q (13055.370000 sec): 3 clusters Score: Raw -1266914.542298 + Penalty 4536.476413 = -1262378.065886 nChanged 11 SP:Iteration 54Q (13055.600000 sec): 3 clusters Score: Raw -1266922.330352 + Penalty 4536.476413 = -1262385.853939 nChanged 7 SP:Iteration 55Q (13055.840000 sec): 3 clusters Score: Raw -1266926.596611 + Penalty 4536.476413 = -1262390.120198 nChanged 6 SP:Iteration 56Q (13056.050000 sec): 3 clusters Score: Raw -1266930.987153 + Penalty 4536.476413 = -1262394.510740 nChanged 3 SP:Iteration 57Q (13056.280000 sec): 3 clusters Score: Raw -1266932.514647 + Penalty 4536.476413 = -1262396.038234 nChanged 2 SP:Iteration 58Q (13056.540000 sec): 3 clusters Score: Raw -1266934.654854 + Penalty 4536.476413 = -1262398.178442 nChanged 2 SP:Iteration 59Q (13056.810000 sec): 3 clusters Score: Raw -1266935.897046 + Penalty 4536.476413 = -1262399.420633 nChanged 3 SP:Iteration 60F (13057.020000 sec): 3 clusters Score: Raw -1266937.404866 + Penalty 4536.476413 = -1262400.928453 nChanged 4 SP:Iteration 61Q (13057.270000 sec): 3 clusters Score: Raw -1266940.429331 + Penalty 4536.476413 = -1262403.952919 nChanged 2 SP:Iteration 62Q (13057.470000 sec): 3 clusters Score: Raw -1266941.198789 + Penalty 4536.476413 = -1262404.722376 nChanged 1 SP:Iteration 63Q (13057.720000 sec): 3 clusters Score: Raw -1266941.819349 + Penalty 4536.476413 = -1262405.342936 nChanged 2 SP:Iteration 64Q (13057.940000 sec): 3 clusters Score: Raw -1266943.424190 + Penalty 4536.476413 = -1262406.947777 nChanged 1 SP:Iteration 65Q (13058.220000 sec): 3 clusters Score: Raw -1266943.856842 + Penalty 4536.476413 = -1262407.380429 nChanged 0 SP:Iteration 66F (13058.410000 sec): 3 clusters Score: Raw -1266943.856842 + Penalty 4536.476413 = -1262407.380429 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13058.540000 sec): 2 clusters Score: Raw -16864.084538 + Penalty 1216.508145 = -15647.576392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13058.720000 sec): 3 clusters Score: Raw -17141.285521 + Penalty 2433.016290 = -14708.269231 nChanged 4 SP:Iteration 1Q (13058.940000 sec): 3 clusters Score: Raw -17187.553805 + Penalty 2433.016290 = -14754.537515 nChanged 1 SP:Iteration 2Q (13059.160000 sec): 3 clusters Score: Raw -17190.926972 + Penalty 2433.016290 = -14757.910682 nChanged 0 SP:Iteration 3F (13059.380000 sec): 3 clusters Score: Raw -17190.926972 + Penalty 2433.016290 = -14757.910682 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (97384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13060.020000 sec): 2 clusters Score: Raw -13406037.205406 + Penalty 2848.631467 = -13403188.573939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13060.850000 sec): 3 clusters Score: Raw -13343755.301328 + Penalty 5697.262934 = -13338058.038394 nChanged 45922 SP:Iteration 1F (13061.530000 sec): 3 clusters Score: Raw -13370540.718844 + Penalty 5697.262934 = -13364843.455910 nChanged 3966 SP:Iteration 2Q (13062.270000 sec): 3 clusters Score: Raw -13371824.355332 + Penalty 5697.262934 = -13366127.092398 nChanged 4446 SP:Iteration 3Q (13063.040000 sec): 3 clusters Score: Raw -13373504.643021 + Penalty 5697.262934 = -13367807.380087 nChanged 5075 SP:Iteration 4F (13063.800000 sec): 3 clusters Score: Raw -13375728.762335 + Penalty 5697.262934 = -13370031.499401 nChanged 5721 SP:Iteration 5F (13064.560000 sec): 3 clusters Score: Raw -13378594.193296 + Penalty 5697.262934 = -13372896.930362 nChanged 6171 SP:Iteration 6F (13065.300000 sec): 3 clusters Score: Raw -13382033.868287 + Penalty 5697.262934 = -13376336.605354 nChanged 6222 SP:Iteration 7F (13066.030000 sec): 3 clusters Score: Raw -13385906.925355 + Penalty 5697.262934 = -13380209.662422 nChanged 6149 SP:Iteration 8F (13066.710000 sec): 3 clusters Score: Raw -13390199.277445 + Penalty 5697.262934 = -13384502.014512 nChanged 5803 SP:Iteration 9F (13067.470000 sec): 3 clusters Score: Raw -13394514.140470 + Penalty 5697.262934 = -13388816.877536 nChanged 4874 SP:Iteration 10F (13068.190000 sec): 3 clusters Score: Raw -13398128.033390 + Penalty 5697.262934 = -13392430.770456 nChanged 3855 SP:Iteration 11Q (13068.980000 sec): 3 clusters Score: Raw -13400982.534829 + Penalty 5697.262934 = -13395285.271895 nChanged 2893 SP:Iteration 12Q (13069.750000 sec): 3 clusters Score: Raw -13403056.121239 + Penalty 5697.262934 = -13397358.858305 nChanged 2038 SP:Iteration 13Q (13070.560000 sec): 3 clusters Score: Raw -13404476.637918 + Penalty 5697.262934 = -13398779.374984 nChanged 1323 SP:Iteration 14Q (13071.220000 sec): 3 clusters Score: Raw -13405357.083608 + Penalty 5697.262934 = -13399659.820674 nChanged 789 SP:Iteration 15Q (13071.890000 sec): 3 clusters Score: Raw -13405847.008898 + Penalty 5697.262934 = -13400149.745965 nChanged 492 SP:Iteration 16Q (13072.520000 sec): 3 clusters Score: Raw -13406142.975622 + Penalty 5697.262934 = -13400445.712688 nChanged 293 SP:Iteration 17Q (13073.160000 sec): 3 clusters Score: Raw -13406324.461750 + Penalty 5697.262934 = -13400627.198816 nChanged 202 SP:Iteration 18Q (13073.830000 sec): 3 clusters Score: Raw -13406450.998014 + Penalty 5697.262934 = -13400753.735081 nChanged 149 SP:Iteration 19Q (13074.460000 sec): 3 clusters Score: Raw -13406547.877098 + Penalty 5697.262934 = -13400850.614165 nChanged 107 SP:Iteration 20F (13075.170000 sec): 3 clusters Score: Raw -13406615.366612 + Penalty 5697.262934 = -13400918.103678 nChanged 78 SP:Iteration 21Q (13075.770000 sec): 3 clusters Score: Raw -13406656.293049 + Penalty 5697.262934 = -13400959.030116 nChanged 53 SP:Iteration 22Q (13076.390000 sec): 3 clusters Score: Raw -13406683.216932 + Penalty 5697.262934 = -13400985.953999 nChanged 48 SP:Iteration 23Q (13077.010000 sec): 3 clusters Score: Raw -13406708.685809 + Penalty 5697.262934 = -13401011.422875 nChanged 42 SP:Iteration 24Q (13077.670000 sec): 3 clusters Score: Raw -13406729.362841 + Penalty 5697.262934 = -13401032.099908 nChanged 39 SP:Iteration 25Q (13078.340000 sec): 3 clusters Score: Raw -13406748.674804 + Penalty 5697.262934 = -13401051.411871 nChanged 30 SP:Iteration 26Q (13078.980000 sec): 3 clusters Score: Raw -13406763.620187 + Penalty 5697.262934 = -13401066.357254 nChanged 26 SP:Iteration 27Q (13079.580000 sec): 3 clusters Score: Raw -13406782.095433 + Penalty 5697.262934 = -13401084.832499 nChanged 32 SP:Iteration 28Q (13080.190000 sec): 3 clusters Score: Raw -13406805.171122 + Penalty 5697.262934 = -13401107.908188 nChanged 35 SP:Iteration 29Q (13080.860000 sec): 3 clusters Score: Raw -13406824.166966 + Penalty 5697.262934 = -13401126.904032 nChanged 29 SP:Iteration 30Q (13081.550000 sec): 3 clusters Score: Raw -13406838.166305 + Penalty 5697.262934 = -13401140.903371 nChanged 26 SP:Iteration 31Q (13082.200000 sec): 3 clusters Score: Raw -13406851.223679 + Penalty 5697.262934 = -13401153.960745 nChanged 23 SP:Iteration 32Q (13082.910000 sec): 3 clusters Score: Raw -13406864.828612 + Penalty 5697.262934 = -13401167.565679 nChanged 27 SP:Iteration 33Q (13083.590000 sec): 3 clusters Score: Raw -13406883.083993 + Penalty 5697.262934 = -13401185.821060 nChanged 33 SP:Iteration 34Q (13084.280000 sec): 3 clusters Score: Raw -13406903.049507 + Penalty 5697.262934 = -13401205.786573 nChanged 24 SP:Iteration 35Q (13085.010000 sec): 3 clusters Score: Raw -13406912.984056 + Penalty 5697.262934 = -13401215.721122 nChanged 19 SP:Iteration 36Q (13085.700000 sec): 3 clusters Score: Raw -13406921.893267 + Penalty 5697.262934 = -13401224.630333 nChanged 9 SP:Iteration 37Q (13086.450000 sec): 3 clusters Score: Raw -13406925.768427 + Penalty 5697.262934 = -13401228.505493 nChanged 5 SP:Iteration 38Q (13087.120000 sec): 3 clusters Score: Raw -13406929.067331 + Penalty 5697.262934 = -13401231.804397 nChanged 5 SP:Iteration 39Q (13087.800000 sec): 3 clusters Score: Raw -13406931.850888 + Penalty 5697.262934 = -13401234.587954 nChanged 4 SP:Iteration 40F (13088.570000 sec): 3 clusters Score: Raw -13406934.067559 + Penalty 5697.262934 = -13401236.804625 nChanged 3 SP:Iteration 41Q (13089.290000 sec): 3 clusters Score: Raw -13406935.402403 + Penalty 5697.262934 = -13401238.139469 nChanged 4 SP:Iteration 42Q (13089.960000 sec): 3 clusters Score: Raw -13406937.076667 + Penalty 5697.262934 = -13401239.813733 nChanged 2 SP:Iteration 43Q (13090.680000 sec): 3 clusters Score: Raw -13406938.314207 + Penalty 5697.262934 = -13401241.051273 nChanged 3 SP:Iteration 44Q (13091.370000 sec): 3 clusters Score: Raw -13406939.298063 + Penalty 5697.262934 = -13401242.035130 nChanged 3 SP:Iteration 45Q (13092.110000 sec): 3 clusters Score: Raw -13406940.356112 + Penalty 5697.262934 = -13401243.093178 nChanged 1 SP:Iteration 46Q (13092.870000 sec): 3 clusters Score: Raw -13406940.895194 + Penalty 5697.262934 = -13401243.632260 nChanged 2 SP:Iteration 47Q (13093.590000 sec): 3 clusters Score: Raw -13406941.497931 + Penalty 5697.262934 = -13401244.234997 nChanged 2 SP:Iteration 48Q (13094.300000 sec): 3 clusters Score: Raw -13406941.908128 + Penalty 5697.262934 = -13401244.645194 nChanged 1 SP:Iteration 49Q (13094.950000 sec): 3 clusters Score: Raw -13406942.339160 + Penalty 5697.262934 = -13401245.076226 nChanged 1 SP:Iteration 50Q (13095.610000 sec): 3 clusters Score: Raw -13406942.799227 + Penalty 5697.262934 = -13401245.536293 nChanged 0 SP:Iteration 51F (13096.360000 sec): 3 clusters Score: Raw -13406942.799227 + Penalty 5697.262934 = -13401245.536293 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13096.490000 sec): 2 clusters Score: Raw -68014.226684 + Penalty 1550.472163 = -66463.754521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13096.690000 sec): 3 clusters Score: Raw -68092.653489 + Penalty 3100.944326 = -64991.709163 nChanged 101 SP:Iteration 1F (13096.870000 sec): 3 clusters Score: Raw -68321.412628 + Penalty 3100.944326 = -65220.468302 nChanged 44 SP:Iteration 2F (13097.060000 sec): 3 clusters Score: Raw -68449.038041 + Penalty 3100.944326 = -65348.093715 nChanged 24 SP:Iteration 3Q (13097.260000 sec): 3 clusters Score: Raw -68533.570773 + Penalty 3100.944326 = -65432.626447 nChanged 18 SP:Iteration 4Q (13097.430000 sec): 3 clusters Score: Raw -68583.388884 + Penalty 3100.944326 = -65482.444558 nChanged 6 SP:Iteration 5Q (13097.630000 sec): 3 clusters Score: Raw -68593.197467 + Penalty 3100.944326 = -65492.253141 nChanged 4 SP:Iteration 6Q (13097.800000 sec): 3 clusters Score: Raw -68605.348408 + Penalty 3100.944326 = -65504.404082 nChanged 1 SP:Iteration 7Q (13098.030000 sec): 3 clusters Score: Raw -68608.402920 + Penalty 3100.944326 = -65507.458594 nChanged 1 SP:Iteration 8Q (13098.200000 sec): 3 clusters Score: Raw -68611.966446 + Penalty 3100.944326 = -65511.022119 nChanged 0 SP:Iteration 9F (13098.370000 sec): 3 clusters Score: Raw -68611.966446 + Penalty 3100.944326 = -65511.022119 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (19121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13098.580000 sec): 2 clusters Score: Raw -2572644.155100 + Penalty 2444.918537 = -2570199.236564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13098.920000 sec): 3 clusters Score: Raw -2561628.587481 + Penalty 4889.837073 = -2556738.750408 nChanged 8379 SP:Iteration 1F (13099.190000 sec): 3 clusters Score: Raw -2566201.136555 + Penalty 4889.837073 = -2561311.299481 nChanged 1118 SP:Iteration 2F (13099.500000 sec): 3 clusters Score: Raw -2566695.084419 + Penalty 4889.837073 = -2561805.247345 nChanged 1049 SP:Iteration 3F (13099.830000 sec): 3 clusters Score: Raw -2567188.719096 + Penalty 4889.837073 = -2562298.882023 nChanged 1031 SP:Iteration 4F (13100.140000 sec): 3 clusters Score: Raw -2567728.304869 + Penalty 4889.837073 = -2562838.467795 nChanged 1097 SP:Iteration 5F (13100.490000 sec): 3 clusters Score: Raw -2568381.497766 + Penalty 4889.837073 = -2563491.660693 nChanged 1117 SP:Iteration 6F (13100.720000 sec): 3 clusters Score: Raw -2569150.313195 + Penalty 4889.837073 = -2564260.476122 nChanged 1082 SP:Iteration 7F (13101.040000 sec): 3 clusters Score: Raw -2569997.119346 + Penalty 4889.837073 = -2565107.282273 nChanged 981 SP:Iteration 8F (13101.340000 sec): 3 clusters Score: Raw -2570893.523688 + Penalty 4889.837073 = -2566003.686615 nChanged 765 SP:Iteration 9Q (13101.660000 sec): 3 clusters Score: Raw -2571714.392009 + Penalty 4889.837073 = -2566824.554936 nChanged 549 SP:Iteration 10Q (13101.980000 sec): 3 clusters Score: Raw -2572394.203476 + Penalty 4889.837073 = -2567504.366403 nChanged 374 SP:Iteration 11Q (13102.280000 sec): 3 clusters Score: Raw -2572774.457297 + Penalty 4889.837073 = -2567884.620224 nChanged 232 SP:Iteration 12Q (13102.560000 sec): 3 clusters Score: Raw -2572915.339239 + Penalty 4889.837073 = -2568025.502166 nChanged 152 SP:Iteration 13Q (13102.840000 sec): 3 clusters Score: Raw -2572991.731250 + Penalty 4889.837073 = -2568101.894176 nChanged 113 SP:Iteration 14Q (13103.170000 sec): 3 clusters Score: Raw -2573039.960142 + Penalty 4889.837073 = -2568150.123069 nChanged 84 SP:Iteration 15Q (13103.470000 sec): 3 clusters Score: Raw -2573069.662007 + Penalty 4889.837073 = -2568179.824934 nChanged 68 SP:Iteration 16Q (13103.780000 sec): 3 clusters Score: Raw -2573094.151539 + Penalty 4889.837073 = -2568204.314465 nChanged 67 SP:Iteration 17Q (13104.020000 sec): 3 clusters Score: Raw -2573116.585462 + Penalty 4889.837073 = -2568226.748388 nChanged 50 SP:Iteration 18Q (13104.350000 sec): 3 clusters Score: Raw -2573130.830409 + Penalty 4889.837073 = -2568240.993336 nChanged 40 SP:Iteration 19Q (13104.590000 sec): 3 clusters Score: Raw -2573141.048677 + Penalty 4889.837073 = -2568251.211603 nChanged 33 SP:Iteration 20F (13104.870000 sec): 3 clusters Score: Raw -2573148.751231 + Penalty 4889.837073 = -2568258.914158 nChanged 27 SP:Iteration 21Q (13105.130000 sec): 3 clusters Score: Raw -2573154.898563 + Penalty 4889.837073 = -2568265.061490 nChanged 26 SP:Iteration 22Q (13105.400000 sec): 3 clusters Score: Raw -2573161.504826 + Penalty 4889.837073 = -2568271.667752 nChanged 25 SP:Iteration 23Q (13105.650000 sec): 3 clusters Score: Raw -2573167.445387 + Penalty 4889.837073 = -2568277.608314 nChanged 19 SP:Iteration 24Q (13105.940000 sec): 3 clusters Score: Raw -2573171.325264 + Penalty 4889.837073 = -2568281.488191 nChanged 18 SP:Iteration 25Q (13106.230000 sec): 3 clusters Score: Raw -2573174.543319 + Penalty 4889.837073 = -2568284.706245 nChanged 17 SP:Iteration 26Q (13106.510000 sec): 3 clusters Score: Raw -2573177.924804 + Penalty 4889.837073 = -2568288.087731 nChanged 17 SP:Iteration 27Q (13106.810000 sec): 3 clusters Score: Raw -2573183.235043 + Penalty 4889.837073 = -2568293.397970 nChanged 15 SP:Iteration 28Q (13107.040000 sec): 3 clusters Score: Raw -2573187.472739 + Penalty 4889.837073 = -2568297.635666 nChanged 10 SP:Iteration 29Q (13107.340000 sec): 3 clusters Score: Raw -2573189.523563 + Penalty 4889.837073 = -2568299.686490 nChanged 10 SP:Iteration 30Q (13107.600000 sec): 3 clusters Score: Raw -2573191.288660 + Penalty 4889.837073 = -2568301.451586 nChanged 6 SP:Iteration 31Q (13107.960000 sec): 3 clusters Score: Raw -2573191.872806 + Penalty 4889.837073 = -2568302.035732 nChanged 4 SP:Iteration 32Q (13108.220000 sec): 3 clusters Score: Raw -2573193.021539 + Penalty 4889.837073 = -2568303.184466 nChanged 6 SP:Iteration 33Q (13108.550000 sec): 3 clusters Score: Raw -2573194.462317 + Penalty 4889.837073 = -2568304.625244 nChanged 7 SP:Iteration 34Q (13108.860000 sec): 3 clusters Score: Raw -2573195.981182 + Penalty 4889.837073 = -2568306.144109 nChanged 9 SP:Iteration 35Q (13109.150000 sec): 3 clusters Score: Raw -2573197.433660 + Penalty 4889.837073 = -2568307.596587 nChanged 11 SP:Iteration 36Q (13109.420000 sec): 3 clusters Score: Raw -2573199.034709 + Penalty 4889.837073 = -2568309.197635 nChanged 5 SP:Iteration 37Q (13109.730000 sec): 3 clusters Score: Raw -2573200.035743 + Penalty 4889.837073 = -2568310.198669 nChanged 7 SP:Iteration 38Q (13110.060000 sec): 3 clusters Score: Raw -2573201.374500 + Penalty 4889.837073 = -2568311.537426 nChanged 7 SP:Iteration 39Q (13110.330000 sec): 3 clusters Score: Raw -2573202.885996 + Penalty 4889.837073 = -2568313.048923 nChanged 6 SP:Iteration 40F (13110.680000 sec): 3 clusters Score: Raw -2573203.809101 + Penalty 4889.837073 = -2568313.972027 nChanged 2 SP:Iteration 41Q (13110.980000 sec): 3 clusters Score: Raw -2573204.004209 + Penalty 4889.837073 = -2568314.167136 nChanged 2 SP:Iteration 42Q (13111.250000 sec): 3 clusters Score: Raw -2573204.260088 + Penalty 4889.837073 = -2568314.423015 nChanged 1 SP:Iteration 43Q (13111.560000 sec): 3 clusters Score: Raw -2573204.336676 + Penalty 4889.837073 = -2568314.499603 nChanged 1 SP:Iteration 44Q (13111.820000 sec): 3 clusters Score: Raw -2573204.392049 + Penalty 4889.837073 = -2568314.554976 nChanged 2 SP:Iteration 45Q (13112.100000 sec): 3 clusters Score: Raw -2573204.571729 + Penalty 4889.837073 = -2568314.734656 nChanged 1 SP:Iteration 46Q (13112.360000 sec): 3 clusters Score: Raw -2573204.742846 + Penalty 4889.837073 = -2568314.905773 nChanged 1 SP:Iteration 47Q (13112.660000 sec): 3 clusters Score: Raw -2573204.790718 + Penalty 4889.837073 = -2568314.953644 nChanged 0 SP:Iteration 48F (13113.000000 sec): 3 clusters Score: Raw -2573204.790718 + Penalty 4889.837073 = -2568314.953644 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (4107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13113.130000 sec): 2 clusters Score: Raw -558878.233556 + Penalty 2063.471132 = -556814.762423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13113.380000 sec): 3 clusters Score: Raw -557018.125750 + Penalty 4126.942265 = -552891.183485 nChanged 1512 SP:Iteration 1F (13113.630000 sec): 3 clusters Score: Raw -557895.131592 + Penalty 4126.942265 = -553768.189328 nChanged 282 SP:Iteration 2F (13113.810000 sec): 3 clusters Score: Raw -558072.161204 + Penalty 4126.942265 = -553945.218940 nChanged 190 SP:Iteration 3Q (13113.980000 sec): 3 clusters Score: Raw -558181.153782 + Penalty 4126.942265 = -554054.211518 nChanged 133 SP:Iteration 4Q (13114.220000 sec): 3 clusters Score: Raw -558255.471250 + Penalty 4126.942265 = -554128.528985 nChanged 106 SP:Iteration 5Q (13114.420000 sec): 3 clusters Score: Raw -558308.697640 + Penalty 4126.942265 = -554181.755375 nChanged 87 SP:Iteration 6Q (13114.630000 sec): 3 clusters Score: Raw -558350.761795 + Penalty 4126.942265 = -554223.819531 nChanged 80 SP:Iteration 7Q (13114.820000 sec): 3 clusters Score: Raw -558386.354321 + Penalty 4126.942265 = -554259.412056 nChanged 56 SP:Iteration 8Q (13115.000000 sec): 3 clusters Score: Raw -558406.438965 + Penalty 4126.942265 = -554279.496700 nChanged 37 SP:Iteration 9Q (13115.160000 sec): 3 clusters Score: Raw -558420.435198 + Penalty 4126.942265 = -554293.492933 nChanged 35 SP:Iteration 10Q (13115.390000 sec): 3 clusters Score: Raw -558435.792265 + Penalty 4126.942265 = -554308.850001 nChanged 32 SP:Iteration 11Q (13115.600000 sec): 3 clusters Score: Raw -558449.977379 + Penalty 4126.942265 = -554323.035114 nChanged 26 SP:Iteration 12Q (13115.800000 sec): 3 clusters Score: Raw -558460.836320 + Penalty 4126.942265 = -554333.894056 nChanged 22 SP:Iteration 13Q (13116.030000 sec): 3 clusters Score: Raw -558469.606572 + Penalty 4126.942265 = -554342.664307 nChanged 21 SP:Iteration 14Q (13116.260000 sec): 3 clusters Score: Raw -558476.355349 + Penalty 4126.942265 = -554349.413085 nChanged 25 SP:Iteration 15Q (13116.510000 sec): 3 clusters Score: Raw -558484.511807 + Penalty 4126.942265 = -554357.569542 nChanged 24 SP:Iteration 16Q (13116.670000 sec): 3 clusters Score: Raw -558492.502536 + Penalty 4126.942265 = -554365.560272 nChanged 15 SP:Iteration 17Q (13116.830000 sec): 3 clusters Score: Raw -558498.499894 + Penalty 4126.942265 = -554371.557629 nChanged 15 SP:Iteration 18Q (13117.080000 sec): 3 clusters Score: Raw -558503.635963 + Penalty 4126.942265 = -554376.693698 nChanged 14 SP:Iteration 19Q (13117.300000 sec): 3 clusters Score: Raw -558507.590663 + Penalty 4126.942265 = -554380.648398 nChanged 10 SP:Iteration 20F (13117.480000 sec): 3 clusters Score: Raw -558511.715730 + Penalty 4126.942265 = -554384.773465 nChanged 9 SP:Iteration 21Q (13117.730000 sec): 3 clusters Score: Raw -558514.117960 + Penalty 4126.942265 = -554387.175695 nChanged 4 SP:Iteration 22Q (13117.910000 sec): 3 clusters Score: Raw -558515.496156 + Penalty 4126.942265 = -554388.553891 nChanged 4 SP:Iteration 23Q (13118.150000 sec): 3 clusters Score: Raw -558517.446743 + Penalty 4126.942265 = -554390.504478 nChanged 6 SP:Iteration 24Q (13118.380000 sec): 3 clusters Score: Raw -558519.049921 + Penalty 4126.942265 = -554392.107657 nChanged 3 SP:Iteration 25Q (13118.560000 sec): 3 clusters Score: Raw -558520.038756 + Penalty 4126.942265 = -554393.096492 nChanged 4 SP:Iteration 26Q (13118.760000 sec): 3 clusters Score: Raw -558521.557729 + Penalty 4126.942265 = -554394.615465 nChanged 2 SP:Iteration 27Q (13118.980000 sec): 3 clusters Score: Raw -558522.284292 + Penalty 4126.942265 = -554395.342028 nChanged 2 SP:Iteration 28Q (13119.160000 sec): 3 clusters Score: Raw -558522.821233 + Penalty 4126.942265 = -554395.878969 nChanged 1 SP:Iteration 29Q (13119.350000 sec): 3 clusters Score: Raw -558523.252037 + Penalty 4126.942265 = -554396.309773 nChanged 3 SP:Iteration 30Q (13119.600000 sec): 3 clusters Score: Raw -558523.948292 + Penalty 4126.942265 = -554397.006028 nChanged 2 SP:Iteration 31Q (13119.840000 sec): 3 clusters Score: Raw -558524.304891 + Penalty 4126.942265 = -554397.362626 nChanged 0 SP:Iteration 32F (13120.050000 sec): 3 clusters Score: Raw -558524.304891 + Penalty 4126.942265 = -554397.362626 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13120.190000 sec): 2 clusters Score: Raw -27877.510161 + Penalty 1340.978599 = -26536.531562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13120.370000 sec): 3 clusters Score: Raw -28133.378207 + Penalty 2681.957199 = -25451.421008 nChanged 15 SP:Iteration 1F (13120.560000 sec): 3 clusters Score: Raw -28221.959318 + Penalty 2681.957199 = -25540.002119 nChanged 5 SP:Iteration 2Q (13120.760000 sec): 3 clusters Score: Raw -28261.428077 + Penalty 2681.957199 = -25579.470878 nChanged 6 SP:Iteration 3Q (13120.980000 sec): 3 clusters Score: Raw -28284.116340 + Penalty 2681.957199 = -25602.159141 nChanged 1 SP:Iteration 4Q (13121.140000 sec): 3 clusters Score: Raw -28290.781132 + Penalty 2681.957199 = -25608.823934 nChanged 0 SP:Iteration 5F (13121.330000 sec): 3 clusters Score: Raw -28290.781132 + Penalty 2681.957199 = -25608.823934 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 21 (258459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13122.750000 sec): 2 clusters Score: Raw -34958099.646719 + Penalty 3090.698104 = -34955008.948615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13124.310000 sec): 3 clusters Score: Raw -34787584.176606 + Penalty 6181.396207 = -34781402.780399 nChanged 124696 SP:Iteration 1F (13125.750000 sec): 3 clusters Score: Raw -34860722.829732 + Penalty 6181.396207 = -34854541.433525 nChanged 6774 SP:Iteration 2Q (13127.290000 sec): 3 clusters Score: Raw -34862117.303295 + Penalty 6181.396207 = -34855935.907088 nChanged 8116 SP:Iteration 3Q (13128.850000 sec): 3 clusters Score: Raw -34864322.884429 + Penalty 6181.396207 = -34858141.488222 nChanged 10657 SP:Iteration 4Q (13130.640000 sec): 3 clusters Score: Raw -34868392.485307 + Penalty 6181.396207 = -34862211.089100 nChanged 14805 SP:Iteration 5F (13132.280000 sec): 3 clusters Score: Raw -34876311.649190 + Penalty 6181.396207 = -34870130.252983 nChanged 19933 SP:Iteration 6F (13133.760000 sec): 3 clusters Score: Raw -34890781.743978 + Penalty 6181.396207 = -34884600.347771 nChanged 23770 SP:Iteration 7F (13135.340000 sec): 3 clusters Score: Raw -34912449.454888 + Penalty 6181.396207 = -34906268.058681 nChanged 22632 SP:Iteration 8F (13136.920000 sec): 3 clusters Score: Raw -34935634.409669 + Penalty 6181.396207 = -34929453.013462 nChanged 14627 SP:Iteration 9F (13138.520000 sec): 3 clusters Score: Raw -34950550.324601 + Penalty 6181.396207 = -34944368.928394 nChanged 6100 SP:Iteration 10Q (13140.090000 sec): 3 clusters Score: Raw -34956262.236959 + Penalty 6181.396207 = -34950080.840752 nChanged 1821 SP:Iteration 11Q (13141.400000 sec): 3 clusters Score: Raw -34957790.360096 + Penalty 6181.396207 = -34951608.963889 nChanged 535 SP:Iteration 12Q (13142.790000 sec): 3 clusters Score: Raw -34958231.733832 + Penalty 6181.396207 = -34952050.337625 nChanged 168 SP:Iteration 13Q (13143.990000 sec): 3 clusters Score: Raw -34958383.255955 + Penalty 6181.396207 = -34952201.859747 nChanged 68 SP:Iteration 14Q (13145.330000 sec): 3 clusters Score: Raw -34958442.209493 + Penalty 6181.396207 = -34952260.813286 nChanged 37 SP:Iteration 15Q (13146.730000 sec): 3 clusters Score: Raw -34958470.310325 + Penalty 6181.396207 = -34952288.914118 nChanged 24 SP:Iteration 16Q (13148.180000 sec): 3 clusters Score: Raw -34958488.730307 + Penalty 6181.396207 = -34952307.334100 nChanged 17 SP:Iteration 17Q (13149.520000 sec): 3 clusters Score: Raw -34958503.288699 + Penalty 6181.396207 = -34952321.892492 nChanged 10 SP:Iteration 18Q (13150.890000 sec): 3 clusters Score: Raw -34958511.202207 + Penalty 6181.396207 = -34952329.806000 nChanged 10 SP:Iteration 19Q (13152.340000 sec): 3 clusters Score: Raw -34958518.496668 + Penalty 6181.396207 = -34952337.100461 nChanged 1 SP:Iteration 20F (13153.960000 sec): 3 clusters Score: Raw -34958519.510968 + Penalty 6181.396207 = -34952338.114761 nChanged 2 SP:Iteration 21Q (13155.170000 sec): 3 clusters Score: Raw -34958520.714228 + Penalty 6181.396207 = -34952339.318020 nChanged 2 SP:Iteration 22Q (13156.480000 sec): 3 clusters Score: Raw -34958522.368965 + Penalty 6181.396207 = -34952340.972758 nChanged 0 SP:Iteration 23F (13157.930000 sec): 3 clusters Score: Raw -34958522.368965 + Penalty 6181.396207 = -34952340.972758 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 22 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13158.170000 sec): 2 clusters Score: Raw -24500.787723 + Penalty 1301.261970 = -23199.525753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13158.360000 sec): 3 clusters Score: Raw -24723.977295 + Penalty 2602.523940 = -22121.453356 nChanged 10 SP:Iteration 1F (13158.470000 sec): 3 clusters Score: Raw -24785.713530 + Penalty 2602.523940 = -22183.189590 nChanged 3 SP:Iteration 2Q (13158.620000 sec): 3 clusters Score: Raw -24801.085578 + Penalty 2602.523940 = -22198.561638 nChanged 1 SP:Iteration 3Q (13158.770000 sec): 3 clusters Score: Raw -24806.401341 + Penalty 2602.523940 = -22203.877401 nChanged 0 SP:Iteration 4F (13158.940000 sec): 3 clusters Score: Raw -24806.401341 + Penalty 2602.523940 = -22203.877401 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 23 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13159.080000 sec): 2 clusters Score: Raw -50181.891941 + Penalty 1503.241316 = -48678.650625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13159.280000 sec): 3 clusters Score: Raw -50213.219395 + Penalty 3006.482632 = -47206.736763 nChanged 58 SP:Iteration 1F (13159.510000 sec): 3 clusters Score: Raw -50362.475085 + Penalty 3006.482632 = -47355.992453 nChanged 17 SP:Iteration 2Q (13159.720000 sec): 3 clusters Score: Raw -50401.643833 + Penalty 3006.482632 = -47395.161201 nChanged 5 SP:Iteration 3Q (13159.900000 sec): 3 clusters Score: Raw -50414.192064 + Penalty 3006.482632 = -47407.709433 nChanged 6 SP:Iteration 4Q (13160.090000 sec): 3 clusters Score: Raw -50429.526993 + Penalty 3006.482632 = -47423.044361 nChanged 3 SP:Iteration 5Q (13160.270000 sec): 3 clusters Score: Raw -50437.404025 + Penalty 3006.482632 = -47430.921393 nChanged 2 SP:Iteration 6Q (13160.460000 sec): 3 clusters Score: Raw -50442.722422 + Penalty 3006.482632 = -47436.239790 nChanged 2 SP:Iteration 7Q (13160.640000 sec): 3 clusters Score: Raw -50448.827932 + Penalty 3006.482632 = -47442.345300 nChanged 0 SP:Iteration 8F (13160.860000 sec): 3 clusters Score: Raw -50448.827932 + Penalty 3006.482632 = -47442.345300 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 24 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13161.040000 sec): 2 clusters Score: Raw -60461.897156 + Penalty 1508.955854 = -58952.941302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13161.260000 sec): 3 clusters Score: Raw -60487.503859 + Penalty 3017.911709 = -57469.592150 nChanged 73 SP:Iteration 1F (13161.450000 sec): 3 clusters Score: Raw -60632.573131 + Penalty 3017.911709 = -57614.661422 nChanged 17 SP:Iteration 2Q (13161.620000 sec): 3 clusters Score: Raw -60664.894473 + Penalty 3017.911709 = -57646.982764 nChanged 6 SP:Iteration 3Q (13161.900000 sec): 3 clusters Score: Raw -60691.260579 + Penalty 3017.911709 = -57673.348870 nChanged 6 SP:Iteration 4Q (13162.100000 sec): 3 clusters Score: Raw -60707.403548 + Penalty 3017.911709 = -57689.491839 nChanged 3 SP:Iteration 5Q (13162.250000 sec): 3 clusters Score: Raw -60714.450517 + Penalty 3017.911709 = -57696.538808 nChanged 2 SP:Iteration 6Q (13162.420000 sec): 3 clusters Score: Raw -60717.823650 + Penalty 3017.911709 = -57699.911941 nChanged 1 SP:Iteration 7Q (13162.590000 sec): 3 clusters Score: Raw -60720.070596 + Penalty 3017.911709 = -57702.158887 nChanged 0 SP:Iteration 8F (13162.800000 sec): 3 clusters Score: Raw -60720.070596 + Penalty 3017.911709 = -57702.158887 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 25 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13162.850000 sec): 2 clusters Score: Raw -39109.601689 + Penalty 1432.088783 = -37677.512905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13162.980000 sec): 3 clusters Score: Raw -39224.137342 + Penalty 2864.177567 = -36359.959775 nChanged 39 SP:Iteration 1F (13163.160000 sec): 3 clusters Score: Raw -39365.157090 + Penalty 2864.177567 = -36500.979523 nChanged 9 SP:Iteration 2Q (13163.300000 sec): 3 clusters Score: Raw -39402.272027 + Penalty 2864.177567 = -36538.094460 nChanged 3 SP:Iteration 3Q (13163.410000 sec): 3 clusters Score: Raw -39409.092039 + Penalty 2864.177567 = -36544.914472 nChanged 2 SP:Iteration 4Q (13163.610000 sec): 3 clusters Score: Raw -39420.049895 + Penalty 2864.177567 = -36555.872328 nChanged 3 SP:Iteration 5Q (13163.770000 sec): 3 clusters Score: Raw -39430.530983 + Penalty 2864.177567 = -36566.353417 nChanged 1 SP:Iteration 6Q (13163.930000 sec): 3 clusters Score: Raw -39432.601675 + Penalty 2864.177567 = -36568.424108 nChanged 0 SP:Iteration 7F (13164.100000 sec): 3 clusters Score: Raw -39432.601675 + Penalty 2864.177567 = -36568.424108 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 26 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13164.220000 sec): 2 clusters Score: Raw -45240.981945 + Penalty 1480.872936 = -43760.109009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13164.410000 sec): 3 clusters Score: Raw -45316.976687 + Penalty 2961.745873 = -42355.230815 nChanged 48 SP:Iteration 1F (13164.600000 sec): 3 clusters Score: Raw -45457.210935 + Penalty 2961.745873 = -42495.465063 nChanged 19 SP:Iteration 2Q (13164.790000 sec): 3 clusters Score: Raw -45502.803817 + Penalty 2961.745873 = -42541.057944 nChanged 7 SP:Iteration 3Q (13164.990000 sec): 3 clusters Score: Raw -45518.609046 + Penalty 2961.745873 = -42556.863173 nChanged 1 SP:Iteration 4Q (13165.190000 sec): 3 clusters Score: Raw -45520.762839 + Penalty 2961.745873 = -42559.016966 nChanged 0 SP:Iteration 5F (13165.380000 sec): 3 clusters Score: Raw -45520.762839 + Penalty 2961.745873 = -42559.016966 nChanged 0 Iteration 299Q (13178.430000 sec): 27 clusters Score: Raw -59224436.529803 + Penalty 83829.122512 = -59140607.407291 nChanged 23 Iteration 300F (13203.100000 sec): 27 clusters Score: Raw -59224437.085116 + Penalty 83829.122512 = -59140607.962604 nChanged 19 Iteration 301Q (13215.670000 sec): 27 clusters Score: Raw -59224437.553758 + Penalty 83829.122512 = -59140608.431246 nChanged 27 Iteration 302Q (13228.370000 sec): 27 clusters Score: Raw -59224438.093648 + Penalty 83829.122512 = -59140608.971136 nChanged 31 Iteration 303Q (13241.180000 sec): 27 clusters Score: Raw -59224438.745791 + Penalty 83829.122512 = -59140609.623279 nChanged 40 Iteration 304Q (13255.460000 sec): 27 clusters Score: Raw -59224439.843617 + Penalty 83829.122512 = -59140610.721105 nChanged 36 Iteration 305Q (13269.150000 sec): 27 clusters Score: Raw -59224440.744862 + Penalty 83829.122512 = -59140611.622350 nChanged 29 Iteration 306Q (13281.760000 sec): 27 clusters Score: Raw -59224441.806826 + Penalty 83829.122512 = -59140612.684314 nChanged 34 Iteration 307Q (13294.480000 sec): 27 clusters Score: Raw -59224443.009267 + Penalty 83829.122512 = -59140613.886755 nChanged 25 Iteration 308Q (13306.600000 sec): 27 clusters Score: Raw -59224443.861245 + Penalty 83829.122512 = -59140614.738733 nChanged 27 Iteration 309Q (13321.120000 sec): 27 clusters Score: Raw -59224444.916819 + Penalty 83829.122512 = -59140615.794307 nChanged 22 Iteration 310Q (13337.490000 sec): 27 clusters Score: Raw -59224445.955485 + Penalty 83829.122512 = -59140616.832973 nChanged 26 Iteration 311Q (13351.260000 sec): 27 clusters Score: Raw -59224446.931607 + Penalty 83829.122512 = -59140617.809095 nChanged 27 Iteration 312Q (13363.710000 sec): 27 clusters Score: Raw -59224447.709616 + Penalty 83829.122512 = -59140618.587104 nChanged 15 Iteration 313Q (13377.200000 sec): 27 clusters Score: Raw -59224448.218338 + Penalty 83829.122512 = -59140619.095826 nChanged 10 Iteration 314Q (13390.310000 sec): 27 clusters Score: Raw -59224448.519120 + Penalty 83829.122512 = -59140619.396609 nChanged 14 Iteration 315Q (13404.660000 sec): 27 clusters Score: Raw -59224449.099822 + Penalty 83829.122512 = -59140619.977310 nChanged 27 Iteration 316Q (13417.840000 sec): 27 clusters Score: Raw -59224450.198571 + Penalty 83829.122512 = -59140621.076059 nChanged 29 Iteration 317Q (13431.110000 sec): 27 clusters Score: Raw -59224451.421363 + Penalty 83829.122512 = -59140622.298851 nChanged 25 Iteration 318Q (13444.220000 sec): 27 clusters Score: Raw -59224452.447826 + Penalty 83829.122512 = -59140623.325314 nChanged 40 Iteration 319Q (13458.730000 sec): 27 clusters Score: Raw -59224454.017218 + Penalty 83829.122512 = -59140624.894706 nChanged 30 Iteration 320F (13484.590000 sec): 27 clusters Score: Raw -59224455.168911 + Penalty 83829.122512 = -59140626.046399 nChanged 28 Iteration 321Q (13499.000000 sec): 27 clusters Score: Raw -59224456.304294 + Penalty 83829.122512 = -59140627.181782 nChanged 25 Iteration 322Q (13513.450000 sec): 27 clusters Score: Raw -59224457.332673 + Penalty 83829.122512 = -59140628.210161 nChanged 27 Iteration 323Q (13527.110000 sec): 27 clusters Score: Raw -59224458.833749 + Penalty 83829.122512 = -59140629.711237 nChanged 32 Iteration 324Q (13539.990000 sec): 27 clusters Score: Raw -59224460.335570 + Penalty 83829.122512 = -59140631.213058 nChanged 41 Iteration 325Q (13552.270000 sec): 27 clusters Score: Raw -59224462.355554 + Penalty 83829.122512 = -59140633.233042 nChanged 53 Iteration 326Q (13565.310000 sec): 27 clusters Score: Raw -59224464.838944 + Penalty 83829.122512 = -59140635.716432 nChanged 53 Iteration 327Q (13577.890000 sec): 27 clusters Score: Raw -59224467.695731 + Penalty 83829.122512 = -59140638.573219 nChanged 60 Iteration 328Q (13591.150000 sec): 27 clusters Score: Raw -59224470.359213 + Penalty 83829.122512 = -59140641.236701 nChanged 45 Iteration 329Q (13604.310000 sec): 27 clusters Score: Raw -59224473.039210 + Penalty 83829.122512 = -59140643.916698 nChanged 55 Iteration 330Q (13617.730000 sec): 27 clusters Score: Raw -59224475.643649 + Penalty 83829.122512 = -59140646.521137 nChanged 55 Iteration 331Q (13630.420000 sec): 27 clusters Score: Raw -59224478.368572 + Penalty 83829.122512 = -59140649.246060 nChanged 42 Iteration 332Q (13643.680000 sec): 27 clusters Score: Raw -59224480.401668 + Penalty 83829.122512 = -59140651.279156 nChanged 41 Iteration 333Q (13657.160000 sec): 27 clusters Score: Raw -59224482.685649 + Penalty 83829.122512 = -59140653.563137 nChanged 42 Iteration 334Q (13670.960000 sec): 27 clusters Score: Raw -59224485.944924 + Penalty 83829.122512 = -59140656.822413 nChanged 36 Iteration 335Q (13684.410000 sec): 27 clusters Score: Raw -59224487.837024 + Penalty 83829.122512 = -59140658.714512 nChanged 35 Iteration 336Q (13697.850000 sec): 27 clusters Score: Raw -59224489.288049 + Penalty 83829.122512 = -59140660.165537 nChanged 27 Iteration 337Q (13711.460000 sec): 27 clusters Score: Raw -59224490.076256 + Penalty 83829.122512 = -59140660.953744 nChanged 27 Iteration 338Q (13725.140000 sec): 27 clusters Score: Raw -59224491.356003 + Penalty 83829.122512 = -59140662.233491 nChanged 23 Writing temp clu file Because OldScore, -59140660.953744, is greater than current (better) Score,-59140662.233491 Compute initial score before splitting: Score: Raw -59224491.356003 + Penalty 83829.122512 = -59140662.233491 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (32538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13725.480000 sec): 2 clusters Score: Raw -4461065.518633 + Penalty 2576.760651 = -4458488.757982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13725.850000 sec): 3 clusters Score: Raw -4441517.786789 + Penalty 5153.521302 = -4436364.265487 nChanged 14753 SP:Iteration 1F (13726.230000 sec): 3 clusters Score: Raw -4449349.689355 + Penalty 5153.521302 = -4444196.168052 nChanged 1436 SP:Iteration 2Q (13726.680000 sec): 3 clusters Score: Raw -4449787.218011 + Penalty 5153.521302 = -4444633.696708 nChanged 1290 SP:Iteration 3Q (13727.020000 sec): 3 clusters Score: Raw -4450170.815990 + Penalty 5153.521302 = -4445017.294688 nChanged 1198 SP:Iteration 4Q (13727.420000 sec): 3 clusters Score: Raw -4450525.675740 + Penalty 5153.521302 = -4445372.154438 nChanged 1157 SP:Iteration 5Q (13727.770000 sec): 3 clusters Score: Raw -4450860.701849 + Penalty 5153.521302 = -4445707.180547 nChanged 1145 SP:Iteration 6Q (13728.170000 sec): 3 clusters Score: Raw -4451221.179439 + Penalty 5153.521302 = -4446067.658137 nChanged 1177 SP:Iteration 7Q (13728.520000 sec): 3 clusters Score: Raw -4451615.192799 + Penalty 5153.521302 = -4446461.671497 nChanged 1230 SP:Iteration 8Q (13728.900000 sec): 3 clusters Score: Raw -4452058.435435 + Penalty 5153.521302 = -4446904.914132 nChanged 1260 SP:Iteration 9Q (13729.350000 sec): 3 clusters Score: Raw -4452508.922224 + Penalty 5153.521302 = -4447355.400922 nChanged 1254 SP:Iteration 10Q (13729.710000 sec): 3 clusters Score: Raw -4453002.302504 + Penalty 5153.521302 = -4447848.781202 nChanged 1283 SP:Iteration 11Q (13730.150000 sec): 3 clusters Score: Raw -4453556.430681 + Penalty 5153.521302 = -4448402.909379 nChanged 1322 SP:Iteration 12Q (13730.530000 sec): 3 clusters Score: Raw -4454159.126457 + Penalty 5153.521302 = -4449005.605155 nChanged 1310 SP:Iteration 13Q (13730.960000 sec): 3 clusters Score: Raw -4454844.534332 + Penalty 5153.521302 = -4449691.013029 nChanged 1369 SP:Iteration 14Q (13731.460000 sec): 3 clusters Score: Raw -4455678.006367 + Penalty 5153.521302 = -4450524.485065 nChanged 1326 SP:Iteration 15Q (13731.900000 sec): 3 clusters Score: Raw -4456540.392457 + Penalty 5153.521302 = -4451386.871154 nChanged 1283 SP:Iteration 16Q (13732.380000 sec): 3 clusters Score: Raw -4457462.849855 + Penalty 5153.521302 = -4452309.328552 nChanged 1164 SP:Iteration 17Q (13732.760000 sec): 3 clusters Score: Raw -4458300.745165 + Penalty 5153.521302 = -4453147.223862 nChanged 905 SP:Iteration 18Q (13733.160000 sec): 3 clusters Score: Raw -4458922.047268 + Penalty 5153.521302 = -4453768.525966 nChanged 686 SP:Iteration 19Q (13733.490000 sec): 3 clusters Score: Raw -4459370.270939 + Penalty 5153.521302 = -4454216.749637 nChanged 571 SP:Iteration 20F (13733.910000 sec): 3 clusters Score: Raw -4459722.521584 + Penalty 5153.521302 = -4454569.000282 nChanged 451 SP:Iteration 21Q (13734.250000 sec): 3 clusters Score: Raw -4459998.289327 + Penalty 5153.521302 = -4454844.768024 nChanged 380 SP:Iteration 22Q (13734.650000 sec): 3 clusters Score: Raw -4460228.623307 + Penalty 5153.521302 = -4455075.102005 nChanged 328 SP:Iteration 23Q (13734.970000 sec): 3 clusters Score: Raw -4460429.223257 + Penalty 5153.521302 = -4455275.701954 nChanged 285 SP:Iteration 24Q (13735.310000 sec): 3 clusters Score: Raw -4460610.775428 + Penalty 5153.521302 = -4455457.254126 nChanged 261 SP:Iteration 25Q (13735.700000 sec): 3 clusters Score: Raw -4460786.901711 + Penalty 5153.521302 = -4455633.380409 nChanged 208 SP:Iteration 26Q (13736.000000 sec): 3 clusters Score: Raw -4460912.284007 + Penalty 5153.521302 = -4455758.762704 nChanged 149 SP:Iteration 27Q (13736.310000 sec): 3 clusters Score: Raw -4460996.085930 + Penalty 5153.521302 = -4455842.564628 nChanged 129 SP:Iteration 28Q (13736.670000 sec): 3 clusters Score: Raw -4461073.333863 + Penalty 5153.521302 = -4455919.812561 nChanged 99 SP:Iteration 29Q (13737.010000 sec): 3 clusters Score: Raw -4461136.074002 + Penalty 5153.521302 = -4455982.552700 nChanged 94 SP:Iteration 30Q (13737.310000 sec): 3 clusters Score: Raw -4461194.893217 + Penalty 5153.521302 = -4456041.371915 nChanged 73 SP:Iteration 31Q (13737.670000 sec): 3 clusters Score: Raw -4461242.287441 + Penalty 5153.521302 = -4456088.766138 nChanged 57 SP:Iteration 32Q (13737.990000 sec): 3 clusters Score: Raw -4461280.178970 + Penalty 5153.521302 = -4456126.657668 nChanged 42 SP:Iteration 33Q (13738.360000 sec): 3 clusters Score: Raw -4461309.569505 + Penalty 5153.521302 = -4456156.048203 nChanged 35 SP:Iteration 34Q (13738.690000 sec): 3 clusters Score: Raw -4461332.257562 + Penalty 5153.521302 = -4456178.736260 nChanged 25 SP:Iteration 35Q (13739.050000 sec): 3 clusters Score: Raw -4461346.758474 + Penalty 5153.521302 = -4456193.237171 nChanged 15 SP:Iteration 36Q (13739.420000 sec): 3 clusters Score: Raw -4461357.303351 + Penalty 5153.521302 = -4456203.782049 nChanged 18 SP:Iteration 37Q (13739.750000 sec): 3 clusters Score: Raw -4461370.732638 + Penalty 5153.521302 = -4456217.211336 nChanged 17 SP:Iteration 38Q (13740.080000 sec): 3 clusters Score: Raw -4461381.275956 + Penalty 5153.521302 = -4456227.754654 nChanged 16 SP:Iteration 39Q (13740.460000 sec): 3 clusters Score: Raw -4461393.445096 + Penalty 5153.521302 = -4456239.923794 nChanged 11 SP:Iteration 40F (13740.830000 sec): 3 clusters Score: Raw -4461399.534826 + Penalty 5153.521302 = -4456246.013524 nChanged 7 SP:Iteration 41Q (13741.220000 sec): 3 clusters Score: Raw -4461404.332179 + Penalty 5153.521302 = -4456250.810877 nChanged 6 SP:Iteration 42Q (13741.560000 sec): 3 clusters Score: Raw -4461408.268515 + Penalty 5153.521302 = -4456254.747212 nChanged 9 SP:Iteration 43Q (13741.880000 sec): 3 clusters Score: Raw -4461413.045863 + Penalty 5153.521302 = -4456259.524561 nChanged 6 SP:Iteration 44Q (13742.280000 sec): 3 clusters Score: Raw -4461417.267305 + Penalty 5153.521302 = -4456263.746003 nChanged 3 SP:Iteration 45Q (13742.570000 sec): 3 clusters Score: Raw -4461418.120670 + Penalty 5153.521302 = -4456264.599368 nChanged 1 SP:Iteration 46Q (13742.940000 sec): 3 clusters Score: Raw -4461418.818923 + Penalty 5153.521302 = -4456265.297621 nChanged 1 SP:Iteration 47Q (13743.250000 sec): 3 clusters Score: Raw -4461420.183042 + Penalty 5153.521302 = -4456266.661739 nChanged 2 SP:Iteration 48Q (13743.640000 sec): 3 clusters Score: Raw -4461420.891913 + Penalty 5153.521302 = -4456267.370611 nChanged 1 SP:Iteration 49Q (13743.960000 sec): 3 clusters Score: Raw -4461421.451309 + Penalty 5153.521302 = -4456267.930007 nChanged 0 SP:Iteration 50F (13744.370000 sec): 3 clusters Score: Raw -4461421.451309 + Penalty 5153.521302 = -4456267.930007 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13744.460000 sec): 2 clusters Score: Raw -51645.465961 + Penalty 1496.799395 = -50148.666565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13744.600000 sec): 3 clusters Score: Raw -51805.966790 + Penalty 2993.598791 = -48812.367999 nChanged 81 SP:Iteration 1F (13744.780000 sec): 3 clusters Score: Raw -52079.685809 + Penalty 2993.598791 = -49086.087019 nChanged 20 SP:Iteration 2Q (13744.940000 sec): 3 clusters Score: Raw -52173.449285 + Penalty 2993.598791 = -49179.850494 nChanged 16 SP:Iteration 3Q (13745.130000 sec): 3 clusters Score: Raw -52216.891631 + Penalty 2993.598791 = -49223.292841 nChanged 11 SP:Iteration 4Q (13745.290000 sec): 3 clusters Score: Raw -52255.311756 + Penalty 2993.598791 = -49261.712966 nChanged 7 SP:Iteration 5Q (13745.450000 sec): 3 clusters Score: Raw -52349.716984 + Penalty 2993.598791 = -49356.118193 nChanged 3 SP:Iteration 6Q (13745.620000 sec): 3 clusters Score: Raw -52363.157962 + Penalty 2993.598791 = -49369.559171 nChanged 3 SP:Iteration 7Q (13745.800000 sec): 3 clusters Score: Raw -52368.741020 + Penalty 2993.598791 = -49375.142229 nChanged 0 SP:Iteration 8F (13745.950000 sec): 3 clusters Score: Raw -52368.741020 + Penalty 2993.598791 = -49375.142229 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13746.000000 sec): 2 clusters Score: Raw -34364.167709 + Penalty 1412.045570 = -32952.122139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13746.160000 sec): 3 clusters Score: Raw -34662.407128 + Penalty 2824.091141 = -31838.315987 nChanged 52 SP:Iteration 1F (13746.360000 sec): 3 clusters Score: Raw -34835.982179 + Penalty 2824.091141 = -32011.891038 nChanged 15 SP:Iteration 2F (13746.510000 sec): 3 clusters Score: Raw -34901.469083 + Penalty 2824.091141 = -32077.377942 nChanged 6 SP:Iteration 3Q (13746.650000 sec): 3 clusters Score: Raw -34924.419774 + Penalty 2824.091141 = -32100.328633 nChanged 3 SP:Iteration 4Q (13746.840000 sec): 3 clusters Score: Raw -34931.541907 + Penalty 2824.091141 = -32107.450766 nChanged 1 SP:Iteration 5Q (13747.000000 sec): 3 clusters Score: Raw -34933.537942 + Penalty 2824.091141 = -32109.446802 nChanged 0 SP:Iteration 6F (13747.150000 sec): 3 clusters Score: Raw -34933.537942 + Penalty 2824.091141 = -32109.446802 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13747.290000 sec): 2 clusters Score: Raw -958271.116559 + Penalty 2205.844218 = -956065.272341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13747.540000 sec): 3 clusters Score: Raw -954498.735705 + Penalty 4411.688435 = -950087.047269 nChanged 2922 SP:Iteration 1F (13747.760000 sec): 3 clusters Score: Raw -956094.497324 + Penalty 4411.688435 = -951682.808889 nChanged 543 SP:Iteration 2F (13747.960000 sec): 3 clusters Score: Raw -956420.961941 + Penalty 4411.688435 = -952009.273505 nChanged 419 SP:Iteration 3F (13748.190000 sec): 3 clusters Score: Raw -956674.145789 + Penalty 4411.688435 = -952262.457354 nChanged 366 SP:Iteration 4F (13748.370000 sec): 3 clusters Score: Raw -956871.850489 + Penalty 4411.688435 = -952460.162054 nChanged 305 SP:Iteration 5Q (13748.600000 sec): 3 clusters Score: Raw -957056.866519 + Penalty 4411.688435 = -952645.178083 nChanged 323 SP:Iteration 6Q (13748.840000 sec): 3 clusters Score: Raw -957252.414812 + Penalty 4411.688435 = -952840.726376 nChanged 301 SP:Iteration 7Q (13749.050000 sec): 3 clusters Score: Raw -957450.361917 + Penalty 4411.688435 = -953038.673481 nChanged 280 SP:Iteration 8Q (13749.270000 sec): 3 clusters Score: Raw -957623.029827 + Penalty 4411.688435 = -953211.341391 nChanged 243 SP:Iteration 9Q (13749.530000 sec): 3 clusters Score: Raw -957780.697313 + Penalty 4411.688435 = -953369.008878 nChanged 220 SP:Iteration 10Q (13749.820000 sec): 3 clusters Score: Raw -957906.638697 + Penalty 4411.688435 = -953494.950261 nChanged 174 SP:Iteration 11Q (13750.060000 sec): 3 clusters Score: Raw -958008.766415 + Penalty 4411.688435 = -953597.077979 nChanged 147 SP:Iteration 12Q (13750.300000 sec): 3 clusters Score: Raw -958091.903768 + Penalty 4411.688435 = -953680.215333 nChanged 120 SP:Iteration 13Q (13750.490000 sec): 3 clusters Score: Raw -958164.120483 + Penalty 4411.688435 = -953752.432048 nChanged 111 SP:Iteration 14Q (13750.720000 sec): 3 clusters Score: Raw -958233.751619 + Penalty 4411.688435 = -953822.063184 nChanged 98 SP:Iteration 15Q (13750.990000 sec): 3 clusters Score: Raw -958294.126861 + Penalty 4411.688435 = -953882.438425 nChanged 71 SP:Iteration 16Q (13751.220000 sec): 3 clusters Score: Raw -958326.588013 + Penalty 4411.688435 = -953914.899578 nChanged 50 SP:Iteration 17Q (13751.480000 sec): 3 clusters Score: Raw -958350.118815 + Penalty 4411.688435 = -953938.430379 nChanged 40 SP:Iteration 18Q (13751.700000 sec): 3 clusters Score: Raw -958369.030572 + Penalty 4411.688435 = -953957.342136 nChanged 42 SP:Iteration 19Q (13751.890000 sec): 3 clusters Score: Raw -958390.845281 + Penalty 4411.688435 = -953979.156846 nChanged 39 SP:Iteration 20F (13752.130000 sec): 3 clusters Score: Raw -958407.178923 + Penalty 4411.688435 = -953995.490488 nChanged 33 SP:Iteration 21Q (13752.360000 sec): 3 clusters Score: Raw -958423.759371 + Penalty 4411.688435 = -954012.070935 nChanged 31 SP:Iteration 22Q (13752.620000 sec): 3 clusters Score: Raw -958442.329072 + Penalty 4411.688435 = -954030.640637 nChanged 27 SP:Iteration 23Q (13752.840000 sec): 3 clusters Score: Raw -958456.947111 + Penalty 4411.688435 = -954045.258675 nChanged 31 SP:Iteration 24Q (13753.100000 sec): 3 clusters Score: Raw -958476.549334 + Penalty 4411.688435 = -954064.860898 nChanged 31 SP:Iteration 25Q (13753.300000 sec): 3 clusters Score: Raw -958492.150796 + Penalty 4411.688435 = -954080.462360 nChanged 19 SP:Iteration 26Q (13753.560000 sec): 3 clusters Score: Raw -958501.516269 + Penalty 4411.688435 = -954089.827834 nChanged 14 SP:Iteration 27Q (13753.800000 sec): 3 clusters Score: Raw -958508.020700 + Penalty 4411.688435 = -954096.332265 nChanged 17 SP:Iteration 28Q (13754.100000 sec): 3 clusters Score: Raw -958514.313201 + Penalty 4411.688435 = -954102.624766 nChanged 8 SP:Iteration 29Q (13754.310000 sec): 3 clusters Score: Raw -958517.980994 + Penalty 4411.688435 = -954106.292559 nChanged 6 SP:Iteration 30Q (13754.540000 sec): 3 clusters Score: Raw -958520.472313 + Penalty 4411.688435 = -954108.783878 nChanged 7 SP:Iteration 31Q (13754.780000 sec): 3 clusters Score: Raw -958523.483428 + Penalty 4411.688435 = -954111.794992 nChanged 5 SP:Iteration 32Q (13754.980000 sec): 3 clusters Score: Raw -958525.747385 + Penalty 4411.688435 = -954114.058949 nChanged 6 SP:Iteration 33Q (13755.160000 sec): 3 clusters Score: Raw -958528.306410 + Penalty 4411.688435 = -954116.617975 nChanged 5 SP:Iteration 34Q (13755.400000 sec): 3 clusters Score: Raw -958531.460659 + Penalty 4411.688435 = -954119.772224 nChanged 4 SP:Iteration 35Q (13755.600000 sec): 3 clusters Score: Raw -958533.119412 + Penalty 4411.688435 = -954121.430976 nChanged 3 SP:Iteration 36Q (13755.860000 sec): 3 clusters Score: Raw -958534.524974 + Penalty 4411.688435 = -954122.836539 nChanged 3 SP:Iteration 37Q (13756.090000 sec): 3 clusters Score: Raw -958536.404560 + Penalty 4411.688435 = -954124.716125 nChanged 2 SP:Iteration 38Q (13756.300000 sec): 3 clusters Score: Raw -958537.055268 + Penalty 4411.688435 = -954125.366833 nChanged 1 SP:Iteration 39Q (13756.510000 sec): 3 clusters Score: Raw -958537.446822 + Penalty 4411.688435 = -954125.758387 nChanged 0 SP:Iteration 40F (13756.740000 sec): 3 clusters Score: Raw -958537.446822 + Penalty 4411.688435 = -954125.758387 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13756.840000 sec): 2 clusters Score: Raw -38645.455562 + Penalty 1424.264791 = -37221.190771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13757.000000 sec): 3 clusters Score: Raw -38767.618365 + Penalty 2848.529581 = -35919.088784 nChanged 39 SP:Iteration 1F (13757.200000 sec): 3 clusters Score: Raw -38887.040027 + Penalty 2848.529581 = -36038.510446 nChanged 15 SP:Iteration 2Q (13757.420000 sec): 3 clusters Score: Raw -38933.581460 + Penalty 2848.529581 = -36085.051879 nChanged 7 SP:Iteration 3Q (13757.620000 sec): 3 clusters Score: Raw -38974.686651 + Penalty 2848.529581 = -36126.157070 nChanged 4 SP:Iteration 4Q (13757.810000 sec): 3 clusters Score: Raw -38995.109663 + Penalty 2848.529581 = -36146.580082 nChanged 3 SP:Iteration 5Q (13758.050000 sec): 3 clusters Score: Raw -39016.210770 + Penalty 2848.529581 = -36167.681189 nChanged 3 SP:Iteration 6Q (13758.240000 sec): 3 clusters Score: Raw -39034.265134 + Penalty 2848.529581 = -36185.735553 nChanged 1 SP:Iteration 7Q (13758.430000 sec): 3 clusters Score: Raw -39037.103088 + Penalty 2848.529581 = -36188.573507 nChanged 0 SP:Iteration 8F (13758.600000 sec): 3 clusters Score: Raw -39037.103088 + Penalty 2848.529581 = -36188.573507 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13758.720000 sec): 2 clusters Score: Raw -27434.623559 + Penalty 1346.477716 = -26088.145843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13758.890000 sec): 3 clusters Score: Raw -27635.472181 + Penalty 2692.955432 = -24942.516749 nChanged 16 SP:Iteration 1F (13759.100000 sec): 3 clusters Score: Raw -27716.539431 + Penalty 2692.955432 = -25023.583999 nChanged 5 SP:Iteration 2Q (13759.340000 sec): 3 clusters Score: Raw -27749.300442 + Penalty 2692.955432 = -25056.345010 nChanged 3 SP:Iteration 3Q (13759.500000 sec): 3 clusters Score: Raw -27761.236944 + Penalty 2692.955432 = -25068.281512 nChanged 2 SP:Iteration 4Q (13759.650000 sec): 3 clusters Score: Raw -27775.240941 + Penalty 2692.955432 = -25082.285509 nChanged 1 SP:Iteration 5Q (13759.860000 sec): 3 clusters Score: Raw -27779.886925 + Penalty 2692.955432 = -25086.931493 nChanged 1 SP:Iteration 6Q (13760.030000 sec): 3 clusters Score: Raw -27784.151031 + Penalty 2692.955432 = -25091.195599 nChanged 1 SP:Iteration 7Q (13760.200000 sec): 3 clusters Score: Raw -27791.439824 + Penalty 2692.955432 = -25098.484392 nChanged 2 SP:Iteration 8Q (13760.400000 sec): 3 clusters Score: Raw -27808.360754 + Penalty 2692.955432 = -25115.405322 nChanged 1 SP:Iteration 9Q (13760.600000 sec): 3 clusters Score: Raw -27815.201618 + Penalty 2692.955432 = -25122.246186 nChanged 0 SP:Iteration 10F (13760.750000 sec): 3 clusters Score: Raw -27815.201618 + Penalty 2692.955432 = -25122.246186 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13760.840000 sec): 2 clusters Score: Raw -172709.295130 + Penalty 1781.223324 = -170928.071807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13761.000000 sec): 3 clusters Score: Raw -172338.530557 + Penalty 3562.446647 = -168776.083909 nChanged 369 SP:Iteration 1F (13761.170000 sec): 3 clusters Score: Raw -172645.117755 + Penalty 3562.446647 = -169082.671107 nChanged 75 SP:Iteration 2F (13761.340000 sec): 3 clusters Score: Raw -172723.953952 + Penalty 3562.446647 = -169161.507305 nChanged 45 SP:Iteration 3Q (13761.540000 sec): 3 clusters Score: Raw -172769.317014 + Penalty 3562.446647 = -169206.870367 nChanged 24 SP:Iteration 4Q (13761.730000 sec): 3 clusters Score: Raw -172793.780916 + Penalty 3562.446647 = -169231.334268 nChanged 16 SP:Iteration 5Q (13761.920000 sec): 3 clusters Score: Raw -172808.312833 + Penalty 3562.446647 = -169245.866186 nChanged 11 SP:Iteration 6Q (13762.100000 sec): 3 clusters Score: Raw -172819.348224 + Penalty 3562.446647 = -169256.901577 nChanged 15 SP:Iteration 7Q (13762.280000 sec): 3 clusters Score: Raw -172832.413302 + Penalty 3562.446647 = -169269.966654 nChanged 13 SP:Iteration 8Q (13762.440000 sec): 3 clusters Score: Raw -172854.530344 + Penalty 3562.446647 = -169292.083696 nChanged 16 SP:Iteration 9Q (13762.610000 sec): 3 clusters Score: Raw -172868.379935 + Penalty 3562.446647 = -169305.933287 nChanged 8 SP:Iteration 10Q (13762.780000 sec): 3 clusters Score: Raw -172873.794519 + Penalty 3562.446647 = -169311.347871 nChanged 7 SP:Iteration 11Q (13762.930000 sec): 3 clusters Score: Raw -172880.544949 + Penalty 3562.446647 = -169318.098301 nChanged 6 SP:Iteration 12Q (13763.120000 sec): 3 clusters Score: Raw -172886.049146 + Penalty 3562.446647 = -169323.602498 nChanged 3 SP:Iteration 13Q (13763.270000 sec): 3 clusters Score: Raw -172888.123873 + Penalty 3562.446647 = -169325.677226 nChanged 2 SP:Iteration 14Q (13763.430000 sec): 3 clusters Score: Raw -172890.412408 + Penalty 3562.446647 = -169327.965760 nChanged 3 SP:Iteration 15Q (13763.590000 sec): 3 clusters Score: Raw -172892.511426 + Penalty 3562.446647 = -169330.064779 nChanged 0 SP:Iteration 16F (13763.730000 sec): 3 clusters Score: Raw -172892.511426 + Penalty 3562.446647 = -169330.064779 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13763.830000 sec): 2 clusters Score: Raw -12577.049855 + Penalty 1174.577215 = -11402.472640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13764.030000 sec): 3 clusters Score: Raw -12829.223653 + Penalty 2349.154430 = -10480.069223 nChanged 1 SP:Iteration 1Q (13764.200000 sec): 3 clusters Score: Raw -12838.476439 + Penalty 2349.154430 = -10489.322009 nChanged 1 SP:Iteration 2Q (13764.410000 sec): 3 clusters Score: Raw -12849.596175 + Penalty 2349.154430 = -10500.441744 nChanged 0 SP:Iteration 3F (13764.560000 sec): 3 clusters Score: Raw -12849.596175 + Penalty 2349.154430 = -10500.441744 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (5055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13764.730000 sec): 2 clusters Score: Raw -693414.078981 + Penalty 2114.977017 = -691299.101965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13764.960000 sec): 3 clusters Score: Raw -690983.094049 + Penalty 4229.954033 = -686753.140016 nChanged 1896 SP:Iteration 1F (13765.160000 sec): 3 clusters Score: Raw -692070.462860 + Penalty 4229.954033 = -687840.508827 nChanged 392 SP:Iteration 2F (13765.360000 sec): 3 clusters Score: Raw -692310.594180 + Penalty 4229.954033 = -688080.640147 nChanged 294 SP:Iteration 3F (13765.570000 sec): 3 clusters Score: Raw -692485.436921 + Penalty 4229.954033 = -688255.482888 nChanged 213 SP:Iteration 4Q (13765.820000 sec): 3 clusters Score: Raw -692601.544981 + Penalty 4229.954033 = -688371.590948 nChanged 159 SP:Iteration 5Q (13766.070000 sec): 3 clusters Score: Raw -692683.333308 + Penalty 4229.954033 = -688453.379275 nChanged 155 SP:Iteration 6Q (13766.270000 sec): 3 clusters Score: Raw -692770.468882 + Penalty 4229.954033 = -688540.514848 nChanged 143 SP:Iteration 7Q (13766.570000 sec): 3 clusters Score: Raw -692843.584988 + Penalty 4229.954033 = -688613.630955 nChanged 129 SP:Iteration 8Q (13766.770000 sec): 3 clusters Score: Raw -692906.327223 + Penalty 4229.954033 = -688676.373189 nChanged 100 SP:Iteration 9Q (13766.950000 sec): 3 clusters Score: Raw -692949.898238 + Penalty 4229.954033 = -688719.944205 nChanged 82 SP:Iteration 10Q (13767.190000 sec): 3 clusters Score: Raw -692991.153936 + Penalty 4229.954033 = -688761.199903 nChanged 91 SP:Iteration 11Q (13767.390000 sec): 3 clusters Score: Raw -693036.903359 + Penalty 4229.954033 = -688806.949325 nChanged 82 SP:Iteration 12Q (13767.570000 sec): 3 clusters Score: Raw -693068.835005 + Penalty 4229.954033 = -688838.880972 nChanged 66 SP:Iteration 13Q (13767.770000 sec): 3 clusters Score: Raw -693098.381170 + Penalty 4229.954033 = -688868.427136 nChanged 62 SP:Iteration 14Q (13767.990000 sec): 3 clusters Score: Raw -693125.817112 + Penalty 4229.954033 = -688895.863079 nChanged 63 SP:Iteration 15Q (13768.190000 sec): 3 clusters Score: Raw -693165.750219 + Penalty 4229.954033 = -688935.796186 nChanged 87 SP:Iteration 16Q (13768.420000 sec): 3 clusters Score: Raw -693215.070809 + Penalty 4229.954033 = -688985.116776 nChanged 92 SP:Iteration 17Q (13768.640000 sec): 3 clusters Score: Raw -693269.104016 + Penalty 4229.954033 = -689039.149983 nChanged 83 SP:Iteration 18Q (13768.840000 sec): 3 clusters Score: Raw -693318.264236 + Penalty 4229.954033 = -689088.310203 nChanged 89 SP:Iteration 19Q (13769.070000 sec): 3 clusters Score: Raw -693369.573233 + Penalty 4229.954033 = -689139.619200 nChanged 79 SP:Iteration 20F (13769.290000 sec): 3 clusters Score: Raw -693417.242513 + Penalty 4229.954033 = -689187.288480 nChanged 68 SP:Iteration 21Q (13769.530000 sec): 3 clusters Score: Raw -693456.037495 + Penalty 4229.954033 = -689226.083462 nChanged 56 SP:Iteration 22Q (13769.750000 sec): 3 clusters Score: Raw -693490.583024 + Penalty 4229.954033 = -689260.628991 nChanged 49 SP:Iteration 23Q (13769.950000 sec): 3 clusters Score: Raw -693517.763963 + Penalty 4229.954033 = -689287.809930 nChanged 38 SP:Iteration 24Q (13770.180000 sec): 3 clusters Score: Raw -693541.950398 + Penalty 4229.954033 = -689311.996365 nChanged 35 SP:Iteration 25Q (13770.370000 sec): 3 clusters Score: Raw -693563.632470 + Penalty 4229.954033 = -689333.678437 nChanged 27 SP:Iteration 26Q (13770.600000 sec): 3 clusters Score: Raw -693577.783452 + Penalty 4229.954033 = -689347.829418 nChanged 20 SP:Iteration 27Q (13770.840000 sec): 3 clusters Score: Raw -693592.452775 + Penalty 4229.954033 = -689362.498742 nChanged 23 SP:Iteration 28Q (13771.020000 sec): 3 clusters Score: Raw -693609.225097 + Penalty 4229.954033 = -689379.271064 nChanged 20 SP:Iteration 29Q (13771.200000 sec): 3 clusters Score: Raw -693619.884221 + Penalty 4229.954033 = -689389.930187 nChanged 13 SP:Iteration 30Q (13771.380000 sec): 3 clusters Score: Raw -693627.178969 + Penalty 4229.954033 = -689397.224936 nChanged 12 SP:Iteration 31Q (13771.550000 sec): 3 clusters Score: Raw -693633.302185 + Penalty 4229.954033 = -689403.348152 nChanged 7 SP:Iteration 32Q (13771.740000 sec): 3 clusters Score: Raw -693637.096631 + Penalty 4229.954033 = -689407.142598 nChanged 8 SP:Iteration 33Q (13771.900000 sec): 3 clusters Score: Raw -693641.615992 + Penalty 4229.954033 = -689411.661959 nChanged 7 SP:Iteration 34Q (13772.080000 sec): 3 clusters Score: Raw -693646.393209 + Penalty 4229.954033 = -689416.439176 nChanged 6 SP:Iteration 35Q (13772.260000 sec): 3 clusters Score: Raw -693649.725807 + Penalty 4229.954033 = -689419.771774 nChanged 6 SP:Iteration 36Q (13772.440000 sec): 3 clusters Score: Raw -693652.977890 + Penalty 4229.954033 = -689423.023857 nChanged 6 SP:Iteration 37Q (13772.640000 sec): 3 clusters Score: Raw -693655.931446 + Penalty 4229.954033 = -689425.977412 nChanged 5 SP:Iteration 38Q (13772.840000 sec): 3 clusters Score: Raw -693659.614524 + Penalty 4229.954033 = -689429.660491 nChanged 6 SP:Iteration 39Q (13773.020000 sec): 3 clusters Score: Raw -693662.262846 + Penalty 4229.954033 = -689432.308813 nChanged 7 SP:Iteration 40F (13773.200000 sec): 3 clusters Score: Raw -693666.051544 + Penalty 4229.954033 = -689436.097510 nChanged 4 SP:Iteration 41Q (13773.410000 sec): 3 clusters Score: Raw -693667.750629 + Penalty 4229.954033 = -689437.796595 nChanged 4 SP:Iteration 42Q (13773.590000 sec): 3 clusters Score: Raw -693668.784535 + Penalty 4229.954033 = -689438.830501 nChanged 2 SP:Iteration 43Q (13773.820000 sec): 3 clusters Score: Raw -693669.791776 + Penalty 4229.954033 = -689439.837743 nChanged 2 SP:Iteration 44Q (13774.030000 sec): 3 clusters Score: Raw -693671.742795 + Penalty 4229.954033 = -689441.788762 nChanged 3 SP:Iteration 45Q (13774.210000 sec): 3 clusters Score: Raw -693674.335001 + Penalty 4229.954033 = -689444.380968 nChanged 3 SP:Iteration 46Q (13774.420000 sec): 3 clusters Score: Raw -693676.419611 + Penalty 4229.954033 = -689446.465578 nChanged 2 SP:Iteration 47Q (13774.640000 sec): 3 clusters Score: Raw -693677.559993 + Penalty 4229.954033 = -689447.605960 nChanged 3 SP:Iteration 48Q (13774.860000 sec): 3 clusters Score: Raw -693678.733384 + Penalty 4229.954033 = -689448.779351 nChanged 3 SP:Iteration 49Q (13775.040000 sec): 3 clusters Score: Raw -693680.221049 + Penalty 4229.954033 = -689450.267016 nChanged 2 SP:Iteration 50Q (13775.290000 sec): 3 clusters Score: Raw -693681.297685 + Penalty 4229.954033 = -689451.343652 nChanged 1 SP:Iteration 51Q (13775.480000 sec): 3 clusters Score: Raw -693681.679837 + Penalty 4229.954033 = -689451.725804 nChanged 1 SP:Iteration 52Q (13775.630000 sec): 3 clusters Score: Raw -693682.151701 + Penalty 4229.954033 = -689452.197668 nChanged 0 SP:Iteration 53F (13775.840000 sec): 3 clusters Score: Raw -693682.151701 + Penalty 4229.954033 = -689452.197668 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13775.960000 sec): 2 clusters Score: Raw -205819.087022 + Penalty 1819.075506 = -204000.011516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13776.120000 sec): 3 clusters Score: Raw -205377.353938 + Penalty 3638.151012 = -201739.202926 nChanged 429 SP:Iteration 1F (13776.280000 sec): 3 clusters Score: Raw -205840.813662 + Penalty 3638.151012 = -202202.662650 nChanged 121 SP:Iteration 2F (13776.480000 sec): 3 clusters Score: Raw -206135.538506 + Penalty 3638.151012 = -202497.387494 nChanged 123 SP:Iteration 3F (13776.640000 sec): 3 clusters Score: Raw -206516.954402 + Penalty 3638.151012 = -202878.803390 nChanged 127 SP:Iteration 4F (13776.800000 sec): 3 clusters Score: Raw -206852.126370 + Penalty 3638.151012 = -203213.975358 nChanged 98 SP:Iteration 5F (13776.970000 sec): 3 clusters Score: Raw -207042.037610 + Penalty 3638.151012 = -203403.886598 nChanged 67 SP:Iteration 6Q (13777.180000 sec): 3 clusters Score: Raw -207155.328102 + Penalty 3638.151012 = -203517.177090 nChanged 42 SP:Iteration 7Q (13777.390000 sec): 3 clusters Score: Raw -207222.946784 + Penalty 3638.151012 = -203584.795772 nChanged 30 SP:Iteration 8Q (13777.590000 sec): 3 clusters Score: Raw -207267.535707 + Penalty 3638.151012 = -203629.384695 nChanged 25 SP:Iteration 9Q (13777.770000 sec): 3 clusters Score: Raw -207307.433957 + Penalty 3638.151012 = -203669.282945 nChanged 15 SP:Iteration 10Q (13778.000000 sec): 3 clusters Score: Raw -207329.519303 + Penalty 3638.151012 = -203691.368291 nChanged 8 SP:Iteration 11Q (13778.220000 sec): 3 clusters Score: Raw -207339.101708 + Penalty 3638.151012 = -203700.950696 nChanged 5 SP:Iteration 12Q (13778.400000 sec): 3 clusters Score: Raw -207345.387277 + Penalty 3638.151012 = -203707.236265 nChanged 5 SP:Iteration 13Q (13778.570000 sec): 3 clusters Score: Raw -207350.752649 + Penalty 3638.151012 = -203712.601637 nChanged 2 SP:Iteration 14Q (13778.760000 sec): 3 clusters Score: Raw -207352.714284 + Penalty 3638.151012 = -203714.563272 nChanged 1 SP:Iteration 15Q (13778.970000 sec): 3 clusters Score: Raw -207353.800766 + Penalty 3638.151012 = -203715.649754 nChanged 0 SP:Iteration 16F (13779.140000 sec): 3 clusters Score: Raw -207353.800766 + Penalty 3638.151012 = -203715.649754 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13779.250000 sec): 2 clusters Score: Raw -17788.310837 + Penalty 1276.578630 = -16511.732207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13779.440000 sec): 3 clusters Score: Raw -18151.811794 + Penalty 2553.157260 = -15598.654534 nChanged 16 SP:Iteration 1F (13779.620000 sec): 3 clusters Score: Raw -18224.190884 + Penalty 2553.157260 = -15671.033623 nChanged 2 SP:Iteration 2Q (13779.820000 sec): 3 clusters Score: Raw -18250.711928 + Penalty 2553.157260 = -15697.554667 nChanged 0 SP:Iteration 3F (13780.030000 sec): 3 clusters Score: Raw -18250.711928 + Penalty 2553.157260 = -15697.554667 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 12 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13780.150000 sec): 2 clusters Score: Raw -21058.331951 + Penalty 1297.314937 = -19761.017014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13780.310000 sec): 3 clusters Score: Raw -21246.932206 + Penalty 2594.629874 = -18652.302332 nChanged 9 SP:Iteration 1Q (13780.520000 sec): 3 clusters Score: Raw -21296.188027 + Penalty 2594.629874 = -18701.558153 nChanged 3 SP:Iteration 2Q (13780.710000 sec): 3 clusters Score: Raw -21314.132997 + Penalty 2594.629874 = -18719.503123 nChanged 1 SP:Iteration 3Q (13780.860000 sec): 3 clusters Score: Raw -21321.018966 + Penalty 2594.629874 = -18726.389092 nChanged 1 SP:Iteration 4Q (13781.020000 sec): 3 clusters Score: Raw -21326.906834 + Penalty 2594.629874 = -18732.276960 nChanged 0 SP:Iteration 5F (13781.210000 sec): 3 clusters Score: Raw -21326.906834 + Penalty 2594.629874 = -18732.276960 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13781.320000 sec): 2 clusters Score: Raw -22737.641713 + Penalty 1286.471680 = -21451.170033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13781.520000 sec): 3 clusters Score: Raw -22977.185485 + Penalty 2572.943360 = -20404.242125 nChanged 10 SP:Iteration 1F (13781.690000 sec): 3 clusters Score: Raw -23046.914548 + Penalty 2572.943360 = -20473.971189 nChanged 2 SP:Iteration 2Q (13781.900000 sec): 3 clusters Score: Raw -23057.783721 + Penalty 2572.943360 = -20484.840361 nChanged 1 SP:Iteration 3Q (13782.110000 sec): 3 clusters Score: Raw -23065.962059 + Penalty 2572.943360 = -20493.018699 nChanged 0 SP:Iteration 4F (13782.340000 sec): 3 clusters Score: Raw -23065.962059 + Penalty 2572.943360 = -20493.018699 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13782.460000 sec): 2 clusters Score: Raw -1225491.200895 + Penalty 2260.038446 = -1223231.162449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13782.710000 sec): 3 clusters Score: Raw -1220662.747397 + Penalty 4520.076892 = -1216142.670505 nChanged 3764 SP:Iteration 1F (13782.970000 sec): 3 clusters Score: Raw -1222801.075644 + Penalty 4520.076892 = -1218280.998752 nChanged 651 SP:Iteration 2F (13783.200000 sec): 3 clusters Score: Raw -1223181.117688 + Penalty 4520.076892 = -1218661.040796 nChanged 562 SP:Iteration 3F (13783.420000 sec): 3 clusters Score: Raw -1223526.288326 + Penalty 4520.076892 = -1219006.211434 nChanged 471 SP:Iteration 4F (13783.690000 sec): 3 clusters Score: Raw -1223796.996478 + Penalty 4520.076892 = -1219276.919586 nChanged 423 SP:Iteration 5Q (13783.920000 sec): 3 clusters Score: Raw -1224069.215260 + Penalty 4520.076892 = -1219549.138369 nChanged 392 SP:Iteration 6Q (13784.170000 sec): 3 clusters Score: Raw -1224345.121648 + Penalty 4520.076892 = -1219825.044756 nChanged 393 SP:Iteration 7Q (13784.440000 sec): 3 clusters Score: Raw -1224643.818275 + Penalty 4520.076892 = -1220123.741383 nChanged 333 SP:Iteration 8Q (13784.700000 sec): 3 clusters Score: Raw -1224899.888019 + Penalty 4520.076892 = -1220379.811127 nChanged 293 SP:Iteration 9Q (13784.970000 sec): 3 clusters Score: Raw -1225146.713429 + Penalty 4520.076892 = -1220626.636538 nChanged 209 SP:Iteration 10Q (13785.200000 sec): 3 clusters Score: Raw -1225316.306338 + Penalty 4520.076892 = -1220796.229446 nChanged 149 SP:Iteration 11Q (13785.420000 sec): 3 clusters Score: Raw -1225437.942733 + Penalty 4520.076892 = -1220917.865842 nChanged 107 SP:Iteration 12Q (13785.650000 sec): 3 clusters Score: Raw -1225527.419767 + Penalty 4520.076892 = -1221007.342875 nChanged 71 SP:Iteration 13Q (13785.940000 sec): 3 clusters Score: Raw -1225595.272925 + Penalty 4520.076892 = -1221075.196033 nChanged 55 SP:Iteration 14Q (13786.180000 sec): 3 clusters Score: Raw -1225644.142623 + Penalty 4520.076892 = -1221124.065731 nChanged 45 SP:Iteration 15Q (13786.420000 sec): 3 clusters Score: Raw -1225679.034204 + Penalty 4520.076892 = -1221158.957313 nChanged 36 SP:Iteration 16Q (13786.660000 sec): 3 clusters Score: Raw -1225712.757063 + Penalty 4520.076892 = -1221192.680171 nChanged 37 SP:Iteration 17Q (13786.920000 sec): 3 clusters Score: Raw -1225753.154835 + Penalty 4520.076892 = -1221233.077943 nChanged 34 SP:Iteration 18Q (13787.160000 sec): 3 clusters Score: Raw -1225782.422974 + Penalty 4520.076892 = -1221262.346083 nChanged 26 SP:Iteration 19Q (13787.360000 sec): 3 clusters Score: Raw -1225806.502307 + Penalty 4520.076892 = -1221286.425416 nChanged 23 SP:Iteration 20F (13787.630000 sec): 3 clusters Score: Raw -1225826.666847 + Penalty 4520.076892 = -1221306.589955 nChanged 18 SP:Iteration 21Q (13787.840000 sec): 3 clusters Score: Raw -1225842.097961 + Penalty 4520.076892 = -1221322.021069 nChanged 21 SP:Iteration 22Q (13788.050000 sec): 3 clusters Score: Raw -1225857.630754 + Penalty 4520.076892 = -1221337.553862 nChanged 11 SP:Iteration 23Q (13788.300000 sec): 3 clusters Score: Raw -1225862.928370 + Penalty 4520.076892 = -1221342.851479 nChanged 7 SP:Iteration 24Q (13788.520000 sec): 3 clusters Score: Raw -1225867.877579 + Penalty 4520.076892 = -1221347.800688 nChanged 4 SP:Iteration 25Q (13788.740000 sec): 3 clusters Score: Raw -1225869.655707 + Penalty 4520.076892 = -1221349.578815 nChanged 6 SP:Iteration 26Q (13788.920000 sec): 3 clusters Score: Raw -1225874.240975 + Penalty 4520.076892 = -1221354.164084 nChanged 6 SP:Iteration 27Q (13789.140000 sec): 3 clusters Score: Raw -1225880.356060 + Penalty 4520.076892 = -1221360.279168 nChanged 6 SP:Iteration 28Q (13789.360000 sec): 3 clusters Score: Raw -1225883.084898 + Penalty 4520.076892 = -1221363.008007 nChanged 2 SP:Iteration 29Q (13789.550000 sec): 3 clusters Score: Raw -1225883.683716 + Penalty 4520.076892 = -1221363.606824 nChanged 2 SP:Iteration 30Q (13789.780000 sec): 3 clusters Score: Raw -1225884.276220 + Penalty 4520.076892 = -1221364.199329 nChanged 1 SP:Iteration 31Q (13790.050000 sec): 3 clusters Score: Raw -1225884.796583 + Penalty 4520.076892 = -1221364.719691 nChanged 2 SP:Iteration 32Q (13790.280000 sec): 3 clusters Score: Raw -1225885.645366 + Penalty 4520.076892 = -1221365.568475 nChanged 1 SP:Iteration 33Q (13790.500000 sec): 3 clusters Score: Raw -1225885.798136 + Penalty 4520.076892 = -1221365.721245 nChanged 1 SP:Iteration 34Q (13790.710000 sec): 3 clusters Score: Raw -1225885.944276 + Penalty 4520.076892 = -1221365.867385 nChanged 0 SP:Iteration 35F (13790.980000 sec): 3 clusters Score: Raw -1225885.944276 + Penalty 4520.076892 = -1221365.867385 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13791.060000 sec): 2 clusters Score: Raw -16864.084538 + Penalty 1216.508145 = -15647.576392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13791.260000 sec): 3 clusters Score: Raw -17170.820537 + Penalty 2433.016290 = -14737.804247 nChanged 5 SP:Iteration 1Q (13791.450000 sec): 3 clusters Score: Raw -17238.772343 + Penalty 2433.016290 = -14805.756053 nChanged 1 SP:Iteration 2Q (13791.640000 sec): 3 clusters Score: Raw -17244.201432 + Penalty 2433.016290 = -14811.185142 nChanged 0 SP:Iteration 3F (13791.810000 sec): 3 clusters Score: Raw -17244.201432 + Penalty 2433.016290 = -14811.185142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (97793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13792.390000 sec): 2 clusters Score: Raw -13461517.687001 + Penalty 2849.670853 = -13458668.016148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13793.120000 sec): 3 clusters Score: Raw -13398879.019914 + Penalty 5699.341706 = -13393179.678207 nChanged 46283 SP:Iteration 1F (13793.850000 sec): 3 clusters Score: Raw -13425531.303336 + Penalty 5699.341706 = -13419831.961629 nChanged 3548 SP:Iteration 2Q (13794.670000 sec): 3 clusters Score: Raw -13426544.330096 + Penalty 5699.341706 = -13420844.988389 nChanged 3825 SP:Iteration 3Q (13795.530000 sec): 3 clusters Score: Raw -13427875.753529 + Penalty 5699.341706 = -13422176.411822 nChanged 4224 SP:Iteration 4Q (13796.280000 sec): 3 clusters Score: Raw -13429616.437409 + Penalty 5699.341706 = -13423917.095703 nChanged 4795 SP:Iteration 5Q (13797.110000 sec): 3 clusters Score: Raw -13432019.300562 + Penalty 5699.341706 = -13426319.958856 nChanged 5459 SP:Iteration 6F (13797.870000 sec): 3 clusters Score: Raw -13435248.481907 + Penalty 5699.341706 = -13429549.140200 nChanged 5904 SP:Iteration 7F (13798.670000 sec): 3 clusters Score: Raw -13439243.618778 + Penalty 5699.341706 = -13433544.277072 nChanged 5876 SP:Iteration 8F (13799.450000 sec): 3 clusters Score: Raw -13443466.587410 + Penalty 5699.341706 = -13437767.245704 nChanged 5524 SP:Iteration 9F (13800.190000 sec): 3 clusters Score: Raw -13447272.130322 + Penalty 5699.341706 = -13441572.788616 nChanged 4612 SP:Iteration 10Q (13800.950000 sec): 3 clusters Score: Raw -13450277.704781 + Penalty 5699.341706 = -13444578.363075 nChanged 3740 SP:Iteration 11Q (13801.680000 sec): 3 clusters Score: Raw -13452485.634695 + Penalty 5699.341706 = -13446786.292989 nChanged 3094 SP:Iteration 12Q (13802.430000 sec): 3 clusters Score: Raw -13454211.438244 + Penalty 5699.341706 = -13448512.096538 nChanged 2606 SP:Iteration 13Q (13803.150000 sec): 3 clusters Score: Raw -13455662.886641 + Penalty 5699.341706 = -13449963.544935 nChanged 2313 SP:Iteration 14Q (13803.860000 sec): 3 clusters Score: Raw -13456972.182648 + Penalty 5699.341706 = -13451272.840942 nChanged 1990 SP:Iteration 15Q (13804.660000 sec): 3 clusters Score: Raw -13458135.808035 + Penalty 5699.341706 = -13452436.466328 nChanged 1681 SP:Iteration 16Q (13805.400000 sec): 3 clusters Score: Raw -13459139.191552 + Penalty 5699.341706 = -13453439.849846 nChanged 1311 SP:Iteration 17Q (13806.080000 sec): 3 clusters Score: Raw -13459903.437357 + Penalty 5699.341706 = -13454204.095650 nChanged 975 SP:Iteration 18Q (13806.710000 sec): 3 clusters Score: Raw -13460455.921452 + Penalty 5699.341706 = -13454756.579746 nChanged 747 SP:Iteration 19Q (13807.350000 sec): 3 clusters Score: Raw -13460886.270460 + Penalty 5699.341706 = -13455186.928754 nChanged 568 SP:Iteration 20F (13808.040000 sec): 3 clusters Score: Raw -13461194.322451 + Penalty 5699.341706 = -13455494.980744 nChanged 393 SP:Iteration 21Q (13808.700000 sec): 3 clusters Score: Raw -13461419.968419 + Penalty 5699.341706 = -13455720.626713 nChanged 291 SP:Iteration 22Q (13809.360000 sec): 3 clusters Score: Raw -13461581.705736 + Penalty 5699.341706 = -13455882.364030 nChanged 222 SP:Iteration 23Q (13810.010000 sec): 3 clusters Score: Raw -13461680.835482 + Penalty 5699.341706 = -13455981.493775 nChanged 150 SP:Iteration 24Q (13810.630000 sec): 3 clusters Score: Raw -13461745.205968 + Penalty 5699.341706 = -13456045.864262 nChanged 111 SP:Iteration 25Q (13811.310000 sec): 3 clusters Score: Raw -13461794.759060 + Penalty 5699.341706 = -13456095.417354 nChanged 86 SP:Iteration 26Q (13811.980000 sec): 3 clusters Score: Raw -13461831.058974 + Penalty 5699.341706 = -13456131.717268 nChanged 80 SP:Iteration 27Q (13812.650000 sec): 3 clusters Score: Raw -13461866.211160 + Penalty 5699.341706 = -13456166.869453 nChanged 63 SP:Iteration 28Q (13813.280000 sec): 3 clusters Score: Raw -13461893.337260 + Penalty 5699.341706 = -13456193.995554 nChanged 46 SP:Iteration 29Q (13813.960000 sec): 3 clusters Score: Raw -13461914.213477 + Penalty 5699.341706 = -13456214.871771 nChanged 41 SP:Iteration 30Q (13814.570000 sec): 3 clusters Score: Raw -13461934.684885 + Penalty 5699.341706 = -13456235.343179 nChanged 35 SP:Iteration 31Q (13815.190000 sec): 3 clusters Score: Raw -13461947.429540 + Penalty 5699.341706 = -13456248.087834 nChanged 17 SP:Iteration 32Q (13815.840000 sec): 3 clusters Score: Raw -13461954.744815 + Penalty 5699.341706 = -13456255.403109 nChanged 17 SP:Iteration 33Q (13816.520000 sec): 3 clusters Score: Raw -13461961.515537 + Penalty 5699.341706 = -13456262.173831 nChanged 13 SP:Iteration 34Q (13817.200000 sec): 3 clusters Score: Raw -13461966.603476 + Penalty 5699.341706 = -13456267.261770 nChanged 8 SP:Iteration 35Q (13817.910000 sec): 3 clusters Score: Raw -13461969.324783 + Penalty 5699.341706 = -13456269.983077 nChanged 5 SP:Iteration 36Q (13818.660000 sec): 3 clusters Score: Raw -13461970.774434 + Penalty 5699.341706 = -13456271.432728 nChanged 7 SP:Iteration 37Q (13819.370000 sec): 3 clusters Score: Raw -13461973.717203 + Penalty 5699.341706 = -13456274.375497 nChanged 10 SP:Iteration 38Q (13820.010000 sec): 3 clusters Score: Raw -13461979.728162 + Penalty 5699.341706 = -13456280.386456 nChanged 15 SP:Iteration 39Q (13820.660000 sec): 3 clusters Score: Raw -13461986.904415 + Penalty 5699.341706 = -13456287.562709 nChanged 15 SP:Iteration 40F (13821.360000 sec): 3 clusters Score: Raw -13461993.553939 + Penalty 5699.341706 = -13456294.212233 nChanged 11 SP:Iteration 41Q (13822.020000 sec): 3 clusters Score: Raw -13461997.364325 + Penalty 5699.341706 = -13456298.022619 nChanged 13 SP:Iteration 42Q (13822.710000 sec): 3 clusters Score: Raw -13462001.936393 + Penalty 5699.341706 = -13456302.594687 nChanged 10 SP:Iteration 43Q (13823.420000 sec): 3 clusters Score: Raw -13462006.062222 + Penalty 5699.341706 = -13456306.720515 nChanged 7 SP:Iteration 44Q (13824.070000 sec): 3 clusters Score: Raw -13462008.112512 + Penalty 5699.341706 = -13456308.770805 nChanged 4 SP:Iteration 45Q (13824.670000 sec): 3 clusters Score: Raw -13462009.341985 + Penalty 5699.341706 = -13456310.000278 nChanged 4 SP:Iteration 46Q (13825.350000 sec): 3 clusters Score: Raw -13462010.767036 + Penalty 5699.341706 = -13456311.425329 nChanged 4 SP:Iteration 47Q (13826.030000 sec): 3 clusters Score: Raw -13462012.341652 + Penalty 5699.341706 = -13456312.999945 nChanged 4 SP:Iteration 48Q (13826.650000 sec): 3 clusters Score: Raw -13462013.703204 + Penalty 5699.341706 = -13456314.361498 nChanged 4 SP:Iteration 49Q (13827.310000 sec): 3 clusters Score: Raw -13462015.107157 + Penalty 5699.341706 = -13456315.765451 nChanged 2 SP:Iteration 50Q (13827.980000 sec): 3 clusters Score: Raw -13462015.585362 + Penalty 5699.341706 = -13456316.243656 nChanged 1 SP:Iteration 51Q (13828.610000 sec): 3 clusters Score: Raw -13462015.764680 + Penalty 5699.341706 = -13456316.422974 nChanged 0 SP:Iteration 52F (13829.290000 sec): 3 clusters Score: Raw -13462015.764680 + Penalty 5699.341706 = -13456316.422974 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13829.430000 sec): 2 clusters Score: Raw -68014.226684 + Penalty 1550.472163 = -66463.754521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13829.630000 sec): 3 clusters Score: Raw -68063.967158 + Penalty 3100.944326 = -64963.022832 nChanged 120 SP:Iteration 1F (13829.870000 sec): 3 clusters Score: Raw -68294.024870 + Penalty 3100.944326 = -65193.080544 nChanged 31 SP:Iteration 2F (13830.010000 sec): 3 clusters Score: Raw -68382.487897 + Penalty 3100.944326 = -65281.543571 nChanged 15 SP:Iteration 3Q (13830.190000 sec): 3 clusters Score: Raw -68415.036830 + Penalty 3100.944326 = -65314.092504 nChanged 7 SP:Iteration 4Q (13830.350000 sec): 3 clusters Score: Raw -68427.342959 + Penalty 3100.944326 = -65326.398633 nChanged 3 SP:Iteration 5Q (13830.570000 sec): 3 clusters Score: Raw -68436.088729 + Penalty 3100.944326 = -65335.144403 nChanged 4 SP:Iteration 6Q (13830.740000 sec): 3 clusters Score: Raw -68452.403357 + Penalty 3100.944326 = -65351.459031 nChanged 6 SP:Iteration 7Q (13831.020000 sec): 3 clusters Score: Raw -68467.251873 + Penalty 3100.944326 = -65366.307547 nChanged 5 SP:Iteration 8Q (13831.210000 sec): 3 clusters Score: Raw -68484.068675 + Penalty 3100.944326 = -65383.124349 nChanged 6 SP:Iteration 9Q (13831.440000 sec): 3 clusters Score: Raw -68503.861437 + Penalty 3100.944326 = -65402.917111 nChanged 4 SP:Iteration 10Q (13831.600000 sec): 3 clusters Score: Raw -68513.473112 + Penalty 3100.944326 = -65412.528786 nChanged 1 SP:Iteration 11Q (13831.820000 sec): 3 clusters Score: Raw -68516.676157 + Penalty 3100.944326 = -65415.731831 nChanged 0 SP:Iteration 12F (13832.000000 sec): 3 clusters Score: Raw -68516.676157 + Penalty 3100.944326 = -65415.731831 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (19478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13832.220000 sec): 2 clusters Score: Raw -2620294.426517 + Penalty 2449.506144 = -2617844.920373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13832.540000 sec): 3 clusters Score: Raw -2609037.253509 + Penalty 4899.012288 = -2604138.241221 nChanged 8533 SP:Iteration 1F (13832.860000 sec): 3 clusters Score: Raw -2613581.907589 + Penalty 4899.012288 = -2608682.895301 nChanged 1042 SP:Iteration 2F (13833.150000 sec): 3 clusters Score: Raw -2613937.548982 + Penalty 4899.012288 = -2609038.536695 nChanged 835 SP:Iteration 3Q (13833.500000 sec): 3 clusters Score: Raw -2614207.560294 + Penalty 4899.012288 = -2609308.548007 nChanged 748 SP:Iteration 4Q (13833.880000 sec): 3 clusters Score: Raw -2614471.832067 + Penalty 4899.012288 = -2609572.819779 nChanged 765 SP:Iteration 5Q (13834.180000 sec): 3 clusters Score: Raw -2614766.016724 + Penalty 4899.012288 = -2609867.004436 nChanged 773 SP:Iteration 6Q (13834.510000 sec): 3 clusters Score: Raw -2615078.766858 + Penalty 4899.012288 = -2610179.754571 nChanged 799 SP:Iteration 7Q (13834.760000 sec): 3 clusters Score: Raw -2615457.175364 + Penalty 4899.012288 = -2610558.163076 nChanged 921 SP:Iteration 8Q (13835.060000 sec): 3 clusters Score: Raw -2615970.517733 + Penalty 4899.012288 = -2611071.505446 nChanged 1033 SP:Iteration 9F (13835.380000 sec): 3 clusters Score: Raw -2616642.327686 + Penalty 4899.012288 = -2611743.315398 nChanged 1138 SP:Iteration 10F (13835.650000 sec): 3 clusters Score: Raw -2617499.292641 + Penalty 4899.012288 = -2612600.280353 nChanged 1080 SP:Iteration 11F (13835.940000 sec): 3 clusters Score: Raw -2618422.235187 + Penalty 4899.012288 = -2613523.222899 nChanged 968 SP:Iteration 12Q (13836.260000 sec): 3 clusters Score: Raw -2619329.399989 + Penalty 4899.012288 = -2614430.387702 nChanged 634 SP:Iteration 13Q (13836.570000 sec): 3 clusters Score: Raw -2619925.066433 + Penalty 4899.012288 = -2615026.054145 nChanged 327 SP:Iteration 14Q (13836.830000 sec): 3 clusters Score: Raw -2620258.434406 + Penalty 4899.012288 = -2615359.422118 nChanged 175 SP:Iteration 15Q (13837.120000 sec): 3 clusters Score: Raw -2620448.210482 + Penalty 4899.012288 = -2615549.198194 nChanged 73 SP:Iteration 16Q (13837.400000 sec): 3 clusters Score: Raw -2620524.552563 + Penalty 4899.012288 = -2615625.540275 nChanged 41 SP:Iteration 17Q (13837.660000 sec): 3 clusters Score: Raw -2620566.307698 + Penalty 4899.012288 = -2615667.295410 nChanged 26 SP:Iteration 18Q (13838.000000 sec): 3 clusters Score: Raw -2620593.480183 + Penalty 4899.012288 = -2615694.467895 nChanged 21 SP:Iteration 19Q (13838.270000 sec): 3 clusters Score: Raw -2620621.490540 + Penalty 4899.012288 = -2615722.478252 nChanged 15 SP:Iteration 20F (13838.580000 sec): 3 clusters Score: Raw -2620643.132402 + Penalty 4899.012288 = -2615744.120115 nChanged 15 SP:Iteration 21Q (13838.840000 sec): 3 clusters Score: Raw -2620659.406168 + Penalty 4899.012288 = -2615760.393880 nChanged 8 SP:Iteration 22Q (13839.190000 sec): 3 clusters Score: Raw -2620668.534101 + Penalty 4899.012288 = -2615769.521814 nChanged 5 SP:Iteration 23Q (13839.440000 sec): 3 clusters Score: Raw -2620677.483530 + Penalty 4899.012288 = -2615778.471242 nChanged 4 SP:Iteration 24Q (13839.780000 sec): 3 clusters Score: Raw -2620682.872707 + Penalty 4899.012288 = -2615783.860419 nChanged 2 SP:Iteration 25Q (13840.040000 sec): 3 clusters Score: Raw -2620686.168167 + Penalty 4899.012288 = -2615787.155879 nChanged 3 SP:Iteration 26Q (13840.320000 sec): 3 clusters Score: Raw -2620688.423607 + Penalty 4899.012288 = -2615789.411319 nChanged 0 SP:Iteration 27F (13840.560000 sec): 3 clusters Score: Raw -2620688.423607 + Penalty 4899.012288 = -2615789.411319 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (3956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13840.670000 sec): 2 clusters Score: Raw -538345.225408 + Penalty 2054.181196 = -536291.044212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13840.920000 sec): 3 clusters Score: Raw -536505.499829 + Penalty 4108.362392 = -532397.137437 nChanged 1440 SP:Iteration 1F (13841.150000 sec): 3 clusters Score: Raw -537283.514338 + Penalty 4108.362392 = -533175.151946 nChanged 296 SP:Iteration 2F (13841.350000 sec): 3 clusters Score: Raw -537466.810716 + Penalty 4108.362392 = -533358.448325 nChanged 200 SP:Iteration 3F (13841.550000 sec): 3 clusters Score: Raw -537585.895288 + Penalty 4108.362392 = -533477.532897 nChanged 134 SP:Iteration 4Q (13841.740000 sec): 3 clusters Score: Raw -537656.322309 + Penalty 4108.362392 = -533547.959918 nChanged 120 SP:Iteration 5Q (13841.920000 sec): 3 clusters Score: Raw -537706.293275 + Penalty 4108.362392 = -533597.930883 nChanged 65 SP:Iteration 6Q (13842.130000 sec): 3 clusters Score: Raw -537735.649940 + Penalty 4108.362392 = -533627.287548 nChanged 66 SP:Iteration 7Q (13842.350000 sec): 3 clusters Score: Raw -537768.037451 + Penalty 4108.362392 = -533659.675060 nChanged 55 SP:Iteration 8Q (13842.530000 sec): 3 clusters Score: Raw -537795.159690 + Penalty 4108.362392 = -533686.797299 nChanged 52 SP:Iteration 9Q (13842.730000 sec): 3 clusters Score: Raw -537821.193404 + Penalty 4108.362392 = -533712.831012 nChanged 60 SP:Iteration 10Q (13842.980000 sec): 3 clusters Score: Raw -537845.565993 + Penalty 4108.362392 = -533737.203601 nChanged 49 SP:Iteration 11Q (13843.170000 sec): 3 clusters Score: Raw -537868.316070 + Penalty 4108.362392 = -533759.953678 nChanged 43 SP:Iteration 12Q (13843.410000 sec): 3 clusters Score: Raw -537888.641819 + Penalty 4108.362392 = -533780.279428 nChanged 46 SP:Iteration 13Q (13843.580000 sec): 3 clusters Score: Raw -537907.629648 + Penalty 4108.362392 = -533799.267256 nChanged 47 SP:Iteration 14Q (13843.740000 sec): 3 clusters Score: Raw -537927.511770 + Penalty 4108.362392 = -533819.149379 nChanged 40 SP:Iteration 15Q (13843.940000 sec): 3 clusters Score: Raw -537945.156732 + Penalty 4108.362392 = -533836.794340 nChanged 35 SP:Iteration 16Q (13844.180000 sec): 3 clusters Score: Raw -537960.645299 + Penalty 4108.362392 = -533852.282907 nChanged 32 SP:Iteration 17Q (13844.360000 sec): 3 clusters Score: Raw -537978.083896 + Penalty 4108.362392 = -533869.721505 nChanged 34 SP:Iteration 18Q (13844.590000 sec): 3 clusters Score: Raw -537995.382309 + Penalty 4108.362392 = -533887.019917 nChanged 38 SP:Iteration 19Q (13844.780000 sec): 3 clusters Score: Raw -538012.774372 + Penalty 4108.362392 = -533904.411980 nChanged 34 SP:Iteration 20F (13845.050000 sec): 3 clusters Score: Raw -538024.652114 + Penalty 4108.362392 = -533916.289723 nChanged 29 SP:Iteration 21Q (13845.260000 sec): 3 clusters Score: Raw -538037.241936 + Penalty 4108.362392 = -533928.879544 nChanged 24 SP:Iteration 22Q (13845.460000 sec): 3 clusters Score: Raw -538046.147090 + Penalty 4108.362392 = -533937.784699 nChanged 17 SP:Iteration 23Q (13845.600000 sec): 3 clusters Score: Raw -538051.893149 + Penalty 4108.362392 = -533943.530757 nChanged 15 SP:Iteration 24Q (13845.830000 sec): 3 clusters Score: Raw -538058.399419 + Penalty 4108.362392 = -533950.037027 nChanged 18 SP:Iteration 25Q (13846.030000 sec): 3 clusters Score: Raw -538064.110845 + Penalty 4108.362392 = -533955.748454 nChanged 16 SP:Iteration 26Q (13846.210000 sec): 3 clusters Score: Raw -538070.481723 + Penalty 4108.362392 = -533962.119331 nChanged 16 SP:Iteration 27Q (13846.380000 sec): 3 clusters Score: Raw -538076.207590 + Penalty 4108.362392 = -533967.845199 nChanged 15 SP:Iteration 28Q (13846.580000 sec): 3 clusters Score: Raw -538080.288150 + Penalty 4108.362392 = -533971.925758 nChanged 9 SP:Iteration 29Q (13846.730000 sec): 3 clusters Score: Raw -538083.345434 + Penalty 4108.362392 = -533974.983043 nChanged 9 SP:Iteration 30Q (13846.930000 sec): 3 clusters Score: Raw -538085.987669 + Penalty 4108.362392 = -533977.625278 nChanged 13 SP:Iteration 31Q (13847.090000 sec): 3 clusters Score: Raw -538090.004079 + Penalty 4108.362392 = -533981.641687 nChanged 8 SP:Iteration 32Q (13847.270000 sec): 3 clusters Score: Raw -538093.438497 + Penalty 4108.362392 = -533985.076105 nChanged 13 SP:Iteration 33Q (13847.470000 sec): 3 clusters Score: Raw -538097.544532 + Penalty 4108.362392 = -533989.182140 nChanged 9 SP:Iteration 34Q (13847.650000 sec): 3 clusters Score: Raw -538101.142340 + Penalty 4108.362392 = -533992.779948 nChanged 9 SP:Iteration 35Q (13847.840000 sec): 3 clusters Score: Raw -538104.237680 + Penalty 4108.362392 = -533995.875288 nChanged 10 SP:Iteration 36Q (13848.040000 sec): 3 clusters Score: Raw -538107.882860 + Penalty 4108.362392 = -533999.520469 nChanged 5 SP:Iteration 37Q (13848.310000 sec): 3 clusters Score: Raw -538110.392069 + Penalty 4108.362392 = -534002.029677 nChanged 12 SP:Iteration 38Q (13848.510000 sec): 3 clusters Score: Raw -538113.593720 + Penalty 4108.362392 = -534005.231328 nChanged 13 SP:Iteration 39Q (13848.720000 sec): 3 clusters Score: Raw -538119.653026 + Penalty 4108.362392 = -534011.290635 nChanged 14 SP:Iteration 40F (13848.930000 sec): 3 clusters Score: Raw -538125.104541 + Penalty 4108.362392 = -534016.742150 nChanged 16 SP:Iteration 41Q (13849.200000 sec): 3 clusters Score: Raw -538131.297290 + Penalty 4108.362392 = -534022.934898 nChanged 10 SP:Iteration 42Q (13849.450000 sec): 3 clusters Score: Raw -538134.778359 + Penalty 4108.362392 = -534026.415967 nChanged 12 SP:Iteration 43Q (13849.640000 sec): 3 clusters Score: Raw -538139.963243 + Penalty 4108.362392 = -534031.600851 nChanged 25 SP:Iteration 44Q (13849.860000 sec): 3 clusters Score: Raw -538149.805455 + Penalty 4108.362392 = -534041.443063 nChanged 27 SP:Iteration 45Q (13850.070000 sec): 3 clusters Score: Raw -538159.447815 + Penalty 4108.362392 = -534051.085424 nChanged 13 SP:Iteration 46Q (13850.290000 sec): 3 clusters Score: Raw -538165.375218 + Penalty 4108.362392 = -534057.012827 nChanged 20 SP:Iteration 47Q (13850.480000 sec): 3 clusters Score: Raw -538173.131321 + Penalty 4108.362392 = -534064.768929 nChanged 15 SP:Iteration 48Q (13850.700000 sec): 3 clusters Score: Raw -538178.789550 + Penalty 4108.362392 = -534070.427158 nChanged 17 SP:Iteration 49Q (13850.890000 sec): 3 clusters Score: Raw -538186.823319 + Penalty 4108.362392 = -534078.460927 nChanged 22 SP:Iteration 50Q (13851.080000 sec): 3 clusters Score: Raw -538195.108754 + Penalty 4108.362392 = -534086.746362 nChanged 21 SP:Iteration 51Q (13851.270000 sec): 3 clusters Score: Raw -538203.720265 + Penalty 4108.362392 = -534095.357874 nChanged 21 SP:Iteration 52Q (13851.480000 sec): 3 clusters Score: Raw -538212.577175 + Penalty 4108.362392 = -534104.214783 nChanged 16 SP:Iteration 53Q (13851.720000 sec): 3 clusters Score: Raw -538218.746255 + Penalty 4108.362392 = -534110.383864 nChanged 14 SP:Iteration 54Q (13851.920000 sec): 3 clusters Score: Raw -538224.059200 + Penalty 4108.362392 = -534115.696809 nChanged 12 SP:Iteration 55Q (13852.110000 sec): 3 clusters Score: Raw -538228.860934 + Penalty 4108.362392 = -534120.498543 nChanged 12 SP:Iteration 56Q (13852.300000 sec): 3 clusters Score: Raw -538233.416560 + Penalty 4108.362392 = -534125.054169 nChanged 11 SP:Iteration 57Q (13852.510000 sec): 3 clusters Score: Raw -538236.677419 + Penalty 4108.362392 = -534128.315028 nChanged 6 SP:Iteration 58Q (13852.680000 sec): 3 clusters Score: Raw -538238.456124 + Penalty 4108.362392 = -534130.093732 nChanged 7 SP:Iteration 59Q (13852.860000 sec): 3 clusters Score: Raw -538240.700180 + Penalty 4108.362392 = -534132.337788 nChanged 6 SP:Iteration 60F (13853.050000 sec): 3 clusters Score: Raw -538242.688458 + Penalty 4108.362392 = -534134.326066 nChanged 6 SP:Iteration 61Q (13853.240000 sec): 3 clusters Score: Raw -538245.397339 + Penalty 4108.362392 = -534137.034947 nChanged 8 SP:Iteration 62Q (13853.440000 sec): 3 clusters Score: Raw -538248.781916 + Penalty 4108.362392 = -534140.419525 nChanged 10 SP:Iteration 63Q (13853.620000 sec): 3 clusters Score: Raw -538253.254991 + Penalty 4108.362392 = -534144.892600 nChanged 13 SP:Iteration 64Q (13853.800000 sec): 3 clusters Score: Raw -538260.811232 + Penalty 4108.362392 = -534152.448840 nChanged 17 SP:Iteration 65Q (13854.020000 sec): 3 clusters Score: Raw -538269.216417 + Penalty 4108.362392 = -534160.854026 nChanged 17 SP:Iteration 66Q (13854.210000 sec): 3 clusters Score: Raw -538280.017858 + Penalty 4108.362392 = -534171.655466 nChanged 25 SP:Iteration 67Q (13854.420000 sec): 3 clusters Score: Raw -538291.793482 + Penalty 4108.362392 = -534183.431090 nChanged 28 SP:Iteration 68Q (13854.610000 sec): 3 clusters Score: Raw -538302.658294 + Penalty 4108.362392 = -534194.295902 nChanged 25 SP:Iteration 69Q (13854.780000 sec): 3 clusters Score: Raw -538313.736309 + Penalty 4108.362392 = -534205.373917 nChanged 18 SP:Iteration 70Q (13854.960000 sec): 3 clusters Score: Raw -538321.042172 + Penalty 4108.362392 = -534212.679780 nChanged 15 SP:Iteration 71Q (13855.160000 sec): 3 clusters Score: Raw -538327.731685 + Penalty 4108.362392 = -534219.369293 nChanged 21 SP:Iteration 72Q (13855.370000 sec): 3 clusters Score: Raw -538336.661073 + Penalty 4108.362392 = -534228.298681 nChanged 20 SP:Iteration 73Q (13855.560000 sec): 3 clusters Score: Raw -538343.950581 + Penalty 4108.362392 = -534235.588190 nChanged 19 SP:Iteration 74Q (13855.760000 sec): 3 clusters Score: Raw -538352.852290 + Penalty 4108.362392 = -534244.489899 nChanged 23 SP:Iteration 75Q (13855.940000 sec): 3 clusters Score: Raw -538364.716175 + Penalty 4108.362392 = -534256.353783 nChanged 23 SP:Iteration 76Q (13856.130000 sec): 3 clusters Score: Raw -538376.535636 + Penalty 4108.362392 = -534268.173245 nChanged 22 SP:Iteration 77Q (13856.330000 sec): 3 clusters Score: Raw -538386.597088 + Penalty 4108.362392 = -534278.234696 nChanged 23 SP:Iteration 78Q (13856.520000 sec): 3 clusters Score: Raw -538397.370047 + Penalty 4108.362392 = -534289.007656 nChanged 24 SP:Iteration 79Q (13856.690000 sec): 3 clusters Score: Raw -538407.283169 + Penalty 4108.362392 = -534298.920777 nChanged 22 SP:Iteration 80F (13856.950000 sec): 3 clusters Score: Raw -538420.545837 + Penalty 4108.362392 = -534312.183446 nChanged 25 SP:Iteration 81Q (13857.130000 sec): 3 clusters Score: Raw -538432.267108 + Penalty 4108.362392 = -534323.904716 nChanged 25 SP:Iteration 82Q (13857.340000 sec): 3 clusters Score: Raw -538443.620811 + Penalty 4108.362392 = -534335.258420 nChanged 23 SP:Iteration 83Q (13857.550000 sec): 3 clusters Score: Raw -538453.952904 + Penalty 4108.362392 = -534345.590513 nChanged 22 SP:Iteration 84Q (13857.740000 sec): 3 clusters Score: Raw -538463.884874 + Penalty 4108.362392 = -534355.522483 nChanged 27 SP:Iteration 85Q (13857.930000 sec): 3 clusters Score: Raw -538476.750577 + Penalty 4108.362392 = -534368.388185 nChanged 18 SP:Iteration 86Q (13858.120000 sec): 3 clusters Score: Raw -538484.845336 + Penalty 4108.362392 = -534376.482944 nChanged 18 SP:Iteration 87Q (13858.330000 sec): 3 clusters Score: Raw -538491.121110 + Penalty 4108.362392 = -534382.758719 nChanged 18 SP:Iteration 88Q (13858.570000 sec): 3 clusters Score: Raw -538498.356395 + Penalty 4108.362392 = -534389.994003 nChanged 16 SP:Iteration 89Q (13858.770000 sec): 3 clusters Score: Raw -538505.099652 + Penalty 4108.362392 = -534396.737261 nChanged 11 SP:Iteration 90Q (13858.960000 sec): 3 clusters Score: Raw -538508.909664 + Penalty 4108.362392 = -534400.547272 nChanged 9 SP:Iteration 91Q (13859.160000 sec): 3 clusters Score: Raw -538511.710024 + Penalty 4108.362392 = -534403.347632 nChanged 5 SP:Iteration 92Q (13859.370000 sec): 3 clusters Score: Raw -538513.131081 + Penalty 4108.362392 = -534404.768689 nChanged 3 SP:Iteration 93Q (13859.560000 sec): 3 clusters Score: Raw -538514.460658 + Penalty 4108.362392 = -534406.098267 nChanged 1 SP:Iteration 94Q (13859.740000 sec): 3 clusters Score: Raw -538514.593764 + Penalty 4108.362392 = -534406.231373 nChanged 1 SP:Iteration 95Q (13859.940000 sec): 3 clusters Score: Raw -538514.732628 + Penalty 4108.362392 = -534406.370237 nChanged 1 SP:Iteration 96Q (13860.100000 sec): 3 clusters Score: Raw -538515.035690 + Penalty 4108.362392 = -534406.673299 nChanged 2 SP:Iteration 97Q (13860.320000 sec): 3 clusters Score: Raw -538515.647459 + Penalty 4108.362392 = -534407.285067 nChanged 2 SP:Iteration 98Q (13860.500000 sec): 3 clusters Score: Raw -538516.096932 + Penalty 4108.362392 = -534407.734541 nChanged 0 SP:Iteration 99F (13860.680000 sec): 3 clusters Score: Raw -538516.096932 + Penalty 4108.362392 = -534407.734541 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13860.770000 sec): 2 clusters Score: Raw -27877.510161 + Penalty 1340.978599 = -26536.531562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13860.960000 sec): 3 clusters Score: Raw -28061.852781 + Penalty 2681.957199 = -25379.895583 nChanged 18 SP:Iteration 1F (13861.100000 sec): 3 clusters Score: Raw -28136.836817 + Penalty 2681.957199 = -25454.879619 nChanged 6 SP:Iteration 2Q (13861.290000 sec): 3 clusters Score: Raw -28161.645081 + Penalty 2681.957199 = -25479.687882 nChanged 3 SP:Iteration 3Q (13861.480000 sec): 3 clusters Score: Raw -28179.348549 + Penalty 2681.957199 = -25497.391350 nChanged 1 SP:Iteration 4Q (13861.680000 sec): 3 clusters Score: Raw -28182.189426 + Penalty 2681.957199 = -25500.232227 nChanged 1 SP:Iteration 5Q (13861.850000 sec): 3 clusters Score: Raw -28186.774523 + Penalty 2681.957199 = -25504.817325 nChanged 1 SP:Iteration 6Q (13862.020000 sec): 3 clusters Score: Raw -28191.242862 + Penalty 2681.957199 = -25509.285664 nChanged 1 SP:Iteration 7Q (13862.200000 sec): 3 clusters Score: Raw -28195.259469 + Penalty 2681.957199 = -25513.302270 nChanged 0 SP:Iteration 8F (13862.370000 sec): 3 clusters Score: Raw -28195.259469 + Penalty 2681.957199 = -25513.302270 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 21 (258240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13863.760000 sec): 2 clusters Score: Raw -34928160.912065 + Penalty 3090.487877 = -34925070.424188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13865.300000 sec): 3 clusters Score: Raw -34758113.798535 + Penalty 6180.975753 = -34751932.822782 nChanged 124809 SP:Iteration 1F (13866.950000 sec): 3 clusters Score: Raw -34831260.863659 + Penalty 6180.975753 = -34825079.887905 nChanged 6481 SP:Iteration 2Q (13868.660000 sec): 3 clusters Score: Raw -34832581.823557 + Penalty 6180.975753 = -34826400.847804 nChanged 7259 SP:Iteration 3Q (13870.370000 sec): 3 clusters Score: Raw -34834443.958719 + Penalty 6180.975753 = -34828262.982966 nChanged 8847 SP:Iteration 4Q (13872.140000 sec): 3 clusters Score: Raw -34837470.676254 + Penalty 6180.975753 = -34831289.700501 nChanged 11765 SP:Iteration 5Q (13873.940000 sec): 3 clusters Score: Raw -34842844.214959 + Penalty 6180.975753 = -34836663.239206 nChanged 16164 SP:Iteration 6F (13875.550000 sec): 3 clusters Score: Raw -34852786.729972 + Penalty 6180.975753 = -34846605.754219 nChanged 21586 SP:Iteration 7F (13877.090000 sec): 3 clusters Score: Raw -34869764.247690 + Penalty 6180.975753 = -34863583.271936 nChanged 24381 SP:Iteration 8F (13878.720000 sec): 3 clusters Score: Raw -34892482.706839 + Penalty 6180.975753 = -34886301.731086 nChanged 20342 SP:Iteration 9F (13880.330000 sec): 3 clusters Score: Raw -34912796.345513 + Penalty 6180.975753 = -34906615.369760 nChanged 10974 SP:Iteration 10Q (13881.830000 sec): 3 clusters Score: Raw -34923533.550464 + Penalty 6180.975753 = -34917352.574710 nChanged 3873 SP:Iteration 11Q (13883.080000 sec): 3 clusters Score: Raw -34927156.460680 + Penalty 6180.975753 = -34920975.484927 nChanged 963 SP:Iteration 12Q (13884.380000 sec): 3 clusters Score: Raw -34928064.384287 + Penalty 6180.975753 = -34921883.408534 nChanged 245 SP:Iteration 13Q (13885.730000 sec): 3 clusters Score: Raw -34928316.401602 + Penalty 6180.975753 = -34922135.425849 nChanged 97 SP:Iteration 14Q (13887.020000 sec): 3 clusters Score: Raw -34928429.975070 + Penalty 6180.975753 = -34922248.999316 nChanged 40 SP:Iteration 15Q (13888.420000 sec): 3 clusters Score: Raw -34928482.491435 + Penalty 6180.975753 = -34922301.515682 nChanged 24 SP:Iteration 16Q (13889.610000 sec): 3 clusters Score: Raw -34928516.294649 + Penalty 6180.975753 = -34922335.318895 nChanged 12 SP:Iteration 17Q (13890.810000 sec): 3 clusters Score: Raw -34928534.074807 + Penalty 6180.975753 = -34922353.099054 nChanged 5 SP:Iteration 18Q (13892.120000 sec): 3 clusters Score: Raw -34928537.506434 + Penalty 6180.975753 = -34922356.530681 nChanged 5 SP:Iteration 19Q (13893.420000 sec): 3 clusters Score: Raw -34928542.034146 + Penalty 6180.975753 = -34922361.058392 nChanged 5 SP:Iteration 20F (13895.060000 sec): 3 clusters Score: Raw -34928548.113957 + Penalty 6180.975753 = -34922367.138203 nChanged 3 SP:Iteration 21Q (13896.470000 sec): 3 clusters Score: Raw -34928552.814132 + Penalty 6180.975753 = -34922371.838379 nChanged 9 SP:Iteration 22Q (13897.800000 sec): 3 clusters Score: Raw -34928566.194924 + Penalty 6180.975753 = -34922385.219171 nChanged 9 SP:Iteration 23Q (13899.240000 sec): 3 clusters Score: Raw -34928576.844230 + Penalty 6180.975753 = -34922395.868477 nChanged 4 SP:Iteration 24Q (13900.650000 sec): 3 clusters Score: Raw -34928582.384347 + Penalty 6180.975753 = -34922401.408593 nChanged 1 SP:Iteration 25Q (13901.900000 sec): 3 clusters Score: Raw -34928582.979677 + Penalty 6180.975753 = -34922402.003923 nChanged 3 SP:Iteration 26Q (13903.140000 sec): 3 clusters Score: Raw -34928586.428200 + Penalty 6180.975753 = -34922405.452447 nChanged 1 SP:Iteration 27Q (13904.620000 sec): 3 clusters Score: Raw -34928586.801112 + Penalty 6180.975753 = -34922405.825359 nChanged 0 SP:Iteration 28F (13906.240000 sec): 3 clusters Score: Raw -34928586.801112 + Penalty 6180.975753 = -34922405.825359 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 22 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13906.450000 sec): 2 clusters Score: Raw -24500.787723 + Penalty 1301.261970 = -23199.525753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13906.600000 sec): 3 clusters Score: Raw -24689.664931 + Penalty 2602.523940 = -22087.140991 nChanged 9 SP:Iteration 1Q (13906.810000 sec): 3 clusters Score: Raw -24732.749503 + Penalty 2602.523940 = -22130.225563 nChanged 3 SP:Iteration 2Q (13906.940000 sec): 3 clusters Score: Raw -24745.407760 + Penalty 2602.523940 = -22142.883821 nChanged 1 SP:Iteration 3Q (13907.120000 sec): 3 clusters Score: Raw -24747.637917 + Penalty 2602.523940 = -22145.113977 nChanged 0 SP:Iteration 4F (13907.320000 sec): 3 clusters Score: Raw -24747.637917 + Penalty 2602.523940 = -22145.113977 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 23 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13907.380000 sec): 2 clusters Score: Raw -50181.891941 + Penalty 1503.241316 = -48678.650625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13907.600000 sec): 3 clusters Score: Raw -50208.878926 + Penalty 3006.482632 = -47202.396295 nChanged 84 SP:Iteration 1F (13907.760000 sec): 3 clusters Score: Raw -50410.082042 + Penalty 3006.482632 = -47403.599410 nChanged 13 SP:Iteration 2Q (13907.950000 sec): 3 clusters Score: Raw -50436.779802 + Penalty 3006.482632 = -47430.297171 nChanged 4 SP:Iteration 3Q (13908.130000 sec): 3 clusters Score: Raw -50446.849371 + Penalty 3006.482632 = -47440.366739 nChanged 2 SP:Iteration 4Q (13908.290000 sec): 3 clusters Score: Raw -50450.702278 + Penalty 3006.482632 = -47444.219646 nChanged 4 SP:Iteration 5Q (13908.460000 sec): 3 clusters Score: Raw -50458.299035 + Penalty 3006.482632 = -47451.816403 nChanged 1 SP:Iteration 6Q (13908.650000 sec): 3 clusters Score: Raw -50460.952706 + Penalty 3006.482632 = -47454.470074 nChanged 1 SP:Iteration 7Q (13908.860000 sec): 3 clusters Score: Raw -50462.869343 + Penalty 3006.482632 = -47456.386711 nChanged 3 SP:Iteration 8Q (13909.020000 sec): 3 clusters Score: Raw -50472.057331 + Penalty 3006.482632 = -47465.574699 nChanged 2 SP:Iteration 9Q (13909.200000 sec): 3 clusters Score: Raw -50475.679962 + Penalty 3006.482632 = -47469.197330 nChanged 1 SP:Iteration 10Q (13909.400000 sec): 3 clusters Score: Raw -50477.764269 + Penalty 3006.482632 = -47471.281637 nChanged 0 SP:Iteration 11F (13909.580000 sec): 3 clusters Score: Raw -50477.764269 + Penalty 3006.482632 = -47471.281637 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 24 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13909.730000 sec): 2 clusters Score: Raw -60461.897156 + Penalty 1508.955854 = -58952.941302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13909.940000 sec): 3 clusters Score: Raw -60502.030276 + Penalty 3017.911709 = -57484.118567 nChanged 65 SP:Iteration 1F (13910.090000 sec): 3 clusters Score: Raw -60648.102743 + Penalty 3017.911709 = -57630.191034 nChanged 22 SP:Iteration 2F (13910.330000 sec): 3 clusters Score: Raw -60691.519882 + Penalty 3017.911709 = -57673.608173 nChanged 5 SP:Iteration 3Q (13910.520000 sec): 3 clusters Score: Raw -60706.539376 + Penalty 3017.911709 = -57688.627667 nChanged 3 SP:Iteration 4Q (13910.700000 sec): 3 clusters Score: Raw -60711.674258 + Penalty 3017.911709 = -57693.762549 nChanged 2 SP:Iteration 5Q (13910.880000 sec): 3 clusters Score: Raw -60717.282918 + Penalty 3017.911709 = -57699.371209 nChanged 2 SP:Iteration 6Q (13911.100000 sec): 3 clusters Score: Raw -60722.439156 + Penalty 3017.911709 = -57704.527447 nChanged 0 SP:Iteration 7F (13911.280000 sec): 3 clusters Score: Raw -60722.439156 + Penalty 3017.911709 = -57704.527447 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 25 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13911.360000 sec): 2 clusters Score: Raw -39109.601689 + Penalty 1432.088783 = -37677.512905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13911.550000 sec): 3 clusters Score: Raw -39213.091795 + Penalty 2864.177567 = -36348.914229 nChanged 26 SP:Iteration 1F (13911.690000 sec): 3 clusters Score: Raw -39302.971564 + Penalty 2864.177567 = -36438.793997 nChanged 11 SP:Iteration 2Q (13911.870000 sec): 3 clusters Score: Raw -39331.193355 + Penalty 2864.177567 = -36467.015788 nChanged 3 SP:Iteration 3Q (13912.020000 sec): 3 clusters Score: Raw -39349.891697 + Penalty 2864.177567 = -36485.714130 nChanged 3 SP:Iteration 4Q (13912.200000 sec): 3 clusters Score: Raw -39361.190976 + Penalty 2864.177567 = -36497.013409 nChanged 0 SP:Iteration 5F (13912.390000 sec): 3 clusters Score: Raw -39361.190976 + Penalty 2864.177567 = -36497.013409 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 26 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13912.490000 sec): 2 clusters Score: Raw -45240.981945 + Penalty 1480.872936 = -43760.109009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13912.630000 sec): 3 clusters Score: Raw -45322.902113 + Penalty 2961.745873 = -42361.156240 nChanged 53 SP:Iteration 1F (13912.770000 sec): 3 clusters Score: Raw -45478.987115 + Penalty 2961.745873 = -42517.241242 nChanged 22 SP:Iteration 2F (13912.940000 sec): 3 clusters Score: Raw -45558.462209 + Penalty 2961.745873 = -42596.716337 nChanged 13 SP:Iteration 3Q (13913.140000 sec): 3 clusters Score: Raw -45599.172997 + Penalty 2961.745873 = -42637.427125 nChanged 8 SP:Iteration 4Q (13913.290000 sec): 3 clusters Score: Raw -45615.856182 + Penalty 2961.745873 = -42654.110309 nChanged 1 SP:Iteration 5Q (13913.470000 sec): 3 clusters Score: Raw -45616.421984 + Penalty 2961.745873 = -42654.676111 nChanged 0 SP:Iteration 6F (13913.630000 sec): 3 clusters Score: Raw -45616.421984 + Penalty 2961.745873 = -42654.676111 nChanged 0 Iteration 339Q (13927.660000 sec): 27 clusters Score: Raw -59224492.383711 + Penalty 83829.122512 = -59140663.261199 nChanged 29 Iteration 340F (13954.370000 sec): 27 clusters Score: Raw -59224493.363149 + Penalty 83829.122512 = -59140664.240637 nChanged 27 Iteration 341Q (13975.880000 sec): 27 clusters Score: Raw -59224494.264743 + Penalty 83829.122512 = -59140665.142231 nChanged 29 Iteration 342Q (13991.150000 sec): 27 clusters Score: Raw -59224495.081465 + Penalty 83829.122512 = -59140665.958953 nChanged 24 Iteration 343Q (14004.620000 sec): 27 clusters Score: Raw -59224495.778140 + Penalty 83829.122512 = -59140666.655628 nChanged 32 Iteration 344Q (14017.890000 sec): 27 clusters Score: Raw -59224496.493003 + Penalty 83829.122512 = -59140667.370491 nChanged 27 Iteration 345Q (14032.720000 sec): 27 clusters Score: Raw -59224497.419589 + Penalty 83829.122512 = -59140668.297077 nChanged 27 Iteration 346Q (14046.570000 sec): 27 clusters Score: Raw -59224498.299088 + Penalty 83829.122512 = -59140669.176576 nChanged 38 Iteration 347Q (14060.920000 sec): 27 clusters Score: Raw -59224499.715696 + Penalty 83829.122512 = -59140670.593184 nChanged 33 Iteration 348Q (14074.870000 sec): 27 clusters Score: Raw -59224500.650019 + Penalty 83829.122512 = -59140671.527507 nChanged 35 Iteration 349Q (14088.070000 sec): 27 clusters Score: Raw -59224501.677740 + Penalty 83829.122512 = -59140672.555228 nChanged 29 Iteration 350Q (14101.470000 sec): 27 clusters Score: Raw -59224502.642326 + Penalty 83829.122512 = -59140673.519814 nChanged 32 Iteration 351Q (14114.020000 sec): 27 clusters Score: Raw -59224503.934596 + Penalty 83829.122512 = -59140674.812084 nChanged 33 Iteration 352Q (14127.920000 sec): 27 clusters Score: Raw -59224505.129425 + Penalty 83829.122512 = -59140676.006913 nChanged 31 Iteration 353Q (14140.730000 sec): 27 clusters Score: Raw -59224506.714321 + Penalty 83829.122512 = -59140677.591809 nChanged 45 Iteration 354Q (14153.490000 sec): 27 clusters Score: Raw -59224508.610583 + Penalty 83829.122512 = -59140679.488071 nChanged 39 Iteration 355Q (14166.240000 sec): 27 clusters Score: Raw -59224510.061116 + Penalty 83829.122512 = -59140680.938604 nChanged 47 Iteration 356Q (14179.640000 sec): 27 clusters Score: Raw -59224511.747642 + Penalty 83829.122512 = -59140682.625130 nChanged 51 Iteration 357Q (14193.380000 sec): 27 clusters Score: Raw -59224513.622399 + Penalty 83829.122512 = -59140684.499888 nChanged 38 Iteration 358Q (14207.390000 sec): 27 clusters Score: Raw -59224514.883830 + Penalty 83829.122512 = -59140685.761318 nChanged 52 Iteration 359Q (14221.320000 sec): 27 clusters Score: Raw -59224516.402878 + Penalty 83829.122512 = -59140687.280366 nChanged 54 Iteration 360F (14245.030000 sec): 27 clusters Score: Raw -59224518.135831 + Penalty 83829.122512 = -59140689.013319 nChanged 44 Iteration 361Q (14259.890000 sec): 27 clusters Score: Raw -59224519.549070 + Penalty 83829.122512 = -59140690.426558 nChanged 40 Iteration 362Q (14273.330000 sec): 27 clusters Score: Raw -59224520.583613 + Penalty 83829.122512 = -59140691.461101 nChanged 39 Iteration 363Q (14287.930000 sec): 27 clusters Score: Raw -59224521.728105 + Penalty 83829.122512 = -59140692.605593 nChanged 36 Iteration 364Q (14302.610000 sec): 27 clusters Score: Raw -59224522.661091 + Penalty 83829.122512 = -59140693.538579 nChanged 42 Iteration 365Q (14317.400000 sec): 27 clusters Score: Raw -59224523.712809 + Penalty 83829.122512 = -59140694.590297 nChanged 36 Iteration 366Q (14330.870000 sec): 27 clusters Score: Raw -59224524.754747 + Penalty 83829.122512 = -59140695.632235 nChanged 33 Iteration 367Q (14344.850000 sec): 27 clusters Score: Raw -59224525.445265 + Penalty 83829.122512 = -59140696.322753 nChanged 19 Iteration 368Q (14358.370000 sec): 27 clusters Score: Raw -59224525.968177 + Penalty 83829.122512 = -59140696.845665 nChanged 18 Iteration 369Q (14371.100000 sec): 27 clusters Score: Raw -59224526.382649 + Penalty 83829.122512 = -59140697.260137 nChanged 12 Iteration 370Q (14384.030000 sec): 27 clusters Score: Raw -59224526.533630 + Penalty 83829.122512 = -59140697.411118 nChanged 6 Iteration 371Q (14397.940000 sec): 27 clusters Score: Raw -59224526.583228 + Penalty 83829.122512 = -59140697.460716 nChanged 7 Iteration 372Q (14410.860000 sec): 27 clusters Score: Raw -59224526.626298 + Penalty 83829.122512 = -59140697.503786 nChanged 5 Iteration 373Q (14422.990000 sec): 27 clusters Score: Raw -59224526.651004 + Penalty 83829.122512 = -59140697.528492 nChanged 2 Iteration 374Q (14435.620000 sec): 27 clusters Score: Raw -59224526.657930 + Penalty 83829.122512 = -59140697.535418 nChanged 1 Iteration 375Q (14449.320000 sec): 27 clusters Score: Raw -59224526.670328 + Penalty 83829.122512 = -59140697.547816 nChanged 0 Iteration 376F (14473.330000 sec): 27 clusters Score: Raw -59224526.670328 + Penalty 83829.122512 = -59140697.547816 nChanged 0 Compute initial score before splitting: Score: Raw -59224526.670328 + Penalty 83829.122512 = -59140697.547816 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 1 (32516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14473.600000 sec): 2 clusters Score: Raw -4457924.296446 + Penalty 2576.592914 = -4455347.703533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14473.960000 sec): 3 clusters Score: Raw -4438464.800110 + Penalty 5153.185827 = -4433311.614283 nChanged 14605 SP:Iteration 1F (14474.320000 sec): 3 clusters Score: Raw -4446547.113246 + Penalty 5153.185827 = -4441393.927419 nChanged 1599 SP:Iteration 2Q (14474.730000 sec): 3 clusters Score: Raw -4447189.778879 + Penalty 5153.185827 = -4442036.593052 nChanged 1621 SP:Iteration 3Q (14475.150000 sec): 3 clusters Score: Raw -4447923.706448 + Penalty 5153.185827 = -4442770.520621 nChanged 1699 SP:Iteration 4F (14475.480000 sec): 3 clusters Score: Raw -4448746.733219 + Penalty 5153.185827 = -4443593.547392 nChanged 1771 SP:Iteration 5F (14475.880000 sec): 3 clusters Score: Raw -4449660.802816 + Penalty 5153.185827 = -4444507.616989 nChanged 1834 SP:Iteration 6F (14476.300000 sec): 3 clusters Score: Raw -4450673.007594 + Penalty 5153.185827 = -4445519.821767 nChanged 1803 SP:Iteration 7F (14476.640000 sec): 3 clusters Score: Raw -4451770.661618 + Penalty 5153.185827 = -4446617.475791 nChanged 1674 SP:Iteration 8F (14476.980000 sec): 3 clusters Score: Raw -4452876.800423 + Penalty 5153.185827 = -4447723.614596 nChanged 1508 SP:Iteration 9Q (14477.400000 sec): 3 clusters Score: Raw -4454069.656091 + Penalty 5153.185827 = -4448916.470264 nChanged 1259 SP:Iteration 10Q (14477.820000 sec): 3 clusters Score: Raw -4455224.406462 + Penalty 5153.185827 = -4450071.220634 nChanged 999 SP:Iteration 11Q (14478.180000 sec): 3 clusters Score: Raw -4455998.664947 + Penalty 5153.185827 = -4450845.479120 nChanged 681 SP:Iteration 12Q (14478.550000 sec): 3 clusters Score: Raw -4456403.249108 + Penalty 5153.185827 = -4451250.063281 nChanged 511 SP:Iteration 13Q (14478.900000 sec): 3 clusters Score: Raw -4456645.583802 + Penalty 5153.185827 = -4451492.397975 nChanged 409 SP:Iteration 14Q (14479.240000 sec): 3 clusters Score: Raw -4456820.953632 + Penalty 5153.185827 = -4451667.767805 nChanged 383 SP:Iteration 15Q (14479.580000 sec): 3 clusters Score: Raw -4456986.621709 + Penalty 5153.185827 = -4451833.435882 nChanged 396 SP:Iteration 16Q (14479.930000 sec): 3 clusters Score: Raw -4457148.790142 + Penalty 5153.185827 = -4451995.604315 nChanged 352 SP:Iteration 17Q (14480.400000 sec): 3 clusters Score: Raw -4457298.569112 + Penalty 5153.185827 = -4452145.383284 nChanged 346 SP:Iteration 18Q (14480.780000 sec): 3 clusters Score: Raw -4457448.144911 + Penalty 5153.185827 = -4452294.959084 nChanged 320 SP:Iteration 19Q (14481.220000 sec): 3 clusters Score: Raw -4457586.191251 + Penalty 5153.185827 = -4452433.005423 nChanged 279 SP:Iteration 20F (14481.610000 sec): 3 clusters Score: Raw -4457691.943393 + Penalty 5153.185827 = -4452538.757565 nChanged 214 SP:Iteration 21Q (14482.020000 sec): 3 clusters Score: Raw -4457775.935626 + Penalty 5153.185827 = -4452622.749799 nChanged 220 SP:Iteration 22Q (14482.440000 sec): 3 clusters Score: Raw -4457859.493503 + Penalty 5153.185827 = -4452706.307676 nChanged 189 SP:Iteration 23Q (14482.790000 sec): 3 clusters Score: Raw -4457934.135755 + Penalty 5153.185827 = -4452780.949927 nChanged 184 SP:Iteration 24Q (14483.110000 sec): 3 clusters Score: Raw -4458005.123234 + Penalty 5153.185827 = -4452851.937406 nChanged 156 SP:Iteration 25Q (14483.450000 sec): 3 clusters Score: Raw -4458061.744582 + Penalty 5153.185827 = -4452908.558754 nChanged 138 SP:Iteration 26Q (14483.790000 sec): 3 clusters Score: Raw -4458111.512685 + Penalty 5153.185827 = -4452958.326858 nChanged 102 SP:Iteration 27Q (14484.120000 sec): 3 clusters Score: Raw -4458148.940324 + Penalty 5153.185827 = -4452995.754497 nChanged 104 SP:Iteration 28Q (14484.540000 sec): 3 clusters Score: Raw -4458187.184901 + Penalty 5153.185827 = -4453033.999074 nChanged 84 SP:Iteration 29Q (14484.890000 sec): 3 clusters Score: Raw -4458215.691649 + Penalty 5153.185827 = -4453062.505822 nChanged 81 SP:Iteration 30Q (14485.280000 sec): 3 clusters Score: Raw -4458244.288446 + Penalty 5153.185827 = -4453091.102619 nChanged 75 SP:Iteration 31Q (14485.610000 sec): 3 clusters Score: Raw -4458271.608146 + Penalty 5153.185827 = -4453118.422319 nChanged 60 SP:Iteration 32Q (14485.950000 sec): 3 clusters Score: Raw -4458291.669232 + Penalty 5153.185827 = -4453138.483405 nChanged 49 SP:Iteration 33Q (14486.300000 sec): 3 clusters Score: Raw -4458306.763051 + Penalty 5153.185827 = -4453153.577224 nChanged 52 SP:Iteration 34Q (14486.690000 sec): 3 clusters Score: Raw -4458325.384416 + Penalty 5153.185827 = -4453172.198589 nChanged 40 SP:Iteration 35Q (14487.050000 sec): 3 clusters Score: Raw -4458337.739785 + Penalty 5153.185827 = -4453184.553958 nChanged 25 SP:Iteration 36Q (14487.380000 sec): 3 clusters Score: Raw -4458344.538756 + Penalty 5153.185827 = -4453191.352929 nChanged 26 SP:Iteration 37Q (14487.710000 sec): 3 clusters Score: Raw -4458350.613592 + Penalty 5153.185827 = -4453197.427764 nChanged 11 SP:Iteration 38Q (14488.050000 sec): 3 clusters Score: Raw -4458353.435713 + Penalty 5153.185827 = -4453200.249886 nChanged 12 SP:Iteration 39Q (14488.450000 sec): 3 clusters Score: Raw -4458356.363164 + Penalty 5153.185827 = -4453203.177336 nChanged 11 SP:Iteration 40F (14488.780000 sec): 3 clusters Score: Raw -4458358.763669 + Penalty 5153.185827 = -4453205.577842 nChanged 6 SP:Iteration 41Q (14489.060000 sec): 3 clusters Score: Raw -4458360.331009 + Penalty 5153.185827 = -4453207.145182 nChanged 9 SP:Iteration 42Q (14489.360000 sec): 3 clusters Score: Raw -4458362.834458 + Penalty 5153.185827 = -4453209.648631 nChanged 9 SP:Iteration 43Q (14489.670000 sec): 3 clusters Score: Raw -4458364.698084 + Penalty 5153.185827 = -4453211.512257 nChanged 3 SP:Iteration 44Q (14489.970000 sec): 3 clusters Score: Raw -4458365.214495 + Penalty 5153.185827 = -4453212.028668 nChanged 0 SP:Iteration 45F (14490.280000 sec): 3 clusters Score: Raw -4458365.214495 + Penalty 5153.185827 = -4453212.028668 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 2 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14490.350000 sec): 2 clusters Score: Raw -51645.465961 + Penalty 1496.799395 = -50148.666565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14490.540000 sec): 3 clusters Score: Raw -51785.273376 + Penalty 2993.598791 = -48791.674585 nChanged 66 SP:Iteration 1F (14490.700000 sec): 3 clusters Score: Raw -51932.700274 + Penalty 2993.598791 = -48939.101483 nChanged 21 SP:Iteration 2F (14490.900000 sec): 3 clusters Score: Raw -51979.226187 + Penalty 2993.598791 = -48985.627396 nChanged 9 SP:Iteration 3Q (14491.100000 sec): 3 clusters Score: Raw -52000.775139 + Penalty 2993.598791 = -49007.176349 nChanged 6 SP:Iteration 4Q (14491.280000 sec): 3 clusters Score: Raw -52026.475049 + Penalty 2993.598791 = -49032.876259 nChanged 4 SP:Iteration 5Q (14491.480000 sec): 3 clusters Score: Raw -52042.912500 + Penalty 2993.598791 = -49049.313710 nChanged 2 SP:Iteration 6Q (14491.650000 sec): 3 clusters Score: Raw -52048.440788 + Penalty 2993.598791 = -49054.841998 nChanged 0 SP:Iteration 7F (14491.860000 sec): 3 clusters Score: Raw -52048.440788 + Penalty 2993.598791 = -49054.841998 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 3 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14491.960000 sec): 2 clusters Score: Raw -34364.167709 + Penalty 1412.045570 = -32952.122139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14492.140000 sec): 3 clusters Score: Raw -34655.717407 + Penalty 2824.091141 = -31831.626266 nChanged 59 SP:Iteration 1F (14492.300000 sec): 3 clusters Score: Raw -34847.961109 + Penalty 2824.091141 = -32023.869968 nChanged 17 SP:Iteration 2F (14492.540000 sec): 3 clusters Score: Raw -34919.560846 + Penalty 2824.091141 = -32095.469705 nChanged 13 SP:Iteration 3Q (14492.660000 sec): 3 clusters Score: Raw -34982.341430 + Penalty 2824.091141 = -32158.250289 nChanged 8 SP:Iteration 4Q (14492.820000 sec): 3 clusters Score: Raw -35027.599243 + Penalty 2824.091141 = -32203.508102 nChanged 8 SP:Iteration 5Q (14493.050000 sec): 3 clusters Score: Raw -35067.806097 + Penalty 2824.091141 = -32243.714956 nChanged 5 SP:Iteration 6Q (14493.250000 sec): 3 clusters Score: Raw -35079.063543 + Penalty 2824.091141 = -32254.972402 nChanged 3 SP:Iteration 7Q (14493.440000 sec): 3 clusters Score: Raw -35092.284249 + Penalty 2824.091141 = -32268.193108 nChanged 2 SP:Iteration 8Q (14493.630000 sec): 3 clusters Score: Raw -35100.322973 + Penalty 2824.091141 = -32276.231833 nChanged 0 SP:Iteration 9F (14493.850000 sec): 3 clusters Score: Raw -35100.322973 + Penalty 2824.091141 = -32276.231833 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 4 (7251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14494.010000 sec): 2 clusters Score: Raw -952796.889509 + Penalty 2204.445878 = -950592.443631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14494.270000 sec): 3 clusters Score: Raw -949032.820534 + Penalty 4408.891756 = -944623.928778 nChanged 2926 SP:Iteration 1F (14494.480000 sec): 3 clusters Score: Raw -950529.391366 + Penalty 4408.891756 = -946120.499610 nChanged 493 SP:Iteration 2F (14494.710000 sec): 3 clusters Score: Raw -950778.002206 + Penalty 4408.891756 = -946369.110450 nChanged 384 SP:Iteration 3F (14494.970000 sec): 3 clusters Score: Raw -950944.660920 + Penalty 4408.891756 = -946535.769164 nChanged 266 SP:Iteration 4Q (14495.210000 sec): 3 clusters Score: Raw -951066.805948 + Penalty 4408.891756 = -946657.914192 nChanged 229 SP:Iteration 5Q (14495.420000 sec): 3 clusters Score: Raw -951164.236604 + Penalty 4408.891756 = -946755.344848 nChanged 205 SP:Iteration 6Q (14495.680000 sec): 3 clusters Score: Raw -951262.128123 + Penalty 4408.891756 = -946853.236367 nChanged 205 SP:Iteration 7Q (14495.890000 sec): 3 clusters Score: Raw -951352.421380 + Penalty 4408.891756 = -946943.529624 nChanged 200 SP:Iteration 8Q (14496.090000 sec): 3 clusters Score: Raw -951452.744798 + Penalty 4408.891756 = -947043.853042 nChanged 211 SP:Iteration 9Q (14496.300000 sec): 3 clusters Score: Raw -951555.773135 + Penalty 4408.891756 = -947146.881379 nChanged 208 SP:Iteration 10Q (14496.520000 sec): 3 clusters Score: Raw -951657.913273 + Penalty 4408.891756 = -947249.021517 nChanged 203 SP:Iteration 11Q (14496.740000 sec): 3 clusters Score: Raw -951754.679930 + Penalty 4408.891756 = -947345.788174 nChanged 179 SP:Iteration 12Q (14496.950000 sec): 3 clusters Score: Raw -951836.437634 + Penalty 4408.891756 = -947427.545878 nChanged 172 SP:Iteration 13Q (14497.190000 sec): 3 clusters Score: Raw -951922.573057 + Penalty 4408.891756 = -947513.681301 nChanged 173 SP:Iteration 14Q (14497.380000 sec): 3 clusters Score: Raw -952002.442841 + Penalty 4408.891756 = -947593.551085 nChanged 169 SP:Iteration 15Q (14497.590000 sec): 3 clusters Score: Raw -952079.838925 + Penalty 4408.891756 = -947670.947169 nChanged 157 SP:Iteration 16Q (14497.810000 sec): 3 clusters Score: Raw -952155.341303 + Penalty 4408.891756 = -947746.449547 nChanged 155 SP:Iteration 17Q (14498.030000 sec): 3 clusters Score: Raw -952232.421295 + Penalty 4408.891756 = -947823.529539 nChanged 156 SP:Iteration 18Q (14498.220000 sec): 3 clusters Score: Raw -952306.391270 + Penalty 4408.891756 = -947897.499514 nChanged 131 SP:Iteration 19Q (14498.400000 sec): 3 clusters Score: Raw -952357.998432 + Penalty 4408.891756 = -947949.106676 nChanged 96 SP:Iteration 20F (14498.600000 sec): 3 clusters Score: Raw -952382.470402 + Penalty 4408.891756 = -947973.578646 nChanged 51 SP:Iteration 21Q (14498.810000 sec): 3 clusters Score: Raw -952398.549279 + Penalty 4408.891756 = -947989.657523 nChanged 55 SP:Iteration 22Q (14499.040000 sec): 3 clusters Score: Raw -952414.089478 + Penalty 4408.891756 = -948005.197722 nChanged 51 SP:Iteration 23Q (14499.260000 sec): 3 clusters Score: Raw -952428.336128 + Penalty 4408.891756 = -948019.444372 nChanged 51 SP:Iteration 24Q (14499.480000 sec): 3 clusters Score: Raw -952443.805471 + Penalty 4408.891756 = -948034.913715 nChanged 53 SP:Iteration 25Q (14499.690000 sec): 3 clusters Score: Raw -952456.722146 + Penalty 4408.891756 = -948047.830390 nChanged 36 SP:Iteration 26Q (14499.930000 sec): 3 clusters Score: Raw -952465.190463 + Penalty 4408.891756 = -948056.298707 nChanged 20 SP:Iteration 27Q (14500.150000 sec): 3 clusters Score: Raw -952469.385995 + Penalty 4408.891756 = -948060.494239 nChanged 17 SP:Iteration 28Q (14500.360000 sec): 3 clusters Score: Raw -952472.987704 + Penalty 4408.891756 = -948064.095948 nChanged 12 SP:Iteration 29Q (14500.620000 sec): 3 clusters Score: Raw -952475.620867 + Penalty 4408.891756 = -948066.729111 nChanged 13 SP:Iteration 30Q (14500.800000 sec): 3 clusters Score: Raw -952478.172940 + Penalty 4408.891756 = -948069.281184 nChanged 14 SP:Iteration 31Q (14501.020000 sec): 3 clusters Score: Raw -952481.117906 + Penalty 4408.891756 = -948072.226150 nChanged 11 SP:Iteration 32Q (14501.260000 sec): 3 clusters Score: Raw -952482.520304 + Penalty 4408.891756 = -948073.628548 nChanged 5 SP:Iteration 33Q (14501.470000 sec): 3 clusters Score: Raw -952483.236813 + Penalty 4408.891756 = -948074.345057 nChanged 4 SP:Iteration 34Q (14501.640000 sec): 3 clusters Score: Raw -952483.883312 + Penalty 4408.891756 = -948074.991556 nChanged 3 SP:Iteration 35Q (14501.890000 sec): 3 clusters Score: Raw -952484.298745 + Penalty 4408.891756 = -948075.406989 nChanged 2 SP:Iteration 36Q (14502.070000 sec): 3 clusters Score: Raw -952484.563163 + Penalty 4408.891756 = -948075.671407 nChanged 2 SP:Iteration 37Q (14502.250000 sec): 3 clusters Score: Raw -952484.775457 + Penalty 4408.891756 = -948075.883701 nChanged 2 SP:Iteration 38Q (14502.490000 sec): 3 clusters Score: Raw -952485.126418 + Penalty 4408.891756 = -948076.234662 nChanged 2 SP:Iteration 39Q (14502.700000 sec): 3 clusters Score: Raw -952485.479800 + Penalty 4408.891756 = -948076.588044 nChanged 1 SP:Iteration 40F (14502.900000 sec): 3 clusters Score: Raw -952485.621389 + Penalty 4408.891756 = -948076.729633 nChanged 3 SP:Iteration 41Q (14503.130000 sec): 3 clusters Score: Raw -952486.235399 + Penalty 4408.891756 = -948077.343643 nChanged 6 SP:Iteration 42Q (14503.320000 sec): 3 clusters Score: Raw -952487.082949 + Penalty 4408.891756 = -948078.191193 nChanged 7 SP:Iteration 43Q (14503.550000 sec): 3 clusters Score: Raw -952488.186293 + Penalty 4408.891756 = -948079.294537 nChanged 2 SP:Iteration 44Q (14503.810000 sec): 3 clusters Score: Raw -952488.387112 + Penalty 4408.891756 = -948079.495356 nChanged 4 SP:Iteration 45Q (14504.010000 sec): 3 clusters Score: Raw -952489.175891 + Penalty 4408.891756 = -948080.284135 nChanged 3 SP:Iteration 46Q (14504.260000 sec): 3 clusters Score: Raw -952489.679066 + Penalty 4408.891756 = -948080.787310 nChanged 2 SP:Iteration 47Q (14504.460000 sec): 3 clusters Score: Raw -952490.195785 + Penalty 4408.891756 = -948081.304029 nChanged 2 SP:Iteration 48Q (14504.680000 sec): 3 clusters Score: Raw -952490.637267 + Penalty 4408.891756 = -948081.745511 nChanged 1 SP:Iteration 49Q (14504.890000 sec): 3 clusters Score: Raw -952490.726990 + Penalty 4408.891756 = -948081.835234 nChanged 1 SP:Iteration 50Q (14505.120000 sec): 3 clusters Score: Raw -952490.851442 + Penalty 4408.891756 = -948081.959686 nChanged 1 SP:Iteration 51Q (14505.360000 sec): 3 clusters Score: Raw -952490.907755 + Penalty 4408.891756 = -948082.015999 nChanged 1 SP:Iteration 52Q (14505.630000 sec): 3 clusters Score: Raw -952490.995086 + Penalty 4408.891756 = -948082.103330 nChanged 0 SP:Iteration 53F (14505.880000 sec): 3 clusters Score: Raw -952490.995086 + Penalty 4408.891756 = -948082.103330 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 5 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14506.010000 sec): 2 clusters Score: Raw -38645.455562 + Penalty 1424.264791 = -37221.190771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14506.170000 sec): 3 clusters Score: Raw -38800.945799 + Penalty 2848.529581 = -35952.416218 nChanged 38 SP:Iteration 1F (14506.370000 sec): 3 clusters Score: Raw -38925.364844 + Penalty 2848.529581 = -36076.835263 nChanged 7 SP:Iteration 2Q (14506.530000 sec): 3 clusters Score: Raw -38961.399459 + Penalty 2848.529581 = -36112.869878 nChanged 2 SP:Iteration 3Q (14506.730000 sec): 3 clusters Score: Raw -38969.119228 + Penalty 2848.529581 = -36120.589647 nChanged 1 SP:Iteration 4Q (14506.940000 sec): 3 clusters Score: Raw -38973.367646 + Penalty 2848.529581 = -36124.838065 nChanged 1 SP:Iteration 5Q (14507.130000 sec): 3 clusters Score: Raw -38974.738306 + Penalty 2848.529581 = -36126.208725 nChanged 0 SP:Iteration 6F (14507.290000 sec): 3 clusters Score: Raw -38974.738306 + Penalty 2848.529581 = -36126.208725 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14507.410000 sec): 2 clusters Score: Raw -27434.623559 + Penalty 1346.477716 = -26088.145843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14507.610000 sec): 3 clusters Score: Raw -27603.358492 + Penalty 2692.955432 = -24910.403061 nChanged 19 SP:Iteration 1F (14507.780000 sec): 3 clusters Score: Raw -27677.432727 + Penalty 2692.955432 = -24984.477295 nChanged 3 SP:Iteration 2Q (14507.990000 sec): 3 clusters Score: Raw -27695.860701 + Penalty 2692.955432 = -25002.905269 nChanged 1 SP:Iteration 3Q (14508.200000 sec): 3 clusters Score: Raw -27698.968016 + Penalty 2692.955432 = -25006.012584 nChanged 1 SP:Iteration 4Q (14508.370000 sec): 3 clusters Score: Raw -27705.608794 + Penalty 2692.955432 = -25012.653362 nChanged 0 SP:Iteration 5F (14508.530000 sec): 3 clusters Score: Raw -27705.608794 + Penalty 2692.955432 = -25012.653362 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 7 (1314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14508.680000 sec): 2 clusters Score: Raw -172444.817102 + Penalty 1780.846137 = -170663.970964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14508.850000 sec): 3 clusters Score: Raw -172060.554769 + Penalty 3561.692275 = -168498.862495 nChanged 343 SP:Iteration 1F (14509.030000 sec): 3 clusters Score: Raw -172386.013050 + Penalty 3561.692275 = -168824.320775 nChanged 91 SP:Iteration 2F (14509.220000 sec): 3 clusters Score: Raw -172494.160485 + Penalty 3561.692275 = -168932.468210 nChanged 48 SP:Iteration 3Q (14509.420000 sec): 3 clusters Score: Raw -172556.187358 + Penalty 3561.692275 = -168994.495083 nChanged 31 SP:Iteration 4Q (14509.610000 sec): 3 clusters Score: Raw -172596.376111 + Penalty 3561.692275 = -169034.683836 nChanged 26 SP:Iteration 5Q (14509.810000 sec): 3 clusters Score: Raw -172625.613518 + Penalty 3561.692275 = -169063.921243 nChanged 16 SP:Iteration 6Q (14509.970000 sec): 3 clusters Score: Raw -172640.944518 + Penalty 3561.692275 = -169079.252243 nChanged 8 SP:Iteration 7Q (14510.180000 sec): 3 clusters Score: Raw -172650.688916 + Penalty 3561.692275 = -169088.996641 nChanged 6 SP:Iteration 8Q (14510.340000 sec): 3 clusters Score: Raw -172654.942651 + Penalty 3561.692275 = -169093.250376 nChanged 2 SP:Iteration 9Q (14510.550000 sec): 3 clusters Score: Raw -172657.059147 + Penalty 3561.692275 = -169095.366872 nChanged 0 SP:Iteration 10F (14510.720000 sec): 3 clusters Score: Raw -172657.059147 + Penalty 3561.692275 = -169095.366872 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 8 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14510.830000 sec): 2 clusters Score: Raw -12577.049855 + Penalty 1174.577215 = -11402.472640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14510.970000 sec): 3 clusters Score: Raw -12840.057552 + Penalty 2349.154430 = -10490.903122 nChanged 3 SP:Iteration 1Q (14511.120000 sec): 3 clusters Score: Raw -12874.964921 + Penalty 2349.154430 = -10525.810491 nChanged 0 SP:Iteration 2F (14511.270000 sec): 3 clusters Score: Raw -12874.964921 + Penalty 2349.154430 = -10525.810491 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 9 (5056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14511.400000 sec): 2 clusters Score: Raw -693521.527012 + Penalty 2115.026072 = -691406.500939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14511.620000 sec): 3 clusters Score: Raw -691085.279907 + Penalty 4230.052144 = -686855.227762 nChanged 1892 SP:Iteration 1F (14511.790000 sec): 3 clusters Score: Raw -692154.122240 + Penalty 4230.052144 = -687924.070096 nChanged 349 SP:Iteration 2F (14511.980000 sec): 3 clusters Score: Raw -692339.998250 + Penalty 4230.052144 = -688109.946106 nChanged 218 SP:Iteration 3Q (14512.190000 sec): 3 clusters Score: Raw -692438.326894 + Penalty 4230.052144 = -688208.274750 nChanged 143 SP:Iteration 4Q (14512.390000 sec): 3 clusters Score: Raw -692500.768561 + Penalty 4230.052144 = -688270.716416 nChanged 117 SP:Iteration 5Q (14512.590000 sec): 3 clusters Score: Raw -692546.057104 + Penalty 4230.052144 = -688316.004960 nChanged 99 SP:Iteration 6Q (14512.800000 sec): 3 clusters Score: Raw -692586.241524 + Penalty 4230.052144 = -688356.189380 nChanged 94 SP:Iteration 7Q (14513.020000 sec): 3 clusters Score: Raw -692620.022386 + Penalty 4230.052144 = -688389.970242 nChanged 77 SP:Iteration 8Q (14513.200000 sec): 3 clusters Score: Raw -692648.421420 + Penalty 4230.052144 = -688418.369276 nChanged 66 SP:Iteration 9Q (14513.440000 sec): 3 clusters Score: Raw -692679.467988 + Penalty 4230.052144 = -688449.415844 nChanged 70 SP:Iteration 10Q (14513.630000 sec): 3 clusters Score: Raw -692707.547641 + Penalty 4230.052144 = -688477.495497 nChanged 62 SP:Iteration 11Q (14513.850000 sec): 3 clusters Score: Raw -692730.668874 + Penalty 4230.052144 = -688500.616729 nChanged 57 SP:Iteration 12Q (14514.040000 sec): 3 clusters Score: Raw -692749.890801 + Penalty 4230.052144 = -688519.838657 nChanged 48 SP:Iteration 13Q (14514.230000 sec): 3 clusters Score: Raw -692766.410008 + Penalty 4230.052144 = -688536.357864 nChanged 52 SP:Iteration 14Q (14514.490000 sec): 3 clusters Score: Raw -692782.526758 + Penalty 4230.052144 = -688552.474614 nChanged 38 SP:Iteration 15Q (14514.680000 sec): 3 clusters Score: Raw -692797.033269 + Penalty 4230.052144 = -688566.981125 nChanged 29 SP:Iteration 16Q (14514.920000 sec): 3 clusters Score: Raw -692808.253023 + Penalty 4230.052144 = -688578.200879 nChanged 25 SP:Iteration 17Q (14515.110000 sec): 3 clusters Score: Raw -692814.868917 + Penalty 4230.052144 = -688584.816773 nChanged 29 SP:Iteration 18Q (14515.330000 sec): 3 clusters Score: Raw -692824.787834 + Penalty 4230.052144 = -688594.735690 nChanged 31 SP:Iteration 19Q (14515.590000 sec): 3 clusters Score: Raw -692838.210980 + Penalty 4230.052144 = -688608.158836 nChanged 30 SP:Iteration 20F (14515.830000 sec): 3 clusters Score: Raw -692848.713444 + Penalty 4230.052144 = -688618.661300 nChanged 32 SP:Iteration 21Q (14516.030000 sec): 3 clusters Score: Raw -692859.287395 + Penalty 4230.052144 = -688629.235251 nChanged 35 SP:Iteration 22Q (14516.240000 sec): 3 clusters Score: Raw -692870.659911 + Penalty 4230.052144 = -688640.607767 nChanged 32 SP:Iteration 23Q (14516.450000 sec): 3 clusters Score: Raw -692881.394179 + Penalty 4230.052144 = -688651.342035 nChanged 31 SP:Iteration 24Q (14516.620000 sec): 3 clusters Score: Raw -692891.970552 + Penalty 4230.052144 = -688661.918408 nChanged 32 SP:Iteration 25Q (14516.830000 sec): 3 clusters Score: Raw -692902.349289 + Penalty 4230.052144 = -688672.297145 nChanged 29 SP:Iteration 26Q (14517.020000 sec): 3 clusters Score: Raw -692912.817171 + Penalty 4230.052144 = -688682.765027 nChanged 30 SP:Iteration 27Q (14517.220000 sec): 3 clusters Score: Raw -692923.387975 + Penalty 4230.052144 = -688693.335831 nChanged 28 SP:Iteration 28Q (14517.370000 sec): 3 clusters Score: Raw -692930.062236 + Penalty 4230.052144 = -688700.010092 nChanged 22 SP:Iteration 29Q (14517.560000 sec): 3 clusters Score: Raw -692936.484199 + Penalty 4230.052144 = -688706.432055 nChanged 17 SP:Iteration 30Q (14517.790000 sec): 3 clusters Score: Raw -692940.766294 + Penalty 4230.052144 = -688710.714150 nChanged 17 SP:Iteration 31Q (14518.050000 sec): 3 clusters Score: Raw -692945.834583 + Penalty 4230.052144 = -688715.782439 nChanged 22 SP:Iteration 32Q (14518.230000 sec): 3 clusters Score: Raw -692951.224471 + Penalty 4230.052144 = -688721.172327 nChanged 17 SP:Iteration 33Q (14518.440000 sec): 3 clusters Score: Raw -692954.750734 + Penalty 4230.052144 = -688724.698590 nChanged 15 SP:Iteration 34Q (14518.660000 sec): 3 clusters Score: Raw -692958.272101 + Penalty 4230.052144 = -688728.219956 nChanged 15 SP:Iteration 35Q (14518.890000 sec): 3 clusters Score: Raw -692962.210912 + Penalty 4230.052144 = -688732.158768 nChanged 9 SP:Iteration 36Q (14519.120000 sec): 3 clusters Score: Raw -692965.405796 + Penalty 4230.052144 = -688735.353652 nChanged 13 SP:Iteration 37Q (14519.330000 sec): 3 clusters Score: Raw -692970.059617 + Penalty 4230.052144 = -688740.007473 nChanged 20 SP:Iteration 38Q (14519.570000 sec): 3 clusters Score: Raw -692975.767764 + Penalty 4230.052144 = -688745.715620 nChanged 21 SP:Iteration 39Q (14519.750000 sec): 3 clusters Score: Raw -692982.285701 + Penalty 4230.052144 = -688752.233557 nChanged 15 SP:Iteration 40F (14519.930000 sec): 3 clusters Score: Raw -692986.745599 + Penalty 4230.052144 = -688756.693455 nChanged 13 SP:Iteration 41Q (14520.160000 sec): 3 clusters Score: Raw -692989.980640 + Penalty 4230.052144 = -688759.928496 nChanged 9 SP:Iteration 42Q (14520.370000 sec): 3 clusters Score: Raw -692992.384876 + Penalty 4230.052144 = -688762.332732 nChanged 10 SP:Iteration 43Q (14520.540000 sec): 3 clusters Score: Raw -692995.378697 + Penalty 4230.052144 = -688765.326553 nChanged 14 SP:Iteration 44Q (14520.740000 sec): 3 clusters Score: Raw -692998.477700 + Penalty 4230.052144 = -688768.425555 nChanged 7 SP:Iteration 45Q (14520.920000 sec): 3 clusters Score: Raw -693000.371896 + Penalty 4230.052144 = -688770.319751 nChanged 7 SP:Iteration 46Q (14521.150000 sec): 3 clusters Score: Raw -693001.948358 + Penalty 4230.052144 = -688771.896214 nChanged 6 SP:Iteration 47Q (14521.330000 sec): 3 clusters Score: Raw -693003.910218 + Penalty 4230.052144 = -688773.858074 nChanged 9 SP:Iteration 48Q (14521.520000 sec): 3 clusters Score: Raw -693006.053983 + Penalty 4230.052144 = -688776.001839 nChanged 6 SP:Iteration 49Q (14521.720000 sec): 3 clusters Score: Raw -693007.057917 + Penalty 4230.052144 = -688777.005773 nChanged 6 SP:Iteration 50Q (14521.920000 sec): 3 clusters Score: Raw -693009.052471 + Penalty 4230.052144 = -688779.000327 nChanged 10 SP:Iteration 51Q (14522.100000 sec): 3 clusters Score: Raw -693011.286398 + Penalty 4230.052144 = -688781.234254 nChanged 5 SP:Iteration 52Q (14522.270000 sec): 3 clusters Score: Raw -693013.003351 + Penalty 4230.052144 = -688782.951207 nChanged 13 SP:Iteration 53Q (14522.480000 sec): 3 clusters Score: Raw -693016.639911 + Penalty 4230.052144 = -688786.587766 nChanged 14 SP:Iteration 54Q (14522.720000 sec): 3 clusters Score: Raw -693020.610557 + Penalty 4230.052144 = -688790.558412 nChanged 16 SP:Iteration 55Q (14522.920000 sec): 3 clusters Score: Raw -693025.609599 + Penalty 4230.052144 = -688795.557455 nChanged 16 SP:Iteration 56Q (14523.120000 sec): 3 clusters Score: Raw -693030.164087 + Penalty 4230.052144 = -688800.111943 nChanged 13 SP:Iteration 57Q (14523.300000 sec): 3 clusters Score: Raw -693033.722504 + Penalty 4230.052144 = -688803.670360 nChanged 7 SP:Iteration 58Q (14523.490000 sec): 3 clusters Score: Raw -693036.141162 + Penalty 4230.052144 = -688806.089018 nChanged 7 SP:Iteration 59Q (14523.700000 sec): 3 clusters Score: Raw -693038.199564 + Penalty 4230.052144 = -688808.147420 nChanged 7 SP:Iteration 60F (14523.910000 sec): 3 clusters Score: Raw -693040.261120 + Penalty 4230.052144 = -688810.208976 nChanged 12 SP:Iteration 61Q (14524.100000 sec): 3 clusters Score: Raw -693043.955962 + Penalty 4230.052144 = -688813.903818 nChanged 12 SP:Iteration 62Q (14524.330000 sec): 3 clusters Score: Raw -693046.718492 + Penalty 4230.052144 = -688816.666347 nChanged 12 SP:Iteration 63Q (14524.490000 sec): 3 clusters Score: Raw -693049.939642 + Penalty 4230.052144 = -688819.887498 nChanged 14 SP:Iteration 64Q (14524.730000 sec): 3 clusters Score: Raw -693053.435460 + Penalty 4230.052144 = -688823.383316 nChanged 13 SP:Iteration 65Q (14524.960000 sec): 3 clusters Score: Raw -693056.638434 + Penalty 4230.052144 = -688826.586290 nChanged 10 SP:Iteration 66Q (14525.220000 sec): 3 clusters Score: Raw -693059.769302 + Penalty 4230.052144 = -688829.717158 nChanged 12 SP:Iteration 67Q (14525.370000 sec): 3 clusters Score: Raw -693062.825351 + Penalty 4230.052144 = -688832.773207 nChanged 10 SP:Iteration 68Q (14525.550000 sec): 3 clusters Score: Raw -693065.549558 + Penalty 4230.052144 = -688835.497414 nChanged 9 SP:Iteration 69Q (14525.790000 sec): 3 clusters Score: Raw -693068.165461 + Penalty 4230.052144 = -688838.113317 nChanged 13 SP:Iteration 70Q (14525.980000 sec): 3 clusters Score: Raw -693072.608544 + Penalty 4230.052144 = -688842.556400 nChanged 13 SP:Iteration 71Q (14526.190000 sec): 3 clusters Score: Raw -693075.635026 + Penalty 4230.052144 = -688845.582882 nChanged 7 SP:Iteration 72Q (14526.410000 sec): 3 clusters Score: Raw -693077.821492 + Penalty 4230.052144 = -688847.769348 nChanged 10 SP:Iteration 73Q (14526.600000 sec): 3 clusters Score: Raw -693082.604586 + Penalty 4230.052144 = -688852.552442 nChanged 13 SP:Iteration 74Q (14526.830000 sec): 3 clusters Score: Raw -693087.778576 + Penalty 4230.052144 = -688857.726432 nChanged 14 SP:Iteration 75Q (14527.060000 sec): 3 clusters Score: Raw -693095.710546 + Penalty 4230.052144 = -688865.658402 nChanged 22 SP:Iteration 76Q (14527.260000 sec): 3 clusters Score: Raw -693107.264404 + Penalty 4230.052144 = -688877.212260 nChanged 26 SP:Iteration 77Q (14527.490000 sec): 3 clusters Score: Raw -693115.405179 + Penalty 4230.052144 = -688885.353035 nChanged 17 SP:Iteration 78Q (14527.690000 sec): 3 clusters Score: Raw -693120.829368 + Penalty 4230.052144 = -688890.777224 nChanged 12 SP:Iteration 79Q (14527.930000 sec): 3 clusters Score: Raw -693124.003405 + Penalty 4230.052144 = -688893.951261 nChanged 9 SP:Iteration 80F (14528.150000 sec): 3 clusters Score: Raw -693127.490813 + Penalty 4230.052144 = -688897.438669 nChanged 7 SP:Iteration 81Q (14528.340000 sec): 3 clusters Score: Raw -693130.295114 + Penalty 4230.052144 = -688900.242970 nChanged 14 SP:Iteration 82Q (14528.560000 sec): 3 clusters Score: Raw -693135.020663 + Penalty 4230.052144 = -688904.968519 nChanged 21 SP:Iteration 83Q (14528.810000 sec): 3 clusters Score: Raw -693142.457379 + Penalty 4230.052144 = -688912.405235 nChanged 25 SP:Iteration 84Q (14528.980000 sec): 3 clusters Score: Raw -693153.141147 + Penalty 4230.052144 = -688923.089003 nChanged 30 SP:Iteration 85Q (14529.210000 sec): 3 clusters Score: Raw -693162.803306 + Penalty 4230.052144 = -688932.751162 nChanged 27 SP:Iteration 86Q (14529.400000 sec): 3 clusters Score: Raw -693175.180914 + Penalty 4230.052144 = -688945.128770 nChanged 24 SP:Iteration 87Q (14529.550000 sec): 3 clusters Score: Raw -693182.925150 + Penalty 4230.052144 = -688952.873006 nChanged 24 SP:Iteration 88Q (14529.750000 sec): 3 clusters Score: Raw -693194.736201 + Penalty 4230.052144 = -688964.684057 nChanged 32 SP:Iteration 89Q (14529.930000 sec): 3 clusters Score: Raw -693210.785762 + Penalty 4230.052144 = -688980.733618 nChanged 38 SP:Iteration 90Q (14530.110000 sec): 3 clusters Score: Raw -693225.336651 + Penalty 4230.052144 = -688995.284507 nChanged 45 SP:Iteration 91Q (14530.290000 sec): 3 clusters Score: Raw -693245.265433 + Penalty 4230.052144 = -689015.213289 nChanged 37 SP:Iteration 92Q (14530.510000 sec): 3 clusters Score: Raw -693266.159519 + Penalty 4230.052144 = -689036.107374 nChanged 41 SP:Iteration 93Q (14530.690000 sec): 3 clusters Score: Raw -693286.067260 + Penalty 4230.052144 = -689056.015115 nChanged 43 SP:Iteration 94Q (14530.880000 sec): 3 clusters Score: Raw -693303.075153 + Penalty 4230.052144 = -689073.023008 nChanged 27 SP:Iteration 95Q (14531.070000 sec): 3 clusters Score: Raw -693314.423157 + Penalty 4230.052144 = -689084.371012 nChanged 29 SP:Iteration 96Q (14531.230000 sec): 3 clusters Score: Raw -693324.652755 + Penalty 4230.052144 = -689094.600611 nChanged 15 SP:Iteration 97Q (14531.450000 sec): 3 clusters Score: Raw -693330.506455 + Penalty 4230.052144 = -689100.454311 nChanged 20 SP:Iteration 98Q (14531.680000 sec): 3 clusters Score: Raw -693337.872335 + Penalty 4230.052144 = -689107.820191 nChanged 15 SP:Iteration 99Q (14531.880000 sec): 3 clusters Score: Raw -693343.407785 + Penalty 4230.052144 = -689113.355641 nChanged 12 SP:Iteration 100F (14532.050000 sec): 3 clusters Score: Raw -693348.663657 + Penalty 4230.052144 = -689118.611513 nChanged 15 SP:Iteration 101Q (14532.250000 sec): 3 clusters Score: Raw -693354.383359 + Penalty 4230.052144 = -689124.331214 nChanged 12 SP:Iteration 102Q (14532.480000 sec): 3 clusters Score: Raw -693360.329058 + Penalty 4230.052144 = -689130.276914 nChanged 15 SP:Iteration 103Q (14532.690000 sec): 3 clusters Score: Raw -693366.408143 + Penalty 4230.052144 = -689136.355999 nChanged 13 SP:Iteration 104Q (14532.900000 sec): 3 clusters Score: Raw -693370.797346 + Penalty 4230.052144 = -689140.745202 nChanged 14 SP:Iteration 105Q (14533.090000 sec): 3 clusters Score: Raw -693375.888193 + Penalty 4230.052144 = -689145.836049 nChanged 10 SP:Iteration 106Q (14533.310000 sec): 3 clusters Score: Raw -693379.414986 + Penalty 4230.052144 = -689149.362842 nChanged 8 SP:Iteration 107Q (14533.510000 sec): 3 clusters Score: Raw -693382.307319 + Penalty 4230.052144 = -689152.255175 nChanged 6 SP:Iteration 108Q (14533.730000 sec): 3 clusters Score: Raw -693384.608629 + Penalty 4230.052144 = -689154.556485 nChanged 6 SP:Iteration 109Q (14533.950000 sec): 3 clusters Score: Raw -693387.029914 + Penalty 4230.052144 = -689156.977770 nChanged 5 SP:Iteration 110Q (14534.150000 sec): 3 clusters Score: Raw -693388.567668 + Penalty 4230.052144 = -689158.515524 nChanged 4 SP:Iteration 111Q (14534.370000 sec): 3 clusters Score: Raw -693390.104204 + Penalty 4230.052144 = -689160.052059 nChanged 6 SP:Iteration 112Q (14534.570000 sec): 3 clusters Score: Raw -693392.526273 + Penalty 4230.052144 = -689162.474129 nChanged 7 SP:Iteration 113Q (14534.730000 sec): 3 clusters Score: Raw -693394.592582 + Penalty 4230.052144 = -689164.540438 nChanged 10 SP:Iteration 114Q (14534.950000 sec): 3 clusters Score: Raw -693397.689729 + Penalty 4230.052144 = -689167.637585 nChanged 9 SP:Iteration 115Q (14535.170000 sec): 3 clusters Score: Raw -693401.916262 + Penalty 4230.052144 = -689171.864118 nChanged 11 SP:Iteration 116Q (14535.360000 sec): 3 clusters Score: Raw -693407.673588 + Penalty 4230.052144 = -689177.621444 nChanged 14 SP:Iteration 117Q (14535.610000 sec): 3 clusters Score: Raw -693415.444800 + Penalty 4230.052144 = -689185.392656 nChanged 19 SP:Iteration 118Q (14535.830000 sec): 3 clusters Score: Raw -693421.909346 + Penalty 4230.052144 = -689191.857202 nChanged 12 SP:Iteration 119Q (14536.020000 sec): 3 clusters Score: Raw -693426.754184 + Penalty 4230.052144 = -689196.702040 nChanged 12 SP:Iteration 120F (14536.250000 sec): 3 clusters Score: Raw -693431.413500 + Penalty 4230.052144 = -689201.361356 nChanged 10 SP:Iteration 121Q (14536.470000 sec): 3 clusters Score: Raw -693433.810904 + Penalty 4230.052144 = -689203.758760 nChanged 5 SP:Iteration 122Q (14536.680000 sec): 3 clusters Score: Raw -693435.450555 + Penalty 4230.052144 = -689205.398411 nChanged 10 SP:Iteration 123Q (14536.900000 sec): 3 clusters Score: Raw -693439.117100 + Penalty 4230.052144 = -689209.064956 nChanged 7 SP:Iteration 124Q (14537.120000 sec): 3 clusters Score: Raw -693441.026219 + Penalty 4230.052144 = -689210.974075 nChanged 8 SP:Iteration 125Q (14537.340000 sec): 3 clusters Score: Raw -693445.153593 + Penalty 4230.052144 = -689215.101448 nChanged 8 SP:Iteration 126Q (14537.550000 sec): 3 clusters Score: Raw -693449.719577 + Penalty 4230.052144 = -689219.667433 nChanged 9 SP:Iteration 127Q (14537.790000 sec): 3 clusters Score: Raw -693453.415967 + Penalty 4230.052144 = -689223.363823 nChanged 6 SP:Iteration 128Q (14537.990000 sec): 3 clusters Score: Raw -693456.612527 + Penalty 4230.052144 = -689226.560383 nChanged 7 SP:Iteration 129Q (14538.210000 sec): 3 clusters Score: Raw -693459.801625 + Penalty 4230.052144 = -689229.749481 nChanged 4 SP:Iteration 130Q (14538.420000 sec): 3 clusters Score: Raw -693461.410679 + Penalty 4230.052144 = -689231.358535 nChanged 6 SP:Iteration 131Q (14538.640000 sec): 3 clusters Score: Raw -693464.817973 + Penalty 4230.052144 = -689234.765829 nChanged 11 SP:Iteration 132Q (14538.860000 sec): 3 clusters Score: Raw -693469.153403 + Penalty 4230.052144 = -689239.101259 nChanged 11 SP:Iteration 133Q (14539.060000 sec): 3 clusters Score: Raw -693474.398162 + Penalty 4230.052144 = -689244.346018 nChanged 9 SP:Iteration 134Q (14539.270000 sec): 3 clusters Score: Raw -693478.841009 + Penalty 4230.052144 = -689248.788865 nChanged 8 SP:Iteration 135Q (14539.480000 sec): 3 clusters Score: Raw -693484.894445 + Penalty 4230.052144 = -689254.842301 nChanged 9 SP:Iteration 136Q (14539.710000 sec): 3 clusters Score: Raw -693489.712315 + Penalty 4230.052144 = -689259.660171 nChanged 15 SP:Iteration 137Q (14539.930000 sec): 3 clusters Score: Raw -693500.472743 + Penalty 4230.052144 = -689270.420599 nChanged 23 SP:Iteration 138Q (14540.110000 sec): 3 clusters Score: Raw -693513.483072 + Penalty 4230.052144 = -689283.430928 nChanged 22 SP:Iteration 139Q (14540.350000 sec): 3 clusters Score: Raw -693525.568116 + Penalty 4230.052144 = -689295.515972 nChanged 13 SP:Iteration 140F (14540.540000 sec): 3 clusters Score: Raw -693532.101958 + Penalty 4230.052144 = -689302.049814 nChanged 14 SP:Iteration 141Q (14540.800000 sec): 3 clusters Score: Raw -693538.749020 + Penalty 4230.052144 = -689308.696876 nChanged 11 SP:Iteration 142Q (14540.990000 sec): 3 clusters Score: Raw -693545.880304 + Penalty 4230.052144 = -689315.828160 nChanged 11 SP:Iteration 143Q (14541.210000 sec): 3 clusters Score: Raw -693550.733104 + Penalty 4230.052144 = -689320.680960 nChanged 8 SP:Iteration 144Q (14541.410000 sec): 3 clusters Score: Raw -693553.253472 + Penalty 4230.052144 = -689323.201328 nChanged 8 SP:Iteration 145Q (14541.680000 sec): 3 clusters Score: Raw -693556.247195 + Penalty 4230.052144 = -689326.195050 nChanged 5 SP:Iteration 146Q (14541.910000 sec): 3 clusters Score: Raw -693558.045857 + Penalty 4230.052144 = -689327.993712 nChanged 4 SP:Iteration 147Q (14542.100000 sec): 3 clusters Score: Raw -693561.108936 + Penalty 4230.052144 = -689331.056791 nChanged 9 SP:Iteration 148Q (14542.300000 sec): 3 clusters Score: Raw -693565.542204 + Penalty 4230.052144 = -689335.490060 nChanged 7 SP:Iteration 149Q (14542.510000 sec): 3 clusters Score: Raw -693569.980562 + Penalty 4230.052144 = -689339.928418 nChanged 7 SP:Iteration 150Q (14542.680000 sec): 3 clusters Score: Raw -693573.300592 + Penalty 4230.052144 = -689343.248448 nChanged 6 SP:Iteration 151Q (14542.920000 sec): 3 clusters Score: Raw -693575.895152 + Penalty 4230.052144 = -689345.843008 nChanged 6 SP:Iteration 152Q (14543.160000 sec): 3 clusters Score: Raw -693578.752543 + Penalty 4230.052144 = -689348.700398 nChanged 3 SP:Iteration 153Q (14543.370000 sec): 3 clusters Score: Raw -693580.780515 + Penalty 4230.052144 = -689350.728371 nChanged 4 SP:Iteration 154Q (14543.550000 sec): 3 clusters Score: Raw -693583.150041 + Penalty 4230.052144 = -689353.097897 nChanged 4 SP:Iteration 155Q (14543.770000 sec): 3 clusters Score: Raw -693584.638215 + Penalty 4230.052144 = -689354.586071 nChanged 4 SP:Iteration 156Q (14543.980000 sec): 3 clusters Score: Raw -693586.055711 + Penalty 4230.052144 = -689356.003567 nChanged 1 SP:Iteration 157Q (14544.190000 sec): 3 clusters Score: Raw -693586.370616 + Penalty 4230.052144 = -689356.318472 nChanged 2 SP:Iteration 158Q (14544.430000 sec): 3 clusters Score: Raw -693587.878888 + Penalty 4230.052144 = -689357.826744 nChanged 2 SP:Iteration 159Q (14544.620000 sec): 3 clusters Score: Raw -693588.426016 + Penalty 4230.052144 = -689358.373871 nChanged 0 SP:Iteration 160F (14544.790000 sec): 3 clusters Score: Raw -693588.426016 + Penalty 4230.052144 = -689358.373871 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 10 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14544.930000 sec): 2 clusters Score: Raw -205819.087022 + Penalty 1819.075506 = -204000.011516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14545.080000 sec): 3 clusters Score: Raw -205325.537510 + Penalty 3638.151012 = -201687.386498 nChanged 473 SP:Iteration 1F (14545.240000 sec): 3 clusters Score: Raw -205885.355424 + Penalty 3638.151012 = -202247.204412 nChanged 141 SP:Iteration 2F (14545.450000 sec): 3 clusters Score: Raw -206134.274601 + Penalty 3638.151012 = -202496.123590 nChanged 93 SP:Iteration 3F (14545.610000 sec): 3 clusters Score: Raw -206316.521462 + Penalty 3638.151012 = -202678.370450 nChanged 66 SP:Iteration 4Q (14545.780000 sec): 3 clusters Score: Raw -206417.692810 + Penalty 3638.151012 = -202779.541798 nChanged 54 SP:Iteration 5Q (14545.940000 sec): 3 clusters Score: Raw -206502.901820 + Penalty 3638.151012 = -202864.750808 nChanged 50 SP:Iteration 6Q (14546.140000 sec): 3 clusters Score: Raw -206602.744938 + Penalty 3638.151012 = -202964.593926 nChanged 49 SP:Iteration 7Q (14546.340000 sec): 3 clusters Score: Raw -206696.124148 + Penalty 3638.151012 = -203057.973136 nChanged 41 SP:Iteration 8Q (14546.510000 sec): 3 clusters Score: Raw -206764.085092 + Penalty 3638.151012 = -203125.934080 nChanged 39 SP:Iteration 9Q (14546.760000 sec): 3 clusters Score: Raw -206828.013968 + Penalty 3638.151012 = -203189.862956 nChanged 30 SP:Iteration 10Q (14546.910000 sec): 3 clusters Score: Raw -206867.357345 + Penalty 3638.151012 = -203229.206333 nChanged 20 SP:Iteration 11Q (14547.070000 sec): 3 clusters Score: Raw -206890.491240 + Penalty 3638.151012 = -203252.340228 nChanged 19 SP:Iteration 12Q (14547.310000 sec): 3 clusters Score: Raw -206911.250143 + Penalty 3638.151012 = -203273.099131 nChanged 14 SP:Iteration 13Q (14547.530000 sec): 3 clusters Score: Raw -206926.378264 + Penalty 3638.151012 = -203288.227252 nChanged 13 SP:Iteration 14Q (14547.730000 sec): 3 clusters Score: Raw -206942.915851 + Penalty 3638.151012 = -203304.764839 nChanged 10 SP:Iteration 15Q (14547.950000 sec): 3 clusters Score: Raw -206952.659163 + Penalty 3638.151012 = -203314.508151 nChanged 9 SP:Iteration 16Q (14548.130000 sec): 3 clusters Score: Raw -206958.988346 + Penalty 3638.151012 = -203320.837334 nChanged 6 SP:Iteration 17Q (14548.290000 sec): 3 clusters Score: Raw -206964.997081 + Penalty 3638.151012 = -203326.846069 nChanged 3 SP:Iteration 18Q (14548.540000 sec): 3 clusters Score: Raw -206966.648755 + Penalty 3638.151012 = -203328.497743 nChanged 3 SP:Iteration 19Q (14548.720000 sec): 3 clusters Score: Raw -206968.404333 + Penalty 3638.151012 = -203330.253321 nChanged 2 SP:Iteration 20F (14548.930000 sec): 3 clusters Score: Raw -206971.576172 + Penalty 3638.151012 = -203333.425160 nChanged 2 SP:Iteration 21Q (14549.170000 sec): 3 clusters Score: Raw -206973.388056 + Penalty 3638.151012 = -203335.237044 nChanged 0 SP:Iteration 22F (14549.360000 sec): 3 clusters Score: Raw -206973.388056 + Penalty 3638.151012 = -203335.237044 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 11 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14549.500000 sec): 2 clusters Score: Raw -17788.310837 + Penalty 1276.578630 = -16511.732207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14549.700000 sec): 3 clusters Score: Raw -18181.127550 + Penalty 2553.157260 = -15627.970289 nChanged 24 SP:Iteration 1F (14549.850000 sec): 3 clusters Score: Raw -18327.969028 + Penalty 2553.157260 = -15774.811768 nChanged 5 SP:Iteration 2Q (14550.090000 sec): 3 clusters Score: Raw -18439.578521 + Penalty 2553.157260 = -15886.421261 nChanged 2 SP:Iteration 3Q (14550.280000 sec): 3 clusters Score: Raw -18468.289787 + Penalty 2553.157260 = -15915.132527 nChanged 0 SP:Iteration 4F (14550.420000 sec): 3 clusters Score: Raw -18468.289787 + Penalty 2553.157260 = -15915.132527 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 12 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14550.550000 sec): 2 clusters Score: Raw -21058.331951 + Penalty 1297.314937 = -19761.017014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14550.750000 sec): 3 clusters Score: Raw -21257.604364 + Penalty 2594.629874 = -18662.974490 nChanged 16 SP:Iteration 1F (14550.920000 sec): 3 clusters Score: Raw -21358.229421 + Penalty 2594.629874 = -18763.599547 nChanged 3 SP:Iteration 2Q (14551.040000 sec): 3 clusters Score: Raw -21377.780417 + Penalty 2594.629874 = -18783.150543 nChanged 2 SP:Iteration 3Q (14551.250000 sec): 3 clusters Score: Raw -21387.385288 + Penalty 2594.629874 = -18792.755414 nChanged 1 SP:Iteration 4Q (14551.440000 sec): 3 clusters Score: Raw -21390.356988 + Penalty 2594.629874 = -18795.727114 nChanged 0 SP:Iteration 5F (14551.640000 sec): 3 clusters Score: Raw -21390.356988 + Penalty 2594.629874 = -18795.727114 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 13 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14551.770000 sec): 2 clusters Score: Raw -22737.641713 + Penalty 1286.471680 = -21451.170033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14551.970000 sec): 3 clusters Score: Raw -22936.787699 + Penalty 2572.943360 = -20363.844339 nChanged 11 SP:Iteration 1F (14552.110000 sec): 3 clusters Score: Raw -22983.462929 + Penalty 2572.943360 = -20410.519569 nChanged 2 SP:Iteration 2Q (14552.300000 sec): 3 clusters Score: Raw -23003.103960 + Penalty 2572.943360 = -20430.160600 nChanged 3 SP:Iteration 3Q (14552.490000 sec): 3 clusters Score: Raw -23019.441449 + Penalty 2572.943360 = -20446.498090 nChanged 0 SP:Iteration 4F (14552.710000 sec): 3 clusters Score: Raw -23019.441449 + Penalty 2572.943360 = -20446.498090 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 14 (8883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14552.800000 sec): 2 clusters Score: Raw -1199814.109970 + Penalty 2254.789865 = -1197559.320105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14553.030000 sec): 3 clusters Score: Raw -1195025.992789 + Penalty 4509.579730 = -1190516.413059 nChanged 3693 SP:Iteration 1F (14553.270000 sec): 3 clusters Score: Raw -1196961.677355 + Penalty 4509.579730 = -1192452.097625 nChanged 562 SP:Iteration 2F (14553.550000 sec): 3 clusters Score: Raw -1197194.500707 + Penalty 4509.579730 = -1192684.920977 nChanged 415 SP:Iteration 3Q (14553.800000 sec): 3 clusters Score: Raw -1197371.513593 + Penalty 4509.579730 = -1192861.933863 nChanged 349 SP:Iteration 4Q (14554.020000 sec): 3 clusters Score: Raw -1197513.794441 + Penalty 4509.579730 = -1193004.214711 nChanged 280 SP:Iteration 5Q (14554.270000 sec): 3 clusters Score: Raw -1197613.977521 + Penalty 4509.579730 = -1193104.397791 nChanged 245 SP:Iteration 6Q (14554.500000 sec): 3 clusters Score: Raw -1197697.882002 + Penalty 4509.579730 = -1193188.302272 nChanged 194 SP:Iteration 7Q (14554.740000 sec): 3 clusters Score: Raw -1197764.656087 + Penalty 4509.579730 = -1193255.076357 nChanged 207 SP:Iteration 8Q (14555.020000 sec): 3 clusters Score: Raw -1197843.562671 + Penalty 4509.579730 = -1193333.982941 nChanged 208 SP:Iteration 9Q (14555.250000 sec): 3 clusters Score: Raw -1197920.283323 + Penalty 4509.579730 = -1193410.703593 nChanged 199 SP:Iteration 10Q (14555.490000 sec): 3 clusters Score: Raw -1197979.929522 + Penalty 4509.579730 = -1193470.349792 nChanged 164 SP:Iteration 11Q (14555.710000 sec): 3 clusters Score: Raw -1198027.765359 + Penalty 4509.579730 = -1193518.185629 nChanged 144 SP:Iteration 12Q (14555.930000 sec): 3 clusters Score: Raw -1198065.325917 + Penalty 4509.579730 = -1193555.746187 nChanged 129 SP:Iteration 13Q (14556.190000 sec): 3 clusters Score: Raw -1198102.776636 + Penalty 4509.579730 = -1193593.196906 nChanged 120 SP:Iteration 14Q (14556.410000 sec): 3 clusters Score: Raw -1198140.434664 + Penalty 4509.579730 = -1193630.854934 nChanged 129 SP:Iteration 15Q (14556.690000 sec): 3 clusters Score: Raw -1198176.856486 + Penalty 4509.579730 = -1193667.276757 nChanged 109 SP:Iteration 16Q (14556.860000 sec): 3 clusters Score: Raw -1198205.919076 + Penalty 4509.579730 = -1193696.339346 nChanged 116 SP:Iteration 17Q (14557.130000 sec): 3 clusters Score: Raw -1198237.164901 + Penalty 4509.579730 = -1193727.585171 nChanged 111 SP:Iteration 18Q (14557.290000 sec): 3 clusters Score: Raw -1198271.555996 + Penalty 4509.579730 = -1193761.976267 nChanged 122 SP:Iteration 19Q (14557.570000 sec): 3 clusters Score: Raw -1198310.499128 + Penalty 4509.579730 = -1193800.919398 nChanged 133 SP:Iteration 20F (14557.800000 sec): 3 clusters Score: Raw -1198358.920924 + Penalty 4509.579730 = -1193849.341194 nChanged 164 SP:Iteration 21Q (14558.040000 sec): 3 clusters Score: Raw -1198422.539335 + Penalty 4509.579730 = -1193912.959605 nChanged 170 SP:Iteration 22Q (14558.240000 sec): 3 clusters Score: Raw -1198489.425517 + Penalty 4509.579730 = -1193979.845787 nChanged 181 SP:Iteration 23Q (14558.430000 sec): 3 clusters Score: Raw -1198564.791610 + Penalty 4509.579730 = -1194055.211880 nChanged 182 SP:Iteration 24Q (14558.680000 sec): 3 clusters Score: Raw -1198650.583678 + Penalty 4509.579730 = -1194141.003949 nChanged 190 SP:Iteration 25Q (14558.940000 sec): 3 clusters Score: Raw -1198744.941957 + Penalty 4509.579730 = -1194235.362227 nChanged 211 SP:Iteration 26Q (14559.150000 sec): 3 clusters Score: Raw -1198853.930314 + Penalty 4509.579730 = -1194344.350584 nChanged 220 SP:Iteration 27Q (14559.430000 sec): 3 clusters Score: Raw -1198987.600750 + Penalty 4509.579730 = -1194478.021020 nChanged 252 SP:Iteration 28Q (14559.670000 sec): 3 clusters Score: Raw -1199158.797229 + Penalty 4509.579730 = -1194649.217499 nChanged 249 SP:Iteration 29Q (14559.850000 sec): 3 clusters Score: Raw -1199337.133204 + Penalty 4509.579730 = -1194827.553474 nChanged 218 SP:Iteration 30Q (14560.130000 sec): 3 clusters Score: Raw -1199499.595806 + Penalty 4509.579730 = -1194990.016076 nChanged 161 SP:Iteration 31Q (14560.350000 sec): 3 clusters Score: Raw -1199605.013967 + Penalty 4509.579730 = -1195095.434238 nChanged 126 SP:Iteration 32Q (14560.570000 sec): 3 clusters Score: Raw -1199697.783137 + Penalty 4509.579730 = -1195188.203407 nChanged 106 SP:Iteration 33Q (14560.790000 sec): 3 clusters Score: Raw -1199780.355304 + Penalty 4509.579730 = -1195270.775574 nChanged 93 SP:Iteration 34Q (14561.020000 sec): 3 clusters Score: Raw -1199852.105210 + Penalty 4509.579730 = -1195342.525480 nChanged 65 SP:Iteration 35Q (14561.260000 sec): 3 clusters Score: Raw -1199895.337665 + Penalty 4509.579730 = -1195385.757935 nChanged 38 SP:Iteration 36Q (14561.460000 sec): 3 clusters Score: Raw -1199921.462759 + Penalty 4509.579730 = -1195411.883029 nChanged 38 SP:Iteration 37Q (14561.700000 sec): 3 clusters Score: Raw -1199957.865129 + Penalty 4509.579730 = -1195448.285399 nChanged 27 SP:Iteration 38Q (14561.920000 sec): 3 clusters Score: Raw -1199982.249107 + Penalty 4509.579730 = -1195472.669377 nChanged 21 SP:Iteration 39Q (14562.150000 sec): 3 clusters Score: Raw -1200003.126718 + Penalty 4509.579730 = -1195493.546988 nChanged 24 SP:Iteration 40F (14562.360000 sec): 3 clusters Score: Raw -1200025.632346 + Penalty 4509.579730 = -1195516.052616 nChanged 14 SP:Iteration 41Q (14562.570000 sec): 3 clusters Score: Raw -1200037.307303 + Penalty 4509.579730 = -1195527.727573 nChanged 12 SP:Iteration 42Q (14562.760000 sec): 3 clusters Score: Raw -1200045.571227 + Penalty 4509.579730 = -1195535.991497 nChanged 9 SP:Iteration 43Q (14562.950000 sec): 3 clusters Score: Raw -1200050.523137 + Penalty 4509.579730 = -1195540.943407 nChanged 10 SP:Iteration 44Q (14563.170000 sec): 3 clusters Score: Raw -1200058.567798 + Penalty 4509.579730 = -1195548.988068 nChanged 11 SP:Iteration 45Q (14563.450000 sec): 3 clusters Score: Raw -1200065.961465 + Penalty 4509.579730 = -1195556.381736 nChanged 9 SP:Iteration 46Q (14563.660000 sec): 3 clusters Score: Raw -1200071.672451 + Penalty 4509.579730 = -1195562.092721 nChanged 7 SP:Iteration 47Q (14563.940000 sec): 3 clusters Score: Raw -1200077.609807 + Penalty 4509.579730 = -1195568.030077 nChanged 9 SP:Iteration 48Q (14564.190000 sec): 3 clusters Score: Raw -1200085.931782 + Penalty 4509.579730 = -1195576.352052 nChanged 10 SP:Iteration 49Q (14564.400000 sec): 3 clusters Score: Raw -1200093.006378 + Penalty 4509.579730 = -1195583.426648 nChanged 3 SP:Iteration 50Q (14564.640000 sec): 3 clusters Score: Raw -1200094.944923 + Penalty 4509.579730 = -1195585.365193 nChanged 3 SP:Iteration 51Q (14564.870000 sec): 3 clusters Score: Raw -1200097.051675 + Penalty 4509.579730 = -1195587.471945 nChanged 1 SP:Iteration 52Q (14565.080000 sec): 3 clusters Score: Raw -1200097.765307 + Penalty 4509.579730 = -1195588.185578 nChanged 0 SP:Iteration 53F (14565.330000 sec): 3 clusters Score: Raw -1200097.765307 + Penalty 4509.579730 = -1195588.185578 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 15 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14565.440000 sec): 2 clusters Score: Raw -16864.084538 + Penalty 1216.508145 = -15647.576392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14565.640000 sec): 3 clusters Score: Raw -17144.903365 + Penalty 2433.016290 = -14711.887075 nChanged 3 SP:Iteration 1Q (14565.830000 sec): 3 clusters Score: Raw -17157.566719 + Penalty 2433.016290 = -14724.550428 nChanged 2 SP:Iteration 2Q (14566.020000 sec): 3 clusters Score: Raw -17178.900085 + Penalty 2433.016290 = -14745.883795 nChanged 1 SP:Iteration 3Q (14566.190000 sec): 3 clusters Score: Raw -17185.244175 + Penalty 2433.016290 = -14752.227884 nChanged 0 SP:Iteration 4F (14566.370000 sec): 3 clusters Score: Raw -17185.244175 + Penalty 2433.016290 = -14752.227884 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 16 (98321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14566.870000 sec): 2 clusters Score: Raw -13533395.542051 + Penalty 2851.006243 = -13530544.535808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14567.580000 sec): 3 clusters Score: Raw -13470440.289119 + Penalty 5702.012486 = -13464738.276633 nChanged 46417 SP:Iteration 1F (14568.270000 sec): 3 clusters Score: Raw -13497035.560642 + Penalty 5702.012486 = -13491333.548156 nChanged 3447 SP:Iteration 2Q (14569.120000 sec): 3 clusters Score: Raw -13498004.650995 + Penalty 5702.012486 = -13492302.638510 nChanged 3627 SP:Iteration 3Q (14569.960000 sec): 3 clusters Score: Raw -13499211.409871 + Penalty 5702.012486 = -13493509.397385 nChanged 4194 SP:Iteration 4Q (14570.640000 sec): 3 clusters Score: Raw -13500877.775800 + Penalty 5702.012486 = -13495175.763314 nChanged 5026 SP:Iteration 5F (14571.320000 sec): 3 clusters Score: Raw -13503303.136921 + Penalty 5702.012486 = -13497601.124435 nChanged 6014 SP:Iteration 6F (14572.040000 sec): 3 clusters Score: Raw -13506845.433461 + Penalty 5702.012486 = -13501143.420976 nChanged 6893 SP:Iteration 7F (14572.680000 sec): 3 clusters Score: Raw -13511549.546402 + Penalty 5702.012486 = -13505847.533916 nChanged 6963 SP:Iteration 8F (14573.510000 sec): 3 clusters Score: Raw -13516743.845833 + Penalty 5702.012486 = -13511041.833347 nChanged 6262 SP:Iteration 9F (14574.320000 sec): 3 clusters Score: Raw -13521735.644502 + Penalty 5702.012486 = -13516033.632016 nChanged 4947 SP:Iteration 10F (14575.040000 sec): 3 clusters Score: Raw -13525780.498012 + Penalty 5702.012486 = -13520078.485526 nChanged 3633 SP:Iteration 11Q (14575.710000 sec): 3 clusters Score: Raw -13528695.222296 + Penalty 5702.012486 = -13522993.209810 nChanged 2485 SP:Iteration 12Q (14576.360000 sec): 3 clusters Score: Raw -13530510.936880 + Penalty 5702.012486 = -13524808.924394 nChanged 1704 SP:Iteration 13Q (14577.030000 sec): 3 clusters Score: Raw -13531616.506262 + Penalty 5702.012486 = -13525914.493776 nChanged 1204 SP:Iteration 14Q (14577.690000 sec): 3 clusters Score: Raw -13532297.604219 + Penalty 5702.012486 = -13526595.591733 nChanged 897 SP:Iteration 15Q (14578.430000 sec): 3 clusters Score: Raw -13532758.054059 + Penalty 5702.012486 = -13527056.041573 nChanged 662 SP:Iteration 16Q (14579.100000 sec): 3 clusters Score: Raw -13533096.022760 + Penalty 5702.012486 = -13527394.010275 nChanged 520 SP:Iteration 17Q (14579.780000 sec): 3 clusters Score: Raw -13533372.630893 + Penalty 5702.012486 = -13527670.618407 nChanged 400 SP:Iteration 18Q (14580.360000 sec): 3 clusters Score: Raw -13533588.979785 + Penalty 5702.012486 = -13527886.967299 nChanged 293 SP:Iteration 19Q (14580.970000 sec): 3 clusters Score: Raw -13533731.334762 + Penalty 5702.012486 = -13528029.322277 nChanged 215 SP:Iteration 20F (14581.620000 sec): 3 clusters Score: Raw -13533853.351079 + Penalty 5702.012486 = -13528151.338593 nChanged 178 SP:Iteration 21Q (14582.340000 sec): 3 clusters Score: Raw -13533957.044371 + Penalty 5702.012486 = -13528255.031885 nChanged 146 SP:Iteration 22Q (14583.040000 sec): 3 clusters Score: Raw -13534048.009878 + Penalty 5702.012486 = -13528345.997392 nChanged 130 SP:Iteration 23Q (14583.670000 sec): 3 clusters Score: Raw -13534115.713654 + Penalty 5702.012486 = -13528413.701168 nChanged 107 SP:Iteration 24Q (14584.230000 sec): 3 clusters Score: Raw -13534173.957332 + Penalty 5702.012486 = -13528471.944846 nChanged 96 SP:Iteration 25Q (14584.810000 sec): 3 clusters Score: Raw -13534214.538695 + Penalty 5702.012486 = -13528512.526209 nChanged 67 SP:Iteration 26Q (14585.400000 sec): 3 clusters Score: Raw -13534241.678285 + Penalty 5702.012486 = -13528539.665800 nChanged 48 SP:Iteration 27Q (14585.970000 sec): 3 clusters Score: Raw -13534259.297065 + Penalty 5702.012486 = -13528557.284579 nChanged 36 SP:Iteration 28Q (14586.570000 sec): 3 clusters Score: Raw -13534272.111168 + Penalty 5702.012486 = -13528570.098682 nChanged 35 SP:Iteration 29Q (14587.220000 sec): 3 clusters Score: Raw -13534283.590911 + Penalty 5702.012486 = -13528581.578426 nChanged 28 SP:Iteration 30Q (14587.900000 sec): 3 clusters Score: Raw -13534293.824709 + Penalty 5702.012486 = -13528591.812224 nChanged 26 SP:Iteration 31Q (14588.520000 sec): 3 clusters Score: Raw -13534301.121456 + Penalty 5702.012486 = -13528599.108970 nChanged 22 SP:Iteration 32Q (14589.160000 sec): 3 clusters Score: Raw -13534309.112863 + Penalty 5702.012486 = -13528607.100377 nChanged 16 SP:Iteration 33Q (14589.810000 sec): 3 clusters Score: Raw -13534313.374702 + Penalty 5702.012486 = -13528611.362217 nChanged 12 SP:Iteration 34Q (14590.480000 sec): 3 clusters Score: Raw -13534317.213871 + Penalty 5702.012486 = -13528615.201385 nChanged 9 SP:Iteration 35Q (14591.080000 sec): 3 clusters Score: Raw -13534319.416556 + Penalty 5702.012486 = -13528617.404070 nChanged 6 SP:Iteration 36Q (14591.810000 sec): 3 clusters Score: Raw -13534321.091600 + Penalty 5702.012486 = -13528619.079114 nChanged 4 SP:Iteration 37Q (14592.520000 sec): 3 clusters Score: Raw -13534323.062101 + Penalty 5702.012486 = -13528621.049615 nChanged 5 SP:Iteration 38Q (14593.130000 sec): 3 clusters Score: Raw -13534324.648374 + Penalty 5702.012486 = -13528622.635888 nChanged 7 SP:Iteration 39Q (14593.800000 sec): 3 clusters Score: Raw -13534326.658980 + Penalty 5702.012486 = -13528624.646495 nChanged 6 SP:Iteration 40F (14594.560000 sec): 3 clusters Score: Raw -13534328.515637 + Penalty 5702.012486 = -13528626.503151 nChanged 4 SP:Iteration 41Q (14595.270000 sec): 3 clusters Score: Raw -13534329.465154 + Penalty 5702.012486 = -13528627.452669 nChanged 2 SP:Iteration 42Q (14595.950000 sec): 3 clusters Score: Raw -13534329.827245 + Penalty 5702.012486 = -13528627.814759 nChanged 4 SP:Iteration 43Q (14596.550000 sec): 3 clusters Score: Raw -13534331.418456 + Penalty 5702.012486 = -13528629.405970 nChanged 4 SP:Iteration 44Q (14597.260000 sec): 3 clusters Score: Raw -13534332.890074 + Penalty 5702.012486 = -13528630.877588 nChanged 3 SP:Iteration 45Q (14597.950000 sec): 3 clusters Score: Raw -13534333.291983 + Penalty 5702.012486 = -13528631.279497 nChanged 1 SP:Iteration 46Q (14598.690000 sec): 3 clusters Score: Raw -13534333.536594 + Penalty 5702.012486 = -13528631.524108 nChanged 0 SP:Iteration 47F (14599.480000 sec): 3 clusters Score: Raw -13534333.536594 + Penalty 5702.012486 = -13528631.524108 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 17 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14599.630000 sec): 2 clusters Score: Raw -68014.226684 + Penalty 1550.472163 = -66463.754521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14599.830000 sec): 3 clusters Score: Raw -68089.714442 + Penalty 3100.944326 = -64988.770116 nChanged 104 SP:Iteration 1F (14600.000000 sec): 3 clusters Score: Raw -68261.783887 + Penalty 3100.944326 = -65160.839561 nChanged 20 SP:Iteration 2Q (14600.180000 sec): 3 clusters Score: Raw -68315.944185 + Penalty 3100.944326 = -65214.999859 nChanged 8 SP:Iteration 3Q (14600.390000 sec): 3 clusters Score: Raw -68328.437655 + Penalty 3100.944326 = -65227.493329 nChanged 4 SP:Iteration 4Q (14600.560000 sec): 3 clusters Score: Raw -68338.349194 + Penalty 3100.944326 = -65237.404868 nChanged 3 SP:Iteration 5Q (14600.800000 sec): 3 clusters Score: Raw -68343.416520 + Penalty 3100.944326 = -65242.472194 nChanged 0 SP:Iteration 6F (14601.000000 sec): 3 clusters Score: Raw -68343.416520 + Penalty 3100.944326 = -65242.472194 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 18 (19757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14601.170000 sec): 2 clusters Score: Raw -2657708.989818 + Penalty 2453.033258 = -2655255.956560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14601.510000 sec): 3 clusters Score: Raw -2646167.217038 + Penalty 4906.066516 = -2641261.150522 nChanged 8757 SP:Iteration 1F (14601.830000 sec): 3 clusters Score: Raw -2650739.179855 + Penalty 4906.066516 = -2645833.113339 nChanged 1071 SP:Iteration 2F (14602.150000 sec): 3 clusters Score: Raw -2651130.620890 + Penalty 4906.066516 = -2646224.554374 nChanged 894 SP:Iteration 3Q (14602.470000 sec): 3 clusters Score: Raw -2651438.714905 + Penalty 4906.066516 = -2646532.648388 nChanged 775 SP:Iteration 4Q (14602.780000 sec): 3 clusters Score: Raw -2651683.531311 + Penalty 4906.066516 = -2646777.464794 nChanged 694 SP:Iteration 5Q (14603.100000 sec): 3 clusters Score: Raw -2651910.801542 + Penalty 4906.066516 = -2647004.735026 nChanged 658 SP:Iteration 6Q (14603.480000 sec): 3 clusters Score: Raw -2652143.396524 + Penalty 4906.066516 = -2647237.330007 nChanged 668 SP:Iteration 7Q (14603.800000 sec): 3 clusters Score: Raw -2652393.543195 + Penalty 4906.066516 = -2647487.476678 nChanged 684 SP:Iteration 8Q (14604.110000 sec): 3 clusters Score: Raw -2652700.740886 + Penalty 4906.066516 = -2647794.674370 nChanged 708 SP:Iteration 9Q (14604.490000 sec): 3 clusters Score: Raw -2653064.541181 + Penalty 4906.066516 = -2648158.474664 nChanged 807 SP:Iteration 10Q (14604.790000 sec): 3 clusters Score: Raw -2653507.519188 + Penalty 4906.066516 = -2648601.452672 nChanged 834 SP:Iteration 11Q (14605.150000 sec): 3 clusters Score: Raw -2654002.454750 + Penalty 4906.066516 = -2649096.388234 nChanged 932 SP:Iteration 12Q (14605.460000 sec): 3 clusters Score: Raw -2654589.023805 + Penalty 4906.066516 = -2649682.957289 nChanged 940 SP:Iteration 13Q (14605.780000 sec): 3 clusters Score: Raw -2655253.066580 + Penalty 4906.066516 = -2650347.000063 nChanged 927 SP:Iteration 14Q (14606.070000 sec): 3 clusters Score: Raw -2655917.723635 + Penalty 4906.066516 = -2651011.657118 nChanged 775 SP:Iteration 15Q (14606.390000 sec): 3 clusters Score: Raw -2656431.598638 + Penalty 4906.066516 = -2651525.532122 nChanged 568 SP:Iteration 16Q (14606.660000 sec): 3 clusters Score: Raw -2656825.502851 + Penalty 4906.066516 = -2651919.436335 nChanged 421 SP:Iteration 17Q (14606.980000 sec): 3 clusters Score: Raw -2657172.021908 + Penalty 4906.066516 = -2652265.955392 nChanged 332 SP:Iteration 18Q (14607.330000 sec): 3 clusters Score: Raw -2657359.648571 + Penalty 4906.066516 = -2652453.582055 nChanged 259 SP:Iteration 19Q (14607.650000 sec): 3 clusters Score: Raw -2657473.697830 + Penalty 4906.066516 = -2652567.631314 nChanged 225 SP:Iteration 20F (14607.960000 sec): 3 clusters Score: Raw -2657558.181356 + Penalty 4906.066516 = -2652652.114839 nChanged 193 SP:Iteration 21Q (14608.280000 sec): 3 clusters Score: Raw -2657619.149486 + Penalty 4906.066516 = -2652713.082969 nChanged 169 SP:Iteration 22Q (14608.610000 sec): 3 clusters Score: Raw -2657665.006169 + Penalty 4906.066516 = -2652758.939653 nChanged 127 SP:Iteration 23Q (14608.940000 sec): 3 clusters Score: Raw -2657699.122167 + Penalty 4906.066516 = -2652793.055650 nChanged 115 SP:Iteration 24Q (14609.200000 sec): 3 clusters Score: Raw -2657728.348885 + Penalty 4906.066516 = -2652822.282368 nChanged 116 SP:Iteration 25Q (14609.480000 sec): 3 clusters Score: Raw -2657759.191353 + Penalty 4906.066516 = -2652853.124837 nChanged 107 SP:Iteration 26Q (14609.800000 sec): 3 clusters Score: Raw -2657780.642532 + Penalty 4906.066516 = -2652874.576016 nChanged 68 SP:Iteration 27Q (14610.070000 sec): 3 clusters Score: Raw -2657793.126874 + Penalty 4906.066516 = -2652887.060358 nChanged 66 SP:Iteration 28Q (14610.290000 sec): 3 clusters Score: Raw -2657804.038290 + Penalty 4906.066516 = -2652897.971774 nChanged 57 SP:Iteration 29Q (14610.570000 sec): 3 clusters Score: Raw -2657815.840678 + Penalty 4906.066516 = -2652909.774161 nChanged 55 SP:Iteration 30Q (14610.890000 sec): 3 clusters Score: Raw -2657825.251175 + Penalty 4906.066516 = -2652919.184658 nChanged 47 SP:Iteration 31Q (14611.160000 sec): 3 clusters Score: Raw -2657832.489341 + Penalty 4906.066516 = -2652926.422825 nChanged 40 SP:Iteration 32Q (14611.470000 sec): 3 clusters Score: Raw -2657837.417233 + Penalty 4906.066516 = -2652931.350717 nChanged 29 SP:Iteration 33Q (14611.800000 sec): 3 clusters Score: Raw -2657840.470039 + Penalty 4906.066516 = -2652934.403523 nChanged 28 SP:Iteration 34Q (14612.100000 sec): 3 clusters Score: Raw -2657844.347823 + Penalty 4906.066516 = -2652938.281306 nChanged 32 SP:Iteration 35Q (14612.400000 sec): 3 clusters Score: Raw -2657849.318093 + Penalty 4906.066516 = -2652943.251576 nChanged 35 SP:Iteration 36Q (14612.820000 sec): 3 clusters Score: Raw -2657854.363961 + Penalty 4906.066516 = -2652948.297444 nChanged 34 SP:Iteration 37Q (14613.100000 sec): 3 clusters Score: Raw -2657858.852635 + Penalty 4906.066516 = -2652952.786119 nChanged 23 SP:Iteration 38Q (14613.490000 sec): 3 clusters Score: Raw -2657861.729339 + Penalty 4906.066516 = -2652955.662823 nChanged 27 SP:Iteration 39Q (14613.780000 sec): 3 clusters Score: Raw -2657865.453302 + Penalty 4906.066516 = -2652959.386785 nChanged 32 SP:Iteration 40F (14614.180000 sec): 3 clusters Score: Raw -2657869.781901 + Penalty 4906.066516 = -2652963.715385 nChanged 29 SP:Iteration 41Q (14614.450000 sec): 3 clusters Score: Raw -2657873.230491 + Penalty 4906.066516 = -2652967.163974 nChanged 22 SP:Iteration 42Q (14614.740000 sec): 3 clusters Score: Raw -2657875.738204 + Penalty 4906.066516 = -2652969.671688 nChanged 17 SP:Iteration 43Q (14615.080000 sec): 3 clusters Score: Raw -2657877.649835 + Penalty 4906.066516 = -2652971.583319 nChanged 12 SP:Iteration 44Q (14615.340000 sec): 3 clusters Score: Raw -2657879.245480 + Penalty 4906.066516 = -2652973.178964 nChanged 17 SP:Iteration 45Q (14615.660000 sec): 3 clusters Score: Raw -2657880.829519 + Penalty 4906.066516 = -2652974.763003 nChanged 7 SP:Iteration 46Q (14615.920000 sec): 3 clusters Score: Raw -2657881.512301 + Penalty 4906.066516 = -2652975.445784 nChanged 11 SP:Iteration 47Q (14616.230000 sec): 3 clusters Score: Raw -2657883.228099 + Penalty 4906.066516 = -2652977.161582 nChanged 15 SP:Iteration 48Q (14616.520000 sec): 3 clusters Score: Raw -2657884.983404 + Penalty 4906.066516 = -2652978.916887 nChanged 9 SP:Iteration 49Q (14616.810000 sec): 3 clusters Score: Raw -2657885.753980 + Penalty 4906.066516 = -2652979.687463 nChanged 7 SP:Iteration 50Q (14617.130000 sec): 3 clusters Score: Raw -2657886.480545 + Penalty 4906.066516 = -2652980.414029 nChanged 8 SP:Iteration 51Q (14617.400000 sec): 3 clusters Score: Raw -2657887.466349 + Penalty 4906.066516 = -2652981.399832 nChanged 14 SP:Iteration 52Q (14617.720000 sec): 3 clusters Score: Raw -2657889.715346 + Penalty 4906.066516 = -2652983.648830 nChanged 17 SP:Iteration 53Q (14618.070000 sec): 3 clusters Score: Raw -2657891.524992 + Penalty 4906.066516 = -2652985.458475 nChanged 11 SP:Iteration 54Q (14618.430000 sec): 3 clusters Score: Raw -2657892.497587 + Penalty 4906.066516 = -2652986.431071 nChanged 8 SP:Iteration 55Q (14618.690000 sec): 3 clusters Score: Raw -2657893.021546 + Penalty 4906.066516 = -2652986.955029 nChanged 5 SP:Iteration 56Q (14619.000000 sec): 3 clusters Score: Raw -2657893.560873 + Penalty 4906.066516 = -2652987.494356 nChanged 5 SP:Iteration 57Q (14619.350000 sec): 3 clusters Score: Raw -2657893.925493 + Penalty 4906.066516 = -2652987.858977 nChanged 2 SP:Iteration 58Q (14619.710000 sec): 3 clusters Score: Raw -2657894.262258 + Penalty 4906.066516 = -2652988.195741 nChanged 5 SP:Iteration 59Q (14620.030000 sec): 3 clusters Score: Raw -2657894.715699 + Penalty 4906.066516 = -2652988.649182 nChanged 6 SP:Iteration 60F (14620.340000 sec): 3 clusters Score: Raw -2657895.423726 + Penalty 4906.066516 = -2652989.357209 nChanged 3 SP:Iteration 61Q (14620.660000 sec): 3 clusters Score: Raw -2657895.834275 + Penalty 4906.066516 = -2652989.767759 nChanged 9 SP:Iteration 62Q (14620.980000 sec): 3 clusters Score: Raw -2657897.324995 + Penalty 4906.066516 = -2652991.258478 nChanged 8 SP:Iteration 63Q (14621.300000 sec): 3 clusters Score: Raw -2657898.342371 + Penalty 4906.066516 = -2652992.275855 nChanged 8 SP:Iteration 64Q (14621.540000 sec): 3 clusters Score: Raw -2657899.298771 + Penalty 4906.066516 = -2652993.232255 nChanged 6 SP:Iteration 65Q (14621.830000 sec): 3 clusters Score: Raw -2657899.797119 + Penalty 4906.066516 = -2652993.730602 nChanged 3 SP:Iteration 66Q (14622.160000 sec): 3 clusters Score: Raw -2657899.962968 + Penalty 4906.066516 = -2652993.896452 nChanged 3 SP:Iteration 67Q (14622.410000 sec): 3 clusters Score: Raw -2657900.184864 + Penalty 4906.066516 = -2652994.118348 nChanged 3 SP:Iteration 68Q (14622.710000 sec): 3 clusters Score: Raw -2657900.456402 + Penalty 4906.066516 = -2652994.389886 nChanged 2 SP:Iteration 69Q (14622.960000 sec): 3 clusters Score: Raw -2657900.647946 + Penalty 4906.066516 = -2652994.581430 nChanged 1 SP:Iteration 70Q (14623.250000 sec): 3 clusters Score: Raw -2657900.737954 + Penalty 4906.066516 = -2652994.671437 nChanged 1 SP:Iteration 71Q (14623.530000 sec): 3 clusters Score: Raw -2657900.819633 + Penalty 4906.066516 = -2652994.753116 nChanged 0 SP:Iteration 72F (14623.840000 sec): 3 clusters Score: Raw -2657900.819633 + Penalty 4906.066516 = -2652994.753116 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 19 (3850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14623.990000 sec): 2 clusters Score: Raw -524021.240517 + Penalty 2047.445450 = -521973.795067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14624.200000 sec): 3 clusters Score: Raw -522215.212808 + Penalty 4094.890900 = -518120.321909 nChanged 1404 SP:Iteration 1F (14624.390000 sec): 3 clusters Score: Raw -523044.096260 + Penalty 4094.890900 = -518949.205360 nChanged 290 SP:Iteration 2F (14624.670000 sec): 3 clusters Score: Raw -523229.182694 + Penalty 4094.890900 = -519134.291794 nChanged 194 SP:Iteration 3F (14624.870000 sec): 3 clusters Score: Raw -523341.738540 + Penalty 4094.890900 = -519246.847640 nChanged 145 SP:Iteration 4Q (14625.080000 sec): 3 clusters Score: Raw -523426.726954 + Penalty 4094.890900 = -519331.836054 nChanged 118 SP:Iteration 5Q (14625.280000 sec): 3 clusters Score: Raw -523494.419576 + Penalty 4094.890900 = -519399.528676 nChanged 89 SP:Iteration 6Q (14625.500000 sec): 3 clusters Score: Raw -523536.804830 + Penalty 4094.890900 = -519441.913930 nChanged 56 SP:Iteration 7Q (14625.690000 sec): 3 clusters Score: Raw -523561.523319 + Penalty 4094.890900 = -519466.632419 nChanged 53 SP:Iteration 8Q (14625.830000 sec): 3 clusters Score: Raw -523590.654089 + Penalty 4094.890900 = -519495.763189 nChanged 53 SP:Iteration 9Q (14626.040000 sec): 3 clusters Score: Raw -523620.843864 + Penalty 4094.890900 = -519525.952964 nChanged 54 SP:Iteration 10Q (14626.300000 sec): 3 clusters Score: Raw -523643.854164 + Penalty 4094.890900 = -519548.963264 nChanged 47 SP:Iteration 11Q (14626.510000 sec): 3 clusters Score: Raw -523665.101151 + Penalty 4094.890900 = -519570.210251 nChanged 36 SP:Iteration 12Q (14626.730000 sec): 3 clusters Score: Raw -523686.439199 + Penalty 4094.890900 = -519591.548299 nChanged 49 SP:Iteration 13Q (14626.910000 sec): 3 clusters Score: Raw -523710.180501 + Penalty 4094.890900 = -519615.289601 nChanged 45 SP:Iteration 14Q (14627.110000 sec): 3 clusters Score: Raw -523732.575262 + Penalty 4094.890900 = -519637.684362 nChanged 39 SP:Iteration 15Q (14627.350000 sec): 3 clusters Score: Raw -523753.038092 + Penalty 4094.890900 = -519658.147192 nChanged 48 SP:Iteration 16Q (14627.560000 sec): 3 clusters Score: Raw -523776.858167 + Penalty 4094.890900 = -519681.967267 nChanged 43 SP:Iteration 17Q (14627.750000 sec): 3 clusters Score: Raw -523802.525222 + Penalty 4094.890900 = -519707.634322 nChanged 50 SP:Iteration 18Q (14627.940000 sec): 3 clusters Score: Raw -523830.459074 + Penalty 4094.890900 = -519735.568174 nChanged 51 SP:Iteration 19Q (14628.170000 sec): 3 clusters Score: Raw -523859.726890 + Penalty 4094.890900 = -519764.835990 nChanged 53 SP:Iteration 20F (14628.360000 sec): 3 clusters Score: Raw -523886.470363 + Penalty 4094.890900 = -519791.579463 nChanged 38 SP:Iteration 21Q (14628.540000 sec): 3 clusters Score: Raw -523906.737961 + Penalty 4094.890900 = -519811.847061 nChanged 33 SP:Iteration 22Q (14628.720000 sec): 3 clusters Score: Raw -523923.679772 + Penalty 4094.890900 = -519828.788872 nChanged 34 SP:Iteration 23Q (14628.950000 sec): 3 clusters Score: Raw -523942.243118 + Penalty 4094.890900 = -519847.352218 nChanged 34 SP:Iteration 24Q (14629.110000 sec): 3 clusters Score: Raw -523961.343516 + Penalty 4094.890900 = -519866.452616 nChanged 28 SP:Iteration 25Q (14629.270000 sec): 3 clusters Score: Raw -523974.935961 + Penalty 4094.890900 = -519880.045061 nChanged 34 SP:Iteration 26Q (14629.480000 sec): 3 clusters Score: Raw -523992.943744 + Penalty 4094.890900 = -519898.052844 nChanged 27 SP:Iteration 27Q (14629.670000 sec): 3 clusters Score: Raw -524010.090456 + Penalty 4094.890900 = -519915.199556 nChanged 26 SP:Iteration 28Q (14629.840000 sec): 3 clusters Score: Raw -524026.012574 + Penalty 4094.890900 = -519931.121674 nChanged 26 SP:Iteration 29Q (14630.030000 sec): 3 clusters Score: Raw -524042.612120 + Penalty 4094.890900 = -519947.721220 nChanged 22 SP:Iteration 30Q (14630.220000 sec): 3 clusters Score: Raw -524054.486300 + Penalty 4094.890900 = -519959.595400 nChanged 12 SP:Iteration 31Q (14630.390000 sec): 3 clusters Score: Raw -524061.492084 + Penalty 4094.890900 = -519966.601184 nChanged 9 SP:Iteration 32Q (14630.610000 sec): 3 clusters Score: Raw -524066.443516 + Penalty 4094.890900 = -519971.552616 nChanged 10 SP:Iteration 33Q (14630.850000 sec): 3 clusters Score: Raw -524071.273678 + Penalty 4094.890900 = -519976.382778 nChanged 7 SP:Iteration 34Q (14631.020000 sec): 3 clusters Score: Raw -524073.726214 + Penalty 4094.890900 = -519978.835314 nChanged 4 SP:Iteration 35Q (14631.200000 sec): 3 clusters Score: Raw -524075.386258 + Penalty 4094.890900 = -519980.495358 nChanged 1 SP:Iteration 36Q (14631.410000 sec): 3 clusters Score: Raw -524076.259570 + Penalty 4094.890900 = -519981.368670 nChanged 0 SP:Iteration 37F (14631.640000 sec): 3 clusters Score: Raw -524076.259570 + Penalty 4094.890900 = -519981.368670 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 20 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14631.740000 sec): 2 clusters Score: Raw -27877.510161 + Penalty 1340.978599 = -26536.531562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14631.950000 sec): 3 clusters Score: Raw -28027.611439 + Penalty 2681.957199 = -25345.654241 nChanged 16 SP:Iteration 1F (14632.120000 sec): 3 clusters Score: Raw -28126.378882 + Penalty 2681.957199 = -25444.421683 nChanged 8 SP:Iteration 2Q (14632.270000 sec): 3 clusters Score: Raw -28182.513531 + Penalty 2681.957199 = -25500.556332 nChanged 2 SP:Iteration 3Q (14632.460000 sec): 3 clusters Score: Raw -28195.396111 + Penalty 2681.957199 = -25513.438912 nChanged 2 SP:Iteration 4Q (14632.640000 sec): 3 clusters Score: Raw -28201.663224 + Penalty 2681.957199 = -25519.706026 nChanged 0 SP:Iteration 5F (14632.840000 sec): 3 clusters Score: Raw -28201.663224 + Penalty 2681.957199 = -25519.706026 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 21 (257793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14634.100000 sec): 2 clusters Score: Raw -34867625.265888 + Penalty 3090.058230 = -34864535.207659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14635.710000 sec): 3 clusters Score: Raw -34697496.755109 + Penalty 6180.116459 = -34691316.638650 nChanged 124585 SP:Iteration 1F (14637.340000 sec): 3 clusters Score: Raw -34770519.802417 + Penalty 6180.116459 = -34764339.685958 nChanged 5948 SP:Iteration 2Q (14638.990000 sec): 3 clusters Score: Raw -34771518.839943 + Penalty 6180.116459 = -34765338.723484 nChanged 6275 SP:Iteration 3Q (14640.790000 sec): 3 clusters Score: Raw -34772716.818515 + Penalty 6180.116459 = -34766536.702056 nChanged 6870 SP:Iteration 4Q (14642.470000 sec): 3 clusters Score: Raw -34774279.362601 + Penalty 6180.116459 = -34768099.246142 nChanged 7993 SP:Iteration 5Q (14644.240000 sec): 3 clusters Score: Raw -34776575.235669 + Penalty 6180.116459 = -34770395.119209 nChanged 9509 SP:Iteration 6Q (14645.850000 sec): 3 clusters Score: Raw -34780083.276705 + Penalty 6180.116459 = -34773903.160245 nChanged 12129 SP:Iteration 7Q (14647.630000 sec): 3 clusters Score: Raw -34785982.327940 + Penalty 6180.116459 = -34779802.211481 nChanged 15332 SP:Iteration 8F (14649.450000 sec): 3 clusters Score: Raw -34795746.203707 + Penalty 6180.116459 = -34789566.087248 nChanged 18602 SP:Iteration 9F (14651.150000 sec): 3 clusters Score: Raw -34810085.405813 + Penalty 6180.116459 = -34803905.289353 nChanged 19554 SP:Iteration 10F (14652.910000 sec): 3 clusters Score: Raw -34826885.261266 + Penalty 6180.116459 = -34820705.144807 nChanged 17563 SP:Iteration 11F (14654.490000 sec): 3 clusters Score: Raw -34842709.064682 + Penalty 6180.116459 = -34836528.948223 nChanged 12920 SP:Iteration 12F (14656.200000 sec): 3 clusters Score: Raw -34854334.652086 + Penalty 6180.116459 = -34848154.535626 nChanged 8067 SP:Iteration 13Q (14657.740000 sec): 3 clusters Score: Raw -34861406.886103 + Penalty 6180.116459 = -34855226.769643 nChanged 4309 SP:Iteration 14Q (14659.240000 sec): 3 clusters Score: Raw -34865014.429025 + Penalty 6180.116459 = -34858834.312566 nChanged 2063 SP:Iteration 15Q (14660.650000 sec): 3 clusters Score: Raw -34866646.156071 + Penalty 6180.116459 = -34860466.039612 nChanged 875 SP:Iteration 16Q (14662.070000 sec): 3 clusters Score: Raw -34867331.687517 + Penalty 6180.116459 = -34861151.571058 nChanged 374 SP:Iteration 17Q (14663.410000 sec): 3 clusters Score: Raw -34867632.973375 + Penalty 6180.116459 = -34861452.856916 nChanged 159 SP:Iteration 18Q (14664.700000 sec): 3 clusters Score: Raw -34867755.904348 + Penalty 6180.116459 = -34861575.787889 nChanged 84 SP:Iteration 19Q (14666.030000 sec): 3 clusters Score: Raw -34867825.317652 + Penalty 6180.116459 = -34861645.201193 nChanged 58 SP:Iteration 20F (14667.640000 sec): 3 clusters Score: Raw -34867877.270871 + Penalty 6180.116459 = -34861697.154412 nChanged 39 SP:Iteration 21Q (14668.940000 sec): 3 clusters Score: Raw -34867916.416574 + Penalty 6180.116459 = -34861736.300115 nChanged 24 SP:Iteration 22Q (14670.380000 sec): 3 clusters Score: Raw -34867936.402535 + Penalty 6180.116459 = -34861756.286075 nChanged 12 SP:Iteration 23Q (14671.660000 sec): 3 clusters Score: Raw -34867947.131551 + Penalty 6180.116459 = -34861767.015091 nChanged 11 SP:Iteration 24Q (14673.070000 sec): 3 clusters Score: Raw -34867954.211261 + Penalty 6180.116459 = -34861774.094801 nChanged 8 SP:Iteration 25Q (14674.560000 sec): 3 clusters Score: Raw -34867961.819079 + Penalty 6180.116459 = -34861781.702619 nChanged 6 SP:Iteration 26Q (14676.050000 sec): 3 clusters Score: Raw -34867966.706748 + Penalty 6180.116459 = -34861786.590289 nChanged 5 SP:Iteration 27Q (14677.430000 sec): 3 clusters Score: Raw -34867970.395653 + Penalty 6180.116459 = -34861790.279193 nChanged 1 SP:Iteration 28Q (14678.900000 sec): 3 clusters Score: Raw -34867970.949079 + Penalty 6180.116459 = -34861790.832619 nChanged 2 SP:Iteration 29Q (14680.350000 sec): 3 clusters Score: Raw -34867972.929112 + Penalty 6180.116459 = -34861792.812652 nChanged 1 SP:Iteration 30Q (14681.870000 sec): 3 clusters Score: Raw -34867973.339897 + Penalty 6180.116459 = -34861793.223438 nChanged 0 SP:Iteration 31F (14683.700000 sec): 3 clusters Score: Raw -34867973.339897 + Penalty 6180.116459 = -34861793.223438 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 22 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14683.990000 sec): 2 clusters Score: Raw -24500.787723 + Penalty 1301.261970 = -23199.525753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14684.170000 sec): 3 clusters Score: Raw -24679.907589 + Penalty 2602.523940 = -22077.383650 nChanged 9 SP:Iteration 1Q (14684.360000 sec): 3 clusters Score: Raw -24722.775485 + Penalty 2602.523940 = -22120.251545 nChanged 4 SP:Iteration 2Q (14684.520000 sec): 3 clusters Score: Raw -24748.410552 + Penalty 2602.523940 = -22145.886613 nChanged 1 SP:Iteration 3Q (14684.670000 sec): 3 clusters Score: Raw -24750.573279 + Penalty 2602.523940 = -22148.049339 nChanged 0 SP:Iteration 4F (14684.880000 sec): 3 clusters Score: Raw -24750.573279 + Penalty 2602.523940 = -22148.049339 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 23 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14684.960000 sec): 2 clusters Score: Raw -50181.891941 + Penalty 1503.241316 = -48678.650625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14685.180000 sec): 3 clusters Score: Raw -50232.225995 + Penalty 3006.482632 = -47225.743364 nChanged 74 SP:Iteration 1F (14685.330000 sec): 3 clusters Score: Raw -50420.320803 + Penalty 3006.482632 = -47413.838171 nChanged 25 SP:Iteration 2F (14685.500000 sec): 3 clusters Score: Raw -50495.968862 + Penalty 3006.482632 = -47489.486230 nChanged 12 SP:Iteration 3Q (14685.680000 sec): 3 clusters Score: Raw -50534.112621 + Penalty 3006.482632 = -47527.629989 nChanged 4 SP:Iteration 4Q (14685.890000 sec): 3 clusters Score: Raw -50545.392755 + Penalty 3006.482632 = -47538.910123 nChanged 1 SP:Iteration 5Q (14686.060000 sec): 3 clusters Score: Raw -50546.701813 + Penalty 3006.482632 = -47540.219182 nChanged 1 SP:Iteration 6Q (14686.260000 sec): 3 clusters Score: Raw -50547.796937 + Penalty 3006.482632 = -47541.314305 nChanged 1 SP:Iteration 7Q (14686.460000 sec): 3 clusters Score: Raw -50548.471621 + Penalty 3006.482632 = -47541.988990 nChanged 1 SP:Iteration 8Q (14686.640000 sec): 3 clusters Score: Raw -50549.563861 + Penalty 3006.482632 = -47543.081230 nChanged 3 SP:Iteration 9Q (14686.800000 sec): 3 clusters Score: Raw -50556.010029 + Penalty 3006.482632 = -47549.527397 nChanged 0 SP:Iteration 10F (14687.000000 sec): 3 clusters Score: Raw -50556.010029 + Penalty 3006.482632 = -47549.527397 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 24 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14687.100000 sec): 2 clusters Score: Raw -60461.897156 + Penalty 1508.955854 = -58952.941302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14687.320000 sec): 3 clusters Score: Raw -60504.825385 + Penalty 3017.911709 = -57486.913677 nChanged 70 SP:Iteration 1F (14687.520000 sec): 3 clusters Score: Raw -60670.624055 + Penalty 3017.911709 = -57652.712346 nChanged 17 SP:Iteration 2Q (14687.720000 sec): 3 clusters Score: Raw -60719.845523 + Penalty 3017.911709 = -57701.933814 nChanged 2 SP:Iteration 3Q (14687.920000 sec): 3 clusters Score: Raw -60724.034956 + Penalty 3017.911709 = -57706.123248 nChanged 0 SP:Iteration 4F (14688.130000 sec): 3 clusters Score: Raw -60724.034956 + Penalty 3017.911709 = -57706.123248 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 25 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14688.260000 sec): 2 clusters Score: Raw -39109.601689 + Penalty 1432.088783 = -37677.512905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14688.460000 sec): 3 clusters Score: Raw -39227.680848 + Penalty 2864.177567 = -36363.503282 nChanged 37 SP:Iteration 1F (14688.690000 sec): 3 clusters Score: Raw -39369.340077 + Penalty 2864.177567 = -36505.162510 nChanged 18 SP:Iteration 2F (14688.900000 sec): 3 clusters Score: Raw -39425.070199 + Penalty 2864.177567 = -36560.892632 nChanged 3 SP:Iteration 3Q (14689.100000 sec): 3 clusters Score: Raw -39438.432443 + Penalty 2864.177567 = -36574.254877 nChanged 1 SP:Iteration 4Q (14689.340000 sec): 3 clusters Score: Raw -39444.476148 + Penalty 2864.177567 = -36580.298582 nChanged 1 SP:Iteration 5Q (14689.450000 sec): 3 clusters Score: Raw -39448.046481 + Penalty 2864.177567 = -36583.868914 nChanged 1 SP:Iteration 6Q (14689.660000 sec): 3 clusters Score: Raw -39452.075734 + Penalty 2864.177567 = -36587.898168 nChanged 0 SP:Iteration 7F (14689.860000 sec): 3 clusters Score: Raw -39452.075734 + Penalty 2864.177567 = -36587.898168 nChanged 0 Memory request: 0.00 GB would take us to total of 3.36 GB. Trying to split cluster 26 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14689.930000 sec): 2 clusters Score: Raw -45240.981945 + Penalty 1480.872936 = -43760.109009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14690.170000 sec): 3 clusters Score: Raw -45315.038840 + Penalty 2961.745873 = -42353.292968 nChanged 56 SP:Iteration 1F (14690.350000 sec): 3 clusters Score: Raw -45451.116314 + Penalty 2961.745873 = -42489.370441 nChanged 16 SP:Iteration 2Q (14690.580000 sec): 3 clusters Score: Raw -45492.114489 + Penalty 2961.745873 = -42530.368617 nChanged 7 SP:Iteration 3Q (14690.760000 sec): 3 clusters Score: Raw -45512.943829 + Penalty 2961.745873 = -42551.197956 nChanged 3 SP:Iteration 4Q (14690.950000 sec): 3 clusters Score: Raw -45519.154095 + Penalty 2961.745873 = -42557.408222 nChanged 4 SP:Iteration 5Q (14691.200000 sec): 3 clusters Score: Raw -45531.602983 + Penalty 2961.745873 = -42569.857111 nChanged 2 SP:Iteration 6Q (14691.390000 sec): 3 clusters Score: Raw -45537.635428 + Penalty 2961.745873 = -42575.889556 nChanged 2 SP:Iteration 7Q (14691.550000 sec): 3 clusters Score: Raw -45542.431169 + Penalty 2961.745873 = -42580.685297 nChanged 0 SP:Iteration 8F (14691.680000 sec): 3 clusters Score: Raw -45542.431169 + Penalty 2961.745873 = -42580.685297 nChanged 0 ------ Evaluating fit on full set of 1328297 points ------ Score: Raw -177632712.912092 + Penalty 90912.984258 = -177541799.927834 Time taken for this iteration:7509.640000 seconds. 21->27 Clusters: Score -177541799.927834, best is -177549913.226298 Main iterations: 0 (time per iteration =inf ms) Total iterations: 11934 (time per iteration =463.257825 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 850228599600.000000 (time per metric unit =6.502391ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 25506857988000.000000 (time per metric unit=216.746370ps) That took 5528.518879 seconds.