FileBase /isis1/Yuta/YutaData/YutaMouse32-150317/YutaMouse32-150317 ElecNo 11 UseFeatures 11111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 4.41 and 6.61 GB of RAM. Memory request: 2.20 GB would take us to total of 2.20 GB. ---------------------------------------------------------- Loaded 1226727 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.74 GB would take us to total of 2.94 GB. ------ Running on subset of 408909 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 10 (5241 points): Lose 554.990243 but Gain 2099.702786 Iteration 0F (42.520000 sec): 19 clusters Score: Raw -43302350.497971 + Penalty 37794.650155 = -43264555.847816 nChanged 386306 Deleting Class 11 (2158 points): Lose 1610.443605 but Gain 2099.702786 Iteration 1F (55.920000 sec): 18 clusters Score: Raw -45005727.335378 + Penalty 35694.947369 = -44970032.388009 nChanged 169450 Iteration 2F (68.770000 sec): 18 clusters Score: Raw -45392702.972737 + Penalty 35694.947369 = -45357008.025368 nChanged 95566 Deleting Class 5 (1080 points): Lose 1090.908929 but Gain 2099.702786 Iteration 3F (81.090000 sec): 17 clusters Score: Raw -45543329.348950 + Penalty 33595.244583 = -45509734.104368 nChanged 52127 Deleting Class 7 (472 points): Lose 433.995066 but Gain 2099.702786 Iteration 4F (94.010000 sec): 16 clusters Score: Raw -45613904.941463 + Penalty 31495.541796 = -45582409.399667 nChanged 19947 Deleting Class 17 (297 points): Lose 737.764210 but Gain 2099.702786 Iteration 5Q (102.630000 sec): 15 clusters Score: Raw -45632511.730630 + Penalty 29395.839010 = -45603115.891620 nChanged 8468 Deleting Class 4 (931 points): Lose 1018.142161 but Gain 2099.702786 Iteration 6Q (109.770000 sec): 14 clusters Score: Raw -45638227.508232 + Penalty 27296.136223 = -45610931.372009 nChanged 6131 Deleting Class 3 (723 points): Lose 887.387362 but Gain 2099.702786 Iteration 7Q (116.810000 sec): 13 clusters Score: Raw -45641668.421238 + Penalty 25196.433437 = -45616471.987801 nChanged 4785 Deleting Class 12 (231 points): Lose 1625.080378 but Gain 2099.702786 Iteration 8Q (123.720000 sec): 12 clusters Score: Raw -45643248.509456 + Penalty 23096.730651 = -45620151.778805 nChanged 3680 Iteration 9Q (128.560000 sec): 12 clusters Score: Raw -45646111.573580 + Penalty 23096.730651 = -45623014.842930 nChanged 3033 Iteration 10Q (134.020000 sec): 12 clusters Score: Raw -45647658.368983 + Penalty 23096.730651 = -45624561.638332 nChanged 2615 Iteration 11Q (139.290000 sec): 12 clusters Score: Raw -45648866.829241 + Penalty 23096.730651 = -45625770.098591 nChanged 2393 Iteration 12Q (144.900000 sec): 12 clusters Score: Raw -45649856.325923 + Penalty 23096.730651 = -45626759.595272 nChanged 2086 Iteration 13Q (150.250000 sec): 12 clusters Score: Raw -45650650.338062 + Penalty 23096.730651 = -45627553.607411 nChanged 1884 Iteration 14Q (156.850000 sec): 12 clusters Score: Raw -45651354.309386 + Penalty 23096.730651 = -45628257.578736 nChanged 1800 Iteration 15Q (162.520000 sec): 12 clusters Score: Raw -45651964.861996 + Penalty 23096.730651 = -45628868.131346 nChanged 1615 Iteration 16Q (168.210000 sec): 12 clusters Score: Raw -45652506.985691 + Penalty 23096.730651 = -45629410.255040 nChanged 1513 Iteration 17Q (173.640000 sec): 12 clusters Score: Raw -45652972.141460 + Penalty 23096.730651 = -45629875.410810 nChanged 1438 Iteration 18Q (179.210000 sec): 12 clusters Score: Raw -45653384.187762 + Penalty 23096.730651 = -45630287.457112 nChanged 1268 Iteration 19Q (185.210000 sec): 12 clusters Score: Raw -45653739.618130 + Penalty 23096.730651 = -45630642.887479 nChanged 1177 Writing temp clu file Because OldScore, -45630287.457112, is greater than current (better) Score,-45630642.887479 Compute initial score before splitting: Score: Raw -45653739.618130 + Penalty 23096.730651 = -45630642.887479 Memory request: 0.07 GB would take us to total of 3.01 GB. Trying to split cluster 1 (39654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.690000 sec): 2 clusters Score: Raw -4378324.642240 + Penalty 1720.541405 = -4376604.100835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (186.090000 sec): 3 clusters Score: Raw -4353410.369441 + Penalty 3441.082809 = -4349969.286632 nChanged 18514 SP:Iteration 1F (186.470000 sec): 3 clusters Score: Raw -4363725.178003 + Penalty 3441.082809 = -4360284.095194 nChanged 1487 SP:Iteration 2Q (186.860000 sec): 3 clusters Score: Raw -4364119.980427 + Penalty 3441.082809 = -4360678.897618 nChanged 1480 SP:Iteration 3Q (187.230000 sec): 3 clusters Score: Raw -4364584.266574 + Penalty 3441.082809 = -4361143.183765 nChanged 1601 SP:Iteration 4Q (187.620000 sec): 3 clusters Score: Raw -4365196.803160 + Penalty 3441.082809 = -4361755.720351 nChanged 1882 SP:Iteration 5Q (188.030000 sec): 3 clusters Score: Raw -4366120.631813 + Penalty 3441.082809 = -4362679.549004 nChanged 2406 SP:Iteration 6F (188.360000 sec): 3 clusters Score: Raw -4367673.607905 + Penalty 3441.082809 = -4364232.525096 nChanged 2868 SP:Iteration 7F (188.720000 sec): 3 clusters Score: Raw -4369933.780615 + Penalty 3441.082809 = -4366492.697806 nChanged 3015 SP:Iteration 8F (189.100000 sec): 3 clusters Score: Raw -4372616.717239 + Penalty 3441.082809 = -4369175.634430 nChanged 2620 SP:Iteration 9F (189.550000 sec): 3 clusters Score: Raw -4375047.144413 + Penalty 3441.082809 = -4371606.061604 nChanged 1771 SP:Iteration 10Q (189.910000 sec): 3 clusters Score: Raw -4376754.593771 + Penalty 3441.082809 = -4373313.510962 nChanged 1005 SP:Iteration 11Q (190.220000 sec): 3 clusters Score: Raw -4377763.086687 + Penalty 3441.082809 = -4374322.003878 nChanged 555 SP:Iteration 12Q (190.590000 sec): 3 clusters Score: Raw -4378349.669517 + Penalty 3441.082809 = -4374908.586708 nChanged 343 SP:Iteration 13Q (190.900000 sec): 3 clusters Score: Raw -4378705.791739 + Penalty 3441.082809 = -4375264.708930 nChanged 251 SP:Iteration 14Q (191.230000 sec): 3 clusters Score: Raw -4378912.075467 + Penalty 3441.082809 = -4375470.992658 nChanged 163 SP:Iteration 15Q (191.600000 sec): 3 clusters Score: Raw -4379018.377936 + Penalty 3441.082809 = -4375577.295127 nChanged 122 SP:Iteration 16Q (191.960000 sec): 3 clusters Score: Raw -4379080.567379 + Penalty 3441.082809 = -4375639.484570 nChanged 97 SP:Iteration 17Q (192.290000 sec): 3 clusters Score: Raw -4379118.160995 + Penalty 3441.082809 = -4375677.078186 nChanged 73 SP:Iteration 18Q (192.610000 sec): 3 clusters Score: Raw -4379143.674215 + Penalty 3441.082809 = -4375702.591406 nChanged 51 SP:Iteration 19Q (192.950000 sec): 3 clusters Score: Raw -4379160.301228 + Penalty 3441.082809 = -4375719.218419 nChanged 40 SP:Iteration 20F (193.280000 sec): 3 clusters Score: Raw -4379172.601975 + Penalty 3441.082809 = -4375731.519166 nChanged 27 SP:Iteration 21Q (193.560000 sec): 3 clusters Score: Raw -4379178.868322 + Penalty 3441.082809 = -4375737.785513 nChanged 19 SP:Iteration 22Q (193.910000 sec): 3 clusters Score: Raw -4379183.163755 + Penalty 3441.082809 = -4375742.080946 nChanged 15 SP:Iteration 23Q (194.240000 sec): 3 clusters Score: Raw -4379186.539388 + Penalty 3441.082809 = -4375745.456579 nChanged 11 SP:Iteration 24Q (194.550000 sec): 3 clusters Score: Raw -4379188.294605 + Penalty 3441.082809 = -4375747.211796 nChanged 3 SP:Iteration 25Q (194.880000 sec): 3 clusters Score: Raw -4379188.676944 + Penalty 3441.082809 = -4375747.594135 nChanged 4 SP:Iteration 26Q (195.210000 sec): 3 clusters Score: Raw -4379189.280672 + Penalty 3441.082809 = -4375748.197863 nChanged 5 SP:Iteration 27Q (195.570000 sec): 3 clusters Score: Raw -4379190.106661 + Penalty 3441.082809 = -4375749.023852 nChanged 2 SP:Iteration 28Q (195.920000 sec): 3 clusters Score: Raw -4379190.371857 + Penalty 3441.082809 = -4375749.289048 nChanged 4 SP:Iteration 29Q (196.250000 sec): 3 clusters Score: Raw -4379190.734443 + Penalty 3441.082809 = -4375749.651634 nChanged 2 SP:Iteration 30Q (196.570000 sec): 3 clusters Score: Raw -4379191.029582 + Penalty 3441.082809 = -4375749.946773 nChanged 2 SP:Iteration 31Q (196.970000 sec): 3 clusters Score: Raw -4379191.321608 + Penalty 3441.082809 = -4375750.238799 nChanged 3 SP:Iteration 32Q (197.260000 sec): 3 clusters Score: Raw -4379191.549508 + Penalty 3441.082809 = -4375750.466699 nChanged 2 SP:Iteration 33Q (197.610000 sec): 3 clusters Score: Raw -4379192.142387 + Penalty 3441.082809 = -4375751.059578 nChanged 3 SP:Iteration 34Q (197.930000 sec): 3 clusters Score: Raw -4379192.560360 + Penalty 3441.082809 = -4375751.477551 nChanged 1 SP:Iteration 35Q (198.290000 sec): 3 clusters Score: Raw -4379192.955943 + Penalty 3441.082809 = -4375751.873134 nChanged 2 SP:Iteration 36Q (198.620000 sec): 3 clusters Score: Raw -4379193.328123 + Penalty 3441.082809 = -4375752.245314 nChanged 1 SP:Iteration 37Q (198.970000 sec): 3 clusters Score: Raw -4379193.441049 + Penalty 3441.082809 = -4375752.358240 nChanged 2 SP:Iteration 38Q (199.360000 sec): 3 clusters Score: Raw -4379193.949216 + Penalty 3441.082809 = -4375752.866407 nChanged 3 SP:Iteration 39Q (199.680000 sec): 3 clusters Score: Raw -4379194.566332 + Penalty 3441.082809 = -4375753.483523 nChanged 3 SP:Iteration 40F (200.110000 sec): 3 clusters Score: Raw -4379195.547983 + Penalty 3441.082809 = -4375754.465174 nChanged 6 SP:Iteration 41Q (200.470000 sec): 3 clusters Score: Raw -4379196.658958 + Penalty 3441.082809 = -4375755.576149 nChanged 4 SP:Iteration 42Q (200.800000 sec): 3 clusters Score: Raw -4379197.517701 + Penalty 3441.082809 = -4375756.434892 nChanged 4 SP:Iteration 43Q (201.160000 sec): 3 clusters Score: Raw -4379198.254091 + Penalty 3441.082809 = -4375757.171282 nChanged 4 SP:Iteration 44Q (201.500000 sec): 3 clusters Score: Raw -4379198.725057 + Penalty 3441.082809 = -4375757.642248 nChanged 2 SP:Iteration 45Q (201.890000 sec): 3 clusters Score: Raw -4379198.980892 + Penalty 3441.082809 = -4375757.898083 nChanged 3 SP:Iteration 46Q (202.190000 sec): 3 clusters Score: Raw -4379199.415848 + Penalty 3441.082809 = -4375758.333039 nChanged 1 SP:Iteration 47Q (202.560000 sec): 3 clusters Score: Raw -4379199.518785 + Penalty 3441.082809 = -4375758.435976 nChanged 1 SP:Iteration 48Q (202.890000 sec): 3 clusters Score: Raw -4379199.614259 + Penalty 3441.082809 = -4375758.531450 nChanged 2 SP:Iteration 49Q (203.220000 sec): 3 clusters Score: Raw -4379199.780945 + Penalty 3441.082809 = -4375758.698136 nChanged 0 SP:Iteration 50F (203.630000 sec): 3 clusters Score: Raw -4379199.780945 + Penalty 3441.082809 = -4375758.698136 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 2 (8078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.790000 sec): 2 clusters Score: Raw -909832.031311 + Penalty 1461.996184 = -908370.035127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.980000 sec): 3 clusters Score: Raw -905371.369439 + Penalty 2923.992369 = -902447.377071 nChanged 3398 SP:Iteration 1F (204.180000 sec): 3 clusters Score: Raw -907190.440840 + Penalty 2923.992369 = -904266.448471 nChanged 525 SP:Iteration 2F (204.370000 sec): 3 clusters Score: Raw -907459.955801 + Penalty 2923.992369 = -904535.963432 nChanged 423 SP:Iteration 3F (204.640000 sec): 3 clusters Score: Raw -907667.488684 + Penalty 2923.992369 = -904743.496316 nChanged 402 SP:Iteration 4Q (204.820000 sec): 3 clusters Score: Raw -907893.722964 + Penalty 2923.992369 = -904969.730595 nChanged 392 SP:Iteration 5Q (205.070000 sec): 3 clusters Score: Raw -908127.748569 + Penalty 2923.992369 = -905203.756200 nChanged 394 SP:Iteration 6Q (205.290000 sec): 3 clusters Score: Raw -908411.938813 + Penalty 2923.992369 = -905487.946444 nChanged 365 SP:Iteration 7Q (205.500000 sec): 3 clusters Score: Raw -908689.481256 + Penalty 2923.992369 = -905765.488887 nChanged 356 SP:Iteration 8Q (205.720000 sec): 3 clusters Score: Raw -908969.740404 + Penalty 2923.992369 = -906045.748035 nChanged 318 SP:Iteration 9Q (205.950000 sec): 3 clusters Score: Raw -909217.055562 + Penalty 2923.992369 = -906293.063194 nChanged 269 SP:Iteration 10Q (206.180000 sec): 3 clusters Score: Raw -909431.727258 + Penalty 2923.992369 = -906507.734889 nChanged 218 SP:Iteration 11Q (206.390000 sec): 3 clusters Score: Raw -909587.524072 + Penalty 2923.992369 = -906663.531704 nChanged 157 SP:Iteration 12Q (206.580000 sec): 3 clusters Score: Raw -909695.447911 + Penalty 2923.992369 = -906771.455542 nChanged 135 SP:Iteration 13Q (206.750000 sec): 3 clusters Score: Raw -909761.467526 + Penalty 2923.992369 = -906837.475157 nChanged 96 SP:Iteration 14Q (206.990000 sec): 3 clusters Score: Raw -909815.646982 + Penalty 2923.992369 = -906891.654613 nChanged 90 SP:Iteration 15Q (207.180000 sec): 3 clusters Score: Raw -909859.387180 + Penalty 2923.992369 = -906935.394811 nChanged 67 SP:Iteration 16Q (207.370000 sec): 3 clusters Score: Raw -909894.588993 + Penalty 2923.992369 = -906970.596625 nChanged 61 SP:Iteration 17Q (207.590000 sec): 3 clusters Score: Raw -909929.016137 + Penalty 2923.992369 = -907005.023768 nChanged 53 SP:Iteration 18Q (207.780000 sec): 3 clusters Score: Raw -909956.238326 + Penalty 2923.992369 = -907032.245957 nChanged 55 SP:Iteration 19Q (208.010000 sec): 3 clusters Score: Raw -909987.175600 + Penalty 2923.992369 = -907063.183231 nChanged 51 SP:Iteration 20F (208.230000 sec): 3 clusters Score: Raw -910014.485102 + Penalty 2923.992369 = -907090.492734 nChanged 51 SP:Iteration 21Q (208.410000 sec): 3 clusters Score: Raw -910045.603392 + Penalty 2923.992369 = -907121.611023 nChanged 45 SP:Iteration 22Q (208.620000 sec): 3 clusters Score: Raw -910073.016534 + Penalty 2923.992369 = -907149.024165 nChanged 32 SP:Iteration 23Q (208.850000 sec): 3 clusters Score: Raw -910092.163600 + Penalty 2923.992369 = -907168.171231 nChanged 32 SP:Iteration 24Q (209.020000 sec): 3 clusters Score: Raw -910108.811169 + Penalty 2923.992369 = -907184.818800 nChanged 14 SP:Iteration 25Q (209.230000 sec): 3 clusters Score: Raw -910116.297801 + Penalty 2923.992369 = -907192.305432 nChanged 13 SP:Iteration 26Q (209.450000 sec): 3 clusters Score: Raw -910121.659972 + Penalty 2923.992369 = -907197.667603 nChanged 7 SP:Iteration 27Q (209.650000 sec): 3 clusters Score: Raw -910125.492017 + Penalty 2923.992369 = -907201.499648 nChanged 7 SP:Iteration 28Q (209.850000 sec): 3 clusters Score: Raw -910127.619003 + Penalty 2923.992369 = -907203.626634 nChanged 6 SP:Iteration 29Q (210.070000 sec): 3 clusters Score: Raw -910129.867875 + Penalty 2923.992369 = -907205.875506 nChanged 5 SP:Iteration 30Q (210.270000 sec): 3 clusters Score: Raw -910132.275701 + Penalty 2923.992369 = -907208.283332 nChanged 3 SP:Iteration 31Q (210.470000 sec): 3 clusters Score: Raw -910133.616166 + Penalty 2923.992369 = -907209.623797 nChanged 2 SP:Iteration 32Q (210.690000 sec): 3 clusters Score: Raw -910134.064447 + Penalty 2923.992369 = -907210.072078 nChanged 1 SP:Iteration 33Q (210.880000 sec): 3 clusters Score: Raw -910134.187198 + Penalty 2923.992369 = -907210.194829 nChanged 0 SP:Iteration 34F (211.100000 sec): 3 clusters Score: Raw -910134.187198 + Penalty 2923.992369 = -907210.194829 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 6 (346108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.890000 sec): 2 clusters Score: Raw -39008778.197668 + Penalty 2072.607248 = -39006705.590420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.700000 sec): 3 clusters Score: Raw -38777296.297396 + Penalty 4145.214497 = -38773151.082900 nChanged 169045 SP:Iteration 1F (216.360000 sec): 3 clusters Score: Raw -38878559.756157 + Penalty 4145.214497 = -38874414.541660 nChanged 8870 SP:Iteration 2Q (218.330000 sec): 3 clusters Score: Raw -38880439.228200 + Penalty 4145.214497 = -38876294.013703 nChanged 9930 SP:Iteration 3Q (219.940000 sec): 3 clusters Score: Raw -38883036.241967 + Penalty 4145.214497 = -38878891.027470 nChanged 11483 SP:Iteration 4Q (221.760000 sec): 3 clusters Score: Raw -38886718.920230 + Penalty 4145.214497 = -38882573.705733 nChanged 13783 SP:Iteration 5Q (223.460000 sec): 3 clusters Score: Raw -38892122.846958 + Penalty 4145.214497 = -38887977.632461 nChanged 16533 SP:Iteration 6Q (225.110000 sec): 3 clusters Score: Raw -38900173.326179 + Penalty 4145.214497 = -38896028.111683 nChanged 19595 SP:Iteration 7F (226.820000 sec): 3 clusters Score: Raw -38911348.230825 + Penalty 4145.214497 = -38907203.016328 nChanged 21896 SP:Iteration 8F (228.610000 sec): 3 clusters Score: Raw -38925201.801246 + Penalty 4145.214497 = -38921056.586750 nChanged 21809 SP:Iteration 9F (230.310000 sec): 3 clusters Score: Raw -38939476.207197 + Penalty 4145.214497 = -38935330.992700 nChanged 19548 SP:Iteration 10F (231.950000 sec): 3 clusters Score: Raw -38951748.593015 + Penalty 4145.214497 = -38947603.378518 nChanged 15706 SP:Iteration 11Q (233.640000 sec): 3 clusters Score: Raw -38960731.641226 + Penalty 4145.214497 = -38956586.426729 nChanged 12056 SP:Iteration 12Q (235.500000 sec): 3 clusters Score: Raw -38966607.023119 + Penalty 4145.214497 = -38962461.808622 nChanged 8817 SP:Iteration 13Q (237.240000 sec): 3 clusters Score: Raw -38970078.522067 + Penalty 4145.214497 = -38965933.307571 nChanged 6387 SP:Iteration 14Q (238.990000 sec): 3 clusters Score: Raw -38972243.046092 + Penalty 4145.214497 = -38968097.831595 nChanged 5070 SP:Iteration 15Q (240.710000 sec): 3 clusters Score: Raw -38973901.731152 + Penalty 4145.214497 = -38969756.516655 nChanged 4644 SP:Iteration 16Q (242.380000 sec): 3 clusters Score: Raw -38975408.224588 + Penalty 4145.214497 = -38971263.010091 nChanged 4518 SP:Iteration 17Q (244.170000 sec): 3 clusters Score: Raw -38976931.711301 + Penalty 4145.214497 = -38972786.496804 nChanged 4584 SP:Iteration 18Q (245.850000 sec): 3 clusters Score: Raw -38978568.795606 + Penalty 4145.214497 = -38974423.581109 nChanged 4609 SP:Iteration 19Q (247.690000 sec): 3 clusters Score: Raw -38980263.653807 + Penalty 4145.214497 = -38976118.439310 nChanged 4580 SP:Iteration 20F (249.490000 sec): 3 clusters Score: Raw -38982052.604012 + Penalty 4145.214497 = -38977907.389515 nChanged 4595 SP:Iteration 21Q (251.090000 sec): 3 clusters Score: Raw -38983974.232332 + Penalty 4145.214497 = -38979829.017835 nChanged 4579 SP:Iteration 22Q (252.970000 sec): 3 clusters Score: Raw -38986081.716294 + Penalty 4145.214497 = -38981936.501797 nChanged 4498 SP:Iteration 23Q (254.620000 sec): 3 clusters Score: Raw -38988315.286704 + Penalty 4145.214497 = -38984170.072207 nChanged 4341 SP:Iteration 24Q (256.190000 sec): 3 clusters Score: Raw -38990603.301995 + Penalty 4145.214497 = -38986458.087498 nChanged 4189 SP:Iteration 25Q (257.900000 sec): 3 clusters Score: Raw -38992894.463262 + Penalty 4145.214497 = -38988749.248766 nChanged 3870 SP:Iteration 26Q (259.310000 sec): 3 clusters Score: Raw -38995128.719217 + Penalty 4145.214497 = -38990983.504720 nChanged 3531 SP:Iteration 27Q (260.790000 sec): 3 clusters Score: Raw -38997245.372823 + Penalty 4145.214497 = -38993100.158326 nChanged 3327 SP:Iteration 28Q (262.480000 sec): 3 clusters Score: Raw -38999181.343913 + Penalty 4145.214497 = -38995036.129416 nChanged 2949 SP:Iteration 29Q (263.880000 sec): 3 clusters Score: Raw -39000819.922335 + Penalty 4145.214497 = -38996674.707838 nChanged 2684 SP:Iteration 30Q (265.510000 sec): 3 clusters Score: Raw -39002272.220454 + Penalty 4145.214497 = -38998127.005957 nChanged 2332 SP:Iteration 31Q (267.050000 sec): 3 clusters Score: Raw -39003457.811389 + Penalty 4145.214497 = -38999312.596892 nChanged 2042 SP:Iteration 32Q (268.600000 sec): 3 clusters Score: Raw -39004428.822988 + Penalty 4145.214497 = -39000283.608491 nChanged 1801 SP:Iteration 33Q (270.220000 sec): 3 clusters Score: Raw -39005210.016289 + Penalty 4145.214497 = -39001064.801793 nChanged 1618 SP:Iteration 34Q (271.850000 sec): 3 clusters Score: Raw -39005875.675159 + Penalty 4145.214497 = -39001730.460662 nChanged 1436 SP:Iteration 35Q (273.390000 sec): 3 clusters Score: Raw -39006394.223255 + Penalty 4145.214497 = -39002249.008758 nChanged 1258 SP:Iteration 36Q (275.080000 sec): 3 clusters Score: Raw -39006836.668036 + Penalty 4145.214497 = -39002691.453539 nChanged 1199 SP:Iteration 37Q (276.820000 sec): 3 clusters Score: Raw -39007243.859829 + Penalty 4145.214497 = -39003098.645332 nChanged 1110 SP:Iteration 38Q (278.320000 sec): 3 clusters Score: Raw -39007594.769755 + Penalty 4145.214497 = -39003449.555259 nChanged 975 SP:Iteration 39Q (279.720000 sec): 3 clusters Score: Raw -39007885.822538 + Penalty 4145.214497 = -39003740.608041 nChanged 910 SP:Iteration 40F (281.360000 sec): 3 clusters Score: Raw -39008151.252214 + Penalty 4145.214497 = -39004006.037717 nChanged 840 SP:Iteration 41Q (282.730000 sec): 3 clusters Score: Raw -39008379.256901 + Penalty 4145.214497 = -39004234.042404 nChanged 724 SP:Iteration 42Q (284.140000 sec): 3 clusters Score: Raw -39008559.828837 + Penalty 4145.214497 = -39004414.614340 nChanged 626 SP:Iteration 43Q (285.710000 sec): 3 clusters Score: Raw -39008705.265171 + Penalty 4145.214497 = -39004560.050674 nChanged 575 SP:Iteration 44Q (287.230000 sec): 3 clusters Score: Raw -39008830.933647 + Penalty 4145.214497 = -39004685.719150 nChanged 507 SP:Iteration 45Q (288.740000 sec): 3 clusters Score: Raw -39008933.659479 + Penalty 4145.214497 = -39004788.444982 nChanged 445 SP:Iteration 46Q (290.320000 sec): 3 clusters Score: Raw -39009021.297373 + Penalty 4145.214497 = -39004876.082876 nChanged 420 SP:Iteration 47Q (291.780000 sec): 3 clusters Score: Raw -39009095.815779 + Penalty 4145.214497 = -39004950.601283 nChanged 371 SP:Iteration 48Q (293.150000 sec): 3 clusters Score: Raw -39009156.090603 + Penalty 4145.214497 = -39005010.876107 nChanged 323 SP:Iteration 49Q (294.670000 sec): 3 clusters Score: Raw -39009207.907386 + Penalty 4145.214497 = -39005062.692889 nChanged 286 SP:Iteration 50Q (296.230000 sec): 3 clusters Score: Raw -39009251.008260 + Penalty 4145.214497 = -39005105.793763 nChanged 270 SP:Iteration 51Q (297.650000 sec): 3 clusters Score: Raw -39009292.186146 + Penalty 4145.214497 = -39005146.971649 nChanged 239 SP:Iteration 52Q (299.470000 sec): 3 clusters Score: Raw -39009326.822153 + Penalty 4145.214497 = -39005181.607657 nChanged 238 SP:Iteration 53Q (301.210000 sec): 3 clusters Score: Raw -39009360.324494 + Penalty 4145.214497 = -39005215.109998 nChanged 220 SP:Iteration 54Q (302.660000 sec): 3 clusters Score: Raw -39009389.459973 + Penalty 4145.214497 = -39005244.245476 nChanged 181 SP:Iteration 55Q (303.940000 sec): 3 clusters Score: Raw -39009410.595172 + Penalty 4145.214497 = -39005265.380675 nChanged 167 SP:Iteration 56Q (305.260000 sec): 3 clusters Score: Raw -39009427.832277 + Penalty 4145.214497 = -39005282.617781 nChanged 139 SP:Iteration 57Q (306.650000 sec): 3 clusters Score: Raw -39009443.545580 + Penalty 4145.214497 = -39005298.331083 nChanged 159 SP:Iteration 58Q (307.950000 sec): 3 clusters Score: Raw -39009461.888844 + Penalty 4145.214497 = -39005316.674348 nChanged 132 SP:Iteration 59Q (309.260000 sec): 3 clusters Score: Raw -39009478.447102 + Penalty 4145.214497 = -39005333.232605 nChanged 159 SP:Iteration 60F (310.820000 sec): 3 clusters Score: Raw -39009499.075999 + Penalty 4145.214497 = -39005353.861502 nChanged 153 SP:Iteration 61Q (312.230000 sec): 3 clusters Score: Raw -39009517.330621 + Penalty 4145.214497 = -39005372.116124 nChanged 136 SP:Iteration 62Q (313.750000 sec): 3 clusters Score: Raw -39009533.233004 + Penalty 4145.214497 = -39005388.018507 nChanged 135 SP:Iteration 63Q (315.140000 sec): 3 clusters Score: Raw -39009550.253923 + Penalty 4145.214497 = -39005405.039426 nChanged 137 SP:Iteration 64Q (316.710000 sec): 3 clusters Score: Raw -39009566.950929 + Penalty 4145.214497 = -39005421.736432 nChanged 122 SP:Iteration 65Q (318.270000 sec): 3 clusters Score: Raw -39009581.143451 + Penalty 4145.214497 = -39005435.928954 nChanged 108 SP:Iteration 66Q (319.840000 sec): 3 clusters Score: Raw -39009592.806540 + Penalty 4145.214497 = -39005447.592043 nChanged 99 SP:Iteration 67Q (321.760000 sec): 3 clusters Score: Raw -39009602.486912 + Penalty 4145.214497 = -39005457.272415 nChanged 83 SP:Iteration 68Q (323.280000 sec): 3 clusters Score: Raw -39009609.637299 + Penalty 4145.214497 = -39005464.422802 nChanged 79 SP:Iteration 69Q (324.820000 sec): 3 clusters Score: Raw -39009615.123264 + Penalty 4145.214497 = -39005469.908767 nChanged 54 SP:Iteration 70Q (326.490000 sec): 3 clusters Score: Raw -39009618.809816 + Penalty 4145.214497 = -39005473.595320 nChanged 51 SP:Iteration 71Q (327.940000 sec): 3 clusters Score: Raw -39009622.336775 + Penalty 4145.214497 = -39005477.122278 nChanged 51 SP:Iteration 72Q (329.470000 sec): 3 clusters Score: Raw -39009626.382328 + Penalty 4145.214497 = -39005481.167832 nChanged 58 SP:Iteration 73Q (331.010000 sec): 3 clusters Score: Raw -39009631.079556 + Penalty 4145.214497 = -39005485.865059 nChanged 51 SP:Iteration 74Q (332.580000 sec): 3 clusters Score: Raw -39009635.399677 + Penalty 4145.214497 = -39005490.185180 nChanged 61 SP:Iteration 75Q (334.080000 sec): 3 clusters Score: Raw -39009640.339776 + Penalty 4145.214497 = -39005495.125279 nChanged 60 SP:Iteration 76Q (335.520000 sec): 3 clusters Score: Raw -39009645.937023 + Penalty 4145.214497 = -39005500.722526 nChanged 61 SP:Iteration 77Q (336.780000 sec): 3 clusters Score: Raw -39009651.284393 + Penalty 4145.214497 = -39005506.069896 nChanged 61 SP:Iteration 78Q (338.090000 sec): 3 clusters Score: Raw -39009656.406892 + Penalty 4145.214497 = -39005511.192395 nChanged 51 SP:Iteration 79Q (339.400000 sec): 3 clusters Score: Raw -39009660.408717 + Penalty 4145.214497 = -39005515.194220 nChanged 41 SP:Iteration 80F (340.950000 sec): 3 clusters Score: Raw -39009662.894454 + Penalty 4145.214497 = -39005517.679957 nChanged 31 SP:Iteration 81Q (342.310000 sec): 3 clusters Score: Raw -39009664.707362 + Penalty 4145.214497 = -39005519.492865 nChanged 25 SP:Iteration 82Q (343.770000 sec): 3 clusters Score: Raw -39009666.352073 + Penalty 4145.214497 = -39005521.137576 nChanged 23 SP:Iteration 83Q (345.370000 sec): 3 clusters Score: Raw -39009668.113533 + Penalty 4145.214497 = -39005522.899036 nChanged 38 SP:Iteration 84Q (346.990000 sec): 3 clusters Score: Raw -39009670.990500 + Penalty 4145.214497 = -39005525.776003 nChanged 41 SP:Iteration 85Q (348.590000 sec): 3 clusters Score: Raw -39009673.867174 + Penalty 4145.214497 = -39005528.652677 nChanged 38 SP:Iteration 86Q (350.010000 sec): 3 clusters Score: Raw -39009676.520496 + Penalty 4145.214497 = -39005531.305999 nChanged 31 SP:Iteration 87Q (351.540000 sec): 3 clusters Score: Raw -39009678.944198 + Penalty 4145.214497 = -39005533.729701 nChanged 29 SP:Iteration 88Q (353.130000 sec): 3 clusters Score: Raw -39009681.273285 + Penalty 4145.214497 = -39005536.058789 nChanged 34 SP:Iteration 89Q (354.710000 sec): 3 clusters Score: Raw -39009683.949876 + Penalty 4145.214497 = -39005538.735379 nChanged 38 SP:Iteration 90Q (356.300000 sec): 3 clusters Score: Raw -39009686.922739 + Penalty 4145.214497 = -39005541.708242 nChanged 33 SP:Iteration 91Q (357.940000 sec): 3 clusters Score: Raw -39009689.920491 + Penalty 4145.214497 = -39005544.705994 nChanged 34 SP:Iteration 92Q (359.460000 sec): 3 clusters Score: Raw -39009692.395371 + Penalty 4145.214497 = -39005547.180874 nChanged 36 SP:Iteration 93Q (361.030000 sec): 3 clusters Score: Raw -39009695.144306 + Penalty 4145.214497 = -39005549.929809 nChanged 43 SP:Iteration 94Q (362.600000 sec): 3 clusters Score: Raw -39009698.570074 + Penalty 4145.214497 = -39005553.355577 nChanged 35 SP:Iteration 95Q (364.160000 sec): 3 clusters Score: Raw -39009701.481397 + Penalty 4145.214497 = -39005556.266900 nChanged 37 SP:Iteration 96Q (365.650000 sec): 3 clusters Score: Raw -39009704.109845 + Penalty 4145.214497 = -39005558.895348 nChanged 38 SP:Iteration 97Q (366.980000 sec): 3 clusters Score: Raw -39009707.195666 + Penalty 4145.214497 = -39005561.981169 nChanged 32 SP:Iteration 98Q (368.350000 sec): 3 clusters Score: Raw -39009709.699185 + Penalty 4145.214497 = -39005564.484689 nChanged 31 SP:Iteration 99Q (369.920000 sec): 3 clusters Score: Raw -39009712.347214 + Penalty 4145.214497 = -39005567.132717 nChanged 30 SP:Iteration 100F (371.760000 sec): 3 clusters Score: Raw -39009714.776552 + Penalty 4145.214497 = -39005569.562055 nChanged 28 SP:Iteration 101Q (373.290000 sec): 3 clusters Score: Raw -39009716.914266 + Penalty 4145.214497 = -39005571.699769 nChanged 34 SP:Iteration 102Q (374.830000 sec): 3 clusters Score: Raw -39009719.767605 + Penalty 4145.214497 = -39005574.553108 nChanged 32 SP:Iteration 103Q (376.370000 sec): 3 clusters Score: Raw -39009721.871064 + Penalty 4145.214497 = -39005576.656567 nChanged 23 SP:Iteration 104Q (377.860000 sec): 3 clusters Score: Raw -39009723.300310 + Penalty 4145.214497 = -39005578.085813 nChanged 26 SP:Iteration 105Q (379.360000 sec): 3 clusters Score: Raw -39009725.233437 + Penalty 4145.214497 = -39005580.018940 nChanged 30 SP:Iteration 106Q (380.900000 sec): 3 clusters Score: Raw -39009727.494726 + Penalty 4145.214497 = -39005582.280229 nChanged 24 SP:Iteration 107Q (382.280000 sec): 3 clusters Score: Raw -39009729.367315 + Penalty 4145.214497 = -39005584.152818 nChanged 21 SP:Iteration 108Q (383.520000 sec): 3 clusters Score: Raw -39009730.846076 + Penalty 4145.214497 = -39005585.631579 nChanged 21 SP:Iteration 109Q (385.030000 sec): 3 clusters Score: Raw -39009732.271799 + Penalty 4145.214497 = -39005587.057302 nChanged 20 SP:Iteration 110Q (386.450000 sec): 3 clusters Score: Raw -39009733.630364 + Penalty 4145.214497 = -39005588.415867 nChanged 14 SP:Iteration 111Q (388.100000 sec): 3 clusters Score: Raw -39009734.477851 + Penalty 4145.214497 = -39005589.263354 nChanged 12 SP:Iteration 112Q (389.640000 sec): 3 clusters Score: Raw -39009735.118448 + Penalty 4145.214497 = -39005589.903951 nChanged 13 SP:Iteration 113Q (391.050000 sec): 3 clusters Score: Raw -39009735.997286 + Penalty 4145.214497 = -39005590.782789 nChanged 13 SP:Iteration 114Q (392.830000 sec): 3 clusters Score: Raw -39009736.955313 + Penalty 4145.214497 = -39005591.740817 nChanged 20 SP:Iteration 115Q (395.020000 sec): 3 clusters Score: Raw -39009738.177729 + Penalty 4145.214497 = -39005592.963232 nChanged 14 SP:Iteration 116Q (397.170000 sec): 3 clusters Score: Raw -39009738.778061 + Penalty 4145.214497 = -39005593.563564 nChanged 7 SP:Iteration 117Q (399.320000 sec): 3 clusters Score: Raw -39009739.196618 + Penalty 4145.214497 = -39005593.982121 nChanged 7 SP:Iteration 118Q (401.010000 sec): 3 clusters Score: Raw -39009739.646254 + Penalty 4145.214497 = -39005594.431757 nChanged 9 SP:Iteration 119Q (402.650000 sec): 3 clusters Score: Raw -39009740.285213 + Penalty 4145.214497 = -39005595.070716 nChanged 8 SP:Iteration 120F (404.560000 sec): 3 clusters Score: Raw -39009740.684107 + Penalty 4145.214497 = -39005595.469611 nChanged 5 SP:Iteration 121Q (406.200000 sec): 3 clusters Score: Raw -39009741.021395 + Penalty 4145.214497 = -39005595.806898 nChanged 4 SP:Iteration 122Q (407.750000 sec): 3 clusters Score: Raw -39009741.359291 + Penalty 4145.214497 = -39005596.144795 nChanged 6 SP:Iteration 123Q (409.250000 sec): 3 clusters Score: Raw -39009741.674608 + Penalty 4145.214497 = -39005596.460111 nChanged 3 SP:Iteration 124Q (410.790000 sec): 3 clusters Score: Raw -39009741.888653 + Penalty 4145.214497 = -39005596.674156 nChanged 5 SP:Iteration 125Q (412.340000 sec): 3 clusters Score: Raw -39009742.110925 + Penalty 4145.214497 = -39005596.896428 nChanged 2 SP:Iteration 126Q (413.950000 sec): 3 clusters Score: Raw -39009742.207767 + Penalty 4145.214497 = -39005596.993270 nChanged 5 SP:Iteration 127Q (415.340000 sec): 3 clusters Score: Raw -39009742.461393 + Penalty 4145.214497 = -39005597.246896 nChanged 4 SP:Iteration 128Q (416.820000 sec): 3 clusters Score: Raw -39009742.768288 + Penalty 4145.214497 = -39005597.553791 nChanged 5 SP:Iteration 129Q (418.340000 sec): 3 clusters Score: Raw -39009743.161721 + Penalty 4145.214497 = -39005597.947224 nChanged 6 SP:Iteration 130Q (419.760000 sec): 3 clusters Score: Raw -39009743.534780 + Penalty 4145.214497 = -39005598.320283 nChanged 5 SP:Iteration 131Q (421.190000 sec): 3 clusters Score: Raw -39009743.855473 + Penalty 4145.214497 = -39005598.640976 nChanged 4 SP:Iteration 132Q (422.620000 sec): 3 clusters Score: Raw -39009744.128462 + Penalty 4145.214497 = -39005598.913965 nChanged 5 SP:Iteration 133Q (424.390000 sec): 3 clusters Score: Raw -39009744.309094 + Penalty 4145.214497 = -39005599.094597 nChanged 4 SP:Iteration 134Q (426.100000 sec): 3 clusters Score: Raw -39009744.439750 + Penalty 4145.214497 = -39005599.225253 nChanged 4 SP:Iteration 135Q (427.700000 sec): 3 clusters Score: Raw -39009744.615789 + Penalty 4145.214497 = -39005599.401293 nChanged 5 SP:Iteration 136Q (429.260000 sec): 3 clusters Score: Raw -39009744.892265 + Penalty 4145.214497 = -39005599.677768 nChanged 4 SP:Iteration 137Q (430.790000 sec): 3 clusters Score: Raw -39009745.074773 + Penalty 4145.214497 = -39005599.860276 nChanged 2 SP:Iteration 138Q (432.220000 sec): 3 clusters Score: Raw -39009745.166503 + Penalty 4145.214497 = -39005599.952006 nChanged 2 SP:Iteration 139Q (433.560000 sec): 3 clusters Score: Raw -39009745.247797 + Penalty 4145.214497 = -39005600.033300 nChanged 2 SP:Iteration 140F (435.290000 sec): 3 clusters Score: Raw -39009745.366864 + Penalty 4145.214497 = -39005600.152367 nChanged 1 SP:Iteration 141Q (436.740000 sec): 3 clusters Score: Raw -39009745.444909 + Penalty 4145.214497 = -39005600.230412 nChanged 2 SP:Iteration 142Q (438.190000 sec): 3 clusters Score: Raw -39009745.555841 + Penalty 4145.214497 = -39005600.341344 nChanged 2 SP:Iteration 143Q (439.550000 sec): 3 clusters Score: Raw -39009745.611707 + Penalty 4145.214497 = -39005600.397210 nChanged 1 SP:Iteration 144Q (440.910000 sec): 3 clusters Score: Raw -39009745.653585 + Penalty 4145.214497 = -39005600.439088 nChanged 2 SP:Iteration 145Q (442.370000 sec): 3 clusters Score: Raw -39009745.729529 + Penalty 4145.214497 = -39005600.515032 nChanged 2 SP:Iteration 146Q (443.830000 sec): 3 clusters Score: Raw -39009745.760151 + Penalty 4145.214497 = -39005600.545655 nChanged 1 SP:Iteration 147Q (445.310000 sec): 3 clusters Score: Raw -39009745.803348 + Penalty 4145.214497 = -39005600.588851 nChanged 1 SP:Iteration 148Q (446.980000 sec): 3 clusters Score: Raw -39009745.838560 + Penalty 4145.214497 = -39005600.624063 nChanged 0 SP:Iteration 149F (449.010000 sec): 3 clusters Score: Raw -39009745.838560 + Penalty 4145.214497 = -39005600.624063 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 8 (4403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.290000 sec): 2 clusters Score: Raw -520140.435998 + Penalty 1363.381728 = -518777.054269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.500000 sec): 3 clusters Score: Raw -517874.675566 + Penalty 2726.763457 = -515147.912109 nChanged 1726 SP:Iteration 1F (449.730000 sec): 3 clusters Score: Raw -518831.005912 + Penalty 2726.763457 = -516104.242455 nChanged 296 SP:Iteration 2F (449.940000 sec): 3 clusters Score: Raw -518992.935480 + Penalty 2726.763457 = -516266.172023 nChanged 219 SP:Iteration 3Q (450.140000 sec): 3 clusters Score: Raw -519111.250372 + Penalty 2726.763457 = -516384.486915 nChanged 193 SP:Iteration 4Q (450.380000 sec): 3 clusters Score: Raw -519226.592747 + Penalty 2726.763457 = -516499.829291 nChanged 184 SP:Iteration 5Q (450.590000 sec): 3 clusters Score: Raw -519344.370180 + Penalty 2726.763457 = -516617.606723 nChanged 175 SP:Iteration 6Q (450.790000 sec): 3 clusters Score: Raw -519458.155904 + Penalty 2726.763457 = -516731.392447 nChanged 151 SP:Iteration 7Q (451.010000 sec): 3 clusters Score: Raw -519550.536278 + Penalty 2726.763457 = -516823.772821 nChanged 146 SP:Iteration 8Q (451.240000 sec): 3 clusters Score: Raw -519646.471741 + Penalty 2726.763457 = -516919.708284 nChanged 157 SP:Iteration 9Q (451.410000 sec): 3 clusters Score: Raw -519750.089463 + Penalty 2726.763457 = -517023.326006 nChanged 127 SP:Iteration 10Q (451.630000 sec): 3 clusters Score: Raw -519833.805227 + Penalty 2726.763457 = -517107.041770 nChanged 116 SP:Iteration 11Q (451.920000 sec): 3 clusters Score: Raw -519916.098641 + Penalty 2726.763457 = -517189.335185 nChanged 111 SP:Iteration 12Q (452.080000 sec): 3 clusters Score: Raw -520005.108709 + Penalty 2726.763457 = -517278.345252 nChanged 95 SP:Iteration 13Q (452.280000 sec): 3 clusters Score: Raw -520074.966654 + Penalty 2726.763457 = -517348.203197 nChanged 82 SP:Iteration 14Q (452.490000 sec): 3 clusters Score: Raw -520133.464504 + Penalty 2726.763457 = -517406.701048 nChanged 51 SP:Iteration 15Q (452.700000 sec): 3 clusters Score: Raw -520168.121053 + Penalty 2726.763457 = -517441.357596 nChanged 40 SP:Iteration 16Q (452.870000 sec): 3 clusters Score: Raw -520190.770850 + Penalty 2726.763457 = -517464.007393 nChanged 24 SP:Iteration 17Q (453.040000 sec): 3 clusters Score: Raw -520207.071223 + Penalty 2726.763457 = -517480.307767 nChanged 27 SP:Iteration 18Q (453.280000 sec): 3 clusters Score: Raw -520227.939783 + Penalty 2726.763457 = -517501.176326 nChanged 21 SP:Iteration 19Q (453.500000 sec): 3 clusters Score: Raw -520241.644081 + Penalty 2726.763457 = -517514.880625 nChanged 22 SP:Iteration 20F (453.700000 sec): 3 clusters Score: Raw -520253.994075 + Penalty 2726.763457 = -517527.230618 nChanged 15 SP:Iteration 21Q (453.880000 sec): 3 clusters Score: Raw -520263.596561 + Penalty 2726.763457 = -517536.833104 nChanged 13 SP:Iteration 22Q (454.020000 sec): 3 clusters Score: Raw -520270.650791 + Penalty 2726.763457 = -517543.887334 nChanged 10 SP:Iteration 23Q (454.210000 sec): 3 clusters Score: Raw -520275.589998 + Penalty 2726.763457 = -517548.826541 nChanged 7 SP:Iteration 24Q (454.390000 sec): 3 clusters Score: Raw -520280.237927 + Penalty 2726.763457 = -517553.474470 nChanged 6 SP:Iteration 25Q (454.640000 sec): 3 clusters Score: Raw -520283.561782 + Penalty 2726.763457 = -517556.798325 nChanged 8 SP:Iteration 26Q (454.860000 sec): 3 clusters Score: Raw -520287.560793 + Penalty 2726.763457 = -517560.797337 nChanged 5 SP:Iteration 27Q (455.080000 sec): 3 clusters Score: Raw -520290.574022 + Penalty 2726.763457 = -517563.810565 nChanged 4 SP:Iteration 28Q (455.300000 sec): 3 clusters Score: Raw -520293.604645 + Penalty 2726.763457 = -517566.841189 nChanged 5 SP:Iteration 29Q (455.480000 sec): 3 clusters Score: Raw -520297.634694 + Penalty 2726.763457 = -517570.871237 nChanged 5 SP:Iteration 30Q (455.690000 sec): 3 clusters Score: Raw -520303.045573 + Penalty 2726.763457 = -517576.282117 nChanged 5 SP:Iteration 31Q (455.890000 sec): 3 clusters Score: Raw -520306.756912 + Penalty 2726.763457 = -517579.993455 nChanged 4 SP:Iteration 32Q (456.120000 sec): 3 clusters Score: Raw -520308.917580 + Penalty 2726.763457 = -517582.154124 nChanged 2 SP:Iteration 33Q (456.300000 sec): 3 clusters Score: Raw -520310.697591 + Penalty 2726.763457 = -517583.934134 nChanged 3 SP:Iteration 34Q (456.500000 sec): 3 clusters Score: Raw -520312.850777 + Penalty 2726.763457 = -517586.087320 nChanged 2 SP:Iteration 35Q (456.710000 sec): 3 clusters Score: Raw -520313.956343 + Penalty 2726.763457 = -517587.192886 nChanged 1 SP:Iteration 36Q (456.940000 sec): 3 clusters Score: Raw -520315.042090 + Penalty 2726.763457 = -517588.278633 nChanged 2 SP:Iteration 37Q (457.100000 sec): 3 clusters Score: Raw -520316.517738 + Penalty 2726.763457 = -517589.754281 nChanged 2 SP:Iteration 38Q (457.310000 sec): 3 clusters Score: Raw -520317.343316 + Penalty 2726.763457 = -517590.579859 nChanged 1 SP:Iteration 39Q (457.520000 sec): 3 clusters Score: Raw -520317.648788 + Penalty 2726.763457 = -517590.885331 nChanged 1 SP:Iteration 40F (457.710000 sec): 3 clusters Score: Raw -520318.515277 + Penalty 2726.763457 = -517591.751820 nChanged 4 SP:Iteration 41Q (457.890000 sec): 3 clusters Score: Raw -520321.262259 + Penalty 2726.763457 = -517594.498802 nChanged 2 SP:Iteration 42Q (458.070000 sec): 3 clusters Score: Raw -520322.565283 + Penalty 2726.763457 = -517595.801826 nChanged 2 SP:Iteration 43Q (458.290000 sec): 3 clusters Score: Raw -520324.323660 + Penalty 2726.763457 = -517597.560203 nChanged 2 SP:Iteration 44Q (458.530000 sec): 3 clusters Score: Raw -520325.330328 + Penalty 2726.763457 = -517598.566871 nChanged 1 SP:Iteration 45Q (458.740000 sec): 3 clusters Score: Raw -520325.964861 + Penalty 2726.763457 = -517599.201404 nChanged 0 SP:Iteration 46F (458.990000 sec): 3 clusters Score: Raw -520325.964861 + Penalty 2726.763457 = -517599.201404 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 9 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.070000 sec): 2 clusters Score: Raw -65071.506771 + Penalty 1042.718996 = -64028.787775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.270000 sec): 3 clusters Score: Raw -64957.140756 + Penalty 2085.437992 = -62871.702765 nChanged 162 SP:Iteration 1F (459.400000 sec): 3 clusters Score: Raw -65166.457678 + Penalty 2085.437992 = -63081.019686 nChanged 40 SP:Iteration 2F (459.600000 sec): 3 clusters Score: Raw -65287.459359 + Penalty 2085.437992 = -63202.021368 nChanged 25 SP:Iteration 3Q (459.790000 sec): 3 clusters Score: Raw -65332.322487 + Penalty 2085.437992 = -63246.884495 nChanged 13 SP:Iteration 4Q (459.990000 sec): 3 clusters Score: Raw -65352.237493 + Penalty 2085.437992 = -63266.799501 nChanged 11 SP:Iteration 5Q (460.140000 sec): 3 clusters Score: Raw -65366.471098 + Penalty 2085.437992 = -63281.033106 nChanged 9 SP:Iteration 6Q (460.310000 sec): 3 clusters Score: Raw -65378.687408 + Penalty 2085.437992 = -63293.249416 nChanged 5 SP:Iteration 7Q (460.440000 sec): 3 clusters Score: Raw -65385.415555 + Penalty 2085.437992 = -63299.977563 nChanged 6 SP:Iteration 8Q (460.620000 sec): 3 clusters Score: Raw -65393.853816 + Penalty 2085.437992 = -63308.415824 nChanged 2 SP:Iteration 9Q (460.850000 sec): 3 clusters Score: Raw -65397.380979 + Penalty 2085.437992 = -63311.942988 nChanged 1 SP:Iteration 10Q (461.020000 sec): 3 clusters Score: Raw -65398.765920 + Penalty 2085.437992 = -63313.327928 nChanged 2 SP:Iteration 11Q (461.230000 sec): 3 clusters Score: Raw -65400.254980 + Penalty 2085.437992 = -63314.816988 nChanged 0 SP:Iteration 12F (461.390000 sec): 3 clusters Score: Raw -65400.254980 + Penalty 2085.437992 = -63314.816988 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 13 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (461.470000 sec): 2 clusters Score: Raw -85916.942201 + Penalty 1080.459989 = -84836.482212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (461.660000 sec): 3 clusters Score: Raw -85814.443482 + Penalty 2160.919979 = -83653.523503 nChanged 237 SP:Iteration 1F (461.900000 sec): 3 clusters Score: Raw -86081.298304 + Penalty 2160.919979 = -83920.378325 nChanged 54 SP:Iteration 2F (462.090000 sec): 3 clusters Score: Raw -86179.713052 + Penalty 2160.919979 = -84018.793073 nChanged 42 SP:Iteration 3F (462.240000 sec): 3 clusters Score: Raw -86310.250498 + Penalty 2160.919979 = -84149.330520 nChanged 34 SP:Iteration 4Q (462.410000 sec): 3 clusters Score: Raw -86380.848930 + Penalty 2160.919979 = -84219.928951 nChanged 25 SP:Iteration 5Q (462.610000 sec): 3 clusters Score: Raw -86417.320846 + Penalty 2160.919979 = -84256.400867 nChanged 18 SP:Iteration 6Q (462.730000 sec): 3 clusters Score: Raw -86438.094895 + Penalty 2160.919979 = -84277.174916 nChanged 7 SP:Iteration 7Q (462.980000 sec): 3 clusters Score: Raw -86447.710333 + Penalty 2160.919979 = -84286.790355 nChanged 5 SP:Iteration 8Q (463.170000 sec): 3 clusters Score: Raw -86454.827965 + Penalty 2160.919979 = -84293.907986 nChanged 3 SP:Iteration 9Q (463.330000 sec): 3 clusters Score: Raw -86458.612605 + Penalty 2160.919979 = -84297.692626 nChanged 2 SP:Iteration 10Q (463.530000 sec): 3 clusters Score: Raw -86470.201610 + Penalty 2160.919979 = -84309.281631 nChanged 1 SP:Iteration 11Q (463.700000 sec): 3 clusters Score: Raw -86472.147052 + Penalty 2160.919979 = -84311.227073 nChanged 1 SP:Iteration 12Q (463.930000 sec): 3 clusters Score: Raw -86472.472472 + Penalty 2160.919979 = -84311.552493 nChanged 0 SP:Iteration 13F (464.160000 sec): 3 clusters Score: Raw -86472.472472 + Penalty 2160.919979 = -84311.552493 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 14 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (464.270000 sec): 2 clusters Score: Raw -218008.557113 + Penalty 1233.513470 = -216775.043643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (464.440000 sec): 3 clusters Score: Raw -217240.700292 + Penalty 2467.026940 = -214773.673352 nChanged 689 SP:Iteration 1F (464.660000 sec): 3 clusters Score: Raw -217919.424796 + Penalty 2467.026940 = -215452.397856 nChanged 212 SP:Iteration 2F (464.880000 sec): 3 clusters Score: Raw -218156.891439 + Penalty 2467.026940 = -215689.864499 nChanged 162 SP:Iteration 3F (465.050000 sec): 3 clusters Score: Raw -218321.368589 + Penalty 2467.026940 = -215854.341649 nChanged 110 SP:Iteration 4F (465.240000 sec): 3 clusters Score: Raw -218458.573333 + Penalty 2467.026940 = -215991.546393 nChanged 101 SP:Iteration 5F (465.370000 sec): 3 clusters Score: Raw -218581.913090 + Penalty 2467.026940 = -216114.886150 nChanged 69 SP:Iteration 6Q (465.560000 sec): 3 clusters Score: Raw -218673.324830 + Penalty 2467.026940 = -216206.297890 nChanged 48 SP:Iteration 7Q (465.750000 sec): 3 clusters Score: Raw -218736.000490 + Penalty 2467.026940 = -216268.973550 nChanged 33 SP:Iteration 8Q (465.940000 sec): 3 clusters Score: Raw -218774.111622 + Penalty 2467.026940 = -216307.084682 nChanged 22 SP:Iteration 9Q (466.180000 sec): 3 clusters Score: Raw -218805.427748 + Penalty 2467.026940 = -216338.400808 nChanged 16 SP:Iteration 10Q (466.470000 sec): 3 clusters Score: Raw -218835.263742 + Penalty 2467.026940 = -216368.236802 nChanged 12 SP:Iteration 11Q (466.630000 sec): 3 clusters Score: Raw -218862.050532 + Penalty 2467.026940 = -216395.023592 nChanged 12 SP:Iteration 12Q (466.830000 sec): 3 clusters Score: Raw -218883.720673 + Penalty 2467.026940 = -216416.693732 nChanged 11 SP:Iteration 13Q (467.030000 sec): 3 clusters Score: Raw -218896.030013 + Penalty 2467.026940 = -216429.003073 nChanged 10 SP:Iteration 14Q (467.250000 sec): 3 clusters Score: Raw -218916.368478 + Penalty 2467.026940 = -216449.341538 nChanged 6 SP:Iteration 15Q (467.520000 sec): 3 clusters Score: Raw -218922.764102 + Penalty 2467.026940 = -216455.737162 nChanged 3 SP:Iteration 16Q (467.760000 sec): 3 clusters Score: Raw -218930.807085 + Penalty 2467.026940 = -216463.780145 nChanged 4 SP:Iteration 17Q (467.950000 sec): 3 clusters Score: Raw -218938.110759 + Penalty 2467.026940 = -216471.083819 nChanged 1 SP:Iteration 18Q (468.140000 sec): 3 clusters Score: Raw -218939.230551 + Penalty 2467.026940 = -216472.203611 nChanged 2 SP:Iteration 19Q (468.330000 sec): 3 clusters Score: Raw -218940.541628 + Penalty 2467.026940 = -216473.514688 nChanged 0 SP:Iteration 20F (468.540000 sec): 3 clusters Score: Raw -218940.541628 + Penalty 2467.026940 = -216473.514688 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 15 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.640000 sec): 2 clusters Score: Raw -33485.482075 + Penalty 944.310411 = -32541.171664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.810000 sec): 3 clusters Score: Raw -33538.276251 + Penalty 1888.620823 = -31649.655428 nChanged 83 SP:Iteration 1F (469.000000 sec): 3 clusters Score: Raw -33742.604385 + Penalty 1888.620823 = -31853.983562 nChanged 23 SP:Iteration 2F (469.190000 sec): 3 clusters Score: Raw -33794.779365 + Penalty 1888.620823 = -31906.158542 nChanged 7 SP:Iteration 3Q (469.360000 sec): 3 clusters Score: Raw -33812.178903 + Penalty 1888.620823 = -31923.558081 nChanged 5 SP:Iteration 4Q (469.550000 sec): 3 clusters Score: Raw -33819.144579 + Penalty 1888.620823 = -31930.523757 nChanged 1 SP:Iteration 5Q (469.680000 sec): 3 clusters Score: Raw -33823.688107 + Penalty 1888.620823 = -31935.067284 nChanged 1 SP:Iteration 6Q (469.850000 sec): 3 clusters Score: Raw -33839.909248 + Penalty 1888.620823 = -31951.288426 nChanged 2 SP:Iteration 7Q (470.060000 sec): 3 clusters Score: Raw -33845.009590 + Penalty 1888.620823 = -31956.388767 nChanged 2 SP:Iteration 8Q (470.240000 sec): 3 clusters Score: Raw -33848.192108 + Penalty 1888.620823 = -31959.571285 nChanged 0 SP:Iteration 9F (470.450000 sec): 3 clusters Score: Raw -33848.192108 + Penalty 1888.620823 = -31959.571285 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 16 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.540000 sec): 2 clusters Score: Raw -260901.708989 + Penalty 1272.444163 = -259629.264826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.740000 sec): 3 clusters Score: Raw -259823.502077 + Penalty 2544.888326 = -257278.613752 nChanged 992 SP:Iteration 1F (470.940000 sec): 3 clusters Score: Raw -260733.358059 + Penalty 2544.888326 = -258188.469734 nChanged 324 SP:Iteration 2F (471.140000 sec): 3 clusters Score: Raw -261109.200929 + Penalty 2544.888326 = -258564.312603 nChanged 296 SP:Iteration 3F (471.330000 sec): 3 clusters Score: Raw -261785.473067 + Penalty 2544.888326 = -259240.584742 nChanged 317 SP:Iteration 4F (471.540000 sec): 3 clusters Score: Raw -262787.041864 + Penalty 2544.888326 = -260242.153538 nChanged 271 SP:Iteration 5F (471.740000 sec): 3 clusters Score: Raw -263721.452999 + Penalty 2544.888326 = -261176.564674 nChanged 142 SP:Iteration 6F (471.960000 sec): 3 clusters Score: Raw -264031.050392 + Penalty 2544.888326 = -261486.162066 nChanged 48 SP:Iteration 7Q (472.170000 sec): 3 clusters Score: Raw -264092.841221 + Penalty 2544.888326 = -261547.952895 nChanged 13 SP:Iteration 8Q (472.400000 sec): 3 clusters Score: Raw -264103.179489 + Penalty 2544.888326 = -261558.291163 nChanged 0 SP:Iteration 9F (472.600000 sec): 3 clusters Score: Raw -264103.179489 + Penalty 2544.888326 = -261558.291163 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 18 (2156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (472.730000 sec): 2 clusters Score: Raw -217446.920342 + Penalty 1247.351614 = -216199.568728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (472.910000 sec): 3 clusters Score: Raw -216624.185763 + Penalty 2494.703228 = -214129.482535 nChanged 795 SP:Iteration 1F (473.120000 sec): 3 clusters Score: Raw -218157.636159 + Penalty 2494.703228 = -215662.932931 nChanged 420 SP:Iteration 2F (473.330000 sec): 3 clusters Score: Raw -220514.797482 + Penalty 2494.703228 = -218020.094254 nChanged 326 SP:Iteration 3F (473.490000 sec): 3 clusters Score: Raw -222557.262051 + Penalty 2494.703228 = -220062.558823 nChanged 63 SP:Iteration 4Q (473.680000 sec): 3 clusters Score: Raw -222829.877713 + Penalty 2494.703228 = -220335.174486 nChanged 17 SP:Iteration 5Q (473.860000 sec): 3 clusters Score: Raw -222962.778057 + Penalty 2494.703228 = -220468.074829 nChanged 21 SP:Iteration 6Q (474.060000 sec): 3 clusters Score: Raw -223222.973111 + Penalty 2494.703228 = -220728.269883 nChanged 17 SP:Iteration 7Q (474.210000 sec): 3 clusters Score: Raw -223376.830038 + Penalty 2494.703228 = -220882.126810 nChanged 4 SP:Iteration 8Q (474.440000 sec): 3 clusters Score: Raw -223379.007203 + Penalty 2494.703228 = -220884.303976 nChanged 2 SP:Iteration 9Q (474.690000 sec): 3 clusters Score: Raw -223380.533203 + Penalty 2494.703228 = -220885.829975 nChanged 1 SP:Iteration 10Q (474.870000 sec): 3 clusters Score: Raw -223380.961366 + Penalty 2494.703228 = -220886.258138 nChanged 1 SP:Iteration 11Q (475.080000 sec): 3 clusters Score: Raw -223381.311176 + Penalty 2494.703228 = -220886.607948 nChanged 0 SP:Iteration 12F (475.320000 sec): 3 clusters Score: Raw -223381.311176 + Penalty 2494.703228 = -220886.607948 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 3.01 GB. Trying to split cluster 19 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.420000 sec): 2 clusters Score: Raw -216260.369595 + Penalty 1245.303746 = -215015.065850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (475.670000 sec): 3 clusters Score: Raw -215427.803026 + Penalty 2490.607491 = -212937.195535 nChanged 801 SP:Iteration 1F (475.870000 sec): 3 clusters Score: Raw -216489.554312 + Penalty 2490.607491 = -213998.946821 nChanged 269 SP:Iteration 2F (476.070000 sec): 3 clusters Score: Raw -217197.553968 + Penalty 2490.607491 = -214706.946477 nChanged 259 SP:Iteration 3F (476.240000 sec): 3 clusters Score: Raw -217776.060446 + Penalty 2490.607491 = -215285.452955 nChanged 211 SP:Iteration 4F (476.430000 sec): 3 clusters Score: Raw -218367.249149 + Penalty 2490.607491 = -215876.641658 nChanged 172 SP:Iteration 5F (476.600000 sec): 3 clusters Score: Raw -218954.940946 + Penalty 2490.607491 = -216464.333455 nChanged 119 SP:Iteration 6F (476.770000 sec): 3 clusters Score: Raw -219627.950209 + Penalty 2490.607491 = -217137.342717 nChanged 101 SP:Iteration 7Q (476.980000 sec): 3 clusters Score: Raw -220860.647170 + Penalty 2490.607491 = -218370.039679 nChanged 34 SP:Iteration 8Q (477.170000 sec): 3 clusters Score: Raw -220972.368093 + Penalty 2490.607491 = -218481.760602 nChanged 6 SP:Iteration 9Q (477.290000 sec): 3 clusters Score: Raw -220990.508362 + Penalty 2490.607491 = -218499.900871 nChanged 2 SP:Iteration 10Q (477.550000 sec): 3 clusters Score: Raw -220995.001638 + Penalty 2490.607491 = -218504.394147 nChanged 0 SP:Iteration 11F (477.750000 sec): 3 clusters Score: Raw -220995.001638 + Penalty 2490.607491 = -218504.394147 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Iteration 20F (488.140000 sec): 15 clusters Score: Raw -45670236.899460 + Penalty 29395.839010 = -45640841.060450 nChanged 1592 Iteration 21Q (495.450000 sec): 15 clusters Score: Raw -45673001.556681 + Penalty 29395.839010 = -45643605.717671 nChanged 1441 Iteration 22Q (502.450000 sec): 15 clusters Score: Raw -45673551.844882 + Penalty 29395.839010 = -45644156.005872 nChanged 1381 Iteration 23Q (510.060000 sec): 15 clusters Score: Raw -45673961.461414 + Penalty 29395.839010 = -45644565.622404 nChanged 1295 Iteration 24Q (518.260000 sec): 15 clusters Score: Raw -45674391.679987 + Penalty 29395.839010 = -45644995.840977 nChanged 1290 Iteration 25Q (525.570000 sec): 15 clusters Score: Raw -45674730.366761 + Penalty 29395.839010 = -45645334.527751 nChanged 1233 Iteration 26Q (533.080000 sec): 15 clusters Score: Raw -45675039.266838 + Penalty 29395.839010 = -45645643.427828 nChanged 1274 Iteration 27Q (540.650000 sec): 15 clusters Score: Raw -45675394.707544 + Penalty 29395.839010 = -45645998.868535 nChanged 1319 Iteration 28Q (550.190000 sec): 15 clusters Score: Raw -45675822.774216 + Penalty 29395.839010 = -45646426.935207 nChanged 1512 Iteration 29Q (557.870000 sec): 15 clusters Score: Raw -45676333.816400 + Penalty 29395.839010 = -45646937.977390 nChanged 1589 Iteration 30Q (565.140000 sec): 15 clusters Score: Raw -45676841.318356 + Penalty 29395.839010 = -45647445.479346 nChanged 1579 Iteration 31Q (571.040000 sec): 15 clusters Score: Raw -45677317.393124 + Penalty 29395.839010 = -45647921.554114 nChanged 1501 Iteration 32Q (576.940000 sec): 15 clusters Score: Raw -45677733.818869 + Penalty 29395.839010 = -45648337.979860 nChanged 1455 Iteration 33Q (585.310000 sec): 15 clusters Score: Raw -45678062.990421 + Penalty 29395.839010 = -45648667.151411 nChanged 1246 Iteration 34Q (592.780000 sec): 15 clusters Score: Raw -45678286.890015 + Penalty 29395.839010 = -45648891.051005 nChanged 1094 Iteration 35Q (599.900000 sec): 15 clusters Score: Raw -45678453.263992 + Penalty 29395.839010 = -45649057.424982 nChanged 967 Iteration 36Q (607.120000 sec): 15 clusters Score: Raw -45678596.879406 + Penalty 29395.839010 = -45649201.040396 nChanged 877 Iteration 37Q (613.450000 sec): 15 clusters Score: Raw -45678714.519835 + Penalty 29395.839010 = -45649318.680825 nChanged 829 Iteration 38Q (621.340000 sec): 15 clusters Score: Raw -45678819.664611 + Penalty 29395.839010 = -45649423.825602 nChanged 755 Iteration 39Q (628.750000 sec): 15 clusters Score: Raw -45678916.511877 + Penalty 29395.839010 = -45649520.672868 nChanged 716 Deleting Class 14 (746 points): Lose 1930.851101 but Gain 2099.702786 Iteration 40F (639.180000 sec): 14 clusters Score: Raw -45678857.015317 + Penalty 27296.136223 = -45651560.879093 nChanged 3021 Iteration 41Q (645.200000 sec): 14 clusters Score: Raw -45682184.723806 + Penalty 27296.136223 = -45654888.587583 nChanged 2848 Iteration 42Q (651.810000 sec): 14 clusters Score: Raw -45683594.316312 + Penalty 27296.136223 = -45656298.180089 nChanged 2897 Iteration 43Q (658.150000 sec): 14 clusters Score: Raw -45684726.569222 + Penalty 27296.136223 = -45657430.432999 nChanged 2776 Iteration 44Q (664.690000 sec): 14 clusters Score: Raw -45685611.624200 + Penalty 27296.136223 = -45658315.487976 nChanged 2749 Iteration 45Q (671.090000 sec): 14 clusters Score: Raw -45686349.061567 + Penalty 27296.136223 = -45659052.925344 nChanged 2582 Iteration 46Q (676.950000 sec): 14 clusters Score: Raw -45686963.482866 + Penalty 27296.136223 = -45659667.346643 nChanged 2485 Iteration 47Q (683.560000 sec): 14 clusters Score: Raw -45687500.146607 + Penalty 27296.136223 = -45660204.010383 nChanged 2414 Iteration 48Q (690.640000 sec): 14 clusters Score: Raw -45687949.463723 + Penalty 27296.136223 = -45660653.327499 nChanged 2253 Iteration 49Q (697.890000 sec): 14 clusters Score: Raw -45688316.110065 + Penalty 27296.136223 = -45661019.973841 nChanged 1995 Iteration 50Q (704.440000 sec): 14 clusters Score: Raw -45688604.039068 + Penalty 27296.136223 = -45661307.902845 nChanged 1812 Iteration 51Q (710.710000 sec): 14 clusters Score: Raw -45688840.548848 + Penalty 27296.136223 = -45661544.412624 nChanged 1667 Iteration 52Q (716.840000 sec): 14 clusters Score: Raw -45689039.636559 + Penalty 27296.136223 = -45661743.500336 nChanged 1565 Iteration 53Q (722.870000 sec): 14 clusters Score: Raw -45689209.694093 + Penalty 27296.136223 = -45661913.557870 nChanged 1380 Iteration 54Q (728.760000 sec): 14 clusters Score: Raw -45689351.394241 + Penalty 27296.136223 = -45662055.258018 nChanged 1282 Iteration 55Q (734.560000 sec): 14 clusters Score: Raw -45689467.513179 + Penalty 27296.136223 = -45662171.376955 nChanged 1148 Iteration 56Q (740.620000 sec): 14 clusters Score: Raw -45689565.611108 + Penalty 27296.136223 = -45662269.474885 nChanged 1064 Iteration 57Q (747.550000 sec): 14 clusters Score: Raw -45689648.978296 + Penalty 27296.136223 = -45662352.842072 nChanged 971 Iteration 58Q (754.090000 sec): 14 clusters Score: Raw -45689718.116238 + Penalty 27296.136223 = -45662421.980014 nChanged 881 Writing temp clu file Because OldScore, -45662352.842072, is greater than current (better) Score,-45662421.980014 Compute initial score before splitting: Score: Raw -45689718.116238 + Penalty 27296.136223 = -45662421.980014 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 1 (37400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (754.450000 sec): 2 clusters Score: Raw -4149309.400729 + Penalty 1711.031722 = -4147598.369006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (754.780000 sec): 3 clusters Score: Raw -4125918.376565 + Penalty 3422.063445 = -4122496.313120 nChanged 17428 SP:Iteration 1F (755.170000 sec): 3 clusters Score: Raw -4135460.091973 + Penalty 3422.063445 = -4132038.028528 nChanged 1505 SP:Iteration 2Q (755.580000 sec): 3 clusters Score: Raw -4135917.920450 + Penalty 3422.063445 = -4132495.857005 nChanged 1487 SP:Iteration 3Q (755.920000 sec): 3 clusters Score: Raw -4136398.363603 + Penalty 3422.063445 = -4132976.300158 nChanged 1512 SP:Iteration 4Q (756.260000 sec): 3 clusters Score: Raw -4136938.303520 + Penalty 3422.063445 = -4133516.240076 nChanged 1609 SP:Iteration 5Q (756.650000 sec): 3 clusters Score: Raw -4137604.213318 + Penalty 3422.063445 = -4134182.149874 nChanged 1809 SP:Iteration 6Q (757.030000 sec): 3 clusters Score: Raw -4138448.291719 + Penalty 3422.063445 = -4135026.228274 nChanged 1943 SP:Iteration 7F (757.420000 sec): 3 clusters Score: Raw -4139472.995057 + Penalty 3422.063445 = -4136050.931613 nChanged 2009 SP:Iteration 8F (757.750000 sec): 3 clusters Score: Raw -4140631.751844 + Penalty 3422.063445 = -4137209.688399 nChanged 2010 SP:Iteration 9F (758.110000 sec): 3 clusters Score: Raw -4141901.374432 + Penalty 3422.063445 = -4138479.310987 nChanged 1876 SP:Iteration 10F (758.480000 sec): 3 clusters Score: Raw -4142988.526276 + Penalty 3422.063445 = -4139566.462831 nChanged 1448 SP:Iteration 11Q (758.820000 sec): 3 clusters Score: Raw -4143626.279472 + Penalty 3422.063445 = -4140204.216027 nChanged 1032 SP:Iteration 12Q (759.200000 sec): 3 clusters Score: Raw -4143970.775042 + Penalty 3422.063445 = -4140548.711597 nChanged 704 SP:Iteration 13Q (759.540000 sec): 3 clusters Score: Raw -4144155.208261 + Penalty 3422.063445 = -4140733.144816 nChanged 524 SP:Iteration 14Q (759.850000 sec): 3 clusters Score: Raw -4144273.471407 + Penalty 3422.063445 = -4140851.407962 nChanged 441 SP:Iteration 15Q (760.220000 sec): 3 clusters Score: Raw -4144365.092595 + Penalty 3422.063445 = -4140943.029150 nChanged 429 SP:Iteration 16Q (760.580000 sec): 3 clusters Score: Raw -4144457.881526 + Penalty 3422.063445 = -4141035.818081 nChanged 433 SP:Iteration 17Q (760.900000 sec): 3 clusters Score: Raw -4144557.399193 + Penalty 3422.063445 = -4141135.335748 nChanged 466 SP:Iteration 18Q (761.260000 sec): 3 clusters Score: Raw -4144667.687546 + Penalty 3422.063445 = -4141245.624102 nChanged 450 SP:Iteration 19Q (761.570000 sec): 3 clusters Score: Raw -4144776.581703 + Penalty 3422.063445 = -4141354.518258 nChanged 451 SP:Iteration 20F (761.900000 sec): 3 clusters Score: Raw -4144885.746008 + Penalty 3422.063445 = -4141463.682564 nChanged 465 SP:Iteration 21Q (762.230000 sec): 3 clusters Score: Raw -4144996.892430 + Penalty 3422.063445 = -4141574.828986 nChanged 461 SP:Iteration 22Q (762.630000 sec): 3 clusters Score: Raw -4145113.394501 + Penalty 3422.063445 = -4141691.331057 nChanged 481 SP:Iteration 23Q (762.940000 sec): 3 clusters Score: Raw -4145236.286086 + Penalty 3422.063445 = -4141814.222641 nChanged 481 SP:Iteration 24Q (763.270000 sec): 3 clusters Score: Raw -4145359.038067 + Penalty 3422.063445 = -4141936.974622 nChanged 490 SP:Iteration 25Q (763.620000 sec): 3 clusters Score: Raw -4145496.673664 + Penalty 3422.063445 = -4142074.610220 nChanged 526 SP:Iteration 26Q (763.990000 sec): 3 clusters Score: Raw -4145657.160551 + Penalty 3422.063445 = -4142235.097106 nChanged 526 SP:Iteration 27Q (764.350000 sec): 3 clusters Score: Raw -4145819.822266 + Penalty 3422.063445 = -4142397.758822 nChanged 534 SP:Iteration 28Q (764.710000 sec): 3 clusters Score: Raw -4146004.513868 + Penalty 3422.063445 = -4142582.450423 nChanged 593 SP:Iteration 29Q (765.050000 sec): 3 clusters Score: Raw -4146234.136930 + Penalty 3422.063445 = -4142812.073485 nChanged 593 SP:Iteration 30Q (765.380000 sec): 3 clusters Score: Raw -4146478.050268 + Penalty 3422.063445 = -4143055.986824 nChanged 600 SP:Iteration 31Q (765.780000 sec): 3 clusters Score: Raw -4146750.875232 + Penalty 3422.063445 = -4143328.811787 nChanged 573 SP:Iteration 32Q (766.150000 sec): 3 clusters Score: Raw -4147016.024588 + Penalty 3422.063445 = -4143593.961144 nChanged 568 SP:Iteration 33Q (766.600000 sec): 3 clusters Score: Raw -4147303.716241 + Penalty 3422.063445 = -4143881.652796 nChanged 561 SP:Iteration 34Q (766.970000 sec): 3 clusters Score: Raw -4147600.755891 + Penalty 3422.063445 = -4144178.692446 nChanged 531 SP:Iteration 35Q (767.380000 sec): 3 clusters Score: Raw -4147933.279715 + Penalty 3422.063445 = -4144511.216270 nChanged 501 SP:Iteration 36Q (767.730000 sec): 3 clusters Score: Raw -4148274.587357 + Penalty 3422.063445 = -4144852.523913 nChanged 445 SP:Iteration 37Q (768.110000 sec): 3 clusters Score: Raw -4148580.112379 + Penalty 3422.063445 = -4145158.048935 nChanged 406 SP:Iteration 38Q (768.460000 sec): 3 clusters Score: Raw -4148877.078803 + Penalty 3422.063445 = -4145455.015358 nChanged 350 SP:Iteration 39Q (768.830000 sec): 3 clusters Score: Raw -4149123.656506 + Penalty 3422.063445 = -4145701.593061 nChanged 309 SP:Iteration 40F (769.210000 sec): 3 clusters Score: Raw -4149325.814769 + Penalty 3422.063445 = -4145903.751325 nChanged 270 SP:Iteration 41Q (769.560000 sec): 3 clusters Score: Raw -4149465.608843 + Penalty 3422.063445 = -4146043.545398 nChanged 201 SP:Iteration 42Q (769.950000 sec): 3 clusters Score: Raw -4149550.345841 + Penalty 3422.063445 = -4146128.282397 nChanged 176 SP:Iteration 43Q (770.290000 sec): 3 clusters Score: Raw -4149610.408297 + Penalty 3422.063445 = -4146188.344853 nChanged 137 SP:Iteration 44Q (770.630000 sec): 3 clusters Score: Raw -4149647.901580 + Penalty 3422.063445 = -4146225.838135 nChanged 87 SP:Iteration 45Q (771.060000 sec): 3 clusters Score: Raw -4149669.147994 + Penalty 3422.063445 = -4146247.084550 nChanged 81 SP:Iteration 46Q (771.450000 sec): 3 clusters Score: Raw -4149689.788546 + Penalty 3422.063445 = -4146267.725101 nChanged 69 SP:Iteration 47Q (771.810000 sec): 3 clusters Score: Raw -4149703.432221 + Penalty 3422.063445 = -4146281.368776 nChanged 59 SP:Iteration 48Q (772.170000 sec): 3 clusters Score: Raw -4149711.799135 + Penalty 3422.063445 = -4146289.735690 nChanged 33 SP:Iteration 49Q (772.500000 sec): 3 clusters Score: Raw -4149716.678568 + Penalty 3422.063445 = -4146294.615124 nChanged 39 SP:Iteration 50Q (772.870000 sec): 3 clusters Score: Raw -4149722.768103 + Penalty 3422.063445 = -4146300.704658 nChanged 45 SP:Iteration 51Q (773.230000 sec): 3 clusters Score: Raw -4149729.529141 + Penalty 3422.063445 = -4146307.465696 nChanged 35 SP:Iteration 52Q (773.590000 sec): 3 clusters Score: Raw -4149734.485754 + Penalty 3422.063445 = -4146312.422309 nChanged 25 SP:Iteration 53Q (773.960000 sec): 3 clusters Score: Raw -4149737.545621 + Penalty 3422.063445 = -4146315.482176 nChanged 22 SP:Iteration 54Q (774.300000 sec): 3 clusters Score: Raw -4149740.521639 + Penalty 3422.063445 = -4146318.458194 nChanged 22 SP:Iteration 55Q (774.590000 sec): 3 clusters Score: Raw -4149743.756946 + Penalty 3422.063445 = -4146321.693502 nChanged 21 SP:Iteration 56Q (774.940000 sec): 3 clusters Score: Raw -4149745.865955 + Penalty 3422.063445 = -4146323.802510 nChanged 16 SP:Iteration 57Q (775.270000 sec): 3 clusters Score: Raw -4149747.324457 + Penalty 3422.063445 = -4146325.261012 nChanged 9 SP:Iteration 58Q (775.590000 sec): 3 clusters Score: Raw -4149748.474759 + Penalty 3422.063445 = -4146326.411314 nChanged 13 SP:Iteration 59Q (775.930000 sec): 3 clusters Score: Raw -4149750.575439 + Penalty 3422.063445 = -4146328.511995 nChanged 17 SP:Iteration 60F (776.290000 sec): 3 clusters Score: Raw -4149752.275188 + Penalty 3422.063445 = -4146330.211744 nChanged 18 SP:Iteration 61Q (776.630000 sec): 3 clusters Score: Raw -4149754.398917 + Penalty 3422.063445 = -4146332.335473 nChanged 17 SP:Iteration 62Q (776.950000 sec): 3 clusters Score: Raw -4149755.816657 + Penalty 3422.063445 = -4146333.753213 nChanged 11 SP:Iteration 63Q (777.270000 sec): 3 clusters Score: Raw -4149756.652845 + Penalty 3422.063445 = -4146334.589400 nChanged 6 SP:Iteration 64Q (777.620000 sec): 3 clusters Score: Raw -4149757.122769 + Penalty 3422.063445 = -4146335.059324 nChanged 0 SP:Iteration 65F (777.950000 sec): 3 clusters Score: Raw -4149757.122769 + Penalty 3422.063445 = -4146335.059324 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 2 (6598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (778.120000 sec): 2 clusters Score: Raw -740916.436038 + Penalty 1429.109801 = -739487.326237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.340000 sec): 3 clusters Score: Raw -737345.657668 + Penalty 2858.219602 = -734487.438066 nChanged 2737 SP:Iteration 1F (778.560000 sec): 3 clusters Score: Raw -738812.081068 + Penalty 2858.219602 = -735953.861466 nChanged 412 SP:Iteration 2F (778.840000 sec): 3 clusters Score: Raw -739002.763947 + Penalty 2858.219602 = -736144.544345 nChanged 351 SP:Iteration 3F (779.020000 sec): 3 clusters Score: Raw -739175.330476 + Penalty 2858.219602 = -736317.110874 nChanged 305 SP:Iteration 4Q (779.210000 sec): 3 clusters Score: Raw -739322.701038 + Penalty 2858.219602 = -736464.481436 nChanged 294 SP:Iteration 5Q (779.500000 sec): 3 clusters Score: Raw -739494.335870 + Penalty 2858.219602 = -736636.116268 nChanged 327 SP:Iteration 6Q (779.720000 sec): 3 clusters Score: Raw -739684.041835 + Penalty 2858.219602 = -736825.822233 nChanged 309 SP:Iteration 7Q (779.950000 sec): 3 clusters Score: Raw -739871.510988 + Penalty 2858.219602 = -737013.291387 nChanged 296 SP:Iteration 8Q (780.170000 sec): 3 clusters Score: Raw -740081.625901 + Penalty 2858.219602 = -737223.406299 nChanged 271 SP:Iteration 9Q (780.420000 sec): 3 clusters Score: Raw -740296.103867 + Penalty 2858.219602 = -737437.884265 nChanged 244 SP:Iteration 10Q (780.660000 sec): 3 clusters Score: Raw -740522.208341 + Penalty 2858.219602 = -737663.988739 nChanged 215 SP:Iteration 11Q (780.930000 sec): 3 clusters Score: Raw -740724.549990 + Penalty 2858.219602 = -737866.330389 nChanged 171 SP:Iteration 12Q (781.200000 sec): 3 clusters Score: Raw -740866.449942 + Penalty 2858.219602 = -738008.230340 nChanged 126 SP:Iteration 13Q (781.420000 sec): 3 clusters Score: Raw -740947.772869 + Penalty 2858.219602 = -738089.553267 nChanged 90 SP:Iteration 14Q (781.630000 sec): 3 clusters Score: Raw -740991.570423 + Penalty 2858.219602 = -738133.350821 nChanged 57 SP:Iteration 15Q (781.940000 sec): 3 clusters Score: Raw -741021.622955 + Penalty 2858.219602 = -738163.403353 nChanged 39 SP:Iteration 16Q (782.190000 sec): 3 clusters Score: Raw -741046.741848 + Penalty 2858.219602 = -738188.522246 nChanged 32 SP:Iteration 17Q (782.410000 sec): 3 clusters Score: Raw -741063.935812 + Penalty 2858.219602 = -738205.716210 nChanged 20 SP:Iteration 18Q (782.680000 sec): 3 clusters Score: Raw -741070.919306 + Penalty 2858.219602 = -738212.699704 nChanged 11 SP:Iteration 19Q (782.900000 sec): 3 clusters Score: Raw -741074.297349 + Penalty 2858.219602 = -738216.077747 nChanged 10 SP:Iteration 20F (783.140000 sec): 3 clusters Score: Raw -741078.127093 + Penalty 2858.219602 = -738219.907491 nChanged 11 SP:Iteration 21Q (783.380000 sec): 3 clusters Score: Raw -741081.157961 + Penalty 2858.219602 = -738222.938360 nChanged 6 SP:Iteration 22Q (783.620000 sec): 3 clusters Score: Raw -741082.444986 + Penalty 2858.219602 = -738224.225384 nChanged 4 SP:Iteration 23Q (783.830000 sec): 3 clusters Score: Raw -741083.121272 + Penalty 2858.219602 = -738224.901670 nChanged 1 SP:Iteration 24Q (784.010000 sec): 3 clusters Score: Raw -741083.370842 + Penalty 2858.219602 = -738225.151240 nChanged 1 SP:Iteration 25Q (784.240000 sec): 3 clusters Score: Raw -741083.588699 + Penalty 2858.219602 = -738225.369097 nChanged 1 SP:Iteration 26Q (784.450000 sec): 3 clusters Score: Raw -741083.705796 + Penalty 2858.219602 = -738225.486194 nChanged 0 SP:Iteration 27F (784.650000 sec): 3 clusters Score: Raw -741083.705796 + Penalty 2858.219602 = -738225.486194 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 3 (6288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.790000 sec): 2 clusters Score: Raw -676489.963321 + Penalty 1421.289729 = -675068.673592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.980000 sec): 3 clusters Score: Raw -673087.264386 + Penalty 2842.579459 = -670244.684927 nChanged 2612 SP:Iteration 1F (785.170000 sec): 3 clusters Score: Raw -674653.952035 + Penalty 2842.579459 = -671811.372576 nChanged 460 SP:Iteration 2F (785.380000 sec): 3 clusters Score: Raw -674968.231036 + Penalty 2842.579459 = -672125.651577 nChanged 417 SP:Iteration 3F (785.610000 sec): 3 clusters Score: Raw -675245.733873 + Penalty 2842.579459 = -672403.154415 nChanged 358 SP:Iteration 4F (785.790000 sec): 3 clusters Score: Raw -675494.630798 + Penalty 2842.579459 = -672652.051340 nChanged 351 SP:Iteration 5F (785.970000 sec): 3 clusters Score: Raw -675809.237261 + Penalty 2842.579459 = -672966.657802 nChanged 377 SP:Iteration 6F (786.210000 sec): 3 clusters Score: Raw -676172.619781 + Penalty 2842.579459 = -673330.040323 nChanged 356 SP:Iteration 7F (786.400000 sec): 3 clusters Score: Raw -676465.539443 + Penalty 2842.579459 = -673622.959985 nChanged 285 SP:Iteration 8Q (786.610000 sec): 3 clusters Score: Raw -676691.433317 + Penalty 2842.579459 = -673848.853858 nChanged 186 SP:Iteration 9Q (786.850000 sec): 3 clusters Score: Raw -676843.435745 + Penalty 2842.579459 = -674000.856286 nChanged 137 SP:Iteration 10Q (787.120000 sec): 3 clusters Score: Raw -676932.145027 + Penalty 2842.579459 = -674089.565569 nChanged 81 SP:Iteration 11Q (787.390000 sec): 3 clusters Score: Raw -676970.131242 + Penalty 2842.579459 = -674127.551783 nChanged 46 SP:Iteration 12Q (787.590000 sec): 3 clusters Score: Raw -676988.137513 + Penalty 2842.579459 = -674145.558054 nChanged 34 SP:Iteration 13Q (787.860000 sec): 3 clusters Score: Raw -677001.989165 + Penalty 2842.579459 = -674159.409706 nChanged 19 SP:Iteration 14Q (788.080000 sec): 3 clusters Score: Raw -677010.670753 + Penalty 2842.579459 = -674168.091295 nChanged 13 SP:Iteration 15Q (788.290000 sec): 3 clusters Score: Raw -677016.379217 + Penalty 2842.579459 = -674173.799759 nChanged 10 SP:Iteration 16Q (788.470000 sec): 3 clusters Score: Raw -677019.737170 + Penalty 2842.579459 = -674177.157712 nChanged 7 SP:Iteration 17Q (788.700000 sec): 3 clusters Score: Raw -677022.213937 + Penalty 2842.579459 = -674179.634478 nChanged 5 SP:Iteration 18Q (788.860000 sec): 3 clusters Score: Raw -677024.360488 + Penalty 2842.579459 = -674181.781030 nChanged 3 SP:Iteration 19Q (789.080000 sec): 3 clusters Score: Raw -677025.309798 + Penalty 2842.579459 = -674182.730340 nChanged 4 SP:Iteration 20F (789.290000 sec): 3 clusters Score: Raw -677026.595671 + Penalty 2842.579459 = -674184.016212 nChanged 4 SP:Iteration 21Q (789.470000 sec): 3 clusters Score: Raw -677028.593353 + Penalty 2842.579459 = -674186.013894 nChanged 3 SP:Iteration 22Q (789.650000 sec): 3 clusters Score: Raw -677029.509177 + Penalty 2842.579459 = -674186.929719 nChanged 2 SP:Iteration 23Q (789.910000 sec): 3 clusters Score: Raw -677029.892175 + Penalty 2842.579459 = -674187.312717 nChanged 1 SP:Iteration 24Q (790.110000 sec): 3 clusters Score: Raw -677030.283922 + Penalty 2842.579459 = -674187.704463 nChanged 1 SP:Iteration 25Q (790.310000 sec): 3 clusters Score: Raw -677030.598805 + Penalty 2842.579459 = -674188.019346 nChanged 1 SP:Iteration 26Q (790.540000 sec): 3 clusters Score: Raw -677030.755385 + Penalty 2842.579459 = -674188.175926 nChanged 1 SP:Iteration 27Q (790.750000 sec): 3 clusters Score: Raw -677030.896566 + Penalty 2842.579459 = -674188.317108 nChanged 0 SP:Iteration 28F (790.960000 sec): 3 clusters Score: Raw -677030.896566 + Penalty 2842.579459 = -674188.317108 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 4 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.060000 sec): 2 clusters Score: Raw -55501.827124 + Penalty 1027.999289 = -54473.827835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.230000 sec): 3 clusters Score: Raw -55518.092234 + Penalty 2055.998579 = -53462.093656 nChanged 155 SP:Iteration 1F (791.480000 sec): 3 clusters Score: Raw -55933.531822 + Penalty 2055.998579 = -53877.533243 nChanged 81 SP:Iteration 2F (791.670000 sec): 3 clusters Score: Raw -56173.188545 + Penalty 2055.998579 = -54117.189966 nChanged 58 SP:Iteration 3F (791.840000 sec): 3 clusters Score: Raw -56448.944126 + Penalty 2055.998579 = -54392.945547 nChanged 29 SP:Iteration 4F (792.070000 sec): 3 clusters Score: Raw -56677.250549 + Penalty 2055.998579 = -54621.251970 nChanged 20 SP:Iteration 5Q (792.280000 sec): 3 clusters Score: Raw -56750.043987 + Penalty 2055.998579 = -54694.045408 nChanged 11 SP:Iteration 6Q (792.500000 sec): 3 clusters Score: Raw -56793.135279 + Penalty 2055.998579 = -54737.136700 nChanged 12 SP:Iteration 7Q (792.700000 sec): 3 clusters Score: Raw -56834.756927 + Penalty 2055.998579 = -54778.758348 nChanged 6 SP:Iteration 8Q (792.900000 sec): 3 clusters Score: Raw -56868.699227 + Penalty 2055.998579 = -54812.700648 nChanged 4 SP:Iteration 9Q (793.120000 sec): 3 clusters Score: Raw -56894.462186 + Penalty 2055.998579 = -54838.463607 nChanged 2 SP:Iteration 10Q (793.270000 sec): 3 clusters Score: Raw -56902.259441 + Penalty 2055.998579 = -54846.260862 nChanged 1 SP:Iteration 11Q (793.470000 sec): 3 clusters Score: Raw -56910.470904 + Penalty 2055.998579 = -54854.472325 nChanged 0 SP:Iteration 12F (793.640000 sec): 3 clusters Score: Raw -56910.470904 + Penalty 2055.998579 = -54854.472325 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 3.01 GB. Trying to split cluster 5 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (793.780000 sec): 2 clusters Score: Raw -50814.897495 + Penalty 1013.410058 = -49801.487436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.970000 sec): 3 clusters Score: Raw -50776.568932 + Penalty 2026.820117 = -48749.748816 nChanged 139 SP:Iteration 1F (794.120000 sec): 3 clusters Score: Raw -51088.243108 + Penalty 2026.820117 = -49061.422992 nChanged 41 SP:Iteration 2F (794.260000 sec): 3 clusters Score: Raw -51227.229584 + Penalty 2026.820117 = -49200.409467 nChanged 23 SP:Iteration 3Q (794.470000 sec): 3 clusters Score: Raw -51331.529328 + Penalty 2026.820117 = -49304.709211 nChanged 24 SP:Iteration 4Q (794.610000 sec): 3 clusters Score: Raw -51430.719575 + Penalty 2026.820117 = -49403.899458 nChanged 23 SP:Iteration 5Q (794.820000 sec): 3 clusters Score: Raw -51587.835740 + Penalty 2026.820117 = -49561.015623 nChanged 17 SP:Iteration 6Q (795.010000 sec): 3 clusters Score: Raw -51698.023899 + Penalty 2026.820117 = -49671.203783 nChanged 19 SP:Iteration 7Q (795.270000 sec): 3 clusters Score: Raw -51780.890143 + Penalty 2026.820117 = -49754.070026 nChanged 15 SP:Iteration 8Q (795.470000 sec): 3 clusters Score: Raw -51863.969848 + Penalty 2026.820117 = -49837.149732 nChanged 9 SP:Iteration 9Q (795.630000 sec): 3 clusters Score: Raw -51947.036958 + Penalty 2026.820117 = -49920.216841 nChanged 2 SP:Iteration 10Q (795.810000 sec): 3 clusters Score: Raw -51951.786878 + Penalty 2026.820117 = -49924.966761 nChanged 1 SP:Iteration 11Q (796.010000 sec): 3 clusters Score: Raw -51953.277477 + Penalty 2026.820117 = -49926.457360 nChanged 1 SP:Iteration 12Q (796.180000 sec): 3 clusters Score: Raw -51954.301972 + Penalty 2026.820117 = -49927.481855 nChanged 1 SP:Iteration 13Q (796.360000 sec): 3 clusters Score: Raw -51955.579712 + Penalty 2026.820117 = -49928.759595 nChanged 1 SP:Iteration 14Q (796.560000 sec): 3 clusters Score: Raw -51956.263221 + Penalty 2026.820117 = -49929.443104 nChanged 0 SP:Iteration 15F (796.770000 sec): 3 clusters Score: Raw -51956.263221 + Penalty 2026.820117 = -49929.443104 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 3.01 GB. Trying to split cluster 6 (307495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (798.250000 sec): 2 clusters Score: Raw -34626612.854199 + Penalty 2053.384792 = -34624559.469407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (799.920000 sec): 3 clusters Score: Raw -34420892.226032 + Penalty 4106.769584 = -34416785.456448 nChanged 149855 SP:Iteration 1F (801.610000 sec): 3 clusters Score: Raw -34509998.829832 + Penalty 4106.769584 = -34505892.060247 nChanged 6897 SP:Iteration 2Q (803.220000 sec): 3 clusters Score: Raw -34511264.204581 + Penalty 4106.769584 = -34507157.434996 nChanged 7931 SP:Iteration 3Q (804.790000 sec): 3 clusters Score: Raw -34513127.479840 + Penalty 4106.769584 = -34509020.710256 nChanged 9803 SP:Iteration 4Q (806.560000 sec): 3 clusters Score: Raw -34516207.321775 + Penalty 4106.769584 = -34512100.552191 nChanged 12892 SP:Iteration 5Q (808.340000 sec): 3 clusters Score: Raw -34521678.440845 + Penalty 4106.769584 = -34517571.671261 nChanged 17224 SP:Iteration 6F (809.960000 sec): 3 clusters Score: Raw -34531362.515022 + Penalty 4106.769584 = -34527255.745438 nChanged 22505 SP:Iteration 7F (811.690000 sec): 3 clusters Score: Raw -34547680.764045 + Penalty 4106.769584 = -34543573.994460 nChanged 26172 SP:Iteration 8F (813.500000 sec): 3 clusters Score: Raw -34570571.013001 + Penalty 4106.769584 = -34566464.243417 nChanged 25271 SP:Iteration 9F (815.300000 sec): 3 clusters Score: Raw -34594814.704298 + Penalty 4106.769584 = -34590707.934714 nChanged 18180 SP:Iteration 10F (817.100000 sec): 3 clusters Score: Raw -34612515.713626 + Penalty 4106.769584 = -34608408.944041 nChanged 9823 SP:Iteration 11Q (818.800000 sec): 3 clusters Score: Raw -34621763.221948 + Penalty 4106.769584 = -34617656.452364 nChanged 3995 SP:Iteration 12Q (820.210000 sec): 3 clusters Score: Raw -34625303.355833 + Penalty 4106.769584 = -34621196.586248 nChanged 1268 SP:Iteration 13Q (821.580000 sec): 3 clusters Score: Raw -34626369.604595 + Penalty 4106.769584 = -34622262.835010 nChanged 374 SP:Iteration 14Q (823.030000 sec): 3 clusters Score: Raw -34626694.772765 + Penalty 4106.769584 = -34622588.003181 nChanged 135 SP:Iteration 15Q (824.280000 sec): 3 clusters Score: Raw -34626826.154323 + Penalty 4106.769584 = -34622719.384739 nChanged 52 SP:Iteration 16Q (825.730000 sec): 3 clusters Score: Raw -34626890.655607 + Penalty 4106.769584 = -34622783.886023 nChanged 44 SP:Iteration 17Q (827.170000 sec): 3 clusters Score: Raw -34626930.363930 + Penalty 4106.769584 = -34622823.594346 nChanged 31 SP:Iteration 18Q (828.650000 sec): 3 clusters Score: Raw -34626975.091940 + Penalty 4106.769584 = -34622868.322356 nChanged 25 SP:Iteration 19Q (830.040000 sec): 3 clusters Score: Raw -34627010.829239 + Penalty 4106.769584 = -34622904.059655 nChanged 23 SP:Iteration 20F (831.510000 sec): 3 clusters Score: Raw -34627040.534766 + Penalty 4106.769584 = -34622933.765182 nChanged 23 SP:Iteration 21Q (832.650000 sec): 3 clusters Score: Raw -34627058.452920 + Penalty 4106.769584 = -34622951.683335 nChanged 12 SP:Iteration 22Q (833.910000 sec): 3 clusters Score: Raw -34627069.226291 + Penalty 4106.769584 = -34622962.456706 nChanged 14 SP:Iteration 23Q (835.240000 sec): 3 clusters Score: Raw -34627086.177659 + Penalty 4106.769584 = -34622979.408075 nChanged 14 SP:Iteration 24Q (836.600000 sec): 3 clusters Score: Raw -34627096.566187 + Penalty 4106.769584 = -34622989.796602 nChanged 11 SP:Iteration 25Q (837.940000 sec): 3 clusters Score: Raw -34627104.714210 + Penalty 4106.769584 = -34622997.944625 nChanged 9 SP:Iteration 26Q (839.270000 sec): 3 clusters Score: Raw -34627110.091725 + Penalty 4106.769584 = -34623003.322140 nChanged 6 SP:Iteration 27Q (840.670000 sec): 3 clusters Score: Raw -34627114.957043 + Penalty 4106.769584 = -34623008.187459 nChanged 3 SP:Iteration 28Q (842.020000 sec): 3 clusters Score: Raw -34627119.825138 + Penalty 4106.769584 = -34623013.055553 nChanged 4 SP:Iteration 29Q (843.520000 sec): 3 clusters Score: Raw -34627128.437534 + Penalty 4106.769584 = -34623021.667949 nChanged 9 SP:Iteration 30Q (844.900000 sec): 3 clusters Score: Raw -34627134.634431 + Penalty 4106.769584 = -34623027.864847 nChanged 3 SP:Iteration 31Q (846.260000 sec): 3 clusters Score: Raw -34627136.299087 + Penalty 4106.769584 = -34623029.529502 nChanged 3 SP:Iteration 32Q (847.560000 sec): 3 clusters Score: Raw -34627138.691908 + Penalty 4106.769584 = -34623031.922324 nChanged 2 SP:Iteration 33Q (849.060000 sec): 3 clusters Score: Raw -34627140.996577 + Penalty 4106.769584 = -34623034.226993 nChanged 1 SP:Iteration 34Q (850.530000 sec): 3 clusters Score: Raw -34627141.346268 + Penalty 4106.769584 = -34623034.576684 nChanged 0 SP:Iteration 35F (852.090000 sec): 3 clusters Score: Raw -34627141.346268 + Penalty 4106.769584 = -34623034.576684 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 8 (44694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.520000 sec): 2 clusters Score: Raw -5202218.134258 + Penalty 1739.984113 = -5200478.150145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.960000 sec): 3 clusters Score: Raw -5173932.271844 + Penalty 3479.968227 = -5170452.303618 nChanged 21080 SP:Iteration 1F (853.370000 sec): 3 clusters Score: Raw -5186006.136395 + Penalty 3479.968227 = -5182526.168169 nChanged 2003 SP:Iteration 2Q (853.860000 sec): 3 clusters Score: Raw -5186754.534350 + Penalty 3479.968227 = -5183274.566123 nChanged 2420 SP:Iteration 3F (854.330000 sec): 3 clusters Score: Raw -5187915.515139 + Penalty 3479.968227 = -5184435.546913 nChanged 2946 SP:Iteration 4F (854.760000 sec): 3 clusters Score: Raw -5189788.089990 + Penalty 3479.968227 = -5186308.121763 nChanged 3577 SP:Iteration 5F (855.120000 sec): 3 clusters Score: Raw -5192657.019821 + Penalty 3479.968227 = -5189177.051594 nChanged 3734 SP:Iteration 6F (855.550000 sec): 3 clusters Score: Raw -5196133.050529 + Penalty 3479.968227 = -5192653.082303 nChanged 3098 SP:Iteration 7F (856.020000 sec): 3 clusters Score: Raw -5199215.501324 + Penalty 3479.968227 = -5195735.533098 nChanged 1950 SP:Iteration 8Q (856.430000 sec): 3 clusters Score: Raw -5201113.448889 + Penalty 3479.968227 = -5197633.480662 nChanged 856 SP:Iteration 9Q (856.790000 sec): 3 clusters Score: Raw -5201879.578778 + Penalty 3479.968227 = -5198399.610551 nChanged 322 SP:Iteration 10Q (857.190000 sec): 3 clusters Score: Raw -5202188.796115 + Penalty 3479.968227 = -5198708.827888 nChanged 115 SP:Iteration 11Q (857.520000 sec): 3 clusters Score: Raw -5202314.593716 + Penalty 3479.968227 = -5198834.625490 nChanged 43 SP:Iteration 12Q (857.930000 sec): 3 clusters Score: Raw -5202361.407731 + Penalty 3479.968227 = -5198881.439504 nChanged 24 SP:Iteration 13Q (858.330000 sec): 3 clusters Score: Raw -5202391.731477 + Penalty 3479.968227 = -5198911.763251 nChanged 18 SP:Iteration 14Q (858.750000 sec): 3 clusters Score: Raw -5202419.280744 + Penalty 3479.968227 = -5198939.312517 nChanged 13 SP:Iteration 15Q (859.140000 sec): 3 clusters Score: Raw -5202436.648737 + Penalty 3479.968227 = -5198956.680511 nChanged 9 SP:Iteration 16Q (859.480000 sec): 3 clusters Score: Raw -5202449.212044 + Penalty 3479.968227 = -5198969.243817 nChanged 6 SP:Iteration 17Q (859.830000 sec): 3 clusters Score: Raw -5202458.184332 + Penalty 3479.968227 = -5198978.216105 nChanged 3 SP:Iteration 18Q (860.260000 sec): 3 clusters Score: Raw -5202462.473493 + Penalty 3479.968227 = -5198982.505266 nChanged 2 SP:Iteration 19Q (860.610000 sec): 3 clusters Score: Raw -5202465.584730 + Penalty 3479.968227 = -5198985.616504 nChanged 2 SP:Iteration 20F (861.040000 sec): 3 clusters Score: Raw -5202470.738938 + Penalty 3479.968227 = -5198990.770711 nChanged 1 SP:Iteration 21Q (861.440000 sec): 3 clusters Score: Raw -5202474.409701 + Penalty 3479.968227 = -5198994.441475 nChanged 1 SP:Iteration 22Q (861.800000 sec): 3 clusters Score: Raw -5202477.947164 + Penalty 3479.968227 = -5198997.978938 nChanged 3 SP:Iteration 23Q (862.170000 sec): 3 clusters Score: Raw -5202481.503154 + Penalty 3479.968227 = -5199001.534927 nChanged 0 SP:Iteration 24F (862.590000 sec): 3 clusters Score: Raw -5202481.503154 + Penalty 3479.968227 = -5199001.534927 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 9 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.660000 sec): 2 clusters Score: Raw -64156.724372 + Penalty 1039.501069 = -63117.223303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.900000 sec): 3 clusters Score: Raw -64022.247478 + Penalty 2079.002138 = -61943.245340 nChanged 139 SP:Iteration 1F (863.130000 sec): 3 clusters Score: Raw -64172.085779 + Penalty 2079.002138 = -62093.083641 nChanged 39 SP:Iteration 2F (863.250000 sec): 3 clusters Score: Raw -64218.676182 + Penalty 2079.002138 = -62139.674044 nChanged 20 SP:Iteration 3Q (863.380000 sec): 3 clusters Score: Raw -64259.795955 + Penalty 2079.002138 = -62180.793817 nChanged 10 SP:Iteration 4Q (863.530000 sec): 3 clusters Score: Raw -64273.899039 + Penalty 2079.002138 = -62194.896901 nChanged 5 SP:Iteration 5Q (863.690000 sec): 3 clusters Score: Raw -64279.464699 + Penalty 2079.002138 = -62200.462561 nChanged 2 SP:Iteration 6Q (863.880000 sec): 3 clusters Score: Raw -64280.650910 + Penalty 2079.002138 = -62201.648772 nChanged 3 SP:Iteration 7Q (864.070000 sec): 3 clusters Score: Raw -64283.844557 + Penalty 2079.002138 = -62204.842419 nChanged 1 SP:Iteration 8Q (864.270000 sec): 3 clusters Score: Raw -64284.164189 + Penalty 2079.002138 = -62205.162051 nChanged 0 SP:Iteration 9F (864.490000 sec): 3 clusters Score: Raw -64284.164189 + Penalty 2079.002138 = -62205.162051 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 13 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.580000 sec): 2 clusters Score: Raw -87781.253071 + Penalty 1083.587090 = -86697.665981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.750000 sec): 3 clusters Score: Raw -87556.351738 + Penalty 2167.174181 = -85389.177558 nChanged 216 SP:Iteration 1F (864.910000 sec): 3 clusters Score: Raw -87767.319097 + Penalty 2167.174181 = -85600.144916 nChanged 53 SP:Iteration 2F (865.150000 sec): 3 clusters Score: Raw -87852.122120 + Penalty 2167.174181 = -85684.947939 nChanged 36 SP:Iteration 3Q (865.320000 sec): 3 clusters Score: Raw -87904.257521 + Penalty 2167.174181 = -85737.083340 nChanged 19 SP:Iteration 4Q (865.480000 sec): 3 clusters Score: Raw -87927.102214 + Penalty 2167.174181 = -85759.928033 nChanged 12 SP:Iteration 5Q (865.700000 sec): 3 clusters Score: Raw -87945.491833 + Penalty 2167.174181 = -85778.317653 nChanged 15 SP:Iteration 6Q (865.840000 sec): 3 clusters Score: Raw -87971.113550 + Penalty 2167.174181 = -85803.939369 nChanged 19 SP:Iteration 7Q (866.040000 sec): 3 clusters Score: Raw -88010.362034 + Penalty 2167.174181 = -85843.187854 nChanged 20 SP:Iteration 8Q (866.210000 sec): 3 clusters Score: Raw -88055.825119 + Penalty 2167.174181 = -85888.650938 nChanged 23 SP:Iteration 9Q (866.430000 sec): 3 clusters Score: Raw -88121.899907 + Penalty 2167.174181 = -85954.725726 nChanged 19 SP:Iteration 10Q (866.610000 sec): 3 clusters Score: Raw -88180.934037 + Penalty 2167.174181 = -86013.759857 nChanged 24 SP:Iteration 11Q (866.780000 sec): 3 clusters Score: Raw -88242.301488 + Penalty 2167.174181 = -86075.127308 nChanged 22 SP:Iteration 12Q (866.980000 sec): 3 clusters Score: Raw -88280.032943 + Penalty 2167.174181 = -86112.858763 nChanged 19 SP:Iteration 13Q (867.120000 sec): 3 clusters Score: Raw -88312.827081 + Penalty 2167.174181 = -86145.652900 nChanged 9 SP:Iteration 14Q (867.290000 sec): 3 clusters Score: Raw -88323.710512 + Penalty 2167.174181 = -86156.536331 nChanged 7 SP:Iteration 15Q (867.480000 sec): 3 clusters Score: Raw -88332.953363 + Penalty 2167.174181 = -86165.779182 nChanged 10 SP:Iteration 16Q (867.680000 sec): 3 clusters Score: Raw -88349.186724 + Penalty 2167.174181 = -86182.012543 nChanged 10 SP:Iteration 17Q (867.840000 sec): 3 clusters Score: Raw -88363.015224 + Penalty 2167.174181 = -86195.841043 nChanged 8 SP:Iteration 18Q (868.070000 sec): 3 clusters Score: Raw -88380.032269 + Penalty 2167.174181 = -86212.858089 nChanged 13 SP:Iteration 19Q (868.250000 sec): 3 clusters Score: Raw -88400.645008 + Penalty 2167.174181 = -86233.470828 nChanged 10 SP:Iteration 20F (868.450000 sec): 3 clusters Score: Raw -88419.877680 + Penalty 2167.174181 = -86252.703499 nChanged 13 SP:Iteration 21Q (868.630000 sec): 3 clusters Score: Raw -88448.265395 + Penalty 2167.174181 = -86281.091214 nChanged 9 SP:Iteration 22Q (868.820000 sec): 3 clusters Score: Raw -88469.264991 + Penalty 2167.174181 = -86302.090810 nChanged 13 SP:Iteration 23Q (869.010000 sec): 3 clusters Score: Raw -88495.392310 + Penalty 2167.174181 = -86328.218129 nChanged 6 SP:Iteration 24Q (869.160000 sec): 3 clusters Score: Raw -88507.513175 + Penalty 2167.174181 = -86340.338994 nChanged 9 SP:Iteration 25Q (869.390000 sec): 3 clusters Score: Raw -88535.716710 + Penalty 2167.174181 = -86368.542529 nChanged 13 SP:Iteration 26Q (869.540000 sec): 3 clusters Score: Raw -88592.134767 + Penalty 2167.174181 = -86424.960587 nChanged 13 SP:Iteration 27Q (869.800000 sec): 3 clusters Score: Raw -88641.386597 + Penalty 2167.174181 = -86474.212416 nChanged 11 SP:Iteration 28Q (869.940000 sec): 3 clusters Score: Raw -88674.695019 + Penalty 2167.174181 = -86507.520838 nChanged 4 SP:Iteration 29Q (870.090000 sec): 3 clusters Score: Raw -88689.780679 + Penalty 2167.174181 = -86522.606498 nChanged 7 SP:Iteration 30Q (870.300000 sec): 3 clusters Score: Raw -88707.972630 + Penalty 2167.174181 = -86540.798449 nChanged 1 SP:Iteration 31Q (870.520000 sec): 3 clusters Score: Raw -88709.554532 + Penalty 2167.174181 = -86542.380351 nChanged 0 SP:Iteration 32F (870.750000 sec): 3 clusters Score: Raw -88709.554532 + Penalty 2167.174181 = -86542.380351 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 15 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.850000 sec): 2 clusters Score: Raw -41178.908524 + Penalty 979.595260 = -40199.313265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.030000 sec): 3 clusters Score: Raw -41240.553716 + Penalty 1959.190519 = -39281.363196 nChanged 99 SP:Iteration 1F (871.230000 sec): 3 clusters Score: Raw -41468.053200 + Penalty 1959.190519 = -39508.862681 nChanged 35 SP:Iteration 2F (871.390000 sec): 3 clusters Score: Raw -41588.967508 + Penalty 1959.190519 = -39629.776988 nChanged 24 SP:Iteration 3F (871.570000 sec): 3 clusters Score: Raw -41682.335499 + Penalty 1959.190519 = -39723.144980 nChanged 20 SP:Iteration 4Q (871.750000 sec): 3 clusters Score: Raw -41758.433106 + Penalty 1959.190519 = -39799.242587 nChanged 13 SP:Iteration 5Q (871.950000 sec): 3 clusters Score: Raw -41806.033781 + Penalty 1959.190519 = -39846.843262 nChanged 8 SP:Iteration 6Q (872.160000 sec): 3 clusters Score: Raw -41860.761316 + Penalty 1959.190519 = -39901.570797 nChanged 12 SP:Iteration 7Q (872.350000 sec): 3 clusters Score: Raw -41929.422670 + Penalty 1959.190519 = -39970.232151 nChanged 12 SP:Iteration 8Q (872.550000 sec): 3 clusters Score: Raw -41969.311271 + Penalty 1959.190519 = -40010.120752 nChanged 6 SP:Iteration 9Q (872.690000 sec): 3 clusters Score: Raw -41987.957739 + Penalty 1959.190519 = -40028.767220 nChanged 1 SP:Iteration 10Q (872.840000 sec): 3 clusters Score: Raw -41991.219288 + Penalty 1959.190519 = -40032.028769 nChanged 1 SP:Iteration 11Q (873.030000 sec): 3 clusters Score: Raw -41995.314610 + Penalty 1959.190519 = -40036.124091 nChanged 2 SP:Iteration 12Q (873.170000 sec): 3 clusters Score: Raw -42005.515352 + Penalty 1959.190519 = -40046.324833 nChanged 1 SP:Iteration 13Q (873.370000 sec): 3 clusters Score: Raw -42011.452216 + Penalty 1959.190519 = -40052.261697 nChanged 1 SP:Iteration 14Q (873.510000 sec): 3 clusters Score: Raw -42019.413740 + Penalty 1959.190519 = -40060.223220 nChanged 4 SP:Iteration 15Q (873.650000 sec): 3 clusters Score: Raw -42041.602427 + Penalty 1959.190519 = -40082.411908 nChanged 1 SP:Iteration 16Q (873.850000 sec): 3 clusters Score: Raw -42043.909705 + Penalty 1959.190519 = -40084.719186 nChanged 0 SP:Iteration 17F (874.040000 sec): 3 clusters Score: Raw -42046.926869 + Penalty 1959.190519 = -40087.736349 nChanged 1 SP:Iteration 18Q (874.200000 sec): 3 clusters Score: Raw -42063.009672 + Penalty 1959.190519 = -40103.819153 nChanged 3 SP:Iteration 19Q (874.430000 sec): 3 clusters Score: Raw -42083.894847 + Penalty 1959.190519 = -40124.704328 nChanged 2 SP:Iteration 20F (874.630000 sec): 3 clusters Score: Raw -42144.317594 + Penalty 1959.190519 = -40185.127075 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 16 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (874.760000 sec): 2 clusters Score: Raw -22548.587294 + Penalty 896.586096 = -21652.001198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (874.960000 sec): 3 clusters Score: Raw -22748.001623 + Penalty 1793.172191 = -20954.829431 nChanged 59 SP:Iteration 1F (875.140000 sec): 3 clusters Score: Raw -23001.561632 + Penalty 1793.172191 = -21208.389441 nChanged 19 SP:Iteration 2F (875.400000 sec): 3 clusters Score: Raw -23083.201554 + Penalty 1793.172191 = -21290.029363 nChanged 5 SP:Iteration 3Q (875.540000 sec): 3 clusters Score: Raw -23093.334952 + Penalty 1793.172191 = -21300.162761 nChanged 0 SP:Iteration 4F (875.760000 sec): 3 clusters Score: Raw -23093.334952 + Penalty 1793.172191 = -21300.162761 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 18 (1594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (875.850000 sec): 2 clusters Score: Raw -168337.490981 + Penalty 1198.275302 = -167139.215678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.130000 sec): 3 clusters Score: Raw -167717.265668 + Penalty 2396.550604 = -165320.715064 nChanged 531 SP:Iteration 1F (876.320000 sec): 3 clusters Score: Raw -168169.160427 + Penalty 2396.550604 = -165772.609822 nChanged 139 SP:Iteration 2F (876.580000 sec): 3 clusters Score: Raw -168321.612619 + Penalty 2396.550604 = -165925.062015 nChanged 90 SP:Iteration 3F (876.730000 sec): 3 clusters Score: Raw -168434.884763 + Penalty 2396.550604 = -166038.334159 nChanged 80 SP:Iteration 4F (876.950000 sec): 3 clusters Score: Raw -168539.084178 + Penalty 2396.550604 = -166142.533574 nChanged 67 SP:Iteration 5Q (877.230000 sec): 3 clusters Score: Raw -168624.798164 + Penalty 2396.550604 = -166228.247560 nChanged 65 SP:Iteration 6Q (877.460000 sec): 3 clusters Score: Raw -168714.869469 + Penalty 2396.550604 = -166318.318864 nChanged 64 SP:Iteration 7Q (877.670000 sec): 3 clusters Score: Raw -168807.096779 + Penalty 2396.550604 = -166410.546175 nChanged 67 SP:Iteration 8Q (877.900000 sec): 3 clusters Score: Raw -168899.101415 + Penalty 2396.550604 = -166502.550811 nChanged 63 SP:Iteration 9Q (878.120000 sec): 3 clusters Score: Raw -168973.447191 + Penalty 2396.550604 = -166576.896587 nChanged 48 SP:Iteration 10Q (878.310000 sec): 3 clusters Score: Raw -169026.925913 + Penalty 2396.550604 = -166630.375309 nChanged 31 SP:Iteration 11Q (878.520000 sec): 3 clusters Score: Raw -169063.413782 + Penalty 2396.550604 = -166666.863178 nChanged 29 SP:Iteration 12Q (878.720000 sec): 3 clusters Score: Raw -169083.941784 + Penalty 2396.550604 = -166687.391180 nChanged 17 SP:Iteration 13Q (878.940000 sec): 3 clusters Score: Raw -169097.486826 + Penalty 2396.550604 = -166700.936221 nChanged 16 SP:Iteration 14Q (879.140000 sec): 3 clusters Score: Raw -169109.402097 + Penalty 2396.550604 = -166712.851493 nChanged 11 SP:Iteration 15Q (879.420000 sec): 3 clusters Score: Raw -169116.088926 + Penalty 2396.550604 = -166719.538322 nChanged 3 SP:Iteration 16Q (879.630000 sec): 3 clusters Score: Raw -169117.886805 + Penalty 2396.550604 = -166721.336201 nChanged 3 SP:Iteration 17Q (879.880000 sec): 3 clusters Score: Raw -169119.262645 + Penalty 2396.550604 = -166722.712040 nChanged 3 SP:Iteration 18Q (880.090000 sec): 3 clusters Score: Raw -169122.878002 + Penalty 2396.550604 = -166726.327398 nChanged 5 SP:Iteration 19Q (880.280000 sec): 3 clusters Score: Raw -169126.848507 + Penalty 2396.550604 = -166730.297902 nChanged 4 SP:Iteration 20F (880.470000 sec): 3 clusters Score: Raw -169131.042191 + Penalty 2396.550604 = -166734.491587 nChanged 5 SP:Iteration 21Q (880.680000 sec): 3 clusters Score: Raw -169134.138088 + Penalty 2396.550604 = -166737.587484 nChanged 6 SP:Iteration 22Q (880.860000 sec): 3 clusters Score: Raw -169138.276202 + Penalty 2396.550604 = -166741.725598 nChanged 3 SP:Iteration 23Q (881.110000 sec): 3 clusters Score: Raw -169139.995243 + Penalty 2396.550604 = -166743.444639 nChanged 1 SP:Iteration 24Q (881.290000 sec): 3 clusters Score: Raw -169140.793516 + Penalty 2396.550604 = -166744.242911 nChanged 1 SP:Iteration 25Q (881.460000 sec): 3 clusters Score: Raw -169142.090712 + Penalty 2396.550604 = -166745.540108 nChanged 1 SP:Iteration 26Q (881.610000 sec): 3 clusters Score: Raw -169142.597880 + Penalty 2396.550604 = -166746.047276 nChanged 0 SP:Iteration 27F (881.800000 sec): 3 clusters Score: Raw -169142.597880 + Penalty 2396.550604 = -166746.047276 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 19 (1635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.920000 sec): 2 clusters Score: Raw -172615.644335 + Penalty 1202.402189 = -171413.242147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.130000 sec): 3 clusters Score: Raw -171982.695138 + Penalty 2404.804377 = -169577.890760 nChanged 566 SP:Iteration 1F (882.320000 sec): 3 clusters Score: Raw -172885.981414 + Penalty 2404.804377 = -170481.177037 nChanged 227 SP:Iteration 2F (882.550000 sec): 3 clusters Score: Raw -174893.776831 + Penalty 2404.804377 = -172488.972454 nChanged 321 SP:Iteration 3F (882.710000 sec): 3 clusters Score: Raw -175692.588464 + Penalty 2404.804377 = -173287.784087 nChanged 112 SP:Iteration 4F (882.900000 sec): 3 clusters Score: Raw -176076.956684 + Penalty 2404.804377 = -173672.152307 nChanged 26 SP:Iteration 5Q (883.150000 sec): 3 clusters Score: Raw -176193.404169 + Penalty 2404.804377 = -173788.599792 nChanged 14 SP:Iteration 6Q (883.360000 sec): 3 clusters Score: Raw -176247.414056 + Penalty 2404.804377 = -173842.609679 nChanged 4 SP:Iteration 7Q (883.590000 sec): 3 clusters Score: Raw -176259.203146 + Penalty 2404.804377 = -173854.398769 nChanged 0 SP:Iteration 8F (883.820000 sec): 3 clusters Score: Raw -176259.203146 + Penalty 2404.804377 = -173854.398769 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Iteration 59Q (893.770000 sec): 17 clusters Score: Raw -45695984.965796 + Penalty 33595.244583 = -45662389.721213 nChanged 789 Iteration 60F (906.640000 sec): 17 clusters Score: Raw -45696605.029900 + Penalty 33595.244583 = -45663009.785318 nChanged 1178 Iteration 61Q (918.460000 sec): 17 clusters Score: Raw -45696895.639991 + Penalty 33595.244583 = -45663300.395409 nChanged 1131 Iteration 62Q (930.530000 sec): 17 clusters Score: Raw -45697020.005896 + Penalty 33595.244583 = -45663424.761313 nChanged 1103 Iteration 63Q (942.850000 sec): 17 clusters Score: Raw -45697121.717916 + Penalty 33595.244583 = -45663526.473333 nChanged 965 Iteration 64Q (951.130000 sec): 17 clusters Score: Raw -45697218.845241 + Penalty 33595.244583 = -45663623.600658 nChanged 924 Iteration 65Q (958.520000 sec): 17 clusters Score: Raw -45697292.892717 + Penalty 33595.244583 = -45663697.648135 nChanged 857 Iteration 66Q (966.770000 sec): 17 clusters Score: Raw -45697365.899789 + Penalty 33595.244583 = -45663770.655207 nChanged 837 Iteration 67Q (974.300000 sec): 17 clusters Score: Raw -45697443.073077 + Penalty 33595.244583 = -45663847.828495 nChanged 859 Iteration 68Q (982.440000 sec): 17 clusters Score: Raw -45697558.156342 + Penalty 33595.244583 = -45663962.911759 nChanged 796 Iteration 69Q (990.610000 sec): 17 clusters Score: Raw -45697642.870081 + Penalty 33595.244583 = -45664047.625498 nChanged 720 Iteration 70Q (999.190000 sec): 17 clusters Score: Raw -45697718.677184 + Penalty 33595.244583 = -45664123.432601 nChanged 622 Iteration 71Q (1007.670000 sec): 17 clusters Score: Raw -45697792.151267 + Penalty 33595.244583 = -45664196.906685 nChanged 564 Iteration 72Q (1015.880000 sec): 17 clusters Score: Raw -45697846.815957 + Penalty 33595.244583 = -45664251.571375 nChanged 477 Iteration 73Q (1022.770000 sec): 17 clusters Score: Raw -45697876.362485 + Penalty 33595.244583 = -45664281.117902 nChanged 429 Iteration 74Q (1029.990000 sec): 17 clusters Score: Raw -45697893.273608 + Penalty 33595.244583 = -45664298.029026 nChanged 400 Iteration 75Q (1038.080000 sec): 17 clusters Score: Raw -45697908.048835 + Penalty 33595.244583 = -45664312.804252 nChanged 395 Iteration 76Q (1045.320000 sec): 17 clusters Score: Raw -45697922.318404 + Penalty 33595.244583 = -45664327.073821 nChanged 356 Iteration 77Q (1053.380000 sec): 17 clusters Score: Raw -45697935.603591 + Penalty 33595.244583 = -45664340.359009 nChanged 341 Iteration 78Q (1060.440000 sec): 17 clusters Score: Raw -45697947.804547 + Penalty 33595.244583 = -45664352.559965 nChanged 305 Iteration 79Q (1068.590000 sec): 17 clusters Score: Raw -45697959.152115 + Penalty 33595.244583 = -45664363.907533 nChanged 303 Iteration 80F (1081.630000 sec): 17 clusters Score: Raw -45697979.964515 + Penalty 33595.244583 = -45664384.719932 nChanged 248 Iteration 81Q (1089.320000 sec): 17 clusters Score: Raw -45698040.055516 + Penalty 33595.244583 = -45664444.810934 nChanged 249 Iteration 82Q (1097.070000 sec): 17 clusters Score: Raw -45698049.182566 + Penalty 33595.244583 = -45664453.937984 nChanged 244 Iteration 83Q (1105.230000 sec): 17 clusters Score: Raw -45698056.522268 + Penalty 33595.244583 = -45664461.277686 nChanged 220 Iteration 84Q (1113.700000 sec): 17 clusters Score: Raw -45698062.616958 + Penalty 33595.244583 = -45664467.372375 nChanged 210 Iteration 85Q (1122.280000 sec): 17 clusters Score: Raw -45698068.796900 + Penalty 33595.244583 = -45664473.552317 nChanged 205 Iteration 86Q (1130.790000 sec): 17 clusters Score: Raw -45698073.417387 + Penalty 33595.244583 = -45664478.172804 nChanged 182 Iteration 87Q (1138.590000 sec): 17 clusters Score: Raw -45698077.553490 + Penalty 33595.244583 = -45664482.308908 nChanged 185 Iteration 88Q (1145.870000 sec): 17 clusters Score: Raw -45698081.511034 + Penalty 33595.244583 = -45664486.266451 nChanged 154 Iteration 89Q (1153.810000 sec): 17 clusters Score: Raw -45698084.851939 + Penalty 33595.244583 = -45664489.607357 nChanged 168 Iteration 90Q (1161.080000 sec): 17 clusters Score: Raw -45698089.183632 + Penalty 33595.244583 = -45664493.939049 nChanged 155 Iteration 91Q (1169.040000 sec): 17 clusters Score: Raw -45698093.013764 + Penalty 33595.244583 = -45664497.769181 nChanged 145 Iteration 92Q (1177.340000 sec): 17 clusters Score: Raw -45698096.466415 + Penalty 33595.244583 = -45664501.221833 nChanged 139 Iteration 93Q (1184.080000 sec): 17 clusters Score: Raw -45698099.623594 + Penalty 33595.244583 = -45664504.379011 nChanged 131 Iteration 94Q (1192.380000 sec): 17 clusters Score: Raw -45698102.438757 + Penalty 33595.244583 = -45664507.194174 nChanged 133 Iteration 95Q (1200.700000 sec): 17 clusters Score: Raw -45698105.366488 + Penalty 33595.244583 = -45664510.121905 nChanged 123 Iteration 96Q (1209.720000 sec): 17 clusters Score: Raw -45698108.204335 + Penalty 33595.244583 = -45664512.959753 nChanged 111 Iteration 97Q (1218.150000 sec): 17 clusters Score: Raw -45698110.496148 + Penalty 33595.244583 = -45664515.251565 nChanged 103 Iteration 98Q (1226.730000 sec): 17 clusters Score: Raw -45698112.491834 + Penalty 33595.244583 = -45664517.247251 nChanged 104 Writing temp clu file Because OldScore, -45664515.251565, is greater than current (better) Score,-45664517.247251 Compute initial score before splitting: Score: Raw -45698112.491834 + Penalty 33595.244583 = -45664517.247251 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 1 (36548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.070000 sec): 2 clusters Score: Raw -4054768.345874 + Penalty 1707.287033 = -4053061.058841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.410000 sec): 3 clusters Score: Raw -4031990.437070 + Penalty 3414.574067 = -4028575.863003 nChanged 16950 SP:Iteration 1F (1227.810000 sec): 3 clusters Score: Raw -4041350.863058 + Penalty 3414.574067 = -4037936.288991 nChanged 1338 SP:Iteration 2Q (1228.190000 sec): 3 clusters Score: Raw -4041709.560971 + Penalty 3414.574067 = -4038294.986904 nChanged 1385 SP:Iteration 3Q (1228.570000 sec): 3 clusters Score: Raw -4042124.738453 + Penalty 3414.574067 = -4038710.164386 nChanged 1447 SP:Iteration 4Q (1228.980000 sec): 3 clusters Score: Raw -4042646.619364 + Penalty 3414.574067 = -4039232.045298 nChanged 1747 SP:Iteration 5Q (1229.470000 sec): 3 clusters Score: Raw -4043456.838710 + Penalty 3414.574067 = -4040042.264643 nChanged 2217 SP:Iteration 6F (1229.850000 sec): 3 clusters Score: Raw -4044794.659658 + Penalty 3414.574067 = -4041380.085591 nChanged 2714 SP:Iteration 7F (1230.190000 sec): 3 clusters Score: Raw -4046889.219478 + Penalty 3414.574067 = -4043474.645411 nChanged 3020 SP:Iteration 8F (1230.630000 sec): 3 clusters Score: Raw -4049696.626055 + Penalty 3414.574067 = -4046282.051988 nChanged 2547 SP:Iteration 9F (1231.020000 sec): 3 clusters Score: Raw -4052253.303389 + Penalty 3414.574067 = -4048838.729322 nChanged 1560 SP:Iteration 10Q (1231.400000 sec): 3 clusters Score: Raw -4053817.410665 + Penalty 3414.574067 = -4050402.836599 nChanged 693 SP:Iteration 11Q (1231.730000 sec): 3 clusters Score: Raw -4054513.302770 + Penalty 3414.574067 = -4051098.728703 nChanged 237 SP:Iteration 12Q (1232.110000 sec): 3 clusters Score: Raw -4054780.850551 + Penalty 3414.574067 = -4051366.276484 nChanged 68 SP:Iteration 13Q (1232.490000 sec): 3 clusters Score: Raw -4054888.081812 + Penalty 3414.574067 = -4051473.507745 nChanged 24 SP:Iteration 14Q (1232.930000 sec): 3 clusters Score: Raw -4054920.833492 + Penalty 3414.574067 = -4051506.259425 nChanged 12 SP:Iteration 15Q (1233.300000 sec): 3 clusters Score: Raw -4054938.194181 + Penalty 3414.574067 = -4051523.620114 nChanged 12 SP:Iteration 16Q (1233.690000 sec): 3 clusters Score: Raw -4054956.010433 + Penalty 3414.574067 = -4051541.436366 nChanged 7 SP:Iteration 17Q (1234.000000 sec): 3 clusters Score: Raw -4054965.117267 + Penalty 3414.574067 = -4051550.543200 nChanged 4 SP:Iteration 18Q (1234.340000 sec): 3 clusters Score: Raw -4054969.849952 + Penalty 3414.574067 = -4051555.275885 nChanged 2 SP:Iteration 19Q (1234.700000 sec): 3 clusters Score: Raw -4054972.379147 + Penalty 3414.574067 = -4051557.805080 nChanged 0 SP:Iteration 20F (1235.110000 sec): 3 clusters Score: Raw -4054972.379147 + Penalty 3414.574067 = -4051557.805080 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 2 (5423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1235.240000 sec): 2 clusters Score: Raw -608606.616163 + Penalty 1397.240723 = -607209.375441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1235.480000 sec): 3 clusters Score: Raw -605773.950106 + Penalty 2794.481445 = -602979.468661 nChanged 2173 SP:Iteration 1F (1235.720000 sec): 3 clusters Score: Raw -606984.338579 + Penalty 2794.481445 = -604189.857134 nChanged 373 SP:Iteration 2F (1235.890000 sec): 3 clusters Score: Raw -607195.505616 + Penalty 2794.481445 = -604401.024171 nChanged 313 SP:Iteration 3F (1236.150000 sec): 3 clusters Score: Raw -607348.605019 + Penalty 2794.481445 = -604554.123574 nChanged 236 SP:Iteration 4Q (1236.400000 sec): 3 clusters Score: Raw -607464.966334 + Penalty 2794.481445 = -604670.484889 nChanged 223 SP:Iteration 5Q (1236.580000 sec): 3 clusters Score: Raw -607589.273079 + Penalty 2794.481445 = -604794.791634 nChanged 224 SP:Iteration 6Q (1236.820000 sec): 3 clusters Score: Raw -607695.053623 + Penalty 2794.481445 = -604900.572178 nChanged 195 SP:Iteration 7Q (1237.020000 sec): 3 clusters Score: Raw -607777.652926 + Penalty 2794.481445 = -604983.171481 nChanged 153 SP:Iteration 8Q (1237.230000 sec): 3 clusters Score: Raw -607838.640079 + Penalty 2794.481445 = -605044.158634 nChanged 145 SP:Iteration 9Q (1237.460000 sec): 3 clusters Score: Raw -607905.619198 + Penalty 2794.481445 = -605111.137753 nChanged 157 SP:Iteration 10Q (1237.630000 sec): 3 clusters Score: Raw -607986.249413 + Penalty 2794.481445 = -605191.767967 nChanged 152 SP:Iteration 11Q (1237.870000 sec): 3 clusters Score: Raw -608063.698442 + Penalty 2794.481445 = -605269.216997 nChanged 163 SP:Iteration 12Q (1238.050000 sec): 3 clusters Score: Raw -608139.570754 + Penalty 2794.481445 = -605345.089309 nChanged 135 SP:Iteration 13Q (1238.310000 sec): 3 clusters Score: Raw -608213.500495 + Penalty 2794.481445 = -605419.019050 nChanged 139 SP:Iteration 14Q (1238.520000 sec): 3 clusters Score: Raw -608300.235540 + Penalty 2794.481445 = -605505.754095 nChanged 126 SP:Iteration 15Q (1238.750000 sec): 3 clusters Score: Raw -608377.921626 + Penalty 2794.481445 = -605583.440181 nChanged 116 SP:Iteration 16Q (1238.960000 sec): 3 clusters Score: Raw -608446.834222 + Penalty 2794.481445 = -605652.352777 nChanged 80 SP:Iteration 17Q (1239.190000 sec): 3 clusters Score: Raw -608498.531937 + Penalty 2794.481445 = -605704.050492 nChanged 75 SP:Iteration 18Q (1239.420000 sec): 3 clusters Score: Raw -608544.785322 + Penalty 2794.481445 = -605750.303877 nChanged 72 SP:Iteration 19Q (1239.620000 sec): 3 clusters Score: Raw -608589.109137 + Penalty 2794.481445 = -605794.627692 nChanged 77 SP:Iteration 20F (1239.830000 sec): 3 clusters Score: Raw -608642.812924 + Penalty 2794.481445 = -605848.331479 nChanged 59 SP:Iteration 21Q (1240.030000 sec): 3 clusters Score: Raw -608679.632944 + Penalty 2794.481445 = -605885.151498 nChanged 54 SP:Iteration 22Q (1240.230000 sec): 3 clusters Score: Raw -608709.813890 + Penalty 2794.481445 = -605915.332445 nChanged 42 SP:Iteration 23Q (1240.420000 sec): 3 clusters Score: Raw -608731.005922 + Penalty 2794.481445 = -605936.524476 nChanged 35 SP:Iteration 24Q (1240.610000 sec): 3 clusters Score: Raw -608748.943825 + Penalty 2794.481445 = -605954.462380 nChanged 26 SP:Iteration 25Q (1240.790000 sec): 3 clusters Score: Raw -608758.182808 + Penalty 2794.481445 = -605963.701363 nChanged 16 SP:Iteration 26Q (1241.000000 sec): 3 clusters Score: Raw -608765.722061 + Penalty 2794.481445 = -605971.240615 nChanged 20 SP:Iteration 27Q (1241.180000 sec): 3 clusters Score: Raw -608775.448410 + Penalty 2794.481445 = -605980.966965 nChanged 21 SP:Iteration 28Q (1241.410000 sec): 3 clusters Score: Raw -608784.023940 + Penalty 2794.481445 = -605989.542495 nChanged 19 SP:Iteration 29Q (1241.640000 sec): 3 clusters Score: Raw -608789.537980 + Penalty 2794.481445 = -605995.056535 nChanged 9 SP:Iteration 30Q (1241.820000 sec): 3 clusters Score: Raw -608793.005268 + Penalty 2794.481445 = -605998.523822 nChanged 12 SP:Iteration 31Q (1242.030000 sec): 3 clusters Score: Raw -608797.051978 + Penalty 2794.481445 = -606002.570533 nChanged 8 SP:Iteration 32Q (1242.200000 sec): 3 clusters Score: Raw -608799.403465 + Penalty 2794.481445 = -606004.922020 nChanged 9 SP:Iteration 33Q (1242.380000 sec): 3 clusters Score: Raw -608801.737338 + Penalty 2794.481445 = -606007.255893 nChanged 6 SP:Iteration 34Q (1242.590000 sec): 3 clusters Score: Raw -608803.580202 + Penalty 2794.481445 = -606009.098757 nChanged 9 SP:Iteration 35Q (1242.800000 sec): 3 clusters Score: Raw -608806.447458 + Penalty 2794.481445 = -606011.966013 nChanged 6 SP:Iteration 36Q (1242.960000 sec): 3 clusters Score: Raw -608810.160433 + Penalty 2794.481445 = -606015.678988 nChanged 6 SP:Iteration 37Q (1243.200000 sec): 3 clusters Score: Raw -608812.792959 + Penalty 2794.481445 = -606018.311513 nChanged 6 SP:Iteration 38Q (1243.390000 sec): 3 clusters Score: Raw -608815.815961 + Penalty 2794.481445 = -606021.334516 nChanged 7 SP:Iteration 39Q (1243.570000 sec): 3 clusters Score: Raw -608818.507079 + Penalty 2794.481445 = -606024.025634 nChanged 4 SP:Iteration 40F (1243.760000 sec): 3 clusters Score: Raw -608819.800095 + Penalty 2794.481445 = -606025.318650 nChanged 2 SP:Iteration 41Q (1243.970000 sec): 3 clusters Score: Raw -608820.451809 + Penalty 2794.481445 = -606025.970364 nChanged 4 SP:Iteration 42Q (1244.180000 sec): 3 clusters Score: Raw -608822.848218 + Penalty 2794.481445 = -606028.366773 nChanged 4 SP:Iteration 43Q (1244.370000 sec): 3 clusters Score: Raw -608825.037336 + Penalty 2794.481445 = -606030.555891 nChanged 4 SP:Iteration 44Q (1244.590000 sec): 3 clusters Score: Raw -608826.674907 + Penalty 2794.481445 = -606032.193462 nChanged 7 SP:Iteration 45Q (1244.840000 sec): 3 clusters Score: Raw -608828.635129 + Penalty 2794.481445 = -606034.153684 nChanged 9 SP:Iteration 46Q (1245.080000 sec): 3 clusters Score: Raw -608832.426892 + Penalty 2794.481445 = -606037.945447 nChanged 8 SP:Iteration 47Q (1245.250000 sec): 3 clusters Score: Raw -608834.298125 + Penalty 2794.481445 = -606039.816680 nChanged 5 SP:Iteration 48Q (1245.500000 sec): 3 clusters Score: Raw -608835.299753 + Penalty 2794.481445 = -606040.818307 nChanged 4 SP:Iteration 49Q (1245.640000 sec): 3 clusters Score: Raw -608836.329003 + Penalty 2794.481445 = -606041.847558 nChanged 1 SP:Iteration 50Q (1245.880000 sec): 3 clusters Score: Raw -608836.431937 + Penalty 2794.481445 = -606041.950492 nChanged 2 SP:Iteration 51Q (1246.100000 sec): 3 clusters Score: Raw -608836.930538 + Penalty 2794.481445 = -606042.449093 nChanged 2 SP:Iteration 52Q (1246.290000 sec): 3 clusters Score: Raw -608837.412656 + Penalty 2794.481445 = -606042.931211 nChanged 2 SP:Iteration 53Q (1246.540000 sec): 3 clusters Score: Raw -608837.864439 + Penalty 2794.481445 = -606043.382994 nChanged 1 SP:Iteration 54Q (1246.740000 sec): 3 clusters Score: Raw -608838.165324 + Penalty 2794.481445 = -606043.683879 nChanged 3 SP:Iteration 55Q (1246.950000 sec): 3 clusters Score: Raw -608838.797951 + Penalty 2794.481445 = -606044.316505 nChanged 0 SP:Iteration 56F (1247.120000 sec): 3 clusters Score: Raw -608838.797951 + Penalty 2794.481445 = -606044.316505 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 3 (6274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1247.240000 sec): 2 clusters Score: Raw -675431.068982 + Penalty 1420.927526 = -674010.141456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1247.490000 sec): 3 clusters Score: Raw -672026.622809 + Penalty 2841.855051 = -669184.767758 nChanged 2656 SP:Iteration 1F (1247.690000 sec): 3 clusters Score: Raw -673550.470294 + Penalty 2841.855051 = -670708.615243 nChanged 439 SP:Iteration 2F (1247.930000 sec): 3 clusters Score: Raw -673774.064800 + Penalty 2841.855051 = -670932.209749 nChanged 328 SP:Iteration 3F (1248.140000 sec): 3 clusters Score: Raw -673941.800380 + Penalty 2841.855051 = -671099.945329 nChanged 291 SP:Iteration 4Q (1248.390000 sec): 3 clusters Score: Raw -674095.095312 + Penalty 2841.855051 = -671253.240260 nChanged 225 SP:Iteration 5Q (1248.550000 sec): 3 clusters Score: Raw -674208.558307 + Penalty 2841.855051 = -671366.703256 nChanged 207 SP:Iteration 6Q (1248.770000 sec): 3 clusters Score: Raw -674318.391318 + Penalty 2841.855051 = -671476.536266 nChanged 221 SP:Iteration 7Q (1248.990000 sec): 3 clusters Score: Raw -674449.276666 + Penalty 2841.855051 = -671607.421615 nChanged 225 SP:Iteration 8Q (1249.240000 sec): 3 clusters Score: Raw -674599.794319 + Penalty 2841.855051 = -671757.939268 nChanged 221 SP:Iteration 9Q (1249.430000 sec): 3 clusters Score: Raw -674776.484183 + Penalty 2841.855051 = -671934.629132 nChanged 230 SP:Iteration 10Q (1249.630000 sec): 3 clusters Score: Raw -675026.290815 + Penalty 2841.855051 = -672184.435764 nChanged 258 SP:Iteration 11Q (1249.830000 sec): 3 clusters Score: Raw -675295.703531 + Penalty 2841.855051 = -672453.848480 nChanged 285 SP:Iteration 12Q (1250.050000 sec): 3 clusters Score: Raw -675525.703499 + Penalty 2841.855051 = -672683.848447 nChanged 244 SP:Iteration 13Q (1250.270000 sec): 3 clusters Score: Raw -675698.470723 + Penalty 2841.855051 = -672856.615672 nChanged 212 SP:Iteration 14Q (1250.550000 sec): 3 clusters Score: Raw -675821.686741 + Penalty 2841.855051 = -672979.831690 nChanged 172 SP:Iteration 15Q (1250.750000 sec): 3 clusters Score: Raw -675901.500996 + Penalty 2841.855051 = -673059.645944 nChanged 137 SP:Iteration 16Q (1250.990000 sec): 3 clusters Score: Raw -675960.227601 + Penalty 2841.855051 = -673118.372549 nChanged 112 SP:Iteration 17Q (1251.230000 sec): 3 clusters Score: Raw -676001.619613 + Penalty 2841.855051 = -673159.764562 nChanged 70 SP:Iteration 18Q (1251.510000 sec): 3 clusters Score: Raw -676020.682539 + Penalty 2841.855051 = -673178.827487 nChanged 50 SP:Iteration 19Q (1251.700000 sec): 3 clusters Score: Raw -676032.632382 + Penalty 2841.855051 = -673190.777331 nChanged 44 SP:Iteration 20F (1251.930000 sec): 3 clusters Score: Raw -676041.608646 + Penalty 2841.855051 = -673199.753595 nChanged 32 SP:Iteration 21Q (1252.120000 sec): 3 clusters Score: Raw -676047.900721 + Penalty 2841.855051 = -673206.045669 nChanged 26 SP:Iteration 22Q (1252.270000 sec): 3 clusters Score: Raw -676053.067964 + Penalty 2841.855051 = -673211.212913 nChanged 24 SP:Iteration 23Q (1252.470000 sec): 3 clusters Score: Raw -676057.815030 + Penalty 2841.855051 = -673215.959978 nChanged 23 SP:Iteration 24Q (1252.660000 sec): 3 clusters Score: Raw -676061.770489 + Penalty 2841.855051 = -673219.915438 nChanged 22 SP:Iteration 25Q (1252.870000 sec): 3 clusters Score: Raw -676066.688304 + Penalty 2841.855051 = -673224.833252 nChanged 26 SP:Iteration 26Q (1253.080000 sec): 3 clusters Score: Raw -676074.230975 + Penalty 2841.855051 = -673232.375924 nChanged 40 SP:Iteration 27Q (1253.290000 sec): 3 clusters Score: Raw -676084.264742 + Penalty 2841.855051 = -673242.409691 nChanged 40 SP:Iteration 28Q (1253.450000 sec): 3 clusters Score: Raw -676093.402957 + Penalty 2841.855051 = -673251.547906 nChanged 39 SP:Iteration 29Q (1253.680000 sec): 3 clusters Score: Raw -676102.825300 + Penalty 2841.855051 = -673260.970248 nChanged 35 SP:Iteration 30Q (1253.880000 sec): 3 clusters Score: Raw -676114.052205 + Penalty 2841.855051 = -673272.197154 nChanged 31 SP:Iteration 31Q (1254.110000 sec): 3 clusters Score: Raw -676123.084912 + Penalty 2841.855051 = -673281.229860 nChanged 34 SP:Iteration 32Q (1254.300000 sec): 3 clusters Score: Raw -676131.690226 + Penalty 2841.855051 = -673289.835175 nChanged 26 SP:Iteration 33Q (1254.550000 sec): 3 clusters Score: Raw -676138.328959 + Penalty 2841.855051 = -673296.473908 nChanged 32 SP:Iteration 34Q (1254.770000 sec): 3 clusters Score: Raw -676145.826548 + Penalty 2841.855051 = -673303.971496 nChanged 36 SP:Iteration 35Q (1254.990000 sec): 3 clusters Score: Raw -676154.307414 + Penalty 2841.855051 = -673312.452363 nChanged 30 SP:Iteration 36Q (1255.200000 sec): 3 clusters Score: Raw -676162.551253 + Penalty 2841.855051 = -673320.696202 nChanged 35 SP:Iteration 37Q (1255.430000 sec): 3 clusters Score: Raw -676171.105588 + Penalty 2841.855051 = -673329.250537 nChanged 30 SP:Iteration 38Q (1255.630000 sec): 3 clusters Score: Raw -676179.375150 + Penalty 2841.855051 = -673337.520099 nChanged 24 SP:Iteration 39Q (1255.920000 sec): 3 clusters Score: Raw -676185.945659 + Penalty 2841.855051 = -673344.090608 nChanged 29 SP:Iteration 40F (1256.150000 sec): 3 clusters Score: Raw -676193.085957 + Penalty 2841.855051 = -673351.230906 nChanged 29 SP:Iteration 41Q (1256.340000 sec): 3 clusters Score: Raw -676199.808925 + Penalty 2841.855051 = -673357.953874 nChanged 30 SP:Iteration 42Q (1256.530000 sec): 3 clusters Score: Raw -676208.003842 + Penalty 2841.855051 = -673366.148790 nChanged 24 SP:Iteration 43Q (1256.720000 sec): 3 clusters Score: Raw -676213.070097 + Penalty 2841.855051 = -673371.215046 nChanged 21 SP:Iteration 44Q (1256.920000 sec): 3 clusters Score: Raw -676217.190103 + Penalty 2841.855051 = -673375.335052 nChanged 16 SP:Iteration 45Q (1257.140000 sec): 3 clusters Score: Raw -676220.958491 + Penalty 2841.855051 = -673379.103440 nChanged 18 SP:Iteration 46Q (1257.340000 sec): 3 clusters Score: Raw -676224.834800 + Penalty 2841.855051 = -673382.979749 nChanged 12 SP:Iteration 47Q (1257.510000 sec): 3 clusters Score: Raw -676227.059110 + Penalty 2841.855051 = -673385.204059 nChanged 8 SP:Iteration 48Q (1257.760000 sec): 3 clusters Score: Raw -676228.446665 + Penalty 2841.855051 = -673386.591614 nChanged 4 SP:Iteration 49Q (1257.980000 sec): 3 clusters Score: Raw -676228.927727 + Penalty 2841.855051 = -673387.072676 nChanged 2 SP:Iteration 50Q (1258.180000 sec): 3 clusters Score: Raw -676229.231950 + Penalty 2841.855051 = -673387.376899 nChanged 1 SP:Iteration 51Q (1258.370000 sec): 3 clusters Score: Raw -676229.341685 + Penalty 2841.855051 = -673387.486633 nChanged 0 SP:Iteration 52F (1258.580000 sec): 3 clusters Score: Raw -676229.341685 + Penalty 2841.855051 = -673387.486633 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 4 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.680000 sec): 2 clusters Score: Raw -39157.935705 + Penalty 963.558236 = -38194.377469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.870000 sec): 3 clusters Score: Raw -39142.619987 + Penalty 1927.116472 = -37215.503515 nChanged 78 SP:Iteration 1F (1259.020000 sec): 3 clusters Score: Raw -39294.122579 + Penalty 1927.116472 = -37367.006107 nChanged 25 SP:Iteration 2F (1259.210000 sec): 3 clusters Score: Raw -39363.780566 + Penalty 1927.116472 = -37436.664094 nChanged 11 SP:Iteration 3Q (1259.430000 sec): 3 clusters Score: Raw -39392.945369 + Penalty 1927.116472 = -37465.828897 nChanged 9 SP:Iteration 4Q (1259.610000 sec): 3 clusters Score: Raw -39414.380718 + Penalty 1927.116472 = -37487.264247 nChanged 6 SP:Iteration 5Q (1259.810000 sec): 3 clusters Score: Raw -39434.819223 + Penalty 1927.116472 = -37507.702751 nChanged 7 SP:Iteration 6Q (1260.000000 sec): 3 clusters Score: Raw -39464.675568 + Penalty 1927.116472 = -37537.559096 nChanged 8 SP:Iteration 7Q (1260.200000 sec): 3 clusters Score: Raw -39484.866935 + Penalty 1927.116472 = -37557.750464 nChanged 6 SP:Iteration 8Q (1260.400000 sec): 3 clusters Score: Raw -39497.752852 + Penalty 1927.116472 = -37570.636380 nChanged 4 SP:Iteration 9Q (1260.560000 sec): 3 clusters Score: Raw -39502.960052 + Penalty 1927.116472 = -37575.843581 nChanged 5 SP:Iteration 10Q (1260.760000 sec): 3 clusters Score: Raw -39511.169916 + Penalty 1927.116472 = -37584.053444 nChanged 5 SP:Iteration 11Q (1260.930000 sec): 3 clusters Score: Raw -39518.487274 + Penalty 1927.116472 = -37591.370802 nChanged 7 SP:Iteration 12Q (1261.130000 sec): 3 clusters Score: Raw -39531.359600 + Penalty 1927.116472 = -37604.243129 nChanged 5 SP:Iteration 13Q (1261.290000 sec): 3 clusters Score: Raw -39538.393191 + Penalty 1927.116472 = -37611.276719 nChanged 10 SP:Iteration 14Q (1261.490000 sec): 3 clusters Score: Raw -39558.500263 + Penalty 1927.116472 = -37631.383791 nChanged 11 SP:Iteration 15Q (1261.710000 sec): 3 clusters Score: Raw -39600.597461 + Penalty 1927.116472 = -37673.480990 nChanged 8 SP:Iteration 16Q (1261.920000 sec): 3 clusters Score: Raw -39618.435189 + Penalty 1927.116472 = -37691.318717 nChanged 7 SP:Iteration 17Q (1262.070000 sec): 3 clusters Score: Raw -39633.435933 + Penalty 1927.116472 = -37706.319461 nChanged 5 SP:Iteration 18Q (1262.270000 sec): 3 clusters Score: Raw -39641.138319 + Penalty 1927.116472 = -37714.021848 nChanged 3 SP:Iteration 19Q (1262.480000 sec): 3 clusters Score: Raw -39650.575140 + Penalty 1927.116472 = -37723.458669 nChanged 5 SP:Iteration 20F (1262.710000 sec): 3 clusters Score: Raw -39662.405331 + Penalty 1927.116472 = -37735.288860 nChanged 6 SP:Iteration 21Q (1262.880000 sec): 3 clusters Score: Raw -39678.711565 + Penalty 1927.116472 = -37751.595093 nChanged 4 SP:Iteration 22Q (1263.090000 sec): 3 clusters Score: Raw -39690.694526 + Penalty 1927.116472 = -37763.578055 nChanged 4 SP:Iteration 23Q (1263.270000 sec): 3 clusters Score: Raw -39704.571527 + Penalty 1927.116472 = -37777.455056 nChanged 3 SP:Iteration 24Q (1263.450000 sec): 3 clusters Score: Raw -39709.666694 + Penalty 1927.116472 = -37782.550222 nChanged 1 SP:Iteration 25Q (1263.650000 sec): 3 clusters Score: Raw -39712.902604 + Penalty 1927.116472 = -37785.786132 nChanged 1 SP:Iteration 26Q (1263.820000 sec): 3 clusters Score: Raw -39714.588194 + Penalty 1927.116472 = -37787.471723 nChanged 1 SP:Iteration 27Q (1264.010000 sec): 3 clusters Score: Raw -39715.903380 + Penalty 1927.116472 = -37788.786909 nChanged 1 SP:Iteration 28Q (1264.190000 sec): 3 clusters Score: Raw -39717.551752 + Penalty 1927.116472 = -37790.435280 nChanged 2 SP:Iteration 29Q (1264.360000 sec): 3 clusters Score: Raw -39795.192901 + Penalty 1927.116472 = -37868.076430 nChanged 6 SP:Iteration 30Q (1264.560000 sec): 3 clusters Score: Raw -39834.173858 + Penalty 1927.116472 = -37907.057386 nChanged 2 SP:Iteration 31Q (1264.770000 sec): 3 clusters Score: Raw -39850.559771 + Penalty 1927.116472 = -37923.443299 nChanged 3 SP:Iteration 32Q (1264.950000 sec): 3 clusters Score: Raw -39878.264399 + Penalty 1927.116472 = -37951.147927 nChanged 3 SP:Iteration 33Q (1265.130000 sec): 3 clusters Score: Raw -39913.968597 + Penalty 1927.116472 = -37986.852125 nChanged 9 SP:Iteration 34Q (1265.320000 sec): 3 clusters Score: Raw -40113.218427 + Penalty 1927.116472 = -38186.101956 nChanged 3 SP:Iteration 35Q (1265.460000 sec): 3 clusters Score: Raw -40163.714812 + Penalty 1927.116472 = -38236.598340 nChanged 2 SP:Iteration 36Q (1265.650000 sec): 3 clusters Score: Raw -40171.828734 + Penalty 1927.116472 = -38244.712262 nChanged 3 SP:Iteration 37Q (1265.850000 sec): 3 clusters Score: Raw -40188.297794 + Penalty 1927.116472 = -38261.181323 nChanged 1 SP:Iteration 38Q (1266.070000 sec): 3 clusters Score: Raw -40191.710442 + Penalty 1927.116472 = -38264.593971 nChanged 1 SP:Iteration 39Q (1266.280000 sec): 3 clusters Score: Raw -40195.788514 + Penalty 1927.116472 = -38268.672042 nChanged 2 SP:Iteration 40F (1266.460000 sec): 3 clusters Score: Raw -40203.602981 + Penalty 1927.116472 = -38276.486510 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 3.01 GB. Trying to split cluster 5 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.570000 sec): 2 clusters Score: Raw -16904.916630 + Penalty 830.698016 = -16074.218615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.760000 sec): 3 clusters Score: Raw -17094.115568 + Penalty 1661.396031 = -15432.719537 nChanged 17 SP:Iteration 1F (1266.970000 sec): 3 clusters Score: Raw -17154.632761 + Penalty 1661.396031 = -15493.236730 nChanged 5 SP:Iteration 2Q (1267.110000 sec): 3 clusters Score: Raw -17193.293536 + Penalty 1661.396031 = -15531.897504 nChanged 3 SP:Iteration 3Q (1267.280000 sec): 3 clusters Score: Raw -17213.045721 + Penalty 1661.396031 = -15551.649690 nChanged 4 SP:Iteration 4Q (1267.450000 sec): 3 clusters Score: Raw -17227.642904 + Penalty 1661.396031 = -15566.246873 nChanged 0 SP:Iteration 5F (1267.640000 sec): 3 clusters Score: Raw -17227.642904 + Penalty 1661.396031 = -15566.246873 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 6 (296966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1268.930000 sec): 2 clusters Score: Raw -33435089.167326 + Penalty 2047.723102 = -33433041.444224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.460000 sec): 3 clusters Score: Raw -33236538.043395 + Penalty 4095.446203 = -33232442.597192 nChanged 144999 SP:Iteration 1F (1271.970000 sec): 3 clusters Score: Raw -33322124.497973 + Penalty 4095.446203 = -33318029.051770 nChanged 6556 SP:Iteration 2Q (1273.480000 sec): 3 clusters Score: Raw -33323165.965087 + Penalty 4095.446203 = -33319070.518884 nChanged 7199 SP:Iteration 3Q (1275.010000 sec): 3 clusters Score: Raw -33324447.737349 + Penalty 4095.446203 = -33320352.291146 nChanged 8075 SP:Iteration 4Q (1276.430000 sec): 3 clusters Score: Raw -33326220.928587 + Penalty 4095.446203 = -33322125.482383 nChanged 9709 SP:Iteration 5Q (1277.890000 sec): 3 clusters Score: Raw -33328920.062514 + Penalty 4095.446203 = -33324824.616311 nChanged 12015 SP:Iteration 6Q (1279.410000 sec): 3 clusters Score: Raw -33333304.162024 + Penalty 4095.446203 = -33329208.715821 nChanged 15173 SP:Iteration 7F (1280.790000 sec): 3 clusters Score: Raw -33340589.490164 + Penalty 4095.446203 = -33336494.043960 nChanged 18582 SP:Iteration 8F (1282.050000 sec): 3 clusters Score: Raw -33352193.352246 + Penalty 4095.446203 = -33348097.906042 nChanged 21113 SP:Iteration 9F (1283.360000 sec): 3 clusters Score: Raw -33368770.758267 + Penalty 4095.446203 = -33364675.312064 nChanged 20660 SP:Iteration 10F (1284.670000 sec): 3 clusters Score: Raw -33387858.427369 + Penalty 4095.446203 = -33383762.981166 nChanged 16616 SP:Iteration 11F (1286.050000 sec): 3 clusters Score: Raw -33404648.703991 + Penalty 4095.446203 = -33400553.257788 nChanged 10716 SP:Iteration 12Q (1287.520000 sec): 3 clusters Score: Raw -33415634.823940 + Penalty 4095.446203 = -33411539.377737 nChanged 6612 SP:Iteration 13Q (1288.930000 sec): 3 clusters Score: Raw -33421501.278138 + Penalty 4095.446203 = -33417405.831935 nChanged 4313 SP:Iteration 14Q (1290.180000 sec): 3 clusters Score: Raw -33424703.126193 + Penalty 4095.446203 = -33420607.679990 nChanged 3200 SP:Iteration 15Q (1291.430000 sec): 3 clusters Score: Raw -33426832.914947 + Penalty 4095.446203 = -33422737.468743 nChanged 2475 SP:Iteration 16Q (1292.620000 sec): 3 clusters Score: Raw -33428335.331139 + Penalty 4095.446203 = -33424239.884936 nChanged 2090 SP:Iteration 17Q (1293.870000 sec): 3 clusters Score: Raw -33429497.535474 + Penalty 4095.446203 = -33425402.089271 nChanged 1828 SP:Iteration 18Q (1295.030000 sec): 3 clusters Score: Raw -33430447.165076 + Penalty 4095.446203 = -33426351.718873 nChanged 1527 SP:Iteration 19Q (1296.260000 sec): 3 clusters Score: Raw -33431196.431381 + Penalty 4095.446203 = -33427100.985178 nChanged 1350 SP:Iteration 20F (1297.650000 sec): 3 clusters Score: Raw -33431825.384638 + Penalty 4095.446203 = -33427729.938434 nChanged 1145 SP:Iteration 21Q (1298.890000 sec): 3 clusters Score: Raw -33432340.460844 + Penalty 4095.446203 = -33428245.014641 nChanged 1020 SP:Iteration 22Q (1300.170000 sec): 3 clusters Score: Raw -33432796.420921 + Penalty 4095.446203 = -33428700.974718 nChanged 875 SP:Iteration 23Q (1301.450000 sec): 3 clusters Score: Raw -33433178.821303 + Penalty 4095.446203 = -33429083.375100 nChanged 764 SP:Iteration 24Q (1302.790000 sec): 3 clusters Score: Raw -33433490.414496 + Penalty 4095.446203 = -33429394.968292 nChanged 633 SP:Iteration 25Q (1304.060000 sec): 3 clusters Score: Raw -33433733.000881 + Penalty 4095.446203 = -33429637.554678 nChanged 532 SP:Iteration 26Q (1305.280000 sec): 3 clusters Score: Raw -33433919.432158 + Penalty 4095.446203 = -33429823.985954 nChanged 459 SP:Iteration 27Q (1306.510000 sec): 3 clusters Score: Raw -33434078.759086 + Penalty 4095.446203 = -33429983.312883 nChanged 406 SP:Iteration 28Q (1307.720000 sec): 3 clusters Score: Raw -33434216.807620 + Penalty 4095.446203 = -33430121.361417 nChanged 381 SP:Iteration 29Q (1308.850000 sec): 3 clusters Score: Raw -33434342.088763 + Penalty 4095.446203 = -33430246.642560 nChanged 314 SP:Iteration 30Q (1309.960000 sec): 3 clusters Score: Raw -33434442.241906 + Penalty 4095.446203 = -33430346.795703 nChanged 285 SP:Iteration 31Q (1311.060000 sec): 3 clusters Score: Raw -33434534.188830 + Penalty 4095.446203 = -33430438.742627 nChanged 267 SP:Iteration 32Q (1312.190000 sec): 3 clusters Score: Raw -33434618.652617 + Penalty 4095.446203 = -33430523.206413 nChanged 193 SP:Iteration 33Q (1313.360000 sec): 3 clusters Score: Raw -33434672.510560 + Penalty 4095.446203 = -33430577.064357 nChanged 200 SP:Iteration 34Q (1314.460000 sec): 3 clusters Score: Raw -33434729.986890 + Penalty 4095.446203 = -33430634.540687 nChanged 194 SP:Iteration 35Q (1315.480000 sec): 3 clusters Score: Raw -33434790.009404 + Penalty 4095.446203 = -33430694.563201 nChanged 179 SP:Iteration 36Q (1316.590000 sec): 3 clusters Score: Raw -33434854.886518 + Penalty 4095.446203 = -33430759.440315 nChanged 186 SP:Iteration 37Q (1317.790000 sec): 3 clusters Score: Raw -33434925.660131 + Penalty 4095.446203 = -33430830.213928 nChanged 156 SP:Iteration 38Q (1319.060000 sec): 3 clusters Score: Raw -33434983.086048 + Penalty 4095.446203 = -33430887.639845 nChanged 158 SP:Iteration 39Q (1320.230000 sec): 3 clusters Score: Raw -33435040.417789 + Penalty 4095.446203 = -33430944.971586 nChanged 121 SP:Iteration 40F (1321.910000 sec): 3 clusters Score: Raw -33435081.019620 + Penalty 4095.446203 = -33430985.573417 nChanged 95 SP:Iteration 41Q (1323.160000 sec): 3 clusters Score: Raw -33435114.878487 + Penalty 4095.446203 = -33431019.432284 nChanged 81 SP:Iteration 42Q (1324.320000 sec): 3 clusters Score: Raw -33435140.956615 + Penalty 4095.446203 = -33431045.510412 nChanged 63 SP:Iteration 43Q (1325.710000 sec): 3 clusters Score: Raw -33435164.846641 + Penalty 4095.446203 = -33431069.400437 nChanged 52 SP:Iteration 44Q (1327.100000 sec): 3 clusters Score: Raw -33435183.157951 + Penalty 4095.446203 = -33431087.711747 nChanged 47 SP:Iteration 45Q (1328.270000 sec): 3 clusters Score: Raw -33435201.092756 + Penalty 4095.446203 = -33431105.646553 nChanged 54 SP:Iteration 46Q (1329.610000 sec): 3 clusters Score: Raw -33435219.305379 + Penalty 4095.446203 = -33431123.859176 nChanged 47 SP:Iteration 47Q (1330.890000 sec): 3 clusters Score: Raw -33435236.663303 + Penalty 4095.446203 = -33431141.217100 nChanged 46 SP:Iteration 48Q (1332.210000 sec): 3 clusters Score: Raw -33435252.957348 + Penalty 4095.446203 = -33431157.511144 nChanged 36 SP:Iteration 49Q (1333.460000 sec): 3 clusters Score: Raw -33435265.372486 + Penalty 4095.446203 = -33431169.926283 nChanged 34 SP:Iteration 50Q (1334.660000 sec): 3 clusters Score: Raw -33435279.677225 + Penalty 4095.446203 = -33431184.231022 nChanged 33 SP:Iteration 51Q (1335.870000 sec): 3 clusters Score: Raw -33435291.278862 + Penalty 4095.446203 = -33431195.832659 nChanged 26 SP:Iteration 52Q (1337.040000 sec): 3 clusters Score: Raw -33435299.880915 + Penalty 4095.446203 = -33431204.434711 nChanged 27 SP:Iteration 53Q (1338.200000 sec): 3 clusters Score: Raw -33435311.908274 + Penalty 4095.446203 = -33431216.462071 nChanged 22 SP:Iteration 54Q (1339.440000 sec): 3 clusters Score: Raw -33435321.751987 + Penalty 4095.446203 = -33431226.305783 nChanged 26 SP:Iteration 55Q (1340.680000 sec): 3 clusters Score: Raw -33435330.974926 + Penalty 4095.446203 = -33431235.528723 nChanged 26 SP:Iteration 56Q (1341.910000 sec): 3 clusters Score: Raw -33435341.858268 + Penalty 4095.446203 = -33431246.412064 nChanged 32 SP:Iteration 57Q (1343.230000 sec): 3 clusters Score: Raw -33435352.646829 + Penalty 4095.446203 = -33431257.200625 nChanged 20 SP:Iteration 58Q (1344.820000 sec): 3 clusters Score: Raw -33435358.887498 + Penalty 4095.446203 = -33431263.441295 nChanged 18 SP:Iteration 59Q (1346.140000 sec): 3 clusters Score: Raw -33435364.899565 + Penalty 4095.446203 = -33431269.453362 nChanged 17 SP:Iteration 60F (1347.650000 sec): 3 clusters Score: Raw -33435370.281573 + Penalty 4095.446203 = -33431274.835369 nChanged 8 SP:Iteration 61Q (1348.970000 sec): 3 clusters Score: Raw -33435372.783459 + Penalty 4095.446203 = -33431277.337256 nChanged 7 SP:Iteration 62Q (1350.300000 sec): 3 clusters Score: Raw -33435374.752701 + Penalty 4095.446203 = -33431279.306498 nChanged 9 SP:Iteration 63Q (1351.510000 sec): 3 clusters Score: Raw -33435376.927815 + Penalty 4095.446203 = -33431281.481612 nChanged 6 SP:Iteration 64Q (1352.760000 sec): 3 clusters Score: Raw -33435378.648316 + Penalty 4095.446203 = -33431283.202112 nChanged 7 SP:Iteration 65Q (1353.970000 sec): 3 clusters Score: Raw -33435380.373463 + Penalty 4095.446203 = -33431284.927260 nChanged 5 SP:Iteration 66Q (1355.180000 sec): 3 clusters Score: Raw -33435382.087624 + Penalty 4095.446203 = -33431286.641420 nChanged 5 SP:Iteration 67Q (1356.320000 sec): 3 clusters Score: Raw -33435383.627217 + Penalty 4095.446203 = -33431288.181014 nChanged 6 SP:Iteration 68Q (1357.560000 sec): 3 clusters Score: Raw -33435385.746877 + Penalty 4095.446203 = -33431290.300673 nChanged 5 SP:Iteration 69Q (1358.710000 sec): 3 clusters Score: Raw -33435387.499031 + Penalty 4095.446203 = -33431292.052828 nChanged 5 SP:Iteration 70Q (1359.950000 sec): 3 clusters Score: Raw -33435389.057890 + Penalty 4095.446203 = -33431293.611687 nChanged 3 SP:Iteration 71Q (1361.100000 sec): 3 clusters Score: Raw -33435390.061603 + Penalty 4095.446203 = -33431294.615400 nChanged 3 SP:Iteration 72Q (1362.260000 sec): 3 clusters Score: Raw -33435391.070033 + Penalty 4095.446203 = -33431295.623829 nChanged 4 SP:Iteration 73Q (1363.370000 sec): 3 clusters Score: Raw -33435391.940762 + Penalty 4095.446203 = -33431296.494559 nChanged 2 SP:Iteration 74Q (1364.540000 sec): 3 clusters Score: Raw -33435392.583458 + Penalty 4095.446203 = -33431297.137255 nChanged 3 SP:Iteration 75Q (1365.880000 sec): 3 clusters Score: Raw -33435393.215162 + Penalty 4095.446203 = -33431297.768959 nChanged 5 SP:Iteration 76Q (1367.480000 sec): 3 clusters Score: Raw -33435394.864285 + Penalty 4095.446203 = -33431299.418082 nChanged 3 SP:Iteration 77Q (1368.890000 sec): 3 clusters Score: Raw -33435396.783218 + Penalty 4095.446203 = -33431301.337015 nChanged 6 SP:Iteration 78Q (1370.170000 sec): 3 clusters Score: Raw -33435399.512768 + Penalty 4095.446203 = -33431304.066564 nChanged 6 SP:Iteration 79Q (1371.460000 sec): 3 clusters Score: Raw -33435402.484570 + Penalty 4095.446203 = -33431307.038366 nChanged 7 SP:Iteration 80F (1372.810000 sec): 3 clusters Score: Raw -33435404.530812 + Penalty 4095.446203 = -33431309.084609 nChanged 6 SP:Iteration 81Q (1373.970000 sec): 3 clusters Score: Raw -33435406.849519 + Penalty 4095.446203 = -33431311.403316 nChanged 8 SP:Iteration 82Q (1375.270000 sec): 3 clusters Score: Raw -33435409.384701 + Penalty 4095.446203 = -33431313.938498 nChanged 3 SP:Iteration 83Q (1376.460000 sec): 3 clusters Score: Raw -33435410.177313 + Penalty 4095.446203 = -33431314.731109 nChanged 1 SP:Iteration 84Q (1377.630000 sec): 3 clusters Score: Raw -33435410.415287 + Penalty 4095.446203 = -33431314.969083 nChanged 2 SP:Iteration 85Q (1378.880000 sec): 3 clusters Score: Raw -33435411.179715 + Penalty 4095.446203 = -33431315.733512 nChanged 0 SP:Iteration 86F (1380.380000 sec): 3 clusters Score: Raw -33435411.179715 + Penalty 4095.446203 = -33431315.733512 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 7 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.620000 sec): 2 clusters Score: Raw -17915.778151 + Penalty 844.755768 = -17071.022383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.800000 sec): 3 clusters Score: Raw -18023.572338 + Penalty 1689.511535 = -16334.060803 nChanged 22 SP:Iteration 1F (1381.000000 sec): 3 clusters Score: Raw -18087.326477 + Penalty 1689.511535 = -16397.814942 nChanged 2 SP:Iteration 2Q (1381.230000 sec): 3 clusters Score: Raw -18105.026998 + Penalty 1689.511535 = -16415.515463 nChanged 2 SP:Iteration 3Q (1381.420000 sec): 3 clusters Score: Raw -18109.151500 + Penalty 1689.511535 = -16419.639965 nChanged 0 SP:Iteration 4F (1381.580000 sec): 3 clusters Score: Raw -18109.151500 + Penalty 1689.511535 = -16419.639965 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 8 (57278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.950000 sec): 2 clusters Score: Raw -6640339.520075 + Penalty 1780.296681 = -6638559.223394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.400000 sec): 3 clusters Score: Raw -6604057.626349 + Penalty 3560.593363 = -6600497.032987 nChanged 26839 SP:Iteration 1F (1382.890000 sec): 3 clusters Score: Raw -6619318.021039 + Penalty 3560.593363 = -6615757.427676 nChanged 2197 SP:Iteration 2Q (1383.440000 sec): 3 clusters Score: Raw -6619948.254544 + Penalty 3560.593363 = -6616387.661181 nChanged 2302 SP:Iteration 3Q (1383.870000 sec): 3 clusters Score: Raw -6620682.121755 + Penalty 3560.593363 = -6617121.528392 nChanged 2466 SP:Iteration 4Q (1384.330000 sec): 3 clusters Score: Raw -6621554.518761 + Penalty 3560.593363 = -6617993.925398 nChanged 2637 SP:Iteration 5Q (1384.810000 sec): 3 clusters Score: Raw -6622550.658159 + Penalty 3560.593363 = -6618990.064797 nChanged 2727 SP:Iteration 6Q (1385.260000 sec): 3 clusters Score: Raw -6623659.974766 + Penalty 3560.593363 = -6620099.381403 nChanged 2786 SP:Iteration 7Q (1385.760000 sec): 3 clusters Score: Raw -6624896.091314 + Penalty 3560.593363 = -6621335.497951 nChanged 2878 SP:Iteration 8F (1386.170000 sec): 3 clusters Score: Raw -6626424.603669 + Penalty 3560.593363 = -6622864.010306 nChanged 2838 SP:Iteration 9Q (1386.670000 sec): 3 clusters Score: Raw -6628149.021938 + Penalty 3560.593363 = -6624588.428575 nChanged 2725 SP:Iteration 10Q (1387.150000 sec): 3 clusters Score: Raw -6629958.794156 + Penalty 3560.593363 = -6626398.200794 nChanged 2443 SP:Iteration 11Q (1387.620000 sec): 3 clusters Score: Raw -6631645.253392 + Penalty 3560.593363 = -6628084.660029 nChanged 2102 SP:Iteration 12Q (1388.130000 sec): 3 clusters Score: Raw -6632998.068525 + Penalty 3560.593363 = -6629437.475162 nChanged 1668 SP:Iteration 13Q (1388.640000 sec): 3 clusters Score: Raw -6633931.597687 + Penalty 3560.593363 = -6630371.004325 nChanged 1378 SP:Iteration 14Q (1389.060000 sec): 3 clusters Score: Raw -6634624.868648 + Penalty 3560.593363 = -6631064.275286 nChanged 1202 SP:Iteration 15Q (1389.490000 sec): 3 clusters Score: Raw -6635183.427508 + Penalty 3560.593363 = -6631622.834146 nChanged 1222 SP:Iteration 16Q (1389.990000 sec): 3 clusters Score: Raw -6635754.377631 + Penalty 3560.593363 = -6632193.784268 nChanged 1152 SP:Iteration 17Q (1390.430000 sec): 3 clusters Score: Raw -6636309.783733 + Penalty 3560.593363 = -6632749.190371 nChanged 1104 SP:Iteration 18Q (1390.860000 sec): 3 clusters Score: Raw -6636875.270322 + Penalty 3560.593363 = -6633314.676959 nChanged 1051 SP:Iteration 19Q (1391.290000 sec): 3 clusters Score: Raw -6637439.821509 + Penalty 3560.593363 = -6633879.228146 nChanged 948 SP:Iteration 20F (1391.730000 sec): 3 clusters Score: Raw -6637994.877651 + Penalty 3560.593363 = -6634434.284288 nChanged 884 SP:Iteration 21Q (1392.220000 sec): 3 clusters Score: Raw -6638529.091589 + Penalty 3560.593363 = -6634968.498227 nChanged 741 SP:Iteration 22Q (1392.680000 sec): 3 clusters Score: Raw -6638963.850612 + Penalty 3560.593363 = -6635403.257250 nChanged 645 SP:Iteration 23Q (1393.100000 sec): 3 clusters Score: Raw -6639347.398637 + Penalty 3560.593363 = -6635786.805274 nChanged 517 SP:Iteration 24Q (1393.480000 sec): 3 clusters Score: Raw -6639663.325139 + Penalty 3560.593363 = -6636102.731777 nChanged 415 SP:Iteration 25Q (1393.900000 sec): 3 clusters Score: Raw -6639915.544447 + Penalty 3560.593363 = -6636354.951085 nChanged 300 SP:Iteration 26Q (1394.290000 sec): 3 clusters Score: Raw -6640095.756884 + Penalty 3560.593363 = -6636535.163521 nChanged 226 SP:Iteration 27Q (1394.690000 sec): 3 clusters Score: Raw -6640232.383818 + Penalty 3560.593363 = -6636671.790456 nChanged 154 SP:Iteration 28Q (1395.050000 sec): 3 clusters Score: Raw -6640323.151643 + Penalty 3560.593363 = -6636762.558280 nChanged 107 SP:Iteration 29Q (1395.420000 sec): 3 clusters Score: Raw -6640387.146756 + Penalty 3560.593363 = -6636826.553394 nChanged 73 SP:Iteration 30Q (1395.790000 sec): 3 clusters Score: Raw -6640431.981832 + Penalty 3560.593363 = -6636871.388469 nChanged 61 SP:Iteration 31Q (1396.170000 sec): 3 clusters Score: Raw -6640469.837818 + Penalty 3560.593363 = -6636909.244456 nChanged 38 SP:Iteration 32Q (1396.590000 sec): 3 clusters Score: Raw -6640490.725048 + Penalty 3560.593363 = -6636930.131685 nChanged 29 SP:Iteration 33Q (1397.120000 sec): 3 clusters Score: Raw -6640510.254749 + Penalty 3560.593363 = -6636949.661386 nChanged 34 SP:Iteration 34Q (1397.570000 sec): 3 clusters Score: Raw -6640529.717783 + Penalty 3560.593363 = -6636969.124421 nChanged 26 SP:Iteration 35Q (1398.080000 sec): 3 clusters Score: Raw -6640545.860708 + Penalty 3560.593363 = -6636985.267346 nChanged 22 SP:Iteration 36Q (1398.520000 sec): 3 clusters Score: Raw -6640565.477888 + Penalty 3560.593363 = -6637004.884526 nChanged 24 SP:Iteration 37Q (1398.940000 sec): 3 clusters Score: Raw -6640584.865977 + Penalty 3560.593363 = -6637024.272615 nChanged 26 SP:Iteration 38Q (1399.370000 sec): 3 clusters Score: Raw -6640605.715648 + Penalty 3560.593363 = -6637045.122286 nChanged 19 SP:Iteration 39Q (1399.830000 sec): 3 clusters Score: Raw -6640618.785716 + Penalty 3560.593363 = -6637058.192353 nChanged 15 SP:Iteration 40F (1400.270000 sec): 3 clusters Score: Raw -6640629.129427 + Penalty 3560.593363 = -6637068.536064 nChanged 13 SP:Iteration 41Q (1400.660000 sec): 3 clusters Score: Raw -6640637.893787 + Penalty 3560.593363 = -6637077.300425 nChanged 6 SP:Iteration 42Q (1401.040000 sec): 3 clusters Score: Raw -6640640.331739 + Penalty 3560.593363 = -6637079.738377 nChanged 4 SP:Iteration 43Q (1401.370000 sec): 3 clusters Score: Raw -6640643.020723 + Penalty 3560.593363 = -6637082.427361 nChanged 3 SP:Iteration 44Q (1401.740000 sec): 3 clusters Score: Raw -6640645.364948 + Penalty 3560.593363 = -6637084.771585 nChanged 4 SP:Iteration 45Q (1402.110000 sec): 3 clusters Score: Raw -6640649.152413 + Penalty 3560.593363 = -6637088.559050 nChanged 2 SP:Iteration 46Q (1402.520000 sec): 3 clusters Score: Raw -6640650.706059 + Penalty 3560.593363 = -6637090.112697 nChanged 3 SP:Iteration 47Q (1402.920000 sec): 3 clusters Score: Raw -6640651.759965 + Penalty 3560.593363 = -6637091.166602 nChanged 2 SP:Iteration 48Q (1403.270000 sec): 3 clusters Score: Raw -6640652.389962 + Penalty 3560.593363 = -6637091.796599 nChanged 0 SP:Iteration 49F (1403.780000 sec): 3 clusters Score: Raw -6640652.389962 + Penalty 3560.593363 = -6637091.796599 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 9 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1403.930000 sec): 2 clusters Score: Raw -63130.225106 + Penalty 1037.045103 = -62093.180004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1404.150000 sec): 3 clusters Score: Raw -63000.478075 + Penalty 2074.090206 = -60926.387870 nChanged 125 SP:Iteration 1F (1404.340000 sec): 3 clusters Score: Raw -63133.543485 + Penalty 2074.090206 = -61059.453280 nChanged 32 SP:Iteration 2F (1404.530000 sec): 3 clusters Score: Raw -63173.159055 + Penalty 2074.090206 = -61099.068849 nChanged 12 SP:Iteration 3Q (1404.740000 sec): 3 clusters Score: Raw -63196.380035 + Penalty 2074.090206 = -61122.289830 nChanged 8 SP:Iteration 4Q (1404.920000 sec): 3 clusters Score: Raw -63209.140243 + Penalty 2074.090206 = -61135.050038 nChanged 6 SP:Iteration 5Q (1405.100000 sec): 3 clusters Score: Raw -63223.902330 + Penalty 2074.090206 = -61149.812125 nChanged 10 SP:Iteration 6Q (1405.250000 sec): 3 clusters Score: Raw -63233.291585 + Penalty 2074.090206 = -61159.201379 nChanged 4 SP:Iteration 7Q (1405.410000 sec): 3 clusters Score: Raw -63240.469402 + Penalty 2074.090206 = -61166.379197 nChanged 4 SP:Iteration 8Q (1405.610000 sec): 3 clusters Score: Raw -63246.349824 + Penalty 2074.090206 = -61172.259618 nChanged 3 SP:Iteration 9Q (1405.840000 sec): 3 clusters Score: Raw -63250.257054 + Penalty 2074.090206 = -61176.166848 nChanged 1 SP:Iteration 10Q (1406.030000 sec): 3 clusters Score: Raw -63251.442300 + Penalty 2074.090206 = -61177.352094 nChanged 1 SP:Iteration 11Q (1406.250000 sec): 3 clusters Score: Raw -63252.799985 + Penalty 2074.090206 = -61178.709780 nChanged 1 SP:Iteration 12Q (1406.460000 sec): 3 clusters Score: Raw -63253.287211 + Penalty 2074.090206 = -61179.197006 nChanged 0 SP:Iteration 13F (1406.640000 sec): 3 clusters Score: Raw -63253.287211 + Penalty 2074.090206 = -61179.197006 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 10 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1406.750000 sec): 2 clusters Score: Raw -35318.087019 + Penalty 947.203663 = -34370.883356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1406.970000 sec): 3 clusters Score: Raw -35393.265369 + Penalty 1894.407326 = -33498.858043 nChanged 74 SP:Iteration 1F (1407.170000 sec): 3 clusters Score: Raw -35582.450983 + Penalty 1894.407326 = -33688.043657 nChanged 24 SP:Iteration 2F (1407.350000 sec): 3 clusters Score: Raw -35666.672064 + Penalty 1894.407326 = -33772.264738 nChanged 19 SP:Iteration 3F (1407.540000 sec): 3 clusters Score: Raw -35763.112437 + Penalty 1894.407326 = -33868.705112 nChanged 20 SP:Iteration 4F (1407.730000 sec): 3 clusters Score: Raw -35891.941453 + Penalty 1894.407326 = -33997.534127 nChanged 21 SP:Iteration 5F (1407.920000 sec): 3 clusters Score: Raw -36088.238029 + Penalty 1894.407326 = -34193.830703 nChanged 12 SP:Iteration 6Q (1408.090000 sec): 3 clusters Score: Raw -36163.968526 + Penalty 1894.407326 = -34269.561200 nChanged 9 SP:Iteration 7Q (1408.270000 sec): 3 clusters Score: Raw -36198.742708 + Penalty 1894.407326 = -34304.335382 nChanged 2 SP:Iteration 8Q (1408.500000 sec): 3 clusters Score: Raw -36211.811522 + Penalty 1894.407326 = -34317.404196 nChanged 4 SP:Iteration 9Q (1408.650000 sec): 3 clusters Score: Raw -36224.263958 + Penalty 1894.407326 = -34329.856633 nChanged 3 SP:Iteration 10Q (1408.860000 sec): 3 clusters Score: Raw -36236.501002 + Penalty 1894.407326 = -34342.093676 nChanged 5 SP:Iteration 11Q (1409.040000 sec): 3 clusters Score: Raw -36251.291649 + Penalty 1894.407326 = -34356.884323 nChanged 3 SP:Iteration 12Q (1409.210000 sec): 3 clusters Score: Raw -36262.810930 + Penalty 1894.407326 = -34368.403604 nChanged 0 SP:Iteration 13F (1409.380000 sec): 3 clusters Score: Raw -36262.983903 + Penalty 1894.407326 = -34368.576578 nChanged 1 SP:Iteration 14Q (1409.550000 sec): 3 clusters Score: Raw -36268.979316 + Penalty 1894.407326 = -34374.571990 nChanged 1 SP:Iteration 15Q (1409.700000 sec): 3 clusters Score: Raw -36274.721800 + Penalty 1894.407326 = -34380.314475 nChanged 0 SP:Iteration 16F (1409.910000 sec): 3 clusters Score: Raw -36274.721800 + Penalty 1894.407326 = -34380.314475 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 11 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.980000 sec): 2 clusters Score: Raw -31420.939050 + Penalty 921.355650 = -30499.583400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1410.140000 sec): 3 clusters Score: Raw -31475.978247 + Penalty 1842.711300 = -29633.266947 nChanged 47 SP:Iteration 1F (1410.340000 sec): 3 clusters Score: Raw -31588.874836 + Penalty 1842.711300 = -29746.163536 nChanged 13 SP:Iteration 2Q (1410.560000 sec): 3 clusters Score: Raw -31628.259015 + Penalty 1842.711300 = -29785.547715 nChanged 9 SP:Iteration 3Q (1410.790000 sec): 3 clusters Score: Raw -31645.318894 + Penalty 1842.711300 = -29802.607594 nChanged 2 SP:Iteration 4Q (1411.000000 sec): 3 clusters Score: Raw -31652.469658 + Penalty 1842.711300 = -29809.758358 nChanged 0 SP:Iteration 5F (1411.210000 sec): 3 clusters Score: Raw -31652.469658 + Penalty 1842.711300 = -29809.758358 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 13 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1411.310000 sec): 2 clusters Score: Raw -87669.614911 + Penalty 1083.380479 = -86586.234432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1411.530000 sec): 3 clusters Score: Raw -87437.104631 + Penalty 2166.760958 = -85270.343673 nChanged 219 SP:Iteration 1F (1411.710000 sec): 3 clusters Score: Raw -87652.949164 + Penalty 2166.760958 = -85486.188207 nChanged 60 SP:Iteration 2F (1411.940000 sec): 3 clusters Score: Raw -87721.428798 + Penalty 2166.760958 = -85554.667840 nChanged 21 SP:Iteration 3Q (1412.120000 sec): 3 clusters Score: Raw -87757.254785 + Penalty 2166.760958 = -85590.493828 nChanged 19 SP:Iteration 4Q (1412.320000 sec): 3 clusters Score: Raw -87793.180227 + Penalty 2166.760958 = -85626.419270 nChanged 18 SP:Iteration 5Q (1412.490000 sec): 3 clusters Score: Raw -87824.292086 + Penalty 2166.760958 = -85657.531129 nChanged 18 SP:Iteration 6Q (1412.710000 sec): 3 clusters Score: Raw -87870.929719 + Penalty 2166.760958 = -85704.168762 nChanged 23 SP:Iteration 7Q (1412.890000 sec): 3 clusters Score: Raw -87923.412774 + Penalty 2166.760958 = -85756.651816 nChanged 16 SP:Iteration 8Q (1413.080000 sec): 3 clusters Score: Raw -87955.438588 + Penalty 2166.760958 = -85788.677630 nChanged 16 SP:Iteration 9Q (1413.290000 sec): 3 clusters Score: Raw -87981.161815 + Penalty 2166.760958 = -85814.400857 nChanged 14 SP:Iteration 10Q (1413.440000 sec): 3 clusters Score: Raw -88003.098625 + Penalty 2166.760958 = -85836.337667 nChanged 18 SP:Iteration 11Q (1413.640000 sec): 3 clusters Score: Raw -88032.662674 + Penalty 2166.760958 = -85865.901717 nChanged 15 SP:Iteration 12Q (1413.770000 sec): 3 clusters Score: Raw -88072.282675 + Penalty 2166.760958 = -85905.521717 nChanged 20 SP:Iteration 13Q (1413.980000 sec): 3 clusters Score: Raw -88123.978660 + Penalty 2166.760958 = -85957.217702 nChanged 11 SP:Iteration 14Q (1414.200000 sec): 3 clusters Score: Raw -88139.979957 + Penalty 2166.760958 = -85973.219000 nChanged 11 SP:Iteration 15Q (1414.380000 sec): 3 clusters Score: Raw -88155.821708 + Penalty 2166.760958 = -85989.060750 nChanged 7 SP:Iteration 16Q (1414.600000 sec): 3 clusters Score: Raw -88165.738661 + Penalty 2166.760958 = -85998.977703 nChanged 3 SP:Iteration 17Q (1414.820000 sec): 3 clusters Score: Raw -88168.521201 + Penalty 2166.760958 = -86001.760243 nChanged 1 SP:Iteration 18Q (1415.020000 sec): 3 clusters Score: Raw -88169.223698 + Penalty 2166.760958 = -86002.462740 nChanged 0 SP:Iteration 19F (1415.220000 sec): 3 clusters Score: Raw -88169.223698 + Penalty 2166.760958 = -86002.462740 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 15 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.360000 sec): 2 clusters Score: Raw -42154.294621 + Penalty 983.464490 = -41170.830131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1415.540000 sec): 3 clusters Score: Raw -42305.849839 + Penalty 1966.928980 = -40338.920860 nChanged 123 SP:Iteration 1F (1415.730000 sec): 3 clusters Score: Raw -42686.691863 + Penalty 1966.928980 = -40719.762883 nChanged 47 SP:Iteration 2F (1416.000000 sec): 3 clusters Score: Raw -42875.615953 + Penalty 1966.928980 = -40908.686973 nChanged 21 SP:Iteration 3Q (1416.220000 sec): 3 clusters Score: Raw -42954.416534 + Penalty 1966.928980 = -40987.487555 nChanged 11 SP:Iteration 4Q (1416.420000 sec): 3 clusters Score: Raw -42995.124623 + Penalty 1966.928980 = -41028.195643 nChanged 4 SP:Iteration 5Q (1416.650000 sec): 3 clusters Score: Raw -43015.122022 + Penalty 1966.928980 = -41048.193042 nChanged 2 SP:Iteration 6Q (1416.830000 sec): 3 clusters Score: Raw -43021.860497 + Penalty 1966.928980 = -41054.931518 nChanged 3 SP:Iteration 7Q (1417.000000 sec): 3 clusters Score: Raw -43029.594792 + Penalty 1966.928980 = -41062.665812 nChanged 2 SP:Iteration 8Q (1417.200000 sec): 3 clusters Score: Raw -43035.426241 + Penalty 1966.928980 = -41068.497262 nChanged 1 SP:Iteration 9Q (1417.380000 sec): 3 clusters Score: Raw -43037.627572 + Penalty 1966.928980 = -41070.698592 nChanged 1 SP:Iteration 10Q (1417.560000 sec): 3 clusters Score: Raw -43039.997533 + Penalty 1966.928980 = -41073.068553 nChanged 0 SP:Iteration 11F (1417.740000 sec): 3 clusters Score: Raw -43039.997533 + Penalty 1966.928980 = -41073.068553 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 16 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1417.880000 sec): 2 clusters Score: Raw -21474.867420 + Penalty 891.952381 = -20582.915040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.040000 sec): 3 clusters Score: Raw -21694.268844 + Penalty 1783.904761 = -19910.364083 nChanged 57 SP:Iteration 1F (1418.270000 sec): 3 clusters Score: Raw -21931.180701 + Penalty 1783.904761 = -20147.275940 nChanged 20 SP:Iteration 2F (1418.480000 sec): 3 clusters Score: Raw -22097.386592 + Penalty 1783.904761 = -20313.481831 nChanged 8 SP:Iteration 3Q (1418.660000 sec): 3 clusters Score: Raw -22153.505021 + Penalty 1783.904761 = -20369.600260 nChanged 4 SP:Iteration 4Q (1418.860000 sec): 3 clusters Score: Raw -22192.541666 + Penalty 1783.904761 = -20408.636905 nChanged 1 SP:Iteration 5Q (1419.030000 sec): 3 clusters Score: Raw -22195.237857 + Penalty 1783.904761 = -20411.333096 nChanged 0 SP:Iteration 6F (1419.270000 sec): 3 clusters Score: Raw -22195.237857 + Penalty 1783.904761 = -20411.333096 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 18 (1596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1419.370000 sec): 2 clusters Score: Raw -168533.291730 + Penalty 1198.479064 = -167334.812667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1419.530000 sec): 3 clusters Score: Raw -167926.517462 + Penalty 2396.958128 = -165529.559334 nChanged 550 SP:Iteration 1F (1419.680000 sec): 3 clusters Score: Raw -168418.041800 + Penalty 2396.958128 = -166021.083672 nChanged 163 SP:Iteration 2F (1419.900000 sec): 3 clusters Score: Raw -168679.939243 + Penalty 2396.958128 = -166282.981115 nChanged 99 SP:Iteration 3F (1420.040000 sec): 3 clusters Score: Raw -168858.214250 + Penalty 2396.958128 = -166461.256123 nChanged 89 SP:Iteration 4F (1420.240000 sec): 3 clusters Score: Raw -168962.660451 + Penalty 2396.958128 = -166565.702324 nChanged 57 SP:Iteration 5Q (1420.370000 sec): 3 clusters Score: Raw -169051.843269 + Penalty 2396.958128 = -166654.885142 nChanged 41 SP:Iteration 6Q (1420.560000 sec): 3 clusters Score: Raw -169110.458485 + Penalty 2396.958128 = -166713.500357 nChanged 34 SP:Iteration 7Q (1420.740000 sec): 3 clusters Score: Raw -169140.579672 + Penalty 2396.958128 = -166743.621544 nChanged 21 SP:Iteration 8Q (1420.940000 sec): 3 clusters Score: Raw -169159.590880 + Penalty 2396.958128 = -166762.632752 nChanged 16 SP:Iteration 9Q (1421.140000 sec): 3 clusters Score: Raw -169169.956559 + Penalty 2396.958128 = -166772.998432 nChanged 14 SP:Iteration 10Q (1421.330000 sec): 3 clusters Score: Raw -169178.994377 + Penalty 2396.958128 = -166782.036249 nChanged 11 SP:Iteration 11Q (1421.520000 sec): 3 clusters Score: Raw -169186.439257 + Penalty 2396.958128 = -166789.481129 nChanged 10 SP:Iteration 12Q (1421.700000 sec): 3 clusters Score: Raw -169193.778364 + Penalty 2396.958128 = -166796.820236 nChanged 11 SP:Iteration 13Q (1421.910000 sec): 3 clusters Score: Raw -169201.027205 + Penalty 2396.958128 = -166804.069077 nChanged 9 SP:Iteration 14Q (1422.120000 sec): 3 clusters Score: Raw -169208.086214 + Penalty 2396.958128 = -166811.128086 nChanged 11 SP:Iteration 15Q (1422.280000 sec): 3 clusters Score: Raw -169215.134958 + Penalty 2396.958128 = -166818.176830 nChanged 9 SP:Iteration 16Q (1422.450000 sec): 3 clusters Score: Raw -169219.640863 + Penalty 2396.958128 = -166822.682735 nChanged 6 SP:Iteration 17Q (1422.640000 sec): 3 clusters Score: Raw -169223.024498 + Penalty 2396.958128 = -166826.066371 nChanged 4 SP:Iteration 18Q (1422.820000 sec): 3 clusters Score: Raw -169225.139599 + Penalty 2396.958128 = -166828.181471 nChanged 1 SP:Iteration 19Q (1423.040000 sec): 3 clusters Score: Raw -169225.524159 + Penalty 2396.958128 = -166828.566031 nChanged 0 SP:Iteration 20F (1423.260000 sec): 3 clusters Score: Raw -169225.524159 + Penalty 2396.958128 = -166828.566031 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 19 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.340000 sec): 2 clusters Score: Raw -146222.801374 + Penalty 1171.517792 = -145051.283583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.590000 sec): 3 clusters Score: Raw -145702.360798 + Penalty 2343.035583 = -143359.325214 nChanged 437 SP:Iteration 1F (1423.760000 sec): 3 clusters Score: Raw -146087.700310 + Penalty 2343.035583 = -143744.664726 nChanged 124 SP:Iteration 2F (1423.930000 sec): 3 clusters Score: Raw -146213.799974 + Penalty 2343.035583 = -143870.764391 nChanged 75 SP:Iteration 3F (1424.160000 sec): 3 clusters Score: Raw -146284.828342 + Penalty 2343.035583 = -143941.792758 nChanged 43 SP:Iteration 4Q (1424.310000 sec): 3 clusters Score: Raw -146327.036040 + Penalty 2343.035583 = -143984.000457 nChanged 43 SP:Iteration 5Q (1424.510000 sec): 3 clusters Score: Raw -146371.765218 + Penalty 2343.035583 = -144028.729634 nChanged 35 SP:Iteration 6Q (1424.760000 sec): 3 clusters Score: Raw -146412.421575 + Penalty 2343.035583 = -144069.385991 nChanged 33 SP:Iteration 7Q (1424.900000 sec): 3 clusters Score: Raw -146455.327957 + Penalty 2343.035583 = -144112.292374 nChanged 36 SP:Iteration 8Q (1425.110000 sec): 3 clusters Score: Raw -146491.877021 + Penalty 2343.035583 = -144148.841437 nChanged 24 SP:Iteration 9Q (1425.320000 sec): 3 clusters Score: Raw -146510.235915 + Penalty 2343.035583 = -144167.200331 nChanged 25 SP:Iteration 10Q (1425.510000 sec): 3 clusters Score: Raw -146529.751591 + Penalty 2343.035583 = -144186.716008 nChanged 28 SP:Iteration 11Q (1425.630000 sec): 3 clusters Score: Raw -146559.702220 + Penalty 2343.035583 = -144216.666637 nChanged 28 SP:Iteration 12Q (1425.820000 sec): 3 clusters Score: Raw -146596.002369 + Penalty 2343.035583 = -144252.966786 nChanged 34 SP:Iteration 13Q (1426.000000 sec): 3 clusters Score: Raw -146658.155731 + Penalty 2343.035583 = -144315.120148 nChanged 46 SP:Iteration 14Q (1426.200000 sec): 3 clusters Score: Raw -146777.250970 + Penalty 2343.035583 = -144434.215386 nChanged 51 SP:Iteration 15Q (1426.360000 sec): 3 clusters Score: Raw -146905.201083 + Penalty 2343.035583 = -144562.165499 nChanged 46 SP:Iteration 16Q (1426.580000 sec): 3 clusters Score: Raw -147006.040072 + Penalty 2343.035583 = -144663.004489 nChanged 35 SP:Iteration 17Q (1426.760000 sec): 3 clusters Score: Raw -147055.045162 + Penalty 2343.035583 = -144712.009579 nChanged 20 SP:Iteration 18Q (1426.980000 sec): 3 clusters Score: Raw -147082.885941 + Penalty 2343.035583 = -144739.850358 nChanged 10 SP:Iteration 19Q (1427.160000 sec): 3 clusters Score: Raw -147090.713290 + Penalty 2343.035583 = -144747.677706 nChanged 5 SP:Iteration 20F (1427.340000 sec): 3 clusters Score: Raw -147094.720465 + Penalty 2343.035583 = -144751.684881 nChanged 3 SP:Iteration 21Q (1427.540000 sec): 3 clusters Score: Raw -147097.166906 + Penalty 2343.035583 = -144754.131323 nChanged 0 SP:Iteration 22F (1427.730000 sec): 3 clusters Score: Raw -147097.166906 + Penalty 2343.035583 = -144754.131323 nChanged 0 Deleting Class 12 (109 points): Lose 1544.993627 but Gain 2099.702786 Iteration 99Q (1435.260000 sec): 18 clusters Score: Raw -45698579.674180 + Penalty 35694.947369 = -45662884.726811 nChanged 218 Iteration 100F (1447.660000 sec): 18 clusters Score: Raw -45699563.958715 + Penalty 35694.947369 = -45663869.011346 nChanged 110 Iteration 101Q (1455.740000 sec): 18 clusters Score: Raw -45699573.282208 + Penalty 35694.947369 = -45663878.334839 nChanged 102 Iteration 102Q (1463.310000 sec): 18 clusters Score: Raw -45699575.627703 + Penalty 35694.947369 = -45663880.680334 nChanged 100 Iteration 103Q (1470.630000 sec): 18 clusters Score: Raw -45699577.830948 + Penalty 35694.947369 = -45663882.883579 nChanged 79 Iteration 104Q (1479.710000 sec): 18 clusters Score: Raw -45699579.816548 + Penalty 35694.947369 = -45663884.869179 nChanged 79 Iteration 105Q (1491.230000 sec): 18 clusters Score: Raw -45699582.041985 + Penalty 35694.947369 = -45663887.094616 nChanged 60 Iteration 106Q (1498.460000 sec): 18 clusters Score: Raw -45699583.450527 + Penalty 35694.947369 = -45663888.503158 nChanged 64 Iteration 107Q (1506.870000 sec): 18 clusters Score: Raw -45699584.841624 + Penalty 35694.947369 = -45663889.894255 nChanged 56 Iteration 108Q (1516.010000 sec): 18 clusters Score: Raw -45699586.402980 + Penalty 35694.947369 = -45663891.455611 nChanged 59 Iteration 109Q (1524.480000 sec): 18 clusters Score: Raw -45699588.153310 + Penalty 35694.947369 = -45663893.205941 nChanged 48 Iteration 110Q (1532.150000 sec): 18 clusters Score: Raw -45699589.579644 + Penalty 35694.947369 = -45663894.632275 nChanged 42 Iteration 111Q (1540.530000 sec): 18 clusters Score: Raw -45699591.202069 + Penalty 35694.947369 = -45663896.254700 nChanged 49 Iteration 112Q (1548.980000 sec): 18 clusters Score: Raw -45699593.087436 + Penalty 35694.947369 = -45663898.140067 nChanged 59 Iteration 113Q (1557.440000 sec): 18 clusters Score: Raw -45699595.408900 + Penalty 35694.947369 = -45663900.461531 nChanged 45 Iteration 114Q (1565.040000 sec): 18 clusters Score: Raw -45699596.636790 + Penalty 35694.947369 = -45663901.689421 nChanged 38 Iteration 115Q (1571.150000 sec): 18 clusters Score: Raw -45699597.674945 + Penalty 35694.947369 = -45663902.727576 nChanged 35 Iteration 116Q (1579.180000 sec): 18 clusters Score: Raw -45699598.538559 + Penalty 35694.947369 = -45663903.591190 nChanged 36 Iteration 117Q (1587.820000 sec): 18 clusters Score: Raw -45699599.505209 + Penalty 35694.947369 = -45663904.557840 nChanged 28 Iteration 118Q (1594.720000 sec): 18 clusters Score: Raw -45699600.257018 + Penalty 35694.947369 = -45663905.309649 nChanged 23 Iteration 119Q (1602.430000 sec): 18 clusters Score: Raw -45699600.647291 + Penalty 35694.947369 = -45663905.699922 nChanged 29 Iteration 120F (1616.350000 sec): 18 clusters Score: Raw -45699601.543974 + Penalty 35694.947369 = -45663906.596605 nChanged 21 Iteration 121Q (1624.440000 sec): 18 clusters Score: Raw -45699601.959404 + Penalty 35694.947369 = -45663907.012035 nChanged 14 Iteration 122Q (1632.530000 sec): 18 clusters Score: Raw -45699602.140611 + Penalty 35694.947369 = -45663907.193242 nChanged 15 Iteration 123Q (1640.350000 sec): 18 clusters Score: Raw -45699602.463513 + Penalty 35694.947369 = -45663907.516144 nChanged 24 Iteration 124Q (1648.420000 sec): 18 clusters Score: Raw -45699602.824396 + Penalty 35694.947369 = -45663907.877027 nChanged 15 Iteration 125Q (1656.250000 sec): 18 clusters Score: Raw -45699603.389054 + Penalty 35694.947369 = -45663908.441685 nChanged 17 Iteration 126Q (1664.380000 sec): 18 clusters Score: Raw -45699604.263259 + Penalty 35694.947369 = -45663909.315890 nChanged 18 Iteration 127Q (1671.810000 sec): 18 clusters Score: Raw -45699604.967449 + Penalty 35694.947369 = -45663910.020080 nChanged 16 Iteration 128Q (1680.540000 sec): 18 clusters Score: Raw -45699605.236671 + Penalty 35694.947369 = -45663910.289302 nChanged 13 Iteration 129Q (1688.710000 sec): 18 clusters Score: Raw -45699605.363387 + Penalty 35694.947369 = -45663910.416018 nChanged 15 Iteration 130Q (1696.230000 sec): 18 clusters Score: Raw -45699605.501248 + Penalty 35694.947369 = -45663910.553879 nChanged 16 Iteration 131Q (1704.590000 sec): 18 clusters Score: Raw -45699605.583493 + Penalty 35694.947369 = -45663910.636124 nChanged 5 Iteration 132Q (1713.500000 sec): 18 clusters Score: Raw -45699605.602297 + Penalty 35694.947369 = -45663910.654928 nChanged 6 Iteration 133Q (1721.960000 sec): 18 clusters Score: Raw -45699605.640241 + Penalty 35694.947369 = -45663910.692872 nChanged 6 Iteration 134Q (1729.270000 sec): 18 clusters Score: Raw -45699605.670396 + Penalty 35694.947369 = -45663910.723027 nChanged 5 Iteration 135Q (1737.190000 sec): 18 clusters Score: Raw -45699605.689566 + Penalty 35694.947369 = -45663910.742197 nChanged 6 Iteration 136Q (1745.900000 sec): 18 clusters Score: Raw -45699605.713273 + Penalty 35694.947369 = -45663910.765904 nChanged 7 Iteration 137Q (1754.830000 sec): 18 clusters Score: Raw -45699605.746805 + Penalty 35694.947369 = -45663910.799436 nChanged 3 Iteration 138Q (1762.350000 sec): 18 clusters Score: Raw -45699605.773377 + Penalty 35694.947369 = -45663910.826008 nChanged 4 Writing temp clu file Because OldScore, -45663910.799436, is greater than current (better) Score,-45663910.826008 Compute initial score before splitting: Score: Raw -45699605.773377 + Penalty 35694.947369 = -45663910.826008 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 1 (36890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1762.680000 sec): 2 clusters Score: Raw -4092478.824416 + Penalty 1708.800566 = -4090770.023850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1763.050000 sec): 3 clusters Score: Raw -4069446.328596 + Penalty 3417.601132 = -4066028.727464 nChanged 17152 SP:Iteration 1F (1763.380000 sec): 3 clusters Score: Raw -4078927.080328 + Penalty 3417.601132 = -4075509.479196 nChanged 1391 SP:Iteration 2Q (1763.760000 sec): 3 clusters Score: Raw -4079318.480960 + Penalty 3417.601132 = -4075900.879828 nChanged 1408 SP:Iteration 3Q (1764.140000 sec): 3 clusters Score: Raw -4079808.245217 + Penalty 3417.601132 = -4076390.644085 nChanged 1566 SP:Iteration 4Q (1764.530000 sec): 3 clusters Score: Raw -4080483.706646 + Penalty 3417.601132 = -4077066.105514 nChanged 1821 SP:Iteration 5Q (1764.940000 sec): 3 clusters Score: Raw -4081509.492339 + Penalty 3417.601132 = -4078091.891207 nChanged 2195 SP:Iteration 6F (1765.280000 sec): 3 clusters Score: Raw -4083013.527274 + Penalty 3417.601132 = -4079595.926142 nChanged 2388 SP:Iteration 7F (1765.690000 sec): 3 clusters Score: Raw -4084959.185689 + Penalty 3417.601132 = -4081541.584557 nChanged 2466 SP:Iteration 8F (1766.040000 sec): 3 clusters Score: Raw -4087107.135571 + Penalty 3417.601132 = -4083689.534439 nChanged 2129 SP:Iteration 9F (1766.390000 sec): 3 clusters Score: Raw -4089011.408628 + Penalty 3417.601132 = -4085593.807496 nChanged 1587 SP:Iteration 10Q (1766.720000 sec): 3 clusters Score: Raw -4090344.495602 + Penalty 3417.601132 = -4086926.894470 nChanged 1120 SP:Iteration 11Q (1767.110000 sec): 3 clusters Score: Raw -4091255.359895 + Penalty 3417.601132 = -4087837.758763 nChanged 750 SP:Iteration 12Q (1767.470000 sec): 3 clusters Score: Raw -4091890.493371 + Penalty 3417.601132 = -4088472.892239 nChanged 445 SP:Iteration 13Q (1767.850000 sec): 3 clusters Score: Raw -4092261.448779 + Penalty 3417.601132 = -4088843.847647 nChanged 209 SP:Iteration 14Q (1768.160000 sec): 3 clusters Score: Raw -4092437.706450 + Penalty 3417.601132 = -4089020.105318 nChanged 105 SP:Iteration 15Q (1768.500000 sec): 3 clusters Score: Raw -4092530.498424 + Penalty 3417.601132 = -4089112.897292 nChanged 68 SP:Iteration 16Q (1768.850000 sec): 3 clusters Score: Raw -4092589.754324 + Penalty 3417.601132 = -4089172.153192 nChanged 31 SP:Iteration 17Q (1769.230000 sec): 3 clusters Score: Raw -4092618.354350 + Penalty 3417.601132 = -4089200.753218 nChanged 19 SP:Iteration 18Q (1769.530000 sec): 3 clusters Score: Raw -4092637.838408 + Penalty 3417.601132 = -4089220.237276 nChanged 17 SP:Iteration 19Q (1769.920000 sec): 3 clusters Score: Raw -4092655.975465 + Penalty 3417.601132 = -4089238.374334 nChanged 15 SP:Iteration 20F (1770.290000 sec): 3 clusters Score: Raw -4092668.119450 + Penalty 3417.601132 = -4089250.518318 nChanged 10 SP:Iteration 21Q (1770.670000 sec): 3 clusters Score: Raw -4092677.646658 + Penalty 3417.601132 = -4089260.045526 nChanged 3 SP:Iteration 22Q (1771.050000 sec): 3 clusters Score: Raw -4092680.830195 + Penalty 3417.601132 = -4089263.229063 nChanged 6 SP:Iteration 23Q (1771.380000 sec): 3 clusters Score: Raw -4092688.321565 + Penalty 3417.601132 = -4089270.720433 nChanged 4 SP:Iteration 24Q (1771.790000 sec): 3 clusters Score: Raw -4092690.705214 + Penalty 3417.601132 = -4089273.104082 nChanged 3 SP:Iteration 25Q (1772.180000 sec): 3 clusters Score: Raw -4092693.868591 + Penalty 3417.601132 = -4089276.267459 nChanged 3 SP:Iteration 26Q (1772.490000 sec): 3 clusters Score: Raw -4092698.607304 + Penalty 3417.601132 = -4089281.006172 nChanged 4 SP:Iteration 27Q (1772.840000 sec): 3 clusters Score: Raw -4092702.507483 + Penalty 3417.601132 = -4089284.906351 nChanged 4 SP:Iteration 28Q (1773.200000 sec): 3 clusters Score: Raw -4092705.170478 + Penalty 3417.601132 = -4089287.569346 nChanged 1 SP:Iteration 29Q (1773.500000 sec): 3 clusters Score: Raw -4092706.737485 + Penalty 3417.601132 = -4089289.136353 nChanged 1 SP:Iteration 30Q (1773.860000 sec): 3 clusters Score: Raw -4092709.041796 + Penalty 3417.601132 = -4089291.440664 nChanged 2 SP:Iteration 31Q (1774.160000 sec): 3 clusters Score: Raw -4092710.464243 + Penalty 3417.601132 = -4089292.863111 nChanged 2 SP:Iteration 32Q (1774.470000 sec): 3 clusters Score: Raw -4092712.385571 + Penalty 3417.601132 = -4089294.784439 nChanged 1 SP:Iteration 33Q (1774.830000 sec): 3 clusters Score: Raw -4092714.272267 + Penalty 3417.601132 = -4089296.671135 nChanged 0 SP:Iteration 34F (1775.270000 sec): 3 clusters Score: Raw -4092714.272267 + Penalty 3417.601132 = -4089296.671135 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 2 (5098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1775.450000 sec): 2 clusters Score: Raw -572255.458642 + Penalty 1387.198083 = -570868.260559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1775.670000 sec): 3 clusters Score: Raw -569597.331339 + Penalty 2774.396165 = -566822.935174 nChanged 2008 SP:Iteration 1F (1775.910000 sec): 3 clusters Score: Raw -570683.677048 + Penalty 2774.396165 = -567909.280882 nChanged 353 SP:Iteration 2F (1776.080000 sec): 3 clusters Score: Raw -570858.273679 + Penalty 2774.396165 = -568083.877514 nChanged 255 SP:Iteration 3F (1776.320000 sec): 3 clusters Score: Raw -570995.115068 + Penalty 2774.396165 = -568220.718903 nChanged 241 SP:Iteration 4Q (1776.550000 sec): 3 clusters Score: Raw -571111.815924 + Penalty 2774.396165 = -568337.419759 nChanged 173 SP:Iteration 5Q (1776.820000 sec): 3 clusters Score: Raw -571197.565056 + Penalty 2774.396165 = -568423.168891 nChanged 160 SP:Iteration 6Q (1777.030000 sec): 3 clusters Score: Raw -571273.744666 + Penalty 2774.396165 = -568499.348501 nChanged 141 SP:Iteration 7Q (1777.260000 sec): 3 clusters Score: Raw -571333.989488 + Penalty 2774.396165 = -568559.593323 nChanged 131 SP:Iteration 8Q (1777.560000 sec): 3 clusters Score: Raw -571396.891607 + Penalty 2774.396165 = -568622.495442 nChanged 132 SP:Iteration 9Q (1777.770000 sec): 3 clusters Score: Raw -571473.476731 + Penalty 2774.396165 = -568699.080566 nChanged 141 SP:Iteration 10Q (1777.980000 sec): 3 clusters Score: Raw -571554.429013 + Penalty 2774.396165 = -568780.032848 nChanged 141 SP:Iteration 11Q (1778.170000 sec): 3 clusters Score: Raw -571640.964070 + Penalty 2774.396165 = -568866.567905 nChanged 166 SP:Iteration 12Q (1778.350000 sec): 3 clusters Score: Raw -571730.364290 + Penalty 2774.396165 = -568955.968125 nChanged 139 SP:Iteration 13Q (1778.550000 sec): 3 clusters Score: Raw -571807.254203 + Penalty 2774.396165 = -569032.858038 nChanged 124 SP:Iteration 14Q (1778.740000 sec): 3 clusters Score: Raw -571875.939024 + Penalty 2774.396165 = -569101.542859 nChanged 136 SP:Iteration 15Q (1778.920000 sec): 3 clusters Score: Raw -571941.549447 + Penalty 2774.396165 = -569167.153282 nChanged 132 SP:Iteration 16Q (1779.150000 sec): 3 clusters Score: Raw -571998.529920 + Penalty 2774.396165 = -569224.133755 nChanged 101 SP:Iteration 17Q (1779.310000 sec): 3 clusters Score: Raw -572046.808618 + Penalty 2774.396165 = -569272.412453 nChanged 101 SP:Iteration 18Q (1779.490000 sec): 3 clusters Score: Raw -572092.600267 + Penalty 2774.396165 = -569318.204102 nChanged 82 SP:Iteration 19Q (1779.690000 sec): 3 clusters Score: Raw -572119.966566 + Penalty 2774.396165 = -569345.570401 nChanged 69 SP:Iteration 20F (1779.910000 sec): 3 clusters Score: Raw -572144.294600 + Penalty 2774.396165 = -569369.898435 nChanged 56 SP:Iteration 21Q (1780.140000 sec): 3 clusters Score: Raw -572165.818203 + Penalty 2774.396165 = -569391.422038 nChanged 50 SP:Iteration 22Q (1780.370000 sec): 3 clusters Score: Raw -572179.636744 + Penalty 2774.396165 = -569405.240579 nChanged 33 SP:Iteration 23Q (1780.530000 sec): 3 clusters Score: Raw -572193.005407 + Penalty 2774.396165 = -569418.609242 nChanged 34 SP:Iteration 24Q (1780.710000 sec): 3 clusters Score: Raw -572204.870146 + Penalty 2774.396165 = -569430.473981 nChanged 36 SP:Iteration 25Q (1780.910000 sec): 3 clusters Score: Raw -572214.222234 + Penalty 2774.396165 = -569439.826069 nChanged 26 SP:Iteration 26Q (1781.120000 sec): 3 clusters Score: Raw -572219.208683 + Penalty 2774.396165 = -569444.812518 nChanged 15 SP:Iteration 27Q (1781.310000 sec): 3 clusters Score: Raw -572223.184152 + Penalty 2774.396165 = -569448.787987 nChanged 20 SP:Iteration 28Q (1781.470000 sec): 3 clusters Score: Raw -572227.393804 + Penalty 2774.396165 = -569452.997639 nChanged 14 SP:Iteration 29Q (1781.670000 sec): 3 clusters Score: Raw -572229.651223 + Penalty 2774.396165 = -569455.255057 nChanged 10 SP:Iteration 30Q (1781.910000 sec): 3 clusters Score: Raw -572231.361672 + Penalty 2774.396165 = -569456.965507 nChanged 6 SP:Iteration 31Q (1782.070000 sec): 3 clusters Score: Raw -572232.107998 + Penalty 2774.396165 = -569457.711833 nChanged 3 SP:Iteration 32Q (1782.280000 sec): 3 clusters Score: Raw -572232.965262 + Penalty 2774.396165 = -569458.569096 nChanged 5 SP:Iteration 33Q (1782.510000 sec): 3 clusters Score: Raw -572233.772456 + Penalty 2774.396165 = -569459.376291 nChanged 1 SP:Iteration 34Q (1782.690000 sec): 3 clusters Score: Raw -572234.147908 + Penalty 2774.396165 = -569459.751743 nChanged 4 SP:Iteration 35Q (1782.870000 sec): 3 clusters Score: Raw -572235.020715 + Penalty 2774.396165 = -569460.624550 nChanged 6 SP:Iteration 36Q (1783.050000 sec): 3 clusters Score: Raw -572236.035242 + Penalty 2774.396165 = -569461.639077 nChanged 4 SP:Iteration 37Q (1783.230000 sec): 3 clusters Score: Raw -572236.503361 + Penalty 2774.396165 = -569462.107196 nChanged 0 SP:Iteration 38F (1783.470000 sec): 3 clusters Score: Raw -572236.503361 + Penalty 2774.396165 = -569462.107196 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 3 (6236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1783.610000 sec): 2 clusters Score: Raw -671341.094167 + Penalty 1419.940312 = -669921.153855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1783.900000 sec): 3 clusters Score: Raw -667991.156229 + Penalty 2839.880625 = -665151.275604 nChanged 2602 SP:Iteration 1F (1784.110000 sec): 3 clusters Score: Raw -669476.989927 + Penalty 2839.880625 = -666637.109302 nChanged 438 SP:Iteration 2F (1784.330000 sec): 3 clusters Score: Raw -669715.430014 + Penalty 2839.880625 = -666875.549389 nChanged 344 SP:Iteration 3F (1784.580000 sec): 3 clusters Score: Raw -669915.301363 + Penalty 2839.880625 = -667075.420739 nChanged 346 SP:Iteration 4F (1784.770000 sec): 3 clusters Score: Raw -670193.956028 + Penalty 2839.880625 = -667354.075403 nChanged 401 SP:Iteration 5F (1785.000000 sec): 3 clusters Score: Raw -670602.444191 + Penalty 2839.880625 = -667762.563566 nChanged 464 SP:Iteration 6F (1785.210000 sec): 3 clusters Score: Raw -671061.863219 + Penalty 2839.880625 = -668221.982594 nChanged 389 SP:Iteration 7F (1785.370000 sec): 3 clusters Score: Raw -671498.374686 + Penalty 2839.880625 = -668658.494061 nChanged 288 SP:Iteration 8Q (1785.600000 sec): 3 clusters Score: Raw -671789.531270 + Penalty 2839.880625 = -668949.650645 nChanged 156 SP:Iteration 9Q (1785.790000 sec): 3 clusters Score: Raw -671925.733408 + Penalty 2839.880625 = -669085.852783 nChanged 92 SP:Iteration 10Q (1786.000000 sec): 3 clusters Score: Raw -671994.452480 + Penalty 2839.880625 = -669154.571855 nChanged 52 SP:Iteration 11Q (1786.240000 sec): 3 clusters Score: Raw -672024.898532 + Penalty 2839.880625 = -669185.017907 nChanged 28 SP:Iteration 12Q (1786.420000 sec): 3 clusters Score: Raw -672036.416836 + Penalty 2839.880625 = -669196.536211 nChanged 8 SP:Iteration 13Q (1786.590000 sec): 3 clusters Score: Raw -672040.947319 + Penalty 2839.880625 = -669201.066694 nChanged 12 SP:Iteration 14Q (1786.780000 sec): 3 clusters Score: Raw -672045.424159 + Penalty 2839.880625 = -669205.543534 nChanged 7 SP:Iteration 15Q (1787.030000 sec): 3 clusters Score: Raw -672048.007506 + Penalty 2839.880625 = -669208.126881 nChanged 10 SP:Iteration 16Q (1787.230000 sec): 3 clusters Score: Raw -672051.648136 + Penalty 2839.880625 = -669211.767512 nChanged 3 SP:Iteration 17Q (1787.460000 sec): 3 clusters Score: Raw -672053.220379 + Penalty 2839.880625 = -669213.339754 nChanged 2 SP:Iteration 18Q (1787.660000 sec): 3 clusters Score: Raw -672053.826049 + Penalty 2839.880625 = -669213.945424 nChanged 0 SP:Iteration 19F (1787.830000 sec): 3 clusters Score: Raw -672053.826049 + Penalty 2839.880625 = -669213.945424 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1787.970000 sec): 2 clusters Score: Raw -33168.598462 + Penalty 930.612759 = -32237.985703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1788.130000 sec): 3 clusters Score: Raw -33153.137369 + Penalty 1861.225518 = -31291.911851 nChanged 44 SP:Iteration 1F (1788.290000 sec): 3 clusters Score: Raw -33258.201102 + Penalty 1861.225518 = -31396.975584 nChanged 12 SP:Iteration 2Q (1788.500000 sec): 3 clusters Score: Raw -33285.422410 + Penalty 1861.225518 = -31424.196892 nChanged 5 SP:Iteration 3Q (1788.650000 sec): 3 clusters Score: Raw -33301.614874 + Penalty 1861.225518 = -31440.389357 nChanged 2 SP:Iteration 4Q (1788.850000 sec): 3 clusters Score: Raw -33304.709178 + Penalty 1861.225518 = -31443.483660 nChanged 1 SP:Iteration 5Q (1789.070000 sec): 3 clusters Score: Raw -33306.388885 + Penalty 1861.225518 = -31445.163367 nChanged 0 SP:Iteration 6F (1789.230000 sec): 3 clusters Score: Raw -33306.388885 + Penalty 1861.225518 = -31445.163367 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 5 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1789.310000 sec): 2 clusters Score: Raw -16998.621005 + Penalty 831.673995 = -16166.947010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1789.520000 sec): 3 clusters Score: Raw -17112.069053 + Penalty 1663.347989 = -15448.721064 nChanged 16 SP:Iteration 1F (1789.750000 sec): 3 clusters Score: Raw -17173.791945 + Penalty 1663.347989 = -15510.443956 nChanged 5 SP:Iteration 2Q (1789.910000 sec): 3 clusters Score: Raw -17189.385603 + Penalty 1663.347989 = -15526.037614 nChanged 1 SP:Iteration 3Q (1790.070000 sec): 3 clusters Score: Raw -17191.891906 + Penalty 1663.347989 = -15528.543917 nChanged 0 SP:Iteration 4F (1790.240000 sec): 3 clusters Score: Raw -17191.891906 + Penalty 1663.347989 = -15528.543917 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 6 (296263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1791.640000 sec): 2 clusters Score: Raw -33355770.670455 + Penalty 2047.337964 = -33353723.332491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1793.190000 sec): 3 clusters Score: Raw -33157838.586366 + Penalty 4094.675927 = -33153743.910439 nChanged 144780 SP:Iteration 1F (1794.680000 sec): 3 clusters Score: Raw -33245192.063004 + Penalty 4094.675927 = -33241097.387077 nChanged 9094 SP:Iteration 2Q (1796.220000 sec): 3 clusters Score: Raw -33247553.146400 + Penalty 4094.675927 = -33243458.470473 nChanged 11021 SP:Iteration 3Q (1797.870000 sec): 3 clusters Score: Raw -33251239.744577 + Penalty 4094.675927 = -33247145.068650 nChanged 13475 SP:Iteration 4Q (1799.390000 sec): 3 clusters Score: Raw -33256974.204640 + Penalty 4094.675927 = -33252879.528713 nChanged 16202 SP:Iteration 5F (1801.080000 sec): 3 clusters Score: Raw -33265683.109596 + Penalty 4094.675927 = -33261588.433669 nChanged 18611 SP:Iteration 6F (1802.840000 sec): 3 clusters Score: Raw -33278231.008402 + Penalty 4094.675927 = -33274136.332475 nChanged 19571 SP:Iteration 7F (1804.370000 sec): 3 clusters Score: Raw -33294057.614807 + Penalty 4094.675927 = -33289962.938880 nChanged 17595 SP:Iteration 8F (1806.000000 sec): 3 clusters Score: Raw -33309520.961077 + Penalty 4094.675927 = -33305426.285150 nChanged 14017 SP:Iteration 9Q (1807.630000 sec): 3 clusters Score: Raw -33320688.195397 + Penalty 4094.675927 = -33316593.519470 nChanged 10169 SP:Iteration 10Q (1809.040000 sec): 3 clusters Score: Raw -33327295.883237 + Penalty 4094.675927 = -33323201.207310 nChanged 7166 SP:Iteration 11Q (1810.530000 sec): 3 clusters Score: Raw -33331163.627735 + Penalty 4094.675927 = -33327068.951808 nChanged 5537 SP:Iteration 12Q (1812.050000 sec): 3 clusters Score: Raw -33333968.757195 + Penalty 4094.675927 = -33329874.081268 nChanged 4814 SP:Iteration 13Q (1813.330000 sec): 3 clusters Score: Raw -33336410.259525 + Penalty 4094.675927 = -33332315.583598 nChanged 4405 SP:Iteration 14Q (1814.640000 sec): 3 clusters Score: Raw -33338666.401286 + Penalty 4094.675927 = -33334571.725359 nChanged 4098 SP:Iteration 15Q (1815.980000 sec): 3 clusters Score: Raw -33340777.047174 + Penalty 4094.675927 = -33336682.371247 nChanged 3758 SP:Iteration 16Q (1817.430000 sec): 3 clusters Score: Raw -33342686.866710 + Penalty 4094.675927 = -33338592.190783 nChanged 3370 SP:Iteration 17Q (1818.940000 sec): 3 clusters Score: Raw -33344333.019942 + Penalty 4094.675927 = -33340238.344015 nChanged 3087 SP:Iteration 18Q (1820.200000 sec): 3 clusters Score: Raw -33345805.899002 + Penalty 4094.675927 = -33341711.223075 nChanged 2693 SP:Iteration 19Q (1821.560000 sec): 3 clusters Score: Raw -33347064.536628 + Penalty 4094.675927 = -33342969.860701 nChanged 2483 SP:Iteration 20F (1823.090000 sec): 3 clusters Score: Raw -33348185.129878 + Penalty 4094.675927 = -33344090.453951 nChanged 2170 SP:Iteration 21Q (1824.550000 sec): 3 clusters Score: Raw -33349119.540026 + Penalty 4094.675927 = -33345024.864099 nChanged 1897 SP:Iteration 22Q (1825.990000 sec): 3 clusters Score: Raw -33349917.178397 + Penalty 4094.675927 = -33345822.502469 nChanged 1688 SP:Iteration 23Q (1827.360000 sec): 3 clusters Score: Raw -33350595.981221 + Penalty 4094.675927 = -33346501.305294 nChanged 1500 SP:Iteration 24Q (1828.830000 sec): 3 clusters Score: Raw -33351182.853728 + Penalty 4094.675927 = -33347088.177801 nChanged 1379 SP:Iteration 25Q (1830.470000 sec): 3 clusters Score: Raw -33351716.806122 + Penalty 4094.675927 = -33347622.130195 nChanged 1208 SP:Iteration 26Q (1831.910000 sec): 3 clusters Score: Raw -33352170.651078 + Penalty 4094.675927 = -33348075.975151 nChanged 1088 SP:Iteration 27Q (1833.060000 sec): 3 clusters Score: Raw -33352576.363083 + Penalty 4094.675927 = -33348481.687156 nChanged 1013 SP:Iteration 28Q (1834.260000 sec): 3 clusters Score: Raw -33352943.178975 + Penalty 4094.675927 = -33348848.503048 nChanged 927 SP:Iteration 29Q (1835.450000 sec): 3 clusters Score: Raw -33353284.068269 + Penalty 4094.675927 = -33349189.392342 nChanged 823 SP:Iteration 30Q (1836.650000 sec): 3 clusters Score: Raw -33353576.290712 + Penalty 4094.675927 = -33349481.614785 nChanged 752 SP:Iteration 31Q (1837.950000 sec): 3 clusters Score: Raw -33353834.714971 + Penalty 4094.675927 = -33349740.039044 nChanged 667 SP:Iteration 32Q (1839.080000 sec): 3 clusters Score: Raw -33354063.050432 + Penalty 4094.675927 = -33349968.374505 nChanged 601 SP:Iteration 33Q (1840.210000 sec): 3 clusters Score: Raw -33354263.209536 + Penalty 4094.675927 = -33350168.533609 nChanged 541 SP:Iteration 34Q (1841.310000 sec): 3 clusters Score: Raw -33354438.816889 + Penalty 4094.675927 = -33350344.140962 nChanged 478 SP:Iteration 35Q (1842.470000 sec): 3 clusters Score: Raw -33354597.975789 + Penalty 4094.675927 = -33350503.299862 nChanged 445 SP:Iteration 36Q (1843.490000 sec): 3 clusters Score: Raw -33354743.263766 + Penalty 4094.675927 = -33350648.587839 nChanged 401 SP:Iteration 37Q (1844.470000 sec): 3 clusters Score: Raw -33354871.572283 + Penalty 4094.675927 = -33350776.896356 nChanged 359 SP:Iteration 38Q (1845.540000 sec): 3 clusters Score: Raw -33354985.642136 + Penalty 4094.675927 = -33350890.966209 nChanged 328 SP:Iteration 39Q (1846.590000 sec): 3 clusters Score: Raw -33355093.059161 + Penalty 4094.675927 = -33350998.383234 nChanged 281 SP:Iteration 40F (1847.890000 sec): 3 clusters Score: Raw -33355187.145076 + Penalty 4094.675927 = -33351092.469149 nChanged 293 SP:Iteration 41Q (1849.120000 sec): 3 clusters Score: Raw -33355287.841305 + Penalty 4094.675927 = -33351193.165378 nChanged 280 SP:Iteration 42Q (1850.240000 sec): 3 clusters Score: Raw -33355384.839150 + Penalty 4094.675927 = -33351290.163223 nChanged 243 SP:Iteration 43Q (1851.440000 sec): 3 clusters Score: Raw -33355467.892903 + Penalty 4094.675927 = -33351373.216976 nChanged 211 SP:Iteration 44Q (1852.610000 sec): 3 clusters Score: Raw -33355533.470799 + Penalty 4094.675927 = -33351438.794872 nChanged 181 SP:Iteration 45Q (1853.760000 sec): 3 clusters Score: Raw -33355591.498379 + Penalty 4094.675927 = -33351496.822452 nChanged 169 SP:Iteration 46Q (1854.940000 sec): 3 clusters Score: Raw -33355646.471680 + Penalty 4094.675927 = -33351551.795753 nChanged 169 SP:Iteration 47Q (1856.080000 sec): 3 clusters Score: Raw -33355705.188647 + Penalty 4094.675927 = -33351610.512720 nChanged 133 SP:Iteration 48Q (1857.160000 sec): 3 clusters Score: Raw -33355745.952463 + Penalty 4094.675927 = -33351651.276536 nChanged 123 SP:Iteration 49Q (1858.300000 sec): 3 clusters Score: Raw -33355786.527244 + Penalty 4094.675927 = -33351691.851317 nChanged 120 SP:Iteration 50Q (1859.330000 sec): 3 clusters Score: Raw -33355827.022242 + Penalty 4094.675927 = -33351732.346315 nChanged 106 SP:Iteration 51Q (1860.380000 sec): 3 clusters Score: Raw -33355861.195062 + Penalty 4094.675927 = -33351766.519135 nChanged 91 SP:Iteration 52Q (1861.520000 sec): 3 clusters Score: Raw -33355888.247136 + Penalty 4094.675927 = -33351793.571209 nChanged 73 SP:Iteration 53Q (1862.530000 sec): 3 clusters Score: Raw -33355909.367785 + Penalty 4094.675927 = -33351814.691858 nChanged 57 SP:Iteration 54Q (1863.630000 sec): 3 clusters Score: Raw -33355928.736805 + Penalty 4094.675927 = -33351834.060878 nChanged 56 SP:Iteration 55Q (1864.890000 sec): 3 clusters Score: Raw -33355949.167349 + Penalty 4094.675927 = -33351854.491422 nChanged 61 SP:Iteration 56Q (1866.070000 sec): 3 clusters Score: Raw -33355968.438131 + Penalty 4094.675927 = -33351873.762204 nChanged 51 SP:Iteration 57Q (1867.440000 sec): 3 clusters Score: Raw -33355982.629240 + Penalty 4094.675927 = -33351887.953313 nChanged 43 SP:Iteration 58Q (1868.920000 sec): 3 clusters Score: Raw -33355995.415676 + Penalty 4094.675927 = -33351900.739749 nChanged 46 SP:Iteration 59Q (1870.460000 sec): 3 clusters Score: Raw -33356007.805333 + Penalty 4094.675927 = -33351913.129406 nChanged 32 SP:Iteration 60F (1872.120000 sec): 3 clusters Score: Raw -33356017.634763 + Penalty 4094.675927 = -33351922.958836 nChanged 27 SP:Iteration 61Q (1873.340000 sec): 3 clusters Score: Raw -33356026.122335 + Penalty 4094.675927 = -33351931.446408 nChanged 26 SP:Iteration 62Q (1874.630000 sec): 3 clusters Score: Raw -33356034.279061 + Penalty 4094.675927 = -33351939.603134 nChanged 23 SP:Iteration 63Q (1875.830000 sec): 3 clusters Score: Raw -33356041.358736 + Penalty 4094.675927 = -33351946.682809 nChanged 20 SP:Iteration 64Q (1877.020000 sec): 3 clusters Score: Raw -33356047.765315 + Penalty 4094.675927 = -33351953.089388 nChanged 25 SP:Iteration 65Q (1878.110000 sec): 3 clusters Score: Raw -33356055.182016 + Penalty 4094.675927 = -33351960.506089 nChanged 15 SP:Iteration 66Q (1879.340000 sec): 3 clusters Score: Raw -33356059.029431 + Penalty 4094.675927 = -33351964.353504 nChanged 14 SP:Iteration 67Q (1880.520000 sec): 3 clusters Score: Raw -33356062.484023 + Penalty 4094.675927 = -33351967.808096 nChanged 12 SP:Iteration 68Q (1881.970000 sec): 3 clusters Score: Raw -33356065.637777 + Penalty 4094.675927 = -33351970.961850 nChanged 10 SP:Iteration 69Q (1883.360000 sec): 3 clusters Score: Raw -33356067.977626 + Penalty 4094.675927 = -33351973.301699 nChanged 10 SP:Iteration 70Q (1884.570000 sec): 3 clusters Score: Raw -33356069.994234 + Penalty 4094.675927 = -33351975.318307 nChanged 7 SP:Iteration 71Q (1885.790000 sec): 3 clusters Score: Raw -33356072.473975 + Penalty 4094.675927 = -33351977.798048 nChanged 8 SP:Iteration 72Q (1887.020000 sec): 3 clusters Score: Raw -33356074.776390 + Penalty 4094.675927 = -33351980.100463 nChanged 10 SP:Iteration 73Q (1888.310000 sec): 3 clusters Score: Raw -33356077.369605 + Penalty 4094.675927 = -33351982.693678 nChanged 10 SP:Iteration 74Q (1889.520000 sec): 3 clusters Score: Raw -33356080.153933 + Penalty 4094.675927 = -33351985.478006 nChanged 7 SP:Iteration 75Q (1890.860000 sec): 3 clusters Score: Raw -33356081.542501 + Penalty 4094.675927 = -33351986.866574 nChanged 7 SP:Iteration 76Q (1892.300000 sec): 3 clusters Score: Raw -33356082.762222 + Penalty 4094.675927 = -33351988.086295 nChanged 3 SP:Iteration 77Q (1893.600000 sec): 3 clusters Score: Raw -33356083.536916 + Penalty 4094.675927 = -33351988.860989 nChanged 2 SP:Iteration 78Q (1894.880000 sec): 3 clusters Score: Raw -33356084.082506 + Penalty 4094.675927 = -33351989.406579 nChanged 2 SP:Iteration 79Q (1896.370000 sec): 3 clusters Score: Raw -33356084.763992 + Penalty 4094.675927 = -33351990.088065 nChanged 4 SP:Iteration 80F (1897.840000 sec): 3 clusters Score: Raw -33356085.865978 + Penalty 4094.675927 = -33351991.190051 nChanged 2 SP:Iteration 81Q (1899.050000 sec): 3 clusters Score: Raw -33356086.961273 + Penalty 4094.675927 = -33351992.285346 nChanged 6 SP:Iteration 82Q (1900.220000 sec): 3 clusters Score: Raw -33356088.219095 + Penalty 4094.675927 = -33351993.543168 nChanged 3 SP:Iteration 83Q (1901.420000 sec): 3 clusters Score: Raw -33356088.794474 + Penalty 4094.675927 = -33351994.118547 nChanged 2 SP:Iteration 84Q (1902.620000 sec): 3 clusters Score: Raw -33356088.989711 + Penalty 4094.675927 = -33351994.313784 nChanged 0 SP:Iteration 85F (1904.100000 sec): 3 clusters Score: Raw -33356088.989711 + Penalty 4094.675927 = -33351994.313784 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 7 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1904.400000 sec): 2 clusters Score: Raw -24321.277918 + Penalty 895.275605 = -23426.002313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1904.600000 sec): 3 clusters Score: Raw -24381.646081 + Penalty 1790.551209 = -22591.094872 nChanged 40 SP:Iteration 1F (1904.790000 sec): 3 clusters Score: Raw -24474.675127 + Penalty 1790.551209 = -22684.123918 nChanged 12 SP:Iteration 2Q (1904.920000 sec): 3 clusters Score: Raw -24510.405757 + Penalty 1790.551209 = -22719.854548 nChanged 3 SP:Iteration 3Q (1905.080000 sec): 3 clusters Score: Raw -24531.525559 + Penalty 1790.551209 = -22740.974350 nChanged 6 SP:Iteration 4Q (1905.240000 sec): 3 clusters Score: Raw -24564.159653 + Penalty 1790.551209 = -22773.608443 nChanged 8 SP:Iteration 5Q (1905.410000 sec): 3 clusters Score: Raw -24636.362922 + Penalty 1790.551209 = -22845.811712 nChanged 8 SP:Iteration 6Q (1905.580000 sec): 3 clusters Score: Raw -24663.314226 + Penalty 1790.551209 = -22872.763016 nChanged 3 SP:Iteration 7Q (1905.760000 sec): 3 clusters Score: Raw -24687.576197 + Penalty 1790.551209 = -22897.024987 nChanged 4 SP:Iteration 8Q (1905.930000 sec): 3 clusters Score: Raw -24695.766636 + Penalty 1790.551209 = -22905.215427 nChanged 2 SP:Iteration 9Q (1906.100000 sec): 3 clusters Score: Raw -24705.401960 + Penalty 1790.551209 = -22914.850751 nChanged 3 SP:Iteration 10Q (1906.260000 sec): 3 clusters Score: Raw -24716.265458 + Penalty 1790.551209 = -22925.714249 nChanged 1 SP:Iteration 11Q (1906.470000 sec): 3 clusters Score: Raw -24719.767935 + Penalty 1790.551209 = -22929.216726 nChanged 1 SP:Iteration 12Q (1906.610000 sec): 3 clusters Score: Raw -24730.684434 + Penalty 1790.551209 = -22940.133224 nChanged 0 SP:Iteration 13F (1906.810000 sec): 3 clusters Score: Raw -24730.684434 + Penalty 1790.551209 = -22940.133224 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 8 (58006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1907.150000 sec): 2 clusters Score: Raw -6723307.597175 + Penalty 1782.349032 = -6721525.248143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1907.650000 sec): 3 clusters Score: Raw -6686572.610111 + Penalty 3564.698063 = -6683007.912048 nChanged 27249 SP:Iteration 1F (1908.090000 sec): 3 clusters Score: Raw -6702251.776071 + Penalty 3564.698063 = -6698687.078008 nChanged 2474 SP:Iteration 2Q (1908.590000 sec): 3 clusters Score: Raw -6703040.701593 + Penalty 3564.698063 = -6699476.003530 nChanged 2729 SP:Iteration 3Q (1909.080000 sec): 3 clusters Score: Raw -6704166.165919 + Penalty 3564.698063 = -6700601.467856 nChanged 3343 SP:Iteration 4F (1909.550000 sec): 3 clusters Score: Raw -6705912.875418 + Penalty 3564.698063 = -6702348.177355 nChanged 3856 SP:Iteration 5F (1910.050000 sec): 3 clusters Score: Raw -6708458.503367 + Penalty 3564.698063 = -6704893.805304 nChanged 4246 SP:Iteration 6F (1910.490000 sec): 3 clusters Score: Raw -6711726.351009 + Penalty 3564.698063 = -6708161.652946 nChanged 4119 SP:Iteration 7F (1910.940000 sec): 3 clusters Score: Raw -6715141.648037 + Penalty 3564.698063 = -6711576.949974 nChanged 3447 SP:Iteration 8F (1911.380000 sec): 3 clusters Score: Raw -6718094.205026 + Penalty 3564.698063 = -6714529.506963 nChanged 2669 SP:Iteration 9Q (1911.830000 sec): 3 clusters Score: Raw -6720372.096609 + Penalty 3564.698063 = -6716807.398546 nChanged 1826 SP:Iteration 10Q (1912.280000 sec): 3 clusters Score: Raw -6721855.210956 + Penalty 3564.698063 = -6718290.512893 nChanged 1070 SP:Iteration 11Q (1912.790000 sec): 3 clusters Score: Raw -6722687.213369 + Penalty 3564.698063 = -6719122.515306 nChanged 555 SP:Iteration 12Q (1913.290000 sec): 3 clusters Score: Raw -6723119.809550 + Penalty 3564.698063 = -6719555.111487 nChanged 268 SP:Iteration 13Q (1913.810000 sec): 3 clusters Score: Raw -6723328.245802 + Penalty 3564.698063 = -6719763.547739 nChanged 128 SP:Iteration 14Q (1914.290000 sec): 3 clusters Score: Raw -6723433.393852 + Penalty 3564.698063 = -6719868.695789 nChanged 62 SP:Iteration 15Q (1914.810000 sec): 3 clusters Score: Raw -6723485.107756 + Penalty 3564.698063 = -6719920.409693 nChanged 45 SP:Iteration 16Q (1915.230000 sec): 3 clusters Score: Raw -6723529.035895 + Penalty 3564.698063 = -6719964.337832 nChanged 23 SP:Iteration 17Q (1915.610000 sec): 3 clusters Score: Raw -6723553.772711 + Penalty 3564.698063 = -6719989.074648 nChanged 17 SP:Iteration 18Q (1916.090000 sec): 3 clusters Score: Raw -6723568.999015 + Penalty 3564.698063 = -6720004.300952 nChanged 8 SP:Iteration 19Q (1916.590000 sec): 3 clusters Score: Raw -6723578.902035 + Penalty 3564.698063 = -6720014.203972 nChanged 6 SP:Iteration 20F (1917.000000 sec): 3 clusters Score: Raw -6723584.828542 + Penalty 3564.698063 = -6720020.130479 nChanged 5 SP:Iteration 21Q (1917.430000 sec): 3 clusters Score: Raw -6723589.895300 + Penalty 3564.698063 = -6720025.197237 nChanged 3 SP:Iteration 22Q (1917.950000 sec): 3 clusters Score: Raw -6723591.784025 + Penalty 3564.698063 = -6720027.085962 nChanged 1 SP:Iteration 23Q (1918.460000 sec): 3 clusters Score: Raw -6723593.343385 + Penalty 3564.698063 = -6720028.645322 nChanged 4 SP:Iteration 24Q (1918.900000 sec): 3 clusters Score: Raw -6723597.575593 + Penalty 3564.698063 = -6720032.877530 nChanged 2 SP:Iteration 25Q (1919.350000 sec): 3 clusters Score: Raw -6723598.087485 + Penalty 3564.698063 = -6720033.389422 nChanged 1 SP:Iteration 26Q (1919.840000 sec): 3 clusters Score: Raw -6723598.711053 + Penalty 3564.698063 = -6720034.012990 nChanged 0 SP:Iteration 27F (1920.330000 sec): 3 clusters Score: Raw -6723598.711053 + Penalty 3564.698063 = -6720034.012990 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 9 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1920.440000 sec): 2 clusters Score: Raw -62571.767825 + Penalty 1035.664466 = -61536.103359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1920.610000 sec): 3 clusters Score: Raw -62458.055295 + Penalty 2071.328932 = -60386.726364 nChanged 139 SP:Iteration 1F (1920.810000 sec): 3 clusters Score: Raw -62624.517478 + Penalty 2071.328932 = -60553.188547 nChanged 33 SP:Iteration 2F (1920.980000 sec): 3 clusters Score: Raw -62677.371201 + Penalty 2071.328932 = -60606.042269 nChanged 16 SP:Iteration 3Q (1921.150000 sec): 3 clusters Score: Raw -62698.842148 + Penalty 2071.328932 = -60627.513216 nChanged 8 SP:Iteration 4Q (1921.340000 sec): 3 clusters Score: Raw -62709.120716 + Penalty 2071.328932 = -60637.791785 nChanged 3 SP:Iteration 5Q (1921.550000 sec): 3 clusters Score: Raw -62715.003118 + Penalty 2071.328932 = -60643.674186 nChanged 5 SP:Iteration 6Q (1921.760000 sec): 3 clusters Score: Raw -62721.539034 + Penalty 2071.328932 = -60650.210102 nChanged 2 SP:Iteration 7Q (1921.940000 sec): 3 clusters Score: Raw -62723.104337 + Penalty 2071.328932 = -60651.775406 nChanged 1 SP:Iteration 8Q (1922.080000 sec): 3 clusters Score: Raw -62723.883342 + Penalty 2071.328932 = -60652.554411 nChanged 0 SP:Iteration 9F (1922.260000 sec): 3 clusters Score: Raw -62723.883342 + Penalty 2071.328932 = -60652.554411 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 10 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1922.350000 sec): 2 clusters Score: Raw -7822.848070 + Penalty 703.744168 = -7119.103902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1922.540000 sec): 3 clusters Score: Raw -8074.070719 + Penalty 1407.488336 = -6666.582383 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 11 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1922.660000 sec): 2 clusters Score: Raw -31420.939050 + Penalty 921.355650 = -30499.583400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1922.840000 sec): 3 clusters Score: Raw -31478.491196 + Penalty 1842.711300 = -29635.779896 nChanged 47 SP:Iteration 1F (1923.050000 sec): 3 clusters Score: Raw -31570.955476 + Penalty 1842.711300 = -29728.244176 nChanged 12 SP:Iteration 2Q (1923.200000 sec): 3 clusters Score: Raw -31614.540914 + Penalty 1842.711300 = -29771.829614 nChanged 5 SP:Iteration 3Q (1923.410000 sec): 3 clusters Score: Raw -31628.043433 + Penalty 1842.711300 = -29785.332133 nChanged 2 SP:Iteration 4Q (1923.600000 sec): 3 clusters Score: Raw -31632.275811 + Penalty 1842.711300 = -29789.564511 nChanged 0 SP:Iteration 5F (1923.750000 sec): 3 clusters Score: Raw -31632.275811 + Penalty 1842.711300 = -29789.564511 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 13 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1923.840000 sec): 2 clusters Score: Raw -87669.614911 + Penalty 1083.380479 = -86586.234432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1924.050000 sec): 3 clusters Score: Raw -87456.763307 + Penalty 2166.760958 = -85290.002350 nChanged 225 SP:Iteration 1F (1924.260000 sec): 3 clusters Score: Raw -87688.478061 + Penalty 2166.760958 = -85521.717104 nChanged 59 SP:Iteration 2F (1924.470000 sec): 3 clusters Score: Raw -87763.655200 + Penalty 2166.760958 = -85596.894243 nChanged 24 SP:Iteration 3Q (1924.610000 sec): 3 clusters Score: Raw -87791.819906 + Penalty 2166.760958 = -85625.058948 nChanged 19 SP:Iteration 4Q (1924.810000 sec): 3 clusters Score: Raw -87815.780006 + Penalty 2166.760958 = -85649.019049 nChanged 9 SP:Iteration 5Q (1925.000000 sec): 3 clusters Score: Raw -87824.901784 + Penalty 2166.760958 = -85658.140827 nChanged 5 SP:Iteration 6Q (1925.130000 sec): 3 clusters Score: Raw -87831.854466 + Penalty 2166.760958 = -85665.093508 nChanged 10 SP:Iteration 7Q (1925.360000 sec): 3 clusters Score: Raw -87845.537396 + Penalty 2166.760958 = -85678.776438 nChanged 12 SP:Iteration 8Q (1925.520000 sec): 3 clusters Score: Raw -87871.229407 + Penalty 2166.760958 = -85704.468449 nChanged 13 SP:Iteration 9Q (1925.740000 sec): 3 clusters Score: Raw -87899.725728 + Penalty 2166.760958 = -85732.964771 nChanged 10 SP:Iteration 10Q (1925.950000 sec): 3 clusters Score: Raw -87917.937065 + Penalty 2166.760958 = -85751.176108 nChanged 14 SP:Iteration 11Q (1926.120000 sec): 3 clusters Score: Raw -87934.382164 + Penalty 2166.760958 = -85767.621207 nChanged 15 SP:Iteration 12Q (1926.300000 sec): 3 clusters Score: Raw -87958.645958 + Penalty 2166.760958 = -85791.885000 nChanged 17 SP:Iteration 13Q (1926.480000 sec): 3 clusters Score: Raw -87986.987731 + Penalty 2166.760958 = -85820.226773 nChanged 17 SP:Iteration 14Q (1926.620000 sec): 3 clusters Score: Raw -88018.817317 + Penalty 2166.760958 = -85852.056359 nChanged 18 SP:Iteration 15Q (1926.850000 sec): 3 clusters Score: Raw -88062.311811 + Penalty 2166.760958 = -85895.550854 nChanged 21 SP:Iteration 16Q (1927.030000 sec): 3 clusters Score: Raw -88113.315092 + Penalty 2166.760958 = -85946.554135 nChanged 20 SP:Iteration 17Q (1927.240000 sec): 3 clusters Score: Raw -88180.892554 + Penalty 2166.760958 = -86014.131596 nChanged 24 SP:Iteration 18Q (1927.400000 sec): 3 clusters Score: Raw -88279.161189 + Penalty 2166.760958 = -86112.400232 nChanged 30 SP:Iteration 19Q (1927.590000 sec): 3 clusters Score: Raw -88367.331127 + Penalty 2166.760958 = -86200.570170 nChanged 25 SP:Iteration 20F (1927.760000 sec): 3 clusters Score: Raw -88447.213371 + Penalty 2166.760958 = -86280.452414 nChanged 15 SP:Iteration 21Q (1927.980000 sec): 3 clusters Score: Raw -88498.813061 + Penalty 2166.760958 = -86332.052104 nChanged 15 SP:Iteration 22Q (1928.120000 sec): 3 clusters Score: Raw -88543.918876 + Penalty 2166.760958 = -86377.157919 nChanged 6 SP:Iteration 23Q (1928.380000 sec): 3 clusters Score: Raw -88560.080238 + Penalty 2166.760958 = -86393.319281 nChanged 3 SP:Iteration 24Q (1928.530000 sec): 3 clusters Score: Raw -88564.051824 + Penalty 2166.760958 = -86397.290867 nChanged 1 SP:Iteration 25Q (1928.730000 sec): 3 clusters Score: Raw -88566.507740 + Penalty 2166.760958 = -86399.746782 nChanged 1 SP:Iteration 26Q (1928.960000 sec): 3 clusters Score: Raw -88568.111524 + Penalty 2166.760958 = -86401.350566 nChanged 1 SP:Iteration 27Q (1929.120000 sec): 3 clusters Score: Raw -88571.418292 + Penalty 2166.760958 = -86404.657335 nChanged 0 SP:Iteration 28F (1929.300000 sec): 3 clusters Score: Raw -88571.418292 + Penalty 2166.760958 = -86404.657335 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 14 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1929.400000 sec): 2 clusters Score: Raw -28551.265415 + Penalty 905.475030 = -27645.790385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1929.540000 sec): 3 clusters Score: Raw -28593.144972 + Penalty 1810.950060 = -26782.194911 nChanged 38 SP:Iteration 1F (1929.740000 sec): 3 clusters Score: Raw -28675.327975 + Penalty 1810.950060 = -26864.377915 nChanged 7 SP:Iteration 2Q (1929.960000 sec): 3 clusters Score: Raw -28693.447420 + Penalty 1810.950060 = -26882.497359 nChanged 4 SP:Iteration 3Q (1930.130000 sec): 3 clusters Score: Raw -28698.517103 + Penalty 1810.950060 = -26887.567043 nChanged 2 SP:Iteration 4Q (1930.300000 sec): 3 clusters Score: Raw -28700.982493 + Penalty 1810.950060 = -26890.032432 nChanged 0 SP:Iteration 5F (1930.490000 sec): 3 clusters Score: Raw -28700.982493 + Penalty 1810.950060 = -26890.032432 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 15 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1930.640000 sec): 2 clusters Score: Raw -42256.651937 + Penalty 983.846394 = -41272.805544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1930.780000 sec): 3 clusters Score: Raw -42369.784527 + Penalty 1967.692788 = -40402.091740 nChanged 111 SP:Iteration 1F (1930.980000 sec): 3 clusters Score: Raw -42593.795785 + Penalty 1967.692788 = -40626.102998 nChanged 30 SP:Iteration 2F (1931.140000 sec): 3 clusters Score: Raw -42653.906840 + Penalty 1967.692788 = -40686.214052 nChanged 17 SP:Iteration 3Q (1931.290000 sec): 3 clusters Score: Raw -42706.755528 + Penalty 1967.692788 = -40739.062741 nChanged 16 SP:Iteration 4Q (1931.480000 sec): 3 clusters Score: Raw -42772.158261 + Penalty 1967.692788 = -40804.465473 nChanged 5 SP:Iteration 5Q (1931.640000 sec): 3 clusters Score: Raw -42798.404126 + Penalty 1967.692788 = -40830.711339 nChanged 2 SP:Iteration 6Q (1931.780000 sec): 3 clusters Score: Raw -42807.252935 + Penalty 1967.692788 = -40839.560148 nChanged 2 SP:Iteration 7Q (1931.930000 sec): 3 clusters Score: Raw -42810.011387 + Penalty 1967.692788 = -40842.318599 nChanged 1 SP:Iteration 8Q (1932.100000 sec): 3 clusters Score: Raw -42813.355464 + Penalty 1967.692788 = -40845.662676 nChanged 1 SP:Iteration 9Q (1932.290000 sec): 3 clusters Score: Raw -42816.014103 + Penalty 1967.692788 = -40848.321315 nChanged 0 SP:Iteration 10F (1932.440000 sec): 3 clusters Score: Raw -42816.014103 + Penalty 1967.692788 = -40848.321315 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 16 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1932.570000 sec): 2 clusters Score: Raw -21474.867420 + Penalty 891.952381 = -20582.915040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1932.700000 sec): 3 clusters Score: Raw -21782.282976 + Penalty 1783.904761 = -19998.378215 nChanged 61 SP:Iteration 1F (1932.870000 sec): 3 clusters Score: Raw -22179.104174 + Penalty 1783.904761 = -20395.199413 nChanged 23 SP:Iteration 2F (1933.070000 sec): 3 clusters Score: Raw -22303.983547 + Penalty 1783.904761 = -20520.078786 nChanged 5 SP:Iteration 3Q (1933.190000 sec): 3 clusters Score: Raw -22334.297688 + Penalty 1783.904761 = -20550.392927 nChanged 0 SP:Iteration 4F (1933.380000 sec): 3 clusters Score: Raw -22334.297688 + Penalty 1783.904761 = -20550.392927 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 18 (1597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1933.470000 sec): 2 clusters Score: Raw -168634.578054 + Penalty 1198.580849 = -167435.997205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.600000 sec): 3 clusters Score: Raw -168048.972665 + Penalty 2397.161698 = -165651.810967 nChanged 545 SP:Iteration 1F (1933.850000 sec): 3 clusters Score: Raw -168597.432975 + Penalty 2397.161698 = -166200.271277 nChanged 186 SP:Iteration 2F (1934.000000 sec): 3 clusters Score: Raw -168852.146561 + Penalty 2397.161698 = -166454.984863 nChanged 110 SP:Iteration 3F (1934.210000 sec): 3 clusters Score: Raw -169010.357047 + Penalty 2397.161698 = -166613.195349 nChanged 67 SP:Iteration 4Q (1934.440000 sec): 3 clusters Score: Raw -169102.367128 + Penalty 2397.161698 = -166705.205429 nChanged 42 SP:Iteration 5Q (1934.660000 sec): 3 clusters Score: Raw -169154.211697 + Penalty 2397.161698 = -166757.049998 nChanged 28 SP:Iteration 6Q (1934.780000 sec): 3 clusters Score: Raw -169183.384223 + Penalty 2397.161698 = -166786.222524 nChanged 27 SP:Iteration 7Q (1934.960000 sec): 3 clusters Score: Raw -169199.876016 + Penalty 2397.161698 = -166802.714318 nChanged 13 SP:Iteration 8Q (1935.140000 sec): 3 clusters Score: Raw -169207.827157 + Penalty 2397.161698 = -166810.665459 nChanged 15 SP:Iteration 9Q (1935.370000 sec): 3 clusters Score: Raw -169217.473686 + Penalty 2397.161698 = -166820.311988 nChanged 15 SP:Iteration 10Q (1935.520000 sec): 3 clusters Score: Raw -169230.807089 + Penalty 2397.161698 = -166833.645391 nChanged 16 SP:Iteration 11Q (1935.710000 sec): 3 clusters Score: Raw -169242.077603 + Penalty 2397.161698 = -166844.915904 nChanged 6 SP:Iteration 12Q (1935.890000 sec): 3 clusters Score: Raw -169244.269317 + Penalty 2397.161698 = -166847.107619 nChanged 5 SP:Iteration 13Q (1936.100000 sec): 3 clusters Score: Raw -169245.547576 + Penalty 2397.161698 = -166848.385878 nChanged 0 SP:Iteration 14F (1936.320000 sec): 3 clusters Score: Raw -169245.547576 + Penalty 2397.161698 = -166848.385878 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 19 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1936.400000 sec): 2 clusters Score: Raw -146222.801374 + Penalty 1171.517792 = -145051.283583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1936.600000 sec): 3 clusters Score: Raw -145776.460605 + Penalty 2343.035583 = -143433.425022 nChanged 439 SP:Iteration 1F (1936.800000 sec): 3 clusters Score: Raw -146151.762319 + Penalty 2343.035583 = -143808.726736 nChanged 109 SP:Iteration 2F (1936.980000 sec): 3 clusters Score: Raw -146294.374588 + Penalty 2343.035583 = -143951.339005 nChanged 74 SP:Iteration 3F (1937.170000 sec): 3 clusters Score: Raw -146380.398934 + Penalty 2343.035583 = -144037.363351 nChanged 46 SP:Iteration 4Q (1937.380000 sec): 3 clusters Score: Raw -146430.426583 + Penalty 2343.035583 = -144087.391000 nChanged 36 SP:Iteration 5Q (1937.560000 sec): 3 clusters Score: Raw -146465.786093 + Penalty 2343.035583 = -144122.750510 nChanged 22 SP:Iteration 6Q (1937.740000 sec): 3 clusters Score: Raw -146483.560824 + Penalty 2343.035583 = -144140.525240 nChanged 12 SP:Iteration 7Q (1937.920000 sec): 3 clusters Score: Raw -146491.872605 + Penalty 2343.035583 = -144148.837021 nChanged 9 SP:Iteration 8Q (1938.140000 sec): 3 clusters Score: Raw -146499.943306 + Penalty 2343.035583 = -144156.907722 nChanged 7 SP:Iteration 9Q (1938.320000 sec): 3 clusters Score: Raw -146504.455026 + Penalty 2343.035583 = -144161.419443 nChanged 6 SP:Iteration 10Q (1938.520000 sec): 3 clusters Score: Raw -146509.211808 + Penalty 2343.035583 = -144166.176225 nChanged 7 SP:Iteration 11Q (1938.700000 sec): 3 clusters Score: Raw -146513.478913 + Penalty 2343.035583 = -144170.443330 nChanged 3 SP:Iteration 12Q (1938.890000 sec): 3 clusters Score: Raw -146514.962430 + Penalty 2343.035583 = -144171.926847 nChanged 3 SP:Iteration 13Q (1939.060000 sec): 3 clusters Score: Raw -146517.819117 + Penalty 2343.035583 = -144174.783534 nChanged 3 SP:Iteration 14Q (1939.220000 sec): 3 clusters Score: Raw -146519.888932 + Penalty 2343.035583 = -144176.853348 nChanged 1 SP:Iteration 15Q (1939.440000 sec): 3 clusters Score: Raw -146520.225261 + Penalty 2343.035583 = -144177.189677 nChanged 0 SP:Iteration 16F (1939.640000 sec): 3 clusters Score: Raw -146520.225261 + Penalty 2343.035583 = -144177.189677 nChanged 0 Iteration 139Q (1947.050000 sec): 18 clusters Score: Raw -45699605.790288 + Penalty 35694.947369 = -45663910.842919 nChanged 1 Iteration 140F (1960.320000 sec): 18 clusters Score: Raw -45699605.791348 + Penalty 35694.947369 = -45663910.843979 nChanged 0 Writing temp clu file Because OldScore, -45663910.842919, is greater than current (better) Score,-45663910.843979 Compute initial score before splitting: Score: Raw -45699605.791348 + Penalty 35694.947369 = -45663910.843979 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 1 (36890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1960.750000 sec): 2 clusters Score: Raw -4092478.824416 + Penalty 1708.800566 = -4090770.023850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1961.140000 sec): 3 clusters Score: Raw -4069261.430967 + Penalty 3417.601132 = -4065843.829835 nChanged 17232 SP:Iteration 1F (1961.580000 sec): 3 clusters Score: Raw -4079059.126054 + Penalty 3417.601132 = -4075641.524922 nChanged 1735 SP:Iteration 2Q (1962.030000 sec): 3 clusters Score: Raw -4079680.710439 + Penalty 3417.601132 = -4076263.109307 nChanged 1832 SP:Iteration 3Q (1962.350000 sec): 3 clusters Score: Raw -4080438.990687 + Penalty 3417.601132 = -4077021.389555 nChanged 1959 SP:Iteration 4F (1962.720000 sec): 3 clusters Score: Raw -4081348.052319 + Penalty 3417.601132 = -4077930.451187 nChanged 2117 SP:Iteration 5F (1963.100000 sec): 3 clusters Score: Raw -4082534.844455 + Penalty 3417.601132 = -4079117.243323 nChanged 2337 SP:Iteration 6F (1963.430000 sec): 3 clusters Score: Raw -4084184.283202 + Penalty 3417.601132 = -4080766.682070 nChanged 2334 SP:Iteration 7F (1963.780000 sec): 3 clusters Score: Raw -4086072.043508 + Penalty 3417.601132 = -4082654.442376 nChanged 2053 SP:Iteration 8F (1964.190000 sec): 3 clusters Score: Raw -4087762.699405 + Penalty 3417.601132 = -4084345.098273 nChanged 1607 SP:Iteration 9Q (1964.520000 sec): 3 clusters Score: Raw -4088796.632182 + Penalty 3417.601132 = -4085379.031050 nChanged 1115 SP:Iteration 10Q (1964.910000 sec): 3 clusters Score: Raw -4089377.597620 + Penalty 3417.601132 = -4085959.996488 nChanged 780 SP:Iteration 11Q (1965.230000 sec): 3 clusters Score: Raw -4089751.028523 + Penalty 3417.601132 = -4086333.427392 nChanged 650 SP:Iteration 12Q (1965.550000 sec): 3 clusters Score: Raw -4090060.973566 + Penalty 3417.601132 = -4086643.372435 nChanged 619 SP:Iteration 13Q (1965.950000 sec): 3 clusters Score: Raw -4090376.603423 + Penalty 3417.601132 = -4086959.002291 nChanged 593 SP:Iteration 14Q (1966.340000 sec): 3 clusters Score: Raw -4090695.473184 + Penalty 3417.601132 = -4087277.872053 nChanged 547 SP:Iteration 15Q (1966.680000 sec): 3 clusters Score: Raw -4091012.858620 + Penalty 3417.601132 = -4087595.257488 nChanged 518 SP:Iteration 16Q (1967.070000 sec): 3 clusters Score: Raw -4091314.076446 + Penalty 3417.601132 = -4087896.475314 nChanged 469 SP:Iteration 17Q (1967.410000 sec): 3 clusters Score: Raw -4091621.063551 + Penalty 3417.601132 = -4088203.462419 nChanged 466 SP:Iteration 18Q (1967.830000 sec): 3 clusters Score: Raw -4091940.601621 + Penalty 3417.601132 = -4088523.000489 nChanged 415 SP:Iteration 19Q (1968.230000 sec): 3 clusters Score: Raw -4092222.481180 + Penalty 3417.601132 = -4088804.880048 nChanged 354 SP:Iteration 20F (1968.570000 sec): 3 clusters Score: Raw -4092429.242825 + Penalty 3417.601132 = -4089011.641693 nChanged 308 SP:Iteration 21Q (1969.010000 sec): 3 clusters Score: Raw -4092564.117759 + Penalty 3417.601132 = -4089146.516627 nChanged 262 SP:Iteration 22Q (1969.370000 sec): 3 clusters Score: Raw -4092659.467578 + Penalty 3417.601132 = -4089241.866446 nChanged 185 SP:Iteration 23Q (1969.740000 sec): 3 clusters Score: Raw -4092721.465689 + Penalty 3417.601132 = -4089303.864557 nChanged 153 SP:Iteration 24Q (1970.070000 sec): 3 clusters Score: Raw -4092760.311911 + Penalty 3417.601132 = -4089342.710779 nChanged 103 SP:Iteration 25Q (1970.340000 sec): 3 clusters Score: Raw -4092781.364830 + Penalty 3417.601132 = -4089363.763698 nChanged 83 SP:Iteration 26Q (1970.660000 sec): 3 clusters Score: Raw -4092794.702261 + Penalty 3417.601132 = -4089377.101129 nChanged 64 SP:Iteration 27Q (1971.000000 sec): 3 clusters Score: Raw -4092803.694153 + Penalty 3417.601132 = -4089386.093021 nChanged 59 SP:Iteration 28Q (1971.350000 sec): 3 clusters Score: Raw -4092811.857542 + Penalty 3417.601132 = -4089394.256410 nChanged 48 SP:Iteration 29Q (1971.690000 sec): 3 clusters Score: Raw -4092818.097196 + Penalty 3417.601132 = -4089400.496064 nChanged 40 SP:Iteration 30Q (1972.010000 sec): 3 clusters Score: Raw -4092822.538055 + Penalty 3417.601132 = -4089404.936923 nChanged 30 SP:Iteration 31Q (1972.350000 sec): 3 clusters Score: Raw -4092826.591877 + Penalty 3417.601132 = -4089408.990745 nChanged 37 SP:Iteration 32Q (1972.650000 sec): 3 clusters Score: Raw -4092831.247856 + Penalty 3417.601132 = -4089413.646724 nChanged 42 SP:Iteration 33Q (1972.990000 sec): 3 clusters Score: Raw -4092836.761226 + Penalty 3417.601132 = -4089419.160094 nChanged 42 SP:Iteration 34Q (1973.320000 sec): 3 clusters Score: Raw -4092842.325648 + Penalty 3417.601132 = -4089424.724516 nChanged 42 SP:Iteration 35Q (1973.630000 sec): 3 clusters Score: Raw -4092847.405550 + Penalty 3417.601132 = -4089429.804418 nChanged 32 SP:Iteration 36Q (1973.970000 sec): 3 clusters Score: Raw -4092850.792223 + Penalty 3417.601132 = -4089433.191091 nChanged 27 SP:Iteration 37Q (1974.310000 sec): 3 clusters Score: Raw -4092853.312560 + Penalty 3417.601132 = -4089435.711428 nChanged 26 SP:Iteration 38Q (1974.610000 sec): 3 clusters Score: Raw -4092856.223993 + Penalty 3417.601132 = -4089438.622861 nChanged 27 SP:Iteration 39Q (1974.990000 sec): 3 clusters Score: Raw -4092859.118340 + Penalty 3417.601132 = -4089441.517208 nChanged 23 SP:Iteration 40F (1975.370000 sec): 3 clusters Score: Raw -4092861.710421 + Penalty 3417.601132 = -4089444.109289 nChanged 19 SP:Iteration 41Q (1975.750000 sec): 3 clusters Score: Raw -4092863.463612 + Penalty 3417.601132 = -4089445.862480 nChanged 20 SP:Iteration 42Q (1976.100000 sec): 3 clusters Score: Raw -4092865.143075 + Penalty 3417.601132 = -4089447.541943 nChanged 14 SP:Iteration 43Q (1976.480000 sec): 3 clusters Score: Raw -4092866.172953 + Penalty 3417.601132 = -4089448.571821 nChanged 14 SP:Iteration 44Q (1976.850000 sec): 3 clusters Score: Raw -4092867.261290 + Penalty 3417.601132 = -4089449.660158 nChanged 12 SP:Iteration 45Q (1977.230000 sec): 3 clusters Score: Raw -4092868.420140 + Penalty 3417.601132 = -4089450.819008 nChanged 7 SP:Iteration 46Q (1977.570000 sec): 3 clusters Score: Raw -4092869.162334 + Penalty 3417.601132 = -4089451.561202 nChanged 10 SP:Iteration 47Q (1977.910000 sec): 3 clusters Score: Raw -4092870.313383 + Penalty 3417.601132 = -4089452.712251 nChanged 13 SP:Iteration 48Q (1978.220000 sec): 3 clusters Score: Raw -4092871.192300 + Penalty 3417.601132 = -4089453.591168 nChanged 7 SP:Iteration 49Q (1978.550000 sec): 3 clusters Score: Raw -4092871.626649 + Penalty 3417.601132 = -4089454.025518 nChanged 6 SP:Iteration 50Q (1978.910000 sec): 3 clusters Score: Raw -4092872.078007 + Penalty 3417.601132 = -4089454.476875 nChanged 9 SP:Iteration 51Q (1979.270000 sec): 3 clusters Score: Raw -4092872.735394 + Penalty 3417.601132 = -4089455.134262 nChanged 5 SP:Iteration 52Q (1979.640000 sec): 3 clusters Score: Raw -4092873.329780 + Penalty 3417.601132 = -4089455.728648 nChanged 4 SP:Iteration 53Q (1980.010000 sec): 3 clusters Score: Raw -4092873.580027 + Penalty 3417.601132 = -4089455.978895 nChanged 3 SP:Iteration 54Q (1980.370000 sec): 3 clusters Score: Raw -4092873.693158 + Penalty 3417.601132 = -4089456.092026 nChanged 1 SP:Iteration 55Q (1980.690000 sec): 3 clusters Score: Raw -4092873.763967 + Penalty 3417.601132 = -4089456.162835 nChanged 4 SP:Iteration 56Q (1981.050000 sec): 3 clusters Score: Raw -4092873.978146 + Penalty 3417.601132 = -4089456.377014 nChanged 2 SP:Iteration 57Q (1981.380000 sec): 3 clusters Score: Raw -4092874.072001 + Penalty 3417.601132 = -4089456.470869 nChanged 0 SP:Iteration 58F (1981.730000 sec): 3 clusters Score: Raw -4092874.072001 + Penalty 3417.601132 = -4089456.470869 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 2 (5098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1981.810000 sec): 2 clusters Score: Raw -572255.458642 + Penalty 1387.198083 = -570868.260559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1982.010000 sec): 3 clusters Score: Raw -569593.673686 + Penalty 2774.396165 = -566819.277521 nChanged 2031 SP:Iteration 1F (1982.190000 sec): 3 clusters Score: Raw -570684.112511 + Penalty 2774.396165 = -567909.716346 nChanged 348 SP:Iteration 2F (1982.330000 sec): 3 clusters Score: Raw -570856.627127 + Penalty 2774.396165 = -568082.230962 nChanged 240 SP:Iteration 3Q (1982.470000 sec): 3 clusters Score: Raw -570961.128310 + Penalty 2774.396165 = -568186.732145 nChanged 201 SP:Iteration 4Q (1982.590000 sec): 3 clusters Score: Raw -571052.368439 + Penalty 2774.396165 = -568277.972274 nChanged 162 SP:Iteration 5Q (1982.730000 sec): 3 clusters Score: Raw -571127.051516 + Penalty 2774.396165 = -568352.655351 nChanged 160 SP:Iteration 6Q (1982.840000 sec): 3 clusters Score: Raw -571207.878553 + Penalty 2774.396165 = -568433.482388 nChanged 160 SP:Iteration 7Q (1983.010000 sec): 3 clusters Score: Raw -571293.956224 + Penalty 2774.396165 = -568519.560059 nChanged 178 SP:Iteration 8Q (1983.210000 sec): 3 clusters Score: Raw -571390.279456 + Penalty 2774.396165 = -568615.883290 nChanged 167 SP:Iteration 9Q (1983.370000 sec): 3 clusters Score: Raw -571476.420098 + Penalty 2774.396165 = -568702.023933 nChanged 169 SP:Iteration 10Q (1983.560000 sec): 3 clusters Score: Raw -571582.473072 + Penalty 2774.396165 = -568808.076906 nChanged 183 SP:Iteration 11Q (1983.680000 sec): 3 clusters Score: Raw -571702.946225 + Penalty 2774.396165 = -568928.550060 nChanged 175 SP:Iteration 12Q (1983.820000 sec): 3 clusters Score: Raw -571818.573573 + Penalty 2774.396165 = -569044.177408 nChanged 150 SP:Iteration 13Q (1983.960000 sec): 3 clusters Score: Raw -571927.962331 + Penalty 2774.396165 = -569153.566166 nChanged 149 SP:Iteration 14Q (1984.140000 sec): 3 clusters Score: Raw -572069.132509 + Penalty 2774.396165 = -569294.736343 nChanged 123 SP:Iteration 15Q (1984.340000 sec): 3 clusters Score: Raw -572189.571731 + Penalty 2774.396165 = -569415.175566 nChanged 93 SP:Iteration 16Q (1984.480000 sec): 3 clusters Score: Raw -572276.690156 + Penalty 2774.396165 = -569502.293991 nChanged 69 SP:Iteration 17Q (1984.670000 sec): 3 clusters Score: Raw -572347.823418 + Penalty 2774.396165 = -569573.427253 nChanged 42 SP:Iteration 18Q (1984.850000 sec): 3 clusters Score: Raw -572393.664476 + Penalty 2774.396165 = -569619.268311 nChanged 38 SP:Iteration 19Q (1985.020000 sec): 3 clusters Score: Raw -572433.747833 + Penalty 2774.396165 = -569659.351668 nChanged 26 SP:Iteration 20F (1985.190000 sec): 3 clusters Score: Raw -572455.645946 + Penalty 2774.396165 = -569681.249781 nChanged 17 SP:Iteration 21Q (1985.460000 sec): 3 clusters Score: Raw -572467.907506 + Penalty 2774.396165 = -569693.511341 nChanged 19 SP:Iteration 22Q (1985.630000 sec): 3 clusters Score: Raw -572480.311755 + Penalty 2774.396165 = -569705.915590 nChanged 12 SP:Iteration 23Q (1985.840000 sec): 3 clusters Score: Raw -572489.486153 + Penalty 2774.396165 = -569715.089988 nChanged 8 SP:Iteration 24Q (1986.010000 sec): 3 clusters Score: Raw -572494.219174 + Penalty 2774.396165 = -569719.823009 nChanged 6 SP:Iteration 25Q (1986.180000 sec): 3 clusters Score: Raw -572497.731306 + Penalty 2774.396165 = -569723.335141 nChanged 2 SP:Iteration 26Q (1986.380000 sec): 3 clusters Score: Raw -572498.227435 + Penalty 2774.396165 = -569723.831270 nChanged 1 SP:Iteration 27Q (1986.610000 sec): 3 clusters Score: Raw -572498.466046 + Penalty 2774.396165 = -569724.069881 nChanged 0 SP:Iteration 28F (1986.810000 sec): 3 clusters Score: Raw -572498.466046 + Penalty 2774.396165 = -569724.069881 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 3 (6236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1986.930000 sec): 2 clusters Score: Raw -671341.094167 + Penalty 1419.940312 = -669921.153855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1987.120000 sec): 3 clusters Score: Raw -667987.500129 + Penalty 2839.880625 = -665147.619504 nChanged 2616 SP:Iteration 1F (1987.290000 sec): 3 clusters Score: Raw -669526.216161 + Penalty 2839.880625 = -666686.335537 nChanged 499 SP:Iteration 2F (1987.470000 sec): 3 clusters Score: Raw -669904.744310 + Penalty 2839.880625 = -667064.863685 nChanged 440 SP:Iteration 3F (1987.690000 sec): 3 clusters Score: Raw -670245.768583 + Penalty 2839.880625 = -667405.887959 nChanged 432 SP:Iteration 4F (1987.850000 sec): 3 clusters Score: Raw -670661.337693 + Penalty 2839.880625 = -667821.457068 nChanged 489 SP:Iteration 5F (1987.990000 sec): 3 clusters Score: Raw -671079.813461 + Penalty 2839.880625 = -668239.932837 nChanged 449 SP:Iteration 6F (1988.230000 sec): 3 clusters Score: Raw -671475.800068 + Penalty 2839.880625 = -668635.919443 nChanged 374 SP:Iteration 7F (1988.430000 sec): 3 clusters Score: Raw -671796.269166 + Penalty 2839.880625 = -668956.388541 nChanged 265 SP:Iteration 8Q (1988.640000 sec): 3 clusters Score: Raw -671953.710597 + Penalty 2839.880625 = -669113.829972 nChanged 188 SP:Iteration 9Q (1988.850000 sec): 3 clusters Score: Raw -672047.187343 + Penalty 2839.880625 = -669207.306718 nChanged 132 SP:Iteration 10Q (1989.060000 sec): 3 clusters Score: Raw -672097.573167 + Penalty 2839.880625 = -669257.692542 nChanged 72 SP:Iteration 11Q (1989.240000 sec): 3 clusters Score: Raw -672121.975583 + Penalty 2839.880625 = -669282.094958 nChanged 50 SP:Iteration 12Q (1989.430000 sec): 3 clusters Score: Raw -672137.686397 + Penalty 2839.880625 = -669297.805772 nChanged 42 SP:Iteration 13Q (1989.640000 sec): 3 clusters Score: Raw -672146.354057 + Penalty 2839.880625 = -669306.473433 nChanged 20 SP:Iteration 14Q (1989.850000 sec): 3 clusters Score: Raw -672149.031309 + Penalty 2839.880625 = -669309.150684 nChanged 8 SP:Iteration 15Q (1990.060000 sec): 3 clusters Score: Raw -672150.404861 + Penalty 2839.880625 = -669310.524236 nChanged 8 SP:Iteration 16Q (1990.220000 sec): 3 clusters Score: Raw -672151.665971 + Penalty 2839.880625 = -669311.785346 nChanged 10 SP:Iteration 17Q (1990.480000 sec): 3 clusters Score: Raw -672153.353379 + Penalty 2839.880625 = -669313.472754 nChanged 9 SP:Iteration 18Q (1990.730000 sec): 3 clusters Score: Raw -672154.639313 + Penalty 2839.880625 = -669314.758688 nChanged 10 SP:Iteration 19Q (1990.910000 sec): 3 clusters Score: Raw -672155.998859 + Penalty 2839.880625 = -669316.118234 nChanged 3 SP:Iteration 20F (1991.100000 sec): 3 clusters Score: Raw -672156.320032 + Penalty 2839.880625 = -669316.439407 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1991.160000 sec): 2 clusters Score: Raw -33168.598462 + Penalty 930.612759 = -32237.985703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1991.350000 sec): 3 clusters Score: Raw -33158.762534 + Penalty 1861.225518 = -31297.537016 nChanged 50 SP:Iteration 1F (1991.580000 sec): 3 clusters Score: Raw -33276.532871 + Penalty 1861.225518 = -31415.307353 nChanged 17 SP:Iteration 2F (1991.790000 sec): 3 clusters Score: Raw -33318.250085 + Penalty 1861.225518 = -31457.024567 nChanged 9 SP:Iteration 3Q (1991.950000 sec): 3 clusters Score: Raw -33338.246424 + Penalty 1861.225518 = -31477.020906 nChanged 2 SP:Iteration 4Q (1992.160000 sec): 3 clusters Score: Raw -33344.079338 + Penalty 1861.225518 = -31482.853820 nChanged 1 SP:Iteration 5Q (1992.340000 sec): 3 clusters Score: Raw -33349.081034 + Penalty 1861.225518 = -31487.855516 nChanged 1 SP:Iteration 6Q (1992.530000 sec): 3 clusters Score: Raw -33354.216016 + Penalty 1861.225518 = -31492.990498 nChanged 2 SP:Iteration 7Q (1992.680000 sec): 3 clusters Score: Raw -33357.535693 + Penalty 1861.225518 = -31496.310175 nChanged 1 SP:Iteration 8Q (1992.870000 sec): 3 clusters Score: Raw -33358.458976 + Penalty 1861.225518 = -31497.233459 nChanged 1 SP:Iteration 9Q (1993.040000 sec): 3 clusters Score: Raw -33364.383871 + Penalty 1861.225518 = -31503.158354 nChanged 0 SP:Iteration 10F (1993.190000 sec): 3 clusters Score: Raw -33364.383871 + Penalty 1861.225518 = -31503.158354 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 5 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1993.290000 sec): 2 clusters Score: Raw -16998.621005 + Penalty 831.673995 = -16166.947010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1993.440000 sec): 3 clusters Score: Raw -17160.978765 + Penalty 1663.347989 = -15497.630776 nChanged 19 SP:Iteration 1F (1993.610000 sec): 3 clusters Score: Raw -17314.327431 + Penalty 1663.347989 = -15650.979442 nChanged 7 SP:Iteration 2Q (1993.780000 sec): 3 clusters Score: Raw -17341.777818 + Penalty 1663.347989 = -15678.429829 nChanged 2 SP:Iteration 3Q (1993.950000 sec): 3 clusters Score: Raw -17347.800455 + Penalty 1663.347989 = -15684.452466 nChanged 2 SP:Iteration 4Q (1994.120000 sec): 3 clusters Score: Raw -17353.571590 + Penalty 1663.347989 = -15690.223601 nChanged 0 SP:Iteration 5F (1994.280000 sec): 3 clusters Score: Raw -17353.571590 + Penalty 1663.347989 = -15690.223601 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 6 (296262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1995.700000 sec): 2 clusters Score: Raw -33355651.094726 + Penalty 2047.337415 = -33353603.757311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1997.330000 sec): 3 clusters Score: Raw -33157572.999660 + Penalty 4094.674830 = -33153478.324830 nChanged 144479 SP:Iteration 1F (1998.900000 sec): 3 clusters Score: Raw -33245136.361234 + Penalty 4094.674830 = -33241041.686404 nChanged 10565 SP:Iteration 2Q (2000.470000 sec): 3 clusters Score: Raw -33248624.806571 + Penalty 4094.674830 = -33244530.131741 nChanged 14027 SP:Iteration 3Q (2002.110000 sec): 3 clusters Score: Raw -33255017.547804 + Penalty 4094.674830 = -33250922.872974 nChanged 18209 SP:Iteration 4F (2003.730000 sec): 3 clusters Score: Raw -33265993.142502 + Penalty 4094.674830 = -33261898.467672 nChanged 21687 SP:Iteration 5F (2005.190000 sec): 3 clusters Score: Raw -33282638.447452 + Penalty 4094.674830 = -33278543.772622 nChanged 22127 SP:Iteration 6F (2006.790000 sec): 3 clusters Score: Raw -33302003.447881 + Penalty 4094.674830 = -33297908.773051 nChanged 17626 SP:Iteration 7F (2008.350000 sec): 3 clusters Score: Raw -33317942.903297 + Penalty 4094.674830 = -33313848.228467 nChanged 12394 SP:Iteration 8Q (2010.040000 sec): 3 clusters Score: Raw -33328797.935692 + Penalty 4094.674830 = -33324703.260862 nChanged 8689 SP:Iteration 9Q (2011.710000 sec): 3 clusters Score: Raw -33335315.937786 + Penalty 4094.674830 = -33331221.262956 nChanged 6057 SP:Iteration 10Q (2013.320000 sec): 3 clusters Score: Raw -33338824.509652 + Penalty 4094.674830 = -33334729.834822 nChanged 4182 SP:Iteration 11Q (2014.630000 sec): 3 clusters Score: Raw -33340935.115055 + Penalty 4094.674830 = -33336840.440225 nChanged 3215 SP:Iteration 12Q (2016.050000 sec): 3 clusters Score: Raw -33342432.815720 + Penalty 4094.674830 = -33338338.140890 nChanged 2743 SP:Iteration 13Q (2017.500000 sec): 3 clusters Score: Raw -33343654.026730 + Penalty 4094.674830 = -33339559.351900 nChanged 2498 SP:Iteration 14Q (2018.870000 sec): 3 clusters Score: Raw -33344753.588156 + Penalty 4094.674830 = -33340658.913326 nChanged 2280 SP:Iteration 15Q (2020.260000 sec): 3 clusters Score: Raw -33345721.694811 + Penalty 4094.674830 = -33341627.019981 nChanged 2043 SP:Iteration 16Q (2021.620000 sec): 3 clusters Score: Raw -33346611.834033 + Penalty 4094.674830 = -33342517.159203 nChanged 1931 SP:Iteration 17Q (2022.900000 sec): 3 clusters Score: Raw -33347446.398697 + Penalty 4094.674830 = -33343351.723867 nChanged 1779 SP:Iteration 18Q (2024.150000 sec): 3 clusters Score: Raw -33348234.098459 + Penalty 4094.674830 = -33344139.423629 nChanged 1668 SP:Iteration 19Q (2025.480000 sec): 3 clusters Score: Raw -33349008.201765 + Penalty 4094.674830 = -33344913.526935 nChanged 1616 SP:Iteration 20F (2026.960000 sec): 3 clusters Score: Raw -33349788.697568 + Penalty 4094.674830 = -33345694.022738 nChanged 1435 SP:Iteration 21Q (2028.390000 sec): 3 clusters Score: Raw -33350469.598462 + Penalty 4094.674830 = -33346374.923632 nChanged 1281 SP:Iteration 22Q (2029.780000 sec): 3 clusters Score: Raw -33351047.586133 + Penalty 4094.674830 = -33346952.911303 nChanged 1178 SP:Iteration 23Q (2031.070000 sec): 3 clusters Score: Raw -33351580.160957 + Penalty 4094.674830 = -33347485.486127 nChanged 1082 SP:Iteration 24Q (2032.280000 sec): 3 clusters Score: Raw -33352072.141895 + Penalty 4094.674830 = -33347977.467065 nChanged 1003 SP:Iteration 25Q (2033.680000 sec): 3 clusters Score: Raw -33352531.186187 + Penalty 4094.674830 = -33348436.511357 nChanged 926 SP:Iteration 26Q (2035.000000 sec): 3 clusters Score: Raw -33352936.682079 + Penalty 4094.674830 = -33348842.007249 nChanged 782 SP:Iteration 27Q (2036.370000 sec): 3 clusters Score: Raw -33353257.515333 + Penalty 4094.674830 = -33349162.840503 nChanged 732 SP:Iteration 28Q (2037.640000 sec): 3 clusters Score: Raw -33353561.750847 + Penalty 4094.674830 = -33349467.076017 nChanged 692 SP:Iteration 29Q (2039.050000 sec): 3 clusters Score: Raw -33353859.931975 + Penalty 4094.674830 = -33349765.257145 nChanged 641 SP:Iteration 30Q (2040.260000 sec): 3 clusters Score: Raw -33354128.461825 + Penalty 4094.674830 = -33350033.786995 nChanged 573 SP:Iteration 31Q (2041.630000 sec): 3 clusters Score: Raw -33354363.471424 + Penalty 4094.674830 = -33350268.796594 nChanged 478 SP:Iteration 32Q (2042.880000 sec): 3 clusters Score: Raw -33354556.720998 + Penalty 4094.674830 = -33350462.046168 nChanged 439 SP:Iteration 33Q (2043.930000 sec): 3 clusters Score: Raw -33354739.380152 + Penalty 4094.674830 = -33350644.705322 nChanged 402 SP:Iteration 34Q (2045.160000 sec): 3 clusters Score: Raw -33354904.364552 + Penalty 4094.674830 = -33350809.689722 nChanged 354 SP:Iteration 35Q (2046.420000 sec): 3 clusters Score: Raw -33355043.520134 + Penalty 4094.674830 = -33350948.845304 nChanged 318 SP:Iteration 36Q (2047.590000 sec): 3 clusters Score: Raw -33355176.302746 + Penalty 4094.674830 = -33351081.627916 nChanged 274 SP:Iteration 37Q (2048.860000 sec): 3 clusters Score: Raw -33355283.241905 + Penalty 4094.674830 = -33351188.567075 nChanged 224 SP:Iteration 38Q (2050.120000 sec): 3 clusters Score: Raw -33355366.768816 + Penalty 4094.674830 = -33351272.093986 nChanged 223 SP:Iteration 39Q (2051.470000 sec): 3 clusters Score: Raw -33355450.274523 + Penalty 4094.674830 = -33351355.599693 nChanged 190 SP:Iteration 40F (2052.850000 sec): 3 clusters Score: Raw -33355526.454624 + Penalty 4094.674830 = -33351431.779794 nChanged 170 SP:Iteration 41Q (2054.090000 sec): 3 clusters Score: Raw -33355599.885951 + Penalty 4094.674830 = -33351505.211121 nChanged 166 SP:Iteration 42Q (2055.390000 sec): 3 clusters Score: Raw -33355669.471878 + Penalty 4094.674830 = -33351574.797048 nChanged 130 SP:Iteration 43Q (2056.710000 sec): 3 clusters Score: Raw -33355722.391585 + Penalty 4094.674830 = -33351627.716755 nChanged 100 SP:Iteration 44Q (2057.920000 sec): 3 clusters Score: Raw -33355759.702479 + Penalty 4094.674830 = -33351665.027649 nChanged 75 SP:Iteration 45Q (2059.220000 sec): 3 clusters Score: Raw -33355784.979164 + Penalty 4094.674830 = -33351690.304334 nChanged 68 SP:Iteration 46Q (2060.480000 sec): 3 clusters Score: Raw -33355802.842620 + Penalty 4094.674830 = -33351708.167790 nChanged 45 SP:Iteration 47Q (2061.900000 sec): 3 clusters Score: Raw -33355820.165206 + Penalty 4094.674830 = -33351725.490376 nChanged 41 SP:Iteration 48Q (2063.340000 sec): 3 clusters Score: Raw -33355836.231138 + Penalty 4094.674830 = -33351741.556308 nChanged 43 SP:Iteration 49Q (2064.790000 sec): 3 clusters Score: Raw -33355857.440153 + Penalty 4094.674830 = -33351762.765323 nChanged 52 SP:Iteration 50Q (2066.080000 sec): 3 clusters Score: Raw -33355883.093393 + Penalty 4094.674830 = -33351788.418563 nChanged 45 SP:Iteration 51Q (2067.310000 sec): 3 clusters Score: Raw -33355901.802548 + Penalty 4094.674830 = -33351807.127718 nChanged 28 SP:Iteration 52Q (2068.690000 sec): 3 clusters Score: Raw -33355912.292741 + Penalty 4094.674830 = -33351817.617911 nChanged 25 SP:Iteration 53Q (2069.970000 sec): 3 clusters Score: Raw -33355922.056510 + Penalty 4094.674830 = -33351827.381680 nChanged 19 SP:Iteration 54Q (2071.330000 sec): 3 clusters Score: Raw -33355931.477514 + Penalty 4094.674830 = -33351836.802684 nChanged 21 SP:Iteration 55Q (2072.560000 sec): 3 clusters Score: Raw -33355939.867895 + Penalty 4094.674830 = -33351845.193065 nChanged 17 SP:Iteration 56Q (2073.840000 sec): 3 clusters Score: Raw -33355947.401408 + Penalty 4094.674830 = -33351852.726578 nChanged 16 SP:Iteration 57Q (2075.080000 sec): 3 clusters Score: Raw -33355955.652625 + Penalty 4094.674830 = -33351860.977795 nChanged 21 SP:Iteration 58Q (2076.430000 sec): 3 clusters Score: Raw -33355967.372928 + Penalty 4094.674830 = -33351872.698098 nChanged 25 SP:Iteration 59Q (2077.730000 sec): 3 clusters Score: Raw -33355979.339597 + Penalty 4094.674830 = -33351884.664767 nChanged 26 SP:Iteration 60F (2079.260000 sec): 3 clusters Score: Raw -33355988.652018 + Penalty 4094.674830 = -33351893.977188 nChanged 22 SP:Iteration 61Q (2080.510000 sec): 3 clusters Score: Raw -33355999.239223 + Penalty 4094.674830 = -33351904.564393 nChanged 17 SP:Iteration 62Q (2081.710000 sec): 3 clusters Score: Raw -33356005.546187 + Penalty 4094.674830 = -33351910.871357 nChanged 15 SP:Iteration 63Q (2082.920000 sec): 3 clusters Score: Raw -33356011.246512 + Penalty 4094.674830 = -33351916.571682 nChanged 10 SP:Iteration 64Q (2084.060000 sec): 3 clusters Score: Raw -33356015.054186 + Penalty 4094.674830 = -33351920.379356 nChanged 9 SP:Iteration 65Q (2085.270000 sec): 3 clusters Score: Raw -33356018.589256 + Penalty 4094.674830 = -33351923.914426 nChanged 10 SP:Iteration 66Q (2086.480000 sec): 3 clusters Score: Raw -33356023.515689 + Penalty 4094.674830 = -33351928.840859 nChanged 9 SP:Iteration 67Q (2087.840000 sec): 3 clusters Score: Raw -33356028.199271 + Penalty 4094.674830 = -33351933.524441 nChanged 8 SP:Iteration 68Q (2089.160000 sec): 3 clusters Score: Raw -33356031.685017 + Penalty 4094.674830 = -33351937.010187 nChanged 5 SP:Iteration 69Q (2090.410000 sec): 3 clusters Score: Raw -33356033.012661 + Penalty 4094.674830 = -33351938.337831 nChanged 1 SP:Iteration 70Q (2091.650000 sec): 3 clusters Score: Raw -33356033.252012 + Penalty 4094.674830 = -33351938.577182 nChanged 3 SP:Iteration 71Q (2092.810000 sec): 3 clusters Score: Raw -33356034.670281 + Penalty 4094.674830 = -33351939.995451 nChanged 3 SP:Iteration 72Q (2093.840000 sec): 3 clusters Score: Raw -33356035.447444 + Penalty 4094.674830 = -33351940.772614 nChanged 2 SP:Iteration 73Q (2094.830000 sec): 3 clusters Score: Raw -33356036.510502 + Penalty 4094.674830 = -33351941.835672 nChanged 3 SP:Iteration 74Q (2095.960000 sec): 3 clusters Score: Raw -33356038.420868 + Penalty 4094.674830 = -33351943.746038 nChanged 4 SP:Iteration 75Q (2097.100000 sec): 3 clusters Score: Raw -33356040.949160 + Penalty 4094.674830 = -33351946.274330 nChanged 3 SP:Iteration 76Q (2098.290000 sec): 3 clusters Score: Raw -33356041.545898 + Penalty 4094.674830 = -33351946.871068 nChanged 2 SP:Iteration 77Q (2099.580000 sec): 3 clusters Score: Raw -33356042.130107 + Penalty 4094.674830 = -33351947.455277 nChanged 3 SP:Iteration 78Q (2100.780000 sec): 3 clusters Score: Raw -33356043.391505 + Penalty 4094.674830 = -33351948.716675 nChanged 3 SP:Iteration 79Q (2102.010000 sec): 3 clusters Score: Raw -33356044.132711 + Penalty 4094.674830 = -33351949.457881 nChanged 1 SP:Iteration 80F (2103.410000 sec): 3 clusters Score: Raw -33356044.293887 + Penalty 4094.674830 = -33351949.619057 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 7 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2103.640000 sec): 2 clusters Score: Raw -24321.277918 + Penalty 895.275605 = -23426.002313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2103.850000 sec): 3 clusters Score: Raw -24406.412997 + Penalty 1790.551209 = -22615.861787 nChanged 37 SP:Iteration 1F (2104.040000 sec): 3 clusters Score: Raw -24507.315961 + Penalty 1790.551209 = -22716.764751 nChanged 12 SP:Iteration 2Q (2104.240000 sec): 3 clusters Score: Raw -24546.064346 + Penalty 1790.551209 = -22755.513136 nChanged 7 SP:Iteration 3Q (2104.430000 sec): 3 clusters Score: Raw -24566.987652 + Penalty 1790.551209 = -22776.436442 nChanged 5 SP:Iteration 4Q (2104.640000 sec): 3 clusters Score: Raw -24583.672931 + Penalty 1790.551209 = -22793.121722 nChanged 0 SP:Iteration 5F (2104.800000 sec): 3 clusters Score: Raw -24583.672931 + Penalty 1790.551209 = -22793.121722 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 8 (58007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2105.130000 sec): 2 clusters Score: Raw -6723428.804756 + Penalty 1782.351833 = -6721646.452923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2105.640000 sec): 3 clusters Score: Raw -6686378.069484 + Penalty 3564.703666 = -6682813.365818 nChanged 27375 SP:Iteration 1F (2106.140000 sec): 3 clusters Score: Raw -6702124.422973 + Penalty 3564.703666 = -6698559.719307 nChanged 2387 SP:Iteration 2Q (2106.580000 sec): 3 clusters Score: Raw -6702908.170789 + Penalty 3564.703666 = -6699343.467123 nChanged 2546 SP:Iteration 3Q (2107.020000 sec): 3 clusters Score: Raw -6703883.789443 + Penalty 3564.703666 = -6700319.085777 nChanged 2869 SP:Iteration 4Q (2107.450000 sec): 3 clusters Score: Raw -6705171.803739 + Penalty 3564.703666 = -6701607.100073 nChanged 3199 SP:Iteration 5F (2107.850000 sec): 3 clusters Score: Raw -6706832.672852 + Penalty 3564.703666 = -6703267.969186 nChanged 3397 SP:Iteration 6F (2108.310000 sec): 3 clusters Score: Raw -6708913.650128 + Penalty 3564.703666 = -6705348.946462 nChanged 3559 SP:Iteration 7F (2108.690000 sec): 3 clusters Score: Raw -6711257.777720 + Penalty 3564.703666 = -6707693.074054 nChanged 3295 SP:Iteration 8F (2109.110000 sec): 3 clusters Score: Raw -6713450.330900 + Penalty 3564.703666 = -6709885.627234 nChanged 2718 SP:Iteration 9Q (2109.560000 sec): 3 clusters Score: Raw -6714874.015413 + Penalty 3564.703666 = -6711309.311747 nChanged 1905 SP:Iteration 10Q (2110.070000 sec): 3 clusters Score: Raw -6715533.276622 + Penalty 3564.703666 = -6711968.572956 nChanged 1196 SP:Iteration 11Q (2110.560000 sec): 3 clusters Score: Raw -6715856.712338 + Penalty 3564.703666 = -6712292.008673 nChanged 816 SP:Iteration 12Q (2111.100000 sec): 3 clusters Score: Raw -6716048.629100 + Penalty 3564.703666 = -6712483.925434 nChanged 680 SP:Iteration 13Q (2111.550000 sec): 3 clusters Score: Raw -6716197.683179 + Penalty 3564.703666 = -6712632.979513 nChanged 636 SP:Iteration 14Q (2112.040000 sec): 3 clusters Score: Raw -6716344.547634 + Penalty 3564.703666 = -6712779.843968 nChanged 663 SP:Iteration 15Q (2112.460000 sec): 3 clusters Score: Raw -6716499.692627 + Penalty 3564.703666 = -6712934.988961 nChanged 701 SP:Iteration 16Q (2112.960000 sec): 3 clusters Score: Raw -6716662.017934 + Penalty 3564.703666 = -6713097.314268 nChanged 714 SP:Iteration 17Q (2113.450000 sec): 3 clusters Score: Raw -6716827.189911 + Penalty 3564.703666 = -6713262.486245 nChanged 697 SP:Iteration 18Q (2113.910000 sec): 3 clusters Score: Raw -6716990.451543 + Penalty 3564.703666 = -6713425.747877 nChanged 726 SP:Iteration 19Q (2114.340000 sec): 3 clusters Score: Raw -6717177.517759 + Penalty 3564.703666 = -6713612.814093 nChanged 798 SP:Iteration 20F (2114.780000 sec): 3 clusters Score: Raw -6717387.153753 + Penalty 3564.703666 = -6713822.450087 nChanged 750 SP:Iteration 21Q (2115.280000 sec): 3 clusters Score: Raw -6717584.446277 + Penalty 3564.703666 = -6714019.742612 nChanged 741 SP:Iteration 22Q (2115.720000 sec): 3 clusters Score: Raw -6717785.419111 + Penalty 3564.703666 = -6714220.715445 nChanged 767 SP:Iteration 23Q (2116.160000 sec): 3 clusters Score: Raw -6718006.536630 + Penalty 3564.703666 = -6714441.832964 nChanged 817 SP:Iteration 24Q (2116.620000 sec): 3 clusters Score: Raw -6718248.988782 + Penalty 3564.703666 = -6714684.285116 nChanged 831 SP:Iteration 25Q (2117.060000 sec): 3 clusters Score: Raw -6718503.816685 + Penalty 3564.703666 = -6714939.113019 nChanged 834 SP:Iteration 26Q (2117.480000 sec): 3 clusters Score: Raw -6718766.735204 + Penalty 3564.703666 = -6715202.031538 nChanged 837 SP:Iteration 27Q (2117.960000 sec): 3 clusters Score: Raw -6719034.381545 + Penalty 3564.703666 = -6715469.677879 nChanged 809 SP:Iteration 28Q (2118.380000 sec): 3 clusters Score: Raw -6719307.706742 + Penalty 3564.703666 = -6715743.003076 nChanged 816 SP:Iteration 29Q (2118.780000 sec): 3 clusters Score: Raw -6719588.362989 + Penalty 3564.703666 = -6716023.659323 nChanged 806 SP:Iteration 30Q (2119.230000 sec): 3 clusters Score: Raw -6719887.205895 + Penalty 3564.703666 = -6716322.502229 nChanged 758 SP:Iteration 31Q (2119.710000 sec): 3 clusters Score: Raw -6720170.175262 + Penalty 3564.703666 = -6716605.471596 nChanged 717 SP:Iteration 32Q (2120.200000 sec): 3 clusters Score: Raw -6720459.892053 + Penalty 3564.703666 = -6716895.188387 nChanged 758 SP:Iteration 33Q (2120.690000 sec): 3 clusters Score: Raw -6720793.544419 + Penalty 3564.703666 = -6717228.840753 nChanged 708 SP:Iteration 34Q (2121.110000 sec): 3 clusters Score: Raw -6721114.597964 + Penalty 3564.703666 = -6717549.894298 nChanged 656 SP:Iteration 35Q (2121.540000 sec): 3 clusters Score: Raw -6721421.781978 + Penalty 3564.703666 = -6717857.078312 nChanged 619 SP:Iteration 36Q (2121.990000 sec): 3 clusters Score: Raw -6721713.500690 + Penalty 3564.703666 = -6718148.797024 nChanged 557 SP:Iteration 37Q (2122.400000 sec): 3 clusters Score: Raw -6721975.023987 + Penalty 3564.703666 = -6718410.320321 nChanged 493 SP:Iteration 38Q (2122.880000 sec): 3 clusters Score: Raw -6722211.691607 + Penalty 3564.703666 = -6718646.987941 nChanged 443 SP:Iteration 39Q (2123.370000 sec): 3 clusters Score: Raw -6722440.931397 + Penalty 3564.703666 = -6718876.227731 nChanged 411 SP:Iteration 40F (2123.880000 sec): 3 clusters Score: Raw -6722662.742992 + Penalty 3564.703666 = -6719098.039326 nChanged 362 SP:Iteration 41Q (2124.320000 sec): 3 clusters Score: Raw -6722857.491014 + Penalty 3564.703666 = -6719292.787349 nChanged 295 SP:Iteration 42Q (2124.750000 sec): 3 clusters Score: Raw -6723014.696937 + Penalty 3564.703666 = -6719449.993271 nChanged 230 SP:Iteration 43Q (2125.120000 sec): 3 clusters Score: Raw -6723137.716665 + Penalty 3564.703666 = -6719573.012999 nChanged 186 SP:Iteration 44Q (2125.580000 sec): 3 clusters Score: Raw -6723239.405747 + Penalty 3564.703666 = -6719674.702081 nChanged 159 SP:Iteration 45Q (2125.960000 sec): 3 clusters Score: Raw -6723336.776321 + Penalty 3564.703666 = -6719772.072655 nChanged 125 SP:Iteration 46Q (2126.390000 sec): 3 clusters Score: Raw -6723410.487570 + Penalty 3564.703666 = -6719845.783904 nChanged 97 SP:Iteration 47Q (2126.840000 sec): 3 clusters Score: Raw -6723469.357493 + Penalty 3564.703666 = -6719904.653827 nChanged 82 SP:Iteration 48Q (2127.290000 sec): 3 clusters Score: Raw -6723516.977076 + Penalty 3564.703666 = -6719952.273411 nChanged 61 SP:Iteration 49Q (2127.720000 sec): 3 clusters Score: Raw -6723549.112055 + Penalty 3564.703666 = -6719984.408389 nChanged 41 SP:Iteration 50Q (2128.150000 sec): 3 clusters Score: Raw -6723576.208211 + Penalty 3564.703666 = -6720011.504545 nChanged 33 SP:Iteration 51Q (2128.590000 sec): 3 clusters Score: Raw -6723595.709737 + Penalty 3564.703666 = -6720031.006071 nChanged 21 SP:Iteration 52Q (2128.980000 sec): 3 clusters Score: Raw -6723607.117630 + Penalty 3564.703666 = -6720042.413964 nChanged 21 SP:Iteration 53Q (2129.400000 sec): 3 clusters Score: Raw -6723620.956237 + Penalty 3564.703666 = -6720056.252571 nChanged 22 SP:Iteration 54Q (2129.800000 sec): 3 clusters Score: Raw -6723633.260540 + Penalty 3564.703666 = -6720068.556875 nChanged 17 SP:Iteration 55Q (2130.260000 sec): 3 clusters Score: Raw -6723644.810497 + Penalty 3564.703666 = -6720080.106831 nChanged 15 SP:Iteration 56Q (2130.690000 sec): 3 clusters Score: Raw -6723655.685496 + Penalty 3564.703666 = -6720090.981830 nChanged 13 SP:Iteration 57Q (2131.130000 sec): 3 clusters Score: Raw -6723668.007105 + Penalty 3564.703666 = -6720103.303439 nChanged 22 SP:Iteration 58Q (2131.580000 sec): 3 clusters Score: Raw -6723691.696154 + Penalty 3564.703666 = -6720126.992488 nChanged 14 SP:Iteration 59Q (2132.030000 sec): 3 clusters Score: Raw -6723700.870862 + Penalty 3564.703666 = -6720136.167196 nChanged 10 SP:Iteration 60F (2132.540000 sec): 3 clusters Score: Raw -6723706.562983 + Penalty 3564.703666 = -6720141.859317 nChanged 5 SP:Iteration 61Q (2132.980000 sec): 3 clusters Score: Raw -6723708.298262 + Penalty 3564.703666 = -6720143.594596 nChanged 2 SP:Iteration 62Q (2133.440000 sec): 3 clusters Score: Raw -6723708.756215 + Penalty 3564.703666 = -6720144.052549 nChanged 1 SP:Iteration 63Q (2133.910000 sec): 3 clusters Score: Raw -6723709.307794 + Penalty 3564.703666 = -6720144.604129 nChanged 4 SP:Iteration 64Q (2134.350000 sec): 3 clusters Score: Raw -6723711.309298 + Penalty 3564.703666 = -6720146.605632 nChanged 3 SP:Iteration 65Q (2134.840000 sec): 3 clusters Score: Raw -6723713.740077 + Penalty 3564.703666 = -6720149.036411 nChanged 3 SP:Iteration 66Q (2135.330000 sec): 3 clusters Score: Raw -6723715.068028 + Penalty 3564.703666 = -6720150.364362 nChanged 4 SP:Iteration 67Q (2135.780000 sec): 3 clusters Score: Raw -6723716.429033 + Penalty 3564.703666 = -6720151.725367 nChanged 1 SP:Iteration 68Q (2136.220000 sec): 3 clusters Score: Raw -6723717.502170 + Penalty 3564.703666 = -6720152.798504 nChanged 5 SP:Iteration 69Q (2136.680000 sec): 3 clusters Score: Raw -6723720.369958 + Penalty 3564.703666 = -6720155.666292 nChanged 4 SP:Iteration 70Q (2137.130000 sec): 3 clusters Score: Raw -6723723.375629 + Penalty 3564.703666 = -6720158.671964 nChanged 4 SP:Iteration 71Q (2137.610000 sec): 3 clusters Score: Raw -6723726.012564 + Penalty 3564.703666 = -6720161.308898 nChanged 2 SP:Iteration 72Q (2138.030000 sec): 3 clusters Score: Raw -6723727.334583 + Penalty 3564.703666 = -6720162.630917 nChanged 4 SP:Iteration 73Q (2138.470000 sec): 3 clusters Score: Raw -6723729.183034 + Penalty 3564.703666 = -6720164.479368 nChanged 3 SP:Iteration 74Q (2138.930000 sec): 3 clusters Score: Raw -6723730.779480 + Penalty 3564.703666 = -6720166.075814 nChanged 0 SP:Iteration 75F (2139.470000 sec): 3 clusters Score: Raw -6723730.779480 + Penalty 3564.703666 = -6720166.075814 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 9 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.610000 sec): 2 clusters Score: Raw -62571.767825 + Penalty 1035.664466 = -61536.103359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.810000 sec): 3 clusters Score: Raw -62450.653172 + Penalty 2071.328932 = -60379.324240 nChanged 150 SP:Iteration 1F (2140.010000 sec): 3 clusters Score: Raw -62633.663787 + Penalty 2071.328932 = -60562.334855 nChanged 34 SP:Iteration 2F (2140.220000 sec): 3 clusters Score: Raw -62676.629721 + Penalty 2071.328932 = -60605.300789 nChanged 14 SP:Iteration 3Q (2140.420000 sec): 3 clusters Score: Raw -62693.626903 + Penalty 2071.328932 = -60622.297971 nChanged 7 SP:Iteration 4Q (2140.630000 sec): 3 clusters Score: Raw -62702.381918 + Penalty 2071.328932 = -60631.052986 nChanged 5 SP:Iteration 5Q (2140.810000 sec): 3 clusters Score: Raw -62705.934851 + Penalty 2071.328932 = -60634.605920 nChanged 1 SP:Iteration 6Q (2141.040000 sec): 3 clusters Score: Raw -62707.108634 + Penalty 2071.328932 = -60635.779702 nChanged 2 SP:Iteration 7Q (2141.270000 sec): 3 clusters Score: Raw -62710.682404 + Penalty 2071.328932 = -60639.353472 nChanged 0 SP:Iteration 8F (2141.450000 sec): 3 clusters Score: Raw -62710.682404 + Penalty 2071.328932 = -60639.353472 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 10 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2141.600000 sec): 2 clusters Score: Raw -7822.848070 + Penalty 703.744168 = -7119.103902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2141.760000 sec): 3 clusters Score: Raw -8055.772580 + Penalty 1407.488336 = -6648.284245 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 11 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2141.890000 sec): 2 clusters Score: Raw -31420.939050 + Penalty 921.355650 = -30499.583400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.120000 sec): 3 clusters Score: Raw -31464.339462 + Penalty 1842.711300 = -29621.628162 nChanged 44 SP:Iteration 1F (2142.330000 sec): 3 clusters Score: Raw -31557.016210 + Penalty 1842.711300 = -29714.304910 nChanged 7 SP:Iteration 2Q (2142.520000 sec): 3 clusters Score: Raw -31575.491561 + Penalty 1842.711300 = -29732.780261 nChanged 5 SP:Iteration 3Q (2142.710000 sec): 3 clusters Score: Raw -31588.653534 + Penalty 1842.711300 = -29745.942234 nChanged 1 SP:Iteration 4Q (2142.940000 sec): 3 clusters Score: Raw -31592.974074 + Penalty 1842.711300 = -29750.262774 nChanged 1 SP:Iteration 5Q (2143.090000 sec): 3 clusters Score: Raw -31596.718043 + Penalty 1842.711300 = -29754.006743 nChanged 2 SP:Iteration 6Q (2143.280000 sec): 3 clusters Score: Raw -31603.161372 + Penalty 1842.711300 = -29760.450072 nChanged 0 SP:Iteration 7F (2143.460000 sec): 3 clusters Score: Raw -31603.161372 + Penalty 1842.711300 = -29760.450072 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 13 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2143.570000 sec): 2 clusters Score: Raw -87669.614911 + Penalty 1083.380479 = -86586.234432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2143.780000 sec): 3 clusters Score: Raw -87441.209941 + Penalty 2166.760958 = -85274.448983 nChanged 208 SP:Iteration 1F (2144.000000 sec): 3 clusters Score: Raw -87628.637936 + Penalty 2166.760958 = -85461.876979 nChanged 46 SP:Iteration 2F (2144.250000 sec): 3 clusters Score: Raw -87690.923075 + Penalty 2166.760958 = -85524.162118 nChanged 27 SP:Iteration 3Q (2144.470000 sec): 3 clusters Score: Raw -87723.688691 + Penalty 2166.760958 = -85556.927734 nChanged 20 SP:Iteration 4Q (2144.670000 sec): 3 clusters Score: Raw -87763.600430 + Penalty 2166.760958 = -85596.839473 nChanged 22 SP:Iteration 5Q (2144.890000 sec): 3 clusters Score: Raw -87833.925463 + Penalty 2166.760958 = -85667.164505 nChanged 33 SP:Iteration 6Q (2145.070000 sec): 3 clusters Score: Raw -87920.427820 + Penalty 2166.760958 = -85753.666862 nChanged 30 SP:Iteration 7Q (2145.260000 sec): 3 clusters Score: Raw -87988.642530 + Penalty 2166.760958 = -85821.881572 nChanged 29 SP:Iteration 8Q (2145.460000 sec): 3 clusters Score: Raw -88037.718163 + Penalty 2166.760958 = -85870.957206 nChanged 30 SP:Iteration 9Q (2145.660000 sec): 3 clusters Score: Raw -88082.483211 + Penalty 2166.760958 = -85915.722253 nChanged 21 SP:Iteration 10Q (2145.820000 sec): 3 clusters Score: Raw -88112.377018 + Penalty 2166.760958 = -85945.616060 nChanged 14 SP:Iteration 11Q (2145.990000 sec): 3 clusters Score: Raw -88130.790178 + Penalty 2166.760958 = -85964.029221 nChanged 11 SP:Iteration 12Q (2146.190000 sec): 3 clusters Score: Raw -88143.030560 + Penalty 2166.760958 = -85976.269602 nChanged 12 SP:Iteration 13Q (2146.410000 sec): 3 clusters Score: Raw -88167.847303 + Penalty 2166.760958 = -86001.086345 nChanged 13 SP:Iteration 14Q (2146.600000 sec): 3 clusters Score: Raw -88187.770491 + Penalty 2166.760958 = -86021.009533 nChanged 8 SP:Iteration 15Q (2146.760000 sec): 3 clusters Score: Raw -88198.996217 + Penalty 2166.760958 = -86032.235260 nChanged 6 SP:Iteration 16Q (2146.960000 sec): 3 clusters Score: Raw -88208.444758 + Penalty 2166.760958 = -86041.683800 nChanged 5 SP:Iteration 17Q (2147.120000 sec): 3 clusters Score: Raw -88213.120413 + Penalty 2166.760958 = -86046.359456 nChanged 2 SP:Iteration 18Q (2147.300000 sec): 3 clusters Score: Raw -88215.369010 + Penalty 2166.760958 = -86048.608053 nChanged 1 SP:Iteration 19Q (2147.460000 sec): 3 clusters Score: Raw -88215.724800 + Penalty 2166.760958 = -86048.963842 nChanged 1 SP:Iteration 20F (2147.660000 sec): 3 clusters Score: Raw -88216.168820 + Penalty 2166.760958 = -86049.407862 nChanged 1 SP:Iteration 21Q (2147.820000 sec): 3 clusters Score: Raw -88218.155183 + Penalty 2166.760958 = -86051.394225 nChanged 2 SP:Iteration 22Q (2147.980000 sec): 3 clusters Score: Raw -88219.992074 + Penalty 2166.760958 = -86053.231116 nChanged 0 SP:Iteration 23F (2148.180000 sec): 3 clusters Score: Raw -88219.992074 + Penalty 2166.760958 = -86053.231116 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 14 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2148.260000 sec): 2 clusters Score: Raw -28551.265415 + Penalty 905.475030 = -27645.790385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2148.420000 sec): 3 clusters Score: Raw -28610.638849 + Penalty 1810.950060 = -26799.688788 nChanged 41 SP:Iteration 1F (2148.610000 sec): 3 clusters Score: Raw -28711.704894 + Penalty 1810.950060 = -26900.754834 nChanged 9 SP:Iteration 2Q (2148.800000 sec): 3 clusters Score: Raw -28725.554146 + Penalty 1810.950060 = -26914.604086 nChanged 1 SP:Iteration 3Q (2149.030000 sec): 3 clusters Score: Raw -28728.786748 + Penalty 1810.950060 = -26917.836688 nChanged 0 SP:Iteration 4F (2149.190000 sec): 3 clusters Score: Raw -28728.786748 + Penalty 1810.950060 = -26917.836688 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 15 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2149.290000 sec): 2 clusters Score: Raw -42256.651937 + Penalty 983.846394 = -41272.805544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2149.490000 sec): 3 clusters Score: Raw -42381.756439 + Penalty 1967.692788 = -40414.063652 nChanged 103 SP:Iteration 1F (2149.700000 sec): 3 clusters Score: Raw -42713.506351 + Penalty 1967.692788 = -40745.813564 nChanged 32 SP:Iteration 2F (2149.870000 sec): 3 clusters Score: Raw -42825.297595 + Penalty 1967.692788 = -40857.604807 nChanged 17 SP:Iteration 3Q (2150.060000 sec): 3 clusters Score: Raw -42893.074807 + Penalty 1967.692788 = -40925.382019 nChanged 6 SP:Iteration 4Q (2150.220000 sec): 3 clusters Score: Raw -42916.532843 + Penalty 1967.692788 = -40948.840055 nChanged 2 SP:Iteration 5Q (2150.340000 sec): 3 clusters Score: Raw -42924.349001 + Penalty 1967.692788 = -40956.656213 nChanged 2 SP:Iteration 6Q (2150.510000 sec): 3 clusters Score: Raw -42930.808093 + Penalty 1967.692788 = -40963.115306 nChanged 1 SP:Iteration 7Q (2150.680000 sec): 3 clusters Score: Raw -42932.126741 + Penalty 1967.692788 = -40964.433954 nChanged 0 SP:Iteration 8F (2150.870000 sec): 3 clusters Score: Raw -42932.126741 + Penalty 1967.692788 = -40964.433954 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 16 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2150.970000 sec): 2 clusters Score: Raw -21474.867420 + Penalty 891.952381 = -20582.915040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2151.200000 sec): 3 clusters Score: Raw -21669.644175 + Penalty 1783.904761 = -19885.739414 nChanged 54 SP:Iteration 1F (2151.410000 sec): 3 clusters Score: Raw -21848.784668 + Penalty 1783.904761 = -20064.879907 nChanged 19 SP:Iteration 2F (2151.580000 sec): 3 clusters Score: Raw -21960.933335 + Penalty 1783.904761 = -20177.028574 nChanged 9 SP:Iteration 3Q (2151.770000 sec): 3 clusters Score: Raw -22015.023649 + Penalty 1783.904761 = -20231.118888 nChanged 12 SP:Iteration 4Q (2151.940000 sec): 3 clusters Score: Raw -22087.270209 + Penalty 1783.904761 = -20303.365448 nChanged 8 SP:Iteration 5Q (2152.130000 sec): 3 clusters Score: Raw -22138.993695 + Penalty 1783.904761 = -20355.088934 nChanged 6 SP:Iteration 6Q (2152.310000 sec): 3 clusters Score: Raw -22169.641585 + Penalty 1783.904761 = -20385.736824 nChanged 8 SP:Iteration 7Q (2152.480000 sec): 3 clusters Score: Raw -22210.963631 + Penalty 1783.904761 = -20427.058870 nChanged 2 SP:Iteration 8Q (2152.660000 sec): 3 clusters Score: Raw -22221.555499 + Penalty 1783.904761 = -20437.650738 nChanged 1 SP:Iteration 9Q (2152.860000 sec): 3 clusters Score: Raw -22225.801286 + Penalty 1783.904761 = -20441.896525 nChanged 0 SP:Iteration 10F (2153.030000 sec): 3 clusters Score: Raw -22225.801286 + Penalty 1783.904761 = -20441.896525 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 18 (1597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.110000 sec): 2 clusters Score: Raw -168634.578054 + Penalty 1198.580849 = -167435.997205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.330000 sec): 3 clusters Score: Raw -168055.850332 + Penalty 2397.161698 = -165658.688634 nChanged 556 SP:Iteration 1F (2153.530000 sec): 3 clusters Score: Raw -168671.974109 + Penalty 2397.161698 = -166274.812411 nChanged 158 SP:Iteration 2F (2153.710000 sec): 3 clusters Score: Raw -168947.846555 + Penalty 2397.161698 = -166550.684856 nChanged 117 SP:Iteration 3F (2153.960000 sec): 3 clusters Score: Raw -169094.361117 + Penalty 2397.161698 = -166697.199419 nChanged 79 SP:Iteration 4Q (2154.140000 sec): 3 clusters Score: Raw -169162.730030 + Penalty 2397.161698 = -166765.568331 nChanged 53 SP:Iteration 5Q (2154.380000 sec): 3 clusters Score: Raw -169218.300348 + Penalty 2397.161698 = -166821.138650 nChanged 39 SP:Iteration 6Q (2154.580000 sec): 3 clusters Score: Raw -169261.654742 + Penalty 2397.161698 = -166864.493044 nChanged 31 SP:Iteration 7Q (2154.770000 sec): 3 clusters Score: Raw -169293.370802 + Penalty 2397.161698 = -166896.209104 nChanged 20 SP:Iteration 8Q (2154.940000 sec): 3 clusters Score: Raw -169312.979259 + Penalty 2397.161698 = -166915.817561 nChanged 20 SP:Iteration 9Q (2155.130000 sec): 3 clusters Score: Raw -169331.338724 + Penalty 2397.161698 = -166934.177025 nChanged 14 SP:Iteration 10Q (2155.280000 sec): 3 clusters Score: Raw -169343.792467 + Penalty 2397.161698 = -166946.630769 nChanged 11 SP:Iteration 11Q (2155.430000 sec): 3 clusters Score: Raw -169356.891522 + Penalty 2397.161698 = -166959.729824 nChanged 12 SP:Iteration 12Q (2155.650000 sec): 3 clusters Score: Raw -169370.919628 + Penalty 2397.161698 = -166973.757930 nChanged 18 SP:Iteration 13Q (2155.840000 sec): 3 clusters Score: Raw -169387.676411 + Penalty 2397.161698 = -166990.514713 nChanged 13 SP:Iteration 14Q (2156.070000 sec): 3 clusters Score: Raw -169396.819480 + Penalty 2397.161698 = -166999.657782 nChanged 12 SP:Iteration 15Q (2156.340000 sec): 3 clusters Score: Raw -169405.635105 + Penalty 2397.161698 = -167008.473407 nChanged 2 SP:Iteration 16Q (2156.620000 sec): 3 clusters Score: Raw -169406.616084 + Penalty 2397.161698 = -167009.454386 nChanged 4 SP:Iteration 17Q (2156.790000 sec): 3 clusters Score: Raw -169409.280537 + Penalty 2397.161698 = -167012.118839 nChanged 2 SP:Iteration 18Q (2157.050000 sec): 3 clusters Score: Raw -169410.581538 + Penalty 2397.161698 = -167013.419840 nChanged 2 SP:Iteration 19Q (2157.220000 sec): 3 clusters Score: Raw -169412.204947 + Penalty 2397.161698 = -167015.043248 nChanged 5 SP:Iteration 20F (2157.410000 sec): 3 clusters Score: Raw -169417.437654 + Penalty 2397.161698 = -167020.275956 nChanged 6 SP:Iteration 21Q (2157.660000 sec): 3 clusters Score: Raw -169423.225321 + Penalty 2397.161698 = -167026.063623 nChanged 7 SP:Iteration 22Q (2157.830000 sec): 3 clusters Score: Raw -169429.794535 + Penalty 2397.161698 = -167032.632837 nChanged 7 SP:Iteration 23Q (2157.980000 sec): 3 clusters Score: Raw -169436.990071 + Penalty 2397.161698 = -167039.828373 nChanged 6 SP:Iteration 24Q (2158.230000 sec): 3 clusters Score: Raw -169440.450565 + Penalty 2397.161698 = -167043.288867 nChanged 2 SP:Iteration 25Q (2158.370000 sec): 3 clusters Score: Raw -169441.394494 + Penalty 2397.161698 = -167044.232796 nChanged 2 SP:Iteration 26Q (2158.560000 sec): 3 clusters Score: Raw -169444.330408 + Penalty 2397.161698 = -167047.168709 nChanged 1 SP:Iteration 27Q (2158.830000 sec): 3 clusters Score: Raw -169445.872218 + Penalty 2397.161698 = -167048.710520 nChanged 0 SP:Iteration 28F (2159.020000 sec): 3 clusters Score: Raw -169445.872218 + Penalty 2397.161698 = -167048.710520 nChanged 0 Memory request: 0.00 GB would take us to total of 3.01 GB. Trying to split cluster 19 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2159.140000 sec): 2 clusters Score: Raw -146222.801374 + Penalty 1171.517792 = -145051.283583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2159.390000 sec): 3 clusters Score: Raw -145734.664305 + Penalty 2343.035583 = -143391.628722 nChanged 439 SP:Iteration 1F (2159.610000 sec): 3 clusters Score: Raw -146103.738568 + Penalty 2343.035583 = -143760.702985 nChanged 116 SP:Iteration 2F (2159.770000 sec): 3 clusters Score: Raw -146224.058668 + Penalty 2343.035583 = -143881.023084 nChanged 65 SP:Iteration 3Q (2159.950000 sec): 3 clusters Score: Raw -146301.408511 + Penalty 2343.035583 = -143958.372928 nChanged 56 SP:Iteration 4Q (2160.110000 sec): 3 clusters Score: Raw -146368.475683 + Penalty 2343.035583 = -144025.440100 nChanged 34 SP:Iteration 5Q (2160.340000 sec): 3 clusters Score: Raw -146398.708841 + Penalty 2343.035583 = -144055.673258 nChanged 26 SP:Iteration 6Q (2160.510000 sec): 3 clusters Score: Raw -146424.406080 + Penalty 2343.035583 = -144081.370496 nChanged 18 SP:Iteration 7Q (2160.680000 sec): 3 clusters Score: Raw -146438.708693 + Penalty 2343.035583 = -144095.673110 nChanged 17 SP:Iteration 8Q (2160.890000 sec): 3 clusters Score: Raw -146454.587127 + Penalty 2343.035583 = -144111.551544 nChanged 13 SP:Iteration 9Q (2161.090000 sec): 3 clusters Score: Raw -146466.289809 + Penalty 2343.035583 = -144123.254226 nChanged 13 SP:Iteration 10Q (2161.280000 sec): 3 clusters Score: Raw -146473.885858 + Penalty 2343.035583 = -144130.850275 nChanged 11 SP:Iteration 11Q (2161.500000 sec): 3 clusters Score: Raw -146483.522715 + Penalty 2343.035583 = -144140.487131 nChanged 6 SP:Iteration 12Q (2161.700000 sec): 3 clusters Score: Raw -146488.098875 + Penalty 2343.035583 = -144145.063292 nChanged 5 SP:Iteration 13Q (2161.880000 sec): 3 clusters Score: Raw -146492.227913 + Penalty 2343.035583 = -144149.192330 nChanged 5 SP:Iteration 14Q (2162.040000 sec): 3 clusters Score: Raw -146495.940951 + Penalty 2343.035583 = -144152.905368 nChanged 5 SP:Iteration 15Q (2162.210000 sec): 3 clusters Score: Raw -146500.683211 + Penalty 2343.035583 = -144157.647628 nChanged 5 SP:Iteration 16Q (2162.360000 sec): 3 clusters Score: Raw -146506.043217 + Penalty 2343.035583 = -144163.007634 nChanged 5 SP:Iteration 17Q (2162.570000 sec): 3 clusters Score: Raw -146509.410793 + Penalty 2343.035583 = -144166.375209 nChanged 3 SP:Iteration 18Q (2162.760000 sec): 3 clusters Score: Raw -146511.298057 + Penalty 2343.035583 = -144168.262473 nChanged 3 SP:Iteration 19Q (2162.960000 sec): 3 clusters Score: Raw -146512.984208 + Penalty 2343.035583 = -144169.948624 nChanged 4 SP:Iteration 20F (2163.120000 sec): 3 clusters Score: Raw -146514.968343 + Penalty 2343.035583 = -144171.932759 nChanged 4 SP:Iteration 21Q (2163.280000 sec): 3 clusters Score: Raw -146517.028042 + Penalty 2343.035583 = -144173.992458 nChanged 3 SP:Iteration 22Q (2163.450000 sec): 3 clusters Score: Raw -146519.872746 + Penalty 2343.035583 = -144176.837162 nChanged 3 SP:Iteration 23Q (2163.630000 sec): 3 clusters Score: Raw -146523.226964 + Penalty 2343.035583 = -144180.191381 nChanged 3 SP:Iteration 24Q (2163.830000 sec): 3 clusters Score: Raw -146524.635606 + Penalty 2343.035583 = -144181.600022 nChanged 1 SP:Iteration 25Q (2164.070000 sec): 3 clusters Score: Raw -146525.793240 + Penalty 2343.035583 = -144182.757657 nChanged 1 SP:Iteration 26Q (2164.250000 sec): 3 clusters Score: Raw -146526.569619 + Penalty 2343.035583 = -144183.534036 nChanged 1 SP:Iteration 27Q (2164.440000 sec): 3 clusters Score: Raw -146528.407962 + Penalty 2343.035583 = -144185.372379 nChanged 2 SP:Iteration 28Q (2164.670000 sec): 3 clusters Score: Raw -146529.704709 + Penalty 2343.035583 = -144186.669126 nChanged 1 SP:Iteration 29Q (2164.920000 sec): 3 clusters Score: Raw -146530.349339 + Penalty 2343.035583 = -144187.313755 nChanged 0 SP:Iteration 30F (2165.060000 sec): 3 clusters Score: Raw -146530.349339 + Penalty 2343.035583 = -144187.313755 nChanged 0 ------ Evaluating fit on full set of 1226727 points ------ Score: Raw -137085755.188247 + Penalty 38729.863816 = -137047025.324430 Time taken for this iteration:2174.090000 seconds. 20->18 Clusters: Score -137047025.324430, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.74 GB would take us to total of 2.94 GB. ------ Running on subset of 408909 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 4 (4586 points): Lose 745.387613 but Gain 2099.702786 Iteration 0F (2217.980000 sec): 20 clusters Score: Raw -43300568.917412 + Penalty 39894.352942 = -43260674.564470 nChanged 387514 Deleting Class 13 (682 points): Lose 1802.284406 but Gain 2099.702786 Iteration 1F (2232.740000 sec): 19 clusters Score: Raw -45101202.736269 + Penalty 37794.650155 = -45063408.086114 nChanged 142293 Iteration 2F (2246.720000 sec): 19 clusters Score: Raw -45309581.079446 + Penalty 37794.650155 = -45271786.429291 nChanged 86324 Deleting Class 9 (960 points): Lose 995.530123 but Gain 2099.702786 Iteration 3F (2259.800000 sec): 18 clusters Score: Raw -45416281.535673 + Penalty 35694.947369 = -45380586.588304 nChanged 68697 Deleting Class 8 (1081 points): Lose 962.591720 but Gain 2099.702786 Iteration 4F (2272.900000 sec): 17 clusters Score: Raw -45487870.588152 + Penalty 33595.244583 = -45454275.343569 nChanged 57924 Deleting Class 19 (675 points): Lose 637.110538 but Gain 2099.702786 Iteration 5F (2284.920000 sec): 16 clusters Score: Raw -45545335.567260 + Penalty 31495.541796 = -45513840.025464 nChanged 47616 Deleting Class 20 (323 points): Lose 413.707796 but Gain 2099.702786 Iteration 6F (2294.640000 sec): 15 clusters Score: Raw -45592478.034236 + Penalty 29395.839010 = -45563082.195226 nChanged 33724 Deleting Class 1 (243 points): Lose 371.262988 but Gain 2099.702786 Iteration 7F (2305.170000 sec): 14 clusters Score: Raw -45625358.564179 + Penalty 27296.136223 = -45598062.427955 nChanged 20117 Deleting Class 10 (188 points): Lose 1916.270856 but Gain 2099.702786 Iteration 8Q (2314.010000 sec): 13 clusters Score: Raw -45641506.840719 + Penalty 25196.433437 = -45616310.407282 nChanged 11080 Iteration 9Q (2320.330000 sec): 13 clusters Score: Raw -45650484.315509 + Penalty 25196.433437 = -45625287.882072 nChanged 6225 Iteration 10Q (2326.360000 sec): 13 clusters Score: Raw -45654655.072164 + Penalty 25196.433437 = -45629458.638727 nChanged 3895 Deleting Class 17 (1957 points): Lose 2065.945588 but Gain 2099.702786 Iteration 11Q (2333.150000 sec): 12 clusters Score: Raw -45654654.199464 + Penalty 23096.730651 = -45631557.468813 nChanged 4698 Iteration 12Q (2338.690000 sec): 12 clusters Score: Raw -45658283.519883 + Penalty 23096.730651 = -45635186.789232 nChanged 1850 Iteration 13Q (2345.490000 sec): 12 clusters Score: Raw -45658821.821678 + Penalty 23096.730651 = -45635725.091027 nChanged 1472 Iteration 14Q (2350.820000 sec): 12 clusters Score: Raw -45659211.780675 + Penalty 23096.730651 = -45636115.050025 nChanged 1301 Deleting Class 6 (1501 points): Lose 2080.687871 but Gain 2099.702786 Iteration 15Q (2356.020000 sec): 11 clusters Score: Raw -45657465.672034 + Penalty 20997.027864 = -45636468.644170 nChanged 2595 Iteration 16Q (2360.720000 sec): 11 clusters Score: Raw -45659565.131721 + Penalty 20997.027864 = -45638568.103857 nChanged 1213 Iteration 17Q (2365.880000 sec): 11 clusters Score: Raw -45659805.686211 + Penalty 20997.027864 = -45638808.658347 nChanged 908 Iteration 18Q (2370.420000 sec): 11 clusters Score: Raw -45659977.661299 + Penalty 20997.027864 = -45638980.633435 nChanged 699 Iteration 19Q (2376.900000 sec): 11 clusters Score: Raw -45660104.977478 + Penalty 20997.027864 = -45639107.949614 nChanged 582 Writing temp clu file Because OldScore, -45638980.633435, is greater than current (better) Score,-45639107.949614 Compute initial score before splitting: Score: Raw -45660104.977478 + Penalty 20997.027864 = -45639107.949614 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 2 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.140000 sec): 2 clusters Score: Raw -18487.384258 + Penalty 848.307822 = -17639.076436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.340000 sec): 3 clusters Score: Raw -18641.683281 + Penalty 1696.615643 = -16945.067638 nChanged 23 SP:Iteration 1F (2377.520000 sec): 3 clusters Score: Raw -18727.317686 + Penalty 1696.615643 = -17030.702043 nChanged 4 SP:Iteration 2Q (2377.700000 sec): 3 clusters Score: Raw -18743.312283 + Penalty 1696.615643 = -17046.696639 nChanged 2 SP:Iteration 3Q (2377.900000 sec): 3 clusters Score: Raw -18752.245449 + Penalty 1696.615643 = -17055.629806 nChanged 3 SP:Iteration 4Q (2378.090000 sec): 3 clusters Score: Raw -18771.116854 + Penalty 1696.615643 = -17074.501211 nChanged 2 SP:Iteration 5Q (2378.300000 sec): 3 clusters Score: Raw -18781.084371 + Penalty 1696.615643 = -17084.468728 nChanged 0 SP:Iteration 6F (2378.480000 sec): 3 clusters Score: Raw -18781.084371 + Penalty 1696.615643 = -17084.468728 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 3 (2135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2378.570000 sec): 2 clusters Score: Raw -214708.784270 + Penalty 1245.761063 = -213463.023207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2378.770000 sec): 3 clusters Score: Raw -213810.992237 + Penalty 2491.522126 = -211319.470111 nChanged 807 SP:Iteration 1F (2378.990000 sec): 3 clusters Score: Raw -214746.273168 + Penalty 2491.522126 = -212254.751042 nChanged 285 SP:Iteration 2F (2379.180000 sec): 3 clusters Score: Raw -215408.218813 + Penalty 2491.522126 = -212916.696687 nChanged 255 SP:Iteration 3F (2379.360000 sec): 3 clusters Score: Raw -216075.618701 + Penalty 2491.522126 = -213584.096575 nChanged 230 SP:Iteration 4F (2379.560000 sec): 3 clusters Score: Raw -216751.096466 + Penalty 2491.522126 = -214259.574340 nChanged 177 SP:Iteration 5F (2379.800000 sec): 3 clusters Score: Raw -217415.101567 + Penalty 2491.522126 = -214923.579441 nChanged 89 SP:Iteration 6Q (2380.000000 sec): 3 clusters Score: Raw -218300.566618 + Penalty 2491.522126 = -215809.044492 nChanged 52 SP:Iteration 7Q (2380.210000 sec): 3 clusters Score: Raw -219324.725173 + Penalty 2491.522126 = -216833.203047 nChanged 29 SP:Iteration 8Q (2380.390000 sec): 3 clusters Score: Raw -220327.849063 + Penalty 2491.522126 = -217836.326937 nChanged 13 SP:Iteration 9Q (2380.630000 sec): 3 clusters Score: Raw -220708.386959 + Penalty 2491.522126 = -218216.864833 nChanged 3 SP:Iteration 10Q (2380.820000 sec): 3 clusters Score: Raw -220739.920213 + Penalty 2491.522126 = -218248.398087 nChanged 2 SP:Iteration 11Q (2381.040000 sec): 3 clusters Score: Raw -220772.152974 + Penalty 2491.522126 = -218280.630848 nChanged 0 SP:Iteration 12F (2381.250000 sec): 3 clusters Score: Raw -220777.846629 + Penalty 2491.522126 = -218286.324503 nChanged 1 SP:Iteration 13Q (2381.470000 sec): 3 clusters Score: Raw -220825.172089 + Penalty 2491.522126 = -218333.649963 nChanged 3 SP:Iteration 14Q (2381.650000 sec): 3 clusters Score: Raw -220872.441460 + Penalty 2491.522126 = -218380.919334 nChanged 1 SP:Iteration 15Q (2381.850000 sec): 3 clusters Score: Raw -220876.918651 + Penalty 2491.522126 = -218385.396525 nChanged 0 SP:Iteration 16F (2382.050000 sec): 3 clusters Score: Raw -220876.918651 + Penalty 2491.522126 = -218385.396525 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 5 (53089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2382.560000 sec): 2 clusters Score: Raw -5858479.365722 + Penalty 1767.955317 = -5856711.410405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2382.960000 sec): 3 clusters Score: Raw -5824779.735147 + Penalty 3535.910635 = -5821243.824512 nChanged 24945 SP:Iteration 1F (2383.420000 sec): 3 clusters Score: Raw -5839069.679355 + Penalty 3535.910635 = -5835533.768721 nChanged 1966 SP:Iteration 2Q (2383.860000 sec): 3 clusters Score: Raw -5839643.192525 + Penalty 3535.910635 = -5836107.281891 nChanged 2017 SP:Iteration 3Q (2384.320000 sec): 3 clusters Score: Raw -5840359.259362 + Penalty 3535.910635 = -5836823.348727 nChanged 2275 SP:Iteration 4Q (2384.690000 sec): 3 clusters Score: Raw -5841277.834309 + Penalty 3535.910635 = -5837741.923674 nChanged 2500 SP:Iteration 5Q (2385.160000 sec): 3 clusters Score: Raw -5842468.071368 + Penalty 3535.910635 = -5838932.160734 nChanged 2837 SP:Iteration 6F (2385.570000 sec): 3 clusters Score: Raw -5844089.695416 + Penalty 3535.910635 = -5840553.784781 nChanged 3095 SP:Iteration 7F (2385.980000 sec): 3 clusters Score: Raw -5846262.824550 + Penalty 3535.910635 = -5842726.913916 nChanged 3304 SP:Iteration 8F (2386.420000 sec): 3 clusters Score: Raw -5848907.363380 + Penalty 3535.910635 = -5845371.452746 nChanged 3114 SP:Iteration 9F (2386.920000 sec): 3 clusters Score: Raw -5851550.554291 + Penalty 3535.910635 = -5848014.643656 nChanged 2501 SP:Iteration 10Q (2387.390000 sec): 3 clusters Score: Raw -5853680.146480 + Penalty 3535.910635 = -5850144.235846 nChanged 1905 SP:Iteration 11Q (2387.840000 sec): 3 clusters Score: Raw -5855140.963766 + Penalty 3535.910635 = -5851605.053131 nChanged 1390 SP:Iteration 12Q (2388.280000 sec): 3 clusters Score: Raw -5856087.282980 + Penalty 3535.910635 = -5852551.372345 nChanged 1029 SP:Iteration 13Q (2388.670000 sec): 3 clusters Score: Raw -5856733.598046 + Penalty 3535.910635 = -5853197.687411 nChanged 815 SP:Iteration 14Q (2389.150000 sec): 3 clusters Score: Raw -5857223.903985 + Penalty 3535.910635 = -5853687.993351 nChanged 646 SP:Iteration 15Q (2389.570000 sec): 3 clusters Score: Raw -5857586.746356 + Penalty 3535.910635 = -5854050.835721 nChanged 533 SP:Iteration 16Q (2390.000000 sec): 3 clusters Score: Raw -5857846.546223 + Penalty 3535.910635 = -5854310.635588 nChanged 437 SP:Iteration 17Q (2390.430000 sec): 3 clusters Score: Raw -5858044.691263 + Penalty 3535.910635 = -5854508.780628 nChanged 342 SP:Iteration 18Q (2390.850000 sec): 3 clusters Score: Raw -5858194.385453 + Penalty 3535.910635 = -5854658.474818 nChanged 272 SP:Iteration 19Q (2391.270000 sec): 3 clusters Score: Raw -5858308.820669 + Penalty 3535.910635 = -5854772.910035 nChanged 220 SP:Iteration 20F (2391.750000 sec): 3 clusters Score: Raw -5858388.030965 + Penalty 3535.910635 = -5854852.120331 nChanged 167 SP:Iteration 21Q (2392.150000 sec): 3 clusters Score: Raw -5858449.869554 + Penalty 3535.910635 = -5854913.958920 nChanged 131 SP:Iteration 22Q (2392.550000 sec): 3 clusters Score: Raw -5858496.099039 + Penalty 3535.910635 = -5854960.188404 nChanged 124 SP:Iteration 23Q (2392.950000 sec): 3 clusters Score: Raw -5858536.809236 + Penalty 3535.910635 = -5855000.898602 nChanged 107 SP:Iteration 24Q (2393.370000 sec): 3 clusters Score: Raw -5858577.443839 + Penalty 3535.910635 = -5855041.533205 nChanged 107 SP:Iteration 25Q (2393.780000 sec): 3 clusters Score: Raw -5858616.942233 + Penalty 3535.910635 = -5855081.031599 nChanged 91 SP:Iteration 26Q (2394.190000 sec): 3 clusters Score: Raw -5858648.265752 + Penalty 3535.910635 = -5855112.355117 nChanged 73 SP:Iteration 27Q (2394.580000 sec): 3 clusters Score: Raw -5858671.322363 + Penalty 3535.910635 = -5855135.411729 nChanged 52 SP:Iteration 28Q (2394.950000 sec): 3 clusters Score: Raw -5858684.970620 + Penalty 3535.910635 = -5855149.059985 nChanged 37 SP:Iteration 29Q (2395.380000 sec): 3 clusters Score: Raw -5858696.632073 + Penalty 3535.910635 = -5855160.721438 nChanged 28 SP:Iteration 30Q (2395.820000 sec): 3 clusters Score: Raw -5858704.697902 + Penalty 3535.910635 = -5855168.787268 nChanged 34 SP:Iteration 31Q (2396.210000 sec): 3 clusters Score: Raw -5858715.593408 + Penalty 3535.910635 = -5855179.682773 nChanged 32 SP:Iteration 32Q (2396.620000 sec): 3 clusters Score: Raw -5858726.423895 + Penalty 3535.910635 = -5855190.513261 nChanged 33 SP:Iteration 33Q (2397.040000 sec): 3 clusters Score: Raw -5858736.239234 + Penalty 3535.910635 = -5855200.328599 nChanged 29 SP:Iteration 34Q (2397.460000 sec): 3 clusters Score: Raw -5858745.499458 + Penalty 3535.910635 = -5855209.588823 nChanged 27 SP:Iteration 35Q (2397.870000 sec): 3 clusters Score: Raw -5858753.090937 + Penalty 3535.910635 = -5855217.180302 nChanged 27 SP:Iteration 36Q (2398.260000 sec): 3 clusters Score: Raw -5858761.976337 + Penalty 3535.910635 = -5855226.065703 nChanged 28 SP:Iteration 37Q (2398.710000 sec): 3 clusters Score: Raw -5858771.890966 + Penalty 3535.910635 = -5855235.980332 nChanged 18 SP:Iteration 38Q (2399.090000 sec): 3 clusters Score: Raw -5858776.215428 + Penalty 3535.910635 = -5855240.304794 nChanged 19 SP:Iteration 39Q (2399.410000 sec): 3 clusters Score: Raw -5858782.768197 + Penalty 3535.910635 = -5855246.857562 nChanged 16 SP:Iteration 40F (2399.830000 sec): 3 clusters Score: Raw -5858786.873339 + Penalty 3535.910635 = -5855250.962705 nChanged 16 SP:Iteration 41Q (2400.200000 sec): 3 clusters Score: Raw -5858790.520078 + Penalty 3535.910635 = -5855254.609444 nChanged 12 SP:Iteration 42Q (2400.540000 sec): 3 clusters Score: Raw -5858793.834289 + Penalty 3535.910635 = -5855257.923655 nChanged 13 SP:Iteration 43Q (2400.910000 sec): 3 clusters Score: Raw -5858797.357009 + Penalty 3535.910635 = -5855261.446374 nChanged 16 SP:Iteration 44Q (2401.250000 sec): 3 clusters Score: Raw -5858801.867556 + Penalty 3535.910635 = -5855265.956922 nChanged 20 SP:Iteration 45Q (2401.640000 sec): 3 clusters Score: Raw -5858808.200821 + Penalty 3535.910635 = -5855272.290187 nChanged 17 SP:Iteration 46Q (2401.980000 sec): 3 clusters Score: Raw -5858813.566974 + Penalty 3535.910635 = -5855277.656339 nChanged 15 SP:Iteration 47Q (2402.440000 sec): 3 clusters Score: Raw -5858819.041884 + Penalty 3535.910635 = -5855283.131250 nChanged 11 SP:Iteration 48Q (2402.950000 sec): 3 clusters Score: Raw -5858823.200197 + Penalty 3535.910635 = -5855287.289562 nChanged 12 SP:Iteration 49Q (2403.470000 sec): 3 clusters Score: Raw -5858826.077765 + Penalty 3535.910635 = -5855290.167131 nChanged 14 SP:Iteration 50Q (2403.880000 sec): 3 clusters Score: Raw -5858829.724126 + Penalty 3535.910635 = -5855293.813492 nChanged 13 SP:Iteration 51Q (2404.280000 sec): 3 clusters Score: Raw -5858832.849318 + Penalty 3535.910635 = -5855296.938684 nChanged 9 SP:Iteration 52Q (2404.670000 sec): 3 clusters Score: Raw -5858835.068223 + Penalty 3535.910635 = -5855299.157588 nChanged 7 SP:Iteration 53Q (2405.030000 sec): 3 clusters Score: Raw -5858836.787925 + Penalty 3535.910635 = -5855300.877290 nChanged 7 SP:Iteration 54Q (2405.410000 sec): 3 clusters Score: Raw -5858839.541918 + Penalty 3535.910635 = -5855303.631283 nChanged 4 SP:Iteration 55Q (2405.820000 sec): 3 clusters Score: Raw -5858841.502474 + Penalty 3535.910635 = -5855305.591840 nChanged 6 SP:Iteration 56Q (2406.220000 sec): 3 clusters Score: Raw -5858844.007787 + Penalty 3535.910635 = -5855308.097153 nChanged 8 SP:Iteration 57Q (2406.620000 sec): 3 clusters Score: Raw -5858847.052001 + Penalty 3535.910635 = -5855311.141367 nChanged 13 SP:Iteration 58Q (2407.000000 sec): 3 clusters Score: Raw -5858852.096539 + Penalty 3535.910635 = -5855316.185904 nChanged 17 SP:Iteration 59Q (2407.420000 sec): 3 clusters Score: Raw -5858857.215790 + Penalty 3535.910635 = -5855321.305155 nChanged 14 SP:Iteration 60F (2407.850000 sec): 3 clusters Score: Raw -5858861.422160 + Penalty 3535.910635 = -5855325.511526 nChanged 9 SP:Iteration 61Q (2408.200000 sec): 3 clusters Score: Raw -5858863.812694 + Penalty 3535.910635 = -5855327.902060 nChanged 3 SP:Iteration 62Q (2408.620000 sec): 3 clusters Score: Raw -5858864.331376 + Penalty 3535.910635 = -5855328.420742 nChanged 2 SP:Iteration 63Q (2409.000000 sec): 3 clusters Score: Raw -5858864.663339 + Penalty 3535.910635 = -5855328.752704 nChanged 0 SP:Iteration 64F (2409.450000 sec): 3 clusters Score: Raw -5858864.663339 + Penalty 3535.910635 = -5855328.752704 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 7 (342788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.560000 sec): 2 clusters Score: Raw -38662823.194144 + Penalty 2071.040962 = -38660752.153182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2413.420000 sec): 3 clusters Score: Raw -38433411.169435 + Penalty 4142.081924 = -38429269.087511 nChanged 167256 SP:Iteration 1F (2415.150000 sec): 3 clusters Score: Raw -38533889.029989 + Penalty 4142.081924 = -38529746.948064 nChanged 8843 SP:Iteration 2Q (2416.930000 sec): 3 clusters Score: Raw -38535526.457350 + Penalty 4142.081924 = -38531384.375426 nChanged 9458 SP:Iteration 3Q (2418.650000 sec): 3 clusters Score: Raw -38537492.989992 + Penalty 4142.081924 = -38533350.908068 nChanged 10162 SP:Iteration 4Q (2420.500000 sec): 3 clusters Score: Raw -38539828.647718 + Penalty 4142.081924 = -38535686.565794 nChanged 10868 SP:Iteration 5Q (2422.260000 sec): 3 clusters Score: Raw -38542655.824136 + Penalty 4142.081924 = -38538513.742212 nChanged 11785 SP:Iteration 6Q (2423.990000 sec): 3 clusters Score: Raw -38546231.249099 + Penalty 4142.081924 = -38542089.167175 nChanged 12702 SP:Iteration 7Q (2425.720000 sec): 3 clusters Score: Raw -38550968.606153 + Penalty 4142.081924 = -38546826.524229 nChanged 14308 SP:Iteration 8Q (2427.380000 sec): 3 clusters Score: Raw -38557864.412544 + Penalty 4142.081924 = -38553722.330619 nChanged 16893 SP:Iteration 9Q (2428.980000 sec): 3 clusters Score: Raw -38568345.790383 + Penalty 4142.081924 = -38564203.708459 nChanged 20250 SP:Iteration 10F (2430.570000 sec): 3 clusters Score: Raw -38583829.084171 + Penalty 4142.081924 = -38579687.002247 nChanged 23266 SP:Iteration 11F (2432.260000 sec): 3 clusters Score: Raw -38604877.048149 + Penalty 4142.081924 = -38600734.966224 nChanged 24543 SP:Iteration 12F (2433.940000 sec): 3 clusters Score: Raw -38629581.721312 + Penalty 4142.081924 = -38625439.639388 nChanged 22253 SP:Iteration 13F (2435.700000 sec): 3 clusters Score: Raw -38651591.895158 + Penalty 4142.081924 = -38647449.813234 nChanged 16830 SP:Iteration 14Q (2437.510000 sec): 3 clusters Score: Raw -38664785.092666 + Penalty 4142.081924 = -38660643.010741 nChanged 10818 SP:Iteration 15Q (2439.250000 sec): 3 clusters Score: Raw -38670569.967539 + Penalty 4142.081924 = -38666427.885615 nChanged 6423 SP:Iteration 16Q (2441.090000 sec): 3 clusters Score: Raw -38672914.642733 + Penalty 4142.081924 = -38668772.560809 nChanged 4090 SP:Iteration 17Q (2442.850000 sec): 3 clusters Score: Raw -38673991.279139 + Penalty 4142.081924 = -38669849.197215 nChanged 3017 SP:Iteration 18Q (2444.620000 sec): 3 clusters Score: Raw -38674605.839983 + Penalty 4142.081924 = -38670463.758058 nChanged 2369 SP:Iteration 19Q (2446.410000 sec): 3 clusters Score: Raw -38674993.932907 + Penalty 4142.081924 = -38670851.850983 nChanged 2013 SP:Iteration 20F (2448.100000 sec): 3 clusters Score: Raw -38675262.506231 + Penalty 4142.081924 = -38671120.424307 nChanged 1697 SP:Iteration 21Q (2449.760000 sec): 3 clusters Score: Raw -38675457.645674 + Penalty 4142.081924 = -38671315.563749 nChanged 1440 SP:Iteration 22Q (2451.360000 sec): 3 clusters Score: Raw -38675600.347387 + Penalty 4142.081924 = -38671458.265462 nChanged 1238 SP:Iteration 23Q (2453.140000 sec): 3 clusters Score: Raw -38675706.625134 + Penalty 4142.081924 = -38671564.543209 nChanged 1055 SP:Iteration 24Q (2454.690000 sec): 3 clusters Score: Raw -38675786.955503 + Penalty 4142.081924 = -38671644.873578 nChanged 923 SP:Iteration 25Q (2456.210000 sec): 3 clusters Score: Raw -38675848.733324 + Penalty 4142.081924 = -38671706.651400 nChanged 803 SP:Iteration 26Q (2457.820000 sec): 3 clusters Score: Raw -38675900.278684 + Penalty 4142.081924 = -38671758.196760 nChanged 757 SP:Iteration 27Q (2459.270000 sec): 3 clusters Score: Raw -38675944.644293 + Penalty 4142.081924 = -38671802.562369 nChanged 657 SP:Iteration 28Q (2461.020000 sec): 3 clusters Score: Raw -38675979.116002 + Penalty 4142.081924 = -38671837.034078 nChanged 606 SP:Iteration 29Q (2463.010000 sec): 3 clusters Score: Raw -38676009.530843 + Penalty 4142.081924 = -38671867.448919 nChanged 541 SP:Iteration 30Q (2464.850000 sec): 3 clusters Score: Raw -38676032.693488 + Penalty 4142.081924 = -38671890.611564 nChanged 434 SP:Iteration 31Q (2466.650000 sec): 3 clusters Score: Raw -38676049.249821 + Penalty 4142.081924 = -38671907.167897 nChanged 382 SP:Iteration 32Q (2469.100000 sec): 3 clusters Score: Raw -38676062.770930 + Penalty 4142.081924 = -38671920.689006 nChanged 358 SP:Iteration 33Q (2470.870000 sec): 3 clusters Score: Raw -38676074.397885 + Penalty 4142.081924 = -38671932.315961 nChanged 310 SP:Iteration 34Q (2472.850000 sec): 3 clusters Score: Raw -38676083.206171 + Penalty 4142.081924 = -38671941.124247 nChanged 283 SP:Iteration 35Q (2474.620000 sec): 3 clusters Score: Raw -38676090.449077 + Penalty 4142.081924 = -38671948.367153 nChanged 224 SP:Iteration 36Q (2476.530000 sec): 3 clusters Score: Raw -38676095.601537 + Penalty 4142.081924 = -38671953.519613 nChanged 217 SP:Iteration 37Q (2478.090000 sec): 3 clusters Score: Raw -38676100.897746 + Penalty 4142.081924 = -38671958.815822 nChanged 206 SP:Iteration 38Q (2479.640000 sec): 3 clusters Score: Raw -38676105.046029 + Penalty 4142.081924 = -38671962.964104 nChanged 186 SP:Iteration 39Q (2481.140000 sec): 3 clusters Score: Raw -38676108.696332 + Penalty 4142.081924 = -38671966.614408 nChanged 152 SP:Iteration 40F (2482.960000 sec): 3 clusters Score: Raw -38676111.450295 + Penalty 4142.081924 = -38671969.368371 nChanged 136 SP:Iteration 41Q (2484.550000 sec): 3 clusters Score: Raw -38676113.573355 + Penalty 4142.081924 = -38671971.491431 nChanged 113 SP:Iteration 42Q (2486.150000 sec): 3 clusters Score: Raw -38676115.320761 + Penalty 4142.081924 = -38671973.238837 nChanged 106 SP:Iteration 43Q (2487.770000 sec): 3 clusters Score: Raw -38676116.983567 + Penalty 4142.081924 = -38671974.901643 nChanged 101 SP:Iteration 44Q (2489.340000 sec): 3 clusters Score: Raw -38676118.363652 + Penalty 4142.081924 = -38671976.281728 nChanged 77 SP:Iteration 45Q (2490.920000 sec): 3 clusters Score: Raw -38676119.369723 + Penalty 4142.081924 = -38671977.287798 nChanged 76 SP:Iteration 46Q (2492.480000 sec): 3 clusters Score: Raw -38676120.477803 + Penalty 4142.081924 = -38671978.395878 nChanged 82 SP:Iteration 47Q (2494.000000 sec): 3 clusters Score: Raw -38676121.631258 + Penalty 4142.081924 = -38671979.549334 nChanged 75 SP:Iteration 48Q (2495.590000 sec): 3 clusters Score: Raw -38676122.796804 + Penalty 4142.081924 = -38671980.714880 nChanged 80 SP:Iteration 49Q (2497.250000 sec): 3 clusters Score: Raw -38676123.994501 + Penalty 4142.081924 = -38671981.912576 nChanged 70 SP:Iteration 50Q (2498.730000 sec): 3 clusters Score: Raw -38676124.879567 + Penalty 4142.081924 = -38671982.797643 nChanged 59 SP:Iteration 51Q (2500.290000 sec): 3 clusters Score: Raw -38676125.546000 + Penalty 4142.081924 = -38671983.464075 nChanged 38 SP:Iteration 52Q (2501.860000 sec): 3 clusters Score: Raw -38676125.904653 + Penalty 4142.081924 = -38671983.822728 nChanged 46 SP:Iteration 53Q (2503.490000 sec): 3 clusters Score: Raw -38676126.384359 + Penalty 4142.081924 = -38671984.302435 nChanged 41 SP:Iteration 54Q (2505.140000 sec): 3 clusters Score: Raw -38676126.832301 + Penalty 4142.081924 = -38671984.750377 nChanged 32 SP:Iteration 55Q (2506.670000 sec): 3 clusters Score: Raw -38676127.226215 + Penalty 4142.081924 = -38671985.144291 nChanged 27 SP:Iteration 56Q (2508.190000 sec): 3 clusters Score: Raw -38676127.503287 + Penalty 4142.081924 = -38671985.421363 nChanged 21 SP:Iteration 57Q (2509.760000 sec): 3 clusters Score: Raw -38676127.654499 + Penalty 4142.081924 = -38671985.572574 nChanged 17 SP:Iteration 58Q (2511.310000 sec): 3 clusters Score: Raw -38676127.814839 + Penalty 4142.081924 = -38671985.732915 nChanged 18 SP:Iteration 59Q (2512.730000 sec): 3 clusters Score: Raw -38676127.933342 + Penalty 4142.081924 = -38671985.851418 nChanged 15 SP:Iteration 60F (2514.290000 sec): 3 clusters Score: Raw -38676128.052267 + Penalty 4142.081924 = -38671985.970343 nChanged 20 SP:Iteration 61Q (2515.990000 sec): 3 clusters Score: Raw -38676128.255170 + Penalty 4142.081924 = -38671986.173245 nChanged 23 SP:Iteration 62Q (2517.610000 sec): 3 clusters Score: Raw -38676128.427219 + Penalty 4142.081924 = -38671986.345295 nChanged 17 SP:Iteration 63Q (2519.170000 sec): 3 clusters Score: Raw -38676128.522718 + Penalty 4142.081924 = -38671986.440793 nChanged 18 SP:Iteration 64Q (2520.910000 sec): 3 clusters Score: Raw -38676128.645133 + Penalty 4142.081924 = -38671986.563209 nChanged 18 SP:Iteration 65Q (2522.650000 sec): 3 clusters Score: Raw -38676128.745897 + Penalty 4142.081924 = -38671986.663973 nChanged 15 SP:Iteration 66Q (2524.130000 sec): 3 clusters Score: Raw -38676128.834767 + Penalty 4142.081924 = -38671986.752842 nChanged 10 SP:Iteration 67Q (2525.750000 sec): 3 clusters Score: Raw -38676128.897756 + Penalty 4142.081924 = -38671986.815831 nChanged 11 SP:Iteration 68Q (2527.450000 sec): 3 clusters Score: Raw -38676128.969221 + Penalty 4142.081924 = -38671986.887297 nChanged 10 SP:Iteration 69Q (2529.190000 sec): 3 clusters Score: Raw -38676129.035162 + Penalty 4142.081924 = -38671986.953238 nChanged 10 SP:Iteration 70Q (2530.980000 sec): 3 clusters Score: Raw -38676129.099726 + Penalty 4142.081924 = -38671987.017801 nChanged 8 SP:Iteration 71Q (2532.550000 sec): 3 clusters Score: Raw -38676129.143594 + Penalty 4142.081924 = -38671987.061670 nChanged 9 SP:Iteration 72Q (2534.050000 sec): 3 clusters Score: Raw -38676129.197625 + Penalty 4142.081924 = -38671987.115700 nChanged 11 SP:Iteration 73Q (2535.610000 sec): 3 clusters Score: Raw -38676129.276526 + Penalty 4142.081924 = -38671987.194602 nChanged 8 SP:Iteration 74Q (2537.300000 sec): 3 clusters Score: Raw -38676129.333282 + Penalty 4142.081924 = -38671987.251357 nChanged 12 SP:Iteration 75Q (2538.790000 sec): 3 clusters Score: Raw -38676129.467933 + Penalty 4142.081924 = -38671987.386009 nChanged 10 SP:Iteration 76Q (2540.530000 sec): 3 clusters Score: Raw -38676129.575091 + Penalty 4142.081924 = -38671987.493167 nChanged 22 SP:Iteration 77Q (2542.610000 sec): 3 clusters Score: Raw -38676129.765979 + Penalty 4142.081924 = -38671987.684054 nChanged 21 SP:Iteration 78Q (2544.180000 sec): 3 clusters Score: Raw -38676129.904879 + Penalty 4142.081924 = -38671987.822955 nChanged 13 SP:Iteration 79Q (2545.880000 sec): 3 clusters Score: Raw -38676130.004307 + Penalty 4142.081924 = -38671987.922383 nChanged 13 SP:Iteration 80F (2547.740000 sec): 3 clusters Score: Raw -38676130.107171 + Penalty 4142.081924 = -38671988.025247 nChanged 13 SP:Iteration 81Q (2549.500000 sec): 3 clusters Score: Raw -38676130.214655 + Penalty 4142.081924 = -38671988.132730 nChanged 13 SP:Iteration 82Q (2551.130000 sec): 3 clusters Score: Raw -38676130.302910 + Penalty 4142.081924 = -38671988.220985 nChanged 14 SP:Iteration 83Q (2552.630000 sec): 3 clusters Score: Raw -38676130.403778 + Penalty 4142.081924 = -38671988.321854 nChanged 13 SP:Iteration 84Q (2554.090000 sec): 3 clusters Score: Raw -38676130.483794 + Penalty 4142.081924 = -38671988.401870 nChanged 6 SP:Iteration 85Q (2555.670000 sec): 3 clusters Score: Raw -38676130.517434 + Penalty 4142.081924 = -38671988.435510 nChanged 4 SP:Iteration 86Q (2557.250000 sec): 3 clusters Score: Raw -38676130.549838 + Penalty 4142.081924 = -38671988.467913 nChanged 3 SP:Iteration 87Q (2559.060000 sec): 3 clusters Score: Raw -38676130.576980 + Penalty 4142.081924 = -38671988.495056 nChanged 5 SP:Iteration 88Q (2560.750000 sec): 3 clusters Score: Raw -38676130.608037 + Penalty 4142.081924 = -38671988.526113 nChanged 5 SP:Iteration 89Q (2562.510000 sec): 3 clusters Score: Raw -38676130.634700 + Penalty 4142.081924 = -38671988.552775 nChanged 6 SP:Iteration 90Q (2564.450000 sec): 3 clusters Score: Raw -38676130.677565 + Penalty 4142.081924 = -38671988.595641 nChanged 11 SP:Iteration 91Q (2566.100000 sec): 3 clusters Score: Raw -38676130.760306 + Penalty 4142.081924 = -38671988.678382 nChanged 10 SP:Iteration 92Q (2567.680000 sec): 3 clusters Score: Raw -38676130.828161 + Penalty 4142.081924 = -38671988.746237 nChanged 10 SP:Iteration 93Q (2569.380000 sec): 3 clusters Score: Raw -38676130.874794 + Penalty 4142.081924 = -38671988.792870 nChanged 8 SP:Iteration 94Q (2570.910000 sec): 3 clusters Score: Raw -38676130.921979 + Penalty 4142.081924 = -38671988.840055 nChanged 12 SP:Iteration 95Q (2572.620000 sec): 3 clusters Score: Raw -38676130.989344 + Penalty 4142.081924 = -38671988.907420 nChanged 4 SP:Iteration 96Q (2574.280000 sec): 3 clusters Score: Raw -38676131.004296 + Penalty 4142.081924 = -38671988.922372 nChanged 3 SP:Iteration 97Q (2576.000000 sec): 3 clusters Score: Raw -38676131.016972 + Penalty 4142.081924 = -38671988.935048 nChanged 2 SP:Iteration 98Q (2577.620000 sec): 3 clusters Score: Raw -38676131.024978 + Penalty 4142.081924 = -38671988.943054 nChanged 2 SP:Iteration 99Q (2579.410000 sec): 3 clusters Score: Raw -38676131.034835 + Penalty 4142.081924 = -38671988.952911 nChanged 0 SP:Iteration 100F (2581.390000 sec): 3 clusters Score: Raw -38676131.034835 + Penalty 4142.081924 = -38671988.952911 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 2.94 GB. Trying to split cluster 11 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2581.710000 sec): 2 clusters Score: Raw -15294.318747 + Penalty 798.306419 = -14496.012328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2581.890000 sec): 3 clusters Score: Raw -15398.337498 + Penalty 1596.612838 = -13801.724660 nChanged 9 SP:Iteration 1F (2582.080000 sec): 3 clusters Score: Raw -15446.568620 + Penalty 1596.612838 = -13849.955782 nChanged 9 SP:Iteration 2F (2582.280000 sec): 3 clusters Score: Raw -15526.412438 + Penalty 1596.612838 = -13929.799600 nChanged 4 SP:Iteration 3Q (2582.450000 sec): 3 clusters Score: Raw -15540.585041 + Penalty 1596.612838 = -13943.972203 nChanged 1 SP:Iteration 4Q (2582.630000 sec): 3 clusters Score: Raw -15542.257050 + Penalty 1596.612838 = -13945.644212 nChanged 0 SP:Iteration 5F (2582.880000 sec): 3 clusters Score: Raw -15542.257050 + Penalty 1596.612838 = -13945.644212 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 12 (771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2582.970000 sec): 2 clusters Score: Raw -77872.792267 + Penalty 1080.249361 = -76792.542907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2583.170000 sec): 3 clusters Score: Raw -77831.886949 + Penalty 2160.498721 = -75671.388228 nChanged 264 SP:Iteration 1F (2583.340000 sec): 3 clusters Score: Raw -78781.459265 + Penalty 2160.498721 = -76620.960543 nChanged 95 SP:Iteration 2F (2583.550000 sec): 3 clusters Score: Raw -79237.711325 + Penalty 2160.498721 = -77077.212604 nChanged 65 SP:Iteration 3F (2583.760000 sec): 3 clusters Score: Raw -79481.481759 + Penalty 2160.498721 = -77320.983037 nChanged 41 SP:Iteration 4F (2583.950000 sec): 3 clusters Score: Raw -79589.780052 + Penalty 2160.498721 = -77429.281331 nChanged 14 SP:Iteration 5Q (2584.160000 sec): 3 clusters Score: Raw -79620.535006 + Penalty 2160.498721 = -77460.036285 nChanged 11 SP:Iteration 6Q (2584.350000 sec): 3 clusters Score: Raw -79643.248406 + Penalty 2160.498721 = -77482.749685 nChanged 10 SP:Iteration 7Q (2584.550000 sec): 3 clusters Score: Raw -79659.845107 + Penalty 2160.498721 = -77499.346385 nChanged 4 SP:Iteration 8Q (2584.740000 sec): 3 clusters Score: Raw -79664.360853 + Penalty 2160.498721 = -77503.862131 nChanged 1 SP:Iteration 9Q (2584.910000 sec): 3 clusters Score: Raw -79666.061842 + Penalty 2160.498721 = -77505.563121 nChanged 1 SP:Iteration 10Q (2585.090000 sec): 3 clusters Score: Raw -79667.680817 + Penalty 2160.498721 = -77507.182096 nChanged 3 SP:Iteration 11Q (2585.220000 sec): 3 clusters Score: Raw -79672.343531 + Penalty 2160.498721 = -77511.844810 nChanged 0 SP:Iteration 12F (2585.420000 sec): 3 clusters Score: Raw -79672.343531 + Penalty 2160.498721 = -77511.844810 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 2.94 GB. Trying to split cluster 14 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2585.510000 sec): 2 clusters Score: Raw -214513.933529 + Penalty 1245.303746 = -213268.629784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2585.740000 sec): 3 clusters Score: Raw -213885.919646 + Penalty 2490.607491 = -211395.312154 nChanged 801 SP:Iteration 1F (2585.950000 sec): 3 clusters Score: Raw -216580.041540 + Penalty 2490.607491 = -214089.434049 nChanged 445 SP:Iteration 2F (2586.150000 sec): 3 clusters Score: Raw -218986.969269 + Penalty 2490.607491 = -216496.361778 nChanged 179 SP:Iteration 3F (2586.340000 sec): 3 clusters Score: Raw -219440.584308 + Penalty 2490.607491 = -216949.976817 nChanged 47 SP:Iteration 4Q (2586.560000 sec): 3 clusters Score: Raw -219630.677433 + Penalty 2490.607491 = -217140.069942 nChanged 13 SP:Iteration 5Q (2586.740000 sec): 3 clusters Score: Raw -219690.666997 + Penalty 2490.607491 = -217200.059506 nChanged 8 SP:Iteration 6Q (2586.960000 sec): 3 clusters Score: Raw -219740.865568 + Penalty 2490.607491 = -217250.258077 nChanged 4 SP:Iteration 7Q (2587.130000 sec): 3 clusters Score: Raw -219784.345596 + Penalty 2490.607491 = -217293.738105 nChanged 3 SP:Iteration 8Q (2587.340000 sec): 3 clusters Score: Raw -219789.125854 + Penalty 2490.607491 = -217298.518363 nChanged 1 SP:Iteration 9Q (2587.560000 sec): 3 clusters Score: Raw -219793.324124 + Penalty 2490.607491 = -217302.716633 nChanged 1 SP:Iteration 10Q (2587.780000 sec): 3 clusters Score: Raw -219797.613797 + Penalty 2490.607491 = -217307.006306 nChanged 1 SP:Iteration 11Q (2588.000000 sec): 3 clusters Score: Raw -219801.698615 + Penalty 2490.607491 = -217311.091124 nChanged 0 SP:Iteration 12F (2588.160000 sec): 3 clusters Score: Raw -219801.698615 + Penalty 2490.607491 = -217311.091124 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 2.94 GB. Trying to split cluster 15 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2588.320000 sec): 2 clusters Score: Raw -56803.973416 + Penalty 1009.873816 = -55794.099600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2588.460000 sec): 3 clusters Score: Raw -56710.407640 + Penalty 2019.747632 = -54690.660008 nChanged 115 SP:Iteration 1F (2588.640000 sec): 3 clusters Score: Raw -56852.324323 + Penalty 2019.747632 = -54832.576691 nChanged 22 SP:Iteration 2Q (2588.840000 sec): 3 clusters Score: Raw -56883.459729 + Penalty 2019.747632 = -54863.712097 nChanged 11 SP:Iteration 3Q (2589.020000 sec): 3 clusters Score: Raw -56901.526290 + Penalty 2019.747632 = -54881.778658 nChanged 5 SP:Iteration 4Q (2589.260000 sec): 3 clusters Score: Raw -56908.490915 + Penalty 2019.747632 = -54888.743283 nChanged 2 SP:Iteration 5Q (2589.440000 sec): 3 clusters Score: Raw -56912.244159 + Penalty 2019.747632 = -54892.496527 nChanged 2 SP:Iteration 6Q (2589.660000 sec): 3 clusters Score: Raw -56914.794146 + Penalty 2019.747632 = -54895.046514 nChanged 1 SP:Iteration 7Q (2589.840000 sec): 3 clusters Score: Raw -56916.427551 + Penalty 2019.747632 = -54896.679919 nChanged 2 SP:Iteration 8Q (2590.040000 sec): 3 clusters Score: Raw -56918.565412 + Penalty 2019.747632 = -54898.817780 nChanged 3 SP:Iteration 9Q (2590.230000 sec): 3 clusters Score: Raw -56923.535415 + Penalty 2019.747632 = -54903.787783 nChanged 1 SP:Iteration 10Q (2590.400000 sec): 3 clusters Score: Raw -56923.951079 + Penalty 2019.747632 = -54904.203447 nChanged 0 SP:Iteration 11F (2590.580000 sec): 3 clusters Score: Raw -56923.951079 + Penalty 2019.747632 = -54904.203447 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 16 (3471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2590.690000 sec): 2 clusters Score: Raw -366497.334571 + Penalty 1324.732178 = -365172.602393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2590.940000 sec): 3 clusters Score: Raw -364906.665423 + Penalty 2649.464355 = -362257.201068 nChanged 1316 SP:Iteration 1F (2591.140000 sec): 3 clusters Score: Raw -366244.429120 + Penalty 2649.464355 = -363594.964765 nChanged 441 SP:Iteration 2F (2591.400000 sec): 3 clusters Score: Raw -366880.804684 + Penalty 2649.464355 = -364231.340329 nChanged 416 SP:Iteration 3F (2591.650000 sec): 3 clusters Score: Raw -367443.109537 + Penalty 2649.464355 = -364793.645182 nChanged 315 SP:Iteration 4F (2591.850000 sec): 3 clusters Score: Raw -367900.481426 + Penalty 2649.464355 = -365251.017071 nChanged 217 SP:Iteration 5F (2592.150000 sec): 3 clusters Score: Raw -368169.512689 + Penalty 2649.464355 = -365520.048334 nChanged 127 SP:Iteration 6Q (2592.330000 sec): 3 clusters Score: Raw -368305.567496 + Penalty 2649.464355 = -365656.103141 nChanged 69 SP:Iteration 7Q (2592.550000 sec): 3 clusters Score: Raw -368382.089485 + Penalty 2649.464355 = -365732.625129 nChanged 43 SP:Iteration 8Q (2592.770000 sec): 3 clusters Score: Raw -368445.932896 + Penalty 2649.464355 = -365796.468541 nChanged 36 SP:Iteration 9Q (2592.940000 sec): 3 clusters Score: Raw -368519.716051 + Penalty 2649.464355 = -365870.251695 nChanged 25 SP:Iteration 10Q (2593.170000 sec): 3 clusters Score: Raw -368641.328193 + Penalty 2649.464355 = -365991.863837 nChanged 22 SP:Iteration 11Q (2593.370000 sec): 3 clusters Score: Raw -368727.152711 + Penalty 2649.464355 = -366077.688355 nChanged 14 SP:Iteration 12Q (2593.560000 sec): 3 clusters Score: Raw -368736.363170 + Penalty 2649.464355 = -366086.898815 nChanged 8 SP:Iteration 13Q (2593.730000 sec): 3 clusters Score: Raw -368740.852767 + Penalty 2649.464355 = -366091.388412 nChanged 4 SP:Iteration 14Q (2593.910000 sec): 3 clusters Score: Raw -368743.736869 + Penalty 2649.464355 = -366094.272514 nChanged 0 SP:Iteration 15F (2594.150000 sec): 3 clusters Score: Raw -368743.736869 + Penalty 2649.464355 = -366094.272514 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 2.94 GB. Trying to split cluster 18 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2594.260000 sec): 2 clusters Score: Raw -411174.963200 + Penalty 1329.665880 = -409845.297320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2594.500000 sec): 3 clusters Score: Raw -409358.794419 + Penalty 2659.331761 = -406699.462658 nChanged 1380 SP:Iteration 1F (2594.740000 sec): 3 clusters Score: Raw -410150.222257 + Penalty 2659.331761 = -407490.890496 nChanged 258 SP:Iteration 2F (2594.980000 sec): 3 clusters Score: Raw -410302.936123 + Penalty 2659.331761 = -407643.604362 nChanged 185 SP:Iteration 3F (2595.190000 sec): 3 clusters Score: Raw -410389.759921 + Penalty 2659.331761 = -407730.428160 nChanged 119 SP:Iteration 4Q (2595.390000 sec): 3 clusters Score: Raw -410451.734501 + Penalty 2659.331761 = -407792.402740 nChanged 99 SP:Iteration 5Q (2595.590000 sec): 3 clusters Score: Raw -410497.174271 + Penalty 2659.331761 = -407837.842510 nChanged 79 SP:Iteration 6Q (2595.780000 sec): 3 clusters Score: Raw -410535.100003 + Penalty 2659.331761 = -407875.768242 nChanged 76 SP:Iteration 7Q (2596.020000 sec): 3 clusters Score: Raw -410568.248850 + Penalty 2659.331761 = -407908.917089 nChanged 69 SP:Iteration 8Q (2596.210000 sec): 3 clusters Score: Raw -410594.373814 + Penalty 2659.331761 = -407935.042053 nChanged 57 SP:Iteration 9Q (2596.400000 sec): 3 clusters Score: Raw -410615.913916 + Penalty 2659.331761 = -407956.582155 nChanged 48 SP:Iteration 10Q (2596.660000 sec): 3 clusters Score: Raw -410636.502209 + Penalty 2659.331761 = -407977.170448 nChanged 47 SP:Iteration 11Q (2596.930000 sec): 3 clusters Score: Raw -410652.663936 + Penalty 2659.331761 = -407993.332175 nChanged 30 SP:Iteration 12Q (2597.070000 sec): 3 clusters Score: Raw -410662.928322 + Penalty 2659.331761 = -408003.596561 nChanged 38 SP:Iteration 13Q (2597.330000 sec): 3 clusters Score: Raw -410674.216795 + Penalty 2659.331761 = -408014.885034 nChanged 31 SP:Iteration 14Q (2597.520000 sec): 3 clusters Score: Raw -410690.670659 + Penalty 2659.331761 = -408031.338898 nChanged 35 SP:Iteration 15Q (2597.680000 sec): 3 clusters Score: Raw -410706.055618 + Penalty 2659.331761 = -408046.723857 nChanged 43 SP:Iteration 16Q (2597.880000 sec): 3 clusters Score: Raw -410723.743796 + Penalty 2659.331761 = -408064.412035 nChanged 28 SP:Iteration 17Q (2598.060000 sec): 3 clusters Score: Raw -410737.858535 + Penalty 2659.331761 = -408078.526774 nChanged 32 SP:Iteration 18Q (2598.210000 sec): 3 clusters Score: Raw -410752.088729 + Penalty 2659.331761 = -408092.756968 nChanged 34 SP:Iteration 19Q (2598.420000 sec): 3 clusters Score: Raw -410764.850013 + Penalty 2659.331761 = -408105.518252 nChanged 29 SP:Iteration 20F (2598.600000 sec): 3 clusters Score: Raw -410774.696707 + Penalty 2659.331761 = -408115.364946 nChanged 26 SP:Iteration 21Q (2598.770000 sec): 3 clusters Score: Raw -410782.933640 + Penalty 2659.331761 = -408123.601879 nChanged 23 SP:Iteration 22Q (2598.940000 sec): 3 clusters Score: Raw -410790.786884 + Penalty 2659.331761 = -408131.455123 nChanged 25 SP:Iteration 23Q (2599.140000 sec): 3 clusters Score: Raw -410798.657934 + Penalty 2659.331761 = -408139.326173 nChanged 21 SP:Iteration 24Q (2599.320000 sec): 3 clusters Score: Raw -410804.471477 + Penalty 2659.331761 = -408145.139716 nChanged 23 SP:Iteration 25Q (2599.530000 sec): 3 clusters Score: Raw -410814.485971 + Penalty 2659.331761 = -408155.154210 nChanged 33 SP:Iteration 26Q (2599.730000 sec): 3 clusters Score: Raw -410833.116772 + Penalty 2659.331761 = -408173.785012 nChanged 36 SP:Iteration 27Q (2599.900000 sec): 3 clusters Score: Raw -410848.493125 + Penalty 2659.331761 = -408189.161364 nChanged 34 SP:Iteration 28Q (2600.070000 sec): 3 clusters Score: Raw -410861.629756 + Penalty 2659.331761 = -408202.297996 nChanged 33 SP:Iteration 29Q (2600.250000 sec): 3 clusters Score: Raw -410875.973031 + Penalty 2659.331761 = -408216.641271 nChanged 34 SP:Iteration 30Q (2600.480000 sec): 3 clusters Score: Raw -410891.486955 + Penalty 2659.331761 = -408232.155194 nChanged 35 SP:Iteration 31Q (2600.680000 sec): 3 clusters Score: Raw -410905.636609 + Penalty 2659.331761 = -408246.304848 nChanged 21 SP:Iteration 32Q (2600.830000 sec): 3 clusters Score: Raw -410912.096404 + Penalty 2659.331761 = -408252.764643 nChanged 14 SP:Iteration 33Q (2601.020000 sec): 3 clusters Score: Raw -410917.059194 + Penalty 2659.331761 = -408257.727434 nChanged 11 SP:Iteration 34Q (2601.220000 sec): 3 clusters Score: Raw -410920.786298 + Penalty 2659.331761 = -408261.454537 nChanged 13 SP:Iteration 35Q (2601.410000 sec): 3 clusters Score: Raw -410925.072999 + Penalty 2659.331761 = -408265.741238 nChanged 14 SP:Iteration 36Q (2601.540000 sec): 3 clusters Score: Raw -410930.396079 + Penalty 2659.331761 = -408271.064318 nChanged 13 SP:Iteration 37Q (2601.700000 sec): 3 clusters Score: Raw -410935.478557 + Penalty 2659.331761 = -408276.146796 nChanged 18 SP:Iteration 38Q (2601.870000 sec): 3 clusters Score: Raw -410942.281814 + Penalty 2659.331761 = -408282.950053 nChanged 16 SP:Iteration 39Q (2602.060000 sec): 3 clusters Score: Raw -410947.929726 + Penalty 2659.331761 = -408288.597966 nChanged 19 SP:Iteration 40F (2602.300000 sec): 3 clusters Score: Raw -410955.920572 + Penalty 2659.331761 = -408296.588811 nChanged 20 SP:Iteration 41Q (2602.510000 sec): 3 clusters Score: Raw -410965.038254 + Penalty 2659.331761 = -408305.706493 nChanged 32 SP:Iteration 42Q (2602.760000 sec): 3 clusters Score: Raw -410981.258644 + Penalty 2659.331761 = -408321.926883 nChanged 35 SP:Iteration 43Q (2602.940000 sec): 3 clusters Score: Raw -411002.416075 + Penalty 2659.331761 = -408343.084314 nChanged 44 SP:Iteration 44Q (2603.180000 sec): 3 clusters Score: Raw -411025.383753 + Penalty 2659.331761 = -408366.051992 nChanged 38 SP:Iteration 45Q (2603.350000 sec): 3 clusters Score: Raw -411045.607048 + Penalty 2659.331761 = -408386.275287 nChanged 29 SP:Iteration 46Q (2603.550000 sec): 3 clusters Score: Raw -411061.877838 + Penalty 2659.331761 = -408402.546077 nChanged 28 SP:Iteration 47Q (2603.720000 sec): 3 clusters Score: Raw -411081.761277 + Penalty 2659.331761 = -408422.429516 nChanged 33 SP:Iteration 48Q (2603.880000 sec): 3 clusters Score: Raw -411102.378513 + Penalty 2659.331761 = -408443.046753 nChanged 28 SP:Iteration 49Q (2604.100000 sec): 3 clusters Score: Raw -411119.619769 + Penalty 2659.331761 = -408460.288008 nChanged 22 SP:Iteration 50Q (2604.320000 sec): 3 clusters Score: Raw -411130.458650 + Penalty 2659.331761 = -408471.126890 nChanged 18 SP:Iteration 51Q (2604.550000 sec): 3 clusters Score: Raw -411141.769584 + Penalty 2659.331761 = -408482.437824 nChanged 15 SP:Iteration 52Q (2604.810000 sec): 3 clusters Score: Raw -411147.904218 + Penalty 2659.331761 = -408488.572458 nChanged 7 SP:Iteration 53Q (2605.000000 sec): 3 clusters Score: Raw -411151.245286 + Penalty 2659.331761 = -408491.913525 nChanged 7 SP:Iteration 54Q (2605.200000 sec): 3 clusters Score: Raw -411153.071901 + Penalty 2659.331761 = -408493.740140 nChanged 8 SP:Iteration 55Q (2605.410000 sec): 3 clusters Score: Raw -411156.407663 + Penalty 2659.331761 = -408497.075902 nChanged 7 SP:Iteration 56Q (2605.600000 sec): 3 clusters Score: Raw -411158.311041 + Penalty 2659.331761 = -408498.979280 nChanged 2 SP:Iteration 57Q (2605.800000 sec): 3 clusters Score: Raw -411160.146071 + Penalty 2659.331761 = -408500.814310 nChanged 4 SP:Iteration 58Q (2606.010000 sec): 3 clusters Score: Raw -411161.681235 + Penalty 2659.331761 = -408502.349474 nChanged 2 SP:Iteration 59Q (2606.220000 sec): 3 clusters Score: Raw -411162.858049 + Penalty 2659.331761 = -408503.526289 nChanged 3 SP:Iteration 60F (2606.390000 sec): 3 clusters Score: Raw -411164.667402 + Penalty 2659.331761 = -408505.335641 nChanged 4 SP:Iteration 61Q (2606.570000 sec): 3 clusters Score: Raw -411166.505009 + Penalty 2659.331761 = -408507.173248 nChanged 6 SP:Iteration 62Q (2606.780000 sec): 3 clusters Score: Raw -411169.236469 + Penalty 2659.331761 = -408509.904708 nChanged 5 SP:Iteration 63Q (2606.950000 sec): 3 clusters Score: Raw -411171.309230 + Penalty 2659.331761 = -408511.977469 nChanged 3 SP:Iteration 64Q (2607.150000 sec): 3 clusters Score: Raw -411172.533194 + Penalty 2659.331761 = -408513.201433 nChanged 2 SP:Iteration 65Q (2607.330000 sec): 3 clusters Score: Raw -411173.034863 + Penalty 2659.331761 = -408513.703103 nChanged 2 SP:Iteration 66Q (2607.510000 sec): 3 clusters Score: Raw -411173.643762 + Penalty 2659.331761 = -408514.312001 nChanged 1 SP:Iteration 67Q (2607.720000 sec): 3 clusters Score: Raw -411174.047870 + Penalty 2659.331761 = -408514.716109 nChanged 0 SP:Iteration 68F (2607.870000 sec): 3 clusters Score: Raw -411174.047870 + Penalty 2659.331761 = -408514.716109 nChanged 0 Iteration 20F (2619.200000 sec): 16 clusters Score: Raw -45691719.046638 + Penalty 31495.541796 = -45660223.504842 nChanged 4288 Iteration 21Q (2626.700000 sec): 16 clusters Score: Raw -45693786.497420 + Penalty 31495.541796 = -45662290.955624 nChanged 2051 Iteration 22Q (2634.210000 sec): 16 clusters Score: Raw -45694345.405837 + Penalty 31495.541796 = -45662849.864041 nChanged 1583 Iteration 23Q (2642.170000 sec): 16 clusters Score: Raw -45694671.678181 + Penalty 31495.541796 = -45663176.136385 nChanged 1338 Iteration 24Q (2649.530000 sec): 16 clusters Score: Raw -45694867.774604 + Penalty 31495.541796 = -45663372.232808 nChanged 1089 Iteration 25Q (2657.560000 sec): 16 clusters Score: Raw -45694988.372973 + Penalty 31495.541796 = -45663492.831177 nChanged 953 Iteration 26Q (2664.790000 sec): 16 clusters Score: Raw -45695079.540085 + Penalty 31495.541796 = -45663583.998289 nChanged 841 Iteration 27Q (2672.410000 sec): 16 clusters Score: Raw -45695155.182163 + Penalty 31495.541796 = -45663659.640367 nChanged 760 Iteration 28Q (2681.320000 sec): 16 clusters Score: Raw -45695222.242941 + Penalty 31495.541796 = -45663726.701145 nChanged 686 Iteration 29Q (2688.960000 sec): 16 clusters Score: Raw -45695280.587355 + Penalty 31495.541796 = -45663785.045559 nChanged 608 Iteration 30Q (2695.960000 sec): 16 clusters Score: Raw -45695335.911720 + Penalty 31495.541796 = -45663840.369924 nChanged 579 Iteration 31Q (2703.850000 sec): 16 clusters Score: Raw -45695384.322376 + Penalty 31495.541796 = -45663888.780580 nChanged 550 Iteration 32Q (2711.000000 sec): 16 clusters Score: Raw -45695430.346172 + Penalty 31495.541796 = -45663934.804375 nChanged 510 Iteration 33Q (2718.360000 sec): 16 clusters Score: Raw -45695476.079779 + Penalty 31495.541796 = -45663980.537983 nChanged 487 Iteration 34Q (2726.620000 sec): 16 clusters Score: Raw -45695517.182554 + Penalty 31495.541796 = -45664021.640758 nChanged 430 Iteration 35Q (2734.550000 sec): 16 clusters Score: Raw -45695551.329558 + Penalty 31495.541796 = -45664055.787762 nChanged 427 Iteration 36Q (2741.780000 sec): 16 clusters Score: Raw -45695588.923104 + Penalty 31495.541796 = -45664093.381308 nChanged 416 Iteration 37Q (2748.920000 sec): 16 clusters Score: Raw -45695626.570083 + Penalty 31495.541796 = -45664131.028287 nChanged 405 Iteration 38Q (2756.560000 sec): 16 clusters Score: Raw -45695656.434061 + Penalty 31495.541796 = -45664160.892265 nChanged 372 Iteration 39Q (2765.020000 sec): 16 clusters Score: Raw -45695688.653505 + Penalty 31495.541796 = -45664193.111709 nChanged 356 Iteration 40F (2776.350000 sec): 16 clusters Score: Raw -45696143.939174 + Penalty 31495.541796 = -45664648.397377 nChanged 392 Iteration 41Q (2783.130000 sec): 16 clusters Score: Raw -45696663.841861 + Penalty 31495.541796 = -45665168.300065 nChanged 387 Iteration 42Q (2790.220000 sec): 16 clusters Score: Raw -45696857.863137 + Penalty 31495.541796 = -45665362.321341 nChanged 321 Iteration 43Q (2797.220000 sec): 16 clusters Score: Raw -45696883.291008 + Penalty 31495.541796 = -45665387.749212 nChanged 322 Iteration 44Q (2805.230000 sec): 16 clusters Score: Raw -45696905.346596 + Penalty 31495.541796 = -45665409.804800 nChanged 319 Iteration 45Q (2812.600000 sec): 16 clusters Score: Raw -45696925.613392 + Penalty 31495.541796 = -45665430.071596 nChanged 278 Iteration 46Q (2819.560000 sec): 16 clusters Score: Raw -45696940.913816 + Penalty 31495.541796 = -45665445.372019 nChanged 252 Iteration 47Q (2826.890000 sec): 16 clusters Score: Raw -45696953.582697 + Penalty 31495.541796 = -45665458.040901 nChanged 204 Iteration 48Q (2833.870000 sec): 16 clusters Score: Raw -45696963.808061 + Penalty 31495.541796 = -45665468.266265 nChanged 178 Iteration 49Q (2841.500000 sec): 16 clusters Score: Raw -45696972.254383 + Penalty 31495.541796 = -45665476.712586 nChanged 175 Iteration 50Q (2848.490000 sec): 16 clusters Score: Raw -45696980.222847 + Penalty 31495.541796 = -45665484.681051 nChanged 151 Iteration 51Q (2855.740000 sec): 16 clusters Score: Raw -45696987.111278 + Penalty 31495.541796 = -45665491.569482 nChanged 150 Iteration 52Q (2863.290000 sec): 16 clusters Score: Raw -45696994.538917 + Penalty 31495.541796 = -45665498.997121 nChanged 141 Iteration 53Q (2870.610000 sec): 16 clusters Score: Raw -45697001.171307 + Penalty 31495.541796 = -45665505.629511 nChanged 133 Iteration 54Q (2877.490000 sec): 16 clusters Score: Raw -45697008.020062 + Penalty 31495.541796 = -45665512.478266 nChanged 139 Iteration 55Q (2884.760000 sec): 16 clusters Score: Raw -45697013.199605 + Penalty 31495.541796 = -45665517.657809 nChanged 108 Iteration 56Q (2892.570000 sec): 16 clusters Score: Raw -45697016.149502 + Penalty 31495.541796 = -45665520.607706 nChanged 105 Iteration 57Q (2900.280000 sec): 16 clusters Score: Raw -45697018.948673 + Penalty 31495.541796 = -45665523.406877 nChanged 109 Iteration 58Q (2908.250000 sec): 16 clusters Score: Raw -45697021.118651 + Penalty 31495.541796 = -45665525.576855 nChanged 87 Writing temp clu file Because OldScore, -45665523.406877, is greater than current (better) Score,-45665525.576855 Compute initial score before splitting: Score: Raw -45697021.118651 + Penalty 31495.541796 = -45665525.576855 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 1 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2908.420000 sec): 2 clusters Score: Raw -46429.632094 + Penalty 998.778504 = -45430.853589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2908.600000 sec): 3 clusters Score: Raw -46507.844977 + Penalty 1997.557009 = -44510.287968 nChanged 124 SP:Iteration 1F (2908.770000 sec): 3 clusters Score: Raw -46980.455652 + Penalty 1997.557009 = -44982.898643 nChanged 50 SP:Iteration 2F (2908.970000 sec): 3 clusters Score: Raw -47161.158965 + Penalty 1997.557009 = -45163.601957 nChanged 24 SP:Iteration 3F (2909.160000 sec): 3 clusters Score: Raw -47278.408089 + Penalty 1997.557009 = -45280.851080 nChanged 21 SP:Iteration 4Q (2909.350000 sec): 3 clusters Score: Raw -47397.752430 + Penalty 1997.557009 = -45400.195421 nChanged 26 SP:Iteration 5F (2909.540000 sec): 3 clusters Score: Raw -47619.076338 + Penalty 1997.557009 = -45621.519330 nChanged 26 SP:Iteration 6F (2909.740000 sec): 3 clusters Score: Raw -47911.857555 + Penalty 1997.557009 = -45914.300546 nChanged 9 SP:Iteration 7Q (2909.970000 sec): 3 clusters Score: Raw -47962.663431 + Penalty 1997.557009 = -45965.106422 nChanged 0 SP:Iteration 8F (2910.170000 sec): 3 clusters Score: Raw -47962.663431 + Penalty 1997.557009 = -45965.106422 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 2.94 GB. Trying to split cluster 2 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2910.210000 sec): 2 clusters Score: Raw -16104.377561 + Penalty 826.734404 = -15277.643157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2910.400000 sec): 3 clusters Score: Raw -16301.013357 + Penalty 1653.468809 = -14647.544548 nChanged 19 SP:Iteration 1F (2910.530000 sec): 3 clusters Score: Raw -16363.362629 + Penalty 1653.468809 = -14709.893820 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 3 (1651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2910.640000 sec): 2 clusters Score: Raw -173499.817661 + Penalty 1203.984672 = -172295.832989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2910.880000 sec): 3 clusters Score: Raw -172872.916897 + Penalty 2407.969344 = -170464.947553 nChanged 593 SP:Iteration 1F (2911.090000 sec): 3 clusters Score: Raw -173578.975823 + Penalty 2407.969344 = -171171.006479 nChanged 191 SP:Iteration 2F (2911.250000 sec): 3 clusters Score: Raw -174019.823041 + Penalty 2407.969344 = -171611.853697 nChanged 200 SP:Iteration 3F (2911.430000 sec): 3 clusters Score: Raw -174362.977658 + Penalty 2407.969344 = -171955.008313 nChanged 135 SP:Iteration 4F (2911.590000 sec): 3 clusters Score: Raw -174610.629398 + Penalty 2407.969344 = -172202.660054 nChanged 88 SP:Iteration 5F (2911.770000 sec): 3 clusters Score: Raw -174767.080055 + Penalty 2407.969344 = -172359.110711 nChanged 45 SP:Iteration 6Q (2912.000000 sec): 3 clusters Score: Raw -174843.407258 + Penalty 2407.969344 = -172435.437914 nChanged 28 SP:Iteration 7Q (2912.160000 sec): 3 clusters Score: Raw -174892.651731 + Penalty 2407.969344 = -172484.682386 nChanged 14 SP:Iteration 8Q (2912.380000 sec): 3 clusters Score: Raw -174910.671564 + Penalty 2407.969344 = -172502.702220 nChanged 7 SP:Iteration 9Q (2912.540000 sec): 3 clusters Score: Raw -174917.673213 + Penalty 2407.969344 = -172509.703869 nChanged 6 SP:Iteration 10Q (2912.670000 sec): 3 clusters Score: Raw -174923.967183 + Penalty 2407.969344 = -172515.997838 nChanged 3 SP:Iteration 11Q (2912.860000 sec): 3 clusters Score: Raw -174925.204573 + Penalty 2407.969344 = -172517.235229 nChanged 3 SP:Iteration 12Q (2913.040000 sec): 3 clusters Score: Raw -174927.096096 + Penalty 2407.969344 = -172519.126751 nChanged 3 SP:Iteration 13Q (2913.260000 sec): 3 clusters Score: Raw -174928.902039 + Penalty 2407.969344 = -172520.932695 nChanged 3 SP:Iteration 14Q (2913.460000 sec): 3 clusters Score: Raw -174931.067749 + Penalty 2407.969344 = -172523.098404 nChanged 1 SP:Iteration 15Q (2913.660000 sec): 3 clusters Score: Raw -174931.535447 + Penalty 2407.969344 = -172523.566103 nChanged 1 SP:Iteration 16Q (2913.820000 sec): 3 clusters Score: Raw -174931.984926 + Penalty 2407.969344 = -172524.015582 nChanged 0 SP:Iteration 17F (2914.010000 sec): 3 clusters Score: Raw -174931.984926 + Penalty 2407.969344 = -172524.015582 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 2.94 GB. Trying to split cluster 4 (56555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2914.350000 sec): 2 clusters Score: Raw -6558664.384463 + Penalty 1778.232445 = -6556886.152017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2914.800000 sec): 3 clusters Score: Raw -6522690.591560 + Penalty 3556.464891 = -6519134.126669 nChanged 26535 SP:Iteration 1F (2915.300000 sec): 3 clusters Score: Raw -6537781.439017 + Penalty 3556.464891 = -6534224.974126 nChanged 1829 SP:Iteration 2Q (2915.810000 sec): 3 clusters Score: Raw -6538220.070837 + Penalty 3556.464891 = -6534663.605946 nChanged 1876 SP:Iteration 3Q (2916.310000 sec): 3 clusters Score: Raw -6538740.815272 + Penalty 3556.464891 = -6535184.350381 nChanged 2054 SP:Iteration 4Q (2916.760000 sec): 3 clusters Score: Raw -6539437.031135 + Penalty 3556.464891 = -6535880.566244 nChanged 2459 SP:Iteration 5Q (2917.240000 sec): 3 clusters Score: Raw -6540482.743888 + Penalty 3556.464891 = -6536926.278997 nChanged 3144 SP:Iteration 6F (2917.710000 sec): 3 clusters Score: Raw -6542258.821344 + Penalty 3556.464891 = -6538702.356453 nChanged 3843 SP:Iteration 7F (2918.140000 sec): 3 clusters Score: Raw -6544967.301576 + Penalty 3556.464891 = -6541410.836685 nChanged 4360 SP:Iteration 8F (2918.560000 sec): 3 clusters Score: Raw -6548552.960720 + Penalty 3556.464891 = -6544996.495829 nChanged 4162 SP:Iteration 9F (2919.010000 sec): 3 clusters Score: Raw -6552332.264300 + Penalty 3556.464891 = -6548775.799409 nChanged 3169 SP:Iteration 10F (2919.430000 sec): 3 clusters Score: Raw -6555237.251028 + Penalty 3556.464891 = -6551680.786137 nChanged 2032 SP:Iteration 11Q (2919.830000 sec): 3 clusters Score: Raw -6557012.090955 + Penalty 3556.464891 = -6553455.626064 nChanged 1160 SP:Iteration 12Q (2920.260000 sec): 3 clusters Score: Raw -6557958.637900 + Penalty 3556.464891 = -6554402.173009 nChanged 585 SP:Iteration 13Q (2920.670000 sec): 3 clusters Score: Raw -6558408.475513 + Penalty 3556.464891 = -6554852.010622 nChanged 301 SP:Iteration 14Q (2921.160000 sec): 3 clusters Score: Raw -6558630.591693 + Penalty 3556.464891 = -6555074.126802 nChanged 146 SP:Iteration 15Q (2921.580000 sec): 3 clusters Score: Raw -6558746.253416 + Penalty 3556.464891 = -6555189.788525 nChanged 84 SP:Iteration 16Q (2922.040000 sec): 3 clusters Score: Raw -6558813.269775 + Penalty 3556.464891 = -6555256.804884 nChanged 51 SP:Iteration 17Q (2922.450000 sec): 3 clusters Score: Raw -6558856.204058 + Penalty 3556.464891 = -6555299.739167 nChanged 32 SP:Iteration 18Q (2922.880000 sec): 3 clusters Score: Raw -6558885.686903 + Penalty 3556.464891 = -6555329.222012 nChanged 23 SP:Iteration 19Q (2923.320000 sec): 3 clusters Score: Raw -6558905.497293 + Penalty 3556.464891 = -6555349.032402 nChanged 16 SP:Iteration 20F (2923.840000 sec): 3 clusters Score: Raw -6558919.269465 + Penalty 3556.464891 = -6555362.804574 nChanged 14 SP:Iteration 21Q (2924.230000 sec): 3 clusters Score: Raw -6558933.584100 + Penalty 3556.464891 = -6555377.119209 nChanged 6 SP:Iteration 22Q (2924.600000 sec): 3 clusters Score: Raw -6558937.900948 + Penalty 3556.464891 = -6555381.436057 nChanged 5 SP:Iteration 23Q (2924.980000 sec): 3 clusters Score: Raw -6558943.079828 + Penalty 3556.464891 = -6555386.614937 nChanged 4 SP:Iteration 24Q (2925.420000 sec): 3 clusters Score: Raw -6558947.305367 + Penalty 3556.464891 = -6555390.840476 nChanged 5 SP:Iteration 25Q (2925.760000 sec): 3 clusters Score: Raw -6558951.516670 + Penalty 3556.464891 = -6555395.051780 nChanged 3 SP:Iteration 26Q (2926.180000 sec): 3 clusters Score: Raw -6558954.249380 + Penalty 3556.464891 = -6555397.784489 nChanged 2 SP:Iteration 27Q (2926.570000 sec): 3 clusters Score: Raw -6558956.804337 + Penalty 3556.464891 = -6555400.339446 nChanged 3 SP:Iteration 28Q (2926.990000 sec): 3 clusters Score: Raw -6558958.229388 + Penalty 3556.464891 = -6555401.764498 nChanged 3 SP:Iteration 29Q (2927.380000 sec): 3 clusters Score: Raw -6558959.058443 + Penalty 3556.464891 = -6555402.593552 nChanged 1 SP:Iteration 30Q (2927.820000 sec): 3 clusters Score: Raw -6558959.704072 + Penalty 3556.464891 = -6555403.239181 nChanged 1 SP:Iteration 31Q (2928.250000 sec): 3 clusters Score: Raw -6558960.376089 + Penalty 3556.464891 = -6555403.911198 nChanged 0 SP:Iteration 32F (2928.700000 sec): 3 clusters Score: Raw -6558960.376089 + Penalty 3556.464891 = -6555403.911198 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 5 (42507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2928.950000 sec): 2 clusters Score: Raw -4699970.427425 + Penalty 1731.831408 = -4698238.596017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2929.320000 sec): 3 clusters Score: Raw -4673220.498969 + Penalty 3463.662815 = -4669756.836153 nChanged 19866 SP:Iteration 1F (2929.710000 sec): 3 clusters Score: Raw -4684370.052366 + Penalty 3463.662815 = -4680906.389550 nChanged 1672 SP:Iteration 2Q (2930.080000 sec): 3 clusters Score: Raw -4684826.970552 + Penalty 3463.662815 = -4681363.307737 nChanged 1574 SP:Iteration 3Q (2930.510000 sec): 3 clusters Score: Raw -4685295.674282 + Penalty 3463.662815 = -4681832.011467 nChanged 1536 SP:Iteration 4Q (2930.910000 sec): 3 clusters Score: Raw -4685816.243855 + Penalty 3463.662815 = -4682352.581040 nChanged 1605 SP:Iteration 5Q (2931.330000 sec): 3 clusters Score: Raw -4686451.456505 + Penalty 3463.662815 = -4682987.793690 nChanged 1772 SP:Iteration 6Q (2931.710000 sec): 3 clusters Score: Raw -4687252.097710 + Penalty 3463.662815 = -4683788.434895 nChanged 1961 SP:Iteration 7Q (2932.100000 sec): 3 clusters Score: Raw -4688298.595738 + Penalty 3463.662815 = -4684834.932922 nChanged 2264 SP:Iteration 8F (2932.450000 sec): 3 clusters Score: Raw -4689739.674969 + Penalty 3463.662815 = -4686276.012154 nChanged 2492 SP:Iteration 9F (2932.830000 sec): 3 clusters Score: Raw -4691631.467798 + Penalty 3463.662815 = -4688167.804982 nChanged 2448 SP:Iteration 10F (2933.260000 sec): 3 clusters Score: Raw -4693626.447477 + Penalty 3463.662815 = -4690162.784661 nChanged 2099 SP:Iteration 11Q (2933.730000 sec): 3 clusters Score: Raw -4695207.431523 + Penalty 3463.662815 = -4691743.768708 nChanged 1631 SP:Iteration 12Q (2934.120000 sec): 3 clusters Score: Raw -4696257.928557 + Penalty 3463.662815 = -4692794.265742 nChanged 1180 SP:Iteration 13Q (2934.480000 sec): 3 clusters Score: Raw -4696913.002718 + Penalty 3463.662815 = -4693449.339903 nChanged 953 SP:Iteration 14Q (2934.840000 sec): 3 clusters Score: Raw -4697398.603692 + Penalty 3463.662815 = -4693934.940876 nChanged 803 SP:Iteration 15Q (2935.180000 sec): 3 clusters Score: Raw -4697800.919501 + Penalty 3463.662815 = -4694337.256685 nChanged 669 SP:Iteration 16Q (2935.470000 sec): 3 clusters Score: Raw -4698138.262968 + Penalty 3463.662815 = -4694674.600153 nChanged 668 SP:Iteration 17Q (2935.830000 sec): 3 clusters Score: Raw -4698504.631552 + Penalty 3463.662815 = -4695040.968737 nChanged 582 SP:Iteration 18Q (2936.150000 sec): 3 clusters Score: Raw -4698824.948684 + Penalty 3463.662815 = -4695361.285869 nChanged 515 SP:Iteration 19Q (2936.500000 sec): 3 clusters Score: Raw -4699098.928515 + Penalty 3463.662815 = -4695635.265700 nChanged 451 SP:Iteration 20F (2936.830000 sec): 3 clusters Score: Raw -4699330.237178 + Penalty 3463.662815 = -4695866.574363 nChanged 374 SP:Iteration 21Q (2937.160000 sec): 3 clusters Score: Raw -4699521.062388 + Penalty 3463.662815 = -4696057.399573 nChanged 314 SP:Iteration 22Q (2937.500000 sec): 3 clusters Score: Raw -4699685.882991 + Penalty 3463.662815 = -4696222.220175 nChanged 274 SP:Iteration 23Q (2937.820000 sec): 3 clusters Score: Raw -4699823.544232 + Penalty 3463.662815 = -4696359.881416 nChanged 207 SP:Iteration 24Q (2938.150000 sec): 3 clusters Score: Raw -4699922.688838 + Penalty 3463.662815 = -4696459.026022 nChanged 152 SP:Iteration 25Q (2938.410000 sec): 3 clusters Score: Raw -4700001.190178 + Penalty 3463.662815 = -4696537.527363 nChanged 124 SP:Iteration 26Q (2938.780000 sec): 3 clusters Score: Raw -4700066.399340 + Penalty 3463.662815 = -4696602.736525 nChanged 104 SP:Iteration 27Q (2939.130000 sec): 3 clusters Score: Raw -4700118.468282 + Penalty 3463.662815 = -4696654.805466 nChanged 86 SP:Iteration 28Q (2939.460000 sec): 3 clusters Score: Raw -4700164.016987 + Penalty 3463.662815 = -4696700.354172 nChanged 70 SP:Iteration 29Q (2939.790000 sec): 3 clusters Score: Raw -4700197.534411 + Penalty 3463.662815 = -4696733.871595 nChanged 56 SP:Iteration 30Q (2940.130000 sec): 3 clusters Score: Raw -4700228.407683 + Penalty 3463.662815 = -4696764.744868 nChanged 54 SP:Iteration 31Q (2940.460000 sec): 3 clusters Score: Raw -4700252.805293 + Penalty 3463.662815 = -4696789.142478 nChanged 46 SP:Iteration 32Q (2940.860000 sec): 3 clusters Score: Raw -4700274.087622 + Penalty 3463.662815 = -4696810.424807 nChanged 32 SP:Iteration 33Q (2941.130000 sec): 3 clusters Score: Raw -4700286.139063 + Penalty 3463.662815 = -4696822.476248 nChanged 30 SP:Iteration 34Q (2941.430000 sec): 3 clusters Score: Raw -4700299.744089 + Penalty 3463.662815 = -4696836.081273 nChanged 23 SP:Iteration 35Q (2941.820000 sec): 3 clusters Score: Raw -4700309.593397 + Penalty 3463.662815 = -4696845.930581 nChanged 20 SP:Iteration 36Q (2942.150000 sec): 3 clusters Score: Raw -4700319.701100 + Penalty 3463.662815 = -4696856.038285 nChanged 11 SP:Iteration 37Q (2942.530000 sec): 3 clusters Score: Raw -4700323.001876 + Penalty 3463.662815 = -4696859.339061 nChanged 3 SP:Iteration 38Q (2942.920000 sec): 3 clusters Score: Raw -4700323.724137 + Penalty 3463.662815 = -4696860.061321 nChanged 4 SP:Iteration 39Q (2943.250000 sec): 3 clusters Score: Raw -4700324.803798 + Penalty 3463.662815 = -4696861.140982 nChanged 4 SP:Iteration 40F (2943.650000 sec): 3 clusters Score: Raw -4700326.544304 + Penalty 3463.662815 = -4696862.881489 nChanged 6 SP:Iteration 41Q (2943.950000 sec): 3 clusters Score: Raw -4700328.023643 + Penalty 3463.662815 = -4696864.360828 nChanged 1 SP:Iteration 42Q (2944.270000 sec): 3 clusters Score: Raw -4700328.279926 + Penalty 3463.662815 = -4696864.617111 nChanged 1 SP:Iteration 43Q (2944.670000 sec): 3 clusters Score: Raw -4700328.657534 + Penalty 3463.662815 = -4696864.994719 nChanged 3 SP:Iteration 44Q (2945.040000 sec): 3 clusters Score: Raw -4700329.501611 + Penalty 3463.662815 = -4696865.838796 nChanged 1 SP:Iteration 45Q (2945.370000 sec): 3 clusters Score: Raw -4700330.152121 + Penalty 3463.662815 = -4696866.489306 nChanged 4 SP:Iteration 46Q (2945.750000 sec): 3 clusters Score: Raw -4700332.312083 + Penalty 3463.662815 = -4696868.649268 nChanged 7 SP:Iteration 47Q (2946.120000 sec): 3 clusters Score: Raw -4700335.983377 + Penalty 3463.662815 = -4696872.320562 nChanged 9 SP:Iteration 48Q (2946.440000 sec): 3 clusters Score: Raw -4700339.318442 + Penalty 3463.662815 = -4696875.655626 nChanged 3 SP:Iteration 49Q (2946.810000 sec): 3 clusters Score: Raw -4700340.259521 + Penalty 3463.662815 = -4696876.596706 nChanged 1 SP:Iteration 50Q (2947.140000 sec): 3 clusters Score: Raw -4700340.796519 + Penalty 3463.662815 = -4696877.133703 nChanged 0 SP:Iteration 51F (2947.510000 sec): 3 clusters Score: Raw -4700340.796519 + Penalty 3463.662815 = -4696877.133703 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 6 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2947.650000 sec): 2 clusters Score: Raw -73679.420994 + Penalty 1063.619320 = -72615.801674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2947.860000 sec): 3 clusters Score: Raw -73555.078263 + Penalty 2127.238640 = -71427.839624 nChanged 195 SP:Iteration 1F (2948.040000 sec): 3 clusters Score: Raw -73802.779674 + Penalty 2127.238640 = -71675.541034 nChanged 51 SP:Iteration 2F (2948.230000 sec): 3 clusters Score: Raw -73897.039181 + Penalty 2127.238640 = -71769.800541 nChanged 40 SP:Iteration 3F (2948.400000 sec): 3 clusters Score: Raw -74039.419321 + Penalty 2127.238640 = -71912.180682 nChanged 39 SP:Iteration 4F (2948.570000 sec): 3 clusters Score: Raw -74135.212276 + Penalty 2127.238640 = -72007.973636 nChanged 16 SP:Iteration 5Q (2948.730000 sec): 3 clusters Score: Raw -74158.139587 + Penalty 2127.238640 = -72030.900947 nChanged 12 SP:Iteration 6Q (2948.910000 sec): 3 clusters Score: Raw -74173.419190 + Penalty 2127.238640 = -72046.180551 nChanged 9 SP:Iteration 7Q (2949.080000 sec): 3 clusters Score: Raw -74188.541802 + Penalty 2127.238640 = -72061.303163 nChanged 6 SP:Iteration 8Q (2949.340000 sec): 3 clusters Score: Raw -74197.638469 + Penalty 2127.238640 = -72070.399830 nChanged 9 SP:Iteration 9Q (2949.480000 sec): 3 clusters Score: Raw -74208.862444 + Penalty 2127.238640 = -72081.623804 nChanged 7 SP:Iteration 10Q (2949.680000 sec): 3 clusters Score: Raw -74217.578342 + Penalty 2127.238640 = -72090.339702 nChanged 1 SP:Iteration 11Q (2949.880000 sec): 3 clusters Score: Raw -74218.695221 + Penalty 2127.238640 = -72091.456581 nChanged 0 SP:Iteration 12F (2950.050000 sec): 3 clusters Score: Raw -74218.695221 + Penalty 2127.238640 = -72091.456581 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 7 (294992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2951.400000 sec): 2 clusters Score: Raw -33225557.759117 + Penalty 2046.639321 = -33223511.119795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2952.970000 sec): 3 clusters Score: Raw -33029143.972216 + Penalty 4093.278643 = -33025050.693574 nChanged 143356 SP:Iteration 1F (2954.380000 sec): 3 clusters Score: Raw -33115547.655902 + Penalty 4093.278643 = -33111454.377259 nChanged 8692 SP:Iteration 2Q (2955.930000 sec): 3 clusters Score: Raw -33117814.016005 + Penalty 4093.278643 = -33113720.737362 nChanged 10402 SP:Iteration 3Q (2957.590000 sec): 3 clusters Score: Raw -33121483.537846 + Penalty 4093.278643 = -33117390.259203 nChanged 13183 SP:Iteration 4Q (2959.220000 sec): 3 clusters Score: Raw -33127962.660562 + Penalty 4093.278643 = -33123869.381919 nChanged 16873 SP:Iteration 5F (2960.780000 sec): 3 clusters Score: Raw -33139068.698531 + Penalty 4093.278643 = -33134975.419888 nChanged 20304 SP:Iteration 6F (2962.170000 sec): 3 clusters Score: Raw -33155347.050946 + Penalty 4093.278643 = -33151253.772303 nChanged 20822 SP:Iteration 7F (2963.550000 sec): 3 clusters Score: Raw -33173493.221755 + Penalty 4093.278643 = -33169399.943113 nChanged 17491 SP:Iteration 8F (2965.100000 sec): 3 clusters Score: Raw -33188531.856900 + Penalty 4093.278643 = -33184438.578258 nChanged 13235 SP:Iteration 9Q (2966.630000 sec): 3 clusters Score: Raw -33199267.344210 + Penalty 4093.278643 = -33195174.065567 nChanged 10007 SP:Iteration 10Q (2968.120000 sec): 3 clusters Score: Raw -33207186.764893 + Penalty 4093.278643 = -33203093.486251 nChanged 7570 SP:Iteration 11Q (2969.600000 sec): 3 clusters Score: Raw -33213185.423618 + Penalty 4093.278643 = -33209092.144975 nChanged 5896 SP:Iteration 12Q (2971.010000 sec): 3 clusters Score: Raw -33217981.862724 + Penalty 4093.278643 = -33213888.584082 nChanged 4328 SP:Iteration 13Q (2972.390000 sec): 3 clusters Score: Raw -33221563.729007 + Penalty 4093.278643 = -33217470.450364 nChanged 2667 SP:Iteration 14Q (2973.750000 sec): 3 clusters Score: Raw -33223700.102094 + Penalty 4093.278643 = -33219606.823451 nChanged 1408 SP:Iteration 15Q (2975.060000 sec): 3 clusters Score: Raw -33224778.465905 + Penalty 4093.278643 = -33220685.187262 nChanged 686 SP:Iteration 16Q (2976.290000 sec): 3 clusters Score: Raw -33225302.040680 + Penalty 4093.278643 = -33221208.762038 nChanged 331 SP:Iteration 17Q (2977.740000 sec): 3 clusters Score: Raw -33225544.864990 + Penalty 4093.278643 = -33221451.586347 nChanged 149 SP:Iteration 18Q (2979.070000 sec): 3 clusters Score: Raw -33225650.792952 + Penalty 4093.278643 = -33221557.514310 nChanged 72 SP:Iteration 19Q (2980.300000 sec): 3 clusters Score: Raw -33225706.669673 + Penalty 4093.278643 = -33221613.391030 nChanged 42 SP:Iteration 20F (2981.690000 sec): 3 clusters Score: Raw -33225738.633573 + Penalty 4093.278643 = -33221645.354930 nChanged 30 SP:Iteration 21Q (2982.840000 sec): 3 clusters Score: Raw -33225764.146541 + Penalty 4093.278643 = -33221670.867898 nChanged 31 SP:Iteration 22Q (2984.170000 sec): 3 clusters Score: Raw -33225790.076583 + Penalty 4093.278643 = -33221696.797941 nChanged 13 SP:Iteration 23Q (2985.540000 sec): 3 clusters Score: Raw -33225800.082408 + Penalty 4093.278643 = -33221706.803765 nChanged 8 SP:Iteration 24Q (2986.790000 sec): 3 clusters Score: Raw -33225807.079183 + Penalty 4093.278643 = -33221713.800540 nChanged 9 SP:Iteration 25Q (2988.110000 sec): 3 clusters Score: Raw -33225814.555183 + Penalty 4093.278643 = -33221721.276540 nChanged 9 SP:Iteration 26Q (2989.300000 sec): 3 clusters Score: Raw -33225820.354345 + Penalty 4093.278643 = -33221727.075702 nChanged 3 SP:Iteration 27Q (2990.380000 sec): 3 clusters Score: Raw -33225821.537568 + Penalty 4093.278643 = -33221728.258925 nChanged 3 SP:Iteration 28Q (2991.460000 sec): 3 clusters Score: Raw -33225825.020372 + Penalty 4093.278643 = -33221731.741729 nChanged 2 SP:Iteration 29Q (2992.660000 sec): 3 clusters Score: Raw -33225826.684660 + Penalty 4093.278643 = -33221733.406017 nChanged 2 SP:Iteration 30Q (2993.890000 sec): 3 clusters Score: Raw -33225827.830716 + Penalty 4093.278643 = -33221734.552074 nChanged 1 SP:Iteration 31Q (2995.210000 sec): 3 clusters Score: Raw -33225828.448850 + Penalty 4093.278643 = -33221735.170207 nChanged 2 SP:Iteration 32Q (2996.630000 sec): 3 clusters Score: Raw -33225829.578712 + Penalty 4093.278643 = -33221736.300069 nChanged 1 SP:Iteration 33Q (2998.140000 sec): 3 clusters Score: Raw -33225830.706304 + Penalty 4093.278643 = -33221737.427661 nChanged 1 SP:Iteration 34Q (2999.470000 sec): 3 clusters Score: Raw -33225831.309619 + Penalty 4093.278643 = -33221738.030976 nChanged 2 SP:Iteration 35Q (3000.920000 sec): 3 clusters Score: Raw -33225833.881917 + Penalty 4093.278643 = -33221740.603274 nChanged 2 SP:Iteration 36Q (3002.340000 sec): 3 clusters Score: Raw -33225836.719401 + Penalty 4093.278643 = -33221743.440759 nChanged 2 SP:Iteration 37Q (3003.660000 sec): 3 clusters Score: Raw -33225838.251789 + Penalty 4093.278643 = -33221744.973146 nChanged 2 SP:Iteration 38Q (3004.940000 sec): 3 clusters Score: Raw -33225839.112820 + Penalty 4093.278643 = -33221745.834177 nChanged 0 SP:Iteration 39F (3006.380000 sec): 3 clusters Score: Raw -33225839.112820 + Penalty 4093.278643 = -33221745.834177 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 8 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3006.600000 sec): 2 clusters Score: Raw -19094.259520 + Penalty 856.862428 = -18237.397092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3006.750000 sec): 3 clusters Score: Raw -19229.445514 + Penalty 1713.724857 = -17515.720658 nChanged 24 SP:Iteration 1F (3006.970000 sec): 3 clusters Score: Raw -19345.340375 + Penalty 1713.724857 = -17631.615518 nChanged 10 SP:Iteration 2F (3007.130000 sec): 3 clusters Score: Raw -19392.502786 + Penalty 1713.724857 = -17678.777929 nChanged 3 SP:Iteration 3Q (3007.260000 sec): 3 clusters Score: Raw -19401.066341 + Penalty 1713.724857 = -17687.341485 nChanged 2 SP:Iteration 4Q (3007.380000 sec): 3 clusters Score: Raw -19412.727104 + Penalty 1713.724857 = -17699.002247 nChanged 1 SP:Iteration 5Q (3007.540000 sec): 3 clusters Score: Raw -19416.261549 + Penalty 1713.724857 = -17702.536692 nChanged 2 SP:Iteration 6Q (3007.770000 sec): 3 clusters Score: Raw -19426.669970 + Penalty 1713.724857 = -17712.945113 nChanged 2 SP:Iteration 7Q (3007.950000 sec): 3 clusters Score: Raw -19451.060226 + Penalty 1713.724857 = -17737.335369 nChanged 2 SP:Iteration 8Q (3008.100000 sec): 3 clusters Score: Raw -19456.978271 + Penalty 1713.724857 = -17743.253415 nChanged 0 SP:Iteration 9F (3008.260000 sec): 3 clusters Score: Raw -19456.978271 + Penalty 1713.724857 = -17743.253415 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 9 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3008.300000 sec): 2 clusters Score: Raw -35142.300665 + Penalty 953.760748 = -34188.539916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3008.520000 sec): 3 clusters Score: Raw -35270.695661 + Penalty 1907.521497 = -33363.174165 nChanged 79 SP:Iteration 1F (3008.690000 sec): 3 clusters Score: Raw -35463.057617 + Penalty 1907.521497 = -33555.536120 nChanged 21 SP:Iteration 2F (3008.860000 sec): 3 clusters Score: Raw -35511.580248 + Penalty 1907.521497 = -33604.058751 nChanged 11 SP:Iteration 3Q (3009.040000 sec): 3 clusters Score: Raw -35536.953709 + Penalty 1907.521497 = -33629.432212 nChanged 8 SP:Iteration 4Q (3009.220000 sec): 3 clusters Score: Raw -35571.948001 + Penalty 1907.521497 = -33664.426504 nChanged 6 SP:Iteration 5Q (3009.360000 sec): 3 clusters Score: Raw -35589.852065 + Penalty 1907.521497 = -33682.330568 nChanged 3 SP:Iteration 6Q (3009.560000 sec): 3 clusters Score: Raw -35614.241852 + Penalty 1907.521497 = -33706.720356 nChanged 3 SP:Iteration 7Q (3009.720000 sec): 3 clusters Score: Raw -35621.940050 + Penalty 1907.521497 = -33714.418553 nChanged 1 SP:Iteration 8Q (3009.890000 sec): 3 clusters Score: Raw -35624.240230 + Penalty 1907.521497 = -33716.718733 nChanged 2 SP:Iteration 9Q (3010.120000 sec): 3 clusters Score: Raw -35629.493950 + Penalty 1907.521497 = -33721.972453 nChanged 1 SP:Iteration 10Q (3010.260000 sec): 3 clusters Score: Raw -35632.560508 + Penalty 1907.521497 = -33725.039012 nChanged 0 SP:Iteration 11F (3010.450000 sec): 3 clusters Score: Raw -35632.560508 + Penalty 1907.521497 = -33725.039012 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 11 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3010.500000 sec): 2 clusters Score: Raw -23795.414193 + Penalty 872.728680 = -22922.685513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3010.700000 sec): 3 clusters Score: Raw -23894.339162 + Penalty 1745.457359 = -22148.881803 nChanged 38 SP:Iteration 1F (3010.880000 sec): 3 clusters Score: Raw -24002.756890 + Penalty 1745.457359 = -22257.299530 nChanged 3 SP:Iteration 2Q (3011.040000 sec): 3 clusters Score: Raw -24018.192682 + Penalty 1745.457359 = -22272.735323 nChanged 1 SP:Iteration 3Q (3011.220000 sec): 3 clusters Score: Raw -24021.976908 + Penalty 1745.457359 = -22276.519549 nChanged 0 SP:Iteration 4F (3011.430000 sec): 3 clusters Score: Raw -24021.976908 + Penalty 1745.457359 = -22276.519549 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 12 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3011.470000 sec): 2 clusters Score: Raw -18009.020342 + Penalty 848.307822 = -17160.712520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3011.640000 sec): 3 clusters Score: Raw -18195.706379 + Penalty 1696.615643 = -16499.090735 nChanged 31 SP:Iteration 1F (3011.830000 sec): 3 clusters Score: Raw -18289.919148 + Penalty 1696.615643 = -16593.303505 nChanged 6 SP:Iteration 2Q (3012.020000 sec): 3 clusters Score: Raw -18311.557257 + Penalty 1696.615643 = -16614.941613 nChanged 3 SP:Iteration 3Q (3012.220000 sec): 3 clusters Score: Raw -18318.719096 + Penalty 1696.615643 = -16622.103453 nChanged 2 SP:Iteration 4Q (3012.360000 sec): 3 clusters Score: Raw -18331.350188 + Penalty 1696.615643 = -16634.734545 nChanged 4 SP:Iteration 5Q (3012.540000 sec): 3 clusters Score: Raw -18352.064983 + Penalty 1696.615643 = -16655.449340 nChanged 1 SP:Iteration 6Q (3012.680000 sec): 3 clusters Score: Raw -18356.252661 + Penalty 1696.615643 = -16659.637018 nChanged 2 SP:Iteration 7Q (3012.840000 sec): 3 clusters Score: Raw -18365.321418 + Penalty 1696.615643 = -16668.705775 nChanged 2 SP:Iteration 8Q (3013.000000 sec): 3 clusters Score: Raw -18372.251754 + Penalty 1696.615643 = -16675.636111 nChanged 2 SP:Iteration 9Q (3013.190000 sec): 3 clusters Score: Raw -18379.734732 + Penalty 1696.615643 = -16683.119088 nChanged 0 SP:Iteration 10F (3013.360000 sec): 3 clusters Score: Raw -18379.734732 + Penalty 1696.615643 = -16683.119088 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 14 (1938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3013.520000 sec): 2 clusters Score: Raw -201601.917828 + Penalty 1230.029416 = -200371.888412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3013.670000 sec): 3 clusters Score: Raw -200814.686774 + Penalty 2460.058833 = -198354.627941 nChanged 649 SP:Iteration 1F (3013.880000 sec): 3 clusters Score: Raw -201247.969108 + Penalty 2460.058833 = -198787.910276 nChanged 183 SP:Iteration 2F (3014.070000 sec): 3 clusters Score: Raw -201595.004303 + Penalty 2460.058833 = -199134.945470 nChanged 181 SP:Iteration 3F (3014.220000 sec): 3 clusters Score: Raw -202447.927997 + Penalty 2460.058833 = -199987.869165 nChanged 234 SP:Iteration 4F (3014.400000 sec): 3 clusters Score: Raw -203803.133186 + Penalty 2460.058833 = -201343.074354 nChanged 275 SP:Iteration 5F (3014.590000 sec): 3 clusters Score: Raw -204946.355712 + Penalty 2460.058833 = -202486.296879 nChanged 142 SP:Iteration 6F (3014.770000 sec): 3 clusters Score: Raw -205433.480250 + Penalty 2460.058833 = -202973.421417 nChanged 46 SP:Iteration 7Q (3014.900000 sec): 3 clusters Score: Raw -205521.466068 + Penalty 2460.058833 = -203061.407236 nChanged 37 SP:Iteration 8Q (3015.090000 sec): 3 clusters Score: Raw -205585.863467 + Penalty 2460.058833 = -203125.804634 nChanged 32 SP:Iteration 9Q (3015.220000 sec): 3 clusters Score: Raw -205648.080563 + Penalty 2460.058833 = -203188.021730 nChanged 24 SP:Iteration 10Q (3015.430000 sec): 3 clusters Score: Raw -205704.046806 + Penalty 2460.058833 = -203243.987974 nChanged 25 SP:Iteration 11Q (3015.660000 sec): 3 clusters Score: Raw -205779.990530 + Penalty 2460.058833 = -203319.931698 nChanged 22 SP:Iteration 12Q (3015.830000 sec): 3 clusters Score: Raw -205846.835509 + Penalty 2460.058833 = -203386.776676 nChanged 30 SP:Iteration 13Q (3016.010000 sec): 3 clusters Score: Raw -205969.504398 + Penalty 2460.058833 = -203509.445566 nChanged 30 SP:Iteration 14Q (3016.250000 sec): 3 clusters Score: Raw -206093.372056 + Penalty 2460.058833 = -203633.313223 nChanged 19 SP:Iteration 15Q (3016.450000 sec): 3 clusters Score: Raw -206265.978246 + Penalty 2460.058833 = -203805.919413 nChanged 8 SP:Iteration 16Q (3016.590000 sec): 3 clusters Score: Raw -206425.830097 + Penalty 2460.058833 = -203965.771265 nChanged 1 SP:Iteration 17Q (3016.810000 sec): 3 clusters Score: Raw -206426.340066 + Penalty 2460.058833 = -203966.281233 nChanged 0 SP:Iteration 18F (3017.030000 sec): 3 clusters Score: Raw -206466.212889 + Penalty 2460.058833 = -204006.154056 nChanged 15 SP:Iteration 19Q (3017.240000 sec): 3 clusters Score: Raw -206596.360776 + Penalty 2460.058833 = -204136.301943 nChanged 23 SP:Iteration 20F (3017.390000 sec): 3 clusters Score: Raw -206856.583856 + Penalty 2460.058833 = -204396.525024 nChanged 16 SP:Iteration 21Q (3017.620000 sec): 3 clusters Score: Raw -206967.387403 + Penalty 2460.058833 = -204507.328570 nChanged 3 SP:Iteration 22Q (3017.800000 sec): 3 clusters Score: Raw -206973.653885 + Penalty 2460.058833 = -204513.595053 nChanged 0 SP:Iteration 23F (3017.940000 sec): 3 clusters Score: Raw -206973.653885 + Penalty 2460.058833 = -204513.595053 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 15 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3018.050000 sec): 2 clusters Score: Raw -58397.734897 + Penalty 1014.677121 = -57383.057776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3018.270000 sec): 3 clusters Score: Raw -58285.204567 + Penalty 2029.354243 = -56255.850324 nChanged 113 SP:Iteration 1F (3018.460000 sec): 3 clusters Score: Raw -58441.419323 + Penalty 2029.354243 = -56412.065081 nChanged 29 SP:Iteration 2F (3018.650000 sec): 3 clusters Score: Raw -58483.520301 + Penalty 2029.354243 = -56454.166058 nChanged 18 SP:Iteration 3Q (3018.830000 sec): 3 clusters Score: Raw -58508.845069 + Penalty 2029.354243 = -56479.490827 nChanged 7 SP:Iteration 4Q (3019.000000 sec): 3 clusters Score: Raw -58520.635733 + Penalty 2029.354243 = -56491.281491 nChanged 3 SP:Iteration 5Q (3019.180000 sec): 3 clusters Score: Raw -58525.285107 + Penalty 2029.354243 = -56495.930864 nChanged 3 SP:Iteration 6Q (3019.400000 sec): 3 clusters Score: Raw -58529.111000 + Penalty 2029.354243 = -56499.756757 nChanged 2 SP:Iteration 7Q (3019.570000 sec): 3 clusters Score: Raw -58533.362478 + Penalty 2029.354243 = -56504.008235 nChanged 1 SP:Iteration 8Q (3019.770000 sec): 3 clusters Score: Raw -58536.075750 + Penalty 2029.354243 = -56506.721507 nChanged 1 SP:Iteration 9Q (3019.970000 sec): 3 clusters Score: Raw -58536.974166 + Penalty 2029.354243 = -56507.619923 nChanged 0 SP:Iteration 10F (3020.210000 sec): 3 clusters Score: Raw -58536.974166 + Penalty 2029.354243 = -56507.619923 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 16 (4555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3020.330000 sec): 2 clusters Score: Raw -492552.643211 + Penalty 1368.896882 = -491183.746330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3020.570000 sec): 3 clusters Score: Raw -490184.357641 + Penalty 2737.793763 = -487446.563878 nChanged 1818 SP:Iteration 1F (3020.760000 sec): 3 clusters Score: Raw -491139.433526 + Penalty 2737.793763 = -488401.639763 nChanged 320 SP:Iteration 2F (3020.990000 sec): 3 clusters Score: Raw -491315.244121 + Penalty 2737.793763 = -488577.450358 nChanged 248 SP:Iteration 3F (3021.210000 sec): 3 clusters Score: Raw -491471.179978 + Penalty 2737.793763 = -488733.386215 nChanged 246 SP:Iteration 4F (3021.380000 sec): 3 clusters Score: Raw -491641.982374 + Penalty 2737.793763 = -488904.188611 nChanged 255 SP:Iteration 5F (3021.570000 sec): 3 clusters Score: Raw -491849.638664 + Penalty 2737.793763 = -489111.844900 nChanged 277 SP:Iteration 6F (3021.830000 sec): 3 clusters Score: Raw -492076.075330 + Penalty 2737.793763 = -489338.281567 nChanged 248 SP:Iteration 7F (3022.000000 sec): 3 clusters Score: Raw -492287.054141 + Penalty 2737.793763 = -489549.260378 nChanged 224 SP:Iteration 8Q (3022.210000 sec): 3 clusters Score: Raw -492486.234606 + Penalty 2737.793763 = -489748.440843 nChanged 196 SP:Iteration 9Q (3022.400000 sec): 3 clusters Score: Raw -492657.171071 + Penalty 2737.793763 = -489919.377308 nChanged 151 SP:Iteration 10Q (3022.600000 sec): 3 clusters Score: Raw -492796.939527 + Penalty 2737.793763 = -490059.145763 nChanged 121 SP:Iteration 11Q (3022.800000 sec): 3 clusters Score: Raw -492900.318215 + Penalty 2737.793763 = -490162.524451 nChanged 65 SP:Iteration 12Q (3023.050000 sec): 3 clusters Score: Raw -492953.992713 + Penalty 2737.793763 = -490216.198949 nChanged 43 SP:Iteration 13Q (3023.280000 sec): 3 clusters Score: Raw -492990.666038 + Penalty 2737.793763 = -490252.872275 nChanged 28 SP:Iteration 14Q (3023.440000 sec): 3 clusters Score: Raw -493018.022265 + Penalty 2737.793763 = -490280.228501 nChanged 28 SP:Iteration 15Q (3023.630000 sec): 3 clusters Score: Raw -493043.020700 + Penalty 2737.793763 = -490305.226937 nChanged 27 SP:Iteration 16Q (3023.850000 sec): 3 clusters Score: Raw -493058.740622 + Penalty 2737.793763 = -490320.946859 nChanged 20 SP:Iteration 17Q (3024.080000 sec): 3 clusters Score: Raw -493069.390712 + Penalty 2737.793763 = -490331.596949 nChanged 10 SP:Iteration 18Q (3024.310000 sec): 3 clusters Score: Raw -493074.251668 + Penalty 2737.793763 = -490336.457904 nChanged 8 SP:Iteration 19Q (3024.500000 sec): 3 clusters Score: Raw -493078.318894 + Penalty 2737.793763 = -490340.525131 nChanged 4 SP:Iteration 20F (3024.700000 sec): 3 clusters Score: Raw -493079.994286 + Penalty 2737.793763 = -490342.200523 nChanged 6 SP:Iteration 21Q (3024.910000 sec): 3 clusters Score: Raw -493082.829768 + Penalty 2737.793763 = -490345.036005 nChanged 5 SP:Iteration 22Q (3025.110000 sec): 3 clusters Score: Raw -493084.642705 + Penalty 2737.793763 = -490346.848941 nChanged 6 SP:Iteration 23Q (3025.290000 sec): 3 clusters Score: Raw -493086.598896 + Penalty 2737.793763 = -490348.805133 nChanged 5 SP:Iteration 24Q (3025.490000 sec): 3 clusters Score: Raw -493088.451310 + Penalty 2737.793763 = -490350.657547 nChanged 7 SP:Iteration 25Q (3025.660000 sec): 3 clusters Score: Raw -493090.636838 + Penalty 2737.793763 = -490352.843075 nChanged 4 SP:Iteration 26Q (3025.860000 sec): 3 clusters Score: Raw -493092.201356 + Penalty 2737.793763 = -490354.407593 nChanged 4 SP:Iteration 27Q (3026.100000 sec): 3 clusters Score: Raw -493093.996735 + Penalty 2737.793763 = -490356.202972 nChanged 3 SP:Iteration 28Q (3026.340000 sec): 3 clusters Score: Raw -493095.906769 + Penalty 2737.793763 = -490358.113006 nChanged 2 SP:Iteration 29Q (3026.600000 sec): 3 clusters Score: Raw -493097.196072 + Penalty 2737.793763 = -490359.402309 nChanged 1 SP:Iteration 30Q (3026.750000 sec): 3 clusters Score: Raw -493097.504270 + Penalty 2737.793763 = -490359.710506 nChanged 1 SP:Iteration 31Q (3026.960000 sec): 3 clusters Score: Raw -493097.961836 + Penalty 2737.793763 = -490360.168073 nChanged 0 SP:Iteration 32F (3027.200000 sec): 3 clusters Score: Raw -493097.961836 + Penalty 2737.793763 = -490360.168073 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 18 (3843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3027.280000 sec): 2 clusters Score: Raw -436860.416072 + Penalty 1341.276396 = -435519.139676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3027.490000 sec): 3 clusters Score: Raw -434925.268973 + Penalty 2682.552792 = -432242.716181 nChanged 1508 SP:Iteration 1F (3027.710000 sec): 3 clusters Score: Raw -435780.326016 + Penalty 2682.552792 = -433097.773224 nChanged 282 SP:Iteration 2F (3027.950000 sec): 3 clusters Score: Raw -435943.318103 + Penalty 2682.552792 = -433260.765311 nChanged 178 SP:Iteration 3Q (3028.140000 sec): 3 clusters Score: Raw -436045.236226 + Penalty 2682.552792 = -433362.683434 nChanged 157 SP:Iteration 4Q (3028.310000 sec): 3 clusters Score: Raw -436121.505167 + Penalty 2682.552792 = -433438.952375 nChanged 124 SP:Iteration 5Q (3028.500000 sec): 3 clusters Score: Raw -436177.209645 + Penalty 2682.552792 = -433494.656853 nChanged 99 SP:Iteration 6Q (3028.720000 sec): 3 clusters Score: Raw -436220.998063 + Penalty 2682.552792 = -433538.445271 nChanged 82 SP:Iteration 7Q (3028.950000 sec): 3 clusters Score: Raw -436261.562357 + Penalty 2682.552792 = -433579.009565 nChanged 80 SP:Iteration 8Q (3029.180000 sec): 3 clusters Score: Raw -436297.248831 + Penalty 2682.552792 = -433614.696039 nChanged 67 SP:Iteration 9Q (3029.350000 sec): 3 clusters Score: Raw -436326.061220 + Penalty 2682.552792 = -433643.508428 nChanged 63 SP:Iteration 10Q (3029.550000 sec): 3 clusters Score: Raw -436351.260434 + Penalty 2682.552792 = -433668.707643 nChanged 53 SP:Iteration 11Q (3029.730000 sec): 3 clusters Score: Raw -436373.085694 + Penalty 2682.552792 = -433690.532902 nChanged 58 SP:Iteration 12Q (3029.940000 sec): 3 clusters Score: Raw -436403.336435 + Penalty 2682.552792 = -433720.783643 nChanged 61 SP:Iteration 13Q (3030.150000 sec): 3 clusters Score: Raw -436435.844613 + Penalty 2682.552792 = -433753.291821 nChanged 63 SP:Iteration 14Q (3030.360000 sec): 3 clusters Score: Raw -436475.527873 + Penalty 2682.552792 = -433792.975081 nChanged 66 SP:Iteration 15Q (3030.550000 sec): 3 clusters Score: Raw -436516.656043 + Penalty 2682.552792 = -433834.103251 nChanged 68 SP:Iteration 16Q (3030.720000 sec): 3 clusters Score: Raw -436554.679247 + Penalty 2682.552792 = -433872.126455 nChanged 67 SP:Iteration 17Q (3030.960000 sec): 3 clusters Score: Raw -436597.687936 + Penalty 2682.552792 = -433915.135144 nChanged 75 SP:Iteration 18Q (3031.170000 sec): 3 clusters Score: Raw -436652.736440 + Penalty 2682.552792 = -433970.183648 nChanged 78 SP:Iteration 19Q (3031.340000 sec): 3 clusters Score: Raw -436712.240677 + Penalty 2682.552792 = -434029.687885 nChanged 69 SP:Iteration 20F (3031.550000 sec): 3 clusters Score: Raw -436766.209136 + Penalty 2682.552792 = -434083.656344 nChanged 55 SP:Iteration 21Q (3031.730000 sec): 3 clusters Score: Raw -436812.559737 + Penalty 2682.552792 = -434130.006945 nChanged 63 SP:Iteration 22Q (3031.910000 sec): 3 clusters Score: Raw -436868.431395 + Penalty 2682.552792 = -434185.878603 nChanged 53 SP:Iteration 23Q (3032.090000 sec): 3 clusters Score: Raw -436926.760597 + Penalty 2682.552792 = -434244.207805 nChanged 60 SP:Iteration 24Q (3032.330000 sec): 3 clusters Score: Raw -437001.735156 + Penalty 2682.552792 = -434319.182364 nChanged 47 SP:Iteration 25Q (3032.530000 sec): 3 clusters Score: Raw -437049.666362 + Penalty 2682.552792 = -434367.113570 nChanged 39 SP:Iteration 26Q (3032.690000 sec): 3 clusters Score: Raw -437081.019773 + Penalty 2682.552792 = -434398.466981 nChanged 23 SP:Iteration 27Q (3032.900000 sec): 3 clusters Score: Raw -437097.757427 + Penalty 2682.552792 = -434415.204635 nChanged 16 SP:Iteration 28Q (3033.110000 sec): 3 clusters Score: Raw -437107.178796 + Penalty 2682.552792 = -434424.626004 nChanged 11 SP:Iteration 29Q (3033.320000 sec): 3 clusters Score: Raw -437113.076108 + Penalty 2682.552792 = -434430.523316 nChanged 8 SP:Iteration 30Q (3033.510000 sec): 3 clusters Score: Raw -437117.035598 + Penalty 2682.552792 = -434434.482806 nChanged 6 SP:Iteration 31Q (3033.700000 sec): 3 clusters Score: Raw -437119.966415 + Penalty 2682.552792 = -434437.413623 nChanged 6 SP:Iteration 32Q (3033.880000 sec): 3 clusters Score: Raw -437122.017868 + Penalty 2682.552792 = -434439.465076 nChanged 2 SP:Iteration 33Q (3034.080000 sec): 3 clusters Score: Raw -437122.725376 + Penalty 2682.552792 = -434440.172584 nChanged 0 SP:Iteration 34F (3034.290000 sec): 3 clusters Score: Raw -437122.725376 + Penalty 2682.552792 = -434440.172584 nChanged 0 Iteration 59Q (3041.920000 sec): 19 clusters Score: Raw -45705392.058323 + Penalty 37794.650155 = -45667597.408167 nChanged 80 Iteration 60F (3056.270000 sec): 19 clusters Score: Raw -45705617.497731 + Penalty 37794.650155 = -45667822.847575 nChanged 82 Iteration 61Q (3064.180000 sec): 19 clusters Score: Raw -45705789.241355 + Penalty 37794.650155 = -45667994.591200 nChanged 73 Iteration 62Q (3071.940000 sec): 19 clusters Score: Raw -45705815.549972 + Penalty 37794.650155 = -45668020.899817 nChanged 71 Iteration 63Q (3079.010000 sec): 19 clusters Score: Raw -45705817.590231 + Penalty 37794.650155 = -45668022.940075 nChanged 54 Iteration 64Q (3086.440000 sec): 19 clusters Score: Raw -45705820.128827 + Penalty 37794.650155 = -45668025.478672 nChanged 48 Iteration 65Q (3094.360000 sec): 19 clusters Score: Raw -45705821.294078 + Penalty 37794.650155 = -45668026.643922 nChanged 62 Iteration 66Q (3102.420000 sec): 19 clusters Score: Raw -45705822.433250 + Penalty 37794.650155 = -45668027.783095 nChanged 51 Iteration 67Q (3109.970000 sec): 19 clusters Score: Raw -45705823.423154 + Penalty 37794.650155 = -45668028.772999 nChanged 51 Iteration 68Q (3119.160000 sec): 19 clusters Score: Raw -45705824.066628 + Penalty 37794.650155 = -45668029.416473 nChanged 48 Iteration 69Q (3127.550000 sec): 19 clusters Score: Raw -45705824.750252 + Penalty 37794.650155 = -45668030.100096 nChanged 45 Iteration 70Q (3135.920000 sec): 19 clusters Score: Raw -45705825.321996 + Penalty 37794.650155 = -45668030.671840 nChanged 54 Iteration 71Q (3145.200000 sec): 19 clusters Score: Raw -45705825.858685 + Penalty 37794.650155 = -45668031.208530 nChanged 43 Iteration 72Q (3153.560000 sec): 19 clusters Score: Raw -45705826.393628 + Penalty 37794.650155 = -45668031.743473 nChanged 33 Iteration 73Q (3161.980000 sec): 19 clusters Score: Raw -45705826.733844 + Penalty 37794.650155 = -45668032.083689 nChanged 37 Iteration 74Q (3170.690000 sec): 19 clusters Score: Raw -45705827.655329 + Penalty 37794.650155 = -45668033.005173 nChanged 39 Iteration 75Q (3179.560000 sec): 19 clusters Score: Raw -45705828.575315 + Penalty 37794.650155 = -45668033.925159 nChanged 33 Iteration 76Q (3187.880000 sec): 19 clusters Score: Raw -45705829.289111 + Penalty 37794.650155 = -45668034.638955 nChanged 30 Iteration 77Q (3195.780000 sec): 19 clusters Score: Raw -45705829.696120 + Penalty 37794.650155 = -45668035.045964 nChanged 19 Iteration 78Q (3203.670000 sec): 19 clusters Score: Raw -45705829.977290 + Penalty 37794.650155 = -45668035.327134 nChanged 13 Iteration 79Q (3212.650000 sec): 19 clusters Score: Raw -45705830.319996 + Penalty 37794.650155 = -45668035.669840 nChanged 11 Iteration 80F (3226.090000 sec): 19 clusters Score: Raw -45705830.499368 + Penalty 37794.650155 = -45668035.849213 nChanged 11 Iteration 81Q (3234.370000 sec): 19 clusters Score: Raw -45705830.686075 + Penalty 37794.650155 = -45668036.035919 nChanged 15 Iteration 82Q (3242.930000 sec): 19 clusters Score: Raw -45705830.788539 + Penalty 37794.650155 = -45668036.138384 nChanged 11 Iteration 83Q (3252.510000 sec): 19 clusters Score: Raw -45705830.873785 + Penalty 37794.650155 = -45668036.223629 nChanged 12 Iteration 84Q (3259.290000 sec): 19 clusters Score: Raw -45705830.966173 + Penalty 37794.650155 = -45668036.316017 nChanged 11 Iteration 85Q (3266.790000 sec): 19 clusters Score: Raw -45705831.028371 + Penalty 37794.650155 = -45668036.378215 nChanged 6 Iteration 86Q (3273.710000 sec): 19 clusters Score: Raw -45705831.066689 + Penalty 37794.650155 = -45668036.416533 nChanged 5 Iteration 87Q (3282.740000 sec): 19 clusters Score: Raw -45705831.106682 + Penalty 37794.650155 = -45668036.456527 nChanged 6 Iteration 88Q (3290.220000 sec): 19 clusters Score: Raw -45705831.132045 + Penalty 37794.650155 = -45668036.481890 nChanged 7 Iteration 89Q (3298.750000 sec): 19 clusters Score: Raw -45705831.200059 + Penalty 37794.650155 = -45668036.549904 nChanged 9 Iteration 90Q (3307.980000 sec): 19 clusters Score: Raw -45705831.267354 + Penalty 37794.650155 = -45668036.617199 nChanged 6 Iteration 91Q (3317.570000 sec): 19 clusters Score: Raw -45705831.294056 + Penalty 37794.650155 = -45668036.643901 nChanged 2 Iteration 92Q (3325.930000 sec): 19 clusters Score: Raw -45705831.304205 + Penalty 37794.650155 = -45668036.654049 nChanged 3 Iteration 93Q (3333.960000 sec): 19 clusters Score: Raw -45705831.321806 + Penalty 37794.650155 = -45668036.671651 nChanged 3 Iteration 94Q (3342.340000 sec): 19 clusters Score: Raw -45705831.333043 + Penalty 37794.650155 = -45668036.682887 nChanged 1 Iteration 95Q (3350.350000 sec): 19 clusters Score: Raw -45705831.340442 + Penalty 37794.650155 = -45668036.690286 nChanged 2 Iteration 96Q (3359.160000 sec): 19 clusters Score: Raw -45705831.346488 + Penalty 37794.650155 = -45668036.696333 nChanged 0 Iteration 97F (3372.780000 sec): 19 clusters Score: Raw -45705831.346488 + Penalty 37794.650155 = -45668036.696333 nChanged 0 Compute initial score before splitting: Score: Raw -45705831.346488 + Penalty 37794.650155 = -45668036.696333 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 1 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3372.850000 sec): 2 clusters Score: Raw -13326.624311 + Penalty 798.306419 = -12528.317892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3373.010000 sec): 3 clusters Score: Raw -13443.909185 + Penalty 1596.612838 = -11847.296347 nChanged 18 SP:Iteration 1F (3373.190000 sec): 3 clusters Score: Raw -13539.905266 + Penalty 1596.612838 = -11943.292428 nChanged 2 SP:Iteration 2Q (3373.370000 sec): 3 clusters Score: Raw -13548.512881 + Penalty 1596.612838 = -11951.900043 nChanged 0 SP:Iteration 3F (3373.560000 sec): 3 clusters Score: Raw -13548.512881 + Penalty 1596.612838 = -11951.900043 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 2 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3373.680000 sec): 2 clusters Score: Raw -16011.034725 + Penalty 825.728209 = -15185.306515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3373.840000 sec): 3 clusters Score: Raw -16151.412725 + Penalty 1651.456419 = -14499.956306 nChanged 24 SP:Iteration 1F (3374.030000 sec): 3 clusters Score: Raw -16225.839897 + Penalty 1651.456419 = -14574.383479 nChanged 6 SP:Iteration 2Q (3374.230000 sec): 3 clusters Score: Raw -16264.367537 + Penalty 1651.456419 = -14612.911118 nChanged 2 SP:Iteration 3Q (3374.410000 sec): 3 clusters Score: Raw -16270.386655 + Penalty 1651.456419 = -14618.930236 nChanged 0 SP:Iteration 4F (3374.640000 sec): 3 clusters Score: Raw -16270.386655 + Penalty 1651.456419 = -14618.930236 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 3 (1287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3374.780000 sec): 2 clusters Score: Raw -137320.731756 + Penalty 1163.511246 = -136157.220509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3374.940000 sec): 3 clusters Score: Raw -136913.913732 + Penalty 2327.022492 = -134586.891240 nChanged 400 SP:Iteration 1F (3375.150000 sec): 3 clusters Score: Raw -137351.257030 + Penalty 2327.022492 = -135024.234537 nChanged 121 SP:Iteration 2F (3375.280000 sec): 3 clusters Score: Raw -137505.036496 + Penalty 2327.022492 = -135178.014004 nChanged 62 SP:Iteration 3Q (3375.550000 sec): 3 clusters Score: Raw -137570.401395 + Penalty 2327.022492 = -135243.378903 nChanged 39 SP:Iteration 4Q (3375.690000 sec): 3 clusters Score: Raw -137609.160903 + Penalty 2327.022492 = -135282.138410 nChanged 23 SP:Iteration 5Q (3375.890000 sec): 3 clusters Score: Raw -137630.659649 + Penalty 2327.022492 = -135303.637157 nChanged 17 SP:Iteration 6Q (3376.100000 sec): 3 clusters Score: Raw -137646.438113 + Penalty 2327.022492 = -135319.415621 nChanged 11 SP:Iteration 7Q (3376.310000 sec): 3 clusters Score: Raw -137658.109665 + Penalty 2327.022492 = -135331.087173 nChanged 16 SP:Iteration 8Q (3376.500000 sec): 3 clusters Score: Raw -137670.028485 + Penalty 2327.022492 = -135343.005993 nChanged 10 SP:Iteration 9Q (3376.670000 sec): 3 clusters Score: Raw -137679.082301 + Penalty 2327.022492 = -135352.059809 nChanged 3 SP:Iteration 10Q (3376.920000 sec): 3 clusters Score: Raw -137681.628088 + Penalty 2327.022492 = -135354.605595 nChanged 3 SP:Iteration 11Q (3377.120000 sec): 3 clusters Score: Raw -137684.647518 + Penalty 2327.022492 = -135357.625025 nChanged 3 SP:Iteration 12Q (3377.340000 sec): 3 clusters Score: Raw -137686.832658 + Penalty 2327.022492 = -135359.810166 nChanged 0 SP:Iteration 13F (3377.570000 sec): 3 clusters Score: Raw -137686.832658 + Penalty 2327.022492 = -135359.810166 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 4 (57290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3377.910000 sec): 2 clusters Score: Raw -6642603.447744 + Penalty 1780.330722 = -6640823.117022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3378.380000 sec): 3 clusters Score: Raw -6605898.466031 + Penalty 3560.661444 = -6602337.804586 nChanged 27207 SP:Iteration 1F (3378.820000 sec): 3 clusters Score: Raw -6621879.608435 + Penalty 3560.661444 = -6618318.946990 nChanged 2480 SP:Iteration 2Q (3379.270000 sec): 3 clusters Score: Raw -6622767.769201 + Penalty 3560.661444 = -6619207.107756 nChanged 2859 SP:Iteration 3Q (3379.700000 sec): 3 clusters Score: Raw -6624009.498098 + Penalty 3560.661444 = -6620448.836654 nChanged 3350 SP:Iteration 4F (3380.100000 sec): 3 clusters Score: Raw -6625826.787428 + Penalty 3560.661444 = -6622266.125984 nChanged 3942 SP:Iteration 5F (3380.570000 sec): 3 clusters Score: Raw -6628513.432881 + Penalty 3560.661444 = -6624952.771437 nChanged 4362 SP:Iteration 6F (3381.050000 sec): 3 clusters Score: Raw -6632009.641946 + Penalty 3560.661444 = -6628448.980502 nChanged 4165 SP:Iteration 7F (3381.480000 sec): 3 clusters Score: Raw -6635677.142663 + Penalty 3560.661444 = -6632116.481219 nChanged 3318 SP:Iteration 8F (3381.910000 sec): 3 clusters Score: Raw -6638591.288489 + Penalty 3560.661444 = -6635030.627045 nChanged 2280 SP:Iteration 9Q (3382.380000 sec): 3 clusters Score: Raw -6640526.954458 + Penalty 3560.661444 = -6636966.293014 nChanged 1401 SP:Iteration 10Q (3382.870000 sec): 3 clusters Score: Raw -6641666.824614 + Penalty 3560.661444 = -6638106.163170 nChanged 801 SP:Iteration 11Q (3383.290000 sec): 3 clusters Score: Raw -6642270.918395 + Penalty 3560.661444 = -6638710.256951 nChanged 437 SP:Iteration 12Q (3383.720000 sec): 3 clusters Score: Raw -6642577.246858 + Penalty 3560.661444 = -6639016.585414 nChanged 207 SP:Iteration 13Q (3384.150000 sec): 3 clusters Score: Raw -6642722.443197 + Penalty 3560.661444 = -6639161.781752 nChanged 124 SP:Iteration 14Q (3384.540000 sec): 3 clusters Score: Raw -6642805.945456 + Penalty 3560.661444 = -6639245.284012 nChanged 64 SP:Iteration 15Q (3384.980000 sec): 3 clusters Score: Raw -6642844.030827 + Penalty 3560.661444 = -6639283.369383 nChanged 45 SP:Iteration 16Q (3385.400000 sec): 3 clusters Score: Raw -6642869.511050 + Penalty 3560.661444 = -6639308.849606 nChanged 17 SP:Iteration 17Q (3385.810000 sec): 3 clusters Score: Raw -6642877.385727 + Penalty 3560.661444 = -6639316.724282 nChanged 11 SP:Iteration 18Q (3386.250000 sec): 3 clusters Score: Raw -6642883.535185 + Penalty 3560.661444 = -6639322.873740 nChanged 12 SP:Iteration 19Q (3386.670000 sec): 3 clusters Score: Raw -6642890.124845 + Penalty 3560.661444 = -6639329.463401 nChanged 14 SP:Iteration 20F (3387.130000 sec): 3 clusters Score: Raw -6642899.220679 + Penalty 3560.661444 = -6639338.559235 nChanged 14 SP:Iteration 21Q (3387.560000 sec): 3 clusters Score: Raw -6642907.896216 + Penalty 3560.661444 = -6639347.234772 nChanged 11 SP:Iteration 22Q (3387.980000 sec): 3 clusters Score: Raw -6642912.951150 + Penalty 3560.661444 = -6639352.289705 nChanged 7 SP:Iteration 23Q (3388.420000 sec): 3 clusters Score: Raw -6642916.771692 + Penalty 3560.661444 = -6639356.110247 nChanged 6 SP:Iteration 24Q (3388.900000 sec): 3 clusters Score: Raw -6642921.501817 + Penalty 3560.661444 = -6639360.840373 nChanged 4 SP:Iteration 25Q (3389.280000 sec): 3 clusters Score: Raw -6642925.759453 + Penalty 3560.661444 = -6639365.098008 nChanged 2 SP:Iteration 26Q (3389.700000 sec): 3 clusters Score: Raw -6642928.063061 + Penalty 3560.661444 = -6639367.401617 nChanged 4 SP:Iteration 27Q (3390.070000 sec): 3 clusters Score: Raw -6642929.921979 + Penalty 3560.661444 = -6639369.260534 nChanged 1 SP:Iteration 28Q (3390.550000 sec): 3 clusters Score: Raw -6642931.327037 + Penalty 3560.661444 = -6639370.665593 nChanged 2 SP:Iteration 29Q (3391.020000 sec): 3 clusters Score: Raw -6642932.746122 + Penalty 3560.661444 = -6639372.084678 nChanged 3 SP:Iteration 30Q (3391.440000 sec): 3 clusters Score: Raw -6642934.917871 + Penalty 3560.661444 = -6639374.256427 nChanged 3 SP:Iteration 31Q (3391.870000 sec): 3 clusters Score: Raw -6642937.599249 + Penalty 3560.661444 = -6639376.937805 nChanged 0 SP:Iteration 32F (3392.330000 sec): 3 clusters Score: Raw -6642937.599249 + Penalty 3560.661444 = -6639376.937805 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 5 (42326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3392.610000 sec): 2 clusters Score: Raw -4680120.067060 + Penalty 1731.137985 = -4678388.929074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3393.030000 sec): 3 clusters Score: Raw -4653464.420224 + Penalty 3462.275971 = -4650002.144253 nChanged 19715 SP:Iteration 1F (3393.410000 sec): 3 clusters Score: Raw -4664604.856172 + Penalty 3462.275971 = -4661142.580201 nChanged 1703 SP:Iteration 2Q (3393.790000 sec): 3 clusters Score: Raw -4665128.191889 + Penalty 3462.275971 = -4661665.915918 nChanged 1833 SP:Iteration 3Q (3394.170000 sec): 3 clusters Score: Raw -4665796.450964 + Penalty 3462.275971 = -4662334.174993 nChanged 2133 SP:Iteration 4F (3394.460000 sec): 3 clusters Score: Raw -4666781.749232 + Penalty 3462.275971 = -4663319.473261 nChanged 2584 SP:Iteration 5F (3394.860000 sec): 3 clusters Score: Raw -4668294.510638 + Penalty 3462.275971 = -4664832.234667 nChanged 3096 SP:Iteration 6F (3395.240000 sec): 3 clusters Score: Raw -4670598.393669 + Penalty 3462.275971 = -4667136.117698 nChanged 3445 SP:Iteration 7F (3395.640000 sec): 3 clusters Score: Raw -4673631.969668 + Penalty 3462.275971 = -4670169.693697 nChanged 3057 SP:Iteration 8F (3396.040000 sec): 3 clusters Score: Raw -4676579.498964 + Penalty 3462.275971 = -4673117.222994 nChanged 2145 SP:Iteration 9F (3396.400000 sec): 3 clusters Score: Raw -4678663.644654 + Penalty 3462.275971 = -4675201.368683 nChanged 1073 SP:Iteration 10Q (3396.740000 sec): 3 clusters Score: Raw -4679674.383982 + Penalty 3462.275971 = -4676212.108011 nChanged 435 SP:Iteration 11Q (3397.130000 sec): 3 clusters Score: Raw -4680087.677150 + Penalty 3462.275971 = -4676625.401179 nChanged 165 SP:Iteration 12Q (3397.480000 sec): 3 clusters Score: Raw -4680244.461041 + Penalty 3462.275971 = -4676782.185070 nChanged 60 SP:Iteration 13Q (3397.810000 sec): 3 clusters Score: Raw -4680313.263267 + Penalty 3462.275971 = -4676850.987296 nChanged 42 SP:Iteration 14Q (3398.200000 sec): 3 clusters Score: Raw -4680366.237087 + Penalty 3462.275971 = -4676903.961116 nChanged 24 SP:Iteration 15Q (3398.600000 sec): 3 clusters Score: Raw -4680390.460837 + Penalty 3462.275971 = -4676928.184866 nChanged 13 SP:Iteration 16Q (3398.950000 sec): 3 clusters Score: Raw -4680403.842788 + Penalty 3462.275971 = -4676941.566817 nChanged 8 SP:Iteration 17Q (3399.330000 sec): 3 clusters Score: Raw -4680419.838249 + Penalty 3462.275971 = -4676957.562278 nChanged 5 SP:Iteration 18Q (3399.720000 sec): 3 clusters Score: Raw -4680426.842848 + Penalty 3462.275971 = -4676964.566877 nChanged 5 SP:Iteration 19Q (3400.110000 sec): 3 clusters Score: Raw -4680432.232639 + Penalty 3462.275971 = -4676969.956668 nChanged 5 SP:Iteration 20F (3400.510000 sec): 3 clusters Score: Raw -4680437.162825 + Penalty 3462.275971 = -4676974.886854 nChanged 3 SP:Iteration 21Q (3400.910000 sec): 3 clusters Score: Raw -4680441.508323 + Penalty 3462.275971 = -4676979.232352 nChanged 3 SP:Iteration 22Q (3401.260000 sec): 3 clusters Score: Raw -4680444.277887 + Penalty 3462.275971 = -4676982.001916 nChanged 4 SP:Iteration 23Q (3401.620000 sec): 3 clusters Score: Raw -4680449.783860 + Penalty 3462.275971 = -4676987.507889 nChanged 0 SP:Iteration 24F (3401.990000 sec): 3 clusters Score: Raw -4680449.783860 + Penalty 3462.275971 = -4676987.507889 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 6 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3402.110000 sec): 2 clusters Score: Raw -73786.103494 + Penalty 1063.852629 = -72722.250865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3402.340000 sec): 3 clusters Score: Raw -73662.529160 + Penalty 2127.705258 = -71534.823902 nChanged 183 SP:Iteration 1F (3402.510000 sec): 3 clusters Score: Raw -74020.845303 + Penalty 2127.705258 = -71893.140044 nChanged 68 SP:Iteration 2F (3402.730000 sec): 3 clusters Score: Raw -74217.733055 + Penalty 2127.705258 = -72090.027796 nChanged 32 SP:Iteration 3Q (3402.940000 sec): 3 clusters Score: Raw -74292.722125 + Penalty 2127.705258 = -72165.016866 nChanged 18 SP:Iteration 4Q (3403.110000 sec): 3 clusters Score: Raw -74322.188750 + Penalty 2127.705258 = -72194.483491 nChanged 12 SP:Iteration 5Q (3403.280000 sec): 3 clusters Score: Raw -74340.047107 + Penalty 2127.705258 = -72212.341849 nChanged 9 SP:Iteration 6Q (3403.510000 sec): 3 clusters Score: Raw -74356.093710 + Penalty 2127.705258 = -72228.388452 nChanged 4 SP:Iteration 7Q (3403.770000 sec): 3 clusters Score: Raw -74362.369276 + Penalty 2127.705258 = -72234.664017 nChanged 3 SP:Iteration 8Q (3403.950000 sec): 3 clusters Score: Raw -74365.089112 + Penalty 2127.705258 = -72237.383854 nChanged 3 SP:Iteration 9Q (3404.190000 sec): 3 clusters Score: Raw -74368.786109 + Penalty 2127.705258 = -72241.080850 nChanged 2 SP:Iteration 10Q (3404.390000 sec): 3 clusters Score: Raw -74372.622410 + Penalty 2127.705258 = -72244.917151 nChanged 0 SP:Iteration 11F (3404.630000 sec): 3 clusters Score: Raw -74372.622410 + Penalty 2127.705258 = -72244.917151 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 7 (294446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3406.170000 sec): 2 clusters Score: Raw -33163435.659127 + Penalty 2046.338272 = -33161389.320855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3407.940000 sec): 3 clusters Score: Raw -32966508.937494 + Penalty 4092.676544 = -32962416.260950 nChanged 143458 SP:Iteration 1F (3409.700000 sec): 3 clusters Score: Raw -33052409.074085 + Penalty 4092.676544 = -33048316.397542 nChanged 6964 SP:Iteration 2Q (3411.220000 sec): 3 clusters Score: Raw -33053697.103294 + Penalty 4092.676544 = -33049604.426751 nChanged 8336 SP:Iteration 3Q (3412.680000 sec): 3 clusters Score: Raw -33055624.882873 + Penalty 4092.676544 = -33051532.206329 nChanged 10252 SP:Iteration 4Q (3414.330000 sec): 3 clusters Score: Raw -33058843.641516 + Penalty 4092.676544 = -33054750.964972 nChanged 13721 SP:Iteration 5Q (3415.960000 sec): 3 clusters Score: Raw -33064815.759273 + Penalty 4092.676544 = -33060723.082729 nChanged 18387 SP:Iteration 6F (3417.430000 sec): 3 clusters Score: Raw -33075867.978366 + Penalty 4092.676544 = -33071775.301822 nChanged 23491 SP:Iteration 7F (3419.080000 sec): 3 clusters Score: Raw -33094311.582329 + Penalty 4092.676544 = -33090218.905786 nChanged 26105 SP:Iteration 8F (3420.600000 sec): 3 clusters Score: Raw -33118832.555348 + Penalty 4092.676544 = -33114739.878804 nChanged 22636 SP:Iteration 9F (3422.200000 sec): 3 clusters Score: Raw -33141887.542354 + Penalty 4092.676544 = -33137794.865811 nChanged 14045 SP:Iteration 10Q (3423.770000 sec): 3 clusters Score: Raw -33155926.152985 + Penalty 4092.676544 = -33151833.476442 nChanged 5893 SP:Iteration 11Q (3425.280000 sec): 3 clusters Score: Raw -33161383.601286 + Penalty 4092.676544 = -33157290.924743 nChanged 1843 SP:Iteration 12Q (3426.720000 sec): 3 clusters Score: Raw -33162982.258088 + Penalty 4092.676544 = -33158889.581544 nChanged 546 SP:Iteration 13Q (3428.160000 sec): 3 clusters Score: Raw -33163480.849842 + Penalty 4092.676544 = -33159388.173298 nChanged 146 SP:Iteration 14Q (3429.600000 sec): 3 clusters Score: Raw -33163625.461546 + Penalty 4092.676544 = -33159532.785002 nChanged 60 SP:Iteration 15Q (3430.860000 sec): 3 clusters Score: Raw -33163692.225556 + Penalty 4092.676544 = -33159599.549012 nChanged 46 SP:Iteration 16Q (3432.120000 sec): 3 clusters Score: Raw -33163735.366284 + Penalty 4092.676544 = -33159642.689740 nChanged 25 SP:Iteration 17Q (3433.450000 sec): 3 clusters Score: Raw -33163755.288787 + Penalty 4092.676544 = -33159662.612243 nChanged 13 SP:Iteration 18Q (3434.970000 sec): 3 clusters Score: Raw -33163764.605352 + Penalty 4092.676544 = -33159671.928809 nChanged 10 SP:Iteration 19Q (3436.390000 sec): 3 clusters Score: Raw -33163776.537071 + Penalty 4092.676544 = -33159683.860527 nChanged 13 SP:Iteration 20F (3437.880000 sec): 3 clusters Score: Raw -33163787.433637 + Penalty 4092.676544 = -33159694.757093 nChanged 12 SP:Iteration 21Q (3439.170000 sec): 3 clusters Score: Raw -33163793.210092 + Penalty 4092.676544 = -33159700.533549 nChanged 9 SP:Iteration 22Q (3440.370000 sec): 3 clusters Score: Raw -33163798.958009 + Penalty 4092.676544 = -33159706.281466 nChanged 7 SP:Iteration 23Q (3441.650000 sec): 3 clusters Score: Raw -33163806.363010 + Penalty 4092.676544 = -33159713.686467 nChanged 5 SP:Iteration 24Q (3442.920000 sec): 3 clusters Score: Raw -33163808.772395 + Penalty 4092.676544 = -33159716.095851 nChanged 3 SP:Iteration 25Q (3444.180000 sec): 3 clusters Score: Raw -33163810.470934 + Penalty 4092.676544 = -33159717.794391 nChanged 1 SP:Iteration 26Q (3445.510000 sec): 3 clusters Score: Raw -33163811.286286 + Penalty 4092.676544 = -33159718.609742 nChanged 0 SP:Iteration 27F (3447.070000 sec): 3 clusters Score: Raw -33163811.286286 + Penalty 4092.676544 = -33159718.609742 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 8 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3447.330000 sec): 2 clusters Score: Raw -20048.784314 + Penalty 865.779877 = -19183.004437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3447.520000 sec): 3 clusters Score: Raw -20189.063218 + Penalty 1731.559755 = -18457.503464 nChanged 25 SP:Iteration 1F (3447.710000 sec): 3 clusters Score: Raw -20263.057457 + Penalty 1731.559755 = -18531.497703 nChanged 2 SP:Iteration 2Q (3447.870000 sec): 3 clusters Score: Raw -20266.530587 + Penalty 1731.559755 = -18534.970832 nChanged 0 SP:Iteration 3F (3448.100000 sec): 3 clusters Score: Raw -20266.530587 + Penalty 1731.559755 = -18534.970832 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 9 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3448.180000 sec): 2 clusters Score: Raw -35242.745541 + Penalty 954.219141 = -34288.526400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3448.390000 sec): 3 clusters Score: Raw -35291.440118 + Penalty 1908.438282 = -33383.001836 nChanged 76 SP:Iteration 1F (3448.530000 sec): 3 clusters Score: Raw -35414.902224 + Penalty 1908.438282 = -33506.463942 nChanged 11 SP:Iteration 2Q (3448.770000 sec): 3 clusters Score: Raw -35434.239505 + Penalty 1908.438282 = -33525.801223 nChanged 4 SP:Iteration 3Q (3448.940000 sec): 3 clusters Score: Raw -35439.137940 + Penalty 1908.438282 = -33530.699658 nChanged 4 SP:Iteration 4Q (3449.180000 sec): 3 clusters Score: Raw -35457.028007 + Penalty 1908.438282 = -33548.589725 nChanged 4 SP:Iteration 5Q (3449.350000 sec): 3 clusters Score: Raw -35463.084115 + Penalty 1908.438282 = -33554.645833 nChanged 0 SP:Iteration 6F (3449.550000 sec): 3 clusters Score: Raw -35463.084115 + Penalty 1908.438282 = -33554.645833 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 10 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3449.630000 sec): 2 clusters Score: Raw -34844.676884 + Penalty 942.352556 = -33902.324328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3449.810000 sec): 3 clusters Score: Raw -34870.844927 + Penalty 1884.705113 = -32986.139814 nChanged 59 SP:Iteration 1F (3450.000000 sec): 3 clusters Score: Raw -34998.429473 + Penalty 1884.705113 = -33113.724360 nChanged 18 SP:Iteration 2F (3450.170000 sec): 3 clusters Score: Raw -35072.118555 + Penalty 1884.705113 = -33187.413442 nChanged 8 SP:Iteration 3Q (3450.400000 sec): 3 clusters Score: Raw -35102.242126 + Penalty 1884.705113 = -33217.537013 nChanged 9 SP:Iteration 4Q (3450.620000 sec): 3 clusters Score: Raw -35151.250561 + Penalty 1884.705113 = -33266.545449 nChanged 11 SP:Iteration 5Q (3450.820000 sec): 3 clusters Score: Raw -35273.788909 + Penalty 1884.705113 = -33389.083796 nChanged 16 SP:Iteration 6Q (3451.020000 sec): 3 clusters Score: Raw -35307.278879 + Penalty 1884.705113 = -33422.573766 nChanged 9 SP:Iteration 7Q (3451.220000 sec): 3 clusters Score: Raw -35323.305960 + Penalty 1884.705113 = -33438.600847 nChanged 2 SP:Iteration 8Q (3451.420000 sec): 3 clusters Score: Raw -35325.632125 + Penalty 1884.705113 = -33440.927012 nChanged 1 SP:Iteration 9Q (3451.660000 sec): 3 clusters Score: Raw -35328.531994 + Penalty 1884.705113 = -33443.826881 nChanged 1 SP:Iteration 10Q (3451.850000 sec): 3 clusters Score: Raw -35329.549145 + Penalty 1884.705113 = -33444.844032 nChanged 0 SP:Iteration 11F (3452.040000 sec): 3 clusters Score: Raw -35329.549145 + Penalty 1884.705113 = -33444.844032 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 11 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3452.190000 sec): 2 clusters Score: Raw -23582.599513 + Penalty 871.971102 = -22710.628410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3452.330000 sec): 3 clusters Score: Raw -23707.879454 + Penalty 1743.942205 = -21963.937249 nChanged 33 SP:Iteration 1F (3452.530000 sec): 3 clusters Score: Raw -23845.472025 + Penalty 1743.942205 = -22101.529820 nChanged 20 SP:Iteration 2F (3452.700000 sec): 3 clusters Score: Raw -23934.667194 + Penalty 1743.942205 = -22190.724989 nChanged 3 SP:Iteration 3Q (3452.880000 sec): 3 clusters Score: Raw -23957.633194 + Penalty 1743.942205 = -22213.690989 nChanged 3 SP:Iteration 4Q (3453.070000 sec): 3 clusters Score: Raw -23973.664748 + Penalty 1743.942205 = -22229.722543 nChanged 3 SP:Iteration 5Q (3453.260000 sec): 3 clusters Score: Raw -23987.199879 + Penalty 1743.942205 = -22243.257674 nChanged 0 SP:Iteration 6F (3453.490000 sec): 3 clusters Score: Raw -23987.199879 + Penalty 1743.942205 = -22243.257674 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 12 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3453.530000 sec): 2 clusters Score: Raw -18009.020342 + Penalty 848.307822 = -17160.712520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3453.760000 sec): 3 clusters Score: Raw -18184.658617 + Penalty 1696.615643 = -16488.042973 nChanged 40 SP:Iteration 1F (3453.990000 sec): 3 clusters Score: Raw -18345.504506 + Penalty 1696.615643 = -16648.888863 nChanged 9 SP:Iteration 2Q (3454.200000 sec): 3 clusters Score: Raw -18372.959021 + Penalty 1696.615643 = -16676.343378 nChanged 8 SP:Iteration 3Q (3454.400000 sec): 3 clusters Score: Raw -18406.975051 + Penalty 1696.615643 = -16710.359407 nChanged 5 SP:Iteration 4Q (3454.630000 sec): 3 clusters Score: Raw -18424.717115 + Penalty 1696.615643 = -16728.101472 nChanged 4 SP:Iteration 5Q (3454.840000 sec): 3 clusters Score: Raw -18437.072605 + Penalty 1696.615643 = -16740.456962 nChanged 1 SP:Iteration 6Q (3455.010000 sec): 3 clusters Score: Raw -18440.238359 + Penalty 1696.615643 = -16743.622715 nChanged 1 SP:Iteration 7Q (3455.190000 sec): 3 clusters Score: Raw -18442.834814 + Penalty 1696.615643 = -16746.219171 nChanged 1 SP:Iteration 8Q (3455.370000 sec): 3 clusters Score: Raw -18446.333638 + Penalty 1696.615643 = -16749.717995 nChanged 1 SP:Iteration 9Q (3455.560000 sec): 3 clusters Score: Raw -18452.389657 + Penalty 1696.615643 = -16755.774014 nChanged 0 SP:Iteration 10F (3455.730000 sec): 3 clusters Score: Raw -18452.389657 + Penalty 1696.615643 = -16755.774014 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 13 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3455.860000 sec): 2 clusters Score: Raw -38481.165818 + Penalty 958.287503 = -37522.878315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3456.020000 sec): 3 clusters Score: Raw -38478.814119 + Penalty 1916.575007 = -36562.239112 nChanged 67 SP:Iteration 1F (3456.210000 sec): 3 clusters Score: Raw -38614.390000 + Penalty 1916.575007 = -36697.814993 nChanged 31 SP:Iteration 2F (3456.410000 sec): 3 clusters Score: Raw -38685.941545 + Penalty 1916.575007 = -36769.366538 nChanged 9 SP:Iteration 3Q (3456.540000 sec): 3 clusters Score: Raw -38706.473452 + Penalty 1916.575007 = -36789.898445 nChanged 3 SP:Iteration 4Q (3456.750000 sec): 3 clusters Score: Raw -38712.913184 + Penalty 1916.575007 = -36796.338177 nChanged 9 SP:Iteration 5Q (3456.950000 sec): 3 clusters Score: Raw -38734.381798 + Penalty 1916.575007 = -36817.806791 nChanged 8 SP:Iteration 6Q (3457.130000 sec): 3 clusters Score: Raw -38754.207319 + Penalty 1916.575007 = -36837.632312 nChanged 8 SP:Iteration 7Q (3457.350000 sec): 3 clusters Score: Raw -38774.215061 + Penalty 1916.575007 = -36857.640054 nChanged 1 SP:Iteration 8Q (3457.590000 sec): 3 clusters Score: Raw -38776.553366 + Penalty 1916.575007 = -36859.978359 nChanged 1 SP:Iteration 9Q (3457.870000 sec): 3 clusters Score: Raw -38783.414764 + Penalty 1916.575007 = -36866.839757 nChanged 0 SP:Iteration 10F (3458.040000 sec): 3 clusters Score: Raw -38783.414764 + Penalty 1916.575007 = -36866.839757 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 14 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3458.230000 sec): 2 clusters Score: Raw -153183.848664 + Penalty 1179.491974 = -152004.356689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3458.430000 sec): 3 clusters Score: Raw -152626.244834 + Penalty 2358.983949 = -150267.260885 nChanged 474 SP:Iteration 1F (3458.590000 sec): 3 clusters Score: Raw -152974.595429 + Penalty 2358.983949 = -150615.611480 nChanged 104 SP:Iteration 2F (3458.820000 sec): 3 clusters Score: Raw -153092.919299 + Penalty 2358.983949 = -150733.935350 nChanged 68 SP:Iteration 3Q (3459.040000 sec): 3 clusters Score: Raw -153175.663378 + Penalty 2358.983949 = -150816.679429 nChanged 54 SP:Iteration 4Q (3459.220000 sec): 3 clusters Score: Raw -153254.925420 + Penalty 2358.983949 = -150895.941471 nChanged 60 SP:Iteration 5Q (3459.400000 sec): 3 clusters Score: Raw -153324.406508 + Penalty 2358.983949 = -150965.422559 nChanged 46 SP:Iteration 6Q (3459.600000 sec): 3 clusters Score: Raw -153378.141852 + Penalty 2358.983949 = -151019.157903 nChanged 51 SP:Iteration 7Q (3459.780000 sec): 3 clusters Score: Raw -153450.675778 + Penalty 2358.983949 = -151091.691829 nChanged 45 SP:Iteration 8Q (3459.970000 sec): 3 clusters Score: Raw -153527.330594 + Penalty 2358.983949 = -151168.346645 nChanged 53 SP:Iteration 9Q (3460.110000 sec): 3 clusters Score: Raw -153619.023589 + Penalty 2358.983949 = -151260.039640 nChanged 55 SP:Iteration 10Q (3460.310000 sec): 3 clusters Score: Raw -153713.456962 + Penalty 2358.983949 = -151354.473013 nChanged 53 SP:Iteration 11Q (3460.500000 sec): 3 clusters Score: Raw -153788.122962 + Penalty 2358.983949 = -151429.139013 nChanged 38 SP:Iteration 12Q (3460.640000 sec): 3 clusters Score: Raw -153839.741109 + Penalty 2358.983949 = -151480.757161 nChanged 37 SP:Iteration 13Q (3460.830000 sec): 3 clusters Score: Raw -153891.321742 + Penalty 2358.983949 = -151532.337793 nChanged 49 SP:Iteration 14Q (3461.020000 sec): 3 clusters Score: Raw -153992.299193 + Penalty 2358.983949 = -151633.315244 nChanged 45 SP:Iteration 15Q (3461.200000 sec): 3 clusters Score: Raw -154103.897728 + Penalty 2358.983949 = -151744.913779 nChanged 35 SP:Iteration 16Q (3461.390000 sec): 3 clusters Score: Raw -154154.028998 + Penalty 2358.983949 = -151795.045049 nChanged 20 SP:Iteration 17Q (3461.590000 sec): 3 clusters Score: Raw -154183.549947 + Penalty 2358.983949 = -151824.565998 nChanged 22 SP:Iteration 18Q (3461.790000 sec): 3 clusters Score: Raw -154213.236163 + Penalty 2358.983949 = -151854.252214 nChanged 20 SP:Iteration 19Q (3461.940000 sec): 3 clusters Score: Raw -154237.020705 + Penalty 2358.983949 = -151878.036756 nChanged 22 SP:Iteration 20F (3462.130000 sec): 3 clusters Score: Raw -154268.087317 + Penalty 2358.983949 = -151909.103368 nChanged 13 SP:Iteration 21Q (3462.330000 sec): 3 clusters Score: Raw -154287.603697 + Penalty 2358.983949 = -151928.619748 nChanged 11 SP:Iteration 22Q (3462.550000 sec): 3 clusters Score: Raw -154303.431050 + Penalty 2358.983949 = -151944.447101 nChanged 6 SP:Iteration 23Q (3462.830000 sec): 3 clusters Score: Raw -154314.369024 + Penalty 2358.983949 = -151955.385075 nChanged 6 SP:Iteration 24Q (3462.980000 sec): 3 clusters Score: Raw -154320.391101 + Penalty 2358.983949 = -151961.407152 nChanged 5 SP:Iteration 25Q (3463.190000 sec): 3 clusters Score: Raw -154325.001164 + Penalty 2358.983949 = -151966.017215 nChanged 4 SP:Iteration 26Q (3463.340000 sec): 3 clusters Score: Raw -154329.132457 + Penalty 2358.983949 = -151970.148508 nChanged 3 SP:Iteration 27Q (3463.510000 sec): 3 clusters Score: Raw -154331.473603 + Penalty 2358.983949 = -151972.489654 nChanged 0 SP:Iteration 28F (3463.660000 sec): 3 clusters Score: Raw -154331.473603 + Penalty 2358.983949 = -151972.489654 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 15 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.720000 sec): 2 clusters Score: Raw -58397.734897 + Penalty 1014.677121 = -57383.057776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.900000 sec): 3 clusters Score: Raw -58291.159343 + Penalty 2029.354243 = -56261.805101 nChanged 110 SP:Iteration 1F (3464.040000 sec): 3 clusters Score: Raw -58432.786195 + Penalty 2029.354243 = -56403.431953 nChanged 31 SP:Iteration 2F (3464.190000 sec): 3 clusters Score: Raw -58479.265317 + Penalty 2029.354243 = -56449.911074 nChanged 12 SP:Iteration 3Q (3464.350000 sec): 3 clusters Score: Raw -58495.642202 + Penalty 2029.354243 = -56466.287960 nChanged 6 SP:Iteration 4Q (3464.490000 sec): 3 clusters Score: Raw -58504.551535 + Penalty 2029.354243 = -56475.197292 nChanged 7 SP:Iteration 5Q (3464.670000 sec): 3 clusters Score: Raw -58519.332194 + Penalty 2029.354243 = -56489.977952 nChanged 3 SP:Iteration 6Q (3464.870000 sec): 3 clusters Score: Raw -58526.612808 + Penalty 2029.354243 = -56497.258566 nChanged 4 SP:Iteration 7Q (3465.010000 sec): 3 clusters Score: Raw -58532.236638 + Penalty 2029.354243 = -56502.882395 nChanged 1 SP:Iteration 8Q (3465.220000 sec): 3 clusters Score: Raw -58533.978289 + Penalty 2029.354243 = -56504.624047 nChanged 0 SP:Iteration 9F (3465.420000 sec): 3 clusters Score: Raw -58533.978289 + Penalty 2029.354243 = -56504.624047 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 16 (4601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3465.540000 sec): 2 clusters Score: Raw -497641.614515 + Penalty 1370.529704 = -496271.084810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3465.830000 sec): 3 clusters Score: Raw -495301.817621 + Penalty 2741.059409 = -492560.758212 nChanged 1865 SP:Iteration 1F (3466.000000 sec): 3 clusters Score: Raw -496385.247102 + Penalty 2741.059409 = -493644.187693 nChanged 335 SP:Iteration 2F (3466.170000 sec): 3 clusters Score: Raw -496636.557318 + Penalty 2741.059409 = -493895.497909 nChanged 317 SP:Iteration 3F (3466.370000 sec): 3 clusters Score: Raw -496889.628589 + Penalty 2741.059409 = -494148.569180 nChanged 285 SP:Iteration 4F (3466.600000 sec): 3 clusters Score: Raw -497105.544987 + Penalty 2741.059409 = -494364.485578 nChanged 262 SP:Iteration 5F (3466.870000 sec): 3 clusters Score: Raw -497319.456112 + Penalty 2741.059409 = -494578.396704 nChanged 229 SP:Iteration 6Q (3467.100000 sec): 3 clusters Score: Raw -497482.419087 + Penalty 2741.059409 = -494741.359678 nChanged 193 SP:Iteration 7Q (3467.330000 sec): 3 clusters Score: Raw -497616.525817 + Penalty 2741.059409 = -494875.466408 nChanged 160 SP:Iteration 8Q (3467.550000 sec): 3 clusters Score: Raw -497734.630022 + Penalty 2741.059409 = -494993.570614 nChanged 118 SP:Iteration 9Q (3467.750000 sec): 3 clusters Score: Raw -497804.732217 + Penalty 2741.059409 = -495063.672808 nChanged 91 SP:Iteration 10Q (3467.970000 sec): 3 clusters Score: Raw -497866.186880 + Penalty 2741.059409 = -495125.127471 nChanged 83 SP:Iteration 11Q (3468.170000 sec): 3 clusters Score: Raw -497913.208153 + Penalty 2741.059409 = -495172.148744 nChanged 56 SP:Iteration 12Q (3468.440000 sec): 3 clusters Score: Raw -497943.337812 + Penalty 2741.059409 = -495202.278403 nChanged 53 SP:Iteration 13Q (3468.640000 sec): 3 clusters Score: Raw -497974.086640 + Penalty 2741.059409 = -495233.027232 nChanged 36 SP:Iteration 14Q (3468.860000 sec): 3 clusters Score: Raw -497995.669846 + Penalty 2741.059409 = -495254.610438 nChanged 40 SP:Iteration 15Q (3469.040000 sec): 3 clusters Score: Raw -498024.189916 + Penalty 2741.059409 = -495283.130507 nChanged 30 SP:Iteration 16Q (3469.230000 sec): 3 clusters Score: Raw -498052.569528 + Penalty 2741.059409 = -495311.510119 nChanged 32 SP:Iteration 17Q (3469.490000 sec): 3 clusters Score: Raw -498083.965585 + Penalty 2741.059409 = -495342.906176 nChanged 33 SP:Iteration 18Q (3469.670000 sec): 3 clusters Score: Raw -498113.264763 + Penalty 2741.059409 = -495372.205355 nChanged 30 SP:Iteration 19Q (3469.870000 sec): 3 clusters Score: Raw -498135.934773 + Penalty 2741.059409 = -495394.875364 nChanged 21 SP:Iteration 20F (3470.060000 sec): 3 clusters Score: Raw -498147.634905 + Penalty 2741.059409 = -495406.575496 nChanged 11 SP:Iteration 21Q (3470.290000 sec): 3 clusters Score: Raw -498155.119711 + Penalty 2741.059409 = -495414.060302 nChanged 14 SP:Iteration 22Q (3470.490000 sec): 3 clusters Score: Raw -498162.139179 + Penalty 2741.059409 = -495421.079771 nChanged 13 SP:Iteration 23Q (3470.670000 sec): 3 clusters Score: Raw -498170.322533 + Penalty 2741.059409 = -495429.263124 nChanged 14 SP:Iteration 24Q (3470.890000 sec): 3 clusters Score: Raw -498182.425010 + Penalty 2741.059409 = -495441.365601 nChanged 17 SP:Iteration 25Q (3471.040000 sec): 3 clusters Score: Raw -498191.635790 + Penalty 2741.059409 = -495450.576381 nChanged 7 SP:Iteration 26Q (3471.260000 sec): 3 clusters Score: Raw -498194.352874 + Penalty 2741.059409 = -495453.293465 nChanged 5 SP:Iteration 27Q (3471.470000 sec): 3 clusters Score: Raw -498195.684876 + Penalty 2741.059409 = -495454.625467 nChanged 1 SP:Iteration 28Q (3471.670000 sec): 3 clusters Score: Raw -498196.272532 + Penalty 2741.059409 = -495455.213123 nChanged 0 SP:Iteration 29F (3471.890000 sec): 3 clusters Score: Raw -498196.272532 + Penalty 2741.059409 = -495455.213123 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 17 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3471.970000 sec): 2 clusters Score: Raw -54471.524322 + Penalty 1013.410058 = -53458.114264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3472.180000 sec): 3 clusters Score: Raw -54377.146843 + Penalty 2026.820117 = -52350.326726 nChanged 121 SP:Iteration 1F (3472.380000 sec): 3 clusters Score: Raw -54542.436407 + Penalty 2026.820117 = -52515.616290 nChanged 33 SP:Iteration 2F (3472.590000 sec): 3 clusters Score: Raw -54612.904780 + Penalty 2026.820117 = -52586.084663 nChanged 19 SP:Iteration 3Q (3472.750000 sec): 3 clusters Score: Raw -54641.664831 + Penalty 2026.820117 = -52614.844714 nChanged 9 SP:Iteration 4Q (3472.970000 sec): 3 clusters Score: Raw -54654.918924 + Penalty 2026.820117 = -52628.098807 nChanged 6 SP:Iteration 5Q (3473.170000 sec): 3 clusters Score: Raw -54666.596159 + Penalty 2026.820117 = -52639.776043 nChanged 4 SP:Iteration 6Q (3473.340000 sec): 3 clusters Score: Raw -54677.595411 + Penalty 2026.820117 = -52650.775294 nChanged 4 SP:Iteration 7Q (3473.550000 sec): 3 clusters Score: Raw -54688.221858 + Penalty 2026.820117 = -52661.401741 nChanged 4 SP:Iteration 8Q (3473.730000 sec): 3 clusters Score: Raw -54697.392819 + Penalty 2026.820117 = -52670.572702 nChanged 8 SP:Iteration 9Q (3473.920000 sec): 3 clusters Score: Raw -54713.562800 + Penalty 2026.820117 = -52686.742683 nChanged 8 SP:Iteration 10Q (3474.130000 sec): 3 clusters Score: Raw -54724.185620 + Penalty 2026.820117 = -52697.365503 nChanged 6 SP:Iteration 11Q (3474.330000 sec): 3 clusters Score: Raw -54732.378887 + Penalty 2026.820117 = -52705.558770 nChanged 5 SP:Iteration 12Q (3474.480000 sec): 3 clusters Score: Raw -54735.790156 + Penalty 2026.820117 = -52708.970039 nChanged 2 SP:Iteration 13Q (3474.680000 sec): 3 clusters Score: Raw -54737.992210 + Penalty 2026.820117 = -52711.172093 nChanged 1 SP:Iteration 14Q (3474.850000 sec): 3 clusters Score: Raw -54739.642751 + Penalty 2026.820117 = -52712.822635 nChanged 0 SP:Iteration 15F (3475.060000 sec): 3 clusters Score: Raw -54739.642751 + Penalty 2026.820117 = -52712.822635 nChanged 0 Memory request: 0.00 GB would take us to total of 2.94 GB. Trying to split cluster 18 (3790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3475.140000 sec): 2 clusters Score: Raw -430748.865769 + Penalty 1339.019711 = -429409.846058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3475.330000 sec): 3 clusters Score: Raw -428893.382546 + Penalty 2678.039422 = -426215.343124 nChanged 1474 SP:Iteration 1F (3475.520000 sec): 3 clusters Score: Raw -429709.314805 + Penalty 2678.039422 = -427031.275383 nChanged 252 SP:Iteration 2F (3475.750000 sec): 3 clusters Score: Raw -429831.885207 + Penalty 2678.039422 = -427153.845786 nChanged 165 SP:Iteration 3Q (3475.950000 sec): 3 clusters Score: Raw -429907.200600 + Penalty 2678.039422 = -427229.161178 nChanged 124 SP:Iteration 4Q (3476.190000 sec): 3 clusters Score: Raw -429960.348770 + Penalty 2678.039422 = -427282.309348 nChanged 91 SP:Iteration 5Q (3476.370000 sec): 3 clusters Score: Raw -429991.657048 + Penalty 2678.039422 = -427313.617626 nChanged 66 SP:Iteration 6Q (3476.550000 sec): 3 clusters Score: Raw -430016.128998 + Penalty 2678.039422 = -427338.089576 nChanged 46 SP:Iteration 7Q (3476.720000 sec): 3 clusters Score: Raw -430032.659224 + Penalty 2678.039422 = -427354.619802 nChanged 40 SP:Iteration 8Q (3476.940000 sec): 3 clusters Score: Raw -430045.101024 + Penalty 2678.039422 = -427367.061603 nChanged 31 SP:Iteration 9Q (3477.100000 sec): 3 clusters Score: Raw -430053.090830 + Penalty 2678.039422 = -427375.051408 nChanged 25 SP:Iteration 10Q (3477.310000 sec): 3 clusters Score: Raw -430059.280397 + Penalty 2678.039422 = -427381.240976 nChanged 21 SP:Iteration 11Q (3477.520000 sec): 3 clusters Score: Raw -430064.073761 + Penalty 2678.039422 = -427386.034339 nChanged 20 SP:Iteration 12Q (3477.690000 sec): 3 clusters Score: Raw -430068.424812 + Penalty 2678.039422 = -427390.385390 nChanged 11 SP:Iteration 13Q (3477.840000 sec): 3 clusters Score: Raw -430070.524025 + Penalty 2678.039422 = -427392.484603 nChanged 13 SP:Iteration 14Q (3478.050000 sec): 3 clusters Score: Raw -430073.789688 + Penalty 2678.039422 = -427395.750267 nChanged 14 SP:Iteration 15Q (3478.210000 sec): 3 clusters Score: Raw -430077.640101 + Penalty 2678.039422 = -427399.600679 nChanged 20 SP:Iteration 16Q (3478.350000 sec): 3 clusters Score: Raw -430085.073512 + Penalty 2678.039422 = -427407.034090 nChanged 23 SP:Iteration 17Q (3478.550000 sec): 3 clusters Score: Raw -430093.317237 + Penalty 2678.039422 = -427415.277815 nChanged 27 SP:Iteration 18Q (3478.700000 sec): 3 clusters Score: Raw -430100.500017 + Penalty 2678.039422 = -427422.460595 nChanged 25 SP:Iteration 19Q (3478.850000 sec): 3 clusters Score: Raw -430107.215057 + Penalty 2678.039422 = -427429.175635 nChanged 19 SP:Iteration 20F (3479.000000 sec): 3 clusters Score: Raw -430111.883907 + Penalty 2678.039422 = -427433.844486 nChanged 16 SP:Iteration 21Q (3479.190000 sec): 3 clusters Score: Raw -430116.119912 + Penalty 2678.039422 = -427438.080490 nChanged 21 SP:Iteration 22Q (3479.350000 sec): 3 clusters Score: Raw -430121.642549 + Penalty 2678.039422 = -427443.603128 nChanged 23 SP:Iteration 23Q (3479.490000 sec): 3 clusters Score: Raw -430127.920410 + Penalty 2678.039422 = -427449.880988 nChanged 23 SP:Iteration 24Q (3479.690000 sec): 3 clusters Score: Raw -430134.156210 + Penalty 2678.039422 = -427456.116788 nChanged 26 SP:Iteration 25Q (3479.840000 sec): 3 clusters Score: Raw -430141.256895 + Penalty 2678.039422 = -427463.217473 nChanged 30 SP:Iteration 26Q (3480.050000 sec): 3 clusters Score: Raw -430151.608688 + Penalty 2678.039422 = -427473.569266 nChanged 29 SP:Iteration 27Q (3480.240000 sec): 3 clusters Score: Raw -430164.201492 + Penalty 2678.039422 = -427486.162070 nChanged 41 SP:Iteration 28Q (3480.440000 sec): 3 clusters Score: Raw -430183.288150 + Penalty 2678.039422 = -427505.248728 nChanged 42 SP:Iteration 29Q (3480.670000 sec): 3 clusters Score: Raw -430203.328292 + Penalty 2678.039422 = -427525.288871 nChanged 51 SP:Iteration 30Q (3480.870000 sec): 3 clusters Score: Raw -430226.924912 + Penalty 2678.039422 = -427548.885490 nChanged 58 SP:Iteration 31Q (3481.080000 sec): 3 clusters Score: Raw -430254.052009 + Penalty 2678.039422 = -427576.012588 nChanged 64 SP:Iteration 32Q (3481.240000 sec): 3 clusters Score: Raw -430284.034165 + Penalty 2678.039422 = -427605.994743 nChanged 71 SP:Iteration 33Q (3481.450000 sec): 3 clusters Score: Raw -430323.443766 + Penalty 2678.039422 = -427645.404344 nChanged 84 SP:Iteration 34Q (3481.660000 sec): 3 clusters Score: Raw -430371.259314 + Penalty 2678.039422 = -427693.219892 nChanged 84 SP:Iteration 35Q (3481.850000 sec): 3 clusters Score: Raw -430416.416184 + Penalty 2678.039422 = -427738.376762 nChanged 77 SP:Iteration 36Q (3482.020000 sec): 3 clusters Score: Raw -430466.815347 + Penalty 2678.039422 = -427788.775925 nChanged 80 SP:Iteration 37Q (3482.230000 sec): 3 clusters Score: Raw -430522.488281 + Penalty 2678.039422 = -427844.448859 nChanged 70 SP:Iteration 38Q (3482.490000 sec): 3 clusters Score: Raw -430573.519703 + Penalty 2678.039422 = -427895.480281 nChanged 62 SP:Iteration 39Q (3482.680000 sec): 3 clusters Score: Raw -430616.848775 + Penalty 2678.039422 = -427938.809354 nChanged 61 SP:Iteration 40F (3482.890000 sec): 3 clusters Score: Raw -430655.595759 + Penalty 2678.039422 = -427977.556337 nChanged 49 SP:Iteration 41Q (3483.080000 sec): 3 clusters Score: Raw -430689.316054 + Penalty 2678.039422 = -428011.276632 nChanged 46 SP:Iteration 42Q (3483.260000 sec): 3 clusters Score: Raw -430731.155144 + Penalty 2678.039422 = -428053.115722 nChanged 36 SP:Iteration 43Q (3483.450000 sec): 3 clusters Score: Raw -430767.254426 + Penalty 2678.039422 = -428089.215005 nChanged 24 SP:Iteration 44Q (3483.640000 sec): 3 clusters Score: Raw -430784.459752 + Penalty 2678.039422 = -428106.420330 nChanged 23 SP:Iteration 45Q (3483.860000 sec): 3 clusters Score: Raw -430803.956859 + Penalty 2678.039422 = -428125.917437 nChanged 21 SP:Iteration 46Q (3484.120000 sec): 3 clusters Score: Raw -430823.707856 + Penalty 2678.039422 = -428145.668435 nChanged 18 SP:Iteration 47Q (3484.300000 sec): 3 clusters Score: Raw -430840.264558 + Penalty 2678.039422 = -428162.225137 nChanged 12 SP:Iteration 48Q (3484.520000 sec): 3 clusters Score: Raw -430854.905403 + Penalty 2678.039422 = -428176.865981 nChanged 13 SP:Iteration 49Q (3484.780000 sec): 3 clusters Score: Raw -430867.698566 + Penalty 2678.039422 = -428189.659144 nChanged 10 SP:Iteration 50Q (3484.970000 sec): 3 clusters Score: Raw -430876.937149 + Penalty 2678.039422 = -428198.897727 nChanged 5 SP:Iteration 51Q (3485.210000 sec): 3 clusters Score: Raw -430883.866124 + Penalty 2678.039422 = -428205.826702 nChanged 4 SP:Iteration 52Q (3485.390000 sec): 3 clusters Score: Raw -430886.828636 + Penalty 2678.039422 = -428208.789214 nChanged 1 SP:Iteration 53Q (3485.610000 sec): 3 clusters Score: Raw -430887.461030 + Penalty 2678.039422 = -428209.421608 nChanged 0 SP:Iteration 54F (3485.800000 sec): 3 clusters Score: Raw -430887.461030 + Penalty 2678.039422 = -428209.421608 nChanged 0 ------ Evaluating fit on full set of 1226727 points ------ Score: Raw -137097795.741181 + Penalty 41008.091100 = -137056787.650082 Time taken for this iteration:1323.070000 seconds. 21->19 Clusters: Score -137056787.650082, best is -137047025.324430 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 3181 (time per iteration =459.848508 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 188407869120.000000 (time per metric unit =7.763891ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 4521788858880.000000 (time per metric unit=323.495446ps) That took 1462.778103 seconds.