FileBase DT1_rLS_20150728_2304um ElecNo 4 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 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 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.75 and 1.12 GB. - 8 bytes per element (scalar), 50046700 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.36 and 0.54 GB. - 8 bytes per element (scalar), 24022416 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.09 and 0.13 GB. - 2 bytes per element (data_int), 24022416 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.04 and 0.07 GB. - 1 bytes per element (char), 24022416 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.04 and 0.07 GB. - 1 bytes per element (char), 24022416 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=1000934, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 1.28 and 1.92 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 1000934 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 1000934 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 14 (10289 points): Lose 488.680529 but Gain 2245.172170 Iteration 0F (18.906381 sec): 19 clusters Score: Raw -65888281.843867 + Penalty 40413.099057 = -65847868.744810 nChanged 945369 Iteration 1F (30.899819 sec): 19 clusters Score: Raw -74615619.566121 + Penalty 40413.099057 = -74575206.467064 nChanged 401332 Iteration 2F (42.865359 sec): 19 clusters Score: Raw -76401011.486190 + Penalty 40413.099057 = -76360598.387133 nChanged 211401 Iteration 3F (54.845261 sec): 19 clusters Score: Raw -77180729.857560 + Penalty 40413.099057 = -77140316.758503 nChanged 144680 Iteration 4F (66.798919 sec): 19 clusters Score: Raw -77533695.604283 + Penalty 40413.099057 = -77493282.505226 nChanged 108921 Iteration 5F (78.800879 sec): 19 clusters Score: Raw -77783538.717753 + Penalty 40413.099057 = -77743125.618696 nChanged 87816 Iteration 6F (90.793405 sec): 19 clusters Score: Raw -77947778.560299 + Penalty 40413.099057 = -77907365.461242 nChanged 80449 Iteration 7F (102.781187 sec): 19 clusters Score: Raw -78102776.014860 + Penalty 40413.099057 = -78062362.915803 nChanged 75025 Iteration 8F (114.755554 sec): 19 clusters Score: Raw -78274332.920748 + Penalty 40413.099057 = -78233919.821691 nChanged 69737 Iteration 9F (126.730247 sec): 19 clusters Score: Raw -78409633.314249 + Penalty 40413.099057 = -78369220.215192 nChanged 61962 Iteration 10F (138.724421 sec): 19 clusters Score: Raw -78519846.169999 + Penalty 40413.099057 = -78479433.070942 nChanged 54547 Iteration 11F (150.707042 sec): 19 clusters Score: Raw -78648005.237325 + Penalty 40413.099057 = -78607592.138268 nChanged 46112 Iteration 12Q (155.745968 sec): 19 clusters Score: Raw -78776868.082326 + Penalty 40413.099057 = -78736454.983269 nChanged 33592 Iteration 13Q (160.648620 sec): 19 clusters Score: Raw -78833235.527195 + Penalty 40413.099057 = -78792822.428138 nChanged 24408 Iteration 14Q (165.472691 sec): 19 clusters Score: Raw -78876783.443454 + Penalty 40413.099057 = -78836370.344397 nChanged 18002 Iteration 15Q (170.215652 sec): 19 clusters Score: Raw -78908626.158609 + Penalty 40413.099057 = -78868213.059552 nChanged 12656 Iteration 16Q (174.908807 sec): 19 clusters Score: Raw -78923466.439458 + Penalty 40413.099057 = -78883053.340401 nChanged 8716 Iteration 17Q (179.572792 sec): 19 clusters Score: Raw -78928535.134494 + Penalty 40413.099057 = -78888122.035437 nChanged 5926 Iteration 18Q (184.214411 sec): 19 clusters Score: Raw -78931661.959903 + Penalty 40413.099057 = -78891248.860846 nChanged 4635 Iteration 19Q (188.849609 sec): 19 clusters Score: Raw -78934021.025595 + Penalty 40413.099057 = -78893607.926538 nChanged 3925 Writing temp clu file Because OldScore, -78891248.860846, is greater than current (better) Score,-78893607.926538 Compute initial score before splitting: Score: Raw -78934021.025595 + Penalty 40413.099057 = -78893607.926538 Trying to split cluster 1 (53216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.108737 sec): 2 clusters Score: Raw -4398126.704438 + Penalty 1768.343587 = -4396358.360851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.203950 sec): 3 clusters Score: Raw -4364381.138085 + Penalty 3536.687174 = -4360844.450911 nChanged 25068 SP:Iteration 1F (189.293009 sec): 3 clusters Score: Raw -4381460.681548 + Penalty 3536.687174 = -4377923.994374 nChanged 4961 SP:Iteration 2F (189.382030 sec): 3 clusters Score: Raw -4388244.767965 + Penalty 3536.687174 = -4384708.080791 nChanged 6547 SP:Iteration 3F (189.470917 sec): 3 clusters Score: Raw -4398445.450336 + Penalty 3536.687174 = -4394908.763162 nChanged 5771 SP:Iteration 4F (189.587747 sec): 3 clusters Score: Raw -4404831.775803 + Penalty 3536.687174 = -4401295.088629 nChanged 3259 SP:Iteration 5F (189.676134 sec): 3 clusters Score: Raw -4406927.393305 + Penalty 3536.687174 = -4403390.706131 nChanged 1728 SP:Iteration 6Q (189.765219 sec): 3 clusters Score: Raw -4407721.640210 + Penalty 3536.687174 = -4404184.953036 nChanged 1083 SP:Iteration 7Q (189.853438 sec): 3 clusters Score: Raw -4408204.494035 + Penalty 3536.687174 = -4404667.806861 nChanged 843 SP:Iteration 8Q (189.941324 sec): 3 clusters Score: Raw -4408576.533848 + Penalty 3536.687174 = -4405039.846674 nChanged 712 SP:Iteration 9Q (190.028459 sec): 3 clusters Score: Raw -4408892.557729 + Penalty 3536.687174 = -4405355.870555 nChanged 610 SP:Iteration 10Q (190.115315 sec): 3 clusters Score: Raw -4409140.361911 + Penalty 3536.687174 = -4405603.674737 nChanged 533 SP:Iteration 11Q (190.201692 sec): 3 clusters Score: Raw -4409334.537884 + Penalty 3536.687174 = -4405797.850710 nChanged 499 SP:Iteration 12Q (190.287753 sec): 3 clusters Score: Raw -4409494.449645 + Penalty 3536.687174 = -4405957.762471 nChanged 456 SP:Iteration 13Q (190.373542 sec): 3 clusters Score: Raw -4409640.641145 + Penalty 3536.687174 = -4406103.953971 nChanged 430 SP:Iteration 14Q (190.458857 sec): 3 clusters Score: Raw -4409780.867980 + Penalty 3536.687174 = -4406244.180806 nChanged 396 SP:Iteration 15Q (190.544029 sec): 3 clusters Score: Raw -4409900.149124 + Penalty 3536.687174 = -4406363.461950 nChanged 396 SP:Iteration 16Q (190.629041 sec): 3 clusters Score: Raw -4410009.992064 + Penalty 3536.687174 = -4406473.304890 nChanged 382 SP:Iteration 17Q (190.713559 sec): 3 clusters Score: Raw -4410106.873058 + Penalty 3536.687174 = -4406570.185884 nChanged 337 SP:Iteration 18Q (190.797757 sec): 3 clusters Score: Raw -4410190.730689 + Penalty 3536.687174 = -4406654.043515 nChanged 319 SP:Iteration 19Q (190.882075 sec): 3 clusters Score: Raw -4410284.026051 + Penalty 3536.687174 = -4406747.338877 nChanged 291 SP:Iteration 20F (190.971024 sec): 3 clusters Score: Raw -4410392.330735 + Penalty 3536.687174 = -4406855.643561 nChanged 330 SP:Iteration 21Q (191.055526 sec): 3 clusters Score: Raw -4410512.213129 + Penalty 3536.687174 = -4406975.525955 nChanged 333 SP:Iteration 22Q (191.139975 sec): 3 clusters Score: Raw -4410606.602659 + Penalty 3536.687174 = -4407069.915485 nChanged 302 SP:Iteration 23Q (191.224054 sec): 3 clusters Score: Raw -4410687.185505 + Penalty 3536.687174 = -4407150.498331 nChanged 287 SP:Iteration 24Q (191.308105 sec): 3 clusters Score: Raw -4410749.864906 + Penalty 3536.687174 = -4407213.177731 nChanged 266 SP:Iteration 25Q (191.391914 sec): 3 clusters Score: Raw -4410808.627026 + Penalty 3536.687174 = -4407271.939852 nChanged 237 SP:Iteration 26Q (191.475876 sec): 3 clusters Score: Raw -4410853.650882 + Penalty 3536.687174 = -4407316.963707 nChanged 175 SP:Iteration 27Q (191.559445 sec): 3 clusters Score: Raw -4410881.058102 + Penalty 3536.687174 = -4407344.370928 nChanged 138 SP:Iteration 28Q (191.642905 sec): 3 clusters Score: Raw -4410899.213472 + Penalty 3536.687174 = -4407362.526297 nChanged 112 SP:Iteration 29Q (191.726313 sec): 3 clusters Score: Raw -4410910.882599 + Penalty 3536.687174 = -4407374.195425 nChanged 90 SP:Iteration 30Q (191.809736 sec): 3 clusters Score: Raw -4410921.355905 + Penalty 3536.687174 = -4407384.668731 nChanged 88 SP:Iteration 31Q (191.893041 sec): 3 clusters Score: Raw -4410928.380153 + Penalty 3536.687174 = -4407391.692979 nChanged 70 SP:Iteration 32Q (191.976281 sec): 3 clusters Score: Raw -4410931.972198 + Penalty 3536.687174 = -4407395.285024 nChanged 43 SP:Iteration 33Q (192.062821 sec): 3 clusters Score: Raw -4410934.158739 + Penalty 3536.687174 = -4407397.471564 nChanged 34 SP:Iteration 34Q (192.146457 sec): 3 clusters Score: Raw -4410936.151153 + Penalty 3536.687174 = -4407399.463979 nChanged 37 SP:Iteration 35Q (192.229625 sec): 3 clusters Score: Raw -4410938.076850 + Penalty 3536.687174 = -4407401.389676 nChanged 36 SP:Iteration 36Q (192.312827 sec): 3 clusters Score: Raw -4410939.761882 + Penalty 3536.687174 = -4407403.074708 nChanged 28 SP:Iteration 37Q (192.396111 sec): 3 clusters Score: Raw -4410940.753340 + Penalty 3536.687174 = -4407404.066165 nChanged 22 SP:Iteration 38Q (192.479257 sec): 3 clusters Score: Raw -4410941.517044 + Penalty 3536.687174 = -4407404.829870 nChanged 22 SP:Iteration 39Q (192.562342 sec): 3 clusters Score: Raw -4410942.119452 + Penalty 3536.687174 = -4407405.432277 nChanged 18 SP:Iteration 40F (192.677995 sec): 3 clusters Score: Raw -4410942.500534 + Penalty 3536.687174 = -4407405.813360 nChanged 14 SP:Iteration 41Q (192.762377 sec): 3 clusters Score: Raw -4410942.960176 + Penalty 3536.687174 = -4407406.273002 nChanged 10 SP:Iteration 42Q (192.845929 sec): 3 clusters Score: Raw -4410943.152384 + Penalty 3536.687174 = -4407406.465210 nChanged 8 SP:Iteration 43Q (192.929487 sec): 3 clusters Score: Raw -4410943.343822 + Penalty 3536.687174 = -4407406.656647 nChanged 6 SP:Iteration 44Q (193.012858 sec): 3 clusters Score: Raw -4410943.514427 + Penalty 3536.687174 = -4407406.827253 nChanged 9 SP:Iteration 45Q (193.096497 sec): 3 clusters Score: Raw -4410943.800876 + Penalty 3536.687174 = -4407407.113702 nChanged 15 SP:Iteration 46Q (193.180100 sec): 3 clusters Score: Raw -4410944.191595 + Penalty 3536.687174 = -4407407.504421 nChanged 11 SP:Iteration 47Q (193.263506 sec): 3 clusters Score: Raw -4410944.379780 + Penalty 3536.687174 = -4407407.692606 nChanged 4 SP:Iteration 48Q (193.346839 sec): 3 clusters Score: Raw -4410944.427997 + Penalty 3536.687174 = -4407407.740822 nChanged 3 SP:Iteration 49Q (193.430295 sec): 3 clusters Score: Raw -4410944.479886 + Penalty 3536.687174 = -4407407.792712 nChanged 2 SP:Iteration 50Q (193.513803 sec): 3 clusters Score: Raw -4410944.510007 + Penalty 3536.687174 = -4407407.822832 nChanged 1 SP:Iteration 51Q (193.597274 sec): 3 clusters Score: Raw -4410944.524851 + Penalty 3536.687174 = -4407407.837677 nChanged 0 SP:Iteration 52F (193.686301 sec): 3 clusters Score: Raw -4410944.524851 + Penalty 3536.687174 = -4407407.837677 nChanged 0 Score: Raw -78947870.449767 + Penalty 42658.271227 = -78905212.178540 Splitting cluster 1 changes total score from -78893607.926538 to -78905212.178540 So it's getting split into cluster 14. Trying to split cluster 2 (147273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.949858 sec): 2 clusters Score: Raw -12350976.960836 + Penalty 1933.757034 = -12349043.203802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.179564 sec): 3 clusters Score: Raw -12254842.636781 + Penalty 3867.514068 = -12250975.122713 nChanged 71012 SP:Iteration 1F (205.406248 sec): 3 clusters Score: Raw -12335032.554589 + Penalty 3867.514068 = -12331165.040521 nChanged 23546 SP:Iteration 2F (205.632730 sec): 3 clusters Score: Raw -12378571.514759 + Penalty 3867.514068 = -12374704.000691 nChanged 20141 SP:Iteration 3F (205.859747 sec): 3 clusters Score: Raw -12403637.107268 + Penalty 3867.514068 = -12399769.593200 nChanged 8989 SP:Iteration 4F (206.085563 sec): 3 clusters Score: Raw -12414229.189070 + Penalty 3867.514068 = -12410361.675002 nChanged 3937 SP:Iteration 5Q (206.314751 sec): 3 clusters Score: Raw -12421118.614881 + Penalty 3867.514068 = -12417251.100813 nChanged 1921 SP:Iteration 6Q (206.526130 sec): 3 clusters Score: Raw -12426473.065106 + Penalty 3867.514068 = -12422605.551038 nChanged 952 SP:Iteration 7Q (206.716923 sec): 3 clusters Score: Raw -12428616.208720 + Penalty 3867.514068 = -12424748.694652 nChanged 477 SP:Iteration 8Q (206.901017 sec): 3 clusters Score: Raw -12429162.004325 + Penalty 3867.514068 = -12425294.490257 nChanged 281 SP:Iteration 9Q (207.083534 sec): 3 clusters Score: Raw -12429287.642047 + Penalty 3867.514068 = -12425420.127979 nChanged 131 SP:Iteration 10Q (207.265733 sec): 3 clusters Score: Raw -12429322.865521 + Penalty 3867.514068 = -12425455.351453 nChanged 64 SP:Iteration 11Q (207.472094 sec): 3 clusters Score: Raw -12429333.320186 + Penalty 3867.514068 = -12425465.806118 nChanged 44 SP:Iteration 12Q (207.654483 sec): 3 clusters Score: Raw -12429338.594996 + Penalty 3867.514068 = -12425471.080928 nChanged 22 SP:Iteration 13Q (207.836906 sec): 3 clusters Score: Raw -12429340.231069 + Penalty 3867.514068 = -12425472.717001 nChanged 13 SP:Iteration 14Q (208.019175 sec): 3 clusters Score: Raw -12429340.775548 + Penalty 3867.514068 = -12425473.261480 nChanged 3 SP:Iteration 15Q (208.201338 sec): 3 clusters Score: Raw -12429340.851147 + Penalty 3867.514068 = -12425473.337078 nChanged 0 SP:Iteration 16F (208.427870 sec): 3 clusters Score: Raw -12429340.851147 + Penalty 3867.514068 = -12425473.337078 nChanged 0 Score: Raw -79026234.340078 + Penalty 44903.443397 = -78981330.896681 Splitting cluster 2 changes total score from -78893607.926538 to -78981330.896681 So it's getting split into cluster 20. Trying to split cluster 3 (71277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.312979 sec): 2 clusters Score: Raw -5983912.764233 + Penalty 1815.828458 = -5982096.935775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.443277 sec): 3 clusters Score: Raw -5937940.642982 + Penalty 3631.656916 = -5934308.986066 nChanged 33826 SP:Iteration 1F (220.559878 sec): 3 clusters Score: Raw -5958541.137217 + Penalty 3631.656916 = -5954909.480301 nChanged 3719 SP:Iteration 2F (220.676017 sec): 3 clusters Score: Raw -5960715.295977 + Penalty 3631.656916 = -5957083.639061 nChanged 4583 SP:Iteration 3F (220.792311 sec): 3 clusters Score: Raw -5964176.407930 + Penalty 3631.656916 = -5960544.751013 nChanged 5302 SP:Iteration 4F (220.908652 sec): 3 clusters Score: Raw -5968968.070765 + Penalty 3631.656916 = -5965336.413849 nChanged 5563 SP:Iteration 5F (221.025166 sec): 3 clusters Score: Raw -5973624.634293 + Penalty 3631.656916 = -5969992.977377 nChanged 5017 SP:Iteration 6F (221.141770 sec): 3 clusters Score: Raw -5977228.204032 + Penalty 3631.656916 = -5973596.547116 nChanged 4029 SP:Iteration 7F (221.258058 sec): 3 clusters Score: Raw -5979561.513981 + Penalty 3631.656916 = -5975929.857064 nChanged 3045 SP:Iteration 8Q (221.376110 sec): 3 clusters Score: Raw -5980908.229565 + Penalty 3631.656916 = -5977276.572649 nChanged 2151 SP:Iteration 9Q (221.493604 sec): 3 clusters Score: Raw -5981648.102481 + Penalty 3631.656916 = -5978016.445565 nChanged 1592 SP:Iteration 10Q (221.610586 sec): 3 clusters Score: Raw -5982102.447629 + Penalty 3631.656916 = -5978470.790712 nChanged 1302 SP:Iteration 11Q (221.727186 sec): 3 clusters Score: Raw -5982419.812781 + Penalty 3631.656916 = -5978788.155865 nChanged 1102 SP:Iteration 12Q (221.843865 sec): 3 clusters Score: Raw -5982663.290199 + Penalty 3631.656916 = -5979031.633282 nChanged 941 SP:Iteration 13Q (221.960201 sec): 3 clusters Score: Raw -5982854.250912 + Penalty 3631.656916 = -5979222.593996 nChanged 877 SP:Iteration 14Q (222.076781 sec): 3 clusters Score: Raw -5983032.322831 + Penalty 3631.656916 = -5979400.665914 nChanged 847 SP:Iteration 15Q (222.193273 sec): 3 clusters Score: Raw -5983209.587367 + Penalty 3631.656916 = -5979577.930450 nChanged 851 SP:Iteration 16Q (222.309702 sec): 3 clusters Score: Raw -5983404.027419 + Penalty 3631.656916 = -5979772.370503 nChanged 867 SP:Iteration 17Q (222.425990 sec): 3 clusters Score: Raw -5983622.685675 + Penalty 3631.656916 = -5979991.028759 nChanged 886 SP:Iteration 18Q (222.542748 sec): 3 clusters Score: Raw -5983859.843127 + Penalty 3631.656916 = -5980228.186210 nChanged 909 SP:Iteration 19Q (222.659335 sec): 3 clusters Score: Raw -5984118.338645 + Penalty 3631.656916 = -5980486.681728 nChanged 962 SP:Iteration 20F (222.776428 sec): 3 clusters Score: Raw -5984392.874760 + Penalty 3631.656916 = -5980761.217844 nChanged 984 SP:Iteration 21Q (222.894392 sec): 3 clusters Score: Raw -5984706.154407 + Penalty 3631.656916 = -5981074.497491 nChanged 1065 SP:Iteration 22Q (223.012445 sec): 3 clusters Score: Raw -5985062.485559 + Penalty 3631.656916 = -5981430.828642 nChanged 1027 SP:Iteration 23Q (223.130384 sec): 3 clusters Score: Raw -5985380.864253 + Penalty 3631.656916 = -5981749.207337 nChanged 989 SP:Iteration 24Q (223.248426 sec): 3 clusters Score: Raw -5985667.959409 + Penalty 3631.656916 = -5982036.302493 nChanged 989 SP:Iteration 25Q (223.388792 sec): 3 clusters Score: Raw -5985937.166894 + Penalty 3631.656916 = -5982305.509977 nChanged 988 SP:Iteration 26Q (223.521537 sec): 3 clusters Score: Raw -5986204.006518 + Penalty 3631.656916 = -5982572.349601 nChanged 933 SP:Iteration 27Q (223.643088 sec): 3 clusters Score: Raw -5986440.344550 + Penalty 3631.656916 = -5982808.687633 nChanged 873 SP:Iteration 28Q (223.760937 sec): 3 clusters Score: Raw -5986641.593992 + Penalty 3631.656916 = -5983009.937076 nChanged 839 SP:Iteration 29Q (223.878843 sec): 3 clusters Score: Raw -5986824.132816 + Penalty 3631.656916 = -5983192.475900 nChanged 779 SP:Iteration 30Q (223.996615 sec): 3 clusters Score: Raw -5986984.874753 + Penalty 3631.656916 = -5983353.217837 nChanged 770 SP:Iteration 31Q (224.114421 sec): 3 clusters Score: Raw -5987147.302783 + Penalty 3631.656916 = -5983515.645866 nChanged 762 SP:Iteration 32Q (224.231816 sec): 3 clusters Score: Raw -5987298.269908 + Penalty 3631.656916 = -5983666.612992 nChanged 684 SP:Iteration 33Q (224.348990 sec): 3 clusters Score: Raw -5987419.220551 + Penalty 3631.656916 = -5983787.563635 nChanged 605 SP:Iteration 34Q (224.465999 sec): 3 clusters Score: Raw -5987517.513705 + Penalty 3631.656916 = -5983885.856788 nChanged 595 SP:Iteration 35Q (224.582759 sec): 3 clusters Score: Raw -5987607.663731 + Penalty 3631.656916 = -5983976.006815 nChanged 552 SP:Iteration 36Q (224.699181 sec): 3 clusters Score: Raw -5987688.536535 + Penalty 3631.656916 = -5984056.879619 nChanged 541 SP:Iteration 37Q (224.816021 sec): 3 clusters Score: Raw -5987776.334757 + Penalty 3631.656916 = -5984144.677840 nChanged 547 SP:Iteration 38Q (224.932121 sec): 3 clusters Score: Raw -5987865.139964 + Penalty 3631.656916 = -5984233.483047 nChanged 520 SP:Iteration 39Q (225.047861 sec): 3 clusters Score: Raw -5987949.548960 + Penalty 3631.656916 = -5984317.892043 nChanged 501 SP:Iteration 40F (225.164366 sec): 3 clusters Score: Raw -5988032.369136 + Penalty 3631.656916 = -5984400.712220 nChanged 497 SP:Iteration 41Q (225.282297 sec): 3 clusters Score: Raw -5988110.840162 + Penalty 3631.656916 = -5984479.183245 nChanged 443 SP:Iteration 42Q (225.399978 sec): 3 clusters Score: Raw -5988175.073439 + Penalty 3631.656916 = -5984543.416522 nChanged 428 SP:Iteration 43Q (225.516993 sec): 3 clusters Score: Raw -5988236.566645 + Penalty 3631.656916 = -5984604.909728 nChanged 415 SP:Iteration 44Q (225.633879 sec): 3 clusters Score: Raw -5988294.630477 + Penalty 3631.656916 = -5984662.973561 nChanged 396 SP:Iteration 45Q (225.750176 sec): 3 clusters Score: Raw -5988350.626076 + Penalty 3631.656916 = -5984718.969159 nChanged 365 SP:Iteration 46Q (225.866206 sec): 3 clusters Score: Raw -5988398.823013 + Penalty 3631.656916 = -5984767.166097 nChanged 358 SP:Iteration 47Q (225.981704 sec): 3 clusters Score: Raw -5988448.046040 + Penalty 3631.656916 = -5984816.389123 nChanged 357 SP:Iteration 48Q (226.096733 sec): 3 clusters Score: Raw -5988499.334934 + Penalty 3631.656916 = -5984867.678017 nChanged 338 SP:Iteration 49Q (226.211453 sec): 3 clusters Score: Raw -5988548.081041 + Penalty 3631.656916 = -5984916.424124 nChanged 312 SP:Iteration 50Q (226.325764 sec): 3 clusters Score: Raw -5988594.632664 + Penalty 3631.656916 = -5984962.975748 nChanged 297 SP:Iteration 51Q (226.439554 sec): 3 clusters Score: Raw -5988640.630710 + Penalty 3631.656916 = -5985008.973793 nChanged 297 SP:Iteration 52Q (226.552859 sec): 3 clusters Score: Raw -5988686.869069 + Penalty 3631.656916 = -5985055.212152 nChanged 256 SP:Iteration 53Q (226.665940 sec): 3 clusters Score: Raw -5988725.990352 + Penalty 3631.656916 = -5985094.333436 nChanged 252 SP:Iteration 54Q (226.778538 sec): 3 clusters Score: Raw -5988766.792231 + Penalty 3631.656916 = -5985135.135314 nChanged 263 SP:Iteration 55Q (226.890699 sec): 3 clusters Score: Raw -5988808.318909 + Penalty 3631.656916 = -5985176.661992 nChanged 224 SP:Iteration 56Q (227.003485 sec): 3 clusters Score: Raw -5988842.885185 + Penalty 3631.656916 = -5985211.228269 nChanged 212 SP:Iteration 57Q (227.115157 sec): 3 clusters Score: Raw -5988875.902585 + Penalty 3631.656916 = -5985244.245669 nChanged 223 SP:Iteration 58Q (227.226476 sec): 3 clusters Score: Raw -5988910.588746 + Penalty 3631.656916 = -5985278.931830 nChanged 201 SP:Iteration 59Q (227.337918 sec): 3 clusters Score: Raw -5988940.928131 + Penalty 3631.656916 = -5985309.271215 nChanged 184 SP:Iteration 60F (227.454147 sec): 3 clusters Score: Raw -5988966.767683 + Penalty 3631.656916 = -5985335.110766 nChanged 165 SP:Iteration 61Q (227.565059 sec): 3 clusters Score: Raw -5988988.684316 + Penalty 3631.656916 = -5985357.027399 nChanged 161 SP:Iteration 62Q (227.676300 sec): 3 clusters Score: Raw -5989010.881119 + Penalty 3631.656916 = -5985379.224203 nChanged 151 SP:Iteration 63Q (227.786626 sec): 3 clusters Score: Raw -5989031.911848 + Penalty 3631.656916 = -5985400.254931 nChanged 150 SP:Iteration 64Q (227.896984 sec): 3 clusters Score: Raw -5989054.268317 + Penalty 3631.656916 = -5985422.611401 nChanged 134 SP:Iteration 65Q (228.006809 sec): 3 clusters Score: Raw -5989068.231585 + Penalty 3631.656916 = -5985436.574669 nChanged 122 SP:Iteration 66Q (228.116486 sec): 3 clusters Score: Raw -5989082.185249 + Penalty 3631.656916 = -5985450.528333 nChanged 111 SP:Iteration 67Q (228.226128 sec): 3 clusters Score: Raw -5989094.992689 + Penalty 3631.656916 = -5985463.335773 nChanged 106 SP:Iteration 68Q (228.335442 sec): 3 clusters Score: Raw -5989108.006491 + Penalty 3631.656916 = -5985476.349574 nChanged 121 SP:Iteration 69Q (228.444788 sec): 3 clusters Score: Raw -5989122.505846 + Penalty 3631.656916 = -5985490.848930 nChanged 129 SP:Iteration 70Q (228.553598 sec): 3 clusters Score: Raw -5989138.382168 + Penalty 3631.656916 = -5985506.725251 nChanged 124 SP:Iteration 71Q (228.662053 sec): 3 clusters Score: Raw -5989152.788454 + Penalty 3631.656916 = -5985521.131538 nChanged 102 SP:Iteration 72Q (228.770415 sec): 3 clusters Score: Raw -5989166.511525 + Penalty 3631.656916 = -5985534.854609 nChanged 125 SP:Iteration 73Q (228.878676 sec): 3 clusters Score: Raw -5989182.236138 + Penalty 3631.656916 = -5985550.579222 nChanged 122 SP:Iteration 74Q (228.986716 sec): 3 clusters Score: Raw -5989199.298341 + Penalty 3631.656916 = -5985567.641425 nChanged 109 SP:Iteration 75Q (229.094803 sec): 3 clusters Score: Raw -5989216.791449 + Penalty 3631.656916 = -5985585.134532 nChanged 113 SP:Iteration 76Q (229.202462 sec): 3 clusters Score: Raw -5989230.167336 + Penalty 3631.656916 = -5985598.510420 nChanged 96 SP:Iteration 77Q (229.309854 sec): 3 clusters Score: Raw -5989240.399306 + Penalty 3631.656916 = -5985608.742390 nChanged 90 SP:Iteration 78Q (229.417026 sec): 3 clusters Score: Raw -5989249.449373 + Penalty 3631.656916 = -5985617.792457 nChanged 89 SP:Iteration 79Q (229.524230 sec): 3 clusters Score: Raw -5989257.209189 + Penalty 3631.656916 = -5985625.552273 nChanged 76 SP:Iteration 80F (229.640345 sec): 3 clusters Score: Raw -5989263.791469 + Penalty 3631.656916 = -5985632.134552 nChanged 65 SP:Iteration 81Q (229.747111 sec): 3 clusters Score: Raw -5989268.815049 + Penalty 3631.656916 = -5985637.158133 nChanged 64 SP:Iteration 82Q (229.853976 sec): 3 clusters Score: Raw -5989272.551963 + Penalty 3631.656916 = -5985640.895046 nChanged 53 SP:Iteration 83Q (229.961053 sec): 3 clusters Score: Raw -5989275.573063 + Penalty 3631.656916 = -5985643.916146 nChanged 33 SP:Iteration 84Q (230.068039 sec): 3 clusters Score: Raw -5989277.211962 + Penalty 3631.656916 = -5985645.555045 nChanged 23 SP:Iteration 85Q (230.174596 sec): 3 clusters Score: Raw -5989278.283941 + Penalty 3631.656916 = -5985646.627024 nChanged 16 SP:Iteration 86Q (230.281070 sec): 3 clusters Score: Raw -5989278.894931 + Penalty 3631.656916 = -5985647.238014 nChanged 16 SP:Iteration 87Q (230.388044 sec): 3 clusters Score: Raw -5989279.548683 + Penalty 3631.656916 = -5985647.891767 nChanged 15 SP:Iteration 88Q (230.519992 sec): 3 clusters Score: Raw -5989280.075734 + Penalty 3631.656916 = -5985648.418818 nChanged 12 SP:Iteration 89Q (230.626959 sec): 3 clusters Score: Raw -5989280.516434 + Penalty 3631.656916 = -5985648.859518 nChanged 14 SP:Iteration 90Q (230.733728 sec): 3 clusters Score: Raw -5989281.142463 + Penalty 3631.656916 = -5985649.485547 nChanged 11 SP:Iteration 91Q (230.840202 sec): 3 clusters Score: Raw -5989281.505880 + Penalty 3631.656916 = -5985649.848964 nChanged 13 SP:Iteration 92Q (230.949803 sec): 3 clusters Score: Raw -5989282.073197 + Penalty 3631.656916 = -5985650.416281 nChanged 21 SP:Iteration 93Q (231.056141 sec): 3 clusters Score: Raw -5989283.010127 + Penalty 3631.656916 = -5985651.353211 nChanged 23 SP:Iteration 94Q (231.161461 sec): 3 clusters Score: Raw -5989283.900757 + Penalty 3631.656916 = -5985652.243840 nChanged 18 SP:Iteration 95Q (231.267795 sec): 3 clusters Score: Raw -5989284.463734 + Penalty 3631.656916 = -5985652.806818 nChanged 14 SP:Iteration 96Q (231.374100 sec): 3 clusters Score: Raw -5989285.010713 + Penalty 3631.656916 = -5985653.353796 nChanged 14 SP:Iteration 97Q (231.480385 sec): 3 clusters Score: Raw -5989285.421743 + Penalty 3631.656916 = -5985653.764827 nChanged 7 SP:Iteration 98Q (231.586729 sec): 3 clusters Score: Raw -5989285.772360 + Penalty 3631.656916 = -5985654.115444 nChanged 9 SP:Iteration 99Q (231.693186 sec): 3 clusters Score: Raw -5989286.026597 + Penalty 3631.656916 = -5985654.369681 nChanged 6 SP:Iteration 100F (231.809330 sec): 3 clusters Score: Raw -5989286.168855 + Penalty 3631.656916 = -5985654.511939 nChanged 6 SP:Iteration 101Q (231.915873 sec): 3 clusters Score: Raw -5989286.335704 + Penalty 3631.656916 = -5985654.678788 nChanged 6 SP:Iteration 102Q (232.022217 sec): 3 clusters Score: Raw -5989286.589298 + Penalty 3631.656916 = -5985654.932381 nChanged 8 SP:Iteration 103Q (232.128548 sec): 3 clusters Score: Raw -5989286.938987 + Penalty 3631.656916 = -5985655.282070 nChanged 10 SP:Iteration 104Q (232.234994 sec): 3 clusters Score: Raw -5989287.408553 + Penalty 3631.656916 = -5985655.751636 nChanged 11 SP:Iteration 105Q (232.341308 sec): 3 clusters Score: Raw -5989287.815665 + Penalty 3631.656916 = -5985656.158749 nChanged 14 SP:Iteration 106Q (232.447574 sec): 3 clusters Score: Raw -5989288.313186 + Penalty 3631.656916 = -5985656.656269 nChanged 15 SP:Iteration 107Q (232.553968 sec): 3 clusters Score: Raw -5989288.873950 + Penalty 3631.656916 = -5985657.217034 nChanged 11 SP:Iteration 108Q (232.660518 sec): 3 clusters Score: Raw -5989289.295156 + Penalty 3631.656916 = -5985657.638240 nChanged 10 SP:Iteration 109Q (232.766982 sec): 3 clusters Score: Raw -5989289.496712 + Penalty 3631.656916 = -5985657.839795 nChanged 5 SP:Iteration 110Q (232.873350 sec): 3 clusters Score: Raw -5989289.668732 + Penalty 3631.656916 = -5985658.011815 nChanged 4 SP:Iteration 111Q (232.979494 sec): 3 clusters Score: Raw -5989289.757788 + Penalty 3631.656916 = -5985658.100872 nChanged 3 SP:Iteration 112Q (233.087329 sec): 3 clusters Score: Raw -5989289.816583 + Penalty 3631.656916 = -5985658.159666 nChanged 0 SP:Iteration 113F (233.204441 sec): 3 clusters Score: Raw -5989289.816583 + Penalty 3631.656916 = -5985658.159666 nChanged 0 Score: Raw -79031611.392427 + Penalty 47148.615567 = -78984462.776861 Splitting cluster 3 changes total score from -78893607.926538 to -78984462.776861 So it's getting split into cluster 21. Trying to split cluster 4 (17070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.605159 sec): 2 clusters Score: Raw -1285494.152328 + Penalty 1583.575145 = -1283910.577183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.644801 sec): 3 clusters Score: Raw -1275385.972837 + Penalty 3167.150290 = -1272218.822547 nChanged 7704 SP:Iteration 1F (245.682662 sec): 3 clusters Score: Raw -1279865.164349 + Penalty 3167.150290 = -1276698.014059 nChanged 1237 SP:Iteration 2F (245.720641 sec): 3 clusters Score: Raw -1280978.775850 + Penalty 3167.150290 = -1277811.625560 nChanged 1401 SP:Iteration 3F (245.758687 sec): 3 clusters Score: Raw -1282553.306108 + Penalty 3167.150290 = -1279386.155818 nChanged 1538 SP:Iteration 4F (245.796620 sec): 3 clusters Score: Raw -1284304.875237 + Penalty 3167.150290 = -1281137.724947 nChanged 1556 SP:Iteration 5F (245.834656 sec): 3 clusters Score: Raw -1285764.325698 + Penalty 3167.150290 = -1282597.175408 nChanged 1308 SP:Iteration 6F (245.872646 sec): 3 clusters Score: Raw -1286691.349747 + Penalty 3167.150290 = -1283524.199457 nChanged 928 SP:Iteration 7F (245.910733 sec): 3 clusters Score: Raw -1287273.918611 + Penalty 3167.150290 = -1284106.768321 nChanged 739 SP:Iteration 8Q (245.948088 sec): 3 clusters Score: Raw -1287759.152116 + Penalty 3167.150290 = -1284592.001826 nChanged 621 SP:Iteration 9Q (245.985531 sec): 3 clusters Score: Raw -1288167.756164 + Penalty 3167.150290 = -1285000.605874 nChanged 512 SP:Iteration 10Q (246.022886 sec): 3 clusters Score: Raw -1288465.566641 + Penalty 3167.150290 = -1285298.416351 nChanged 453 SP:Iteration 11Q (246.060216 sec): 3 clusters Score: Raw -1288718.996224 + Penalty 3167.150290 = -1285551.845933 nChanged 421 SP:Iteration 12Q (246.097554 sec): 3 clusters Score: Raw -1288934.677470 + Penalty 3167.150290 = -1285767.527180 nChanged 342 SP:Iteration 13Q (246.134704 sec): 3 clusters Score: Raw -1289098.415360 + Penalty 3167.150290 = -1285931.265070 nChanged 375 SP:Iteration 14Q (246.171781 sec): 3 clusters Score: Raw -1289265.938330 + Penalty 3167.150290 = -1286098.788040 nChanged 335 SP:Iteration 15Q (246.208779 sec): 3 clusters Score: Raw -1289428.175738 + Penalty 3167.150290 = -1286261.025448 nChanged 351 SP:Iteration 16Q (246.245877 sec): 3 clusters Score: Raw -1289598.179972 + Penalty 3167.150290 = -1286431.029682 nChanged 371 SP:Iteration 17Q (246.282944 sec): 3 clusters Score: Raw -1289798.985741 + Penalty 3167.150290 = -1286631.835451 nChanged 365 SP:Iteration 18Q (246.319963 sec): 3 clusters Score: Raw -1289994.461518 + Penalty 3167.150290 = -1286827.311228 nChanged 334 SP:Iteration 19Q (246.357038 sec): 3 clusters Score: Raw -1290172.709350 + Penalty 3167.150290 = -1287005.559060 nChanged 293 SP:Iteration 20F (246.395111 sec): 3 clusters Score: Raw -1290408.251728 + Penalty 3167.150290 = -1287241.101438 nChanged 315 SP:Iteration 21Q (246.432426 sec): 3 clusters Score: Raw -1290704.721374 + Penalty 3167.150290 = -1287537.571084 nChanged 356 SP:Iteration 22Q (246.469501 sec): 3 clusters Score: Raw -1291234.233352 + Penalty 3167.150290 = -1288067.083062 nChanged 445 SP:Iteration 23Q (246.506443 sec): 3 clusters Score: Raw -1292133.185045 + Penalty 3167.150290 = -1288966.034754 nChanged 505 SP:Iteration 24Q (246.542825 sec): 3 clusters Score: Raw -1293240.475947 + Penalty 3167.150290 = -1290073.325657 nChanged 398 SP:Iteration 25Q (246.578803 sec): 3 clusters Score: Raw -1293742.821332 + Penalty 3167.150290 = -1290575.671042 nChanged 252 SP:Iteration 26Q (246.614225 sec): 3 clusters Score: Raw -1293880.900593 + Penalty 3167.150290 = -1290713.750303 nChanged 140 SP:Iteration 27Q (246.649600 sec): 3 clusters Score: Raw -1293930.184863 + Penalty 3167.150290 = -1290763.034573 nChanged 73 SP:Iteration 28Q (246.684590 sec): 3 clusters Score: Raw -1293948.424873 + Penalty 3167.150290 = -1290781.274583 nChanged 54 SP:Iteration 29Q (246.719819 sec): 3 clusters Score: Raw -1293962.694709 + Penalty 3167.150290 = -1290795.544419 nChanged 45 SP:Iteration 30Q (246.754733 sec): 3 clusters Score: Raw -1293972.189474 + Penalty 3167.150290 = -1290805.039184 nChanged 29 SP:Iteration 31Q (246.789708 sec): 3 clusters Score: Raw -1293979.253115 + Penalty 3167.150290 = -1290812.102825 nChanged 23 SP:Iteration 32Q (246.824559 sec): 3 clusters Score: Raw -1293984.120671 + Penalty 3167.150290 = -1290816.970381 nChanged 22 SP:Iteration 33Q (246.859429 sec): 3 clusters Score: Raw -1293987.784146 + Penalty 3167.150290 = -1290820.633856 nChanged 15 SP:Iteration 34Q (246.894135 sec): 3 clusters Score: Raw -1293990.032371 + Penalty 3167.150290 = -1290822.882081 nChanged 14 SP:Iteration 35Q (246.928927 sec): 3 clusters Score: Raw -1293992.659368 + Penalty 3167.150290 = -1290825.509077 nChanged 11 SP:Iteration 36Q (246.963939 sec): 3 clusters Score: Raw -1293994.427925 + Penalty 3167.150290 = -1290827.277635 nChanged 5 SP:Iteration 37Q (246.998469 sec): 3 clusters Score: Raw -1293995.195704 + Penalty 3167.150290 = -1290828.045414 nChanged 7 SP:Iteration 38Q (247.033679 sec): 3 clusters Score: Raw -1293995.796752 + Penalty 3167.150290 = -1290828.646462 nChanged 5 SP:Iteration 39Q (247.068231 sec): 3 clusters Score: Raw -1293996.186540 + Penalty 3167.150290 = -1290829.036250 nChanged 4 SP:Iteration 40F (247.106207 sec): 3 clusters Score: Raw -1293996.485692 + Penalty 3167.150290 = -1290829.335402 nChanged 2 SP:Iteration 41Q (247.141359 sec): 3 clusters Score: Raw -1293996.855263 + Penalty 3167.150290 = -1290829.704973 nChanged 1 SP:Iteration 42Q (247.176267 sec): 3 clusters Score: Raw -1293996.935736 + Penalty 3167.150290 = -1290829.785446 nChanged 0 SP:Iteration 43F (247.236729 sec): 3 clusters Score: Raw -1293996.935736 + Penalty 3167.150290 = -1290829.785446 nChanged 0 Score: Raw -79040114.175835 + Penalty 49393.787736 = -78990720.388099 Splitting cluster 4 changes total score from -78893607.926538 to -78990720.388099 So it's getting split into cluster 22. Trying to split cluster 5 (72020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.270164 sec): 2 clusters Score: Raw -6024033.664437 + Penalty 1817.513610 = -6022216.150827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.388804 sec): 3 clusters Score: Raw -5977590.645744 + Penalty 3635.027220 = -5973955.618525 nChanged 34075 SP:Iteration 1F (261.505345 sec): 3 clusters Score: Raw -5997655.769047 + Penalty 3635.027220 = -5994020.741827 nChanged 3494 SP:Iteration 2Q (261.629630 sec): 3 clusters Score: Raw -5999507.666305 + Penalty 3635.027220 = -5995872.639085 nChanged 4589 SP:Iteration 3F (261.773747 sec): 3 clusters Score: Raw -6004074.814731 + Penalty 3635.027220 = -6000439.787511 nChanged 6361 SP:Iteration 4F (261.889283 sec): 3 clusters Score: Raw -6013172.159935 + Penalty 3635.027220 = -6009537.132715 nChanged 7570 SP:Iteration 5F (262.005933 sec): 3 clusters Score: Raw -6024145.504988 + Penalty 3635.027220 = -6020510.477768 nChanged 7025 SP:Iteration 6F (262.122787 sec): 3 clusters Score: Raw -6032756.381865 + Penalty 3635.027220 = -6029121.354645 nChanged 4927 SP:Iteration 7F (262.239582 sec): 3 clusters Score: Raw -6037289.396181 + Penalty 3635.027220 = -6033654.368961 nChanged 3082 SP:Iteration 8Q (262.352277 sec): 3 clusters Score: Raw -6039322.033626 + Penalty 3635.027220 = -6035687.006407 nChanged 1860 SP:Iteration 9Q (262.462906 sec): 3 clusters Score: Raw -6040225.383320 + Penalty 3635.027220 = -6036590.356100 nChanged 1218 SP:Iteration 10Q (262.572809 sec): 3 clusters Score: Raw -6040675.849712 + Penalty 3635.027220 = -6037040.822493 nChanged 921 SP:Iteration 11Q (262.681993 sec): 3 clusters Score: Raw -6040923.466903 + Penalty 3635.027220 = -6037288.439683 nChanged 590 SP:Iteration 12Q (262.790856 sec): 3 clusters Score: Raw -6041052.476400 + Penalty 3635.027220 = -6037417.449180 nChanged 447 SP:Iteration 13Q (262.899560 sec): 3 clusters Score: Raw -6041140.969813 + Penalty 3635.027220 = -6037505.942593 nChanged 337 SP:Iteration 14Q (263.008174 sec): 3 clusters Score: Raw -6041200.888449 + Penalty 3635.027220 = -6037565.861230 nChanged 323 SP:Iteration 15Q (263.116676 sec): 3 clusters Score: Raw -6041253.410689 + Penalty 3635.027220 = -6037618.383470 nChanged 302 SP:Iteration 16Q (263.225038 sec): 3 clusters Score: Raw -6041296.914537 + Penalty 3635.027220 = -6037661.887317 nChanged 304 SP:Iteration 17Q (263.333540 sec): 3 clusters Score: Raw -6041339.198165 + Penalty 3635.027220 = -6037704.170946 nChanged 289 SP:Iteration 18Q (263.441838 sec): 3 clusters Score: Raw -6041378.627853 + Penalty 3635.027220 = -6037743.600634 nChanged 275 SP:Iteration 19Q (263.550057 sec): 3 clusters Score: Raw -6041409.567518 + Penalty 3635.027220 = -6037774.540298 nChanged 226 SP:Iteration 20F (263.667734 sec): 3 clusters Score: Raw -6041434.565832 + Penalty 3635.027220 = -6037799.538612 nChanged 231 SP:Iteration 21Q (263.777383 sec): 3 clusters Score: Raw -6041458.569363 + Penalty 3635.027220 = -6037823.542144 nChanged 213 SP:Iteration 22Q (263.887285 sec): 3 clusters Score: Raw -6041479.226284 + Penalty 3635.027220 = -6037844.199064 nChanged 190 SP:Iteration 23Q (263.996700 sec): 3 clusters Score: Raw -6041499.238929 + Penalty 3635.027220 = -6037864.211709 nChanged 187 SP:Iteration 24Q (264.105453 sec): 3 clusters Score: Raw -6041517.050161 + Penalty 3635.027220 = -6037882.022941 nChanged 194 SP:Iteration 25Q (264.214025 sec): 3 clusters Score: Raw -6041536.220295 + Penalty 3635.027220 = -6037901.193076 nChanged 216 SP:Iteration 26Q (264.322435 sec): 3 clusters Score: Raw -6041559.741712 + Penalty 3635.027220 = -6037924.714493 nChanged 241 SP:Iteration 27Q (264.430828 sec): 3 clusters Score: Raw -6041587.677201 + Penalty 3635.027220 = -6037952.649982 nChanged 248 SP:Iteration 28Q (264.546778 sec): 3 clusters Score: Raw -6041617.540789 + Penalty 3635.027220 = -6037982.513569 nChanged 247 SP:Iteration 29Q (264.655314 sec): 3 clusters Score: Raw -6041647.361862 + Penalty 3635.027220 = -6038012.334642 nChanged 262 SP:Iteration 30Q (264.763753 sec): 3 clusters Score: Raw -6041682.123131 + Penalty 3635.027220 = -6038047.095911 nChanged 281 SP:Iteration 31Q (264.871893 sec): 3 clusters Score: Raw -6041716.122651 + Penalty 3635.027220 = -6038081.095432 nChanged 249 SP:Iteration 32Q (264.979792 sec): 3 clusters Score: Raw -6041744.332720 + Penalty 3635.027220 = -6038109.305501 nChanged 235 SP:Iteration 33Q (265.087728 sec): 3 clusters Score: Raw -6041768.655709 + Penalty 3635.027220 = -6038133.628489 nChanged 211 SP:Iteration 34Q (265.205432 sec): 3 clusters Score: Raw -6041789.362066 + Penalty 3635.027220 = -6038154.334846 nChanged 217 SP:Iteration 35Q (265.313108 sec): 3 clusters Score: Raw -6041811.092104 + Penalty 3635.027220 = -6038176.064884 nChanged 218 SP:Iteration 36Q (265.420609 sec): 3 clusters Score: Raw -6041833.449941 + Penalty 3635.027220 = -6038198.422721 nChanged 236 SP:Iteration 37Q (265.527919 sec): 3 clusters Score: Raw -6041859.511976 + Penalty 3635.027220 = -6038224.484757 nChanged 238 SP:Iteration 38Q (265.635368 sec): 3 clusters Score: Raw -6041888.387259 + Penalty 3635.027220 = -6038253.360039 nChanged 235 SP:Iteration 39Q (265.742546 sec): 3 clusters Score: Raw -6041919.285347 + Penalty 3635.027220 = -6038284.258127 nChanged 231 SP:Iteration 40F (265.859782 sec): 3 clusters Score: Raw -6041946.468624 + Penalty 3635.027220 = -6038311.441404 nChanged 233 SP:Iteration 41Q (265.968315 sec): 3 clusters Score: Raw -6041973.698934 + Penalty 3635.027220 = -6038338.671715 nChanged 207 SP:Iteration 42Q (266.076781 sec): 3 clusters Score: Raw -6041996.785043 + Penalty 3635.027220 = -6038361.757824 nChanged 202 SP:Iteration 43Q (266.185238 sec): 3 clusters Score: Raw -6042017.479132 + Penalty 3635.027220 = -6038382.451913 nChanged 180 SP:Iteration 44Q (266.293699 sec): 3 clusters Score: Raw -6042033.013235 + Penalty 3635.027220 = -6038397.986015 nChanged 173 SP:Iteration 45Q (266.401819 sec): 3 clusters Score: Raw -6042047.520036 + Penalty 3635.027220 = -6038412.492817 nChanged 164 SP:Iteration 46Q (266.509885 sec): 3 clusters Score: Raw -6042059.972202 + Penalty 3635.027220 = -6038424.944983 nChanged 176 SP:Iteration 47Q (266.618198 sec): 3 clusters Score: Raw -6042074.343606 + Penalty 3635.027220 = -6038439.316386 nChanged 195 SP:Iteration 48Q (266.726180 sec): 3 clusters Score: Raw -6042090.407676 + Penalty 3635.027220 = -6038455.380457 nChanged 182 SP:Iteration 49Q (266.834023 sec): 3 clusters Score: Raw -6042105.688712 + Penalty 3635.027220 = -6038470.661492 nChanged 184 SP:Iteration 50Q (266.941706 sec): 3 clusters Score: Raw -6042120.666795 + Penalty 3635.027220 = -6038485.639576 nChanged 175 SP:Iteration 51Q (267.049366 sec): 3 clusters Score: Raw -6042133.803899 + Penalty 3635.027220 = -6038498.776680 nChanged 163 SP:Iteration 52Q (267.157049 sec): 3 clusters Score: Raw -6042144.762499 + Penalty 3635.027220 = -6038509.735279 nChanged 135 SP:Iteration 53Q (267.264695 sec): 3 clusters Score: Raw -6042153.540011 + Penalty 3635.027220 = -6038518.512792 nChanged 122 SP:Iteration 54Q (267.372180 sec): 3 clusters Score: Raw -6042160.803597 + Penalty 3635.027220 = -6038525.776378 nChanged 102 SP:Iteration 55Q (267.479347 sec): 3 clusters Score: Raw -6042166.783445 + Penalty 3635.027220 = -6038531.756225 nChanged 102 SP:Iteration 56Q (267.586654 sec): 3 clusters Score: Raw -6042172.225631 + Penalty 3635.027220 = -6038537.198412 nChanged 102 SP:Iteration 57Q (267.693827 sec): 3 clusters Score: Raw -6042177.360668 + Penalty 3635.027220 = -6038542.333448 nChanged 100 SP:Iteration 58Q (267.801083 sec): 3 clusters Score: Raw -6042182.633664 + Penalty 3635.027220 = -6038547.606444 nChanged 88 SP:Iteration 59Q (267.930262 sec): 3 clusters Score: Raw -6042186.984773 + Penalty 3635.027220 = -6038551.957553 nChanged 82 SP:Iteration 60F (268.047507 sec): 3 clusters Score: Raw -6042190.931739 + Penalty 3635.027220 = -6038555.904519 nChanged 71 SP:Iteration 61Q (268.155517 sec): 3 clusters Score: Raw -6042193.735871 + Penalty 3635.027220 = -6038558.708652 nChanged 74 SP:Iteration 62Q (268.263224 sec): 3 clusters Score: Raw -6042196.909871 + Penalty 3635.027220 = -6038561.882652 nChanged 87 SP:Iteration 63Q (268.371117 sec): 3 clusters Score: Raw -6042201.467292 + Penalty 3635.027220 = -6038566.440072 nChanged 84 SP:Iteration 64Q (268.478965 sec): 3 clusters Score: Raw -6042205.440500 + Penalty 3635.027220 = -6038570.413280 nChanged 77 SP:Iteration 65Q (268.596863 sec): 3 clusters Score: Raw -6042208.733563 + Penalty 3635.027220 = -6038573.706343 nChanged 68 SP:Iteration 66Q (268.705244 sec): 3 clusters Score: Raw -6042211.055658 + Penalty 3635.027220 = -6038576.028438 nChanged 60 SP:Iteration 67Q (268.813660 sec): 3 clusters Score: Raw -6042213.166107 + Penalty 3635.027220 = -6038578.138887 nChanged 59 SP:Iteration 68Q (268.921336 sec): 3 clusters Score: Raw -6042215.464923 + Penalty 3635.027220 = -6038580.437703 nChanged 59 SP:Iteration 69Q (269.029181 sec): 3 clusters Score: Raw -6042217.700283 + Penalty 3635.027220 = -6038582.673064 nChanged 58 SP:Iteration 70Q (269.136779 sec): 3 clusters Score: Raw -6042219.744327 + Penalty 3635.027220 = -6038584.717107 nChanged 54 SP:Iteration 71Q (269.244556 sec): 3 clusters Score: Raw -6042221.507057 + Penalty 3635.027220 = -6038586.479838 nChanged 45 SP:Iteration 72Q (269.352157 sec): 3 clusters Score: Raw -6042222.901652 + Penalty 3635.027220 = -6038587.874432 nChanged 45 SP:Iteration 73Q (269.459668 sec): 3 clusters Score: Raw -6042224.615846 + Penalty 3635.027220 = -6038589.588626 nChanged 43 SP:Iteration 74Q (269.567289 sec): 3 clusters Score: Raw -6042226.228178 + Penalty 3635.027220 = -6038591.200959 nChanged 45 SP:Iteration 75Q (269.690593 sec): 3 clusters Score: Raw -6042227.773347 + Penalty 3635.027220 = -6038592.746127 nChanged 44 SP:Iteration 76Q (269.798045 sec): 3 clusters Score: Raw -6042229.192737 + Penalty 3635.027220 = -6038594.165518 nChanged 44 SP:Iteration 77Q (269.905539 sec): 3 clusters Score: Raw -6042230.507288 + Penalty 3635.027220 = -6038595.480069 nChanged 41 SP:Iteration 78Q (270.013018 sec): 3 clusters Score: Raw -6042231.773250 + Penalty 3635.027220 = -6038596.746030 nChanged 43 SP:Iteration 79Q (270.120398 sec): 3 clusters Score: Raw -6042233.148509 + Penalty 3635.027220 = -6038598.121289 nChanged 33 SP:Iteration 80F (270.237045 sec): 3 clusters Score: Raw -6042234.267246 + Penalty 3635.027220 = -6038599.240026 nChanged 33 SP:Iteration 81Q (270.344857 sec): 3 clusters Score: Raw -6042235.514139 + Penalty 3635.027220 = -6038600.486920 nChanged 38 SP:Iteration 82Q (270.452641 sec): 3 clusters Score: Raw -6042236.563854 + Penalty 3635.027220 = -6038601.536634 nChanged 40 SP:Iteration 83Q (270.560299 sec): 3 clusters Score: Raw -6042237.665962 + Penalty 3635.027220 = -6038602.638743 nChanged 31 SP:Iteration 84Q (270.667928 sec): 3 clusters Score: Raw -6042238.416468 + Penalty 3635.027220 = -6038603.389249 nChanged 21 SP:Iteration 85Q (270.775501 sec): 3 clusters Score: Raw -6042238.878035 + Penalty 3635.027220 = -6038603.850816 nChanged 15 SP:Iteration 86Q (270.883167 sec): 3 clusters Score: Raw -6042239.226119 + Penalty 3635.027220 = -6038604.198900 nChanged 6 SP:Iteration 87Q (270.990761 sec): 3 clusters Score: Raw -6042239.343328 + Penalty 3635.027220 = -6038604.316109 nChanged 7 SP:Iteration 88Q (271.098433 sec): 3 clusters Score: Raw -6042239.496644 + Penalty 3635.027220 = -6038604.469424 nChanged 11 SP:Iteration 89Q (271.205858 sec): 3 clusters Score: Raw -6042239.749161 + Penalty 3635.027220 = -6038604.721942 nChanged 12 SP:Iteration 90Q (271.312826 sec): 3 clusters Score: Raw -6042240.047630 + Penalty 3635.027220 = -6038605.020410 nChanged 14 SP:Iteration 91Q (271.421226 sec): 3 clusters Score: Raw -6042240.342815 + Penalty 3635.027220 = -6038605.315596 nChanged 15 SP:Iteration 92Q (271.528817 sec): 3 clusters Score: Raw -6042240.710884 + Penalty 3635.027220 = -6038605.683665 nChanged 19 SP:Iteration 93Q (271.636518 sec): 3 clusters Score: Raw -6042241.127270 + Penalty 3635.027220 = -6038606.100051 nChanged 11 SP:Iteration 94Q (271.744073 sec): 3 clusters Score: Raw -6042241.327467 + Penalty 3635.027220 = -6038606.300248 nChanged 12 SP:Iteration 95Q (271.851765 sec): 3 clusters Score: Raw -6042241.527368 + Penalty 3635.027220 = -6038606.500148 nChanged 13 SP:Iteration 96Q (271.959662 sec): 3 clusters Score: Raw -6042241.831578 + Penalty 3635.027220 = -6038606.804359 nChanged 13 SP:Iteration 97Q (272.091090 sec): 3 clusters Score: Raw -6042242.170010 + Penalty 3635.027220 = -6038607.142790 nChanged 8 SP:Iteration 98Q (272.198607 sec): 3 clusters Score: Raw -6042242.286468 + Penalty 3635.027220 = -6038607.259248 nChanged 6 SP:Iteration 99Q (272.306168 sec): 3 clusters Score: Raw -6042242.378425 + Penalty 3635.027220 = -6038607.351206 nChanged 4 SP:Iteration 100F (272.422827 sec): 3 clusters Score: Raw -6042242.416708 + Penalty 3635.027220 = -6038607.389488 nChanged 2 SP:Iteration 101Q (272.530598 sec): 3 clusters Score: Raw -6042242.442734 + Penalty 3635.027220 = -6038607.415515 nChanged 0 SP:Iteration 102F (272.647063 sec): 3 clusters Score: Raw -6042242.442734 + Penalty 3635.027220 = -6038607.415515 nChanged 0 Score: Raw -79058322.954133 + Penalty 51638.959906 = -79006683.994227 Splitting cluster 5 changes total score from -78893607.926538 to -79006683.994227 So it's getting split into cluster 23. Trying to split cluster 6 (53025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.105721 sec): 2 clusters Score: Raw -3684894.370578 + Penalty 1767.759302 = -3683126.611277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.206489 sec): 3 clusters Score: Raw -3651696.589430 + Penalty 3535.518603 = -3648161.070826 nChanged 25011 SP:Iteration 1F (286.301012 sec): 3 clusters Score: Raw -3672476.203305 + Penalty 3535.518603 = -3668940.684701 nChanged 6133 SP:Iteration 2F (286.395514 sec): 3 clusters Score: Raw -3680292.967661 + Penalty 3535.518603 = -3676757.449058 nChanged 5558 SP:Iteration 3F (286.490036 sec): 3 clusters Score: Raw -3687128.052824 + Penalty 3535.518603 = -3683592.534221 nChanged 4394 SP:Iteration 4F (286.584588 sec): 3 clusters Score: Raw -3691211.415878 + Penalty 3535.518603 = -3687675.897275 nChanged 3062 SP:Iteration 5F (286.678947 sec): 3 clusters Score: Raw -3693517.310121 + Penalty 3535.518603 = -3689981.791518 nChanged 2135 SP:Iteration 6Q (286.773475 sec): 3 clusters Score: Raw -3694986.848865 + Penalty 3535.518603 = -3691451.330261 nChanged 1647 SP:Iteration 7Q (286.870661 sec): 3 clusters Score: Raw -3696075.194409 + Penalty 3535.518603 = -3692539.675806 nChanged 1378 SP:Iteration 8Q (286.963082 sec): 3 clusters Score: Raw -3696937.672648 + Penalty 3535.518603 = -3693402.154045 nChanged 1157 SP:Iteration 9Q (287.054554 sec): 3 clusters Score: Raw -3697668.959069 + Penalty 3535.518603 = -3694133.440465 nChanged 999 SP:Iteration 10Q (287.144902 sec): 3 clusters Score: Raw -3698429.003579 + Penalty 3535.518603 = -3694893.484975 nChanged 953 SP:Iteration 11Q (287.234487 sec): 3 clusters Score: Raw -3699226.118001 + Penalty 3535.518603 = -3695690.599397 nChanged 849 SP:Iteration 12Q (287.323031 sec): 3 clusters Score: Raw -3699917.673312 + Penalty 3535.518603 = -3696382.154708 nChanged 749 SP:Iteration 13Q (287.410592 sec): 3 clusters Score: Raw -3700425.287213 + Penalty 3535.518603 = -3696889.768610 nChanged 634 SP:Iteration 14Q (287.497778 sec): 3 clusters Score: Raw -3700780.978370 + Penalty 3535.518603 = -3697245.459767 nChanged 549 SP:Iteration 15Q (287.585620 sec): 3 clusters Score: Raw -3700960.604305 + Penalty 3535.518603 = -3697425.085702 nChanged 448 SP:Iteration 16Q (287.672454 sec): 3 clusters Score: Raw -3701083.284773 + Penalty 3535.518603 = -3697547.766170 nChanged 412 SP:Iteration 17Q (287.757968 sec): 3 clusters Score: Raw -3701194.368785 + Penalty 3535.518603 = -3697658.850182 nChanged 353 SP:Iteration 18Q (287.843186 sec): 3 clusters Score: Raw -3701275.755694 + Penalty 3535.518603 = -3697740.237091 nChanged 310 SP:Iteration 19Q (287.928000 sec): 3 clusters Score: Raw -3701344.223396 + Penalty 3535.518603 = -3697808.704793 nChanged 293 SP:Iteration 20F (288.022488 sec): 3 clusters Score: Raw -3701419.818688 + Penalty 3535.518603 = -3697884.300084 nChanged 275 SP:Iteration 21Q (288.107628 sec): 3 clusters Score: Raw -3701477.493899 + Penalty 3535.518603 = -3697941.975296 nChanged 269 SP:Iteration 22Q (288.192891 sec): 3 clusters Score: Raw -3701524.974931 + Penalty 3535.518603 = -3697989.456327 nChanged 268 SP:Iteration 23Q (288.278124 sec): 3 clusters Score: Raw -3701569.183639 + Penalty 3535.518603 = -3698033.665035 nChanged 213 SP:Iteration 24Q (288.363341 sec): 3 clusters Score: Raw -3701601.317092 + Penalty 3535.518603 = -3698065.798489 nChanged 198 SP:Iteration 25Q (288.454509 sec): 3 clusters Score: Raw -3701625.896859 + Penalty 3535.518603 = -3698090.378256 nChanged 159 SP:Iteration 26Q (288.539499 sec): 3 clusters Score: Raw -3701645.796787 + Penalty 3535.518603 = -3698110.278184 nChanged 136 SP:Iteration 27Q (288.624307 sec): 3 clusters Score: Raw -3701658.715158 + Penalty 3535.518603 = -3698123.196555 nChanged 124 SP:Iteration 28Q (288.709181 sec): 3 clusters Score: Raw -3701673.702130 + Penalty 3535.518603 = -3698138.183527 nChanged 119 SP:Iteration 29Q (288.793881 sec): 3 clusters Score: Raw -3701685.540046 + Penalty 3535.518603 = -3698150.021442 nChanged 88 SP:Iteration 30Q (288.878643 sec): 3 clusters Score: Raw -3701691.409961 + Penalty 3535.518603 = -3698155.891358 nChanged 52 SP:Iteration 31Q (288.963355 sec): 3 clusters Score: Raw -3701694.855945 + Penalty 3535.518603 = -3698159.337342 nChanged 63 SP:Iteration 32Q (289.048128 sec): 3 clusters Score: Raw -3701699.249053 + Penalty 3535.518603 = -3698163.730450 nChanged 59 SP:Iteration 33Q (289.132709 sec): 3 clusters Score: Raw -3701703.121085 + Penalty 3535.518603 = -3698167.602482 nChanged 45 SP:Iteration 34Q (289.241765 sec): 3 clusters Score: Raw -3701705.400732 + Penalty 3535.518603 = -3698169.882128 nChanged 37 SP:Iteration 35Q (289.326303 sec): 3 clusters Score: Raw -3701707.548130 + Penalty 3535.518603 = -3698172.029526 nChanged 33 SP:Iteration 36Q (289.410859 sec): 3 clusters Score: Raw -3701709.153376 + Penalty 3535.518603 = -3698173.634773 nChanged 37 SP:Iteration 37Q (289.495347 sec): 3 clusters Score: Raw -3701711.155684 + Penalty 3535.518603 = -3698175.637081 nChanged 36 SP:Iteration 38Q (289.579885 sec): 3 clusters Score: Raw -3701712.851845 + Penalty 3535.518603 = -3698177.333241 nChanged 25 SP:Iteration 39Q (289.664312 sec): 3 clusters Score: Raw -3701714.047204 + Penalty 3535.518603 = -3698178.528601 nChanged 21 SP:Iteration 40F (289.758884 sec): 3 clusters Score: Raw -3701715.189187 + Penalty 3535.518603 = -3698179.670583 nChanged 22 SP:Iteration 41Q (289.843627 sec): 3 clusters Score: Raw -3701716.127047 + Penalty 3535.518603 = -3698180.608444 nChanged 22 SP:Iteration 42Q (289.928317 sec): 3 clusters Score: Raw -3701716.911719 + Penalty 3535.518603 = -3698181.393116 nChanged 20 SP:Iteration 43Q (290.013072 sec): 3 clusters Score: Raw -3701717.501506 + Penalty 3535.518603 = -3698181.982903 nChanged 15 SP:Iteration 44Q (290.097817 sec): 3 clusters Score: Raw -3701717.888376 + Penalty 3535.518603 = -3698182.369773 nChanged 14 SP:Iteration 45Q (290.182529 sec): 3 clusters Score: Raw -3701718.248635 + Penalty 3535.518603 = -3698182.730032 nChanged 17 SP:Iteration 46Q (290.267171 sec): 3 clusters Score: Raw -3701719.014334 + Penalty 3535.518603 = -3698183.495731 nChanged 21 SP:Iteration 47Q (290.352124 sec): 3 clusters Score: Raw -3701719.819649 + Penalty 3535.518603 = -3698184.301045 nChanged 20 SP:Iteration 48Q (290.436848 sec): 3 clusters Score: Raw -3701720.547750 + Penalty 3535.518603 = -3698185.029146 nChanged 17 SP:Iteration 49Q (290.521706 sec): 3 clusters Score: Raw -3701721.028198 + Penalty 3535.518603 = -3698185.509595 nChanged 12 SP:Iteration 50Q (290.606450 sec): 3 clusters Score: Raw -3701721.337570 + Penalty 3535.518603 = -3698185.818966 nChanged 13 SP:Iteration 51Q (290.691193 sec): 3 clusters Score: Raw -3701721.706461 + Penalty 3535.518603 = -3698186.187857 nChanged 16 SP:Iteration 52Q (290.775909 sec): 3 clusters Score: Raw -3701722.053747 + Penalty 3535.518603 = -3698186.535143 nChanged 4 SP:Iteration 53Q (290.860647 sec): 3 clusters Score: Raw -3701722.125230 + Penalty 3535.518603 = -3698186.606626 nChanged 5 SP:Iteration 54Q (290.945342 sec): 3 clusters Score: Raw -3701722.240272 + Penalty 3535.518603 = -3698186.721669 nChanged 5 SP:Iteration 55Q (291.030107 sec): 3 clusters Score: Raw -3701722.448249 + Penalty 3535.518603 = -3698186.929646 nChanged 10 SP:Iteration 56Q (291.114863 sec): 3 clusters Score: Raw -3701723.092842 + Penalty 3535.518603 = -3698187.574238 nChanged 14 SP:Iteration 57Q (291.199699 sec): 3 clusters Score: Raw -3701723.844556 + Penalty 3535.518603 = -3698188.325952 nChanged 10 SP:Iteration 58Q (291.284383 sec): 3 clusters Score: Raw -3701724.098233 + Penalty 3535.518603 = -3698188.579630 nChanged 11 SP:Iteration 59Q (291.369325 sec): 3 clusters Score: Raw -3701724.471612 + Penalty 3535.518603 = -3698188.953009 nChanged 7 SP:Iteration 60F (291.463755 sec): 3 clusters Score: Raw -3701724.738055 + Penalty 3535.518603 = -3698189.219452 nChanged 9 SP:Iteration 61Q (291.548477 sec): 3 clusters Score: Raw -3701724.927862 + Penalty 3535.518603 = -3698189.409259 nChanged 7 SP:Iteration 62Q (291.633257 sec): 3 clusters Score: Raw -3701725.098335 + Penalty 3535.518603 = -3698189.579731 nChanged 7 SP:Iteration 63Q (291.717976 sec): 3 clusters Score: Raw -3701725.306316 + Penalty 3535.518603 = -3698189.787713 nChanged 8 SP:Iteration 64Q (291.802499 sec): 3 clusters Score: Raw -3701725.475437 + Penalty 3535.518603 = -3698189.956833 nChanged 7 SP:Iteration 65Q (291.887043 sec): 3 clusters Score: Raw -3701725.668812 + Penalty 3535.518603 = -3698190.150209 nChanged 8 SP:Iteration 66Q (291.971757 sec): 3 clusters Score: Raw -3701725.829873 + Penalty 3535.518603 = -3698190.311269 nChanged 5 SP:Iteration 67Q (292.055463 sec): 3 clusters Score: Raw -3701725.923094 + Penalty 3535.518603 = -3698190.404491 nChanged 4 SP:Iteration 68Q (292.141274 sec): 3 clusters Score: Raw -3701725.994552 + Penalty 3535.518603 = -3698190.475949 nChanged 1 SP:Iteration 69Q (292.234529 sec): 3 clusters Score: Raw -3701726.023092 + Penalty 3535.518603 = -3698190.504489 nChanged 5 SP:Iteration 70Q (292.326439 sec): 3 clusters Score: Raw -3701726.392094 + Penalty 3535.518603 = -3698190.873491 nChanged 9 SP:Iteration 71Q (292.412151 sec): 3 clusters Score: Raw -3701726.663785 + Penalty 3535.518603 = -3698191.145181 nChanged 11 SP:Iteration 72Q (292.496920 sec): 3 clusters Score: Raw -3701727.009091 + Penalty 3535.518603 = -3698191.490488 nChanged 11 SP:Iteration 73Q (292.581588 sec): 3 clusters Score: Raw -3701727.523563 + Penalty 3535.518603 = -3698192.004960 nChanged 14 SP:Iteration 74Q (292.666167 sec): 3 clusters Score: Raw -3701728.272096 + Penalty 3535.518603 = -3698192.753492 nChanged 15 SP:Iteration 75Q (292.750620 sec): 3 clusters Score: Raw -3701728.949481 + Penalty 3535.518603 = -3698193.430878 nChanged 20 SP:Iteration 76Q (292.868305 sec): 3 clusters Score: Raw -3701729.512619 + Penalty 3535.518603 = -3698193.994015 nChanged 16 SP:Iteration 77Q (292.953053 sec): 3 clusters Score: Raw -3701730.173643 + Penalty 3535.518603 = -3698194.655040 nChanged 19 SP:Iteration 78Q (293.037494 sec): 3 clusters Score: Raw -3701731.110582 + Penalty 3535.518603 = -3698195.591979 nChanged 26 SP:Iteration 79Q (293.122281 sec): 3 clusters Score: Raw -3701732.471925 + Penalty 3535.518603 = -3698196.953322 nChanged 36 SP:Iteration 80F (293.216638 sec): 3 clusters Score: Raw -3701733.811516 + Penalty 3535.518603 = -3698198.292912 nChanged 35 SP:Iteration 81Q (293.301126 sec): 3 clusters Score: Raw -3701735.335788 + Penalty 3535.518603 = -3698199.817185 nChanged 27 SP:Iteration 82Q (293.385683 sec): 3 clusters Score: Raw -3701736.444771 + Penalty 3535.518603 = -3698200.926167 nChanged 28 SP:Iteration 83Q (293.470149 sec): 3 clusters Score: Raw -3701737.280446 + Penalty 3535.518603 = -3698201.761842 nChanged 20 SP:Iteration 84Q (293.554752 sec): 3 clusters Score: Raw -3701738.197670 + Penalty 3535.518603 = -3698202.679066 nChanged 24 SP:Iteration 85Q (293.639408 sec): 3 clusters Score: Raw -3701739.171060 + Penalty 3535.518603 = -3698203.652457 nChanged 19 SP:Iteration 86Q (293.723984 sec): 3 clusters Score: Raw -3701739.939662 + Penalty 3535.518603 = -3698204.421058 nChanged 22 SP:Iteration 87Q (293.808554 sec): 3 clusters Score: Raw -3701740.897139 + Penalty 3535.518603 = -3698205.378536 nChanged 30 SP:Iteration 88Q (293.892945 sec): 3 clusters Score: Raw -3701742.310304 + Penalty 3535.518603 = -3698206.791701 nChanged 21 SP:Iteration 89Q (293.977531 sec): 3 clusters Score: Raw -3701743.066423 + Penalty 3535.518603 = -3698207.547820 nChanged 23 SP:Iteration 90Q (294.061937 sec): 3 clusters Score: Raw -3701743.677145 + Penalty 3535.518603 = -3698208.158542 nChanged 17 SP:Iteration 91Q (294.146409 sec): 3 clusters Score: Raw -3701744.028336 + Penalty 3535.518603 = -3698208.509733 nChanged 13 SP:Iteration 92Q (294.231098 sec): 3 clusters Score: Raw -3701744.222704 + Penalty 3535.518603 = -3698208.704101 nChanged 8 SP:Iteration 93Q (294.315528 sec): 3 clusters Score: Raw -3701744.353648 + Penalty 3535.518603 = -3698208.835045 nChanged 6 SP:Iteration 94Q (294.400080 sec): 3 clusters Score: Raw -3701744.450864 + Penalty 3535.518603 = -3698208.932261 nChanged 6 SP:Iteration 95Q (294.484688 sec): 3 clusters Score: Raw -3701744.546215 + Penalty 3535.518603 = -3698209.027612 nChanged 3 SP:Iteration 96Q (294.569636 sec): 3 clusters Score: Raw -3701744.574720 + Penalty 3535.518603 = -3698209.056117 nChanged 4 SP:Iteration 97Q (294.654192 sec): 3 clusters Score: Raw -3701744.661853 + Penalty 3535.518603 = -3698209.143250 nChanged 7 SP:Iteration 98Q (294.738779 sec): 3 clusters Score: Raw -3701744.761681 + Penalty 3535.518603 = -3698209.243077 nChanged 4 SP:Iteration 99Q (294.823196 sec): 3 clusters Score: Raw -3701744.832404 + Penalty 3535.518603 = -3698209.313801 nChanged 4 SP:Iteration 100F (294.917546 sec): 3 clusters Score: Raw -3701744.879287 + Penalty 3535.518603 = -3698209.360683 nChanged 4 SP:Iteration 101Q (295.001912 sec): 3 clusters Score: Raw -3701744.972889 + Penalty 3535.518603 = -3698209.454285 nChanged 7 SP:Iteration 102Q (295.094648 sec): 3 clusters Score: Raw -3701745.270018 + Penalty 3535.518603 = -3698209.751414 nChanged 9 SP:Iteration 103Q (295.179148 sec): 3 clusters Score: Raw -3701745.542660 + Penalty 3535.518603 = -3698210.024057 nChanged 12 SP:Iteration 104Q (295.263676 sec): 3 clusters Score: Raw -3701746.038338 + Penalty 3535.518603 = -3698210.519735 nChanged 10 SP:Iteration 105Q (295.348187 sec): 3 clusters Score: Raw -3701746.455071 + Penalty 3535.518603 = -3698210.936467 nChanged 15 SP:Iteration 106Q (295.432565 sec): 3 clusters Score: Raw -3701746.943857 + Penalty 3535.518603 = -3698211.425254 nChanged 17 SP:Iteration 107Q (295.517001 sec): 3 clusters Score: Raw -3701747.817031 + Penalty 3535.518603 = -3698212.298428 nChanged 17 SP:Iteration 108Q (295.601349 sec): 3 clusters Score: Raw -3701748.462206 + Penalty 3535.518603 = -3698212.943603 nChanged 20 SP:Iteration 109Q (295.698327 sec): 3 clusters Score: Raw -3701749.238433 + Penalty 3535.518603 = -3698213.719830 nChanged 14 SP:Iteration 110Q (295.783188 sec): 3 clusters Score: Raw -3701749.550639 + Penalty 3535.518603 = -3698214.032035 nChanged 8 SP:Iteration 111Q (295.868024 sec): 3 clusters Score: Raw -3701749.819380 + Penalty 3535.518603 = -3698214.300777 nChanged 5 SP:Iteration 112Q (295.952553 sec): 3 clusters Score: Raw -3701750.081830 + Penalty 3535.518603 = -3698214.563226 nChanged 5 SP:Iteration 113Q (296.036980 sec): 3 clusters Score: Raw -3701750.281427 + Penalty 3535.518603 = -3698214.762823 nChanged 5 SP:Iteration 114Q (296.121506 sec): 3 clusters Score: Raw -3701750.365014 + Penalty 3535.518603 = -3698214.846411 nChanged 3 SP:Iteration 115Q (296.205898 sec): 3 clusters Score: Raw -3701750.428737 + Penalty 3535.518603 = -3698214.910134 nChanged 2 SP:Iteration 116Q (296.290341 sec): 3 clusters Score: Raw -3701750.543715 + Penalty 3535.518603 = -3698215.025112 nChanged 4 SP:Iteration 117Q (296.374580 sec): 3 clusters Score: Raw -3701750.648868 + Penalty 3535.518603 = -3698215.130264 nChanged 6 SP:Iteration 118Q (296.459092 sec): 3 clusters Score: Raw -3701750.850899 + Penalty 3535.518603 = -3698215.332296 nChanged 5 SP:Iteration 119Q (296.543660 sec): 3 clusters Score: Raw -3701750.985053 + Penalty 3535.518603 = -3698215.466450 nChanged 4 SP:Iteration 120F (296.638205 sec): 3 clusters Score: Raw -3701751.090111 + Penalty 3535.518603 = -3698215.571508 nChanged 3 SP:Iteration 121Q (296.722677 sec): 3 clusters Score: Raw -3701751.157060 + Penalty 3535.518603 = -3698215.638456 nChanged 3 SP:Iteration 122Q (296.807068 sec): 3 clusters Score: Raw -3701751.354588 + Penalty 3535.518603 = -3698215.835985 nChanged 10 SP:Iteration 123Q (296.891769 sec): 3 clusters Score: Raw -3701751.943197 + Penalty 3535.518603 = -3698216.424594 nChanged 14 SP:Iteration 124Q (296.976140 sec): 3 clusters Score: Raw -3701752.407328 + Penalty 3535.518603 = -3698216.888725 nChanged 12 SP:Iteration 125Q (297.060657 sec): 3 clusters Score: Raw -3701752.916417 + Penalty 3535.518603 = -3698217.397814 nChanged 21 SP:Iteration 126Q (297.145191 sec): 3 clusters Score: Raw -3701753.866025 + Penalty 3535.518603 = -3698218.347422 nChanged 21 SP:Iteration 127Q (297.233583 sec): 3 clusters Score: Raw -3701754.714323 + Penalty 3535.518603 = -3698219.195720 nChanged 13 SP:Iteration 128Q (297.317916 sec): 3 clusters Score: Raw -3701755.445598 + Penalty 3535.518603 = -3698219.926995 nChanged 23 SP:Iteration 129Q (297.402069 sec): 3 clusters Score: Raw -3701756.910283 + Penalty 3535.518603 = -3698221.391680 nChanged 28 SP:Iteration 130Q (297.486467 sec): 3 clusters Score: Raw -3701758.082073 + Penalty 3535.518603 = -3698222.563469 nChanged 28 SP:Iteration 131Q (297.570835 sec): 3 clusters Score: Raw -3701759.908778 + Penalty 3535.518603 = -3698224.390175 nChanged 29 SP:Iteration 132Q (297.655115 sec): 3 clusters Score: Raw -3701761.165022 + Penalty 3535.518603 = -3698225.646418 nChanged 29 SP:Iteration 133Q (297.739436 sec): 3 clusters Score: Raw -3701763.121100 + Penalty 3535.518603 = -3698227.602496 nChanged 31 SP:Iteration 134Q (297.823663 sec): 3 clusters Score: Raw -3701765.002776 + Penalty 3535.518603 = -3698229.484173 nChanged 29 SP:Iteration 135Q (297.908034 sec): 3 clusters Score: Raw -3701767.012120 + Penalty 3535.518603 = -3698231.493517 nChanged 38 SP:Iteration 136Q (297.992351 sec): 3 clusters Score: Raw -3701769.658336 + Penalty 3535.518603 = -3698234.139732 nChanged 34 SP:Iteration 137Q (298.076625 sec): 3 clusters Score: Raw -3701772.194228 + Penalty 3535.518603 = -3698236.675625 nChanged 42 SP:Iteration 138Q (298.160770 sec): 3 clusters Score: Raw -3701776.313403 + Penalty 3535.518603 = -3698240.794800 nChanged 45 SP:Iteration 139Q (298.244970 sec): 3 clusters Score: Raw -3701780.565913 + Penalty 3535.518603 = -3698245.047310 nChanged 50 SP:Iteration 140F (298.339358 sec): 3 clusters Score: Raw -3701785.169673 + Penalty 3535.518603 = -3698249.651070 nChanged 43 SP:Iteration 141Q (298.423661 sec): 3 clusters Score: Raw -3701788.841540 + Penalty 3535.518603 = -3698253.322936 nChanged 44 SP:Iteration 142Q (298.507874 sec): 3 clusters Score: Raw -3701793.807873 + Penalty 3535.518603 = -3698258.289270 nChanged 53 SP:Iteration 143Q (298.592083 sec): 3 clusters Score: Raw -3701799.549729 + Penalty 3535.518603 = -3698264.031126 nChanged 54 SP:Iteration 144Q (298.676412 sec): 3 clusters Score: Raw -3701806.231641 + Penalty 3535.518603 = -3698270.713037 nChanged 67 SP:Iteration 145Q (298.760711 sec): 3 clusters Score: Raw -3701813.311668 + Penalty 3535.518603 = -3698277.793064 nChanged 57 SP:Iteration 146Q (298.844812 sec): 3 clusters Score: Raw -3701819.107893 + Penalty 3535.518603 = -3698283.589289 nChanged 61 SP:Iteration 147Q (298.928783 sec): 3 clusters Score: Raw -3701825.332976 + Penalty 3535.518603 = -3698289.814372 nChanged 57 SP:Iteration 148Q (299.013169 sec): 3 clusters Score: Raw -3701829.220970 + Penalty 3535.518603 = -3698293.702366 nChanged 49 SP:Iteration 149Q (299.097205 sec): 3 clusters Score: Raw -3701832.166085 + Penalty 3535.518603 = -3698296.647482 nChanged 46 SP:Iteration 150Q (299.180757 sec): 3 clusters Score: Raw -3701835.198792 + Penalty 3535.518603 = -3698299.680189 nChanged 42 SP:Iteration 151Q (299.265880 sec): 3 clusters Score: Raw -3701837.168429 + Penalty 3535.518603 = -3698301.649826 nChanged 43 SP:Iteration 152Q (299.350309 sec): 3 clusters Score: Raw -3701839.503095 + Penalty 3535.518603 = -3698303.984492 nChanged 40 SP:Iteration 153Q (299.434443 sec): 3 clusters Score: Raw -3701841.407074 + Penalty 3535.518603 = -3698305.888471 nChanged 32 SP:Iteration 154Q (299.518496 sec): 3 clusters Score: Raw -3701842.685010 + Penalty 3535.518603 = -3698307.166407 nChanged 44 SP:Iteration 155Q (299.602297 sec): 3 clusters Score: Raw -3701844.936292 + Penalty 3535.518603 = -3698309.417689 nChanged 47 SP:Iteration 156Q (299.686150 sec): 3 clusters Score: Raw -3701847.125235 + Penalty 3535.518603 = -3698311.606631 nChanged 32 SP:Iteration 157Q (299.770167 sec): 3 clusters Score: Raw -3701848.305851 + Penalty 3535.518603 = -3698312.787247 nChanged 29 SP:Iteration 158Q (299.854068 sec): 3 clusters Score: Raw -3701849.369622 + Penalty 3535.518603 = -3698313.851019 nChanged 34 SP:Iteration 159Q (299.937954 sec): 3 clusters Score: Raw -3701850.721736 + Penalty 3535.518603 = -3698315.203132 nChanged 34 SP:Iteration 160F (300.032448 sec): 3 clusters Score: Raw -3701852.449331 + Penalty 3535.518603 = -3698316.930728 nChanged 47 SP:Iteration 161Q (300.116944 sec): 3 clusters Score: Raw -3701855.071839 + Penalty 3535.518603 = -3698319.553236 nChanged 52 SP:Iteration 162Q (300.200755 sec): 3 clusters Score: Raw -3701857.330576 + Penalty 3535.518603 = -3698321.811972 nChanged 42 SP:Iteration 163Q (300.284713 sec): 3 clusters Score: Raw -3701859.416308 + Penalty 3535.518603 = -3698323.897705 nChanged 41 SP:Iteration 164Q (300.368586 sec): 3 clusters Score: Raw -3701861.455005 + Penalty 3535.518603 = -3698325.936402 nChanged 42 SP:Iteration 165Q (300.452456 sec): 3 clusters Score: Raw -3701863.560772 + Penalty 3535.518603 = -3698328.042169 nChanged 44 SP:Iteration 166Q (300.536308 sec): 3 clusters Score: Raw -3701865.454938 + Penalty 3535.518603 = -3698329.936335 nChanged 41 SP:Iteration 167Q (300.620115 sec): 3 clusters Score: Raw -3701867.492504 + Penalty 3535.518603 = -3698331.973901 nChanged 47 SP:Iteration 168Q (300.703801 sec): 3 clusters Score: Raw -3701869.810541 + Penalty 3535.518603 = -3698334.291937 nChanged 46 SP:Iteration 169Q (300.787761 sec): 3 clusters Score: Raw -3701872.902469 + Penalty 3535.518603 = -3698337.383865 nChanged 60 SP:Iteration 170Q (300.871673 sec): 3 clusters Score: Raw -3701878.642343 + Penalty 3535.518603 = -3698343.123739 nChanged 59 SP:Iteration 171Q (300.956572 sec): 3 clusters Score: Raw -3701883.781130 + Penalty 3535.518603 = -3698348.262527 nChanged 67 SP:Iteration 172Q (301.040182 sec): 3 clusters Score: Raw -3701890.104757 + Penalty 3535.518603 = -3698354.586154 nChanged 87 SP:Iteration 173Q (301.123611 sec): 3 clusters Score: Raw -3701897.079898 + Penalty 3535.518603 = -3698361.561295 nChanged 88 SP:Iteration 174Q (301.207143 sec): 3 clusters Score: Raw -3701903.536728 + Penalty 3535.518603 = -3698368.018125 nChanged 98 SP:Iteration 175Q (301.290849 sec): 3 clusters Score: Raw -3701912.326679 + Penalty 3535.518603 = -3698376.808075 nChanged 91 SP:Iteration 176Q (301.374504 sec): 3 clusters Score: Raw -3701919.930188 + Penalty 3535.518603 = -3698384.411585 nChanged 80 SP:Iteration 177Q (301.458176 sec): 3 clusters Score: Raw -3701926.904559 + Penalty 3535.518603 = -3698391.385956 nChanged 92 SP:Iteration 178Q (301.541709 sec): 3 clusters Score: Raw -3701934.412819 + Penalty 3535.518603 = -3698398.894216 nChanged 74 SP:Iteration 179Q (301.625185 sec): 3 clusters Score: Raw -3701940.393207 + Penalty 3535.518603 = -3698404.874603 nChanged 65 SP:Iteration 180F (301.719949 sec): 3 clusters Score: Raw -3701944.966517 + Penalty 3535.518603 = -3698409.447913 nChanged 70 SP:Iteration 181Q (301.803485 sec): 3 clusters Score: Raw -3701950.014112 + Penalty 3535.518603 = -3698414.495509 nChanged 59 SP:Iteration 182Q (301.886953 sec): 3 clusters Score: Raw -3701953.393758 + Penalty 3535.518603 = -3698417.875155 nChanged 49 SP:Iteration 183Q (301.970418 sec): 3 clusters Score: Raw -3701956.322308 + Penalty 3535.518603 = -3698420.803705 nChanged 41 SP:Iteration 184Q (302.053897 sec): 3 clusters Score: Raw -3701958.628508 + Penalty 3535.518603 = -3698423.109905 nChanged 44 SP:Iteration 185Q (302.137207 sec): 3 clusters Score: Raw -3701961.217698 + Penalty 3535.518603 = -3698425.699094 nChanged 46 SP:Iteration 186Q (302.220502 sec): 3 clusters Score: Raw -3701964.234598 + Penalty 3535.518603 = -3698428.715994 nChanged 55 SP:Iteration 187Q (302.303844 sec): 3 clusters Score: Raw -3701967.986392 + Penalty 3535.518603 = -3698432.467789 nChanged 60 SP:Iteration 188Q (302.387164 sec): 3 clusters Score: Raw -3701972.289749 + Penalty 3535.518603 = -3698436.771146 nChanged 60 SP:Iteration 189Q (302.470518 sec): 3 clusters Score: Raw -3701976.036222 + Penalty 3535.518603 = -3698440.517619 nChanged 60 SP:Iteration 190Q (302.554036 sec): 3 clusters Score: Raw -3701980.242896 + Penalty 3535.518603 = -3698444.724293 nChanged 64 SP:Iteration 191Q (302.637433 sec): 3 clusters Score: Raw -3701984.456248 + Penalty 3535.518603 = -3698448.937645 nChanged 67 SP:Iteration 192Q (302.720706 sec): 3 clusters Score: Raw -3701989.566219 + Penalty 3535.518603 = -3698454.047616 nChanged 60 SP:Iteration 193Q (302.803198 sec): 3 clusters Score: Raw -3701993.929015 + Penalty 3535.518603 = -3698458.410412 nChanged 52 SP:Iteration 194Q (302.896734 sec): 3 clusters Score: Raw -3701997.790367 + Penalty 3535.518603 = -3698462.271764 nChanged 45 SP:Iteration 195Q (302.980117 sec): 3 clusters Score: Raw -3702000.995560 + Penalty 3535.518603 = -3698465.476957 nChanged 50 SP:Iteration 196Q (303.063208 sec): 3 clusters Score: Raw -3702004.979965 + Penalty 3535.518603 = -3698469.461361 nChanged 55 SP:Iteration 197Q (303.146625 sec): 3 clusters Score: Raw -3702009.435997 + Penalty 3535.518603 = -3698473.917394 nChanged 58 SP:Iteration 198Q (303.230197 sec): 3 clusters Score: Raw -3702015.120199 + Penalty 3535.518603 = -3698479.601596 nChanged 75 SP:Iteration 199Q (303.313635 sec): 3 clusters Score: Raw -3702026.342868 + Penalty 3535.518603 = -3698490.824264 nChanged 109 SP:Iteration 200F (303.408244 sec): 3 clusters Score: Raw -3702049.852750 + Penalty 3535.518603 = -3698514.334147 nChanged 135 SP:Iteration 201Q (303.491358 sec): 3 clusters Score: Raw -3702084.426759 + Penalty 3535.518603 = -3698548.908155 nChanged 162 SP:Iteration 202Q (303.574269 sec): 3 clusters Score: Raw -3702124.654991 + Penalty 3535.518603 = -3698589.136387 nChanged 173 SP:Iteration 203Q (303.657355 sec): 3 clusters Score: Raw -3702166.094625 + Penalty 3535.518603 = -3698630.576022 nChanged 168 SP:Iteration 204Q (303.740540 sec): 3 clusters Score: Raw -3702208.192076 + Penalty 3535.518603 = -3698672.673473 nChanged 171 SP:Iteration 205Q (303.823496 sec): 3 clusters Score: Raw -3702245.513414 + Penalty 3535.518603 = -3698709.994811 nChanged 191 SP:Iteration 206Q (303.906364 sec): 3 clusters Score: Raw -3702280.090168 + Penalty 3535.518603 = -3698744.571565 nChanged 154 SP:Iteration 207Q (303.989084 sec): 3 clusters Score: Raw -3702305.430054 + Penalty 3535.518603 = -3698769.911451 nChanged 151 SP:Iteration 208Q (304.071790 sec): 3 clusters Score: Raw -3702329.613970 + Penalty 3535.518603 = -3698794.095367 nChanged 132 SP:Iteration 209Q (304.154285 sec): 3 clusters Score: Raw -3702350.558246 + Penalty 3535.518603 = -3698815.039642 nChanged 133 SP:Iteration 210Q (304.237491 sec): 3 clusters Score: Raw -3702369.732151 + Penalty 3535.518603 = -3698834.213548 nChanged 115 SP:Iteration 211Q (304.319469 sec): 3 clusters Score: Raw -3702387.007833 + Penalty 3535.518603 = -3698851.489230 nChanged 93 SP:Iteration 212Q (304.402233 sec): 3 clusters Score: Raw -3702398.468604 + Penalty 3535.518603 = -3698862.950000 nChanged 89 SP:Iteration 213Q (304.484390 sec): 3 clusters Score: Raw -3702407.867304 + Penalty 3535.518603 = -3698872.348701 nChanged 74 SP:Iteration 214Q (304.566561 sec): 3 clusters Score: Raw -3702415.649426 + Penalty 3535.518603 = -3698880.130822 nChanged 68 SP:Iteration 215Q (304.648857 sec): 3 clusters Score: Raw -3702423.700340 + Penalty 3535.518603 = -3698888.181737 nChanged 59 SP:Iteration 216Q (304.731050 sec): 3 clusters Score: Raw -3702429.443054 + Penalty 3535.518603 = -3698893.924450 nChanged 57 SP:Iteration 217Q (304.813402 sec): 3 clusters Score: Raw -3702434.211529 + Penalty 3535.518603 = -3698898.692926 nChanged 51 SP:Iteration 218Q (304.895623 sec): 3 clusters Score: Raw -3702440.194356 + Penalty 3535.518603 = -3698904.675753 nChanged 54 SP:Iteration 219Q (304.977777 sec): 3 clusters Score: Raw -3702446.513726 + Penalty 3535.518603 = -3698910.995122 nChanged 50 SP:Iteration 220F (305.072231 sec): 3 clusters Score: Raw -3702451.472749 + Penalty 3535.518603 = -3698915.954145 nChanged 35 SP:Iteration 221Q (305.154809 sec): 3 clusters Score: Raw -3702457.246227 + Penalty 3535.518603 = -3698921.727623 nChanged 50 SP:Iteration 222Q (305.237423 sec): 3 clusters Score: Raw -3702464.272776 + Penalty 3535.518603 = -3698928.754173 nChanged 69 SP:Iteration 223Q (305.320035 sec): 3 clusters Score: Raw -3702477.327633 + Penalty 3535.518603 = -3698941.809030 nChanged 84 SP:Iteration 224Q (305.402512 sec): 3 clusters Score: Raw -3702500.750809 + Penalty 3535.518603 = -3698965.232206 nChanged 112 SP:Iteration 225Q (305.484902 sec): 3 clusters Score: Raw -3702537.571034 + Penalty 3535.518603 = -3699002.052431 nChanged 128 SP:Iteration 226Q (305.568340 sec): 3 clusters Score: Raw -3702588.663262 + Penalty 3535.518603 = -3699053.144659 nChanged 165 SP:Iteration 227Q (305.651580 sec): 3 clusters Score: Raw -3702651.272734 + Penalty 3535.518603 = -3699115.754130 nChanged 168 SP:Iteration 228Q (305.734147 sec): 3 clusters Score: Raw -3702715.521720 + Penalty 3535.518603 = -3699180.003116 nChanged 173 SP:Iteration 229Q (305.816124 sec): 3 clusters Score: Raw -3702804.865631 + Penalty 3535.518603 = -3699269.347027 nChanged 198 SP:Iteration 230Q (305.898579 sec): 3 clusters Score: Raw -3702892.607933 + Penalty 3535.518603 = -3699357.089330 nChanged 184 SP:Iteration 231Q (305.980026 sec): 3 clusters Score: Raw -3702948.627614 + Penalty 3535.518603 = -3699413.109011 nChanged 141 SP:Iteration 232Q (306.061350 sec): 3 clusters Score: Raw -3702977.712614 + Penalty 3535.518603 = -3699442.194011 nChanged 108 SP:Iteration 233Q (306.142229 sec): 3 clusters Score: Raw -3702990.339339 + Penalty 3535.518603 = -3699454.820736 nChanged 66 SP:Iteration 234Q (306.223343 sec): 3 clusters Score: Raw -3702996.858539 + Penalty 3535.518603 = -3699461.339935 nChanged 44 SP:Iteration 235Q (306.304198 sec): 3 clusters Score: Raw -3703000.051284 + Penalty 3535.518603 = -3699464.532681 nChanged 35 SP:Iteration 236Q (306.385279 sec): 3 clusters Score: Raw -3703002.167869 + Penalty 3535.518603 = -3699466.649266 nChanged 22 SP:Iteration 237Q (306.493074 sec): 3 clusters Score: Raw -3703003.285144 + Penalty 3535.518603 = -3699467.766540 nChanged 17 SP:Iteration 238Q (306.574131 sec): 3 clusters Score: Raw -3703003.865761 + Penalty 3535.518603 = -3699468.347158 nChanged 7 SP:Iteration 239Q (306.654581 sec): 3 clusters Score: Raw -3703004.031104 + Penalty 3535.518603 = -3699468.512500 nChanged 4 SP:Iteration 240F (306.748972 sec): 3 clusters Score: Raw -3703004.173652 + Penalty 3535.518603 = -3699468.655049 nChanged 1 SP:Iteration 241Q (306.829995 sec): 3 clusters Score: Raw -3703004.203908 + Penalty 3535.518603 = -3699468.685305 nChanged 0 SP:Iteration 242F (306.924278 sec): 3 clusters Score: Raw -3703004.203908 + Penalty 3535.518603 = -3699468.685305 nChanged 0 Score: Raw -79076432.787465 + Penalty 53884.132076 = -79022548.655389 Splitting cluster 6 changes total score from -78893607.926538 to -79022548.655389 So it's getting split into cluster 24. Trying to split cluster 7 (6216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.693076 sec): 2 clusters Score: Raw -464806.096111 + Penalty 1419.418307 = -463386.677803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.716254 sec): 3 clusters Score: Raw -461673.916950 + Penalty 2838.836615 = -458835.080335 nChanged 2611 SP:Iteration 1F (320.739003 sec): 3 clusters Score: Raw -464199.145619 + Penalty 2838.836615 = -461360.309004 nChanged 726 SP:Iteration 2F (320.761713 sec): 3 clusters Score: Raw -465222.023976 + Penalty 2838.836615 = -462383.187361 nChanged 609 SP:Iteration 3F (320.784330 sec): 3 clusters Score: Raw -466091.710052 + Penalty 2838.836615 = -463252.873437 nChanged 413 SP:Iteration 4F (320.807081 sec): 3 clusters Score: Raw -466568.432580 + Penalty 2838.836615 = -463729.595965 nChanged 269 SP:Iteration 5Q (320.828841 sec): 3 clusters Score: Raw -466805.200006 + Penalty 2838.836615 = -463966.363391 nChanged 189 SP:Iteration 6Q (320.850556 sec): 3 clusters Score: Raw -466932.204577 + Penalty 2838.836615 = -464093.367962 nChanged 127 SP:Iteration 7Q (320.871988 sec): 3 clusters Score: Raw -467011.668656 + Penalty 2838.836615 = -464172.832041 nChanged 85 SP:Iteration 8Q (320.893618 sec): 3 clusters Score: Raw -467066.567514 + Penalty 2838.836615 = -464227.730899 nChanged 89 SP:Iteration 9Q (320.915204 sec): 3 clusters Score: Raw -467120.808069 + Penalty 2838.836615 = -464281.971454 nChanged 82 SP:Iteration 10Q (320.936581 sec): 3 clusters Score: Raw -467171.613739 + Penalty 2838.836615 = -464332.777124 nChanged 84 SP:Iteration 11Q (320.957849 sec): 3 clusters Score: Raw -467224.737828 + Penalty 2838.836615 = -464385.901213 nChanged 84 SP:Iteration 12Q (320.979020 sec): 3 clusters Score: Raw -467272.089975 + Penalty 2838.836615 = -464433.253360 nChanged 96 SP:Iteration 13Q (321.000168 sec): 3 clusters Score: Raw -467331.766346 + Penalty 2838.836615 = -464492.929731 nChanged 91 SP:Iteration 14Q (321.021528 sec): 3 clusters Score: Raw -467391.793885 + Penalty 2838.836615 = -464552.957270 nChanged 92 SP:Iteration 15Q (321.042616 sec): 3 clusters Score: Raw -467459.516960 + Penalty 2838.836615 = -464620.680345 nChanged 97 SP:Iteration 16Q (321.063755 sec): 3 clusters Score: Raw -467540.986095 + Penalty 2838.836615 = -464702.149480 nChanged 103 SP:Iteration 17Q (321.084804 sec): 3 clusters Score: Raw -467627.172034 + Penalty 2838.836615 = -464788.335419 nChanged 101 SP:Iteration 18Q (321.105988 sec): 3 clusters Score: Raw -467727.234450 + Penalty 2838.836615 = -464888.397835 nChanged 108 SP:Iteration 19Q (321.128603 sec): 3 clusters Score: Raw -467859.700483 + Penalty 2838.836615 = -465020.863868 nChanged 104 SP:Iteration 20F (321.189945 sec): 3 clusters Score: Raw -468054.773526 + Penalty 2838.836615 = -465215.936911 nChanged 161 SP:Iteration 21Q (321.226949 sec): 3 clusters Score: Raw -468562.036222 + Penalty 2838.836615 = -465723.199607 nChanged 188 SP:Iteration 22Q (321.251115 sec): 3 clusters Score: Raw -469745.353267 + Penalty 2838.836615 = -466906.516652 nChanged 292 SP:Iteration 23Q (321.272234 sec): 3 clusters Score: Raw -471764.108101 + Penalty 2838.836615 = -468925.271486 nChanged 417 SP:Iteration 24F (321.294902 sec): 3 clusters Score: Raw -473140.230166 + Penalty 2838.836615 = -470301.393552 nChanged 331 SP:Iteration 25F (321.317419 sec): 3 clusters Score: Raw -475478.797495 + Penalty 2838.836615 = -472639.960880 nChanged 82 SP:Iteration 26Q (321.337592 sec): 3 clusters Score: Raw -477042.140949 + Penalty 2838.836615 = -474203.304334 nChanged 2 SP:Iteration 27Q (321.357608 sec): 3 clusters Score: Raw -477046.625634 + Penalty 2838.836615 = -474207.789019 nChanged 0 SP:Iteration 28F (321.380042 sec): 3 clusters Score: Raw -477046.625634 + Penalty 2838.836615 = -474207.789019 nChanged 0 Score: Raw -79088673.316989 + Penalty 56129.304246 = -79032544.012743 Splitting cluster 7 changes total score from -78893607.926538 to -79032544.012743 So it's getting split into cluster 25. Trying to split cluster 8 (8120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.936776 sec): 2 clusters Score: Raw -440329.965681 + Penalty 1462.838883 = -438867.126799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.962844 sec): 3 clusters Score: Raw -436553.185969 + Penalty 2925.677766 = -433627.508203 nChanged 3627 SP:Iteration 1F (335.988115 sec): 3 clusters Score: Raw -447211.188568 + Penalty 2925.677766 = -444285.510803 nChanged 1645 SP:Iteration 2F (336.013365 sec): 3 clusters Score: Raw -455051.311733 + Penalty 2925.677766 = -452125.633967 nChanged 708 SP:Iteration 3F (336.038606 sec): 3 clusters Score: Raw -459338.719365 + Penalty 2925.677766 = -456413.041600 nChanged 272 SP:Iteration 4Q (336.061018 sec): 3 clusters Score: Raw -461635.900190 + Penalty 2925.677766 = -458710.222424 nChanged 141 SP:Iteration 5Q (336.083273 sec): 3 clusters Score: Raw -461794.486010 + Penalty 2925.677766 = -458868.808245 nChanged 52 SP:Iteration 6Q (336.105566 sec): 3 clusters Score: Raw -461826.109810 + Penalty 2925.677766 = -458900.432044 nChanged 31 SP:Iteration 7Q (336.127956 sec): 3 clusters Score: Raw -461845.983659 + Penalty 2925.677766 = -458920.305893 nChanged 22 SP:Iteration 8Q (336.150061 sec): 3 clusters Score: Raw -461862.231873 + Penalty 2925.677766 = -458936.554107 nChanged 19 SP:Iteration 9Q (336.172155 sec): 3 clusters Score: Raw -461876.987084 + Penalty 2925.677766 = -458951.309318 nChanged 16 SP:Iteration 10Q (336.194305 sec): 3 clusters Score: Raw -461893.561226 + Penalty 2925.677766 = -458967.883460 nChanged 18 SP:Iteration 11Q (336.216779 sec): 3 clusters Score: Raw -461919.345324 + Penalty 2925.677766 = -458993.667559 nChanged 22 SP:Iteration 12Q (336.239164 sec): 3 clusters Score: Raw -461947.745913 + Penalty 2925.677766 = -459022.068147 nChanged 21 SP:Iteration 13Q (336.261434 sec): 3 clusters Score: Raw -461969.442193 + Penalty 2925.677766 = -459043.764427 nChanged 13 SP:Iteration 14Q (336.283618 sec): 3 clusters Score: Raw -461975.017580 + Penalty 2925.677766 = -459049.339814 nChanged 9 SP:Iteration 15Q (336.306084 sec): 3 clusters Score: Raw -461981.378985 + Penalty 2925.677766 = -459055.701219 nChanged 5 SP:Iteration 16Q (336.328407 sec): 3 clusters Score: Raw -461983.810035 + Penalty 2925.677766 = -459058.132269 nChanged 2 SP:Iteration 17Q (336.350655 sec): 3 clusters Score: Raw -461984.168393 + Penalty 2925.677766 = -459058.490627 nChanged 1 SP:Iteration 18Q (336.372855 sec): 3 clusters Score: Raw -461984.483670 + Penalty 2925.677766 = -459058.805905 nChanged 1 SP:Iteration 19Q (336.394839 sec): 3 clusters Score: Raw -461984.704115 + Penalty 2925.677766 = -459059.026349 nChanged 1 SP:Iteration 20F (336.420122 sec): 3 clusters Score: Raw -461987.248024 + Penalty 2925.677766 = -459061.570258 nChanged 5 SP:Iteration 21Q (336.442441 sec): 3 clusters Score: Raw -461993.274527 + Penalty 2925.677766 = -459067.596761 nChanged 5 SP:Iteration 22Q (336.464453 sec): 3 clusters Score: Raw -461996.379287 + Penalty 2925.677766 = -459070.701522 nChanged 6 SP:Iteration 23Q (336.486638 sec): 3 clusters Score: Raw -462001.664754 + Penalty 2925.677766 = -459075.986988 nChanged 6 SP:Iteration 24Q (336.508911 sec): 3 clusters Score: Raw -462008.754497 + Penalty 2925.677766 = -459083.076731 nChanged 5 SP:Iteration 25Q (336.531159 sec): 3 clusters Score: Raw -462014.175572 + Penalty 2925.677766 = -459088.497806 nChanged 9 SP:Iteration 26Q (336.553556 sec): 3 clusters Score: Raw -462022.004226 + Penalty 2925.677766 = -459096.326460 nChanged 5 SP:Iteration 27Q (336.575572 sec): 3 clusters Score: Raw -462027.657787 + Penalty 2925.677766 = -459101.980021 nChanged 7 SP:Iteration 28Q (336.597950 sec): 3 clusters Score: Raw -462036.192224 + Penalty 2925.677766 = -459110.514459 nChanged 10 SP:Iteration 29Q (336.620150 sec): 3 clusters Score: Raw -462073.480093 + Penalty 2925.677766 = -459147.802327 nChanged 15 SP:Iteration 30Q (336.642339 sec): 3 clusters Score: Raw -462107.347376 + Penalty 2925.677766 = -459181.669611 nChanged 6 SP:Iteration 31Q (336.664387 sec): 3 clusters Score: Raw -462117.373177 + Penalty 2925.677766 = -459191.695411 nChanged 4 SP:Iteration 32Q (336.686618 sec): 3 clusters Score: Raw -462119.736413 + Penalty 2925.677766 = -459194.058648 nChanged 3 SP:Iteration 33Q (336.708939 sec): 3 clusters Score: Raw -462120.166796 + Penalty 2925.677766 = -459194.489030 nChanged 2 SP:Iteration 34Q (336.730978 sec): 3 clusters Score: Raw -462120.514291 + Penalty 2925.677766 = -459194.836525 nChanged 3 SP:Iteration 35Q (336.753181 sec): 3 clusters Score: Raw -462120.964697 + Penalty 2925.677766 = -459195.286932 nChanged 0 SP:Iteration 36F (336.778619 sec): 3 clusters Score: Raw -462128.006151 + Penalty 2925.677766 = -459202.328385 nChanged 2 SP:Iteration 37Q (336.800897 sec): 3 clusters Score: Raw -462135.827577 + Penalty 2925.677766 = -459210.149811 nChanged 5 SP:Iteration 38Q (336.823187 sec): 3 clusters Score: Raw -462147.871619 + Penalty 2925.677766 = -459222.193854 nChanged 7 SP:Iteration 39Q (336.845514 sec): 3 clusters Score: Raw -462159.007268 + Penalty 2925.677766 = -459233.329503 nChanged 6 SP:Iteration 40F (336.870629 sec): 3 clusters Score: Raw -462173.536484 + Penalty 2925.677766 = -459247.858718 nChanged 7 SP:Iteration 41Q (336.893072 sec): 3 clusters Score: Raw -462176.228463 + Penalty 2925.677766 = -459250.550697 nChanged 3 SP:Iteration 42Q (336.915208 sec): 3 clusters Score: Raw -462176.882711 + Penalty 2925.677766 = -459251.204945 nChanged 0 SP:Iteration 43F (336.940706 sec): 3 clusters Score: Raw -462176.882711 + Penalty 2925.677766 = -459251.204945 nChanged 0 Score: Raw -79110520.234018 + Penalty 58374.476416 = -79052145.757603 Splitting cluster 8 changes total score from -78893607.926538 to -79052145.757603 So it's getting split into cluster 26. Trying to split cluster 9 (99997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.187824 sec): 2 clusters Score: Raw -8369837.683143 + Penalty 1870.845513 = -8367966.837630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.347720 sec): 3 clusters Score: Raw -8305017.949865 + Penalty 3741.691026 = -8301276.258839 nChanged 47827 SP:Iteration 1F (352.505302 sec): 3 clusters Score: Raw -8336812.477603 + Penalty 3741.691026 = -8333070.786577 nChanged 7308 SP:Iteration 2F (352.663120 sec): 3 clusters Score: Raw -8342073.138721 + Penalty 3741.691026 = -8338331.447695 nChanged 8590 SP:Iteration 3F (352.821794 sec): 3 clusters Score: Raw -8348941.316757 + Penalty 3741.691026 = -8345199.625731 nChanged 8701 SP:Iteration 4F (352.995536 sec): 3 clusters Score: Raw -8355729.126720 + Penalty 3741.691026 = -8351987.435694 nChanged 7235 SP:Iteration 5F (353.152946 sec): 3 clusters Score: Raw -8360260.660837 + Penalty 3741.691026 = -8356518.969811 nChanged 5164 SP:Iteration 6F (353.310598 sec): 3 clusters Score: Raw -8362816.065032 + Penalty 3741.691026 = -8359074.374006 nChanged 3707 SP:Iteration 7Q (353.478772 sec): 3 clusters Score: Raw -8364452.262561 + Penalty 3741.691026 = -8360710.571535 nChanged 2878 SP:Iteration 8Q (353.647889 sec): 3 clusters Score: Raw -8365637.339006 + Penalty 3741.691026 = -8361895.647980 nChanged 2475 SP:Iteration 9Q (353.827918 sec): 3 clusters Score: Raw -8366637.587168 + Penalty 3741.691026 = -8362895.896142 nChanged 2294 SP:Iteration 10Q (353.996305 sec): 3 clusters Score: Raw -8367527.631725 + Penalty 3741.691026 = -8363785.940699 nChanged 2092 SP:Iteration 11Q (354.163848 sec): 3 clusters Score: Raw -8368301.673127 + Penalty 3741.691026 = -8364559.982101 nChanged 1966 SP:Iteration 12Q (354.331063 sec): 3 clusters Score: Raw -8369039.839260 + Penalty 3741.691026 = -8365298.148234 nChanged 1822 SP:Iteration 13Q (354.497508 sec): 3 clusters Score: Raw -8369692.948834 + Penalty 3741.691026 = -8365951.257808 nChanged 1541 SP:Iteration 14Q (354.662951 sec): 3 clusters Score: Raw -8370201.143674 + Penalty 3741.691026 = -8366459.452648 nChanged 1276 SP:Iteration 15Q (354.827271 sec): 3 clusters Score: Raw -8370584.011118 + Penalty 3741.691026 = -8366842.320092 nChanged 1040 SP:Iteration 16Q (354.990150 sec): 3 clusters Score: Raw -8370874.353597 + Penalty 3741.691026 = -8367132.662571 nChanged 886 SP:Iteration 17Q (355.151722 sec): 3 clusters Score: Raw -8371098.346719 + Penalty 3741.691026 = -8367356.655693 nChanged 705 SP:Iteration 18Q (355.311970 sec): 3 clusters Score: Raw -8371260.776462 + Penalty 3741.691026 = -8367519.085436 nChanged 563 SP:Iteration 19Q (355.471029 sec): 3 clusters Score: Raw -8371377.587092 + Penalty 3741.691026 = -8367635.896066 nChanged 453 SP:Iteration 20F (355.628653 sec): 3 clusters Score: Raw -8371463.795516 + Penalty 3741.691026 = -8367722.104490 nChanged 359 SP:Iteration 21Q (355.786407 sec): 3 clusters Score: Raw -8371524.287436 + Penalty 3741.691026 = -8367782.596410 nChanged 279 SP:Iteration 22Q (355.943476 sec): 3 clusters Score: Raw -8371567.638980 + Penalty 3741.691026 = -8367825.947954 nChanged 250 SP:Iteration 23Q (356.100298 sec): 3 clusters Score: Raw -8371608.611137 + Penalty 3741.691026 = -8367866.920111 nChanged 234 SP:Iteration 24Q (356.256350 sec): 3 clusters Score: Raw -8371644.901576 + Penalty 3741.691026 = -8367903.210550 nChanged 176 SP:Iteration 25Q (356.411683 sec): 3 clusters Score: Raw -8371669.944965 + Penalty 3741.691026 = -8367928.253939 nChanged 153 SP:Iteration 26Q (356.567627 sec): 3 clusters Score: Raw -8371690.767188 + Penalty 3741.691026 = -8367949.076162 nChanged 141 SP:Iteration 27Q (356.722171 sec): 3 clusters Score: Raw -8371707.780974 + Penalty 3741.691026 = -8367966.089948 nChanged 109 SP:Iteration 28Q (356.876433 sec): 3 clusters Score: Raw -8371722.059609 + Penalty 3741.691026 = -8367980.368583 nChanged 106 SP:Iteration 29Q (357.030484 sec): 3 clusters Score: Raw -8371734.728462 + Penalty 3741.691026 = -8367993.037436 nChanged 80 SP:Iteration 30Q (357.184012 sec): 3 clusters Score: Raw -8371743.087240 + Penalty 3741.691026 = -8368001.396214 nChanged 69 SP:Iteration 31Q (357.337205 sec): 3 clusters Score: Raw -8371752.873389 + Penalty 3741.691026 = -8368011.182363 nChanged 83 SP:Iteration 32Q (357.490596 sec): 3 clusters Score: Raw -8371765.006721 + Penalty 3741.691026 = -8368023.315695 nChanged 76 SP:Iteration 33Q (357.643114 sec): 3 clusters Score: Raw -8371773.498112 + Penalty 3741.691026 = -8368031.807086 nChanged 60 SP:Iteration 34Q (357.795653 sec): 3 clusters Score: Raw -8371779.174494 + Penalty 3741.691026 = -8368037.483468 nChanged 45 SP:Iteration 35Q (357.947779 sec): 3 clusters Score: Raw -8371783.499775 + Penalty 3741.691026 = -8368041.808749 nChanged 35 SP:Iteration 36Q (358.099834 sec): 3 clusters Score: Raw -8371787.513739 + Penalty 3741.691026 = -8368045.822713 nChanged 45 SP:Iteration 37Q (358.251442 sec): 3 clusters Score: Raw -8371791.472550 + Penalty 3741.691026 = -8368049.781524 nChanged 33 SP:Iteration 38Q (358.403374 sec): 3 clusters Score: Raw -8371794.700516 + Penalty 3741.691026 = -8368053.009490 nChanged 33 SP:Iteration 39Q (358.554972 sec): 3 clusters Score: Raw -8371797.587727 + Penalty 3741.691026 = -8368055.896701 nChanged 30 SP:Iteration 40F (358.711944 sec): 3 clusters Score: Raw -8371800.253485 + Penalty 3741.691026 = -8368058.562459 nChanged 31 SP:Iteration 41Q (358.863348 sec): 3 clusters Score: Raw -8371802.863450 + Penalty 3741.691026 = -8368061.172424 nChanged 19 SP:Iteration 42Q (359.014617 sec): 3 clusters Score: Raw -8371804.368527 + Penalty 3741.691026 = -8368062.677501 nChanged 25 SP:Iteration 43Q (359.165950 sec): 3 clusters Score: Raw -8371806.095086 + Penalty 3741.691026 = -8368064.404060 nChanged 15 SP:Iteration 44Q (359.317110 sec): 3 clusters Score: Raw -8371807.272336 + Penalty 3741.691026 = -8368065.581310 nChanged 15 SP:Iteration 45Q (359.467876 sec): 3 clusters Score: Raw -8371808.623735 + Penalty 3741.691026 = -8368066.932709 nChanged 20 SP:Iteration 46Q (359.618875 sec): 3 clusters Score: Raw -8371810.722459 + Penalty 3741.691026 = -8368069.031433 nChanged 20 SP:Iteration 47Q (359.769747 sec): 3 clusters Score: Raw -8371812.516933 + Penalty 3741.691026 = -8368070.825907 nChanged 16 SP:Iteration 48Q (359.921736 sec): 3 clusters Score: Raw -8371813.583970 + Penalty 3741.691026 = -8368071.892944 nChanged 12 SP:Iteration 49Q (360.073479 sec): 3 clusters Score: Raw -8371814.807705 + Penalty 3741.691026 = -8368073.116679 nChanged 16 SP:Iteration 50Q (360.224022 sec): 3 clusters Score: Raw -8371815.843838 + Penalty 3741.691026 = -8368074.152812 nChanged 8 SP:Iteration 51Q (360.374589 sec): 3 clusters Score: Raw -8371816.300519 + Penalty 3741.691026 = -8368074.609493 nChanged 3 SP:Iteration 52Q (360.525035 sec): 3 clusters Score: Raw -8371816.581569 + Penalty 3741.691026 = -8368074.890543 nChanged 4 SP:Iteration 53Q (360.675610 sec): 3 clusters Score: Raw -8371816.949669 + Penalty 3741.691026 = -8368075.258643 nChanged 5 SP:Iteration 54Q (360.838498 sec): 3 clusters Score: Raw -8371817.470508 + Penalty 3741.691026 = -8368075.779482 nChanged 6 SP:Iteration 55Q (360.992147 sec): 3 clusters Score: Raw -8371817.797292 + Penalty 3741.691026 = -8368076.106266 nChanged 4 SP:Iteration 56Q (361.142744 sec): 3 clusters Score: Raw -8371817.984595 + Penalty 3741.691026 = -8368076.293569 nChanged 2 SP:Iteration 57Q (361.293162 sec): 3 clusters Score: Raw -8371818.071522 + Penalty 3741.691026 = -8368076.380496 nChanged 2 SP:Iteration 58Q (361.443519 sec): 3 clusters Score: Raw -8371818.126986 + Penalty 3741.691026 = -8368076.435960 nChanged 1 SP:Iteration 59Q (361.593779 sec): 3 clusters Score: Raw -8371818.155581 + Penalty 3741.691026 = -8368076.464555 nChanged 0 SP:Iteration 60F (361.750509 sec): 3 clusters Score: Raw -8371818.155581 + Penalty 3741.691026 = -8368076.464555 nChanged 0 Score: Raw -79112500.706455 + Penalty 60619.648586 = -79051881.057869 Splitting cluster 9 changes total score from -78893607.926538 to -79051881.057869 So it's getting split into cluster 27. Trying to split cluster 10 (132751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.806995 sec): 2 clusters Score: Raw -11069875.900119 + Penalty 1916.887452 = -11067959.012667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.016554 sec): 3 clusters Score: Raw -10982814.321614 + Penalty 3833.774903 = -10978980.546710 nChanged 63866 SP:Iteration 1F (380.225564 sec): 3 clusters Score: Raw -11021131.617962 + Penalty 3833.774903 = -11017297.843059 nChanged 6523 SP:Iteration 2Q (380.459634 sec): 3 clusters Score: Raw -11023664.626612 + Penalty 3833.774903 = -11019830.851709 nChanged 7344 SP:Iteration 3F (380.670558 sec): 3 clusters Score: Raw -11027144.109184 + Penalty 3833.774903 = -11023310.334280 nChanged 8456 SP:Iteration 4F (380.873312 sec): 3 clusters Score: Raw -11031737.222198 + Penalty 3833.774903 = -11027903.447294 nChanged 9037 SP:Iteration 5F (381.088671 sec): 3 clusters Score: Raw -11037036.340943 + Penalty 3833.774903 = -11033202.566040 nChanged 8840 SP:Iteration 6F (381.307819 sec): 3 clusters Score: Raw -11042296.182269 + Penalty 3833.774903 = -11038462.407366 nChanged 7812 SP:Iteration 7F (381.543371 sec): 3 clusters Score: Raw -11047180.061080 + Penalty 3833.774903 = -11043346.286176 nChanged 6705 SP:Iteration 8F (381.747553 sec): 3 clusters Score: Raw -11051813.991530 + Penalty 3833.774903 = -11047980.216627 nChanged 5892 SP:Iteration 9Q (381.977193 sec): 3 clusters Score: Raw -11056500.228890 + Penalty 3833.774903 = -11052666.453987 nChanged 5004 SP:Iteration 10Q (382.198222 sec): 3 clusters Score: Raw -11060932.310412 + Penalty 3833.774903 = -11057098.535509 nChanged 4168 SP:Iteration 11Q (382.427665 sec): 3 clusters Score: Raw -11064835.127621 + Penalty 3833.774903 = -11061001.352717 nChanged 3373 SP:Iteration 12Q (382.625555 sec): 3 clusters Score: Raw -11067615.084368 + Penalty 3833.774903 = -11063781.309464 nChanged 2515 SP:Iteration 13Q (382.827692 sec): 3 clusters Score: Raw -11069298.522410 + Penalty 3833.774903 = -11065464.747506 nChanged 1829 SP:Iteration 14Q (383.025817 sec): 3 clusters Score: Raw -11070310.248538 + Penalty 3833.774903 = -11066476.473635 nChanged 1417 SP:Iteration 15Q (383.228365 sec): 3 clusters Score: Raw -11070907.459802 + Penalty 3833.774903 = -11067073.684898 nChanged 1085 SP:Iteration 16Q (383.410790 sec): 3 clusters Score: Raw -11071290.321709 + Penalty 3833.774903 = -11067456.546806 nChanged 885 SP:Iteration 17Q (383.599432 sec): 3 clusters Score: Raw -11071578.654753 + Penalty 3833.774903 = -11067744.879849 nChanged 779 SP:Iteration 18Q (383.792912 sec): 3 clusters Score: Raw -11071796.565904 + Penalty 3833.774903 = -11067962.791001 nChanged 656 SP:Iteration 19Q (383.991975 sec): 3 clusters Score: Raw -11071969.680701 + Penalty 3833.774903 = -11068135.905798 nChanged 574 SP:Iteration 20F (384.209803 sec): 3 clusters Score: Raw -11072105.861842 + Penalty 3833.774903 = -11068272.086939 nChanged 507 SP:Iteration 21Q (384.393692 sec): 3 clusters Score: Raw -11072210.397928 + Penalty 3833.774903 = -11068376.623025 nChanged 456 SP:Iteration 22Q (384.576593 sec): 3 clusters Score: Raw -11072299.992370 + Penalty 3833.774903 = -11068466.217466 nChanged 417 SP:Iteration 23Q (384.758536 sec): 3 clusters Score: Raw -11072380.548129 + Penalty 3833.774903 = -11068546.773226 nChanged 386 SP:Iteration 24Q (384.939810 sec): 3 clusters Score: Raw -11072457.369091 + Penalty 3833.774903 = -11068623.594187 nChanged 403 SP:Iteration 25Q (385.120543 sec): 3 clusters Score: Raw -11072538.121883 + Penalty 3833.774903 = -11068704.346980 nChanged 362 SP:Iteration 26Q (385.300264 sec): 3 clusters Score: Raw -11072607.869095 + Penalty 3833.774903 = -11068774.094192 nChanged 320 SP:Iteration 27Q (385.479505 sec): 3 clusters Score: Raw -11072668.337787 + Penalty 3833.774903 = -11068834.562884 nChanged 291 SP:Iteration 28Q (385.657868 sec): 3 clusters Score: Raw -11072722.823795 + Penalty 3833.774903 = -11068889.048892 nChanged 258 SP:Iteration 29Q (385.836236 sec): 3 clusters Score: Raw -11072776.374680 + Penalty 3833.774903 = -11068942.599776 nChanged 267 SP:Iteration 30Q (386.013831 sec): 3 clusters Score: Raw -11072839.210935 + Penalty 3833.774903 = -11069005.436032 nChanged 253 SP:Iteration 31Q (386.192493 sec): 3 clusters Score: Raw -11072899.009114 + Penalty 3833.774903 = -11069065.234211 nChanged 229 SP:Iteration 32Q (386.368838 sec): 3 clusters Score: Raw -11072956.070765 + Penalty 3833.774903 = -11069122.295861 nChanged 227 SP:Iteration 33Q (386.563445 sec): 3 clusters Score: Raw -11073010.722782 + Penalty 3833.774903 = -11069176.947879 nChanged 237 SP:Iteration 34Q (386.739376 sec): 3 clusters Score: Raw -11073070.855404 + Penalty 3833.774903 = -11069237.080500 nChanged 230 SP:Iteration 35Q (386.914229 sec): 3 clusters Score: Raw -11073123.670341 + Penalty 3833.774903 = -11069289.895438 nChanged 204 SP:Iteration 36Q (387.088815 sec): 3 clusters Score: Raw -11073169.767800 + Penalty 3833.774903 = -11069335.992897 nChanged 184 SP:Iteration 37Q (387.262404 sec): 3 clusters Score: Raw -11073203.655332 + Penalty 3833.774903 = -11069369.880429 nChanged 172 SP:Iteration 38Q (387.435774 sec): 3 clusters Score: Raw -11073234.186697 + Penalty 3833.774903 = -11069400.411794 nChanged 159 SP:Iteration 39Q (387.609037 sec): 3 clusters Score: Raw -11073261.321448 + Penalty 3833.774903 = -11069427.546545 nChanged 142 SP:Iteration 40F (387.827176 sec): 3 clusters Score: Raw -11073282.967877 + Penalty 3833.774903 = -11069449.192973 nChanged 131 SP:Iteration 41Q (387.999876 sec): 3 clusters Score: Raw -11073301.533306 + Penalty 3833.774903 = -11069467.758403 nChanged 124 SP:Iteration 42Q (388.172311 sec): 3 clusters Score: Raw -11073321.029110 + Penalty 3833.774903 = -11069487.254207 nChanged 122 SP:Iteration 43Q (388.344336 sec): 3 clusters Score: Raw -11073337.713216 + Penalty 3833.774903 = -11069503.938313 nChanged 95 SP:Iteration 44Q (388.516238 sec): 3 clusters Score: Raw -11073350.617699 + Penalty 3833.774903 = -11069516.842796 nChanged 101 SP:Iteration 45Q (388.689148 sec): 3 clusters Score: Raw -11073362.534338 + Penalty 3833.774903 = -11069528.759434 nChanged 90 SP:Iteration 46Q (388.862200 sec): 3 clusters Score: Raw -11073372.643328 + Penalty 3833.774903 = -11069538.868424 nChanged 72 SP:Iteration 47Q (389.033975 sec): 3 clusters Score: Raw -11073379.592009 + Penalty 3833.774903 = -11069545.817106 nChanged 69 SP:Iteration 48Q (389.205488 sec): 3 clusters Score: Raw -11073387.493047 + Penalty 3833.774903 = -11069553.718144 nChanged 67 SP:Iteration 49Q (389.377202 sec): 3 clusters Score: Raw -11073394.064936 + Penalty 3833.774903 = -11069560.290032 nChanged 61 SP:Iteration 50Q (389.548314 sec): 3 clusters Score: Raw -11073400.345280 + Penalty 3833.774903 = -11069566.570377 nChanged 66 SP:Iteration 51Q (389.719221 sec): 3 clusters Score: Raw -11073407.297797 + Penalty 3833.774903 = -11069573.522894 nChanged 66 SP:Iteration 52Q (389.890057 sec): 3 clusters Score: Raw -11073413.554775 + Penalty 3833.774903 = -11069579.779872 nChanged 50 SP:Iteration 53Q (390.061005 sec): 3 clusters Score: Raw -11073417.746575 + Penalty 3833.774903 = -11069583.971672 nChanged 40 SP:Iteration 54Q (390.231910 sec): 3 clusters Score: Raw -11073421.058062 + Penalty 3833.774903 = -11069587.283158 nChanged 37 SP:Iteration 55Q (390.402545 sec): 3 clusters Score: Raw -11073424.314038 + Penalty 3833.774903 = -11069590.539135 nChanged 36 SP:Iteration 56Q (390.573404 sec): 3 clusters Score: Raw -11073428.190639 + Penalty 3833.774903 = -11069594.415736 nChanged 54 SP:Iteration 57Q (390.744312 sec): 3 clusters Score: Raw -11073434.421975 + Penalty 3833.774903 = -11069600.647072 nChanged 50 SP:Iteration 58Q (390.914804 sec): 3 clusters Score: Raw -11073438.192470 + Penalty 3833.774903 = -11069604.417567 nChanged 35 SP:Iteration 59Q (391.085136 sec): 3 clusters Score: Raw -11073440.762967 + Penalty 3833.774903 = -11069606.988064 nChanged 34 SP:Iteration 60F (391.302978 sec): 3 clusters Score: Raw -11073443.027225 + Penalty 3833.774903 = -11069609.252321 nChanged 26 SP:Iteration 61Q (391.473883 sec): 3 clusters Score: Raw -11073444.449542 + Penalty 3833.774903 = -11069610.674639 nChanged 21 SP:Iteration 62Q (391.644924 sec): 3 clusters Score: Raw -11073445.573874 + Penalty 3833.774903 = -11069611.798971 nChanged 17 SP:Iteration 63Q (391.816024 sec): 3 clusters Score: Raw -11073446.732526 + Penalty 3833.774903 = -11069612.957623 nChanged 11 SP:Iteration 64Q (391.986706 sec): 3 clusters Score: Raw -11073447.234794 + Penalty 3833.774903 = -11069613.459891 nChanged 10 SP:Iteration 65Q (392.157732 sec): 3 clusters Score: Raw -11073447.591622 + Penalty 3833.774903 = -11069613.816718 nChanged 10 SP:Iteration 66Q (392.328528 sec): 3 clusters Score: Raw -11073448.282775 + Penalty 3833.774903 = -11069614.507872 nChanged 20 SP:Iteration 67Q (392.500434 sec): 3 clusters Score: Raw -11073449.963364 + Penalty 3833.774903 = -11069616.188461 nChanged 22 SP:Iteration 68Q (392.671065 sec): 3 clusters Score: Raw -11073451.549007 + Penalty 3833.774903 = -11069617.774104 nChanged 20 SP:Iteration 69Q (392.841754 sec): 3 clusters Score: Raw -11073453.889558 + Penalty 3833.774903 = -11069620.114654 nChanged 23 SP:Iteration 70Q (393.012502 sec): 3 clusters Score: Raw -11073456.117329 + Penalty 3833.774903 = -11069622.342426 nChanged 28 SP:Iteration 71Q (393.183453 sec): 3 clusters Score: Raw -11073458.156183 + Penalty 3833.774903 = -11069624.381279 nChanged 17 SP:Iteration 72Q (393.354091 sec): 3 clusters Score: Raw -11073459.285363 + Penalty 3833.774903 = -11069625.510460 nChanged 19 SP:Iteration 73Q (393.524692 sec): 3 clusters Score: Raw -11073460.770739 + Penalty 3833.774903 = -11069626.995836 nChanged 15 SP:Iteration 74Q (393.695252 sec): 3 clusters Score: Raw -11073462.186536 + Penalty 3833.774903 = -11069628.411632 nChanged 13 SP:Iteration 75Q (393.865797 sec): 3 clusters Score: Raw -11073463.074929 + Penalty 3833.774903 = -11069629.300026 nChanged 13 SP:Iteration 76Q (394.036327 sec): 3 clusters Score: Raw -11073463.857874 + Penalty 3833.774903 = -11069630.082971 nChanged 10 SP:Iteration 77Q (394.206943 sec): 3 clusters Score: Raw -11073464.625410 + Penalty 3833.774903 = -11069630.850506 nChanged 6 SP:Iteration 78Q (394.377348 sec): 3 clusters Score: Raw -11073464.926898 + Penalty 3833.774903 = -11069631.151994 nChanged 7 SP:Iteration 79Q (394.547730 sec): 3 clusters Score: Raw -11073465.282170 + Penalty 3833.774903 = -11069631.507267 nChanged 7 SP:Iteration 80F (394.765898 sec): 3 clusters Score: Raw -11073465.616232 + Penalty 3833.774903 = -11069631.841328 nChanged 5 SP:Iteration 81Q (394.936578 sec): 3 clusters Score: Raw -11073465.870320 + Penalty 3833.774903 = -11069632.095416 nChanged 4 SP:Iteration 82Q (395.107098 sec): 3 clusters Score: Raw -11073465.981893 + Penalty 3833.774903 = -11069632.206990 nChanged 2 SP:Iteration 83Q (395.277848 sec): 3 clusters Score: Raw -11073466.045782 + Penalty 3833.774903 = -11069632.270879 nChanged 2 SP:Iteration 84Q (395.448181 sec): 3 clusters Score: Raw -11073466.161229 + Penalty 3833.774903 = -11069632.386325 nChanged 0 SP:Iteration 85F (395.665901 sec): 3 clusters Score: Raw -11073466.161229 + Penalty 3833.774903 = -11069632.386325 nChanged 0 Score: Raw -79116090.967565 + Penalty 62864.820755 = -79053226.146809 Splitting cluster 10 changes total score from -78893607.926538 to -79053226.146809 So it's getting split into cluster 28. Trying to split cluster 11 (14281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.452334 sec): 2 clusters Score: Raw -1200264.800260 + Penalty 1554.586355 = -1198710.213905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.488984 sec): 3 clusters Score: Raw -1191906.610484 + Penalty 3109.172710 = -1188797.437774 nChanged 6378 SP:Iteration 1F (413.524185 sec): 3 clusters Score: Raw -1196720.922122 + Penalty 3109.172710 = -1193611.749412 nChanged 1844 SP:Iteration 2F (413.559281 sec): 3 clusters Score: Raw -1201020.978054 + Penalty 3109.172710 = -1197911.805344 nChanged 2260 SP:Iteration 3F (413.594517 sec): 3 clusters Score: Raw -1205034.382377 + Penalty 3109.172710 = -1201925.209667 nChanged 1344 SP:Iteration 4F (413.629945 sec): 3 clusters Score: Raw -1206194.885606 + Penalty 3109.172710 = -1203085.712896 nChanged 594 SP:Iteration 5Q (413.664833 sec): 3 clusters Score: Raw -1206482.197161 + Penalty 3109.172710 = -1203373.024451 nChanged 278 SP:Iteration 6Q (413.699431 sec): 3 clusters Score: Raw -1206620.293971 + Penalty 3109.172710 = -1203511.121261 nChanged 188 SP:Iteration 7Q (413.734340 sec): 3 clusters Score: Raw -1206706.985805 + Penalty 3109.172710 = -1203597.813095 nChanged 135 SP:Iteration 8Q (413.769284 sec): 3 clusters Score: Raw -1206760.151798 + Penalty 3109.172710 = -1203650.979088 nChanged 97 SP:Iteration 9Q (413.803899 sec): 3 clusters Score: Raw -1206785.739918 + Penalty 3109.172710 = -1203676.567208 nChanged 76 SP:Iteration 10Q (413.838619 sec): 3 clusters Score: Raw -1206803.296674 + Penalty 3109.172710 = -1203694.123965 nChanged 75 SP:Iteration 11Q (413.873342 sec): 3 clusters Score: Raw -1206819.360775 + Penalty 3109.172710 = -1203710.188065 nChanged 59 SP:Iteration 12Q (413.907828 sec): 3 clusters Score: Raw -1206829.346750 + Penalty 3109.172710 = -1203720.174040 nChanged 43 SP:Iteration 13Q (413.942613 sec): 3 clusters Score: Raw -1206835.586238 + Penalty 3109.172710 = -1203726.413528 nChanged 35 SP:Iteration 14Q (413.977376 sec): 3 clusters Score: Raw -1206840.809052 + Penalty 3109.172710 = -1203731.636342 nChanged 31 SP:Iteration 15Q (414.012458 sec): 3 clusters Score: Raw -1206844.989837 + Penalty 3109.172710 = -1203735.817127 nChanged 25 SP:Iteration 16Q (414.047067 sec): 3 clusters Score: Raw -1206847.632595 + Penalty 3109.172710 = -1203738.459885 nChanged 17 SP:Iteration 17Q (414.081529 sec): 3 clusters Score: Raw -1206849.636827 + Penalty 3109.172710 = -1203740.464117 nChanged 16 SP:Iteration 18Q (414.116010 sec): 3 clusters Score: Raw -1206851.205514 + Penalty 3109.172710 = -1203742.032804 nChanged 16 SP:Iteration 19Q (414.150583 sec): 3 clusters Score: Raw -1206853.267008 + Penalty 3109.172710 = -1203744.094298 nChanged 16 SP:Iteration 20F (414.185990 sec): 3 clusters Score: Raw -1206855.044729 + Penalty 3109.172710 = -1203745.872019 nChanged 11 SP:Iteration 21Q (414.220705 sec): 3 clusters Score: Raw -1206856.227613 + Penalty 3109.172710 = -1203747.054903 nChanged 9 SP:Iteration 22Q (414.255238 sec): 3 clusters Score: Raw -1206857.002201 + Penalty 3109.172710 = -1203747.829491 nChanged 7 SP:Iteration 23Q (414.290058 sec): 3 clusters Score: Raw -1206857.618287 + Penalty 3109.172710 = -1203748.445577 nChanged 4 SP:Iteration 24Q (414.324598 sec): 3 clusters Score: Raw -1206857.837658 + Penalty 3109.172710 = -1203748.664948 nChanged 4 SP:Iteration 25Q (414.392932 sec): 3 clusters Score: Raw -1206858.169830 + Penalty 3109.172710 = -1203748.997120 nChanged 3 SP:Iteration 26Q (414.418602 sec): 3 clusters Score: Raw -1206858.404096 + Penalty 3109.172710 = -1203749.231386 nChanged 4 SP:Iteration 27Q (414.453359 sec): 3 clusters Score: Raw -1206858.650907 + Penalty 3109.172710 = -1203749.478197 nChanged 3 SP:Iteration 28Q (414.488150 sec): 3 clusters Score: Raw -1206858.873680 + Penalty 3109.172710 = -1203749.700970 nChanged 0 SP:Iteration 29F (414.523648 sec): 3 clusters Score: Raw -1206858.873680 + Penalty 3109.172710 = -1203749.700970 nChanged 0 Score: Raw -79122685.040985 + Penalty 65109.992925 = -79057575.048060 Splitting cluster 11 changes total score from -78893607.926538 to -79057575.048060 So it's getting split into cluster 29. Trying to split cluster 12 (8655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.040442 sec): 2 clusters Score: Raw -649528.543083 + Penalty 1473.207526 = -648055.335557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.067292 sec): 3 clusters Score: Raw -644992.117456 + Penalty 2946.415052 = -642045.702404 nChanged 3729 SP:Iteration 1F (432.103335 sec): 3 clusters Score: Raw -649324.775694 + Penalty 2946.415052 = -646378.360642 nChanged 1567 SP:Iteration 2F (432.134528 sec): 3 clusters Score: Raw -653286.749958 + Penalty 2946.415052 = -650340.334906 nChanged 1170 SP:Iteration 3F (432.184837 sec): 3 clusters Score: Raw -655212.861332 + Penalty 2946.415052 = -652266.446280 nChanged 529 SP:Iteration 4F (432.217521 sec): 3 clusters Score: Raw -655659.959053 + Penalty 2946.415052 = -652713.544001 nChanged 216 SP:Iteration 5Q (432.242371 sec): 3 clusters Score: Raw -655771.782910 + Penalty 2946.415052 = -652825.367858 nChanged 107 SP:Iteration 6Q (432.267279 sec): 3 clusters Score: Raw -655814.621562 + Penalty 2946.415052 = -652868.206510 nChanged 72 SP:Iteration 7Q (432.292185 sec): 3 clusters Score: Raw -655839.908007 + Penalty 2946.415052 = -652893.492955 nChanged 54 SP:Iteration 8Q (432.316863 sec): 3 clusters Score: Raw -655857.072412 + Penalty 2946.415052 = -652910.657360 nChanged 49 SP:Iteration 9Q (432.341435 sec): 3 clusters Score: Raw -655871.263940 + Penalty 2946.415052 = -652924.848888 nChanged 42 SP:Iteration 10Q (432.365919 sec): 3 clusters Score: Raw -655881.523719 + Penalty 2946.415052 = -652935.108667 nChanged 31 SP:Iteration 11Q (432.390454 sec): 3 clusters Score: Raw -655888.687236 + Penalty 2946.415052 = -652942.272184 nChanged 24 SP:Iteration 12Q (432.415001 sec): 3 clusters Score: Raw -655894.428356 + Penalty 2946.415052 = -652948.013304 nChanged 19 SP:Iteration 13Q (432.439458 sec): 3 clusters Score: Raw -655898.081499 + Penalty 2946.415052 = -652951.666447 nChanged 16 SP:Iteration 14Q (432.463657 sec): 3 clusters Score: Raw -655902.210265 + Penalty 2946.415052 = -652955.795213 nChanged 16 SP:Iteration 15Q (432.487982 sec): 3 clusters Score: Raw -655904.904441 + Penalty 2946.415052 = -652958.489389 nChanged 4 SP:Iteration 16Q (432.512220 sec): 3 clusters Score: Raw -655905.307005 + Penalty 2946.415052 = -652958.891953 nChanged 0 SP:Iteration 17F (432.538379 sec): 3 clusters Score: Raw -655905.307005 + Penalty 2946.415052 = -652958.891953 nChanged 0 Score: Raw -79129061.804908 + Penalty 67355.165095 = -79061706.639813 Splitting cluster 12 changes total score from -78893607.926538 to -79061706.639813 So it's getting split into cluster 30. Trying to split cluster 13 (30669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.649180 sec): 2 clusters Score: Raw -2290700.911946 + Penalty 1678.788743 = -2289022.123203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.712964 sec): 3 clusters Score: Raw -2272097.072757 + Penalty 3357.577487 = -2268739.495271 nChanged 14181 SP:Iteration 1F (452.776811 sec): 3 clusters Score: Raw -2284654.016432 + Penalty 3357.577487 = -2281296.438945 nChanged 3939 SP:Iteration 2F (452.839882 sec): 3 clusters Score: Raw -2290707.886407 + Penalty 3357.577487 = -2287350.308921 nChanged 3516 SP:Iteration 3F (452.903367 sec): 3 clusters Score: Raw -2295275.485704 + Penalty 3357.577487 = -2291917.908217 nChanged 2321 SP:Iteration 4F (452.967020 sec): 3 clusters Score: Raw -2297612.044872 + Penalty 3357.577487 = -2294254.467385 nChanged 1437 SP:Iteration 5Q (453.029129 sec): 3 clusters Score: Raw -2298852.690706 + Penalty 3357.577487 = -2295495.113219 nChanged 926 SP:Iteration 6Q (453.089464 sec): 3 clusters Score: Raw -2299718.103429 + Penalty 3357.577487 = -2296360.525942 nChanged 636 SP:Iteration 7Q (453.148728 sec): 3 clusters Score: Raw -2300300.981597 + Penalty 3357.577487 = -2296943.404111 nChanged 500 SP:Iteration 8Q (453.241810 sec): 3 clusters Score: Raw -2300673.758342 + Penalty 3357.577487 = -2297316.180855 nChanged 414 SP:Iteration 9Q (453.298679 sec): 3 clusters Score: Raw -2300874.054214 + Penalty 3357.577487 = -2297516.476727 nChanged 336 SP:Iteration 10Q (453.356368 sec): 3 clusters Score: Raw -2301009.136394 + Penalty 3357.577487 = -2297651.558907 nChanged 247 SP:Iteration 11Q (453.413171 sec): 3 clusters Score: Raw -2301103.938158 + Penalty 3357.577487 = -2297746.360671 nChanged 212 SP:Iteration 12Q (453.470245 sec): 3 clusters Score: Raw -2301172.331067 + Penalty 3357.577487 = -2297814.753580 nChanged 195 SP:Iteration 13Q (453.526789 sec): 3 clusters Score: Raw -2301227.735797 + Penalty 3357.577487 = -2297870.158310 nChanged 156 SP:Iteration 14Q (453.583181 sec): 3 clusters Score: Raw -2301278.216844 + Penalty 3357.577487 = -2297920.639357 nChanged 155 SP:Iteration 15Q (453.639029 sec): 3 clusters Score: Raw -2301338.829839 + Penalty 3357.577487 = -2297981.252352 nChanged 157 SP:Iteration 16Q (453.695229 sec): 3 clusters Score: Raw -2301393.566210 + Penalty 3357.577487 = -2298035.988723 nChanged 156 SP:Iteration 17Q (453.750877 sec): 3 clusters Score: Raw -2301457.296456 + Penalty 3357.577487 = -2298099.718969 nChanged 161 SP:Iteration 18Q (453.806713 sec): 3 clusters Score: Raw -2301531.352180 + Penalty 3357.577487 = -2298173.774694 nChanged 176 SP:Iteration 19Q (453.862580 sec): 3 clusters Score: Raw -2301618.576123 + Penalty 3357.577487 = -2298260.998636 nChanged 192 SP:Iteration 20F (453.925139 sec): 3 clusters Score: Raw -2301705.303258 + Penalty 3357.577487 = -2298347.725771 nChanged 198 SP:Iteration 21Q (453.983033 sec): 3 clusters Score: Raw -2301803.140443 + Penalty 3357.577487 = -2298445.562956 nChanged 172 SP:Iteration 22Q (454.038611 sec): 3 clusters Score: Raw -2301877.157304 + Penalty 3357.577487 = -2298519.579817 nChanged 191 SP:Iteration 23Q (454.094454 sec): 3 clusters Score: Raw -2301945.945436 + Penalty 3357.577487 = -2298588.367949 nChanged 167 SP:Iteration 24Q (454.149427 sec): 3 clusters Score: Raw -2301995.218546 + Penalty 3357.577487 = -2298637.641060 nChanged 161 SP:Iteration 25Q (454.204830 sec): 3 clusters Score: Raw -2302043.338233 + Penalty 3357.577487 = -2298685.760747 nChanged 166 SP:Iteration 26Q (454.259479 sec): 3 clusters Score: Raw -2302094.516886 + Penalty 3357.577487 = -2298736.939399 nChanged 195 SP:Iteration 27Q (454.314160 sec): 3 clusters Score: Raw -2302166.517370 + Penalty 3357.577487 = -2298808.939884 nChanged 202 SP:Iteration 28Q (454.369093 sec): 3 clusters Score: Raw -2302270.576757 + Penalty 3357.577487 = -2298912.999270 nChanged 246 SP:Iteration 29Q (454.423958 sec): 3 clusters Score: Raw -2302393.655256 + Penalty 3357.577487 = -2299036.077769 nChanged 269 SP:Iteration 30Q (454.478512 sec): 3 clusters Score: Raw -2302549.429614 + Penalty 3357.577487 = -2299191.852127 nChanged 344 SP:Iteration 31Q (454.533089 sec): 3 clusters Score: Raw -2302784.544095 + Penalty 3357.577487 = -2299426.966608 nChanged 421 SP:Iteration 32Q (454.587622 sec): 3 clusters Score: Raw -2303126.514188 + Penalty 3357.577487 = -2299768.936701 nChanged 516 SP:Iteration 33Q (454.641892 sec): 3 clusters Score: Raw -2303615.888100 + Penalty 3357.577487 = -2300258.310614 nChanged 617 SP:Iteration 34Q (454.696449 sec): 3 clusters Score: Raw -2304239.773141 + Penalty 3357.577487 = -2300882.195654 nChanged 674 SP:Iteration 35Q (454.750582 sec): 3 clusters Score: Raw -2304951.275827 + Penalty 3357.577487 = -2301593.698341 nChanged 691 SP:Iteration 36Q (454.804345 sec): 3 clusters Score: Raw -2305690.773464 + Penalty 3357.577487 = -2302333.195978 nChanged 688 SP:Iteration 37Q (454.858286 sec): 3 clusters Score: Raw -2306353.745361 + Penalty 3357.577487 = -2302996.167874 nChanged 590 SP:Iteration 38Q (454.911562 sec): 3 clusters Score: Raw -2306918.891417 + Penalty 3357.577487 = -2303561.313930 nChanged 546 SP:Iteration 39Q (454.964512 sec): 3 clusters Score: Raw -2307358.708776 + Penalty 3357.577487 = -2304001.131289 nChanged 455 SP:Iteration 40F (455.027784 sec): 3 clusters Score: Raw -2307949.658526 + Penalty 3357.577487 = -2304592.081039 nChanged 548 SP:Iteration 41Q (455.083292 sec): 3 clusters Score: Raw -2308482.177188 + Penalty 3357.577487 = -2305124.599701 nChanged 479 SP:Iteration 42Q (455.137415 sec): 3 clusters Score: Raw -2308826.094687 + Penalty 3357.577487 = -2305468.517200 nChanged 433 SP:Iteration 43Q (455.191318 sec): 3 clusters Score: Raw -2309106.964882 + Penalty 3357.577487 = -2305749.387395 nChanged 399 SP:Iteration 44Q (455.245022 sec): 3 clusters Score: Raw -2309331.210805 + Penalty 3357.577487 = -2305973.633318 nChanged 344 SP:Iteration 45Q (455.298750 sec): 3 clusters Score: Raw -2309507.994298 + Penalty 3357.577487 = -2306150.416811 nChanged 316 SP:Iteration 46Q (455.352103 sec): 3 clusters Score: Raw -2309659.759862 + Penalty 3357.577487 = -2306302.182375 nChanged 279 SP:Iteration 47Q (455.405717 sec): 3 clusters Score: Raw -2309782.643690 + Penalty 3357.577487 = -2306425.066203 nChanged 256 SP:Iteration 48Q (455.458395 sec): 3 clusters Score: Raw -2309879.387061 + Penalty 3357.577487 = -2306521.809574 nChanged 242 SP:Iteration 49Q (455.511340 sec): 3 clusters Score: Raw -2309953.735998 + Penalty 3357.577487 = -2306596.158512 nChanged 193 SP:Iteration 50Q (455.564681 sec): 3 clusters Score: Raw -2310002.761404 + Penalty 3357.577487 = -2306645.183917 nChanged 164 SP:Iteration 51Q (455.623752 sec): 3 clusters Score: Raw -2310040.975529 + Penalty 3357.577487 = -2306683.398042 nChanged 140 SP:Iteration 52Q (455.675829 sec): 3 clusters Score: Raw -2310068.894867 + Penalty 3357.577487 = -2306711.317380 nChanged 121 SP:Iteration 53Q (455.729129 sec): 3 clusters Score: Raw -2310090.055570 + Penalty 3357.577487 = -2306732.478083 nChanged 110 SP:Iteration 54Q (455.781470 sec): 3 clusters Score: Raw -2310106.840265 + Penalty 3357.577487 = -2306749.262778 nChanged 91 SP:Iteration 55Q (455.834166 sec): 3 clusters Score: Raw -2310118.312547 + Penalty 3357.577487 = -2306760.735061 nChanged 71 SP:Iteration 56Q (455.887009 sec): 3 clusters Score: Raw -2310126.737056 + Penalty 3357.577487 = -2306769.159569 nChanged 65 SP:Iteration 57Q (455.939429 sec): 3 clusters Score: Raw -2310133.772077 + Penalty 3357.577487 = -2306776.194590 nChanged 60 SP:Iteration 58Q (455.992662 sec): 3 clusters Score: Raw -2310139.025363 + Penalty 3357.577487 = -2306781.447876 nChanged 43 SP:Iteration 59Q (456.046214 sec): 3 clusters Score: Raw -2310142.003490 + Penalty 3357.577487 = -2306784.426003 nChanged 35 SP:Iteration 60F (456.109820 sec): 3 clusters Score: Raw -2310144.382041 + Penalty 3357.577487 = -2306786.804554 nChanged 31 SP:Iteration 61Q (456.163514 sec): 3 clusters Score: Raw -2310146.125552 + Penalty 3357.577487 = -2306788.548065 nChanged 27 SP:Iteration 62Q (456.217072 sec): 3 clusters Score: Raw -2310147.684829 + Penalty 3357.577487 = -2306790.107343 nChanged 22 SP:Iteration 63Q (456.270459 sec): 3 clusters Score: Raw -2310148.842124 + Penalty 3357.577487 = -2306791.264637 nChanged 25 SP:Iteration 64Q (456.323661 sec): 3 clusters Score: Raw -2310150.264293 + Penalty 3357.577487 = -2306792.686806 nChanged 24 SP:Iteration 65Q (456.377150 sec): 3 clusters Score: Raw -2310151.521953 + Penalty 3357.577487 = -2306793.944466 nChanged 16 SP:Iteration 66Q (456.430749 sec): 3 clusters Score: Raw -2310152.566976 + Penalty 3357.577487 = -2306794.989490 nChanged 16 SP:Iteration 67Q (456.484027 sec): 3 clusters Score: Raw -2310153.232560 + Penalty 3357.577487 = -2306795.655074 nChanged 12 SP:Iteration 68Q (456.537715 sec): 3 clusters Score: Raw -2310153.794284 + Penalty 3357.577487 = -2306796.216798 nChanged 9 SP:Iteration 69Q (456.590763 sec): 3 clusters Score: Raw -2310154.134459 + Penalty 3357.577487 = -2306796.556972 nChanged 4 SP:Iteration 70Q (456.657090 sec): 3 clusters Score: Raw -2310154.245890 + Penalty 3357.577487 = -2306796.668403 nChanged 3 SP:Iteration 71Q (456.710996 sec): 3 clusters Score: Raw -2310154.340852 + Penalty 3357.577487 = -2306796.763365 nChanged 7 SP:Iteration 72Q (456.765145 sec): 3 clusters Score: Raw -2310154.608525 + Penalty 3357.577487 = -2306797.031038 nChanged 6 SP:Iteration 73Q (456.818683 sec): 3 clusters Score: Raw -2310154.795174 + Penalty 3357.577487 = -2306797.217687 nChanged 8 SP:Iteration 74Q (456.872458 sec): 3 clusters Score: Raw -2310155.050455 + Penalty 3357.577487 = -2306797.472968 nChanged 10 SP:Iteration 75Q (456.926539 sec): 3 clusters Score: Raw -2310155.571753 + Penalty 3357.577487 = -2306797.994266 nChanged 9 SP:Iteration 76Q (456.979590 sec): 3 clusters Score: Raw -2310156.167586 + Penalty 3357.577487 = -2306798.590099 nChanged 12 SP:Iteration 77Q (457.033092 sec): 3 clusters Score: Raw -2310156.763260 + Penalty 3357.577487 = -2306799.185773 nChanged 5 SP:Iteration 78Q (457.086437 sec): 3 clusters Score: Raw -2310156.967543 + Penalty 3357.577487 = -2306799.390057 nChanged 5 SP:Iteration 79Q (457.168373 sec): 3 clusters Score: Raw -2310157.122514 + Penalty 3357.577487 = -2306799.545027 nChanged 5 SP:Iteration 80F (457.255194 sec): 3 clusters Score: Raw -2310157.341975 + Penalty 3357.577487 = -2306799.764489 nChanged 7 SP:Iteration 81Q (457.314959 sec): 3 clusters Score: Raw -2310157.486777 + Penalty 3357.577487 = -2306799.909291 nChanged 3 SP:Iteration 82Q (457.368437 sec): 3 clusters Score: Raw -2310157.596774 + Penalty 3357.577487 = -2306800.019288 nChanged 2 SP:Iteration 83Q (457.421972 sec): 3 clusters Score: Raw -2310157.693583 + Penalty 3357.577487 = -2306800.116096 nChanged 1 SP:Iteration 84Q (457.475446 sec): 3 clusters Score: Raw -2310157.733013 + Penalty 3357.577487 = -2306800.155527 nChanged 3 SP:Iteration 85Q (457.529033 sec): 3 clusters Score: Raw -2310157.816585 + Penalty 3357.577487 = -2306800.239098 nChanged 1 SP:Iteration 86Q (457.582110 sec): 3 clusters Score: Raw -2310157.931771 + Penalty 3357.577487 = -2306800.354284 nChanged 2 SP:Iteration 87Q (457.635714 sec): 3 clusters Score: Raw -2310158.106863 + Penalty 3357.577487 = -2306800.529376 nChanged 0 SP:Iteration 88F (457.698770 sec): 3 clusters Score: Raw -2310158.106863 + Penalty 3357.577487 = -2306800.529376 nChanged 0 Score: Raw -79148518.999825 + Penalty 69600.337265 = -79078918.662560 Splitting cluster 13 changes total score from -78893607.926538 to -79078918.662560 So it's getting split into cluster 31. Trying to split cluster 15 (14621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (479.462195 sec): 2 clusters Score: Raw -1209179.565285 + Penalty 1558.409796 = -1207621.155489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.498162 sec): 3 clusters Score: Raw -1200781.205507 + Penalty 3116.819592 = -1197664.385915 nChanged 6513 SP:Iteration 1F (479.532634 sec): 3 clusters Score: Raw -1205067.184259 + Penalty 3116.819592 = -1201950.364667 nChanged 1453 SP:Iteration 2F (479.567036 sec): 3 clusters Score: Raw -1206818.594130 + Penalty 3116.819592 = -1203701.774537 nChanged 1791 SP:Iteration 3F (479.601391 sec): 3 clusters Score: Raw -1210875.211423 + Penalty 3116.819592 = -1207758.391831 nChanged 1822 SP:Iteration 4F (479.636003 sec): 3 clusters Score: Raw -1216428.665430 + Penalty 3116.819592 = -1213311.845838 nChanged 1047 SP:Iteration 5F (479.670373 sec): 3 clusters Score: Raw -1218420.303338 + Penalty 3116.819592 = -1215303.483745 nChanged 570 SP:Iteration 6Q (479.701510 sec): 3 clusters Score: Raw -1219653.458067 + Penalty 3116.819592 = -1216536.638475 nChanged 434 SP:Iteration 7Q (479.731930 sec): 3 clusters Score: Raw -1220765.073082 + Penalty 3116.819592 = -1217648.253490 nChanged 340 SP:Iteration 8Q (479.761653 sec): 3 clusters Score: Raw -1221736.473689 + Penalty 3116.819592 = -1218619.654096 nChanged 223 SP:Iteration 9Q (479.791315 sec): 3 clusters Score: Raw -1222295.805681 + Penalty 3116.819592 = -1219178.986089 nChanged 149 SP:Iteration 10Q (479.820894 sec): 3 clusters Score: Raw -1222546.434971 + Penalty 3116.819592 = -1219429.615379 nChanged 127 SP:Iteration 11Q (479.850581 sec): 3 clusters Score: Raw -1222666.276852 + Penalty 3116.819592 = -1219549.457260 nChanged 95 SP:Iteration 12Q (479.880141 sec): 3 clusters Score: Raw -1222750.243477 + Penalty 3116.819592 = -1219633.423884 nChanged 99 SP:Iteration 13Q (479.909493 sec): 3 clusters Score: Raw -1222825.692358 + Penalty 3116.819592 = -1219708.872766 nChanged 78 SP:Iteration 14Q (479.938791 sec): 3 clusters Score: Raw -1222889.445244 + Penalty 3116.819592 = -1219772.625652 nChanged 98 SP:Iteration 15Q (479.968215 sec): 3 clusters Score: Raw -1222986.133270 + Penalty 3116.819592 = -1219869.313677 nChanged 100 SP:Iteration 16Q (479.997479 sec): 3 clusters Score: Raw -1223076.865262 + Penalty 3116.819592 = -1219960.045670 nChanged 95 SP:Iteration 17Q (480.026653 sec): 3 clusters Score: Raw -1223168.691499 + Penalty 3116.819592 = -1220051.871906 nChanged 97 SP:Iteration 18Q (480.055878 sec): 3 clusters Score: Raw -1223258.145149 + Penalty 3116.819592 = -1220141.325556 nChanged 111 SP:Iteration 19Q (480.085036 sec): 3 clusters Score: Raw -1223369.270346 + Penalty 3116.819592 = -1220252.450754 nChanged 136 SP:Iteration 20F (480.119457 sec): 3 clusters Score: Raw -1223553.385908 + Penalty 3116.819592 = -1220436.566316 nChanged 155 SP:Iteration 21Q (480.148574 sec): 3 clusters Score: Raw -1223846.622950 + Penalty 3116.819592 = -1220729.803358 nChanged 160 SP:Iteration 22Q (480.177477 sec): 3 clusters Score: Raw -1224255.388352 + Penalty 3116.819592 = -1221138.568759 nChanged 141 SP:Iteration 23Q (480.206135 sec): 3 clusters Score: Raw -1224722.991669 + Penalty 3116.819592 = -1221606.172076 nChanged 83 SP:Iteration 24Q (480.234771 sec): 3 clusters Score: Raw -1224903.659219 + Penalty 3116.819592 = -1221786.839627 nChanged 31 SP:Iteration 25Q (480.263163 sec): 3 clusters Score: Raw -1224931.303303 + Penalty 3116.819592 = -1221814.483711 nChanged 6 SP:Iteration 26Q (480.291739 sec): 3 clusters Score: Raw -1224933.658697 + Penalty 3116.819592 = -1221816.839105 nChanged 2 SP:Iteration 27Q (480.320460 sec): 3 clusters Score: Raw -1224934.134698 + Penalty 3116.819592 = -1221817.315106 nChanged 1 SP:Iteration 28Q (480.348968 sec): 3 clusters Score: Raw -1224934.298077 + Penalty 3116.819592 = -1221817.478485 nChanged 0 SP:Iteration 29F (480.383378 sec): 3 clusters Score: Raw -1224934.298077 + Penalty 3116.819592 = -1221817.478485 nChanged 0 Score: Raw -79164273.732616 + Penalty 71845.509435 = -79092428.223182 Splitting cluster 15 changes total score from -78893607.926538 to -79092428.223182 So it's getting split into cluster 32. Trying to split cluster 16 (144157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (499.074788 sec): 2 clusters Score: Raw -11806640.670040 + Penalty 1930.281968 = -11804710.388073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (499.298999 sec): 3 clusters Score: Raw -11712266.145053 + Penalty 3860.563935 = -11708405.581118 nChanged 69562 SP:Iteration 1F (499.519422 sec): 3 clusters Score: Raw -11768721.537037 + Penalty 3860.563935 = -11764860.973101 nChanged 15462 SP:Iteration 2F (499.739905 sec): 3 clusters Score: Raw -11792536.550686 + Penalty 3860.563935 = -11788675.986751 nChanged 18033 SP:Iteration 3F (499.959976 sec): 3 clusters Score: Raw -11823508.564219 + Penalty 3860.563935 = -11819648.000284 nChanged 15299 SP:Iteration 4F (500.180277 sec): 3 clusters Score: Raw -11845588.298188 + Penalty 3860.563935 = -11841727.734253 nChanged 9307 SP:Iteration 5F (500.400819 sec): 3 clusters Score: Raw -11859277.119022 + Penalty 3860.563935 = -11855416.555087 nChanged 7549 SP:Iteration 6F (500.621226 sec): 3 clusters Score: Raw -11880220.976358 + Penalty 3860.563935 = -11876360.412422 nChanged 7355 SP:Iteration 7F (500.841582 sec): 3 clusters Score: Raw -11907603.400671 + Penalty 3860.563935 = -11903742.836736 nChanged 2768 SP:Iteration 8Q (501.024094 sec): 3 clusters Score: Raw -11911976.047614 + Penalty 3860.563935 = -11908115.483678 nChanged 1085 SP:Iteration 9Q (501.204376 sec): 3 clusters Score: Raw -11912520.544019 + Penalty 3860.563935 = -11908659.980084 nChanged 725 SP:Iteration 10Q (501.385598 sec): 3 clusters Score: Raw -11912922.585008 + Penalty 3860.563935 = -11909062.021073 nChanged 655 SP:Iteration 11Q (501.565018 sec): 3 clusters Score: Raw -11913359.130478 + Penalty 3860.563935 = -11909498.566542 nChanged 730 SP:Iteration 12Q (501.744196 sec): 3 clusters Score: Raw -11913871.583274 + Penalty 3860.563935 = -11910011.019338 nChanged 754 SP:Iteration 13Q (501.923082 sec): 3 clusters Score: Raw -11914471.065225 + Penalty 3860.563935 = -11910610.501290 nChanged 890 SP:Iteration 14Q (502.101547 sec): 3 clusters Score: Raw -11915340.073498 + Penalty 3860.563935 = -11911479.509563 nChanged 1012 SP:Iteration 15Q (502.279836 sec): 3 clusters Score: Raw -11916556.583357 + Penalty 3860.563935 = -11912696.019422 nChanged 1163 SP:Iteration 16Q (502.457602 sec): 3 clusters Score: Raw -11918431.272802 + Penalty 3860.563935 = -11914570.708866 nChanged 1361 SP:Iteration 17Q (502.634903 sec): 3 clusters Score: Raw -11921455.929333 + Penalty 3860.563935 = -11917595.365398 nChanged 1428 SP:Iteration 18Q (502.811488 sec): 3 clusters Score: Raw -11925727.102041 + Penalty 3860.563935 = -11921866.538106 nChanged 1089 SP:Iteration 19Q (502.987262 sec): 3 clusters Score: Raw -11931212.649064 + Penalty 3860.563935 = -11927352.085129 nChanged 871 SP:Iteration 20F (503.207618 sec): 3 clusters Score: Raw -11939618.856749 + Penalty 3860.563935 = -11935758.292814 nChanged 965 SP:Iteration 21Q (503.381992 sec): 3 clusters Score: Raw -11944530.994635 + Penalty 3860.563935 = -11940670.430700 nChanged 196 SP:Iteration 22Q (503.555950 sec): 3 clusters Score: Raw -11944575.177142 + Penalty 3860.563935 = -11940714.613207 nChanged 45 SP:Iteration 23Q (503.729874 sec): 3 clusters Score: Raw -11944577.399312 + Penalty 3860.563935 = -11940716.835377 nChanged 10 SP:Iteration 24Q (503.903824 sec): 3 clusters Score: Raw -11944577.574408 + Penalty 3860.563935 = -11940717.010473 nChanged 5 SP:Iteration 25Q (504.077813 sec): 3 clusters Score: Raw -11944577.645379 + Penalty 3860.563935 = -11940717.081444 nChanged 1 SP:Iteration 26Q (504.251512 sec): 3 clusters Score: Raw -11944577.655466 + Penalty 3860.563935 = -11940717.091531 nChanged 0 SP:Iteration 27F (504.474165 sec): 3 clusters Score: Raw -11944577.655466 + Penalty 3860.563935 = -11940717.091531 nChanged 0 Score: Raw -79302210.718042 + Penalty 74090.681605 = -79228120.036438 Splitting cluster 16 changes total score from -78893607.926538 to -79228120.036438 So it's getting split into cluster 33. Trying to split cluster 17 (72348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (523.664729 sec): 2 clusters Score: Raw -5948158.684948 + Penalty 1818.252002 = -5946340.432946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (523.783914 sec): 3 clusters Score: Raw -5901597.810576 + Penalty 3636.504004 = -5897961.306572 nChanged 34190 SP:Iteration 1F (523.900980 sec): 3 clusters Score: Raw -5922627.996397 + Penalty 3636.504004 = -5918991.492394 nChanged 4741 SP:Iteration 2F (524.018127 sec): 3 clusters Score: Raw -5926996.960076 + Penalty 3636.504004 = -5923360.456072 nChanged 6793 SP:Iteration 3F (524.135186 sec): 3 clusters Score: Raw -5936612.733485 + Penalty 3636.504004 = -5932976.229482 nChanged 8856 SP:Iteration 4F (524.252253 sec): 3 clusters Score: Raw -5953456.739615 + Penalty 3636.504004 = -5949820.235612 nChanged 8348 SP:Iteration 5F (524.369396 sec): 3 clusters Score: Raw -5969523.272738 + Penalty 3636.504004 = -5965886.768734 nChanged 5152 SP:Iteration 6F (524.488186 sec): 3 clusters Score: Raw -5976298.979493 + Penalty 3636.504004 = -5972662.475489 nChanged 2655 SP:Iteration 7Q (524.597915 sec): 3 clusters Score: Raw -5979215.132676 + Penalty 3636.504004 = -5975578.628672 nChanged 1440 SP:Iteration 8Q (524.703308 sec): 3 clusters Score: Raw -5980396.096607 + Penalty 3636.504004 = -5976759.592604 nChanged 989 SP:Iteration 9Q (524.806417 sec): 3 clusters Score: Raw -5981092.885054 + Penalty 3636.504004 = -5977456.381050 nChanged 775 SP:Iteration 10Q (524.908526 sec): 3 clusters Score: Raw -5981667.841047 + Penalty 3636.504004 = -5978031.337043 nChanged 714 SP:Iteration 11Q (525.009824 sec): 3 clusters Score: Raw -5982274.169968 + Penalty 3636.504004 = -5978637.665964 nChanged 702 SP:Iteration 12Q (525.110510 sec): 3 clusters Score: Raw -5983041.490510 + Penalty 3636.504004 = -5979404.986506 nChanged 795 SP:Iteration 13Q (525.210679 sec): 3 clusters Score: Raw -5984300.325825 + Penalty 3636.504004 = -5980663.821821 nChanged 902 SP:Iteration 14Q (525.310365 sec): 3 clusters Score: Raw -5986532.461262 + Penalty 3636.504004 = -5982895.957259 nChanged 739 SP:Iteration 15Q (525.409346 sec): 3 clusters Score: Raw -5989200.997327 + Penalty 3636.504004 = -5985564.493324 nChanged 438 SP:Iteration 16Q (525.506568 sec): 3 clusters Score: Raw -5991026.684683 + Penalty 3636.504004 = -5987390.180679 nChanged 310 SP:Iteration 17Q (525.602935 sec): 3 clusters Score: Raw -5991515.315405 + Penalty 3636.504004 = -5987878.811402 nChanged 188 SP:Iteration 18Q (525.698893 sec): 3 clusters Score: Raw -5991606.194544 + Penalty 3636.504004 = -5987969.690541 nChanged 98 SP:Iteration 19Q (525.794781 sec): 3 clusters Score: Raw -5991621.775756 + Penalty 3636.504004 = -5987985.271753 nChanged 64 SP:Iteration 20F (525.911819 sec): 3 clusters Score: Raw -5991640.443775 + Penalty 3636.504004 = -5988003.939771 nChanged 46 SP:Iteration 21Q (526.008191 sec): 3 clusters Score: Raw -5991647.294308 + Penalty 3636.504004 = -5988010.790305 nChanged 39 SP:Iteration 22Q (526.132718 sec): 3 clusters Score: Raw -5991656.056205 + Penalty 3636.504004 = -5988019.552201 nChanged 37 SP:Iteration 23Q (526.234219 sec): 3 clusters Score: Raw -5991665.459692 + Penalty 3636.504004 = -5988028.955688 nChanged 55 SP:Iteration 24Q (526.330427 sec): 3 clusters Score: Raw -5991680.655323 + Penalty 3636.504004 = -5988044.151319 nChanged 65 SP:Iteration 25Q (526.426767 sec): 3 clusters Score: Raw -5991709.580519 + Penalty 3636.504004 = -5988073.076515 nChanged 83 SP:Iteration 26Q (526.523010 sec): 3 clusters Score: Raw -5991749.035715 + Penalty 3636.504004 = -5988112.531711 nChanged 113 SP:Iteration 27Q (526.619118 sec): 3 clusters Score: Raw -5991818.694705 + Penalty 3636.504004 = -5988182.190701 nChanged 140 SP:Iteration 28Q (526.715181 sec): 3 clusters Score: Raw -5991929.971136 + Penalty 3636.504004 = -5988293.467132 nChanged 181 SP:Iteration 29Q (526.811342 sec): 3 clusters Score: Raw -5992113.591136 + Penalty 3636.504004 = -5988477.087132 nChanged 254 SP:Iteration 30Q (526.907242 sec): 3 clusters Score: Raw -5992433.769041 + Penalty 3636.504004 = -5988797.265038 nChanged 322 SP:Iteration 31Q (527.003249 sec): 3 clusters Score: Raw -5992835.132973 + Penalty 3636.504004 = -5989198.628970 nChanged 357 SP:Iteration 32Q (527.099270 sec): 3 clusters Score: Raw -5993189.972277 + Penalty 3636.504004 = -5989553.468273 nChanged 314 SP:Iteration 33Q (527.195056 sec): 3 clusters Score: Raw -5993395.922455 + Penalty 3636.504004 = -5989759.418451 nChanged 220 SP:Iteration 34Q (527.290967 sec): 3 clusters Score: Raw -5993473.710332 + Penalty 3636.504004 = -5989837.206328 nChanged 160 SP:Iteration 35Q (527.386637 sec): 3 clusters Score: Raw -5993515.580784 + Penalty 3636.504004 = -5989879.076780 nChanged 109 SP:Iteration 36Q (527.482315 sec): 3 clusters Score: Raw -5993530.429772 + Penalty 3636.504004 = -5989893.925769 nChanged 75 SP:Iteration 37Q (527.577912 sec): 3 clusters Score: Raw -5993543.790295 + Penalty 3636.504004 = -5989907.286292 nChanged 67 SP:Iteration 38Q (527.689108 sec): 3 clusters Score: Raw -5993554.451816 + Penalty 3636.504004 = -5989917.947812 nChanged 54 SP:Iteration 39Q (527.785053 sec): 3 clusters Score: Raw -5993562.608382 + Penalty 3636.504004 = -5989926.104378 nChanged 40 SP:Iteration 40F (527.901940 sec): 3 clusters Score: Raw -5993623.261711 + Penalty 3636.504004 = -5989986.757707 nChanged 94 SP:Iteration 41Q (527.999469 sec): 3 clusters Score: Raw -5993645.982781 + Penalty 3636.504004 = -5990009.478777 nChanged 77 SP:Iteration 42Q (528.096159 sec): 3 clusters Score: Raw -5993655.552457 + Penalty 3636.504004 = -5990019.048454 nChanged 63 SP:Iteration 43Q (528.193186 sec): 3 clusters Score: Raw -5993662.141791 + Penalty 3636.504004 = -5990025.637787 nChanged 51 SP:Iteration 44Q (528.290026 sec): 3 clusters Score: Raw -5993667.219463 + Penalty 3636.504004 = -5990030.715459 nChanged 41 SP:Iteration 45Q (528.387217 sec): 3 clusters Score: Raw -5993670.470958 + Penalty 3636.504004 = -5990033.966955 nChanged 33 SP:Iteration 46Q (528.484893 sec): 3 clusters Score: Raw -5993672.971693 + Penalty 3636.504004 = -5990036.467690 nChanged 27 SP:Iteration 47Q (528.581799 sec): 3 clusters Score: Raw -5993674.609138 + Penalty 3636.504004 = -5990038.105134 nChanged 27 SP:Iteration 48Q (528.678843 sec): 3 clusters Score: Raw -5993675.893111 + Penalty 3636.504004 = -5990039.389108 nChanged 23 SP:Iteration 49Q (528.786398 sec): 3 clusters Score: Raw -5993676.865192 + Penalty 3636.504004 = -5990040.361188 nChanged 22 SP:Iteration 50Q (528.885229 sec): 3 clusters Score: Raw -5993677.794948 + Penalty 3636.504004 = -5990041.290944 nChanged 19 SP:Iteration 51Q (528.982115 sec): 3 clusters Score: Raw -5993678.739809 + Penalty 3636.504004 = -5990042.235805 nChanged 16 SP:Iteration 52Q (529.079037 sec): 3 clusters Score: Raw -5993679.276153 + Penalty 3636.504004 = -5990042.772150 nChanged 9 SP:Iteration 53Q (529.175970 sec): 3 clusters Score: Raw -5993679.487677 + Penalty 3636.504004 = -5990042.983673 nChanged 8 SP:Iteration 54Q (529.272949 sec): 3 clusters Score: Raw -5993679.679371 + Penalty 3636.504004 = -5990043.175367 nChanged 4 SP:Iteration 55Q (529.370021 sec): 3 clusters Score: Raw -5993679.745050 + Penalty 3636.504004 = -5990043.241047 nChanged 2 SP:Iteration 56Q (529.466817 sec): 3 clusters Score: Raw -5993679.788696 + Penalty 3636.504004 = -5990043.284693 nChanged 4 SP:Iteration 57Q (529.563586 sec): 3 clusters Score: Raw -5993679.879077 + Penalty 3636.504004 = -5990043.375073 nChanged 2 SP:Iteration 58Q (529.660384 sec): 3 clusters Score: Raw -5993679.898822 + Penalty 3636.504004 = -5990043.394818 nChanged 2 SP:Iteration 59Q (529.757340 sec): 3 clusters Score: Raw -5993679.927522 + Penalty 3636.504004 = -5990043.423518 nChanged 1 SP:Iteration 60F (529.874092 sec): 3 clusters Score: Raw -5993679.956962 + Penalty 3636.504004 = -5990043.452958 nChanged 2 SP:Iteration 61Q (529.971122 sec): 3 clusters Score: Raw -5993679.997694 + Penalty 3636.504004 = -5990043.493690 nChanged 2 SP:Iteration 62Q (530.068050 sec): 3 clusters Score: Raw -5993680.016710 + Penalty 3636.504004 = -5990043.512706 nChanged 0 SP:Iteration 63F (530.184804 sec): 3 clusters Score: Raw -5993680.016710 + Penalty 3636.504004 = -5990043.512706 nChanged 0 Score: Raw -79347732.049805 + Penalty 76335.853774 = -79271396.196031 Splitting cluster 17 changes total score from -78893607.926538 to -79271396.196031 So it's getting split into cluster 34. Trying to split cluster 18 (8878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.839731 sec): 2 clusters Score: Raw -726602.786230 + Penalty 1477.341383 = -725125.444847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.866809 sec): 3 clusters Score: Raw -721692.309037 + Penalty 2954.682765 = -718737.626271 nChanged 3773 SP:Iteration 1F (549.892885 sec): 3 clusters Score: Raw -724284.563328 + Penalty 2954.682765 = -721329.880563 nChanged 851 SP:Iteration 2F (549.918743 sec): 3 clusters Score: Raw -725414.548335 + Penalty 2954.682765 = -722459.865570 nChanged 916 SP:Iteration 3F (549.944712 sec): 3 clusters Score: Raw -726616.886021 + Penalty 2954.682765 = -723662.203255 nChanged 835 SP:Iteration 4F (549.970751 sec): 3 clusters Score: Raw -727759.773805 + Penalty 2954.682765 = -724805.091040 nChanged 743 SP:Iteration 5F (549.996817 sec): 3 clusters Score: Raw -729175.340366 + Penalty 2954.682765 = -726220.657601 nChanged 710 SP:Iteration 6F (550.023072 sec): 3 clusters Score: Raw -731566.134807 + Penalty 2954.682765 = -728611.452042 nChanged 660 SP:Iteration 7F (550.049157 sec): 3 clusters Score: Raw -734261.615026 + Penalty 2954.682765 = -731306.932261 nChanged 353 SP:Iteration 8Q (550.072394 sec): 3 clusters Score: Raw -735106.921834 + Penalty 2954.682765 = -732152.239068 nChanged 214 SP:Iteration 9Q (550.095135 sec): 3 clusters Score: Raw -735724.679556 + Penalty 2954.682765 = -732769.996791 nChanged 138 SP:Iteration 10Q (550.117829 sec): 3 clusters Score: Raw -736148.985545 + Penalty 2954.682765 = -733194.302780 nChanged 67 SP:Iteration 11Q (550.140383 sec): 3 clusters Score: Raw -736365.776188 + Penalty 2954.682765 = -733411.093423 nChanged 59 SP:Iteration 12Q (550.163019 sec): 3 clusters Score: Raw -736586.199818 + Penalty 2954.682765 = -733631.517053 nChanged 61 SP:Iteration 13Q (550.185693 sec): 3 clusters Score: Raw -736849.522369 + Penalty 2954.682765 = -733894.839604 nChanged 45 SP:Iteration 14Q (550.208061 sec): 3 clusters Score: Raw -737012.019853 + Penalty 2954.682765 = -734057.337087 nChanged 28 SP:Iteration 15Q (550.230384 sec): 3 clusters Score: Raw -737063.564242 + Penalty 2954.682765 = -734108.881476 nChanged 13 SP:Iteration 16Q (550.252682 sec): 3 clusters Score: Raw -737073.920992 + Penalty 2954.682765 = -734119.238227 nChanged 6 SP:Iteration 17Q (550.274965 sec): 3 clusters Score: Raw -737076.636708 + Penalty 2954.682765 = -734121.953943 nChanged 2 SP:Iteration 18Q (550.297564 sec): 3 clusters Score: Raw -737077.531038 + Penalty 2954.682765 = -734122.848272 nChanged 0 SP:Iteration 19F (550.323499 sec): 3 clusters Score: Raw -737077.531038 + Penalty 2954.682765 = -734122.848272 nChanged 0 Score: Raw -79358206.794614 + Penalty 78581.025944 = -79279625.768670 Splitting cluster 18 changes total score from -78893607.926538 to -79279625.768670 So it's getting split into cluster 35. Trying to split cluster 19 (46288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.605251 sec): 2 clusters Score: Raw -3567241.031714 + Penalty 1745.678679 = -3565495.353035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.694476 sec): 3 clusters Score: Raw -3538015.107950 + Penalty 3491.357359 = -3534523.750591 nChanged 21836 SP:Iteration 1F (570.776698 sec): 3 clusters Score: Raw -3551960.620686 + Penalty 3491.357359 = -3548469.263327 nChanged 3283 SP:Iteration 2F (570.858736 sec): 3 clusters Score: Raw -3555277.785507 + Penalty 3491.357359 = -3551786.428148 nChanged 3826 SP:Iteration 3F (570.941108 sec): 3 clusters Score: Raw -3560167.790069 + Penalty 3491.357359 = -3556676.432711 nChanged 3900 SP:Iteration 4F (571.023575 sec): 3 clusters Score: Raw -3565308.278773 + Penalty 3491.357359 = -3561816.921414 nChanged 4429 SP:Iteration 5F (571.105269 sec): 3 clusters Score: Raw -3570855.308606 + Penalty 3491.357359 = -3567363.951248 nChanged 4892 SP:Iteration 6F (571.187193 sec): 3 clusters Score: Raw -3576390.812319 + Penalty 3491.357359 = -3572899.454960 nChanged 3948 SP:Iteration 7F (571.268966 sec): 3 clusters Score: Raw -3580206.654424 + Penalty 3491.357359 = -3576715.297066 nChanged 2728 SP:Iteration 8F (571.351367 sec): 3 clusters Score: Raw -3582774.452302 + Penalty 3491.357359 = -3579283.094944 nChanged 1872 SP:Iteration 9Q (571.433017 sec): 3 clusters Score: Raw -3584290.595821 + Penalty 3491.357359 = -3580799.238462 nChanged 1069 SP:Iteration 10Q (571.514686 sec): 3 clusters Score: Raw -3584894.599711 + Penalty 3491.357359 = -3581403.242352 nChanged 616 SP:Iteration 11Q (571.596961 sec): 3 clusters Score: Raw -3585155.924873 + Penalty 3491.357359 = -3581664.567514 nChanged 401 SP:Iteration 12Q (571.713669 sec): 3 clusters Score: Raw -3585292.479205 + Penalty 3491.357359 = -3581801.121847 nChanged 284 SP:Iteration 13Q (571.820961 sec): 3 clusters Score: Raw -3585354.346893 + Penalty 3491.357359 = -3581862.989534 nChanged 199 SP:Iteration 14Q (571.902180 sec): 3 clusters Score: Raw -3585385.834451 + Penalty 3491.357359 = -3581894.477093 nChanged 170 SP:Iteration 15Q (571.983594 sec): 3 clusters Score: Raw -3585406.097504 + Penalty 3491.357359 = -3581914.740145 nChanged 110 SP:Iteration 16Q (572.065266 sec): 3 clusters Score: Raw -3585414.901744 + Penalty 3491.357359 = -3581923.544385 nChanged 71 SP:Iteration 17Q (572.147770 sec): 3 clusters Score: Raw -3585420.200256 + Penalty 3491.357359 = -3581928.842898 nChanged 66 SP:Iteration 18Q (572.228878 sec): 3 clusters Score: Raw -3585425.632745 + Penalty 3491.357359 = -3581934.275386 nChanged 49 SP:Iteration 19Q (572.310082 sec): 3 clusters Score: Raw -3585428.168342 + Penalty 3491.357359 = -3581936.810983 nChanged 38 SP:Iteration 20F (572.391575 sec): 3 clusters Score: Raw -3585430.031166 + Penalty 3491.357359 = -3581938.673807 nChanged 25 SP:Iteration 21Q (572.473182 sec): 3 clusters Score: Raw -3585431.601378 + Penalty 3491.357359 = -3581940.244019 nChanged 24 SP:Iteration 22Q (572.554735 sec): 3 clusters Score: Raw -3585432.819066 + Penalty 3491.357359 = -3581941.461708 nChanged 19 SP:Iteration 23Q (572.637197 sec): 3 clusters Score: Raw -3585433.865913 + Penalty 3491.357359 = -3581942.508555 nChanged 22 SP:Iteration 24Q (572.718207 sec): 3 clusters Score: Raw -3585434.759619 + Penalty 3491.357359 = -3581943.402261 nChanged 11 SP:Iteration 25Q (572.799160 sec): 3 clusters Score: Raw -3585435.114708 + Penalty 3491.357359 = -3581943.757349 nChanged 10 SP:Iteration 26Q (572.880161 sec): 3 clusters Score: Raw -3585435.556006 + Penalty 3491.357359 = -3581944.198648 nChanged 8 SP:Iteration 27Q (572.961373 sec): 3 clusters Score: Raw -3585435.851620 + Penalty 3491.357359 = -3581944.494261 nChanged 8 SP:Iteration 28Q (573.042279 sec): 3 clusters Score: Raw -3585436.057163 + Penalty 3491.357359 = -3581944.699804 nChanged 9 SP:Iteration 29Q (573.123239 sec): 3 clusters Score: Raw -3585436.293923 + Penalty 3491.357359 = -3581944.936564 nChanged 4 SP:Iteration 30Q (573.204107 sec): 3 clusters Score: Raw -3585436.384008 + Penalty 3491.357359 = -3581945.026649 nChanged 5 SP:Iteration 31Q (573.285090 sec): 3 clusters Score: Raw -3585436.487068 + Penalty 3491.357359 = -3581945.129710 nChanged 3 SP:Iteration 32Q (573.366280 sec): 3 clusters Score: Raw -3585436.567550 + Penalty 3491.357359 = -3581945.210191 nChanged 1 SP:Iteration 33Q (573.447268 sec): 3 clusters Score: Raw -3585436.600974 + Penalty 3491.357359 = -3581945.243615 nChanged 1 SP:Iteration 34Q (573.528303 sec): 3 clusters Score: Raw -3585436.755497 + Penalty 3491.357359 = -3581945.398138 nChanged 3 SP:Iteration 35Q (573.609421 sec): 3 clusters Score: Raw -3585436.806485 + Penalty 3491.357359 = -3581945.449126 nChanged 2 SP:Iteration 36Q (573.690523 sec): 3 clusters Score: Raw -3585436.854816 + Penalty 3491.357359 = -3581945.497458 nChanged 0 SP:Iteration 37F (573.772239 sec): 3 clusters Score: Raw -3585436.854816 + Penalty 3491.357359 = -3581945.497458 nChanged 0 Score: Raw -79376402.617717 + Penalty 80826.198114 = -79295576.419603 Splitting cluster 19 changes total score from -78893607.926538 to -79295576.419603 So it's getting split into cluster 36. Iteration 20F (615.452581 sec): 37 clusters Score: Raw -79417529.773323 + Penalty 80826.198114 = -79336703.575209 nChanged 29306 Iteration 21Q (624.652308 sec): 37 clusters Score: Raw -79436827.654881 + Penalty 80826.198114 = -79356001.456767 nChanged 13732 Iteration 22Q (633.707793 sec): 37 clusters Score: Raw -79445675.954011 + Penalty 80826.198114 = -79364849.755897 nChanged 10942 Iteration 23Q (642.740127 sec): 37 clusters Score: Raw -79452891.198129 + Penalty 80826.198114 = -79372065.000015 nChanged 9777 Iteration 24Q (651.765757 sec): 37 clusters Score: Raw -79459697.985619 + Penalty 80826.198114 = -79378871.787505 nChanged 9025 Iteration 25Q (660.780402 sec): 37 clusters Score: Raw -79465330.423072 + Penalty 80826.198114 = -79384504.224958 nChanged 8065 Iteration 26Q (669.753836 sec): 37 clusters Score: Raw -79469031.352167 + Penalty 80826.198114 = -79388205.154053 nChanged 6657 Iteration 27Q (678.725887 sec): 37 clusters Score: Raw -79471408.445985 + Penalty 80826.198114 = -79390582.247871 nChanged 5376 Iteration 28Q (687.729297 sec): 37 clusters Score: Raw -79472981.842065 + Penalty 80826.198114 = -79392155.643951 nChanged 4387 Iteration 29Q (696.687953 sec): 37 clusters Score: Raw -79474087.542186 + Penalty 80826.198114 = -79393261.344072 nChanged 3644 Iteration 30Q (705.653246 sec): 37 clusters Score: Raw -79474919.099972 + Penalty 80826.198114 = -79394092.901857 nChanged 3081 Iteration 31Q (714.596699 sec): 37 clusters Score: Raw -79475612.182304 + Penalty 80826.198114 = -79394785.984190 nChanged 2608 Iteration 32Q (723.529207 sec): 37 clusters Score: Raw -79476289.499300 + Penalty 80826.198114 = -79395463.301186 nChanged 2328 Iteration 33Q (732.464727 sec): 37 clusters Score: Raw -79476894.538173 + Penalty 80826.198114 = -79396068.340059 nChanged 2139 Iteration 34Q (741.421108 sec): 37 clusters Score: Raw -79477593.559818 + Penalty 80826.198114 = -79396767.361704 nChanged 2072 Iteration 35Q (750.378691 sec): 37 clusters Score: Raw -79478441.436171 + Penalty 80826.198114 = -79397615.238057 nChanged 1937 Iteration 36Q (759.335675 sec): 37 clusters Score: Raw -79479478.719094 + Penalty 80826.198114 = -79398652.520980 nChanged 1889 Iteration 37Q (768.267123 sec): 37 clusters Score: Raw -79480542.484361 + Penalty 80826.198114 = -79399716.286247 nChanged 1882 Iteration 38Q (777.204162 sec): 37 clusters Score: Raw -79481798.863552 + Penalty 80826.198114 = -79400972.665438 nChanged 1851 Iteration 39Q (786.146295 sec): 37 clusters Score: Raw -79483193.887903 + Penalty 80826.198114 = -79402367.689789 nChanged 1705 Iteration 40F (807.057524 sec): 37 clusters Score: Raw -79495657.667844 + Penalty 80826.198114 = -79414831.469729 nChanged 6193 Iteration 41Q (816.100094 sec): 37 clusters Score: Raw -79507410.276642 + Penalty 80826.198114 = -79426584.078528 nChanged 6586 Iteration 42Q (825.105080 sec): 37 clusters Score: Raw -79513376.327595 + Penalty 80826.198114 = -79432550.129481 nChanged 5781 Iteration 43Q (834.094345 sec): 37 clusters Score: Raw -79517037.067774 + Penalty 80826.198114 = -79436210.869660 nChanged 5028 Iteration 44Q (843.106618 sec): 37 clusters Score: Raw -79519858.450264 + Penalty 80826.198114 = -79439032.252150 nChanged 4673 Iteration 45Q (852.122141 sec): 37 clusters Score: Raw -79523124.001445 + Penalty 80826.198114 = -79442297.803331 nChanged 4767 Iteration 46Q (861.113889 sec): 37 clusters Score: Raw -79527260.530049 + Penalty 80826.198114 = -79446434.331935 nChanged 4769 Iteration 47Q (870.098455 sec): 37 clusters Score: Raw -79530824.924273 + Penalty 80826.198114 = -79449998.726159 nChanged 4001 Iteration 48Q (879.112657 sec): 37 clusters Score: Raw -79532935.999076 + Penalty 80826.198114 = -79452109.800962 nChanged 2813 Iteration 49Q (888.124428 sec): 37 clusters Score: Raw -79534055.372044 + Penalty 80826.198114 = -79453229.173930 nChanged 1967 Iteration 50Q (897.090860 sec): 37 clusters Score: Raw -79534654.792866 + Penalty 80826.198114 = -79453828.594752 nChanged 1407 Iteration 51Q (906.051126 sec): 37 clusters Score: Raw -79535012.412525 + Penalty 80826.198114 = -79454186.214410 nChanged 1037 Iteration 52Q (915.021415 sec): 37 clusters Score: Raw -79535185.880699 + Penalty 80826.198114 = -79454359.682585 nChanged 840 Iteration 53Q (923.956911 sec): 37 clusters Score: Raw -79535309.408974 + Penalty 80826.198114 = -79454483.210860 nChanged 706 Iteration 54Q (932.926792 sec): 37 clusters Score: Raw -79535435.799492 + Penalty 80826.198114 = -79454609.601378 nChanged 661 Iteration 55Q (941.874173 sec): 37 clusters Score: Raw -79535630.638676 + Penalty 80826.198114 = -79454804.440562 nChanged 627 Iteration 56Q (950.799065 sec): 37 clusters Score: Raw -79535890.010854 + Penalty 80826.198114 = -79455063.812739 nChanged 615 Iteration 57Q (959.744645 sec): 37 clusters Score: Raw -79536037.089218 + Penalty 80826.198114 = -79455210.891104 nChanged 561 Iteration 58Q (968.697254 sec): 37 clusters Score: Raw -79536144.391489 + Penalty 80826.198114 = -79455318.193375 nChanged 481 Writing temp clu file Because OldScore, -79455210.891104, is greater than current (better) Score,-79455318.193375 Compute initial score before splitting: Score: Raw -79536144.391489 + Penalty 80826.198114 = -79455318.193375 Trying to split cluster 1 (12899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (968.903410 sec): 2 clusters Score: Raw -1084743.221857 + Penalty 1538.047074 = -1083205.174784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (968.936125 sec): 3 clusters Score: Raw -1077241.078295 + Penalty 3076.094147 = -1074164.984147 nChanged 5758 SP:Iteration 1F (968.967676 sec): 3 clusters Score: Raw -1080665.685803 + Penalty 3076.094147 = -1077589.591656 nChanged 899 SP:Iteration 2F (968.999077 sec): 3 clusters Score: Raw -1081206.418111 + Penalty 3076.094147 = -1078130.323964 nChanged 852 SP:Iteration 3F (969.030565 sec): 3 clusters Score: Raw -1081841.888319 + Penalty 3076.094147 = -1078765.794171 nChanged 890 SP:Iteration 4F (969.062103 sec): 3 clusters Score: Raw -1082620.024490 + Penalty 3076.094147 = -1079543.930343 nChanged 977 SP:Iteration 5F (969.093580 sec): 3 clusters Score: Raw -1083653.550806 + Penalty 3076.094147 = -1080577.456659 nChanged 1110 SP:Iteration 6F (969.125058 sec): 3 clusters Score: Raw -1085029.390480 + Penalty 3076.094147 = -1081953.296333 nChanged 1102 SP:Iteration 7F (969.156501 sec): 3 clusters Score: Raw -1086825.275344 + Penalty 3076.094147 = -1083749.181197 nChanged 1062 SP:Iteration 8F (969.188016 sec): 3 clusters Score: Raw -1089468.650308 + Penalty 3076.094147 = -1086392.556161 nChanged 703 SP:Iteration 9F (969.219501 sec): 3 clusters Score: Raw -1091012.692365 + Penalty 3076.094147 = -1087936.598218 nChanged 396 SP:Iteration 10Q (969.248101 sec): 3 clusters Score: Raw -1091433.139137 + Penalty 3076.094147 = -1088357.044990 nChanged 252 SP:Iteration 11Q (969.276451 sec): 3 clusters Score: Raw -1091642.920078 + Penalty 3076.094147 = -1088566.825931 nChanged 150 SP:Iteration 12Q (969.304416 sec): 3 clusters Score: Raw -1091755.745850 + Penalty 3076.094147 = -1088679.651703 nChanged 108 SP:Iteration 13Q (969.332172 sec): 3 clusters Score: Raw -1091827.189470 + Penalty 3076.094147 = -1088751.095323 nChanged 87 SP:Iteration 14Q (969.359809 sec): 3 clusters Score: Raw -1091887.655244 + Penalty 3076.094147 = -1088811.561097 nChanged 81 SP:Iteration 15Q (969.387151 sec): 3 clusters Score: Raw -1091953.113495 + Penalty 3076.094147 = -1088877.019348 nChanged 88 SP:Iteration 16Q (969.414658 sec): 3 clusters Score: Raw -1092037.381487 + Penalty 3076.094147 = -1088961.287340 nChanged 91 SP:Iteration 17Q (969.441825 sec): 3 clusters Score: Raw -1092126.396150 + Penalty 3076.094147 = -1089050.302003 nChanged 74 SP:Iteration 18Q (969.468841 sec): 3 clusters Score: Raw -1092189.941433 + Penalty 3076.094147 = -1089113.847286 nChanged 66 SP:Iteration 19Q (969.495761 sec): 3 clusters Score: Raw -1092243.142089 + Penalty 3076.094147 = -1089167.047942 nChanged 68 SP:Iteration 20F (969.527104 sec): 3 clusters Score: Raw -1092308.829987 + Penalty 3076.094147 = -1089232.735840 nChanged 61 SP:Iteration 21Q (969.553855 sec): 3 clusters Score: Raw -1092375.660952 + Penalty 3076.094147 = -1089299.566805 nChanged 69 SP:Iteration 22Q (969.580464 sec): 3 clusters Score: Raw -1092463.452324 + Penalty 3076.094147 = -1089387.358177 nChanged 59 SP:Iteration 23Q (969.606896 sec): 3 clusters Score: Raw -1092523.139183 + Penalty 3076.094147 = -1089447.045036 nChanged 48 SP:Iteration 24Q (969.633310 sec): 3 clusters Score: Raw -1092558.949249 + Penalty 3076.094147 = -1089482.855102 nChanged 27 SP:Iteration 25Q (969.659688 sec): 3 clusters Score: Raw -1092571.756121 + Penalty 3076.094147 = -1089495.661974 nChanged 17 SP:Iteration 26Q (969.686042 sec): 3 clusters Score: Raw -1092577.371270 + Penalty 3076.094147 = -1089501.277123 nChanged 9 SP:Iteration 27Q (969.712438 sec): 3 clusters Score: Raw -1092579.922233 + Penalty 3076.094147 = -1089503.828086 nChanged 4 SP:Iteration 28Q (969.738661 sec): 3 clusters Score: Raw -1092580.397020 + Penalty 3076.094147 = -1089504.302873 nChanged 1 SP:Iteration 29Q (969.765198 sec): 3 clusters Score: Raw -1092580.496651 + Penalty 3076.094147 = -1089504.402504 nChanged 0 SP:Iteration 30F (969.796598 sec): 3 clusters Score: Raw -1092580.496651 + Penalty 3076.094147 = -1089504.402504 nChanged 0 Score: Raw -79544015.599064 + Penalty 83071.370284 = -79460944.228780 Splitting cluster 1 changes total score from -79455318.193375 to -79460944.228780 So it's getting split into cluster 37. Trying to split cluster 2 (131319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (993.203121 sec): 2 clusters Score: Raw -11138172.646168 + Penalty 1915.125023 = -11136257.521145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (993.422763 sec): 3 clusters Score: Raw -11052227.639012 + Penalty 3830.250046 = -11048397.388966 nChanged 63287 SP:Iteration 1F (993.639366 sec): 3 clusters Score: Raw -11089588.429991 + Penalty 3830.250046 = -11085758.179945 nChanged 5006 SP:Iteration 2Q (993.870893 sec): 3 clusters Score: Raw -11091082.450680 + Penalty 3830.250046 = -11087252.200634 nChanged 5756 SP:Iteration 3Q (994.108558 sec): 3 clusters Score: Raw -11093207.003962 + Penalty 3830.250046 = -11089376.753916 nChanged 6998 SP:Iteration 4F (994.343913 sec): 3 clusters Score: Raw -11096538.644284 + Penalty 3830.250046 = -11092708.394238 nChanged 8699 SP:Iteration 5F (994.557632 sec): 3 clusters Score: Raw -11102010.054565 + Penalty 3830.250046 = -11098179.804519 nChanged 10560 SP:Iteration 6F (994.773877 sec): 3 clusters Score: Raw -11110404.990573 + Penalty 3830.250046 = -11106574.740527 nChanged 11098 SP:Iteration 7F (994.990284 sec): 3 clusters Score: Raw -11120566.859041 + Penalty 3830.250046 = -11116736.608995 nChanged 9480 SP:Iteration 8F (995.206782 sec): 3 clusters Score: Raw -11129283.906409 + Penalty 3830.250046 = -11125453.656363 nChanged 6696 SP:Iteration 9F (995.423110 sec): 3 clusters Score: Raw -11135020.714171 + Penalty 3830.250046 = -11131190.464125 nChanged 4575 SP:Iteration 10Q (995.653265 sec): 3 clusters Score: Raw -11138533.763991 + Penalty 3830.250046 = -11134703.513945 nChanged 3050 SP:Iteration 11Q (995.881448 sec): 3 clusters Score: Raw -11140422.003531 + Penalty 3830.250046 = -11136591.753485 nChanged 1915 SP:Iteration 12Q (996.104839 sec): 3 clusters Score: Raw -11141332.199993 + Penalty 3830.250046 = -11137501.949947 nChanged 1369 SP:Iteration 13Q (996.325359 sec): 3 clusters Score: Raw -11141880.558624 + Penalty 3830.250046 = -11138050.308579 nChanged 1025 SP:Iteration 14Q (996.540618 sec): 3 clusters Score: Raw -11142285.339893 + Penalty 3830.250046 = -11138455.089847 nChanged 947 SP:Iteration 15Q (996.752002 sec): 3 clusters Score: Raw -11142673.697936 + Penalty 3830.250046 = -11138843.447890 nChanged 956 SP:Iteration 16Q (996.969293 sec): 3 clusters Score: Raw -11143121.242320 + Penalty 3830.250046 = -11139290.992274 nChanged 977 SP:Iteration 17Q (997.178189 sec): 3 clusters Score: Raw -11143618.163510 + Penalty 3830.250046 = -11139787.913464 nChanged 1098 SP:Iteration 18Q (997.380261 sec): 3 clusters Score: Raw -11144214.089550 + Penalty 3830.250046 = -11140383.839504 nChanged 1229 SP:Iteration 19Q (997.575637 sec): 3 clusters Score: Raw -11144894.448287 + Penalty 3830.250046 = -11141064.198241 nChanged 1301 SP:Iteration 20F (997.791838 sec): 3 clusters Score: Raw -11145561.004112 + Penalty 3830.250046 = -11141730.754067 nChanged 1266 SP:Iteration 21Q (997.980208 sec): 3 clusters Score: Raw -11146138.694208 + Penalty 3830.250046 = -11142308.444162 nChanged 1166 SP:Iteration 22Q (998.165200 sec): 3 clusters Score: Raw -11146546.951221 + Penalty 3830.250046 = -11142716.701175 nChanged 969 SP:Iteration 23Q (998.348432 sec): 3 clusters Score: Raw -11146824.602088 + Penalty 3830.250046 = -11142994.352042 nChanged 803 SP:Iteration 24Q (998.530760 sec): 3 clusters Score: Raw -11147014.674473 + Penalty 3830.250046 = -11143184.424428 nChanged 695 SP:Iteration 25Q (998.712771 sec): 3 clusters Score: Raw -11147156.173129 + Penalty 3830.250046 = -11143325.923083 nChanged 578 SP:Iteration 26Q (998.894280 sec): 3 clusters Score: Raw -11147255.866946 + Penalty 3830.250046 = -11143425.616900 nChanged 520 SP:Iteration 27Q (999.076020 sec): 3 clusters Score: Raw -11147335.250343 + Penalty 3830.250046 = -11143505.000298 nChanged 431 SP:Iteration 28Q (999.257328 sec): 3 clusters Score: Raw -11147391.401584 + Penalty 3830.250046 = -11143561.151538 nChanged 393 SP:Iteration 29Q (999.438920 sec): 3 clusters Score: Raw -11147442.842175 + Penalty 3830.250046 = -11143612.592129 nChanged 376 SP:Iteration 30Q (999.620458 sec): 3 clusters Score: Raw -11147491.707269 + Penalty 3830.250046 = -11143661.457223 nChanged 388 SP:Iteration 31Q (999.801800 sec): 3 clusters Score: Raw -11147539.404701 + Penalty 3830.250046 = -11143709.154655 nChanged 366 SP:Iteration 32Q (999.983535 sec): 3 clusters Score: Raw -11147583.846839 + Penalty 3830.250046 = -11143753.596793 nChanged 369 SP:Iteration 33Q (1000.216458 sec): 3 clusters Score: Raw -11147626.456466 + Penalty 3830.250046 = -11143796.206421 nChanged 356 SP:Iteration 34Q (1000.395086 sec): 3 clusters Score: Raw -11147664.131931 + Penalty 3830.250046 = -11143833.881885 nChanged 319 SP:Iteration 35Q (1000.576674 sec): 3 clusters Score: Raw -11147695.730381 + Penalty 3830.250046 = -11143865.480335 nChanged 321 SP:Iteration 36Q (1000.758087 sec): 3 clusters Score: Raw -11147727.402508 + Penalty 3830.250046 = -11143897.152462 nChanged 305 SP:Iteration 37Q (1000.939219 sec): 3 clusters Score: Raw -11147756.907729 + Penalty 3830.250046 = -11143926.657683 nChanged 306 SP:Iteration 38Q (1001.121849 sec): 3 clusters Score: Raw -11147788.259062 + Penalty 3830.250046 = -11143958.009016 nChanged 314 SP:Iteration 39Q (1001.303404 sec): 3 clusters Score: Raw -11147818.847318 + Penalty 3830.250046 = -11143988.597272 nChanged 300 SP:Iteration 40F (1001.519578 sec): 3 clusters Score: Raw -11147845.917997 + Penalty 3830.250046 = -11144015.667951 nChanged 278 SP:Iteration 41Q (1001.704552 sec): 3 clusters Score: Raw -11147868.303770 + Penalty 3830.250046 = -11144038.053724 nChanged 282 SP:Iteration 42Q (1001.889302 sec): 3 clusters Score: Raw -11147891.375812 + Penalty 3830.250046 = -11144061.125766 nChanged 274 SP:Iteration 43Q (1002.074176 sec): 3 clusters Score: Raw -11147913.481895 + Penalty 3830.250046 = -11144083.231849 nChanged 273 SP:Iteration 44Q (1002.260024 sec): 3 clusters Score: Raw -11147936.433828 + Penalty 3830.250046 = -11144106.183782 nChanged 278 SP:Iteration 45Q (1002.445072 sec): 3 clusters Score: Raw -11147959.727187 + Penalty 3830.250046 = -11144129.477141 nChanged 270 SP:Iteration 46Q (1002.630709 sec): 3 clusters Score: Raw -11147983.024285 + Penalty 3830.250046 = -11144152.774239 nChanged 277 SP:Iteration 47Q (1002.814668 sec): 3 clusters Score: Raw -11148009.095336 + Penalty 3830.250046 = -11144178.845290 nChanged 287 SP:Iteration 48Q (1002.999850 sec): 3 clusters Score: Raw -11148034.508846 + Penalty 3830.250046 = -11144204.258800 nChanged 270 SP:Iteration 49Q (1003.184885 sec): 3 clusters Score: Raw -11148057.133488 + Penalty 3830.250046 = -11144226.883442 nChanged 275 SP:Iteration 50Q (1003.369847 sec): 3 clusters Score: Raw -11148081.956770 + Penalty 3830.250046 = -11144251.706724 nChanged 311 SP:Iteration 51Q (1003.555169 sec): 3 clusters Score: Raw -11148111.140644 + Penalty 3830.250046 = -11144280.890598 nChanged 299 SP:Iteration 52Q (1003.741277 sec): 3 clusters Score: Raw -11148139.483557 + Penalty 3830.250046 = -11144309.233511 nChanged 318 SP:Iteration 53Q (1003.926661 sec): 3 clusters Score: Raw -11148169.414785 + Penalty 3830.250046 = -11144339.164739 nChanged 312 SP:Iteration 54Q (1004.112601 sec): 3 clusters Score: Raw -11148197.239502 + Penalty 3830.250046 = -11144366.989456 nChanged 290 SP:Iteration 55Q (1004.302994 sec): 3 clusters Score: Raw -11148223.229524 + Penalty 3830.250046 = -11144392.979478 nChanged 291 SP:Iteration 56Q (1004.488283 sec): 3 clusters Score: Raw -11148247.947052 + Penalty 3830.250046 = -11144417.697006 nChanged 309 SP:Iteration 57Q (1004.673442 sec): 3 clusters Score: Raw -11148273.880999 + Penalty 3830.250046 = -11144443.630953 nChanged 343 SP:Iteration 58Q (1004.858239 sec): 3 clusters Score: Raw -11148303.844176 + Penalty 3830.250046 = -11144473.594130 nChanged 350 SP:Iteration 59Q (1005.043542 sec): 3 clusters Score: Raw -11148333.452556 + Penalty 3830.250046 = -11144503.202511 nChanged 359 SP:Iteration 60F (1005.259912 sec): 3 clusters Score: Raw -11148365.252957 + Penalty 3830.250046 = -11144535.002911 nChanged 379 SP:Iteration 61Q (1005.449130 sec): 3 clusters Score: Raw -11148399.616379 + Penalty 3830.250046 = -11144569.366333 nChanged 382 SP:Iteration 62Q (1005.638567 sec): 3 clusters Score: Raw -11148435.710739 + Penalty 3830.250046 = -11144605.460693 nChanged 403 SP:Iteration 63Q (1005.828240 sec): 3 clusters Score: Raw -11148472.240379 + Penalty 3830.250046 = -11144641.990333 nChanged 415 SP:Iteration 64Q (1006.017598 sec): 3 clusters Score: Raw -11148511.048934 + Penalty 3830.250046 = -11144680.798888 nChanged 421 SP:Iteration 65Q (1006.213668 sec): 3 clusters Score: Raw -11148552.303959 + Penalty 3830.250046 = -11144722.053913 nChanged 458 SP:Iteration 66Q (1006.404261 sec): 3 clusters Score: Raw -11148596.312563 + Penalty 3830.250046 = -11144766.062517 nChanged 450 SP:Iteration 67Q (1006.593785 sec): 3 clusters Score: Raw -11148640.533395 + Penalty 3830.250046 = -11144810.283349 nChanged 428 SP:Iteration 68Q (1006.782710 sec): 3 clusters Score: Raw -11148684.202310 + Penalty 3830.250046 = -11144853.952264 nChanged 452 SP:Iteration 69Q (1006.971825 sec): 3 clusters Score: Raw -11148732.510962 + Penalty 3830.250046 = -11144902.260916 nChanged 477 SP:Iteration 70Q (1007.160810 sec): 3 clusters Score: Raw -11148784.062949 + Penalty 3830.250046 = -11144953.812903 nChanged 497 SP:Iteration 71Q (1007.349823 sec): 3 clusters Score: Raw -11148839.948472 + Penalty 3830.250046 = -11145009.698426 nChanged 515 SP:Iteration 72Q (1007.538988 sec): 3 clusters Score: Raw -11148896.918685 + Penalty 3830.250046 = -11145066.668639 nChanged 511 SP:Iteration 73Q (1007.728810 sec): 3 clusters Score: Raw -11148953.418669 + Penalty 3830.250046 = -11145123.168623 nChanged 505 SP:Iteration 74Q (1007.917985 sec): 3 clusters Score: Raw -11149008.273778 + Penalty 3830.250046 = -11145178.023732 nChanged 501 SP:Iteration 75Q (1008.106881 sec): 3 clusters Score: Raw -11149062.604757 + Penalty 3830.250046 = -11145232.354711 nChanged 497 SP:Iteration 76Q (1008.295496 sec): 3 clusters Score: Raw -11149116.792356 + Penalty 3830.250046 = -11145286.542310 nChanged 518 SP:Iteration 77Q (1008.484405 sec): 3 clusters Score: Raw -11149174.413815 + Penalty 3830.250046 = -11145344.163769 nChanged 527 SP:Iteration 78Q (1008.673020 sec): 3 clusters Score: Raw -11149234.918417 + Penalty 3830.250046 = -11145404.668371 nChanged 564 SP:Iteration 79Q (1008.861489 sec): 3 clusters Score: Raw -11149299.954841 + Penalty 3830.250046 = -11145469.704795 nChanged 578 SP:Iteration 80F (1009.078059 sec): 3 clusters Score: Raw -11149371.313317 + Penalty 3830.250046 = -11145541.063271 nChanged 585 SP:Iteration 81Q (1009.271736 sec): 3 clusters Score: Raw -11149445.114816 + Penalty 3830.250046 = -11145614.864770 nChanged 574 SP:Iteration 82Q (1009.465592 sec): 3 clusters Score: Raw -11149517.173400 + Penalty 3830.250046 = -11145686.923354 nChanged 591 SP:Iteration 83Q (1009.660580 sec): 3 clusters Score: Raw -11149590.919620 + Penalty 3830.250046 = -11145760.669574 nChanged 625 SP:Iteration 84Q (1009.855014 sec): 3 clusters Score: Raw -11149672.986063 + Penalty 3830.250046 = -11145842.736017 nChanged 626 SP:Iteration 85Q (1010.047821 sec): 3 clusters Score: Raw -11149755.670498 + Penalty 3830.250046 = -11145925.420453 nChanged 607 SP:Iteration 86Q (1010.241300 sec): 3 clusters Score: Raw -11149835.787115 + Penalty 3830.250046 = -11146005.537069 nChanged 627 SP:Iteration 87Q (1010.434477 sec): 3 clusters Score: Raw -11149920.719071 + Penalty 3830.250046 = -11146090.469025 nChanged 654 SP:Iteration 88Q (1010.627495 sec): 3 clusters Score: Raw -11150012.076734 + Penalty 3830.250046 = -11146181.826688 nChanged 690 SP:Iteration 89Q (1010.820316 sec): 3 clusters Score: Raw -11150117.526921 + Penalty 3830.250046 = -11146287.276875 nChanged 753 SP:Iteration 90Q (1011.013263 sec): 3 clusters Score: Raw -11150240.866398 + Penalty 3830.250046 = -11146410.616352 nChanged 781 SP:Iteration 91Q (1011.205899 sec): 3 clusters Score: Raw -11150367.873301 + Penalty 3830.250046 = -11146537.623255 nChanged 795 SP:Iteration 92Q (1011.398397 sec): 3 clusters Score: Raw -11150491.111741 + Penalty 3830.250046 = -11146660.861695 nChanged 765 SP:Iteration 93Q (1011.590752 sec): 3 clusters Score: Raw -11150607.518494 + Penalty 3830.250046 = -11146777.268448 nChanged 740 SP:Iteration 94Q (1011.782767 sec): 3 clusters Score: Raw -11150712.796546 + Penalty 3830.250046 = -11146882.546500 nChanged 659 SP:Iteration 95Q (1011.974671 sec): 3 clusters Score: Raw -11150802.315131 + Penalty 3830.250046 = -11146972.065085 nChanged 639 SP:Iteration 96Q (1012.166461 sec): 3 clusters Score: Raw -11150888.373512 + Penalty 3830.250046 = -11147058.123466 nChanged 668 SP:Iteration 97Q (1012.358222 sec): 3 clusters Score: Raw -11150978.433887 + Penalty 3830.250046 = -11147148.183841 nChanged 691 SP:Iteration 98Q (1012.560087 sec): 3 clusters Score: Raw -11151069.932055 + Penalty 3830.250046 = -11147239.682009 nChanged 684 SP:Iteration 99Q (1012.751843 sec): 3 clusters Score: Raw -11151160.604045 + Penalty 3830.250046 = -11147330.353999 nChanged 663 SP:Iteration 100F (1012.991202 sec): 3 clusters Score: Raw -11151246.663574 + Penalty 3830.250046 = -11147416.413528 nChanged 629 SP:Iteration 101Q (1013.190067 sec): 3 clusters Score: Raw -11151320.489459 + Penalty 3830.250046 = -11147490.239413 nChanged 546 SP:Iteration 102Q (1013.393576 sec): 3 clusters Score: Raw -11151379.395367 + Penalty 3830.250046 = -11147549.145321 nChanged 538 SP:Iteration 103Q (1013.594401 sec): 3 clusters Score: Raw -11151435.088164 + Penalty 3830.250046 = -11147604.838118 nChanged 496 SP:Iteration 104Q (1013.793663 sec): 3 clusters Score: Raw -11151483.355115 + Penalty 3830.250046 = -11147653.105069 nChanged 465 SP:Iteration 105Q (1013.992915 sec): 3 clusters Score: Raw -11151525.396220 + Penalty 3830.250046 = -11147695.146174 nChanged 457 SP:Iteration 106Q (1014.190119 sec): 3 clusters Score: Raw -11151566.738502 + Penalty 3830.250046 = -11147736.488456 nChanged 444 SP:Iteration 107Q (1014.412371 sec): 3 clusters Score: Raw -11151604.182970 + Penalty 3830.250046 = -11147773.932925 nChanged 425 SP:Iteration 108Q (1014.609956 sec): 3 clusters Score: Raw -11151637.495437 + Penalty 3830.250046 = -11147807.245391 nChanged 394 SP:Iteration 109Q (1014.807458 sec): 3 clusters Score: Raw -11151669.205795 + Penalty 3830.250046 = -11147838.955749 nChanged 407 SP:Iteration 110Q (1015.004736 sec): 3 clusters Score: Raw -11151702.439143 + Penalty 3830.250046 = -11147872.189097 nChanged 419 SP:Iteration 111Q (1015.201911 sec): 3 clusters Score: Raw -11151734.333373 + Penalty 3830.250046 = -11147904.083327 nChanged 356 SP:Iteration 112Q (1015.398718 sec): 3 clusters Score: Raw -11151757.529278 + Penalty 3830.250046 = -11147927.279232 nChanged 301 SP:Iteration 113Q (1015.595700 sec): 3 clusters Score: Raw -11151774.163196 + Penalty 3830.250046 = -11147943.913150 nChanged 269 SP:Iteration 114Q (1015.792388 sec): 3 clusters Score: Raw -11151788.842427 + Penalty 3830.250046 = -11147958.592381 nChanged 255 SP:Iteration 115Q (1015.988835 sec): 3 clusters Score: Raw -11151802.385472 + Penalty 3830.250046 = -11147972.135426 nChanged 238 SP:Iteration 116Q (1016.185317 sec): 3 clusters Score: Raw -11151814.573814 + Penalty 3830.250046 = -11147984.323768 nChanged 219 SP:Iteration 117Q (1016.381636 sec): 3 clusters Score: Raw -11151825.288024 + Penalty 3830.250046 = -11147995.037978 nChanged 216 SP:Iteration 118Q (1016.577767 sec): 3 clusters Score: Raw -11151835.785258 + Penalty 3830.250046 = -11148005.535212 nChanged 198 SP:Iteration 119Q (1016.774130 sec): 3 clusters Score: Raw -11151844.673124 + Penalty 3830.250046 = -11148014.423078 nChanged 184 SP:Iteration 120F (1016.990730 sec): 3 clusters Score: Raw -11151852.255946 + Penalty 3830.250046 = -11148022.005901 nChanged 181 SP:Iteration 121Q (1017.192413 sec): 3 clusters Score: Raw -11151858.722908 + Penalty 3830.250046 = -11148028.472862 nChanged 152 SP:Iteration 122Q (1017.394089 sec): 3 clusters Score: Raw -11151863.516677 + Penalty 3830.250046 = -11148033.266631 nChanged 148 SP:Iteration 123Q (1017.595569 sec): 3 clusters Score: Raw -11151867.928524 + Penalty 3830.250046 = -11148037.678478 nChanged 127 SP:Iteration 124Q (1017.798014 sec): 3 clusters Score: Raw -11151871.417976 + Penalty 3830.250046 = -11148041.167930 nChanged 109 SP:Iteration 125Q (1017.998746 sec): 3 clusters Score: Raw -11151873.986733 + Penalty 3830.250046 = -11148043.736687 nChanged 83 SP:Iteration 126Q (1018.200587 sec): 3 clusters Score: Raw -11151875.688180 + Penalty 3830.250046 = -11148045.438134 nChanged 69 SP:Iteration 127Q (1018.401955 sec): 3 clusters Score: Raw -11151876.835739 + Penalty 3830.250046 = -11148046.585693 nChanged 56 SP:Iteration 128Q (1018.603343 sec): 3 clusters Score: Raw -11151877.829953 + Penalty 3830.250046 = -11148047.579907 nChanged 53 SP:Iteration 129Q (1018.804488 sec): 3 clusters Score: Raw -11151878.722733 + Penalty 3830.250046 = -11148048.472687 nChanged 46 SP:Iteration 130Q (1019.005670 sec): 3 clusters Score: Raw -11151879.393824 + Penalty 3830.250046 = -11148049.143778 nChanged 32 SP:Iteration 131Q (1019.206714 sec): 3 clusters Score: Raw -11151879.728654 + Penalty 3830.250046 = -11148049.478608 nChanged 28 SP:Iteration 132Q (1019.407689 sec): 3 clusters Score: Raw -11151880.058931 + Penalty 3830.250046 = -11148049.808885 nChanged 25 SP:Iteration 133Q (1019.608679 sec): 3 clusters Score: Raw -11151880.318552 + Penalty 3830.250046 = -11148050.068506 nChanged 22 SP:Iteration 134Q (1019.809795 sec): 3 clusters Score: Raw -11151880.571510 + Penalty 3830.250046 = -11148050.321464 nChanged 25 SP:Iteration 135Q (1020.010904 sec): 3 clusters Score: Raw -11151880.880144 + Penalty 3830.250046 = -11148050.630098 nChanged 27 SP:Iteration 136Q (1020.213682 sec): 3 clusters Score: Raw -11151881.292227 + Penalty 3830.250046 = -11148051.042181 nChanged 27 SP:Iteration 137Q (1020.414368 sec): 3 clusters Score: Raw -11151881.665543 + Penalty 3830.250046 = -11148051.415497 nChanged 21 SP:Iteration 138Q (1020.615434 sec): 3 clusters Score: Raw -11151881.887505 + Penalty 3830.250046 = -11148051.637459 nChanged 21 SP:Iteration 139Q (1020.816591 sec): 3 clusters Score: Raw -11151882.061388 + Penalty 3830.250046 = -11148051.811342 nChanged 21 SP:Iteration 140F (1021.033303 sec): 3 clusters Score: Raw -11151882.253246 + Penalty 3830.250046 = -11148052.003200 nChanged 20 SP:Iteration 141Q (1021.233804 sec): 3 clusters Score: Raw -11151882.471045 + Penalty 3830.250046 = -11148052.220999 nChanged 21 SP:Iteration 142Q (1021.436203 sec): 3 clusters Score: Raw -11151882.677931 + Penalty 3830.250046 = -11148052.427885 nChanged 18 SP:Iteration 143Q (1021.638460 sec): 3 clusters Score: Raw -11151882.869665 + Penalty 3830.250046 = -11148052.619620 nChanged 13 SP:Iteration 144Q (1021.840881 sec): 3 clusters Score: Raw -11151882.976317 + Penalty 3830.250046 = -11148052.726272 nChanged 12 SP:Iteration 145Q (1022.043009 sec): 3 clusters Score: Raw -11151883.098685 + Penalty 3830.250046 = -11148052.848639 nChanged 15 SP:Iteration 146Q (1022.245165 sec): 3 clusters Score: Raw -11151883.264023 + Penalty 3830.250046 = -11148053.013977 nChanged 15 SP:Iteration 147Q (1022.447351 sec): 3 clusters Score: Raw -11151883.422499 + Penalty 3830.250046 = -11148053.172453 nChanged 21 SP:Iteration 148Q (1022.649526 sec): 3 clusters Score: Raw -11151883.683878 + Penalty 3830.250046 = -11148053.433832 nChanged 22 SP:Iteration 149Q (1022.863079 sec): 3 clusters Score: Raw -11151883.881414 + Penalty 3830.250046 = -11148053.631368 nChanged 15 SP:Iteration 150Q (1023.065531 sec): 3 clusters Score: Raw -11151884.020109 + Penalty 3830.250046 = -11148053.770063 nChanged 9 SP:Iteration 151Q (1023.267769 sec): 3 clusters Score: Raw -11151884.106234 + Penalty 3830.250046 = -11148053.856188 nChanged 14 SP:Iteration 152Q (1023.470277 sec): 3 clusters Score: Raw -11151884.244687 + Penalty 3830.250046 = -11148053.994641 nChanged 12 SP:Iteration 153Q (1023.672104 sec): 3 clusters Score: Raw -11151884.352207 + Penalty 3830.250046 = -11148054.102161 nChanged 10 SP:Iteration 154Q (1023.874328 sec): 3 clusters Score: Raw -11151884.447015 + Penalty 3830.250046 = -11148054.196969 nChanged 10 SP:Iteration 155Q (1024.076601 sec): 3 clusters Score: Raw -11151884.567432 + Penalty 3830.250046 = -11148054.317386 nChanged 6 SP:Iteration 156Q (1024.278851 sec): 3 clusters Score: Raw -11151884.641430 + Penalty 3830.250046 = -11148054.391384 nChanged 5 SP:Iteration 157Q (1024.481266 sec): 3 clusters Score: Raw -11151884.697775 + Penalty 3830.250046 = -11148054.447729 nChanged 7 SP:Iteration 158Q (1024.684514 sec): 3 clusters Score: Raw -11151884.748962 + Penalty 3830.250046 = -11148054.498916 nChanged 4 SP:Iteration 159Q (1024.886686 sec): 3 clusters Score: Raw -11151884.772830 + Penalty 3830.250046 = -11148054.522784 nChanged 5 SP:Iteration 160F (1025.103607 sec): 3 clusters Score: Raw -11151884.815884 + Penalty 3830.250046 = -11148054.565838 nChanged 3 SP:Iteration 161Q (1025.305775 sec): 3 clusters Score: Raw -11151884.830155 + Penalty 3830.250046 = -11148054.580109 nChanged 4 SP:Iteration 162Q (1025.508227 sec): 3 clusters Score: Raw -11151884.857773 + Penalty 3830.250046 = -11148054.607727 nChanged 2 SP:Iteration 163Q (1025.710615 sec): 3 clusters Score: Raw -11151884.881201 + Penalty 3830.250046 = -11148054.631155 nChanged 7 SP:Iteration 164Q (1025.913188 sec): 3 clusters Score: Raw -11151884.962477 + Penalty 3830.250046 = -11148054.712431 nChanged 6 SP:Iteration 165Q (1026.115682 sec): 3 clusters Score: Raw -11151885.012547 + Penalty 3830.250046 = -11148054.762501 nChanged 5 SP:Iteration 166Q (1026.318041 sec): 3 clusters Score: Raw -11151885.059225 + Penalty 3830.250046 = -11148054.809179 nChanged 5 SP:Iteration 167Q (1026.520414 sec): 3 clusters Score: Raw -11151885.095917 + Penalty 3830.250046 = -11148054.845871 nChanged 5 SP:Iteration 168Q (1026.722833 sec): 3 clusters Score: Raw -11151885.136513 + Penalty 3830.250046 = -11148054.886467 nChanged 3 SP:Iteration 169Q (1026.925136 sec): 3 clusters Score: Raw -11151885.150765 + Penalty 3830.250046 = -11148054.900719 nChanged 1 SP:Iteration 170Q (1027.127462 sec): 3 clusters Score: Raw -11151885.158550 + Penalty 3830.250046 = -11148054.908504 nChanged 2 SP:Iteration 171Q (1027.329743 sec): 3 clusters Score: Raw -11151885.171352 + Penalty 3830.250046 = -11148054.921306 nChanged 3 SP:Iteration 172Q (1027.532093 sec): 3 clusters Score: Raw -11151885.219558 + Penalty 3830.250046 = -11148054.969512 nChanged 3 SP:Iteration 173Q (1027.734328 sec): 3 clusters Score: Raw -11151885.238170 + Penalty 3830.250046 = -11148054.988124 nChanged 4 SP:Iteration 174Q (1027.936588 sec): 3 clusters Score: Raw -11151885.269303 + Penalty 3830.250046 = -11148055.019257 nChanged 5 SP:Iteration 175Q (1028.140161 sec): 3 clusters Score: Raw -11151885.303421 + Penalty 3830.250046 = -11148055.053375 nChanged 3 SP:Iteration 176Q (1028.342655 sec): 3 clusters Score: Raw -11151885.324601 + Penalty 3830.250046 = -11148055.074555 nChanged 2 SP:Iteration 177Q (1028.544857 sec): 3 clusters Score: Raw -11151885.338516 + Penalty 3830.250046 = -11148055.088470 nChanged 1 SP:Iteration 178Q (1028.746979 sec): 3 clusters Score: Raw -11151885.342379 + Penalty 3830.250046 = -11148055.092333 nChanged 1 SP:Iteration 179Q (1028.949520 sec): 3 clusters Score: Raw -11151885.346604 + Penalty 3830.250046 = -11148055.096558 nChanged 0 SP:Iteration 180F (1029.166107 sec): 3 clusters Score: Raw -11151885.346604 + Penalty 3830.250046 = -11148055.096558 nChanged 0 Score: Raw -79557728.299501 + Penalty 85316.542454 = -79472411.757047 Splitting cluster 2 changes total score from -79455318.193375 to -79472411.757047 So it's getting split into cluster 38. Trying to split cluster 3 (62411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.406473 sec): 2 clusters Score: Raw -5278159.322791 + Penalty 1794.243233 = -5276365.079557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1053.527734 sec): 3 clusters Score: Raw -5238319.477754 + Penalty 3588.486467 = -5234730.991287 nChanged 29321 SP:Iteration 1F (1053.644626 sec): 3 clusters Score: Raw -5255493.567115 + Penalty 3588.486467 = -5251905.080648 nChanged 2915 SP:Iteration 2Q (1053.767183 sec): 3 clusters Score: Raw -5256618.970949 + Penalty 3588.486467 = -5253030.484482 nChanged 3132 SP:Iteration 3F (1053.884415 sec): 3 clusters Score: Raw -5258188.795413 + Penalty 3588.486467 = -5254600.308946 nChanged 3602 SP:Iteration 4F (1054.001341 sec): 3 clusters Score: Raw -5260393.385396 + Penalty 3588.486467 = -5256804.898930 nChanged 4101 SP:Iteration 5F (1054.118285 sec): 3 clusters Score: Raw -5263288.003444 + Penalty 3588.486467 = -5259699.516977 nChanged 4354 SP:Iteration 6F (1054.235332 sec): 3 clusters Score: Raw -5266419.363523 + Penalty 3588.486467 = -5262830.877056 nChanged 4169 SP:Iteration 7F (1054.352281 sec): 3 clusters Score: Raw -5269187.506129 + Penalty 3588.486467 = -5265599.019662 nChanged 3381 SP:Iteration 8F (1054.469333 sec): 3 clusters Score: Raw -5271060.044345 + Penalty 3588.486467 = -5267471.557878 nChanged 2483 SP:Iteration 9Q (1054.599135 sec): 3 clusters Score: Raw -5272090.711382 + Penalty 3588.486467 = -5268502.224915 nChanged 1679 SP:Iteration 10Q (1054.717649 sec): 3 clusters Score: Raw -5272587.774359 + Penalty 3588.486467 = -5268999.287892 nChanged 1075 SP:Iteration 11Q (1054.835532 sec): 3 clusters Score: Raw -5272828.020270 + Penalty 3588.486467 = -5269239.533804 nChanged 800 SP:Iteration 12Q (1054.953127 sec): 3 clusters Score: Raw -5272999.181230 + Penalty 3588.486467 = -5269410.694764 nChanged 702 SP:Iteration 13Q (1055.070558 sec): 3 clusters Score: Raw -5273138.713301 + Penalty 3588.486467 = -5269550.226835 nChanged 653 SP:Iteration 14Q (1055.187574 sec): 3 clusters Score: Raw -5273263.341566 + Penalty 3588.486467 = -5269674.855099 nChanged 635 SP:Iteration 15Q (1055.304504 sec): 3 clusters Score: Raw -5273388.340555 + Penalty 3588.486467 = -5269799.854088 nChanged 658 SP:Iteration 16Q (1055.421396 sec): 3 clusters Score: Raw -5273513.440892 + Penalty 3588.486467 = -5269924.954426 nChanged 592 SP:Iteration 17Q (1055.537728 sec): 3 clusters Score: Raw -5273629.840612 + Penalty 3588.486467 = -5270041.354146 nChanged 606 SP:Iteration 18Q (1055.654053 sec): 3 clusters Score: Raw -5273744.807678 + Penalty 3588.486467 = -5270156.321211 nChanged 609 SP:Iteration 19Q (1055.770071 sec): 3 clusters Score: Raw -5273857.974775 + Penalty 3588.486467 = -5270269.488309 nChanged 612 SP:Iteration 20F (1055.887020 sec): 3 clusters Score: Raw -5273979.903810 + Penalty 3588.486467 = -5270391.417343 nChanged 557 SP:Iteration 21Q (1056.003522 sec): 3 clusters Score: Raw -5274090.160046 + Penalty 3588.486467 = -5270501.673579 nChanged 581 SP:Iteration 22Q (1056.119979 sec): 3 clusters Score: Raw -5274201.243491 + Penalty 3588.486467 = -5270612.757024 nChanged 579 SP:Iteration 23Q (1056.237153 sec): 3 clusters Score: Raw -5274309.587684 + Penalty 3588.486467 = -5270721.101217 nChanged 539 SP:Iteration 24Q (1056.353523 sec): 3 clusters Score: Raw -5274410.287835 + Penalty 3588.486467 = -5270821.801368 nChanged 552 SP:Iteration 25Q (1056.486927 sec): 3 clusters Score: Raw -5274531.534781 + Penalty 3588.486467 = -5270943.048315 nChanged 584 SP:Iteration 26Q (1056.602852 sec): 3 clusters Score: Raw -5274662.394495 + Penalty 3588.486467 = -5271073.908028 nChanged 591 SP:Iteration 27Q (1056.718676 sec): 3 clusters Score: Raw -5274804.081733 + Penalty 3588.486467 = -5271215.595266 nChanged 640 SP:Iteration 28Q (1056.834269 sec): 3 clusters Score: Raw -5274960.057310 + Penalty 3588.486467 = -5271371.570844 nChanged 619 SP:Iteration 29Q (1056.949726 sec): 3 clusters Score: Raw -5275105.092056 + Penalty 3588.486467 = -5271516.605589 nChanged 628 SP:Iteration 30Q (1057.064610 sec): 3 clusters Score: Raw -5275250.418733 + Penalty 3588.486467 = -5271661.932267 nChanged 618 SP:Iteration 31Q (1057.179509 sec): 3 clusters Score: Raw -5275399.569306 + Penalty 3588.486467 = -5271811.082839 nChanged 633 SP:Iteration 32Q (1057.294061 sec): 3 clusters Score: Raw -5275566.311568 + Penalty 3588.486467 = -5271977.825101 nChanged 643 SP:Iteration 33Q (1057.408363 sec): 3 clusters Score: Raw -5275735.290941 + Penalty 3588.486467 = -5272146.804475 nChanged 646 SP:Iteration 34Q (1057.522365 sec): 3 clusters Score: Raw -5275892.730477 + Penalty 3588.486467 = -5272304.244010 nChanged 592 SP:Iteration 35Q (1057.635889 sec): 3 clusters Score: Raw -5276036.922460 + Penalty 3588.486467 = -5272448.435993 nChanged 584 SP:Iteration 36Q (1057.749159 sec): 3 clusters Score: Raw -5276185.698296 + Penalty 3588.486467 = -5272597.211830 nChanged 581 SP:Iteration 37Q (1057.861994 sec): 3 clusters Score: Raw -5276334.884292 + Penalty 3588.486467 = -5272746.397825 nChanged 595 SP:Iteration 38Q (1057.974483 sec): 3 clusters Score: Raw -5276502.580611 + Penalty 3588.486467 = -5272914.094144 nChanged 585 SP:Iteration 39Q (1058.086597 sec): 3 clusters Score: Raw -5276668.263265 + Penalty 3588.486467 = -5273079.776798 nChanged 579 SP:Iteration 40F (1058.203634 sec): 3 clusters Score: Raw -5276832.776568 + Penalty 3588.486467 = -5273244.290101 nChanged 573 SP:Iteration 41Q (1058.316893 sec): 3 clusters Score: Raw -5276980.447215 + Penalty 3588.486467 = -5273391.960748 nChanged 572 SP:Iteration 42Q (1058.430084 sec): 3 clusters Score: Raw -5277114.926367 + Penalty 3588.486467 = -5273526.439900 nChanged 540 SP:Iteration 43Q (1058.543097 sec): 3 clusters Score: Raw -5277234.257996 + Penalty 3588.486467 = -5273645.771529 nChanged 485 SP:Iteration 44Q (1058.655024 sec): 3 clusters Score: Raw -5277333.362952 + Penalty 3588.486467 = -5273744.876485 nChanged 462 SP:Iteration 45Q (1058.765958 sec): 3 clusters Score: Raw -5277416.175159 + Penalty 3588.486467 = -5273827.688692 nChanged 419 SP:Iteration 46Q (1058.877292 sec): 3 clusters Score: Raw -5277486.111554 + Penalty 3588.486467 = -5273897.625087 nChanged 409 SP:Iteration 47Q (1058.988291 sec): 3 clusters Score: Raw -5277548.892512 + Penalty 3588.486467 = -5273960.406046 nChanged 395 SP:Iteration 48Q (1059.099096 sec): 3 clusters Score: Raw -5277612.306846 + Penalty 3588.486467 = -5274023.820379 nChanged 414 SP:Iteration 49Q (1059.209291 sec): 3 clusters Score: Raw -5277678.054399 + Penalty 3588.486467 = -5274089.567932 nChanged 372 SP:Iteration 50Q (1059.319054 sec): 3 clusters Score: Raw -5277731.338290 + Penalty 3588.486467 = -5274142.851823 nChanged 362 SP:Iteration 51Q (1059.428760 sec): 3 clusters Score: Raw -5277785.869479 + Penalty 3588.486467 = -5274197.383013 nChanged 326 SP:Iteration 52Q (1059.537770 sec): 3 clusters Score: Raw -5277831.629778 + Penalty 3588.486467 = -5274243.143312 nChanged 306 SP:Iteration 53Q (1059.646513 sec): 3 clusters Score: Raw -5277873.154610 + Penalty 3588.486467 = -5274284.668143 nChanged 319 SP:Iteration 54Q (1059.755143 sec): 3 clusters Score: Raw -5277917.459088 + Penalty 3588.486467 = -5274328.972621 nChanged 317 SP:Iteration 55Q (1059.863514 sec): 3 clusters Score: Raw -5277959.081218 + Penalty 3588.486467 = -5274370.594751 nChanged 284 SP:Iteration 56Q (1059.971526 sec): 3 clusters Score: Raw -5277997.496212 + Penalty 3588.486467 = -5274409.009745 nChanged 294 SP:Iteration 57Q (1060.079437 sec): 3 clusters Score: Raw -5278036.836876 + Penalty 3588.486467 = -5274448.350409 nChanged 270 SP:Iteration 58Q (1060.187066 sec): 3 clusters Score: Raw -5278071.990143 + Penalty 3588.486467 = -5274483.503676 nChanged 252 SP:Iteration 59Q (1060.294390 sec): 3 clusters Score: Raw -5278102.545502 + Penalty 3588.486467 = -5274514.059036 nChanged 250 SP:Iteration 60F (1060.411463 sec): 3 clusters Score: Raw -5278132.074669 + Penalty 3588.486467 = -5274543.588203 nChanged 248 SP:Iteration 61Q (1060.518926 sec): 3 clusters Score: Raw -5278165.593157 + Penalty 3588.486467 = -5274577.106690 nChanged 260 SP:Iteration 62Q (1060.626094 sec): 3 clusters Score: Raw -5278199.635698 + Penalty 3588.486467 = -5274611.149231 nChanged 243 SP:Iteration 63Q (1060.754871 sec): 3 clusters Score: Raw -5278229.780083 + Penalty 3588.486467 = -5274641.293616 nChanged 243 SP:Iteration 64Q (1060.861496 sec): 3 clusters Score: Raw -5278259.592928 + Penalty 3588.486467 = -5274671.106462 nChanged 214 SP:Iteration 65Q (1060.968194 sec): 3 clusters Score: Raw -5278284.369397 + Penalty 3588.486467 = -5274695.882930 nChanged 190 SP:Iteration 66Q (1061.074279 sec): 3 clusters Score: Raw -5278307.257529 + Penalty 3588.486467 = -5274718.771062 nChanged 204 SP:Iteration 67Q (1061.180319 sec): 3 clusters Score: Raw -5278333.385220 + Penalty 3588.486467 = -5274744.898753 nChanged 209 SP:Iteration 68Q (1061.287681 sec): 3 clusters Score: Raw -5278358.447672 + Penalty 3588.486467 = -5274769.961205 nChanged 186 SP:Iteration 69Q (1061.394131 sec): 3 clusters Score: Raw -5278378.002147 + Penalty 3588.486467 = -5274789.515680 nChanged 187 SP:Iteration 70Q (1061.500075 sec): 3 clusters Score: Raw -5278399.516275 + Penalty 3588.486467 = -5274811.029808 nChanged 200 SP:Iteration 71Q (1061.605649 sec): 3 clusters Score: Raw -5278424.310391 + Penalty 3588.486467 = -5274835.823924 nChanged 194 SP:Iteration 72Q (1061.710893 sec): 3 clusters Score: Raw -5278448.626594 + Penalty 3588.486467 = -5274860.140128 nChanged 198 SP:Iteration 73Q (1061.815663 sec): 3 clusters Score: Raw -5278474.506388 + Penalty 3588.486467 = -5274886.019921 nChanged 198 SP:Iteration 74Q (1061.920206 sec): 3 clusters Score: Raw -5278502.520929 + Penalty 3588.486467 = -5274914.034462 nChanged 215 SP:Iteration 75Q (1062.024472 sec): 3 clusters Score: Raw -5278537.533655 + Penalty 3588.486467 = -5274949.047188 nChanged 208 SP:Iteration 76Q (1062.138911 sec): 3 clusters Score: Raw -5278570.696921 + Penalty 3588.486467 = -5274982.210454 nChanged 218 SP:Iteration 77Q (1062.244068 sec): 3 clusters Score: Raw -5278606.847041 + Penalty 3588.486467 = -5275018.360574 nChanged 221 SP:Iteration 78Q (1062.347866 sec): 3 clusters Score: Raw -5278645.755722 + Penalty 3588.486467 = -5275057.269255 nChanged 205 SP:Iteration 79Q (1062.451101 sec): 3 clusters Score: Raw -5278686.034175 + Penalty 3588.486467 = -5275097.547709 nChanged 201 SP:Iteration 80F (1062.567907 sec): 3 clusters Score: Raw -5278731.090844 + Penalty 3588.486467 = -5275142.604378 nChanged 220 SP:Iteration 81Q (1062.670872 sec): 3 clusters Score: Raw -5278787.378015 + Penalty 3588.486467 = -5275198.891548 nChanged 244 SP:Iteration 82Q (1062.773430 sec): 3 clusters Score: Raw -5278854.187885 + Penalty 3588.486467 = -5275265.701418 nChanged 240 SP:Iteration 83Q (1062.875609 sec): 3 clusters Score: Raw -5278925.740721 + Penalty 3588.486467 = -5275337.254255 nChanged 262 SP:Iteration 84Q (1062.977496 sec): 3 clusters Score: Raw -5279021.650547 + Penalty 3588.486467 = -5275433.164080 nChanged 276 SP:Iteration 85Q (1063.079061 sec): 3 clusters Score: Raw -5279136.140719 + Penalty 3588.486467 = -5275547.654253 nChanged 266 SP:Iteration 86Q (1063.180363 sec): 3 clusters Score: Raw -5279246.468910 + Penalty 3588.486467 = -5275657.982443 nChanged 232 SP:Iteration 87Q (1063.281293 sec): 3 clusters Score: Raw -5279346.507272 + Penalty 3588.486467 = -5275758.020805 nChanged 222 SP:Iteration 88Q (1063.382052 sec): 3 clusters Score: Raw -5279456.026091 + Penalty 3588.486467 = -5275867.539624 nChanged 204 SP:Iteration 89Q (1063.482448 sec): 3 clusters Score: Raw -5279553.824476 + Penalty 3588.486467 = -5275965.338010 nChanged 179 SP:Iteration 90Q (1063.582436 sec): 3 clusters Score: Raw -5279642.995788 + Penalty 3588.486467 = -5276054.509321 nChanged 168 SP:Iteration 91Q (1063.681581 sec): 3 clusters Score: Raw -5279729.411314 + Penalty 3588.486467 = -5276140.924847 nChanged 174 SP:Iteration 92Q (1063.781084 sec): 3 clusters Score: Raw -5279801.926957 + Penalty 3588.486467 = -5276213.440490 nChanged 146 SP:Iteration 93Q (1063.879854 sec): 3 clusters Score: Raw -5279851.720591 + Penalty 3588.486467 = -5276263.234125 nChanged 143 SP:Iteration 94Q (1063.978389 sec): 3 clusters Score: Raw -5279904.317876 + Penalty 3588.486467 = -5276315.831409 nChanged 129 SP:Iteration 95Q (1064.077079 sec): 3 clusters Score: Raw -5279945.350613 + Penalty 3588.486467 = -5276356.864146 nChanged 121 SP:Iteration 96Q (1064.175392 sec): 3 clusters Score: Raw -5279968.831250 + Penalty 3588.486467 = -5276380.344783 nChanged 84 SP:Iteration 97Q (1064.273603 sec): 3 clusters Score: Raw -5279981.477679 + Penalty 3588.486467 = -5276392.991212 nChanged 52 SP:Iteration 98Q (1064.382476 sec): 3 clusters Score: Raw -5279987.135767 + Penalty 3588.486467 = -5276398.649300 nChanged 42 SP:Iteration 99Q (1064.482199 sec): 3 clusters Score: Raw -5279991.161252 + Penalty 3588.486467 = -5276402.674786 nChanged 31 SP:Iteration 100F (1064.598952 sec): 3 clusters Score: Raw -5279994.420402 + Penalty 3588.486467 = -5276405.933936 nChanged 29 SP:Iteration 101Q (1064.697496 sec): 3 clusters Score: Raw -5279998.176425 + Penalty 3588.486467 = -5276409.689959 nChanged 30 SP:Iteration 102Q (1064.796305 sec): 3 clusters Score: Raw -5280001.668693 + Penalty 3588.486467 = -5276413.182226 nChanged 17 SP:Iteration 103Q (1064.894952 sec): 3 clusters Score: Raw -5280003.459240 + Penalty 3588.486467 = -5276414.972774 nChanged 13 SP:Iteration 104Q (1064.993682 sec): 3 clusters Score: Raw -5280004.120067 + Penalty 3588.486467 = -5276415.633600 nChanged 3 SP:Iteration 105Q (1065.092282 sec): 3 clusters Score: Raw -5280004.189303 + Penalty 3588.486467 = -5276415.702836 nChanged 0 SP:Iteration 106F (1065.210143 sec): 3 clusters Score: Raw -5280004.189303 + Penalty 3588.486467 = -5276415.702836 nChanged 0 Score: Raw -79559573.166013 + Penalty 87561.714624 = -79472011.451389 Splitting cluster 3 changes total score from -79455318.193375 to -79472011.451389 So it's getting split into cluster 39. Trying to split cluster 4 (9565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1092.744322 sec): 2 clusters Score: Raw -744460.573400 + Penalty 1489.453206 = -742971.120194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1092.772811 sec): 3 clusters Score: Raw -739087.821471 + Penalty 2978.906412 = -736108.915059 nChanged 4156 SP:Iteration 1F (1092.799880 sec): 3 clusters Score: Raw -741607.331717 + Penalty 2978.906412 = -738628.425305 nChanged 842 SP:Iteration 2F (1092.827893 sec): 3 clusters Score: Raw -742351.546794 + Penalty 2978.906412 = -739372.640382 nChanged 834 SP:Iteration 3F (1092.855725 sec): 3 clusters Score: Raw -743212.328230 + Penalty 2978.906412 = -740233.421818 nChanged 851 SP:Iteration 4F (1092.883609 sec): 3 clusters Score: Raw -744153.166900 + Penalty 2978.906412 = -741174.260488 nChanged 765 SP:Iteration 5F (1092.937038 sec): 3 clusters Score: Raw -744939.829325 + Penalty 2978.906412 = -741960.922914 nChanged 627 SP:Iteration 6F (1092.997699 sec): 3 clusters Score: Raw -745499.642803 + Penalty 2978.906412 = -742520.736392 nChanged 442 SP:Iteration 7Q (1093.024899 sec): 3 clusters Score: Raw -745919.091882 + Penalty 2978.906412 = -742940.185471 nChanged 352 SP:Iteration 8Q (1093.052318 sec): 3 clusters Score: Raw -746222.812191 + Penalty 2978.906412 = -743243.905779 nChanged 249 SP:Iteration 9Q (1093.079070 sec): 3 clusters Score: Raw -746462.415307 + Penalty 2978.906412 = -743483.508895 nChanged 228 SP:Iteration 10Q (1093.105783 sec): 3 clusters Score: Raw -746679.540338 + Penalty 2978.906412 = -743700.633926 nChanged 217 SP:Iteration 11Q (1093.132093 sec): 3 clusters Score: Raw -746860.383979 + Penalty 2978.906412 = -743881.477568 nChanged 224 SP:Iteration 12Q (1093.158136 sec): 3 clusters Score: Raw -747062.671378 + Penalty 2978.906412 = -744083.764966 nChanged 233 SP:Iteration 13Q (1093.183904 sec): 3 clusters Score: Raw -747306.405187 + Penalty 2978.906412 = -744327.498776 nChanged 244 SP:Iteration 14Q (1093.209473 sec): 3 clusters Score: Raw -747597.305907 + Penalty 2978.906412 = -744618.399495 nChanged 253 SP:Iteration 15Q (1093.234858 sec): 3 clusters Score: Raw -747901.402587 + Penalty 2978.906412 = -744922.496175 nChanged 226 SP:Iteration 16Q (1093.260100 sec): 3 clusters Score: Raw -748127.565823 + Penalty 2978.906412 = -745148.659412 nChanged 163 SP:Iteration 17Q (1093.285143 sec): 3 clusters Score: Raw -748253.290566 + Penalty 2978.906412 = -745274.384154 nChanged 122 SP:Iteration 18Q (1093.310353 sec): 3 clusters Score: Raw -748329.132918 + Penalty 2978.906412 = -745350.226506 nChanged 82 SP:Iteration 19Q (1093.335093 sec): 3 clusters Score: Raw -748363.285843 + Penalty 2978.906412 = -745384.379432 nChanged 49 SP:Iteration 20F (1093.362883 sec): 3 clusters Score: Raw -748379.094898 + Penalty 2978.906412 = -745400.188487 nChanged 31 SP:Iteration 21Q (1093.387702 sec): 3 clusters Score: Raw -748386.635325 + Penalty 2978.906412 = -745407.728913 nChanged 20 SP:Iteration 22Q (1093.412564 sec): 3 clusters Score: Raw -748390.718459 + Penalty 2978.906412 = -745411.812047 nChanged 17 SP:Iteration 23Q (1093.437489 sec): 3 clusters Score: Raw -748393.232485 + Penalty 2978.906412 = -745414.326074 nChanged 6 SP:Iteration 24Q (1093.462450 sec): 3 clusters Score: Raw -748393.702546 + Penalty 2978.906412 = -745414.796135 nChanged 2 SP:Iteration 25Q (1093.487216 sec): 3 clusters Score: Raw -748393.943188 + Penalty 2978.906412 = -745415.036776 nChanged 1 SP:Iteration 26Q (1093.512008 sec): 3 clusters Score: Raw -748394.020744 + Penalty 2978.906412 = -745415.114333 nChanged 2 SP:Iteration 27Q (1093.537104 sec): 3 clusters Score: Raw -748394.185933 + Penalty 2978.906412 = -745415.279522 nChanged 0 SP:Iteration 28F (1093.564976 sec): 3 clusters Score: Raw -748394.185933 + Penalty 2978.906412 = -745415.279522 nChanged 0 Score: Raw -79563506.778546 + Penalty 89806.886793 = -79473699.891753 Splitting cluster 4 changes total score from -79455318.193375 to -79473699.891753 So it's getting split into cluster 40. Trying to split cluster 5 (32248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.263973 sec): 2 clusters Score: Raw -2752450.317062 + Penalty 1686.946837 = -2750763.370225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.326154 sec): 3 clusters Score: Raw -2732343.354341 + Penalty 3373.893674 = -2728969.460667 nChanged 15081 SP:Iteration 1F (1119.384656 sec): 3 clusters Score: Raw -2741158.819967 + Penalty 3373.893674 = -2737784.926293 nChanged 1635 SP:Iteration 2F (1119.442893 sec): 3 clusters Score: Raw -2742168.575374 + Penalty 3373.893674 = -2738794.681700 nChanged 1872 SP:Iteration 3F (1119.501494 sec): 3 clusters Score: Raw -2743540.678172 + Penalty 3373.893674 = -2740166.784498 nChanged 2084 SP:Iteration 4F (1119.559862 sec): 3 clusters Score: Raw -2745101.623575 + Penalty 3373.893674 = -2741727.729901 nChanged 2146 SP:Iteration 5F (1119.618061 sec): 3 clusters Score: Raw -2746688.402013 + Penalty 3373.893674 = -2743314.508339 nChanged 2164 SP:Iteration 6F (1119.676475 sec): 3 clusters Score: Raw -2748342.167196 + Penalty 3373.893674 = -2744968.273522 nChanged 2060 SP:Iteration 7F (1119.734495 sec): 3 clusters Score: Raw -2749917.970712 + Penalty 3373.893674 = -2746544.077038 nChanged 1880 SP:Iteration 8F (1119.792987 sec): 3 clusters Score: Raw -2751315.786957 + Penalty 3373.893674 = -2747941.893283 nChanged 1551 SP:Iteration 9Q (1119.850777 sec): 3 clusters Score: Raw -2752359.139181 + Penalty 3373.893674 = -2748985.245507 nChanged 1176 SP:Iteration 10Q (1119.907308 sec): 3 clusters Score: Raw -2753058.396755 + Penalty 3373.893674 = -2749684.503081 nChanged 871 SP:Iteration 11Q (1119.963187 sec): 3 clusters Score: Raw -2753482.891441 + Penalty 3373.893674 = -2750108.997767 nChanged 665 SP:Iteration 12Q (1120.019000 sec): 3 clusters Score: Raw -2753748.329240 + Penalty 3373.893674 = -2750374.435566 nChanged 536 SP:Iteration 13Q (1120.074649 sec): 3 clusters Score: Raw -2753937.484842 + Penalty 3373.893674 = -2750563.591168 nChanged 441 SP:Iteration 14Q (1120.129800 sec): 3 clusters Score: Raw -2754073.740092 + Penalty 3373.893674 = -2750699.846418 nChanged 405 SP:Iteration 15Q (1120.185107 sec): 3 clusters Score: Raw -2754181.411339 + Penalty 3373.893674 = -2750807.517665 nChanged 328 SP:Iteration 16Q (1120.240459 sec): 3 clusters Score: Raw -2754260.648585 + Penalty 3373.893674 = -2750886.754911 nChanged 285 SP:Iteration 17Q (1120.295437 sec): 3 clusters Score: Raw -2754312.292225 + Penalty 3373.893674 = -2750938.398550 nChanged 198 SP:Iteration 18Q (1120.350630 sec): 3 clusters Score: Raw -2754343.390991 + Penalty 3373.893674 = -2750969.497317 nChanged 169 SP:Iteration 19Q (1120.405528 sec): 3 clusters Score: Raw -2754368.149637 + Penalty 3373.893674 = -2750994.255962 nChanged 149 SP:Iteration 20F (1120.462815 sec): 3 clusters Score: Raw -2754387.012567 + Penalty 3373.893674 = -2751013.118893 nChanged 138 SP:Iteration 21Q (1120.518729 sec): 3 clusters Score: Raw -2754404.796738 + Penalty 3373.893674 = -2751030.903064 nChanged 125 SP:Iteration 22Q (1120.574143 sec): 3 clusters Score: Raw -2754419.069892 + Penalty 3373.893674 = -2751045.176218 nChanged 117 SP:Iteration 23Q (1120.628977 sec): 3 clusters Score: Raw -2754430.324776 + Penalty 3373.893674 = -2751056.431102 nChanged 90 SP:Iteration 24Q (1120.684233 sec): 3 clusters Score: Raw -2754438.307657 + Penalty 3373.893674 = -2751064.413983 nChanged 73 SP:Iteration 25Q (1120.739362 sec): 3 clusters Score: Raw -2754444.272373 + Penalty 3373.893674 = -2751070.378699 nChanged 61 SP:Iteration 26Q (1120.794597 sec): 3 clusters Score: Raw -2754448.623467 + Penalty 3373.893674 = -2751074.729793 nChanged 55 SP:Iteration 27Q (1120.849365 sec): 3 clusters Score: Raw -2754453.031788 + Penalty 3373.893674 = -2751079.138114 nChanged 64 SP:Iteration 28Q (1120.904587 sec): 3 clusters Score: Raw -2754457.610232 + Penalty 3373.893674 = -2751083.716558 nChanged 55 SP:Iteration 29Q (1120.959524 sec): 3 clusters Score: Raw -2754461.052331 + Penalty 3373.893674 = -2751087.158657 nChanged 45 SP:Iteration 30Q (1121.014576 sec): 3 clusters Score: Raw -2754463.732955 + Penalty 3373.893674 = -2751089.839281 nChanged 33 SP:Iteration 31Q (1121.069647 sec): 3 clusters Score: Raw -2754465.619223 + Penalty 3373.893674 = -2751091.725549 nChanged 32 SP:Iteration 32Q (1121.124575 sec): 3 clusters Score: Raw -2754467.187819 + Penalty 3373.893674 = -2751093.294145 nChanged 23 SP:Iteration 33Q (1121.179253 sec): 3 clusters Score: Raw -2754468.012086 + Penalty 3373.893674 = -2751094.118412 nChanged 16 SP:Iteration 34Q (1121.234528 sec): 3 clusters Score: Raw -2754468.516818 + Penalty 3373.893674 = -2751094.623144 nChanged 12 SP:Iteration 35Q (1121.289379 sec): 3 clusters Score: Raw -2754468.925824 + Penalty 3373.893674 = -2751095.032150 nChanged 8 SP:Iteration 36Q (1121.344261 sec): 3 clusters Score: Raw -2754469.153646 + Penalty 3373.893674 = -2751095.259972 nChanged 4 SP:Iteration 37Q (1121.399123 sec): 3 clusters Score: Raw -2754469.242722 + Penalty 3373.893674 = -2751095.349048 nChanged 3 SP:Iteration 38Q (1121.454385 sec): 3 clusters Score: Raw -2754469.325639 + Penalty 3373.893674 = -2751095.431965 nChanged 6 SP:Iteration 39Q (1121.509171 sec): 3 clusters Score: Raw -2754469.569321 + Penalty 3373.893674 = -2751095.675647 nChanged 6 SP:Iteration 40F (1121.566600 sec): 3 clusters Score: Raw -2754469.689099 + Penalty 3373.893674 = -2751095.795425 nChanged 6 SP:Iteration 41Q (1121.622656 sec): 3 clusters Score: Raw -2754469.817025 + Penalty 3373.893674 = -2751095.923351 nChanged 4 SP:Iteration 42Q (1121.677710 sec): 3 clusters Score: Raw -2754469.904792 + Penalty 3373.893674 = -2751096.011118 nChanged 0 SP:Iteration 43F (1121.735336 sec): 3 clusters Score: Raw -2754469.904792 + Penalty 3373.893674 = -2751096.011118 nChanged 0 Score: Raw -79565526.366278 + Penalty 92052.058963 = -79473474.307314 Splitting cluster 5 changes total score from -79455318.193375 to -79473474.307314 So it's getting split into cluster 41. Trying to split cluster 6 (39832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.294257 sec): 2 clusters Score: Raw -2854866.800697 + Penalty 1721.269207 = -2853145.531490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.375263 sec): 3 clusters Score: Raw -2829958.343194 + Penalty 3442.538414 = -2826515.804780 nChanged 18762 SP:Iteration 1F (1147.449007 sec): 3 clusters Score: Raw -2846868.507353 + Penalty 3442.538414 = -2843425.968940 nChanged 4823 SP:Iteration 2F (1147.523510 sec): 3 clusters Score: Raw -2853804.285476 + Penalty 3442.538414 = -2850361.747062 nChanged 4322 SP:Iteration 3F (1147.597866 sec): 3 clusters Score: Raw -2858208.992926 + Penalty 3442.538414 = -2854766.454513 nChanged 2975 SP:Iteration 4F (1147.671925 sec): 3 clusters Score: Raw -2860224.420778 + Penalty 3442.538414 = -2856781.882364 nChanged 1897 SP:Iteration 5Q (1147.745356 sec): 3 clusters Score: Raw -2861336.682272 + Penalty 3442.538414 = -2857894.143858 nChanged 1374 SP:Iteration 6Q (1147.817891 sec): 3 clusters Score: Raw -2862317.879418 + Penalty 3442.538414 = -2858875.341005 nChanged 1077 SP:Iteration 7Q (1147.890182 sec): 3 clusters Score: Raw -2862935.404503 + Penalty 3442.538414 = -2859492.866089 nChanged 859 SP:Iteration 8Q (1147.961932 sec): 3 clusters Score: Raw -2863190.617982 + Penalty 3442.538414 = -2859748.079568 nChanged 562 SP:Iteration 9Q (1148.033830 sec): 3 clusters Score: Raw -2863312.602483 + Penalty 3442.538414 = -2859870.064069 nChanged 419 SP:Iteration 10Q (1148.105528 sec): 3 clusters Score: Raw -2863407.072766 + Penalty 3442.538414 = -2859964.534352 nChanged 376 SP:Iteration 11Q (1148.177114 sec): 3 clusters Score: Raw -2863496.047454 + Penalty 3442.538414 = -2860053.509041 nChanged 330 SP:Iteration 12Q (1148.249191 sec): 3 clusters Score: Raw -2863571.481369 + Penalty 3442.538414 = -2860128.942955 nChanged 308 SP:Iteration 13Q (1148.320738 sec): 3 clusters Score: Raw -2863641.964314 + Penalty 3442.538414 = -2860199.425901 nChanged 280 SP:Iteration 14Q (1148.392179 sec): 3 clusters Score: Raw -2863713.925650 + Penalty 3442.538414 = -2860271.387236 nChanged 304 SP:Iteration 15Q (1148.463545 sec): 3 clusters Score: Raw -2863776.136222 + Penalty 3442.538414 = -2860333.597808 nChanged 309 SP:Iteration 16Q (1148.535264 sec): 3 clusters Score: Raw -2863838.890061 + Penalty 3442.538414 = -2860396.351647 nChanged 295 SP:Iteration 17Q (1148.606647 sec): 3 clusters Score: Raw -2863897.191747 + Penalty 3442.538414 = -2860454.653333 nChanged 264 SP:Iteration 18Q (1148.678190 sec): 3 clusters Score: Raw -2863947.537415 + Penalty 3442.538414 = -2860504.999001 nChanged 273 SP:Iteration 19Q (1148.749373 sec): 3 clusters Score: Raw -2863999.175934 + Penalty 3442.538414 = -2860556.637521 nChanged 248 SP:Iteration 20F (1148.822693 sec): 3 clusters Score: Raw -2864041.789665 + Penalty 3442.538414 = -2860599.251251 nChanged 207 SP:Iteration 21Q (1148.895251 sec): 3 clusters Score: Raw -2864067.964210 + Penalty 3442.538414 = -2860625.425796 nChanged 196 SP:Iteration 22Q (1148.967115 sec): 3 clusters Score: Raw -2864093.636957 + Penalty 3442.538414 = -2860651.098543 nChanged 184 SP:Iteration 23Q (1149.039060 sec): 3 clusters Score: Raw -2864117.592714 + Penalty 3442.538414 = -2860675.054300 nChanged 207 SP:Iteration 24Q (1149.110679 sec): 3 clusters Score: Raw -2864145.629105 + Penalty 3442.538414 = -2860703.090691 nChanged 203 SP:Iteration 25Q (1149.182385 sec): 3 clusters Score: Raw -2864170.679053 + Penalty 3442.538414 = -2860728.140640 nChanged 183 SP:Iteration 26Q (1149.253886 sec): 3 clusters Score: Raw -2864191.582563 + Penalty 3442.538414 = -2860749.044149 nChanged 173 SP:Iteration 27Q (1149.325869 sec): 3 clusters Score: Raw -2864209.912548 + Penalty 3442.538414 = -2860767.374134 nChanged 166 SP:Iteration 28Q (1149.397684 sec): 3 clusters Score: Raw -2864226.640290 + Penalty 3442.538414 = -2860784.101876 nChanged 166 SP:Iteration 29Q (1149.469161 sec): 3 clusters Score: Raw -2864243.135145 + Penalty 3442.538414 = -2860800.596731 nChanged 131 SP:Iteration 30Q (1149.550649 sec): 3 clusters Score: Raw -2864253.452195 + Penalty 3442.538414 = -2860810.913781 nChanged 132 SP:Iteration 31Q (1149.623323 sec): 3 clusters Score: Raw -2864263.827479 + Penalty 3442.538414 = -2860821.289065 nChanged 130 SP:Iteration 32Q (1149.695241 sec): 3 clusters Score: Raw -2864275.854247 + Penalty 3442.538414 = -2860833.315834 nChanged 135 SP:Iteration 33Q (1149.766813 sec): 3 clusters Score: Raw -2864290.938442 + Penalty 3442.538414 = -2860848.400029 nChanged 144 SP:Iteration 34Q (1149.838180 sec): 3 clusters Score: Raw -2864305.102099 + Penalty 3442.538414 = -2860862.563685 nChanged 134 SP:Iteration 35Q (1149.909474 sec): 3 clusters Score: Raw -2864316.462798 + Penalty 3442.538414 = -2860873.924384 nChanged 114 SP:Iteration 36Q (1149.980991 sec): 3 clusters Score: Raw -2864325.961689 + Penalty 3442.538414 = -2860883.423276 nChanged 118 SP:Iteration 37Q (1150.052527 sec): 3 clusters Score: Raw -2864335.191384 + Penalty 3442.538414 = -2860892.652970 nChanged 109 SP:Iteration 38Q (1150.124088 sec): 3 clusters Score: Raw -2864343.964780 + Penalty 3442.538414 = -2860901.426367 nChanged 120 SP:Iteration 39Q (1150.195436 sec): 3 clusters Score: Raw -2864354.268235 + Penalty 3442.538414 = -2860911.729821 nChanged 113 SP:Iteration 40F (1150.268742 sec): 3 clusters Score: Raw -2864364.479825 + Penalty 3442.538414 = -2860921.941411 nChanged 124 SP:Iteration 41Q (1150.341317 sec): 3 clusters Score: Raw -2864377.147345 + Penalty 3442.538414 = -2860934.608931 nChanged 114 SP:Iteration 42Q (1150.413125 sec): 3 clusters Score: Raw -2864386.991967 + Penalty 3442.538414 = -2860944.453554 nChanged 118 SP:Iteration 43Q (1150.484823 sec): 3 clusters Score: Raw -2864397.643623 + Penalty 3442.538414 = -2860955.105209 nChanged 128 SP:Iteration 44Q (1150.556408 sec): 3 clusters Score: Raw -2864408.160778 + Penalty 3442.538414 = -2860965.622364 nChanged 114 SP:Iteration 45Q (1150.627796 sec): 3 clusters Score: Raw -2864417.706214 + Penalty 3442.538414 = -2860975.167800 nChanged 113 SP:Iteration 46Q (1150.699322 sec): 3 clusters Score: Raw -2864427.918727 + Penalty 3442.538414 = -2860985.380313 nChanged 126 SP:Iteration 47Q (1150.771048 sec): 3 clusters Score: Raw -2864440.655776 + Penalty 3442.538414 = -2860998.117363 nChanged 141 SP:Iteration 48Q (1150.842384 sec): 3 clusters Score: Raw -2864452.714912 + Penalty 3442.538414 = -2861010.176499 nChanged 128 SP:Iteration 49Q (1150.913775 sec): 3 clusters Score: Raw -2864465.517601 + Penalty 3442.538414 = -2861022.979188 nChanged 124 SP:Iteration 50Q (1150.985185 sec): 3 clusters Score: Raw -2864477.926698 + Penalty 3442.538414 = -2861035.388284 nChanged 141 SP:Iteration 51Q (1151.056926 sec): 3 clusters Score: Raw -2864489.128119 + Penalty 3442.538414 = -2861046.589705 nChanged 120 SP:Iteration 52Q (1151.128063 sec): 3 clusters Score: Raw -2864496.702070 + Penalty 3442.538414 = -2861054.163656 nChanged 94 SP:Iteration 53Q (1151.199216 sec): 3 clusters Score: Raw -2864503.120495 + Penalty 3442.538414 = -2861060.582081 nChanged 95 SP:Iteration 54Q (1151.270433 sec): 3 clusters Score: Raw -2864509.067010 + Penalty 3442.538414 = -2861066.528597 nChanged 82 SP:Iteration 55Q (1151.341587 sec): 3 clusters Score: Raw -2864514.655577 + Penalty 3442.538414 = -2861072.117163 nChanged 74 SP:Iteration 56Q (1151.412530 sec): 3 clusters Score: Raw -2864519.246144 + Penalty 3442.538414 = -2861076.707730 nChanged 75 SP:Iteration 57Q (1151.483533 sec): 3 clusters Score: Raw -2864523.920710 + Penalty 3442.538414 = -2861081.382297 nChanged 88 SP:Iteration 58Q (1151.554429 sec): 3 clusters Score: Raw -2864528.921863 + Penalty 3442.538414 = -2861086.383449 nChanged 75 SP:Iteration 59Q (1151.625612 sec): 3 clusters Score: Raw -2864533.704569 + Penalty 3442.538414 = -2861091.166155 nChanged 75 SP:Iteration 60F (1151.710231 sec): 3 clusters Score: Raw -2864539.220821 + Penalty 3442.538414 = -2861096.682408 nChanged 71 SP:Iteration 61Q (1151.782397 sec): 3 clusters Score: Raw -2864544.152826 + Penalty 3442.538414 = -2861101.614412 nChanged 75 SP:Iteration 62Q (1151.855059 sec): 3 clusters Score: Raw -2864549.594006 + Penalty 3442.538414 = -2861107.055592 nChanged 90 SP:Iteration 63Q (1151.925943 sec): 3 clusters Score: Raw -2864556.173080 + Penalty 3442.538414 = -2861113.634667 nChanged 92 SP:Iteration 64Q (1151.996995 sec): 3 clusters Score: Raw -2864563.138685 + Penalty 3442.538414 = -2861120.600271 nChanged 96 SP:Iteration 65Q (1152.068199 sec): 3 clusters Score: Raw -2864569.605088 + Penalty 3442.538414 = -2861127.066674 nChanged 84 SP:Iteration 66Q (1152.138909 sec): 3 clusters Score: Raw -2864574.956037 + Penalty 3442.538414 = -2861132.417623 nChanged 78 SP:Iteration 67Q (1152.210383 sec): 3 clusters Score: Raw -2864579.332859 + Penalty 3442.538414 = -2861136.794446 nChanged 67 SP:Iteration 68Q (1152.282448 sec): 3 clusters Score: Raw -2864583.701284 + Penalty 3442.538414 = -2861141.162871 nChanged 76 SP:Iteration 69Q (1152.353677 sec): 3 clusters Score: Raw -2864589.001438 + Penalty 3442.538414 = -2861146.463024 nChanged 78 SP:Iteration 70Q (1152.424803 sec): 3 clusters Score: Raw -2864595.274524 + Penalty 3442.538414 = -2861152.736110 nChanged 75 SP:Iteration 71Q (1152.495922 sec): 3 clusters Score: Raw -2864600.884208 + Penalty 3442.538414 = -2861158.345795 nChanged 96 SP:Iteration 72Q (1152.566677 sec): 3 clusters Score: Raw -2864607.050088 + Penalty 3442.538414 = -2861164.511674 nChanged 81 SP:Iteration 73Q (1152.637650 sec): 3 clusters Score: Raw -2864612.136597 + Penalty 3442.538414 = -2861169.598183 nChanged 83 SP:Iteration 74Q (1152.708828 sec): 3 clusters Score: Raw -2864619.186000 + Penalty 3442.538414 = -2861176.647587 nChanged 90 SP:Iteration 75Q (1152.779566 sec): 3 clusters Score: Raw -2864628.703110 + Penalty 3442.538414 = -2861186.164696 nChanged 103 SP:Iteration 76Q (1152.850400 sec): 3 clusters Score: Raw -2864639.369554 + Penalty 3442.538414 = -2861196.831140 nChanged 97 SP:Iteration 77Q (1152.921276 sec): 3 clusters Score: Raw -2864649.360841 + Penalty 3442.538414 = -2861206.822427 nChanged 100 SP:Iteration 78Q (1152.992031 sec): 3 clusters Score: Raw -2864656.859223 + Penalty 3442.538414 = -2861214.320809 nChanged 91 SP:Iteration 79Q (1153.062693 sec): 3 clusters Score: Raw -2864665.766176 + Penalty 3442.538414 = -2861223.227763 nChanged 101 SP:Iteration 80F (1153.136190 sec): 3 clusters Score: Raw -2864674.914938 + Penalty 3442.538414 = -2861232.376524 nChanged 96 SP:Iteration 81Q (1153.207698 sec): 3 clusters Score: Raw -2864682.275256 + Penalty 3442.538414 = -2861239.736843 nChanged 102 SP:Iteration 82Q (1153.278676 sec): 3 clusters Score: Raw -2864691.169421 + Penalty 3442.538414 = -2861248.631007 nChanged 99 SP:Iteration 83Q (1153.348894 sec): 3 clusters Score: Raw -2864700.199153 + Penalty 3442.538414 = -2861257.660739 nChanged 96 SP:Iteration 84Q (1153.419595 sec): 3 clusters Score: Raw -2864710.999933 + Penalty 3442.538414 = -2861268.461519 nChanged 105 SP:Iteration 85Q (1153.490911 sec): 3 clusters Score: Raw -2864724.109147 + Penalty 3442.538414 = -2861281.570734 nChanged 111 SP:Iteration 86Q (1153.561970 sec): 3 clusters Score: Raw -2864737.615989 + Penalty 3442.538414 = -2861295.077575 nChanged 120 SP:Iteration 87Q (1153.632378 sec): 3 clusters Score: Raw -2864753.531733 + Penalty 3442.538414 = -2861310.993320 nChanged 116 SP:Iteration 88Q (1153.702725 sec): 3 clusters Score: Raw -2864767.524212 + Penalty 3442.538414 = -2861324.985798 nChanged 124 SP:Iteration 89Q (1153.773164 sec): 3 clusters Score: Raw -2864782.091454 + Penalty 3442.538414 = -2861339.553040 nChanged 120 SP:Iteration 90Q (1153.843662 sec): 3 clusters Score: Raw -2864798.627183 + Penalty 3442.538414 = -2861356.088769 nChanged 122 SP:Iteration 91Q (1153.914130 sec): 3 clusters Score: Raw -2864812.723516 + Penalty 3442.538414 = -2861370.185102 nChanged 115 SP:Iteration 92Q (1153.984349 sec): 3 clusters Score: Raw -2864825.859175 + Penalty 3442.538414 = -2861383.320762 nChanged 109 SP:Iteration 93Q (1154.054789 sec): 3 clusters Score: Raw -2864838.252741 + Penalty 3442.538414 = -2861395.714328 nChanged 105 SP:Iteration 94Q (1154.124833 sec): 3 clusters Score: Raw -2864846.878687 + Penalty 3442.538414 = -2861404.340273 nChanged 102 SP:Iteration 95Q (1154.194850 sec): 3 clusters Score: Raw -2864856.410420 + Penalty 3442.538414 = -2861413.872006 nChanged 103 SP:Iteration 96Q (1154.264909 sec): 3 clusters Score: Raw -2864866.069484 + Penalty 3442.538414 = -2861423.531071 nChanged 97 SP:Iteration 97Q (1154.334894 sec): 3 clusters Score: Raw -2864876.127714 + Penalty 3442.538414 = -2861433.589300 nChanged 111 SP:Iteration 98Q (1154.405007 sec): 3 clusters Score: Raw -2864887.321291 + Penalty 3442.538414 = -2861444.782877 nChanged 98 SP:Iteration 99Q (1154.475335 sec): 3 clusters Score: Raw -2864897.214706 + Penalty 3442.538414 = -2861454.676292 nChanged 104 SP:Iteration 100F (1154.548614 sec): 3 clusters Score: Raw -2864908.620178 + Penalty 3442.538414 = -2861466.081764 nChanged 93 SP:Iteration 101Q (1154.619235 sec): 3 clusters Score: Raw -2864922.989542 + Penalty 3442.538414 = -2861480.451128 nChanged 105 SP:Iteration 102Q (1154.689346 sec): 3 clusters Score: Raw -2864936.937470 + Penalty 3442.538414 = -2861494.399057 nChanged 100 SP:Iteration 103Q (1154.759324 sec): 3 clusters Score: Raw -2864950.955092 + Penalty 3442.538414 = -2861508.416678 nChanged 108 SP:Iteration 104Q (1154.829459 sec): 3 clusters Score: Raw -2864964.115103 + Penalty 3442.538414 = -2861521.576689 nChanged 110 SP:Iteration 105Q (1154.899509 sec): 3 clusters Score: Raw -2864978.830803 + Penalty 3442.538414 = -2861536.292389 nChanged 108 SP:Iteration 106Q (1154.969385 sec): 3 clusters Score: Raw -2864992.815430 + Penalty 3442.538414 = -2861550.277016 nChanged 126 SP:Iteration 107Q (1155.039224 sec): 3 clusters Score: Raw -2865011.375394 + Penalty 3442.538414 = -2861568.836980 nChanged 137 SP:Iteration 108Q (1155.109546 sec): 3 clusters Score: Raw -2865035.559773 + Penalty 3442.538414 = -2861593.021359 nChanged 147 SP:Iteration 109Q (1155.178988 sec): 3 clusters Score: Raw -2865059.752969 + Penalty 3442.538414 = -2861617.214556 nChanged 151 SP:Iteration 110Q (1155.248636 sec): 3 clusters Score: Raw -2865083.681981 + Penalty 3442.538414 = -2861641.143567 nChanged 131 SP:Iteration 111Q (1155.318348 sec): 3 clusters Score: Raw -2865104.214575 + Penalty 3442.538414 = -2861661.676161 nChanged 138 SP:Iteration 112Q (1155.387916 sec): 3 clusters Score: Raw -2865123.353258 + Penalty 3442.538414 = -2861680.814844 nChanged 127 SP:Iteration 113Q (1155.457605 sec): 3 clusters Score: Raw -2865137.097295 + Penalty 3442.538414 = -2861694.558881 nChanged 103 SP:Iteration 114Q (1155.527082 sec): 3 clusters Score: Raw -2865146.250404 + Penalty 3442.538414 = -2861703.711990 nChanged 92 SP:Iteration 115Q (1155.596779 sec): 3 clusters Score: Raw -2865153.740584 + Penalty 3442.538414 = -2861711.202171 nChanged 85 SP:Iteration 116Q (1155.666567 sec): 3 clusters Score: Raw -2865160.954727 + Penalty 3442.538414 = -2861718.416314 nChanged 81 SP:Iteration 117Q (1155.736179 sec): 3 clusters Score: Raw -2865167.223752 + Penalty 3442.538414 = -2861724.685339 nChanged 65 SP:Iteration 118Q (1155.805572 sec): 3 clusters Score: Raw -2865172.688720 + Penalty 3442.538414 = -2861730.150306 nChanged 59 SP:Iteration 119Q (1155.875135 sec): 3 clusters Score: Raw -2865176.974803 + Penalty 3442.538414 = -2861734.436390 nChanged 61 SP:Iteration 120F (1155.948769 sec): 3 clusters Score: Raw -2865181.615263 + Penalty 3442.538414 = -2861739.076850 nChanged 60 SP:Iteration 121Q (1156.018818 sec): 3 clusters Score: Raw -2865187.474062 + Penalty 3442.538414 = -2861744.935648 nChanged 67 SP:Iteration 122Q (1156.088191 sec): 3 clusters Score: Raw -2865192.452101 + Penalty 3442.538414 = -2861749.913688 nChanged 59 SP:Iteration 123Q (1156.157657 sec): 3 clusters Score: Raw -2865196.938627 + Penalty 3442.538414 = -2861754.400213 nChanged 50 SP:Iteration 124Q (1156.227084 sec): 3 clusters Score: Raw -2865201.302712 + Penalty 3442.538414 = -2861758.764299 nChanged 50 SP:Iteration 125Q (1156.296135 sec): 3 clusters Score: Raw -2865204.957746 + Penalty 3442.538414 = -2861762.419332 nChanged 53 SP:Iteration 126Q (1156.365855 sec): 3 clusters Score: Raw -2865209.797137 + Penalty 3442.538414 = -2861767.258723 nChanged 55 SP:Iteration 127Q (1156.436238 sec): 3 clusters Score: Raw -2865214.554498 + Penalty 3442.538414 = -2861772.016084 nChanged 52 SP:Iteration 128Q (1156.505856 sec): 3 clusters Score: Raw -2865218.128637 + Penalty 3442.538414 = -2861775.590223 nChanged 45 SP:Iteration 129Q (1156.575332 sec): 3 clusters Score: Raw -2865221.934930 + Penalty 3442.538414 = -2861779.396516 nChanged 47 SP:Iteration 130Q (1156.644896 sec): 3 clusters Score: Raw -2865225.854529 + Penalty 3442.538414 = -2861783.316115 nChanged 52 SP:Iteration 131Q (1156.714032 sec): 3 clusters Score: Raw -2865231.619080 + Penalty 3442.538414 = -2861789.080666 nChanged 60 SP:Iteration 132Q (1156.783309 sec): 3 clusters Score: Raw -2865237.494248 + Penalty 3442.538414 = -2861794.955834 nChanged 65 SP:Iteration 133Q (1156.852725 sec): 3 clusters Score: Raw -2865242.804824 + Penalty 3442.538414 = -2861800.266410 nChanged 63 SP:Iteration 134Q (1156.921661 sec): 3 clusters Score: Raw -2865248.504323 + Penalty 3442.538414 = -2861805.965909 nChanged 57 SP:Iteration 135Q (1156.990479 sec): 3 clusters Score: Raw -2865253.940566 + Penalty 3442.538414 = -2861811.402153 nChanged 64 SP:Iteration 136Q (1157.059566 sec): 3 clusters Score: Raw -2865259.120128 + Penalty 3442.538414 = -2861816.581714 nChanged 46 SP:Iteration 137Q (1157.128405 sec): 3 clusters Score: Raw -2865262.996426 + Penalty 3442.538414 = -2861820.458013 nChanged 46 SP:Iteration 138Q (1157.196846 sec): 3 clusters Score: Raw -2865267.438477 + Penalty 3442.538414 = -2861824.900064 nChanged 45 SP:Iteration 139Q (1157.265707 sec): 3 clusters Score: Raw -2865271.677970 + Penalty 3442.538414 = -2861829.139556 nChanged 54 SP:Iteration 140F (1157.348467 sec): 3 clusters Score: Raw -2865276.382738 + Penalty 3442.538414 = -2861833.844324 nChanged 49 SP:Iteration 141Q (1157.417198 sec): 3 clusters Score: Raw -2865281.602792 + Penalty 3442.538414 = -2861839.064379 nChanged 51 SP:Iteration 142Q (1157.486311 sec): 3 clusters Score: Raw -2865284.639362 + Penalty 3442.538414 = -2861842.100948 nChanged 45 SP:Iteration 143Q (1157.554742 sec): 3 clusters Score: Raw -2865287.662729 + Penalty 3442.538414 = -2861845.124315 nChanged 43 SP:Iteration 144Q (1157.623207 sec): 3 clusters Score: Raw -2865291.121452 + Penalty 3442.538414 = -2861848.583039 nChanged 46 SP:Iteration 145Q (1157.691696 sec): 3 clusters Score: Raw -2865295.719817 + Penalty 3442.538414 = -2861853.181403 nChanged 46 SP:Iteration 146Q (1157.760221 sec): 3 clusters Score: Raw -2865299.872118 + Penalty 3442.538414 = -2861857.333704 nChanged 46 SP:Iteration 147Q (1157.828450 sec): 3 clusters Score: Raw -2865304.024526 + Penalty 3442.538414 = -2861861.486112 nChanged 41 SP:Iteration 148Q (1157.896759 sec): 3 clusters Score: Raw -2865307.866629 + Penalty 3442.538414 = -2861865.328216 nChanged 41 SP:Iteration 149Q (1157.964921 sec): 3 clusters Score: Raw -2865310.739654 + Penalty 3442.538414 = -2861868.201240 nChanged 35 SP:Iteration 150Q (1158.033443 sec): 3 clusters Score: Raw -2865313.318316 + Penalty 3442.538414 = -2861870.779903 nChanged 35 SP:Iteration 151Q (1158.101639 sec): 3 clusters Score: Raw -2865315.276633 + Penalty 3442.538414 = -2861872.738220 nChanged 26 SP:Iteration 152Q (1158.170083 sec): 3 clusters Score: Raw -2865316.538405 + Penalty 3442.538414 = -2861873.999992 nChanged 14 SP:Iteration 153Q (1158.238274 sec): 3 clusters Score: Raw -2865317.354487 + Penalty 3442.538414 = -2861874.816073 nChanged 17 SP:Iteration 154Q (1158.306474 sec): 3 clusters Score: Raw -2865318.294463 + Penalty 3442.538414 = -2861875.756050 nChanged 16 SP:Iteration 155Q (1158.374686 sec): 3 clusters Score: Raw -2865319.043013 + Penalty 3442.538414 = -2861876.504599 nChanged 10 SP:Iteration 156Q (1158.442816 sec): 3 clusters Score: Raw -2865319.818383 + Penalty 3442.538414 = -2861877.279969 nChanged 11 SP:Iteration 157Q (1158.511024 sec): 3 clusters Score: Raw -2865320.384484 + Penalty 3442.538414 = -2861877.846070 nChanged 13 SP:Iteration 158Q (1158.579092 sec): 3 clusters Score: Raw -2865320.858015 + Penalty 3442.538414 = -2861878.319602 nChanged 6 SP:Iteration 159Q (1158.647030 sec): 3 clusters Score: Raw -2865321.138781 + Penalty 3442.538414 = -2861878.600368 nChanged 12 SP:Iteration 160F (1158.720557 sec): 3 clusters Score: Raw -2865321.492382 + Penalty 3442.538414 = -2861878.953969 nChanged 2 SP:Iteration 161Q (1158.789492 sec): 3 clusters Score: Raw -2865321.541905 + Penalty 3442.538414 = -2861879.003491 nChanged 3 SP:Iteration 162Q (1158.857905 sec): 3 clusters Score: Raw -2865321.673428 + Penalty 3442.538414 = -2861879.135014 nChanged 9 SP:Iteration 163Q (1158.925979 sec): 3 clusters Score: Raw -2865321.937519 + Penalty 3442.538414 = -2861879.399106 nChanged 5 SP:Iteration 164Q (1158.994166 sec): 3 clusters Score: Raw -2865322.091716 + Penalty 3442.538414 = -2861879.553303 nChanged 6 SP:Iteration 165Q (1159.062486 sec): 3 clusters Score: Raw -2865322.313537 + Penalty 3442.538414 = -2861879.775123 nChanged 5 SP:Iteration 166Q (1159.130600 sec): 3 clusters Score: Raw -2865322.532432 + Penalty 3442.538414 = -2861879.994018 nChanged 4 SP:Iteration 167Q (1159.198899 sec): 3 clusters Score: Raw -2865322.608195 + Penalty 3442.538414 = -2861880.069781 nChanged 1 SP:Iteration 168Q (1159.266875 sec): 3 clusters Score: Raw -2865322.619761 + Penalty 3442.538414 = -2861880.081347 nChanged 0 SP:Iteration 169F (1159.340240 sec): 3 clusters Score: Raw -2865322.619761 + Penalty 3442.538414 = -2861880.081347 nChanged 0 Score: Raw -79575982.185342 + Penalty 94297.231133 = -79481684.954209 Splitting cluster 6 changes total score from -79455318.193375 to -79481684.954209 So it's getting split into cluster 42. Trying to split cluster 7 (3024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1185.032595 sec): 2 clusters Score: Raw -231113.157959 + Penalty 1302.329557 = -229810.828402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1185.048059 sec): 3 clusters Score: Raw -229733.968926 + Penalty 2604.659115 = -227129.309811 nChanged 1183 SP:Iteration 1F (1185.062593 sec): 3 clusters Score: Raw -230912.366963 + Penalty 2604.659115 = -228307.707849 nChanged 422 SP:Iteration 2F (1185.077067 sec): 3 clusters Score: Raw -231726.340582 + Penalty 2604.659115 = -229121.681467 nChanged 314 SP:Iteration 3F (1185.091595 sec): 3 clusters Score: Raw -232276.968311 + Penalty 2604.659115 = -229672.309196 nChanged 192 SP:Iteration 4F (1185.106085 sec): 3 clusters Score: Raw -232545.978454 + Penalty 2604.659115 = -229941.319339 nChanged 138 SP:Iteration 5Q (1185.120351 sec): 3 clusters Score: Raw -232718.410478 + Penalty 2604.659115 = -230113.751363 nChanged 83 SP:Iteration 6Q (1185.134618 sec): 3 clusters Score: Raw -232831.172132 + Penalty 2604.659115 = -230226.513017 nChanged 73 SP:Iteration 7Q (1185.148733 sec): 3 clusters Score: Raw -232913.248107 + Penalty 2604.659115 = -230308.588992 nChanged 59 SP:Iteration 8Q (1185.162959 sec): 3 clusters Score: Raw -232973.268744 + Penalty 2604.659115 = -230368.609629 nChanged 54 SP:Iteration 9Q (1185.177170 sec): 3 clusters Score: Raw -233018.633775 + Penalty 2604.659115 = -230413.974660 nChanged 31 SP:Iteration 10Q (1185.191307 sec): 3 clusters Score: Raw -233041.425440 + Penalty 2604.659115 = -230436.766326 nChanged 23 SP:Iteration 11Q (1185.205479 sec): 3 clusters Score: Raw -233052.213763 + Penalty 2604.659115 = -230447.554648 nChanged 17 SP:Iteration 12Q (1185.219554 sec): 3 clusters Score: Raw -233060.165449 + Penalty 2604.659115 = -230455.506335 nChanged 14 SP:Iteration 13Q (1185.233714 sec): 3 clusters Score: Raw -233067.211515 + Penalty 2604.659115 = -230462.552400 nChanged 10 SP:Iteration 14Q (1185.247771 sec): 3 clusters Score: Raw -233073.458002 + Penalty 2604.659115 = -230468.798888 nChanged 15 SP:Iteration 15Q (1185.261937 sec): 3 clusters Score: Raw -233085.988102 + Penalty 2604.659115 = -230481.328987 nChanged 17 SP:Iteration 16Q (1185.276107 sec): 3 clusters Score: Raw -233102.210824 + Penalty 2604.659115 = -230497.551709 nChanged 11 SP:Iteration 17Q (1185.290243 sec): 3 clusters Score: Raw -233107.957443 + Penalty 2604.659115 = -230503.298329 nChanged 6 SP:Iteration 18Q (1185.304380 sec): 3 clusters Score: Raw -233110.943812 + Penalty 2604.659115 = -230506.284698 nChanged 5 SP:Iteration 19Q (1185.318608 sec): 3 clusters Score: Raw -233112.731643 + Penalty 2604.659115 = -230508.072529 nChanged 5 SP:Iteration 20F (1185.333079 sec): 3 clusters Score: Raw -233114.330892 + Penalty 2604.659115 = -230509.671777 nChanged 3 SP:Iteration 21Q (1185.347210 sec): 3 clusters Score: Raw -233114.998345 + Penalty 2604.659115 = -230510.339231 nChanged 1 SP:Iteration 22Q (1185.361599 sec): 3 clusters Score: Raw -233115.156395 + Penalty 2604.659115 = -230510.497280 nChanged 1 SP:Iteration 23Q (1185.375674 sec): 3 clusters Score: Raw -233115.409068 + Penalty 2604.659115 = -230510.749954 nChanged 1 SP:Iteration 24Q (1185.389714 sec): 3 clusters Score: Raw -233115.677965 + Penalty 2604.659115 = -230511.018850 nChanged 1 SP:Iteration 25Q (1185.403752 sec): 3 clusters Score: Raw -233115.846889 + Penalty 2604.659115 = -230511.187775 nChanged 0 SP:Iteration 26F (1185.418236 sec): 3 clusters Score: Raw -233115.846889 + Penalty 2604.659115 = -230511.187775 nChanged 0 Score: Raw -79577984.874272 + Penalty 96542.403303 = -79481442.470969 Splitting cluster 7 changes total score from -79455318.193375 to -79481442.470969 So it's getting split into cluster 43. Trying to split cluster 8 (3689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1211.658355 sec): 2 clusters Score: Raw -228347.083309 + Penalty 1334.630488 = -227012.452821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.677284 sec): 3 clusters Score: Raw -226806.486543 + Penalty 2669.260977 = -224137.225567 nChanged 1513 SP:Iteration 1F (1211.694908 sec): 3 clusters Score: Raw -229887.065329 + Penalty 2669.260977 = -227217.804352 nChanged 701 SP:Iteration 2F (1211.712656 sec): 3 clusters Score: Raw -234361.199613 + Penalty 2669.260977 = -231691.938637 nChanged 556 SP:Iteration 3F (1211.730388 sec): 3 clusters Score: Raw -237691.589857 + Penalty 2669.260977 = -235022.328881 nChanged 197 SP:Iteration 4F (1211.747927 sec): 3 clusters Score: Raw -239289.835435 + Penalty 2669.260977 = -236620.574458 nChanged 77 SP:Iteration 5Q (1211.764052 sec): 3 clusters Score: Raw -239853.851483 + Penalty 2669.260977 = -237184.590506 nChanged 36 SP:Iteration 6Q (1211.780015 sec): 3 clusters Score: Raw -240049.825354 + Penalty 2669.260977 = -237380.564377 nChanged 17 SP:Iteration 7Q (1211.796006 sec): 3 clusters Score: Raw -240253.403449 + Penalty 2669.260977 = -237584.142473 nChanged 12 SP:Iteration 8Q (1211.812066 sec): 3 clusters Score: Raw -240359.391230 + Penalty 2669.260977 = -237690.130253 nChanged 12 SP:Iteration 9Q (1211.828182 sec): 3 clusters Score: Raw -240464.842956 + Penalty 2669.260977 = -237795.581979 nChanged 8 SP:Iteration 10Q (1211.844311 sec): 3 clusters Score: Raw -240473.343776 + Penalty 2669.260977 = -237804.082800 nChanged 4 SP:Iteration 11Q (1211.860421 sec): 3 clusters Score: Raw -240477.222847 + Penalty 2669.260977 = -237807.961870 nChanged 2 SP:Iteration 12Q (1211.876386 sec): 3 clusters Score: Raw -240477.527899 + Penalty 2669.260977 = -237808.266922 nChanged 0 SP:Iteration 13F (1211.893925 sec): 3 clusters Score: Raw -240513.722688 + Penalty 2669.260977 = -237844.461711 nChanged 1 SP:Iteration 14Q (1211.909885 sec): 3 clusters Score: Raw -240523.799754 + Penalty 2669.260977 = -237854.538777 nChanged 1 SP:Iteration 15Q (1211.925869 sec): 3 clusters Score: Raw -240524.407673 + Penalty 2669.260977 = -237855.146697 nChanged 0 SP:Iteration 16F (1211.943547 sec): 3 clusters Score: Raw -240524.407673 + Penalty 2669.260977 = -237855.146697 nChanged 0 Score: Raw -79590162.198636 + Penalty 98787.575473 = -79491374.623163 Splitting cluster 8 changes total score from -79455318.193375 to -79491374.623163 So it's getting split into cluster 44. Trying to split cluster 9 (7797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.929256 sec): 2 clusters Score: Raw -594145.939349 + Penalty 1456.242828 = -592689.696521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.955045 sec): 3 clusters Score: Raw -589801.163846 + Penalty 2912.485655 = -586888.678191 nChanged 3297 SP:Iteration 1F (1239.980103 sec): 3 clusters Score: Raw -591935.279344 + Penalty 2912.485655 = -589022.793689 nChanged 704 SP:Iteration 2F (1240.005219 sec): 3 clusters Score: Raw -592624.628262 + Penalty 2912.485655 = -589712.142607 nChanged 756 SP:Iteration 3F (1240.030178 sec): 3 clusters Score: Raw -593469.452741 + Penalty 2912.485655 = -590556.967086 nChanged 704 SP:Iteration 4F (1240.055240 sec): 3 clusters Score: Raw -594330.051026 + Penalty 2912.485655 = -591417.565371 nChanged 641 SP:Iteration 5F (1240.080149 sec): 3 clusters Score: Raw -595092.795182 + Penalty 2912.485655 = -592180.309527 nChanged 473 SP:Iteration 6F (1240.105421 sec): 3 clusters Score: Raw -595568.935339 + Penalty 2912.485655 = -592656.449684 nChanged 326 SP:Iteration 7Q (1240.129900 sec): 3 clusters Score: Raw -595858.547872 + Penalty 2912.485655 = -592946.062217 nChanged 244 SP:Iteration 8Q (1240.156446 sec): 3 clusters Score: Raw -596034.109409 + Penalty 2912.485655 = -593121.623754 nChanged 166 SP:Iteration 9Q (1240.180272 sec): 3 clusters Score: Raw -596133.819480 + Penalty 2912.485655 = -593221.333825 nChanged 110 SP:Iteration 10Q (1240.203966 sec): 3 clusters Score: Raw -596187.109263 + Penalty 2912.485655 = -593274.623608 nChanged 104 SP:Iteration 11Q (1240.227544 sec): 3 clusters Score: Raw -596241.715712 + Penalty 2912.485655 = -593329.230057 nChanged 102 SP:Iteration 12Q (1240.251207 sec): 3 clusters Score: Raw -596311.140775 + Penalty 2912.485655 = -593398.655120 nChanged 99 SP:Iteration 13Q (1240.274742 sec): 3 clusters Score: Raw -596373.987067 + Penalty 2912.485655 = -593461.501412 nChanged 99 SP:Iteration 14Q (1240.298226 sec): 3 clusters Score: Raw -596456.838991 + Penalty 2912.485655 = -593544.353336 nChanged 96 SP:Iteration 15Q (1240.321673 sec): 3 clusters Score: Raw -596553.201747 + Penalty 2912.485655 = -593640.716092 nChanged 111 SP:Iteration 16Q (1240.345215 sec): 3 clusters Score: Raw -596760.870644 + Penalty 2912.485655 = -593848.384989 nChanged 134 SP:Iteration 17Q (1240.368886 sec): 3 clusters Score: Raw -597191.275045 + Penalty 2912.485655 = -594278.789390 nChanged 160 SP:Iteration 18Q (1240.392249 sec): 3 clusters Score: Raw -597440.213870 + Penalty 2912.485655 = -594527.728215 nChanged 131 SP:Iteration 19Q (1240.415313 sec): 3 clusters Score: Raw -597542.405537 + Penalty 2912.485655 = -594629.919882 nChanged 71 SP:Iteration 20F (1240.440328 sec): 3 clusters Score: Raw -597595.424322 + Penalty 2912.485655 = -594682.938667 nChanged 42 SP:Iteration 21Q (1240.463291 sec): 3 clusters Score: Raw -597610.611941 + Penalty 2912.485655 = -594698.126286 nChanged 18 SP:Iteration 22Q (1240.486308 sec): 3 clusters Score: Raw -597614.019694 + Penalty 2912.485655 = -594701.534039 nChanged 16 SP:Iteration 23Q (1240.509545 sec): 3 clusters Score: Raw -597618.272770 + Penalty 2912.485655 = -594705.787115 nChanged 13 SP:Iteration 24Q (1240.532759 sec): 3 clusters Score: Raw -597621.929023 + Penalty 2912.485655 = -594709.443368 nChanged 9 SP:Iteration 25Q (1240.555791 sec): 3 clusters Score: Raw -597623.977387 + Penalty 2912.485655 = -594711.491732 nChanged 10 SP:Iteration 26Q (1240.579005 sec): 3 clusters Score: Raw -597625.584475 + Penalty 2912.485655 = -594713.098820 nChanged 8 SP:Iteration 27Q (1240.602099 sec): 3 clusters Score: Raw -597626.709149 + Penalty 2912.485655 = -594714.223494 nChanged 5 SP:Iteration 28Q (1240.625214 sec): 3 clusters Score: Raw -597627.675138 + Penalty 2912.485655 = -594715.189483 nChanged 4 SP:Iteration 29Q (1240.664189 sec): 3 clusters Score: Raw -597628.253000 + Penalty 2912.485655 = -594715.767345 nChanged 2 SP:Iteration 30Q (1240.691593 sec): 3 clusters Score: Raw -597628.798663 + Penalty 2912.485655 = -594716.313007 nChanged 2 SP:Iteration 31Q (1240.714626 sec): 3 clusters Score: Raw -597628.976179 + Penalty 2912.485655 = -594716.490524 nChanged 0 SP:Iteration 32F (1240.739502 sec): 3 clusters Score: Raw -597628.976179 + Penalty 2912.485655 = -594716.490524 nChanged 0 Score: Raw -79593645.235466 + Penalty 101032.747643 = -79492612.487824 Splitting cluster 9 changes total score from -79455318.193375 to -79492612.487824 So it's getting split into cluster 45. Trying to split cluster 10 (112939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.973182 sec): 2 clusters Score: Raw -9480572.186643 + Penalty 1890.623008 = -9478681.563634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1267.157070 sec): 3 clusters Score: Raw -9406728.580525 + Penalty 3781.246017 = -9402947.334508 nChanged 54464 SP:Iteration 1F (1267.338386 sec): 3 clusters Score: Raw -9440073.177887 + Penalty 3781.246017 = -9436291.931870 nChanged 5030 SP:Iteration 2Q (1267.531973 sec): 3 clusters Score: Raw -9442216.255467 + Penalty 3781.246017 = -9438435.009450 nChanged 6101 SP:Iteration 3F (1267.713405 sec): 3 clusters Score: Raw -9445556.391702 + Penalty 3781.246017 = -9441775.145685 nChanged 7434 SP:Iteration 4F (1267.894794 sec): 3 clusters Score: Raw -9450447.948529 + Penalty 3781.246017 = -9446666.702512 nChanged 8363 SP:Iteration 5F (1268.076527 sec): 3 clusters Score: Raw -9456639.416792 + Penalty 3781.246017 = -9452858.170775 nChanged 8334 SP:Iteration 6F (1268.258215 sec): 3 clusters Score: Raw -9463274.985859 + Penalty 3781.246017 = -9459493.739842 nChanged 7104 SP:Iteration 7F (1268.440204 sec): 3 clusters Score: Raw -9468752.412125 + Penalty 3781.246017 = -9464971.166108 nChanged 5099 SP:Iteration 8Q (1268.630328 sec): 3 clusters Score: Raw -9471872.270419 + Penalty 3781.246017 = -9468091.024402 nChanged 3423 SP:Iteration 9Q (1268.817487 sec): 3 clusters Score: Raw -9473400.896581 + Penalty 3781.246017 = -9469619.650564 nChanged 2279 SP:Iteration 10Q (1269.001946 sec): 3 clusters Score: Raw -9474330.952922 + Penalty 3781.246017 = -9470549.706905 nChanged 1858 SP:Iteration 11Q (1269.209966 sec): 3 clusters Score: Raw -9475082.285318 + Penalty 3781.246017 = -9471301.039301 nChanged 1697 SP:Iteration 12Q (1269.391105 sec): 3 clusters Score: Raw -9475775.976882 + Penalty 3781.246017 = -9471994.730866 nChanged 1676 SP:Iteration 13Q (1269.570555 sec): 3 clusters Score: Raw -9476508.315391 + Penalty 3781.246017 = -9472727.069374 nChanged 1592 SP:Iteration 14Q (1269.748153 sec): 3 clusters Score: Raw -9477231.042595 + Penalty 3781.246017 = -9473449.796578 nChanged 1507 SP:Iteration 15Q (1269.923356 sec): 3 clusters Score: Raw -9477909.445069 + Penalty 3781.246017 = -9474128.199052 nChanged 1398 SP:Iteration 16Q (1270.096633 sec): 3 clusters Score: Raw -9478528.893986 + Penalty 3781.246017 = -9474747.647969 nChanged 1256 SP:Iteration 17Q (1270.267538 sec): 3 clusters Score: Raw -9479051.447646 + Penalty 3781.246017 = -9475270.201629 nChanged 1105 SP:Iteration 18Q (1270.436903 sec): 3 clusters Score: Raw -9479474.630252 + Penalty 3781.246017 = -9475693.384235 nChanged 1017 SP:Iteration 19Q (1270.604245 sec): 3 clusters Score: Raw -9479839.324319 + Penalty 3781.246017 = -9476058.078302 nChanged 923 SP:Iteration 20F (1270.785947 sec): 3 clusters Score: Raw -9480129.028339 + Penalty 3781.246017 = -9476347.782322 nChanged 815 SP:Iteration 21Q (1270.951698 sec): 3 clusters Score: Raw -9480355.498729 + Penalty 3781.246017 = -9476574.252713 nChanged 779 SP:Iteration 22Q (1271.116454 sec): 3 clusters Score: Raw -9480565.032281 + Penalty 3781.246017 = -9476783.786264 nChanged 661 SP:Iteration 23Q (1271.283301 sec): 3 clusters Score: Raw -9480719.402934 + Penalty 3781.246017 = -9476938.156917 nChanged 644 SP:Iteration 24Q (1271.446296 sec): 3 clusters Score: Raw -9480862.042472 + Penalty 3781.246017 = -9477080.796455 nChanged 603 SP:Iteration 25Q (1271.608244 sec): 3 clusters Score: Raw -9480987.005653 + Penalty 3781.246017 = -9477205.759636 nChanged 567 SP:Iteration 26Q (1271.769267 sec): 3 clusters Score: Raw -9481098.007678 + Penalty 3781.246017 = -9477316.761661 nChanged 518 SP:Iteration 27Q (1271.929798 sec): 3 clusters Score: Raw -9481190.530148 + Penalty 3781.246017 = -9477409.284131 nChanged 486 SP:Iteration 28Q (1272.089399 sec): 3 clusters Score: Raw -9481273.693715 + Penalty 3781.246017 = -9477492.447698 nChanged 452 SP:Iteration 29Q (1272.248638 sec): 3 clusters Score: Raw -9481350.988528 + Penalty 3781.246017 = -9477569.742511 nChanged 427 SP:Iteration 30Q (1272.406860 sec): 3 clusters Score: Raw -9481419.761144 + Penalty 3781.246017 = -9477638.515127 nChanged 419 SP:Iteration 31Q (1272.565914 sec): 3 clusters Score: Raw -9481482.201648 + Penalty 3781.246017 = -9477700.955632 nChanged 370 SP:Iteration 32Q (1272.723194 sec): 3 clusters Score: Raw -9481536.918788 + Penalty 3781.246017 = -9477755.672771 nChanged 345 SP:Iteration 33Q (1272.880419 sec): 3 clusters Score: Raw -9481587.344273 + Penalty 3781.246017 = -9477806.098256 nChanged 350 SP:Iteration 34Q (1273.037010 sec): 3 clusters Score: Raw -9481636.668828 + Penalty 3781.246017 = -9477855.422811 nChanged 322 SP:Iteration 35Q (1273.193012 sec): 3 clusters Score: Raw -9481679.443645 + Penalty 3781.246017 = -9477898.197628 nChanged 300 SP:Iteration 36Q (1273.348651 sec): 3 clusters Score: Raw -9481720.901235 + Penalty 3781.246017 = -9477939.655218 nChanged 282 SP:Iteration 37Q (1273.503940 sec): 3 clusters Score: Raw -9481756.986693 + Penalty 3781.246017 = -9477975.740676 nChanged 254 SP:Iteration 38Q (1273.658775 sec): 3 clusters Score: Raw -9481787.798560 + Penalty 3781.246017 = -9478006.552543 nChanged 242 SP:Iteration 39Q (1273.818138 sec): 3 clusters Score: Raw -9481816.936154 + Penalty 3781.246017 = -9478035.690137 nChanged 236 SP:Iteration 40F (1273.999821 sec): 3 clusters Score: Raw -9481845.658748 + Penalty 3781.246017 = -9478064.412731 nChanged 215 SP:Iteration 41Q (1274.154978 sec): 3 clusters Score: Raw -9481871.948770 + Penalty 3781.246017 = -9478090.702753 nChanged 204 SP:Iteration 42Q (1274.343868 sec): 3 clusters Score: Raw -9481895.650445 + Penalty 3781.246017 = -9478114.404428 nChanged 195 SP:Iteration 43Q (1274.498179 sec): 3 clusters Score: Raw -9481917.410759 + Penalty 3781.246017 = -9478136.164742 nChanged 191 SP:Iteration 44Q (1274.652867 sec): 3 clusters Score: Raw -9481937.334114 + Penalty 3781.246017 = -9478156.088097 nChanged 173 SP:Iteration 45Q (1274.806721 sec): 3 clusters Score: Raw -9481954.371200 + Penalty 3781.246017 = -9478173.125183 nChanged 152 SP:Iteration 46Q (1274.960346 sec): 3 clusters Score: Raw -9481967.791213 + Penalty 3781.246017 = -9478186.545196 nChanged 137 SP:Iteration 47Q (1275.114385 sec): 3 clusters Score: Raw -9481978.491414 + Penalty 3781.246017 = -9478197.245397 nChanged 114 SP:Iteration 48Q (1275.267793 sec): 3 clusters Score: Raw -9481987.117579 + Penalty 3781.246017 = -9478205.871562 nChanged 119 SP:Iteration 49Q (1275.421069 sec): 3 clusters Score: Raw -9481996.079259 + Penalty 3781.246017 = -9478214.833242 nChanged 100 SP:Iteration 50Q (1275.574035 sec): 3 clusters Score: Raw -9482003.524760 + Penalty 3781.246017 = -9478222.278744 nChanged 99 SP:Iteration 51Q (1275.726592 sec): 3 clusters Score: Raw -9482011.285960 + Penalty 3781.246017 = -9478230.039943 nChanged 110 SP:Iteration 52Q (1275.880119 sec): 3 clusters Score: Raw -9482019.615701 + Penalty 3781.246017 = -9478238.369684 nChanged 103 SP:Iteration 53Q (1276.034325 sec): 3 clusters Score: Raw -9482027.357375 + Penalty 3781.246017 = -9478246.111358 nChanged 92 SP:Iteration 54Q (1276.186829 sec): 3 clusters Score: Raw -9482034.842554 + Penalty 3781.246017 = -9478253.596537 nChanged 90 SP:Iteration 55Q (1276.339420 sec): 3 clusters Score: Raw -9482041.583143 + Penalty 3781.246017 = -9478260.337126 nChanged 86 SP:Iteration 56Q (1276.491825 sec): 3 clusters Score: Raw -9482049.425160 + Penalty 3781.246017 = -9478268.179144 nChanged 93 SP:Iteration 57Q (1276.644033 sec): 3 clusters Score: Raw -9482058.451246 + Penalty 3781.246017 = -9478277.205229 nChanged 109 SP:Iteration 58Q (1276.796192 sec): 3 clusters Score: Raw -9482067.665318 + Penalty 3781.246017 = -9478286.419301 nChanged 108 SP:Iteration 59Q (1276.947743 sec): 3 clusters Score: Raw -9482078.427179 + Penalty 3781.246017 = -9478297.181163 nChanged 119 SP:Iteration 60F (1277.128488 sec): 3 clusters Score: Raw -9482090.991973 + Penalty 3781.246017 = -9478309.745956 nChanged 116 SP:Iteration 61Q (1277.279943 sec): 3 clusters Score: Raw -9482102.582863 + Penalty 3781.246017 = -9478321.336846 nChanged 117 SP:Iteration 62Q (1277.431271 sec): 3 clusters Score: Raw -9482112.975711 + Penalty 3781.246017 = -9478331.729695 nChanged 101 SP:Iteration 63Q (1277.582517 sec): 3 clusters Score: Raw -9482120.519069 + Penalty 3781.246017 = -9478339.273052 nChanged 70 SP:Iteration 64Q (1277.733770 sec): 3 clusters Score: Raw -9482125.661906 + Penalty 3781.246017 = -9478344.415889 nChanged 80 SP:Iteration 65Q (1277.884852 sec): 3 clusters Score: Raw -9482131.300134 + Penalty 3781.246017 = -9478350.054117 nChanged 66 SP:Iteration 66Q (1278.047392 sec): 3 clusters Score: Raw -9482135.978965 + Penalty 3781.246017 = -9478354.732948 nChanged 72 SP:Iteration 67Q (1278.199112 sec): 3 clusters Score: Raw -9482141.232858 + Penalty 3781.246017 = -9478359.986841 nChanged 69 SP:Iteration 68Q (1278.359163 sec): 3 clusters Score: Raw -9482146.282523 + Penalty 3781.246017 = -9478365.036506 nChanged 62 SP:Iteration 69Q (1278.509811 sec): 3 clusters Score: Raw -9482150.067453 + Penalty 3781.246017 = -9478368.821436 nChanged 54 SP:Iteration 70Q (1278.660496 sec): 3 clusters Score: Raw -9482153.134626 + Penalty 3781.246017 = -9478371.888609 nChanged 49 SP:Iteration 71Q (1278.811099 sec): 3 clusters Score: Raw -9482155.945141 + Penalty 3781.246017 = -9478374.699124 nChanged 42 SP:Iteration 72Q (1278.967561 sec): 3 clusters Score: Raw -9482158.086125 + Penalty 3781.246017 = -9478376.840108 nChanged 35 SP:Iteration 73Q (1279.140210 sec): 3 clusters Score: Raw -9482159.950330 + Penalty 3781.246017 = -9478378.704314 nChanged 36 SP:Iteration 74Q (1279.318283 sec): 3 clusters Score: Raw -9482161.725748 + Penalty 3781.246017 = -9478380.479731 nChanged 27 SP:Iteration 75Q (1279.469876 sec): 3 clusters Score: Raw -9482162.882974 + Penalty 3781.246017 = -9478381.636957 nChanged 30 SP:Iteration 76Q (1279.619950 sec): 3 clusters Score: Raw -9482164.141120 + Penalty 3781.246017 = -9478382.895103 nChanged 31 SP:Iteration 77Q (1279.770278 sec): 3 clusters Score: Raw -9482165.545817 + Penalty 3781.246017 = -9478384.299800 nChanged 24 SP:Iteration 78Q (1279.920555 sec): 3 clusters Score: Raw -9482166.521506 + Penalty 3781.246017 = -9478385.275489 nChanged 15 SP:Iteration 79Q (1280.070737 sec): 3 clusters Score: Raw -9482167.129356 + Penalty 3781.246017 = -9478385.883339 nChanged 17 SP:Iteration 80F (1280.251681 sec): 3 clusters Score: Raw -9482167.938168 + Penalty 3781.246017 = -9478386.692151 nChanged 20 SP:Iteration 81Q (1280.401807 sec): 3 clusters Score: Raw -9482168.787796 + Penalty 3781.246017 = -9478387.541779 nChanged 21 SP:Iteration 82Q (1280.573903 sec): 3 clusters Score: Raw -9482169.547174 + Penalty 3781.246017 = -9478388.301157 nChanged 21 SP:Iteration 83Q (1280.726673 sec): 3 clusters Score: Raw -9482170.425331 + Penalty 3781.246017 = -9478389.179314 nChanged 16 SP:Iteration 84Q (1280.876773 sec): 3 clusters Score: Raw -9482171.184751 + Penalty 3781.246017 = -9478389.938734 nChanged 21 SP:Iteration 85Q (1281.027242 sec): 3 clusters Score: Raw -9482172.149216 + Penalty 3781.246017 = -9478390.903199 nChanged 23 SP:Iteration 86Q (1281.177466 sec): 3 clusters Score: Raw -9482173.354149 + Penalty 3781.246017 = -9478392.108132 nChanged 16 SP:Iteration 87Q (1281.328510 sec): 3 clusters Score: Raw -9482173.908208 + Penalty 3781.246017 = -9478392.662191 nChanged 14 SP:Iteration 88Q (1281.480660 sec): 3 clusters Score: Raw -9482174.499401 + Penalty 3781.246017 = -9478393.253384 nChanged 13 SP:Iteration 89Q (1281.632201 sec): 3 clusters Score: Raw -9482175.407056 + Penalty 3781.246017 = -9478394.161039 nChanged 10 SP:Iteration 90Q (1281.783419 sec): 3 clusters Score: Raw -9482175.946858 + Penalty 3781.246017 = -9478394.700842 nChanged 12 SP:Iteration 91Q (1281.940391 sec): 3 clusters Score: Raw -9482176.502159 + Penalty 3781.246017 = -9478395.256142 nChanged 13 SP:Iteration 92Q (1282.101455 sec): 3 clusters Score: Raw -9482177.070523 + Penalty 3781.246017 = -9478395.824506 nChanged 9 SP:Iteration 93Q (1282.251118 sec): 3 clusters Score: Raw -9482177.434458 + Penalty 3781.246017 = -9478396.188441 nChanged 12 SP:Iteration 94Q (1282.401569 sec): 3 clusters Score: Raw -9482177.928294 + Penalty 3781.246017 = -9478396.682277 nChanged 12 SP:Iteration 95Q (1282.551413 sec): 3 clusters Score: Raw -9482178.512533 + Penalty 3781.246017 = -9478397.266516 nChanged 14 SP:Iteration 96Q (1282.701463 sec): 3 clusters Score: Raw -9482179.180030 + Penalty 3781.246017 = -9478397.934013 nChanged 15 SP:Iteration 97Q (1282.864195 sec): 3 clusters Score: Raw -9482179.901241 + Penalty 3781.246017 = -9478398.655224 nChanged 16 SP:Iteration 98Q (1283.038502 sec): 3 clusters Score: Raw -9482180.635085 + Penalty 3781.246017 = -9478399.389069 nChanged 19 SP:Iteration 99Q (1283.201684 sec): 3 clusters Score: Raw -9482181.574411 + Penalty 3781.246017 = -9478400.328394 nChanged 17 SP:Iteration 100F (1283.385779 sec): 3 clusters Score: Raw -9482182.498387 + Penalty 3781.246017 = -9478401.252370 nChanged 13 SP:Iteration 101Q (1283.535547 sec): 3 clusters Score: Raw -9482183.025174 + Penalty 3781.246017 = -9478401.779158 nChanged 10 SP:Iteration 102Q (1283.685481 sec): 3 clusters Score: Raw -9482183.574549 + Penalty 3781.246017 = -9478402.328532 nChanged 9 SP:Iteration 103Q (1283.835295 sec): 3 clusters Score: Raw -9482183.962203 + Penalty 3781.246017 = -9478402.716186 nChanged 10 SP:Iteration 104Q (1284.019282 sec): 3 clusters Score: Raw -9482184.365528 + Penalty 3781.246017 = -9478403.119511 nChanged 8 SP:Iteration 105Q (1284.169482 sec): 3 clusters Score: Raw -9482184.637176 + Penalty 3781.246017 = -9478403.391159 nChanged 7 SP:Iteration 106Q (1284.319289 sec): 3 clusters Score: Raw -9482184.888128 + Penalty 3781.246017 = -9478403.642111 nChanged 7 SP:Iteration 107Q (1284.493104 sec): 3 clusters Score: Raw -9482185.109361 + Penalty 3781.246017 = -9478403.863344 nChanged 8 SP:Iteration 108Q (1284.644565 sec): 3 clusters Score: Raw -9482185.367409 + Penalty 3781.246017 = -9478404.121392 nChanged 6 SP:Iteration 109Q (1284.794727 sec): 3 clusters Score: Raw -9482185.533406 + Penalty 3781.246017 = -9478404.287389 nChanged 8 SP:Iteration 110Q (1284.944807 sec): 3 clusters Score: Raw -9482185.810538 + Penalty 3781.246017 = -9478404.564521 nChanged 6 SP:Iteration 111Q (1285.094652 sec): 3 clusters Score: Raw -9482185.966864 + Penalty 3781.246017 = -9478404.720847 nChanged 4 SP:Iteration 112Q (1285.244926 sec): 3 clusters Score: Raw -9482186.111904 + Penalty 3781.246017 = -9478404.865887 nChanged 5 SP:Iteration 113Q (1285.411305 sec): 3 clusters Score: Raw -9482186.304832 + Penalty 3781.246017 = -9478405.058815 nChanged 10 SP:Iteration 114Q (1285.562559 sec): 3 clusters Score: Raw -9482186.804845 + Penalty 3781.246017 = -9478405.558828 nChanged 11 SP:Iteration 115Q (1285.713535 sec): 3 clusters Score: Raw -9482187.278473 + Penalty 3781.246017 = -9478406.032456 nChanged 8 SP:Iteration 116Q (1285.864253 sec): 3 clusters Score: Raw -9482187.591744 + Penalty 3781.246017 = -9478406.345727 nChanged 9 SP:Iteration 117Q (1286.014388 sec): 3 clusters Score: Raw -9482187.929283 + Penalty 3781.246017 = -9478406.683266 nChanged 9 SP:Iteration 118Q (1286.175319 sec): 3 clusters Score: Raw -9482188.467972 + Penalty 3781.246017 = -9478407.221955 nChanged 12 SP:Iteration 119Q (1286.328234 sec): 3 clusters Score: Raw -9482188.965830 + Penalty 3781.246017 = -9478407.719814 nChanged 13 SP:Iteration 120F (1286.510141 sec): 3 clusters Score: Raw -9482189.467906 + Penalty 3781.246017 = -9478408.221889 nChanged 9 SP:Iteration 121Q (1286.661119 sec): 3 clusters Score: Raw -9482189.703283 + Penalty 3781.246017 = -9478408.457266 nChanged 6 SP:Iteration 122Q (1286.818521 sec): 3 clusters Score: Raw -9482189.836141 + Penalty 3781.246017 = -9478408.590124 nChanged 7 SP:Iteration 123Q (1286.967874 sec): 3 clusters Score: Raw -9482190.107491 + Penalty 3781.246017 = -9478408.861474 nChanged 6 SP:Iteration 124Q (1287.118184 sec): 3 clusters Score: Raw -9482190.382074 + Penalty 3781.246017 = -9478409.136057 nChanged 4 SP:Iteration 125Q (1287.276155 sec): 3 clusters Score: Raw -9482190.489311 + Penalty 3781.246017 = -9478409.243294 nChanged 3 SP:Iteration 126Q (1287.426890 sec): 3 clusters Score: Raw -9482190.581857 + Penalty 3781.246017 = -9478409.335840 nChanged 4 SP:Iteration 127Q (1287.577248 sec): 3 clusters Score: Raw -9482190.720438 + Penalty 3781.246017 = -9478409.474421 nChanged 6 SP:Iteration 128Q (1287.728394 sec): 3 clusters Score: Raw -9482191.008456 + Penalty 3781.246017 = -9478409.762439 nChanged 9 SP:Iteration 129Q (1287.879352 sec): 3 clusters Score: Raw -9482191.344233 + Penalty 3781.246017 = -9478410.098216 nChanged 7 SP:Iteration 130Q (1288.032439 sec): 3 clusters Score: Raw -9482191.643537 + Penalty 3781.246017 = -9478410.397520 nChanged 4 SP:Iteration 131Q (1288.183196 sec): 3 clusters Score: Raw -9482191.790871 + Penalty 3781.246017 = -9478410.544854 nChanged 7 SP:Iteration 132Q (1288.333650 sec): 3 clusters Score: Raw -9482192.031808 + Penalty 3781.246017 = -9478410.785792 nChanged 8 SP:Iteration 133Q (1288.518542 sec): 3 clusters Score: Raw -9482192.294782 + Penalty 3781.246017 = -9478411.048765 nChanged 9 SP:Iteration 134Q (1288.668022 sec): 3 clusters Score: Raw -9482192.635226 + Penalty 3781.246017 = -9478411.389209 nChanged 7 SP:Iteration 135Q (1288.821766 sec): 3 clusters Score: Raw -9482192.857671 + Penalty 3781.246017 = -9478411.611654 nChanged 2 SP:Iteration 136Q (1288.972162 sec): 3 clusters Score: Raw -9482192.910508 + Penalty 3781.246017 = -9478411.664491 nChanged 1 SP:Iteration 137Q (1289.122470 sec): 3 clusters Score: Raw -9482192.927189 + Penalty 3781.246017 = -9478411.681172 nChanged 1 SP:Iteration 138Q (1289.279615 sec): 3 clusters Score: Raw -9482192.935338 + Penalty 3781.246017 = -9478411.689321 nChanged 0 SP:Iteration 139F (1289.461349 sec): 3 clusters Score: Raw -9482192.935338 + Penalty 3781.246017 = -9478411.689321 nChanged 0 Trying to split cluster 11 (3015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.473948 sec): 2 clusters Score: Raw -227234.923611 + Penalty 1301.845205 = -225933.078406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.493612 sec): 3 clusters Score: Raw -225816.553171 + Penalty 2603.690410 = -223212.862760 nChanged 1153 SP:Iteration 1F (1289.508223 sec): 3 clusters Score: Raw -226570.618324 + Penalty 2603.690410 = -223966.927914 nChanged 264 SP:Iteration 2F (1289.523101 sec): 3 clusters Score: Raw -226853.429178 + Penalty 2603.690410 = -224249.738767 nChanged 250 SP:Iteration 3F (1289.537955 sec): 3 clusters Score: Raw -227137.219236 + Penalty 2603.690410 = -224533.528825 nChanged 212 SP:Iteration 4F (1289.555026 sec): 3 clusters Score: Raw -227356.199252 + Penalty 2603.690410 = -224752.508841 nChanged 166 SP:Iteration 5F (1289.569883 sec): 3 clusters Score: Raw -227500.085611 + Penalty 2603.690410 = -224896.395200 nChanged 161 SP:Iteration 6F (1289.584923 sec): 3 clusters Score: Raw -227629.417822 + Penalty 2603.690410 = -225025.727412 nChanged 126 SP:Iteration 7Q (1289.599648 sec): 3 clusters Score: Raw -227725.155518 + Penalty 2603.690410 = -225121.465108 nChanged 116 SP:Iteration 8Q (1289.617500 sec): 3 clusters Score: Raw -227811.094680 + Penalty 2603.690410 = -225207.404269 nChanged 89 SP:Iteration 9Q (1289.632109 sec): 3 clusters Score: Raw -227885.065220 + Penalty 2603.690410 = -225281.374809 nChanged 95 SP:Iteration 10Q (1289.646639 sec): 3 clusters Score: Raw -227958.024431 + Penalty 2603.690410 = -225354.334021 nChanged 71 SP:Iteration 11Q (1289.661174 sec): 3 clusters Score: Raw -228006.337442 + Penalty 2603.690410 = -225402.647032 nChanged 60 SP:Iteration 12Q (1289.678542 sec): 3 clusters Score: Raw -228046.379203 + Penalty 2603.690410 = -225442.688793 nChanged 44 SP:Iteration 13Q (1289.693225 sec): 3 clusters Score: Raw -228068.828367 + Penalty 2603.690410 = -225465.137957 nChanged 33 SP:Iteration 14Q (1289.711214 sec): 3 clusters Score: Raw -228085.266583 + Penalty 2603.690410 = -225481.576172 nChanged 31 SP:Iteration 15Q (1289.725843 sec): 3 clusters Score: Raw -228102.474290 + Penalty 2603.690410 = -225498.783879 nChanged 23 SP:Iteration 16Q (1289.743562 sec): 3 clusters Score: Raw -228113.626586 + Penalty 2603.690410 = -225509.936175 nChanged 26 SP:Iteration 17Q (1289.758095 sec): 3 clusters Score: Raw -228125.840301 + Penalty 2603.690410 = -225522.149891 nChanged 21 SP:Iteration 18Q (1289.772664 sec): 3 clusters Score: Raw -228137.220014 + Penalty 2603.690410 = -225533.529603 nChanged 23 SP:Iteration 19Q (1289.787231 sec): 3 clusters Score: Raw -228149.125324 + Penalty 2603.690410 = -225545.434914 nChanged 21 SP:Iteration 20F (1289.804692 sec): 3 clusters Score: Raw -228160.302968 + Penalty 2603.690410 = -225556.612557 nChanged 23 SP:Iteration 21Q (1289.819309 sec): 3 clusters Score: Raw -228172.214736 + Penalty 2603.690410 = -225568.524326 nChanged 23 SP:Iteration 22Q (1289.836401 sec): 3 clusters Score: Raw -228182.534193 + Penalty 2603.690410 = -225578.843782 nChanged 19 SP:Iteration 23Q (1289.850972 sec): 3 clusters Score: Raw -228192.027867 + Penalty 2603.690410 = -225588.337456 nChanged 19 SP:Iteration 24Q (1289.867786 sec): 3 clusters Score: Raw -228201.784546 + Penalty 2603.690410 = -225598.094135 nChanged 12 SP:Iteration 25Q (1289.882318 sec): 3 clusters Score: Raw -228206.627029 + Penalty 2603.690410 = -225602.936619 nChanged 11 SP:Iteration 26Q (1289.896612 sec): 3 clusters Score: Raw -228210.699930 + Penalty 2603.690410 = -225607.009519 nChanged 8 SP:Iteration 27Q (1289.911058 sec): 3 clusters Score: Raw -228214.007691 + Penalty 2603.690410 = -225610.317281 nChanged 4 SP:Iteration 28Q (1289.925527 sec): 3 clusters Score: Raw -228214.898968 + Penalty 2603.690410 = -225611.208558 nChanged 2 SP:Iteration 29Q (1289.939365 sec): 3 clusters Score: Raw -228215.354300 + Penalty 2603.690410 = -225611.663890 nChanged 4 SP:Iteration 30Q (1289.953815 sec): 3 clusters Score: Raw -228216.461255 + Penalty 2603.690410 = -225612.770844 nChanged 2 SP:Iteration 31Q (1289.967377 sec): 3 clusters Score: Raw -228217.213880 + Penalty 2603.690410 = -225613.523470 nChanged 2 SP:Iteration 32Q (1289.981800 sec): 3 clusters Score: Raw -228217.999584 + Penalty 2603.690410 = -225614.309173 nChanged 3 SP:Iteration 33Q (1289.996040 sec): 3 clusters Score: Raw -228221.675215 + Penalty 2603.690410 = -225617.984804 nChanged 4 SP:Iteration 34Q (1290.010394 sec): 3 clusters Score: Raw -228225.244982 + Penalty 2603.690410 = -225621.554571 nChanged 4 SP:Iteration 35Q (1290.024786 sec): 3 clusters Score: Raw -228227.281317 + Penalty 2603.690410 = -225623.590907 nChanged 4 SP:Iteration 36Q (1290.039184 sec): 3 clusters Score: Raw -228230.334672 + Penalty 2603.690410 = -225626.644261 nChanged 9 SP:Iteration 37Q (1290.053539 sec): 3 clusters Score: Raw -228235.482730 + Penalty 2603.690410 = -225631.792320 nChanged 5 SP:Iteration 38Q (1290.067545 sec): 3 clusters Score: Raw -228238.379857 + Penalty 2603.690410 = -225634.689447 nChanged 5 SP:Iteration 39Q (1290.086592 sec): 3 clusters Score: Raw -228239.862129 + Penalty 2603.690410 = -225636.171718 nChanged 3 SP:Iteration 40F (1290.101205 sec): 3 clusters Score: Raw -228240.693517 + Penalty 2603.690410 = -225637.003106 nChanged 1 SP:Iteration 41Q (1290.115594 sec): 3 clusters Score: Raw -228240.996815 + Penalty 2603.690410 = -225637.306404 nChanged 1 SP:Iteration 42Q (1290.129537 sec): 3 clusters Score: Raw -228241.586080 + Penalty 2603.690410 = -225637.895670 nChanged 3 SP:Iteration 43Q (1290.143801 sec): 3 clusters Score: Raw -228242.816607 + Penalty 2603.690410 = -225639.126197 nChanged 1 SP:Iteration 44Q (1290.158068 sec): 3 clusters Score: Raw -228243.401488 + Penalty 2603.690410 = -225639.711077 nChanged 1 SP:Iteration 45Q (1290.172450 sec): 3 clusters Score: Raw -228243.760693 + Penalty 2603.690410 = -225640.070282 nChanged 1 SP:Iteration 46Q (1290.186347 sec): 3 clusters Score: Raw -228243.986071 + Penalty 2603.690410 = -225640.295660 nChanged 0 SP:Iteration 47F (1290.201035 sec): 3 clusters Score: Raw -228243.986071 + Penalty 2603.690410 = -225640.295660 nChanged 0 Trying to split cluster 12 (2263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1290.217316 sec): 2 clusters Score: Raw -146423.997356 + Penalty 1255.222580 = -145168.774776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1290.229033 sec): 3 clusters Score: Raw -145501.766958 + Penalty 2510.445160 = -142991.321798 nChanged 833 SP:Iteration 1F (1290.242885 sec): 3 clusters Score: Raw -146346.446632 + Penalty 2510.445160 = -143836.001473 nChanged 270 SP:Iteration 2F (1290.254126 sec): 3 clusters Score: Raw -146891.275821 + Penalty 2510.445160 = -144380.830661 nChanged 252 SP:Iteration 3F (1290.265217 sec): 3 clusters Score: Raw -147295.041017 + Penalty 2510.445160 = -144784.595858 nChanged 154 SP:Iteration 4F (1290.276314 sec): 3 clusters Score: Raw -147484.562404 + Penalty 2510.445160 = -144974.117244 nChanged 90 SP:Iteration 5Q (1290.287105 sec): 3 clusters Score: Raw -147545.494964 + Penalty 2510.445160 = -145035.049805 nChanged 47 SP:Iteration 6Q (1290.297940 sec): 3 clusters Score: Raw -147587.573040 + Penalty 2510.445160 = -145077.127880 nChanged 31 SP:Iteration 7Q (1290.308212 sec): 3 clusters Score: Raw -147635.851690 + Penalty 2510.445160 = -145125.406530 nChanged 20 SP:Iteration 8Q (1290.318941 sec): 3 clusters Score: Raw -147661.810110 + Penalty 2510.445160 = -145151.364950 nChanged 7 SP:Iteration 9Q (1290.334048 sec): 3 clusters Score: Raw -147668.907516 + Penalty 2510.445160 = -145158.462356 nChanged 0 SP:Iteration 10F (1290.345186 sec): 3 clusters Score: Raw -147668.907516 + Penalty 2510.445160 = -145158.462356 nChanged 0 Trying to split cluster 13 (16014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1290.378337 sec): 2 clusters Score: Raw -1210606.539493 + Penalty 1573.198026 = -1209033.341467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1290.420050 sec): 3 clusters Score: Raw -1201202.727363 + Penalty 3146.396051 = -1198056.331312 nChanged 7105 SP:Iteration 1F (1290.457407 sec): 3 clusters Score: Raw -1206146.136695 + Penalty 3146.396051 = -1202999.740644 nChanged 1729 SP:Iteration 2F (1290.494815 sec): 3 clusters Score: Raw -1208476.957476 + Penalty 3146.396051 = -1205330.561425 nChanged 2025 SP:Iteration 3F (1290.531992 sec): 3 clusters Score: Raw -1211843.608146 + Penalty 3146.396051 = -1208697.212095 nChanged 1830 SP:Iteration 4F (1290.569352 sec): 3 clusters Score: Raw -1214234.561002 + Penalty 3146.396051 = -1211088.164951 nChanged 1062 SP:Iteration 5F (1290.607058 sec): 3 clusters Score: Raw -1215092.970864 + Penalty 3146.396051 = -1211946.574813 nChanged 548 SP:Iteration 6Q (1290.643811 sec): 3 clusters Score: Raw -1215391.220338 + Penalty 3146.396051 = -1212244.824287 nChanged 283 SP:Iteration 7Q (1290.680486 sec): 3 clusters Score: Raw -1215505.465325 + Penalty 3146.396051 = -1212359.069274 nChanged 162 SP:Iteration 8Q (1290.718735 sec): 3 clusters Score: Raw -1215555.324089 + Penalty 3146.396051 = -1212408.928038 nChanged 126 SP:Iteration 9Q (1290.754850 sec): 3 clusters Score: Raw -1215586.222045 + Penalty 3146.396051 = -1212439.825993 nChanged 87 SP:Iteration 10Q (1290.794649 sec): 3 clusters Score: Raw -1215611.750127 + Penalty 3146.396051 = -1212465.354076 nChanged 85 SP:Iteration 11Q (1290.830416 sec): 3 clusters Score: Raw -1215631.361369 + Penalty 3146.396051 = -1212484.965318 nChanged 68 SP:Iteration 12Q (1290.866048 sec): 3 clusters Score: Raw -1215644.765534 + Penalty 3146.396051 = -1212498.369483 nChanged 58 SP:Iteration 13Q (1290.901863 sec): 3 clusters Score: Raw -1215657.182075 + Penalty 3146.396051 = -1212510.786024 nChanged 51 SP:Iteration 14Q (1290.937424 sec): 3 clusters Score: Raw -1215666.058537 + Penalty 3146.396051 = -1212519.662486 nChanged 37 SP:Iteration 15Q (1290.972834 sec): 3 clusters Score: Raw -1215671.901589 + Penalty 3146.396051 = -1212525.505538 nChanged 39 SP:Iteration 16Q (1291.011960 sec): 3 clusters Score: Raw -1215677.908333 + Penalty 3146.396051 = -1212531.512281 nChanged 37 SP:Iteration 17Q (1291.047211 sec): 3 clusters Score: Raw -1215683.866241 + Penalty 3146.396051 = -1212537.470190 nChanged 34 SP:Iteration 18Q (1291.082859 sec): 3 clusters Score: Raw -1215689.120817 + Penalty 3146.396051 = -1212542.724766 nChanged 26 SP:Iteration 19Q (1291.118244 sec): 3 clusters Score: Raw -1215692.217715 + Penalty 3146.396051 = -1212545.821664 nChanged 24 SP:Iteration 20F (1291.155922 sec): 3 clusters Score: Raw -1215694.779411 + Penalty 3146.396051 = -1212548.383360 nChanged 23 SP:Iteration 21Q (1291.200381 sec): 3 clusters Score: Raw -1215697.471775 + Penalty 3146.396051 = -1212551.075724 nChanged 23 SP:Iteration 22Q (1291.249661 sec): 3 clusters Score: Raw -1215701.090807 + Penalty 3146.396051 = -1212554.694756 nChanged 24 SP:Iteration 23Q (1291.287767 sec): 3 clusters Score: Raw -1215704.187914 + Penalty 3146.396051 = -1212557.791863 nChanged 28 SP:Iteration 24Q (1291.324206 sec): 3 clusters Score: Raw -1215707.382482 + Penalty 3146.396051 = -1212560.986431 nChanged 29 SP:Iteration 25Q (1291.359746 sec): 3 clusters Score: Raw -1215711.224766 + Penalty 3146.396051 = -1212564.828715 nChanged 33 SP:Iteration 26Q (1291.424483 sec): 3 clusters Score: Raw -1215715.480686 + Penalty 3146.396051 = -1212569.084635 nChanged 34 SP:Iteration 27Q (1291.468706 sec): 3 clusters Score: Raw -1215720.885061 + Penalty 3146.396051 = -1212574.489010 nChanged 43 SP:Iteration 28Q (1291.507168 sec): 3 clusters Score: Raw -1215727.189837 + Penalty 3146.396051 = -1212580.793786 nChanged 48 SP:Iteration 29Q (1291.542465 sec): 3 clusters Score: Raw -1215736.104016 + Penalty 3146.396051 = -1212589.707965 nChanged 49 SP:Iteration 30Q (1291.588084 sec): 3 clusters Score: Raw -1215745.056479 + Penalty 3146.396051 = -1212598.660428 nChanged 44 SP:Iteration 31Q (1291.623487 sec): 3 clusters Score: Raw -1215758.101033 + Penalty 3146.396051 = -1212611.704982 nChanged 73 SP:Iteration 32Q (1291.674252 sec): 3 clusters Score: Raw -1215788.023377 + Penalty 3146.396051 = -1212641.627325 nChanged 82 SP:Iteration 33Q (1291.709647 sec): 3 clusters Score: Raw -1215819.568888 + Penalty 3146.396051 = -1212673.172837 nChanged 105 SP:Iteration 34Q (1291.745148 sec): 3 clusters Score: Raw -1215869.938087 + Penalty 3146.396051 = -1212723.542036 nChanged 152 SP:Iteration 35Q (1291.805778 sec): 3 clusters Score: Raw -1215966.255453 + Penalty 3146.396051 = -1212819.859402 nChanged 184 SP:Iteration 36Q (1291.840613 sec): 3 clusters Score: Raw -1216091.365780 + Penalty 3146.396051 = -1212944.969729 nChanged 229 SP:Iteration 37Q (1291.875694 sec): 3 clusters Score: Raw -1216224.426389 + Penalty 3146.396051 = -1213078.030338 nChanged 185 SP:Iteration 38Q (1291.910810 sec): 3 clusters Score: Raw -1216301.162366 + Penalty 3146.396051 = -1213154.766315 nChanged 149 SP:Iteration 39Q (1291.945678 sec): 3 clusters Score: Raw -1216350.447705 + Penalty 3146.396051 = -1213204.051653 nChanged 120 SP:Iteration 40F (1291.983111 sec): 3 clusters Score: Raw -1216387.916421 + Penalty 3146.396051 = -1213241.520370 nChanged 106 SP:Iteration 41Q (1292.017736 sec): 3 clusters Score: Raw -1216419.192584 + Penalty 3146.396051 = -1213272.796533 nChanged 100 SP:Iteration 42Q (1292.052553 sec): 3 clusters Score: Raw -1216450.962981 + Penalty 3146.396051 = -1213304.566930 nChanged 82 SP:Iteration 43Q (1292.087027 sec): 3 clusters Score: Raw -1216477.136483 + Penalty 3146.396051 = -1213330.740432 nChanged 65 SP:Iteration 44Q (1292.121294 sec): 3 clusters Score: Raw -1216498.852403 + Penalty 3146.396051 = -1213352.456352 nChanged 69 SP:Iteration 45Q (1292.155844 sec): 3 clusters Score: Raw -1216528.166058 + Penalty 3146.396051 = -1213381.770007 nChanged 61 SP:Iteration 46Q (1292.189968 sec): 3 clusters Score: Raw -1216547.670125 + Penalty 3146.396051 = -1213401.274074 nChanged 60 SP:Iteration 47Q (1292.223969 sec): 3 clusters Score: Raw -1216572.365429 + Penalty 3146.396051 = -1213425.969378 nChanged 75 SP:Iteration 48Q (1292.257938 sec): 3 clusters Score: Raw -1216597.504709 + Penalty 3146.396051 = -1213451.108658 nChanged 65 SP:Iteration 49Q (1292.291597 sec): 3 clusters Score: Raw -1216616.989600 + Penalty 3146.396051 = -1213470.593549 nChanged 55 SP:Iteration 50Q (1292.325052 sec): 3 clusters Score: Raw -1216637.674194 + Penalty 3146.396051 = -1213491.278143 nChanged 49 SP:Iteration 51Q (1292.358563 sec): 3 clusters Score: Raw -1216650.734717 + Penalty 3146.396051 = -1213504.338666 nChanged 43 SP:Iteration 52Q (1292.392206 sec): 3 clusters Score: Raw -1216659.842716 + Penalty 3146.396051 = -1213513.446665 nChanged 37 SP:Iteration 53Q (1292.425703 sec): 3 clusters Score: Raw -1216668.270653 + Penalty 3146.396051 = -1213521.874602 nChanged 34 SP:Iteration 54Q (1292.460677 sec): 3 clusters Score: Raw -1216675.788251 + Penalty 3146.396051 = -1213529.392200 nChanged 29 SP:Iteration 55Q (1292.494038 sec): 3 clusters Score: Raw -1216681.619234 + Penalty 3146.396051 = -1213535.223183 nChanged 22 SP:Iteration 56Q (1292.527339 sec): 3 clusters Score: Raw -1216684.657334 + Penalty 3146.396051 = -1213538.261282 nChanged 17 SP:Iteration 57Q (1292.560493 sec): 3 clusters Score: Raw -1216686.110399 + Penalty 3146.396051 = -1213539.714348 nChanged 4 SP:Iteration 58Q (1292.593580 sec): 3 clusters Score: Raw -1216686.538848 + Penalty 3146.396051 = -1213540.142797 nChanged 5 SP:Iteration 59Q (1292.626922 sec): 3 clusters Score: Raw -1216687.131236 + Penalty 3146.396051 = -1213540.735185 nChanged 6 SP:Iteration 60F (1292.664407 sec): 3 clusters Score: Raw -1216687.896964 + Penalty 3146.396051 = -1213541.500913 nChanged 3 SP:Iteration 61Q (1292.698181 sec): 3 clusters Score: Raw -1216688.116305 + Penalty 3146.396051 = -1213541.720253 nChanged 0 SP:Iteration 62F (1292.735623 sec): 3 clusters Score: Raw -1216688.116305 + Penalty 3146.396051 = -1213541.720253 nChanged 0 Score: Raw -79599726.812277 + Penalty 103277.919812 = -79496448.892465 Splitting cluster 13 changes total score from -79455318.193375 to -79496448.892465 So it's getting split into cluster 46. Trying to split cluster 14 (33349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1321.984915 sec): 2 clusters Score: Raw -2802763.693559 + Penalty 1692.402248 = -2801071.291311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1322.069485 sec): 3 clusters Score: Raw -2782269.539707 + Penalty 3384.804496 = -2778884.735210 nChanged 15440 SP:Iteration 1F (1322.153880 sec): 3 clusters Score: Raw -2792976.761941 + Penalty 3384.804496 = -2789591.957444 nChanged 3153 SP:Iteration 2F (1322.216946 sec): 3 clusters Score: Raw -2796853.277026 + Penalty 3384.804496 = -2793468.472529 nChanged 3949 SP:Iteration 3F (1322.279429 sec): 3 clusters Score: Raw -2802222.317038 + Penalty 3384.804496 = -2798837.512542 nChanged 3544 SP:Iteration 4F (1322.342625 sec): 3 clusters Score: Raw -2806633.603425 + Penalty 3384.804496 = -2803248.798929 nChanged 2260 SP:Iteration 5F (1322.409300 sec): 3 clusters Score: Raw -2808848.220770 + Penalty 3384.804496 = -2805463.416273 nChanged 1298 SP:Iteration 6Q (1322.470118 sec): 3 clusters Score: Raw -2809905.055630 + Penalty 3384.804496 = -2806520.251134 nChanged 847 SP:Iteration 7Q (1322.533084 sec): 3 clusters Score: Raw -2810564.339428 + Penalty 3384.804496 = -2807179.534931 nChanged 661 SP:Iteration 8Q (1322.589191 sec): 3 clusters Score: Raw -2810951.554283 + Penalty 3384.804496 = -2807566.749786 nChanged 451 SP:Iteration 9Q (1322.646326 sec): 3 clusters Score: Raw -2811144.872985 + Penalty 3384.804496 = -2807760.068488 nChanged 327 SP:Iteration 10Q (1322.702730 sec): 3 clusters Score: Raw -2811245.155993 + Penalty 3384.804496 = -2807860.351496 nChanged 241 SP:Iteration 11Q (1322.759332 sec): 3 clusters Score: Raw -2811301.712316 + Penalty 3384.804496 = -2807916.907819 nChanged 185 SP:Iteration 12Q (1322.835740 sec): 3 clusters Score: Raw -2811335.140046 + Penalty 3384.804496 = -2807950.335550 nChanged 132 SP:Iteration 13Q (1322.891084 sec): 3 clusters Score: Raw -2811354.793542 + Penalty 3384.804496 = -2807969.989046 nChanged 126 SP:Iteration 14Q (1322.946952 sec): 3 clusters Score: Raw -2811372.551152 + Penalty 3384.804496 = -2807987.746655 nChanged 97 SP:Iteration 15Q (1323.019832 sec): 3 clusters Score: Raw -2811384.964340 + Penalty 3384.804496 = -2808000.159843 nChanged 79 SP:Iteration 16Q (1323.076634 sec): 3 clusters Score: Raw -2811395.281421 + Penalty 3384.804496 = -2808010.476925 nChanged 84 SP:Iteration 17Q (1323.132465 sec): 3 clusters Score: Raw -2811406.345136 + Penalty 3384.804496 = -2808021.540639 nChanged 87 SP:Iteration 18Q (1323.188554 sec): 3 clusters Score: Raw -2811416.023900 + Penalty 3384.804496 = -2808031.219404 nChanged 88 SP:Iteration 19Q (1323.244255 sec): 3 clusters Score: Raw -2811424.914824 + Penalty 3384.804496 = -2808040.110327 nChanged 81 SP:Iteration 20F (1323.307429 sec): 3 clusters Score: Raw -2811433.793582 + Penalty 3384.804496 = -2808048.989086 nChanged 91 SP:Iteration 21Q (1323.364047 sec): 3 clusters Score: Raw -2811444.986743 + Penalty 3384.804496 = -2808060.182246 nChanged 88 SP:Iteration 22Q (1323.419635 sec): 3 clusters Score: Raw -2811454.746465 + Penalty 3384.804496 = -2808069.941968 nChanged 86 SP:Iteration 23Q (1323.475251 sec): 3 clusters Score: Raw -2811466.443557 + Penalty 3384.804496 = -2808081.639061 nChanged 113 SP:Iteration 24Q (1323.529903 sec): 3 clusters Score: Raw -2811484.059096 + Penalty 3384.804496 = -2808099.254600 nChanged 111 SP:Iteration 25Q (1323.585767 sec): 3 clusters Score: Raw -2811498.177023 + Penalty 3384.804496 = -2808113.372527 nChanged 89 SP:Iteration 26Q (1323.641022 sec): 3 clusters Score: Raw -2811508.336888 + Penalty 3384.804496 = -2808123.532392 nChanged 99 SP:Iteration 27Q (1323.696527 sec): 3 clusters Score: Raw -2811521.018850 + Penalty 3384.804496 = -2808136.214353 nChanged 87 SP:Iteration 28Q (1323.751640 sec): 3 clusters Score: Raw -2811530.235874 + Penalty 3384.804496 = -2808145.431377 nChanged 70 SP:Iteration 29Q (1323.808403 sec): 3 clusters Score: Raw -2811536.949969 + Penalty 3384.804496 = -2808152.145472 nChanged 60 SP:Iteration 30Q (1323.862584 sec): 3 clusters Score: Raw -2811542.121720 + Penalty 3384.804496 = -2808157.317223 nChanged 47 SP:Iteration 31Q (1323.917708 sec): 3 clusters Score: Raw -2811545.646783 + Penalty 3384.804496 = -2808160.842286 nChanged 31 SP:Iteration 32Q (1323.972730 sec): 3 clusters Score: Raw -2811547.209783 + Penalty 3384.804496 = -2808162.405287 nChanged 31 SP:Iteration 33Q (1324.030153 sec): 3 clusters Score: Raw -2811548.954504 + Penalty 3384.804496 = -2808164.150008 nChanged 31 SP:Iteration 34Q (1324.084448 sec): 3 clusters Score: Raw -2811550.514551 + Penalty 3384.804496 = -2808165.710054 nChanged 26 SP:Iteration 35Q (1324.139631 sec): 3 clusters Score: Raw -2811551.757593 + Penalty 3384.804496 = -2808166.953097 nChanged 22 SP:Iteration 36Q (1324.194100 sec): 3 clusters Score: Raw -2811552.525720 + Penalty 3384.804496 = -2808167.721224 nChanged 10 SP:Iteration 37Q (1324.248609 sec): 3 clusters Score: Raw -2811552.792801 + Penalty 3384.804496 = -2808167.988304 nChanged 8 SP:Iteration 38Q (1324.303116 sec): 3 clusters Score: Raw -2811553.073733 + Penalty 3384.804496 = -2808168.269236 nChanged 9 SP:Iteration 39Q (1324.357867 sec): 3 clusters Score: Raw -2811553.398594 + Penalty 3384.804496 = -2808168.594098 nChanged 12 SP:Iteration 40F (1324.419753 sec): 3 clusters Score: Raw -2811554.183810 + Penalty 3384.804496 = -2808169.379314 nChanged 21 SP:Iteration 41Q (1324.475556 sec): 3 clusters Score: Raw -2811555.311386 + Penalty 3384.804496 = -2808170.506889 nChanged 20 SP:Iteration 42Q (1324.543682 sec): 3 clusters Score: Raw -2811556.382670 + Penalty 3384.804496 = -2808171.578174 nChanged 11 SP:Iteration 43Q (1324.599152 sec): 3 clusters Score: Raw -2811556.915874 + Penalty 3384.804496 = -2808172.111378 nChanged 11 SP:Iteration 44Q (1324.655138 sec): 3 clusters Score: Raw -2811557.393274 + Penalty 3384.804496 = -2808172.588777 nChanged 13 SP:Iteration 45Q (1324.710570 sec): 3 clusters Score: Raw -2811558.093422 + Penalty 3384.804496 = -2808173.288926 nChanged 12 SP:Iteration 46Q (1324.765520 sec): 3 clusters Score: Raw -2811558.550720 + Penalty 3384.804496 = -2808173.746224 nChanged 6 SP:Iteration 47Q (1324.821066 sec): 3 clusters Score: Raw -2811558.808762 + Penalty 3384.804496 = -2808174.004266 nChanged 4 SP:Iteration 48Q (1324.876470 sec): 3 clusters Score: Raw -2811558.982576 + Penalty 3384.804496 = -2808174.178080 nChanged 4 SP:Iteration 49Q (1324.962580 sec): 3 clusters Score: Raw -2811559.121784 + Penalty 3384.804496 = -2808174.317288 nChanged 5 SP:Iteration 50Q (1325.017643 sec): 3 clusters Score: Raw -2811559.291620 + Penalty 3384.804496 = -2808174.487124 nChanged 4 SP:Iteration 51Q (1325.072961 sec): 3 clusters Score: Raw -2811559.397538 + Penalty 3384.804496 = -2808174.593042 nChanged 4 SP:Iteration 52Q (1325.128373 sec): 3 clusters Score: Raw -2811559.474428 + Penalty 3384.804496 = -2808174.669932 nChanged 1 SP:Iteration 53Q (1325.183659 sec): 3 clusters Score: Raw -2811559.539955 + Penalty 3384.804496 = -2808174.735459 nChanged 2 SP:Iteration 54Q (1325.239401 sec): 3 clusters Score: Raw -2811559.577200 + Penalty 3384.804496 = -2808174.772703 nChanged 0 SP:Iteration 55F (1325.300930 sec): 3 clusters Score: Raw -2811559.577200 + Penalty 3384.804496 = -2808174.772703 nChanged 0 Score: Raw -79608522.695918 + Penalty 105523.091982 = -79502999.603936 Splitting cluster 14 changes total score from -79455318.193375 to -79502999.603936 So it's getting split into cluster 47. Trying to split cluster 15 (3443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.559880 sec): 2 clusters Score: Raw -302411.940443 + Penalty 1323.416000 = -301088.524443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.599276 sec): 3 clusters Score: Raw -300836.591883 + Penalty 2646.832001 = -298189.759882 nChanged 1306 SP:Iteration 1F (1356.616134 sec): 3 clusters Score: Raw -301988.082580 + Penalty 2646.832001 = -299341.250580 nChanged 391 SP:Iteration 2F (1356.632851 sec): 3 clusters Score: Raw -302507.154117 + Penalty 2646.832001 = -299860.322117 nChanged 310 SP:Iteration 3F (1356.649677 sec): 3 clusters Score: Raw -302887.921825 + Penalty 2646.832001 = -300241.089825 nChanged 217 SP:Iteration 4F (1356.666844 sec): 3 clusters Score: Raw -303101.839618 + Penalty 2646.832001 = -300455.007617 nChanged 148 SP:Iteration 5Q (1356.683638 sec): 3 clusters Score: Raw -303212.412049 + Penalty 2646.832001 = -300565.580049 nChanged 95 SP:Iteration 6Q (1356.700275 sec): 3 clusters Score: Raw -303276.413628 + Penalty 2646.832001 = -300629.581628 nChanged 63 SP:Iteration 7Q (1356.717068 sec): 3 clusters Score: Raw -303315.837986 + Penalty 2646.832001 = -300669.005985 nChanged 34 SP:Iteration 8Q (1356.733746 sec): 3 clusters Score: Raw -303330.718009 + Penalty 2646.832001 = -300683.886008 nChanged 19 SP:Iteration 9Q (1356.750296 sec): 3 clusters Score: Raw -303338.331182 + Penalty 2646.832001 = -300691.499181 nChanged 10 SP:Iteration 10Q (1356.766932 sec): 3 clusters Score: Raw -303341.742138 + Penalty 2646.832001 = -300694.910137 nChanged 6 SP:Iteration 11Q (1356.783577 sec): 3 clusters Score: Raw -303343.826869 + Penalty 2646.832001 = -300696.994868 nChanged 8 SP:Iteration 12Q (1356.800256 sec): 3 clusters Score: Raw -303346.985721 + Penalty 2646.832001 = -300700.153720 nChanged 3 SP:Iteration 13Q (1356.816900 sec): 3 clusters Score: Raw -303348.282293 + Penalty 2646.832001 = -300701.450293 nChanged 6 SP:Iteration 14Q (1356.833610 sec): 3 clusters Score: Raw -303350.257674 + Penalty 2646.832001 = -300703.425674 nChanged 1 SP:Iteration 15Q (1356.850098 sec): 3 clusters Score: Raw -303350.517793 + Penalty 2646.832001 = -300703.685792 nChanged 2 SP:Iteration 16Q (1356.866541 sec): 3 clusters Score: Raw -303350.924712 + Penalty 2646.832001 = -300704.092712 nChanged 1 SP:Iteration 17Q (1356.883179 sec): 3 clusters Score: Raw -303351.148152 + Penalty 2646.832001 = -300704.316151 nChanged 0 SP:Iteration 18F (1356.899961 sec): 3 clusters Score: Raw -303351.148152 + Penalty 2646.832001 = -300704.316151 nChanged 0 Trying to split cluster 16 (49682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.985182 sec): 2 clusters Score: Raw -4160799.871524 + Penalty 1757.177171 = -4159042.694353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.110837 sec): 3 clusters Score: Raw -4129454.368366 + Penalty 3514.354341 = -4125940.014024 nChanged 23204 SP:Iteration 1F (1357.200422 sec): 3 clusters Score: Raw -4143121.567986 + Penalty 3514.354341 = -4139607.213644 nChanged 3070 SP:Iteration 2F (1357.287601 sec): 3 clusters Score: Raw -4145500.644394 + Penalty 3514.354341 = -4141986.290053 nChanged 4029 SP:Iteration 3F (1357.379620 sec): 3 clusters Score: Raw -4149636.487694 + Penalty 3514.354341 = -4146122.133353 nChanged 4877 SP:Iteration 4F (1357.470633 sec): 3 clusters Score: Raw -4154882.779759 + Penalty 3514.354341 = -4151368.425418 nChanged 4822 SP:Iteration 5F (1357.595818 sec): 3 clusters Score: Raw -4160078.434714 + Penalty 3514.354341 = -4156564.080373 nChanged 3883 SP:Iteration 6F (1357.710738 sec): 3 clusters Score: Raw -4164209.212390 + Penalty 3514.354341 = -4160694.858049 nChanged 2723 SP:Iteration 7F (1357.801271 sec): 3 clusters Score: Raw -4167931.816452 + Penalty 3514.354341 = -4164417.462111 nChanged 2264 SP:Iteration 8Q (1357.889752 sec): 3 clusters Score: Raw -4174071.920591 + Penalty 3514.354341 = -4170557.566250 nChanged 2144 SP:Iteration 9Q (1357.970609 sec): 3 clusters Score: Raw -4178844.045216 + Penalty 3514.354341 = -4175329.690875 nChanged 2129 SP:Iteration 10Q (1358.049386 sec): 3 clusters Score: Raw -4181207.090103 + Penalty 3514.354341 = -4177692.735761 nChanged 1875 SP:Iteration 11Q (1358.162682 sec): 3 clusters Score: Raw -4183154.367009 + Penalty 3514.354341 = -4179640.012668 nChanged 1728 SP:Iteration 12Q (1358.249195 sec): 3 clusters Score: Raw -4185031.426638 + Penalty 3514.354341 = -4181517.072296 nChanged 1741 SP:Iteration 13Q (1358.325448 sec): 3 clusters Score: Raw -4187154.762354 + Penalty 3514.354341 = -4183640.408013 nChanged 1661 SP:Iteration 14Q (1358.400990 sec): 3 clusters Score: Raw -4189407.493100 + Penalty 3514.354341 = -4185893.138759 nChanged 1532 SP:Iteration 15Q (1358.475588 sec): 3 clusters Score: Raw -4191869.520121 + Penalty 3514.354341 = -4188355.165779 nChanged 1302 SP:Iteration 16Q (1358.548922 sec): 3 clusters Score: Raw -4194391.888683 + Penalty 3514.354341 = -4190877.534341 nChanged 1085 SP:Iteration 17Q (1358.625663 sec): 3 clusters Score: Raw -4197057.690560 + Penalty 3514.354341 = -4193543.336219 nChanged 853 SP:Iteration 18Q (1358.696722 sec): 3 clusters Score: Raw -4199850.326480 + Penalty 3514.354341 = -4196335.972139 nChanged 636 SP:Iteration 19Q (1358.767023 sec): 3 clusters Score: Raw -4202447.731707 + Penalty 3514.354341 = -4198933.377365 nChanged 475 SP:Iteration 20F (1358.857615 sec): 3 clusters Score: Raw -4204432.117606 + Penalty 3514.354341 = -4200917.763264 nChanged 305 SP:Iteration 21Q (1358.926967 sec): 3 clusters Score: Raw -4205325.307827 + Penalty 3514.354341 = -4201810.953486 nChanged 158 SP:Iteration 22Q (1358.997746 sec): 3 clusters Score: Raw -4205538.975175 + Penalty 3514.354341 = -4202024.620833 nChanged 71 SP:Iteration 23Q (1359.093684 sec): 3 clusters Score: Raw -4205583.480593 + Penalty 3514.354341 = -4202069.126251 nChanged 43 SP:Iteration 24Q (1359.192259 sec): 3 clusters Score: Raw -4205595.794658 + Penalty 3514.354341 = -4202081.440316 nChanged 22 SP:Iteration 25Q (1359.262718 sec): 3 clusters Score: Raw -4205598.633219 + Penalty 3514.354341 = -4202084.278877 nChanged 5 SP:Iteration 26Q (1359.331860 sec): 3 clusters Score: Raw -4205598.803784 + Penalty 3514.354341 = -4202084.449443 nChanged 0 SP:Iteration 27F (1359.422589 sec): 3 clusters Score: Raw -4205598.803784 + Penalty 3514.354341 = -4202084.449443 nChanged 0 Score: Raw -79653321.628178 + Penalty 107768.264152 = -79545553.364026 Splitting cluster 16 changes total score from -79455318.193375 to -79545553.364026 So it's getting split into cluster 48. Trying to split cluster 17 (42863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1387.185012 sec): 2 clusters Score: Raw -3608595.459353 + Penalty 1733.186693 = -3606862.272661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1387.265406 sec): 3 clusters Score: Raw -3581660.687574 + Penalty 3466.373385 = -3578194.314189 nChanged 20085 SP:Iteration 1F (1387.339505 sec): 3 clusters Score: Raw -3594691.142961 + Penalty 3466.373385 = -3591224.769575 nChanged 3233 SP:Iteration 2F (1387.412858 sec): 3 clusters Score: Raw -3598057.777014 + Penalty 3466.373385 = -3594591.403629 nChanged 4348 SP:Iteration 3F (1387.487395 sec): 3 clusters Score: Raw -3602919.006507 + Penalty 3466.373385 = -3599452.633121 nChanged 4731 SP:Iteration 4F (1387.560719 sec): 3 clusters Score: Raw -3607755.656285 + Penalty 3466.373385 = -3604289.282900 nChanged 3615 SP:Iteration 5F (1387.669815 sec): 3 clusters Score: Raw -3610729.520832 + Penalty 3466.373385 = -3607263.147447 nChanged 2094 SP:Iteration 6Q (1387.776489 sec): 3 clusters Score: Raw -3611974.063310 + Penalty 3466.373385 = -3608507.689925 nChanged 1086 SP:Iteration 7Q (1387.850640 sec): 3 clusters Score: Raw -3612466.861634 + Penalty 3466.373385 = -3609000.488249 nChanged 656 SP:Iteration 8Q (1387.925585 sec): 3 clusters Score: Raw -3612759.025777 + Penalty 3466.373385 = -3609292.652392 nChanged 545 SP:Iteration 9Q (1388.001619 sec): 3 clusters Score: Raw -3612984.049987 + Penalty 3466.373385 = -3609517.676602 nChanged 464 SP:Iteration 10Q (1388.075488 sec): 3 clusters Score: Raw -3613181.098608 + Penalty 3466.373385 = -3609714.725223 nChanged 447 SP:Iteration 11Q (1388.148307 sec): 3 clusters Score: Raw -3613341.620542 + Penalty 3466.373385 = -3609875.247157 nChanged 404 SP:Iteration 12Q (1388.220852 sec): 3 clusters Score: Raw -3613471.347097 + Penalty 3466.373385 = -3610004.973712 nChanged 371 SP:Iteration 13Q (1388.302462 sec): 3 clusters Score: Raw -3613576.381670 + Penalty 3466.373385 = -3610110.008285 nChanged 331 SP:Iteration 14Q (1388.373376 sec): 3 clusters Score: Raw -3613663.325486 + Penalty 3466.373385 = -3610196.952101 nChanged 310 SP:Iteration 15Q (1388.443941 sec): 3 clusters Score: Raw -3613746.115660 + Penalty 3466.373385 = -3610279.742275 nChanged 294 SP:Iteration 16Q (1388.513480 sec): 3 clusters Score: Raw -3613824.864587 + Penalty 3466.373385 = -3610358.491202 nChanged 263 SP:Iteration 17Q (1388.582345 sec): 3 clusters Score: Raw -3613895.995966 + Penalty 3466.373385 = -3610429.622581 nChanged 210 SP:Iteration 18Q (1388.651741 sec): 3 clusters Score: Raw -3613950.262412 + Penalty 3466.373385 = -3610483.889026 nChanged 185 SP:Iteration 19Q (1388.719683 sec): 3 clusters Score: Raw -3614007.989412 + Penalty 3466.373385 = -3610541.616026 nChanged 184 SP:Iteration 20F (1388.793008 sec): 3 clusters Score: Raw -3614073.476108 + Penalty 3466.373385 = -3610607.102722 nChanged 201 SP:Iteration 21Q (1388.861441 sec): 3 clusters Score: Raw -3614157.616219 + Penalty 3466.373385 = -3610691.242834 nChanged 185 SP:Iteration 22Q (1388.929082 sec): 3 clusters Score: Raw -3614228.448089 + Penalty 3466.373385 = -3610762.074704 nChanged 161 SP:Iteration 23Q (1388.995535 sec): 3 clusters Score: Raw -3614275.748897 + Penalty 3466.373385 = -3610809.375512 nChanged 122 SP:Iteration 24Q (1389.062261 sec): 3 clusters Score: Raw -3614302.666478 + Penalty 3466.373385 = -3610836.293093 nChanged 97 SP:Iteration 25Q (1389.128563 sec): 3 clusters Score: Raw -3614320.220311 + Penalty 3466.373385 = -3610853.846925 nChanged 77 SP:Iteration 26Q (1389.194567 sec): 3 clusters Score: Raw -3614331.738112 + Penalty 3466.373385 = -3610865.364727 nChanged 46 SP:Iteration 27Q (1389.260612 sec): 3 clusters Score: Raw -3614337.415187 + Penalty 3466.373385 = -3610871.041801 nChanged 37 SP:Iteration 28Q (1389.326448 sec): 3 clusters Score: Raw -3614341.831029 + Penalty 3466.373385 = -3610875.457644 nChanged 38 SP:Iteration 29Q (1389.392225 sec): 3 clusters Score: Raw -3614345.218946 + Penalty 3466.373385 = -3610878.845561 nChanged 28 SP:Iteration 30Q (1389.457564 sec): 3 clusters Score: Raw -3614347.348093 + Penalty 3466.373385 = -3610880.974708 nChanged 27 SP:Iteration 31Q (1389.523196 sec): 3 clusters Score: Raw -3614349.245902 + Penalty 3466.373385 = -3610882.872517 nChanged 23 SP:Iteration 32Q (1389.588853 sec): 3 clusters Score: Raw -3614350.616885 + Penalty 3466.373385 = -3610884.243500 nChanged 13 SP:Iteration 33Q (1389.654435 sec): 3 clusters Score: Raw -3614351.248573 + Penalty 3466.373385 = -3610884.875188 nChanged 10 SP:Iteration 34Q (1389.720043 sec): 3 clusters Score: Raw -3614351.804455 + Penalty 3466.373385 = -3610885.431070 nChanged 8 SP:Iteration 35Q (1389.785429 sec): 3 clusters Score: Raw -3614352.135020 + Penalty 3466.373385 = -3610885.761635 nChanged 5 SP:Iteration 36Q (1389.850847 sec): 3 clusters Score: Raw -3614352.444835 + Penalty 3466.373385 = -3610886.071450 nChanged 5 SP:Iteration 37Q (1389.916221 sec): 3 clusters Score: Raw -3614352.695970 + Penalty 3466.373385 = -3610886.322584 nChanged 5 SP:Iteration 38Q (1389.981555 sec): 3 clusters Score: Raw -3614352.856181 + Penalty 3466.373385 = -3610886.482796 nChanged 3 SP:Iteration 39Q (1390.046885 sec): 3 clusters Score: Raw -3614352.930708 + Penalty 3466.373385 = -3610886.557323 nChanged 1 SP:Iteration 40F (1390.120431 sec): 3 clusters Score: Raw -3614352.977986 + Penalty 3466.373385 = -3610886.604601 nChanged 3 SP:Iteration 41Q (1390.186213 sec): 3 clusters Score: Raw -3614353.222154 + Penalty 3466.373385 = -3610886.848769 nChanged 6 SP:Iteration 42Q (1390.251903 sec): 3 clusters Score: Raw -3614353.453917 + Penalty 3466.373385 = -3610887.080532 nChanged 1 SP:Iteration 43Q (1390.317317 sec): 3 clusters Score: Raw -3614353.540365 + Penalty 3466.373385 = -3610887.166980 nChanged 1 SP:Iteration 44Q (1390.382776 sec): 3 clusters Score: Raw -3614353.610686 + Penalty 3466.373385 = -3610887.237301 nChanged 1 SP:Iteration 45Q (1390.448311 sec): 3 clusters Score: Raw -3614353.655670 + Penalty 3466.373385 = -3610887.282285 nChanged 1 SP:Iteration 46Q (1390.513927 sec): 3 clusters Score: Raw -3614353.689851 + Penalty 3466.373385 = -3610887.316466 nChanged 2 SP:Iteration 47Q (1390.579894 sec): 3 clusters Score: Raw -3614353.749323 + Penalty 3466.373385 = -3610887.375938 nChanged 0 SP:Iteration 48F (1390.653161 sec): 3 clusters Score: Raw -3614353.749323 + Penalty 3466.373385 = -3610887.375938 nChanged 0 Score: Raw -79659079.918149 + Penalty 110013.436322 = -79549066.481827 Splitting cluster 17 changes total score from -79455318.193375 to -79549066.481827 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (1433.801009 sec): 50 clusters Score: Raw -79671292.407357 + Penalty 110013.436322 = -79561278.971035 nChanged 13568 Iteration 60F (1462.253395 sec): 50 clusters Score: Raw -79681937.501313 + Penalty 110013.436322 = -79571924.064991 nChanged 11055 Iteration 61Q (1473.290871 sec): 50 clusters Score: Raw -79687039.847417 + Penalty 110013.436322 = -79577026.411095 nChanged 6707 Iteration 62Q (1485.697099 sec): 50 clusters Score: Raw -79690136.158257 + Penalty 110013.436322 = -79580122.721935 nChanged 5473 Iteration 63Q (1496.457303 sec): 50 clusters Score: Raw -79692316.524593 + Penalty 110013.436322 = -79582303.088271 nChanged 4831 Iteration 64Q (1507.338275 sec): 50 clusters Score: Raw -79694049.442494 + Penalty 110013.436322 = -79584036.006173 nChanged 4462 Iteration 65Q (1518.582574 sec): 50 clusters Score: Raw -79695549.718369 + Penalty 110013.436322 = -79585536.282047 nChanged 4132 Iteration 66Q (1530.800835 sec): 50 clusters Score: Raw -79696942.732530 + Penalty 110013.436322 = -79586929.296208 nChanged 3899 Iteration 67Q (1541.553996 sec): 50 clusters Score: Raw -79698128.783964 + Penalty 110013.436322 = -79588115.347642 nChanged 3522 Iteration 68Q (1552.501857 sec): 50 clusters Score: Raw -79699115.850229 + Penalty 110013.436322 = -79589102.413907 nChanged 3292 Iteration 69Q (1563.207661 sec): 50 clusters Score: Raw -79699965.833080 + Penalty 110013.436322 = -79589952.396758 nChanged 2909 Iteration 70Q (1575.432407 sec): 50 clusters Score: Raw -79700689.577109 + Penalty 110013.436322 = -79590676.140787 nChanged 2638 Iteration 71Q (1586.008804 sec): 50 clusters Score: Raw -79701292.562515 + Penalty 110013.436322 = -79591279.126193 nChanged 2406 Iteration 72Q (1596.994426 sec): 50 clusters Score: Raw -79701835.608422 + Penalty 110013.436322 = -79591822.172100 nChanged 2174 Iteration 73Q (1607.687542 sec): 50 clusters Score: Raw -79702317.933987 + Penalty 110013.436322 = -79592304.497665 nChanged 2037 Iteration 74Q (1619.852534 sec): 50 clusters Score: Raw -79702758.317916 + Penalty 110013.436322 = -79592744.881594 nChanged 1866 Iteration 75Q (1630.512400 sec): 50 clusters Score: Raw -79703139.905487 + Penalty 110013.436322 = -79593126.469165 nChanged 1740 Iteration 76Q (1641.253444 sec): 50 clusters Score: Raw -79703509.357781 + Penalty 110013.436322 = -79593495.921459 nChanged 1591 Iteration 77Q (1652.251018 sec): 50 clusters Score: Raw -79703870.327545 + Penalty 110013.436322 = -79593856.891223 nChanged 1468 Iteration 78Q (1664.149788 sec): 50 clusters Score: Raw -79704223.050641 + Penalty 110013.436322 = -79594209.614319 nChanged 1379 Iteration 79Q (1676.053213 sec): 50 clusters Score: Raw -79704547.813896 + Penalty 110013.436322 = -79594534.377574 nChanged 1203 Iteration 80F (1704.474430 sec): 50 clusters Score: Raw -79708040.653466 + Penalty 110013.436322 = -79598027.217144 nChanged 3180 Iteration 81Q (1716.689190 sec): 50 clusters Score: Raw -79711392.558756 + Penalty 110013.436322 = -79601379.122434 nChanged 3929 Iteration 82Q (1728.711622 sec): 50 clusters Score: Raw -79713936.788518 + Penalty 110013.436322 = -79603923.352196 nChanged 3841 Iteration 83Q (1740.688248 sec): 50 clusters Score: Raw -79715753.328384 + Penalty 110013.436322 = -79605739.892062 nChanged 3483 Iteration 84Q (1752.721419 sec): 50 clusters Score: Raw -79717110.226241 + Penalty 110013.436322 = -79607096.789919 nChanged 3051 Iteration 85Q (1764.851221 sec): 50 clusters Score: Raw -79718094.707689 + Penalty 110013.436322 = -79608081.271367 nChanged 2728 Iteration 86Q (1776.838803 sec): 50 clusters Score: Raw -79718856.621219 + Penalty 110013.436322 = -79608843.184897 nChanged 2507 Iteration 87Q (1788.835584 sec): 50 clusters Score: Raw -79719508.631615 + Penalty 110013.436322 = -79609495.195293 nChanged 2258 Iteration 88Q (1800.791722 sec): 50 clusters Score: Raw -79720068.480721 + Penalty 110013.436322 = -79610055.044399 nChanged 2110 Iteration 89Q (1812.775037 sec): 50 clusters Score: Raw -79720540.816370 + Penalty 110013.436322 = -79610527.380048 nChanged 1898 Iteration 90Q (1824.689958 sec): 50 clusters Score: Raw -79720915.551178 + Penalty 110013.436322 = -79610902.114856 nChanged 1736 Iteration 91Q (1836.588603 sec): 50 clusters Score: Raw -79721219.730655 + Penalty 110013.436322 = -79611206.294333 nChanged 1532 Iteration 92Q (1848.516482 sec): 50 clusters Score: Raw -79721452.849439 + Penalty 110013.436322 = -79611439.413117 nChanged 1360 Iteration 93Q (1860.444225 sec): 50 clusters Score: Raw -79721642.751429 + Penalty 110013.436322 = -79611629.315107 nChanged 1196 Iteration 94Q (1872.359186 sec): 50 clusters Score: Raw -79721808.089861 + Penalty 110013.436322 = -79611794.653539 nChanged 1018 Iteration 95Q (1884.312684 sec): 50 clusters Score: Raw -79721954.700200 + Penalty 110013.436322 = -79611941.263878 nChanged 890 Iteration 96Q (1896.279143 sec): 50 clusters Score: Raw -79722065.782108 + Penalty 110013.436322 = -79612052.345786 nChanged 804 Iteration 97Q (1908.234296 sec): 50 clusters Score: Raw -79722175.097961 + Penalty 110013.436322 = -79612161.661639 nChanged 777 Iteration 98Q (1920.183100 sec): 50 clusters Score: Raw -79722254.071208 + Penalty 110013.436322 = -79612240.634886 nChanged 664 Writing temp clu file Because OldScore, -79612161.661639, is greater than current (better) Score,-79612240.634886 Won't try splitting - already at maximum number of clusters Iteration 99Q (1932.201388 sec): 50 clusters Score: Raw -79722321.395084 + Penalty 110013.436322 = -79612307.958762 nChanged 645 Iteration 100F (1960.482245 sec): 50 clusters Score: Raw -79723462.405990 + Penalty 110013.436322 = -79613448.969668 nChanged 1221 Iteration 101Q (1972.419235 sec): 50 clusters Score: Raw -79724751.792295 + Penalty 110013.436322 = -79614738.355973 nChanged 1455 Iteration 102Q (1984.379878 sec): 50 clusters Score: Raw -79725550.786871 + Penalty 110013.436322 = -79615537.350550 nChanged 1372 Iteration 103Q (1996.369923 sec): 50 clusters Score: Raw -79726050.263599 + Penalty 110013.436322 = -79616036.827278 nChanged 1292 Iteration 104Q (2008.396436 sec): 50 clusters Score: Raw -79726381.761847 + Penalty 110013.436322 = -79616368.325525 nChanged 1187 Iteration 105Q (2020.320531 sec): 50 clusters Score: Raw -79726633.220796 + Penalty 110013.436322 = -79616619.784474 nChanged 1104 Iteration 106Q (2032.325023 sec): 50 clusters Score: Raw -79726865.194698 + Penalty 110013.436322 = -79616851.758376 nChanged 1065 Iteration 107Q (2044.307299 sec): 50 clusters Score: Raw -79727041.023835 + Penalty 110013.436322 = -79617027.587513 nChanged 1008 Iteration 108Q (2056.311879 sec): 50 clusters Score: Raw -79727193.634460 + Penalty 110013.436322 = -79617180.198138 nChanged 965 Iteration 109Q (2068.264290 sec): 50 clusters Score: Raw -79727330.537780 + Penalty 110013.436322 = -79617317.101458 nChanged 903 Iteration 110Q (2080.216549 sec): 50 clusters Score: Raw -79727440.935312 + Penalty 110013.436322 = -79617427.498991 nChanged 845 Iteration 111Q (2092.150340 sec): 50 clusters Score: Raw -79727537.843251 + Penalty 110013.436322 = -79617524.406929 nChanged 793 Iteration 112Q (2104.105858 sec): 50 clusters Score: Raw -79727628.643349 + Penalty 110013.436322 = -79617615.207027 nChanged 772 Iteration 113Q (2116.022893 sec): 50 clusters Score: Raw -79727716.118307 + Penalty 110013.436322 = -79617702.681985 nChanged 742 Iteration 114Q (2127.953987 sec): 50 clusters Score: Raw -79727788.886402 + Penalty 110013.436322 = -79617775.450080 nChanged 666 Iteration 115Q (2139.855227 sec): 50 clusters Score: Raw -79727845.365290 + Penalty 110013.436322 = -79617831.928968 nChanged 646 Iteration 116Q (2151.750293 sec): 50 clusters Score: Raw -79727900.832989 + Penalty 110013.436322 = -79617887.396667 nChanged 612 Iteration 117Q (2163.681772 sec): 50 clusters Score: Raw -79727958.821973 + Penalty 110013.436322 = -79617945.385651 nChanged 617 Iteration 118Q (2175.633291 sec): 50 clusters Score: Raw -79728016.833508 + Penalty 110013.436322 = -79618003.397186 nChanged 581 Iteration 119Q (2187.564749 sec): 50 clusters Score: Raw -79728068.636482 + Penalty 110013.436322 = -79618055.200160 nChanged 586 Iteration 120F (2215.936055 sec): 50 clusters Score: Raw -79728517.625587 + Penalty 110013.436322 = -79618504.189265 nChanged 757 Iteration 121Q (2227.866551 sec): 50 clusters Score: Raw -79729086.917096 + Penalty 110013.436322 = -79619073.480775 nChanged 841 Iteration 122Q (2239.842695 sec): 50 clusters Score: Raw -79729501.804368 + Penalty 110013.436322 = -79619488.368046 nChanged 908 Iteration 123Q (2251.776895 sec): 50 clusters Score: Raw -79729785.444379 + Penalty 110013.436322 = -79619772.008057 nChanged 903 Iteration 124Q (2263.713457 sec): 50 clusters Score: Raw -79730002.752353 + Penalty 110013.436322 = -79619989.316031 nChanged 888 Iteration 125Q (2275.663947 sec): 50 clusters Score: Raw -79730197.394927 + Penalty 110013.436322 = -79620183.958605 nChanged 911 Iteration 126Q (2287.682868 sec): 50 clusters Score: Raw -79730373.765610 + Penalty 110013.436322 = -79620360.329288 nChanged 870 Iteration 127Q (2299.618412 sec): 50 clusters Score: Raw -79730527.073488 + Penalty 110013.436322 = -79620513.637166 nChanged 861 Iteration 128Q (2311.548922 sec): 50 clusters Score: Raw -79730653.995459 + Penalty 110013.436322 = -79620640.559137 nChanged 892 Iteration 129Q (2323.502861 sec): 50 clusters Score: Raw -79730783.652196 + Penalty 110013.436322 = -79620770.215874 nChanged 941 Iteration 130Q (2335.454448 sec): 50 clusters Score: Raw -79730931.025201 + Penalty 110013.436322 = -79620917.588879 nChanged 931 Iteration 131Q (2347.364792 sec): 50 clusters Score: Raw -79731094.943241 + Penalty 110013.436322 = -79621081.506919 nChanged 944 Iteration 132Q (2359.266605 sec): 50 clusters Score: Raw -79731239.633925 + Penalty 110013.436322 = -79621226.197603 nChanged 928 Iteration 133Q (2371.240767 sec): 50 clusters Score: Raw -79731381.370025 + Penalty 110013.436322 = -79621367.933703 nChanged 951 Iteration 134Q (2383.178059 sec): 50 clusters Score: Raw -79731529.728761 + Penalty 110013.436322 = -79621516.292439 nChanged 912 Iteration 135Q (2395.169029 sec): 50 clusters Score: Raw -79731676.801334 + Penalty 110013.436322 = -79621663.365012 nChanged 953 Iteration 136Q (2407.183735 sec): 50 clusters Score: Raw -79731815.020351 + Penalty 110013.436322 = -79621801.584029 nChanged 901 Iteration 137Q (2419.160912 sec): 50 clusters Score: Raw -79731943.650482 + Penalty 110013.436322 = -79621930.214160 nChanged 860 Iteration 138Q (2431.142527 sec): 50 clusters Score: Raw -79732061.171373 + Penalty 110013.436322 = -79622047.735051 nChanged 813 Writing temp clu file Because OldScore, -79621930.214160, is greater than current (better) Score,-79622047.735051 Won't try splitting - already at maximum number of clusters Iteration 139Q (2443.178842 sec): 50 clusters Score: Raw -79732155.897829 + Penalty 110013.436322 = -79622142.461507 nChanged 715 Iteration 140F (2471.557776 sec): 50 clusters Score: Raw -79732454.399903 + Penalty 110013.436322 = -79622440.963581 nChanged 720 Iteration 141Q (2483.524970 sec): 50 clusters Score: Raw -79732883.372254 + Penalty 110013.436322 = -79622869.935932 nChanged 805 Iteration 142Q (2495.514789 sec): 50 clusters Score: Raw -79733294.018525 + Penalty 110013.436322 = -79623280.582203 nChanged 729 Iteration 143Q (2507.509777 sec): 50 clusters Score: Raw -79733499.980437 + Penalty 110013.436322 = -79623486.544115 nChanged 698 Iteration 144Q (2519.480066 sec): 50 clusters Score: Raw -79733617.624074 + Penalty 110013.436322 = -79623604.187752 nChanged 636 Iteration 145Q (2531.417140 sec): 50 clusters Score: Raw -79733695.273629 + Penalty 110013.436322 = -79623681.837307 nChanged 565 Iteration 146Q (2543.537940 sec): 50 clusters Score: Raw -79733760.150319 + Penalty 110013.436322 = -79623746.713997 nChanged 528 Iteration 147Q (2555.599922 sec): 50 clusters Score: Raw -79733817.875112 + Penalty 110013.436322 = -79623804.438790 nChanged 503 Iteration 148Q (2567.492570 sec): 50 clusters Score: Raw -79733860.770411 + Penalty 110013.436322 = -79623847.334089 nChanged 445 Iteration 149Q (2579.452578 sec): 50 clusters Score: Raw -79733899.255950 + Penalty 110013.436322 = -79623885.819628 nChanged 463 Iteration 150Q (2591.454406 sec): 50 clusters Score: Raw -79733938.432299 + Penalty 110013.436322 = -79623924.995977 nChanged 446 Iteration 151Q (2603.453592 sec): 50 clusters Score: Raw -79733979.126496 + Penalty 110013.436322 = -79623965.690174 nChanged 443 Iteration 152Q (2615.489915 sec): 50 clusters Score: Raw -79734014.134340 + Penalty 110013.436322 = -79624000.698018 nChanged 456 Iteration 153Q (2627.522440 sec): 50 clusters Score: Raw -79734047.962501 + Penalty 110013.436322 = -79624034.526179 nChanged 436 Iteration 154Q (2639.539356 sec): 50 clusters Score: Raw -79734081.331618 + Penalty 110013.436322 = -79624067.895296 nChanged 416 Iteration 155Q (2651.502367 sec): 50 clusters Score: Raw -79734114.049682 + Penalty 110013.436322 = -79624100.613360 nChanged 416 Iteration 156Q (2663.452595 sec): 50 clusters Score: Raw -79734154.680490 + Penalty 110013.436322 = -79624141.244168 nChanged 422 Iteration 157Q (2675.710380 sec): 50 clusters Score: Raw -79734192.589774 + Penalty 110013.436322 = -79624179.153452 nChanged 413 Iteration 158Q (2687.631187 sec): 50 clusters Score: Raw -79734230.438655 + Penalty 110013.436322 = -79624217.002333 nChanged 391 Iteration 159Q (2699.552405 sec): 50 clusters Score: Raw -79734266.959689 + Penalty 110013.436322 = -79624253.523368 nChanged 365 Iteration 160F (2727.940812 sec): 50 clusters Score: Raw -79734519.967138 + Penalty 110013.436322 = -79624506.530816 nChanged 434 Iteration 161Q (2739.985555 sec): 50 clusters Score: Raw -79734848.414507 + Penalty 110013.436322 = -79624834.978185 nChanged 430 Iteration 162Q (2751.939676 sec): 50 clusters Score: Raw -79735002.242869 + Penalty 110013.436322 = -79624988.806547 nChanged 406 Iteration 163Q (2763.889073 sec): 50 clusters Score: Raw -79735091.058651 + Penalty 110013.436322 = -79625077.622329 nChanged 454 Iteration 164Q (2775.921903 sec): 50 clusters Score: Raw -79735167.342662 + Penalty 110013.436322 = -79625153.906340 nChanged 470 Iteration 165Q (2787.860335 sec): 50 clusters Score: Raw -79735250.063673 + Penalty 110013.436322 = -79625236.627351 nChanged 482 Iteration 166Q (2799.830455 sec): 50 clusters Score: Raw -79735348.872262 + Penalty 110013.436322 = -79625335.435940 nChanged 560 Iteration 167Q (2811.813802 sec): 50 clusters Score: Raw -79735477.055927 + Penalty 110013.436322 = -79625463.619605 nChanged 624 Iteration 168Q (2823.747531 sec): 50 clusters Score: Raw -79735648.509630 + Penalty 110013.436322 = -79625635.073308 nChanged 681 Iteration 169Q (2835.731672 sec): 50 clusters Score: Raw -79735863.814072 + Penalty 110013.436322 = -79625850.377750 nChanged 723 Iteration 170Q (2847.726139 sec): 50 clusters Score: Raw -79736160.667414 + Penalty 110013.436322 = -79626147.231092 nChanged 865 Iteration 171Q (2859.691432 sec): 50 clusters Score: Raw -79736587.351883 + Penalty 110013.436322 = -79626573.915561 nChanged 957 Iteration 172Q (2871.707419 sec): 50 clusters Score: Raw -79737141.054826 + Penalty 110013.436322 = -79627127.618504 nChanged 1025 Iteration 173Q (2883.694302 sec): 50 clusters Score: Raw -79737688.608338 + Penalty 110013.436322 = -79627675.172016 nChanged 1061 Iteration 174Q (2895.787832 sec): 50 clusters Score: Raw -79738078.665889 + Penalty 110013.436322 = -79628065.229567 nChanged 1001 Iteration 175Q (2907.989195 sec): 50 clusters Score: Raw -79738294.092166 + Penalty 110013.436322 = -79628280.655844 nChanged 784 Iteration 176Q (2920.037978 sec): 50 clusters Score: Raw -79738420.127022 + Penalty 110013.436322 = -79628406.690701 nChanged 672 Iteration 177Q (2931.976913 sec): 50 clusters Score: Raw -79738494.504897 + Penalty 110013.436322 = -79628481.068575 nChanged 514 Iteration 178Q (2943.966597 sec): 50 clusters Score: Raw -79738543.644323 + Penalty 110013.436322 = -79628530.208001 nChanged 444 Writing temp clu file Because OldScore, -79628481.068575, is greater than current (better) Score,-79628530.208001 Won't try splitting - already at maximum number of clusters Iteration 179Q (2955.969140 sec): 50 clusters Score: Raw -79738585.394160 + Penalty 110013.436322 = -79628571.957838 nChanged 392 Iteration 180F (2984.282208 sec): 50 clusters Score: Raw -79738645.137976 + Penalty 110013.436322 = -79628631.701654 nChanged 314 Iteration 181Q (2996.336339 sec): 50 clusters Score: Raw -79738699.256035 + Penalty 110013.436322 = -79628685.819713 nChanged 264 Iteration 182Q (3008.359527 sec): 50 clusters Score: Raw -79738749.337263 + Penalty 110013.436322 = -79628735.900941 nChanged 265 Iteration 183Q (3020.380306 sec): 50 clusters Score: Raw -79738781.270951 + Penalty 110013.436322 = -79628767.834629 nChanged 252 Iteration 184Q (3032.303977 sec): 50 clusters Score: Raw -79738806.296602 + Penalty 110013.436322 = -79628792.860280 nChanged 264 Iteration 185Q (3044.275681 sec): 50 clusters Score: Raw -79738846.866810 + Penalty 110013.436322 = -79628833.430489 nChanged 252 Iteration 186Q (3056.213520 sec): 50 clusters Score: Raw -79738876.127426 + Penalty 110013.436322 = -79628862.691104 nChanged 239 Iteration 187Q (3068.205163 sec): 50 clusters Score: Raw -79738911.955284 + Penalty 110013.436322 = -79628898.518962 nChanged 238 Iteration 188Q (3080.193233 sec): 50 clusters Score: Raw -79738942.818861 + Penalty 110013.436322 = -79628929.382539 nChanged 234 Iteration 189Q (3092.184823 sec): 50 clusters Score: Raw -79738969.457088 + Penalty 110013.436322 = -79628956.020766 nChanged 225 Iteration 190Q (3104.115025 sec): 50 clusters Score: Raw -79738995.631373 + Penalty 110013.436322 = -79628982.195051 nChanged 232 Iteration 191Q (3116.086993 sec): 50 clusters Score: Raw -79739018.030227 + Penalty 110013.436322 = -79629004.593905 nChanged 206 Iteration 192Q (3128.037009 sec): 50 clusters Score: Raw -79739034.869805 + Penalty 110013.436322 = -79629021.433483 nChanged 187 Iteration 193Q (3139.995253 sec): 50 clusters Score: Raw -79739056.614181 + Penalty 110013.436322 = -79629043.177859 nChanged 171 Iteration 194Q (3151.989142 sec): 50 clusters Score: Raw -79739080.321192 + Penalty 110013.436322 = -79629066.884870 nChanged 165 Iteration 195Q (3164.071289 sec): 50 clusters Score: Raw -79739101.747614 + Penalty 110013.436322 = -79629088.311292 nChanged 154 Iteration 196Q (3176.226441 sec): 50 clusters Score: Raw -79739125.558790 + Penalty 110013.436322 = -79629112.122468 nChanged 132 Iteration 197Q (3188.180077 sec): 50 clusters Score: Raw -79739138.284874 + Penalty 110013.436322 = -79629124.848553 nChanged 121 Iteration 198Q (3200.109030 sec): 50 clusters Score: Raw -79739149.116647 + Penalty 110013.436322 = -79629135.680325 nChanged 122 Iteration 199Q (3212.018223 sec): 50 clusters Score: Raw -79739160.672012 + Penalty 110013.436322 = -79629147.235690 nChanged 138 Iteration 200F (3240.346097 sec): 50 clusters Score: Raw -79739199.866384 + Penalty 110013.436322 = -79629186.430062 nChanged 157 Iteration 201Q (3252.302962 sec): 50 clusters Score: Raw -79739271.581799 + Penalty 110013.436322 = -79629258.145478 nChanged 174 Iteration 202Q (3264.265758 sec): 50 clusters Score: Raw -79739316.839693 + Penalty 110013.436322 = -79629303.403371 nChanged 175 Iteration 203Q (3276.205647 sec): 50 clusters Score: Raw -79739339.189899 + Penalty 110013.436322 = -79629325.753577 nChanged 175 Iteration 204Q (3288.172343 sec): 50 clusters Score: Raw -79739355.544533 + Penalty 110013.436322 = -79629342.108211 nChanged 154 Iteration 205Q (3300.137192 sec): 50 clusters Score: Raw -79739368.750990 + Penalty 110013.436322 = -79629355.314668 nChanged 128 Iteration 206Q (3312.110611 sec): 50 clusters Score: Raw -79739379.075209 + Penalty 110013.436322 = -79629365.638887 nChanged 107 Iteration 207Q (3324.100918 sec): 50 clusters Score: Raw -79739387.176944 + Penalty 110013.436322 = -79629373.740622 nChanged 104 Iteration 208Q (3336.200533 sec): 50 clusters Score: Raw -79739395.683038 + Penalty 110013.436322 = -79629382.246716 nChanged 92 Iteration 209Q (3348.134885 sec): 50 clusters Score: Raw -79739403.915991 + Penalty 110013.436322 = -79629390.479669 nChanged 81 Iteration 210Q (3360.128188 sec): 50 clusters Score: Raw -79739412.372386 + Penalty 110013.436322 = -79629398.936064 nChanged 76 Iteration 211Q (3372.086581 sec): 50 clusters Score: Raw -79739420.894017 + Penalty 110013.436322 = -79629407.457695 nChanged 88 Iteration 212Q (3384.115549 sec): 50 clusters Score: Raw -79739428.959818 + Penalty 110013.436322 = -79629415.523496 nChanged 100 Iteration 213Q (3396.108400 sec): 50 clusters Score: Raw -79739439.354560 + Penalty 110013.436322 = -79629425.918238 nChanged 110 Iteration 214Q (3408.098547 sec): 50 clusters Score: Raw -79739450.170217 + Penalty 110013.436322 = -79629436.733895 nChanged 97 Iteration 215Q (3420.032416 sec): 50 clusters Score: Raw -79739458.018896 + Penalty 110013.436322 = -79629444.582574 nChanged 100 Iteration 216Q (3431.967108 sec): 50 clusters Score: Raw -79739465.837247 + Penalty 110013.436322 = -79629452.400925 nChanged 94 Iteration 217Q (3443.951736 sec): 50 clusters Score: Raw -79739471.393481 + Penalty 110013.436322 = -79629457.957159 nChanged 84 Iteration 218Q (3455.874167 sec): 50 clusters Score: Raw -79739476.104756 + Penalty 110013.436322 = -79629462.668434 nChanged 68 Writing temp clu file Because OldScore, -79629457.957159, is greater than current (better) Score,-79629462.668434 Won't try splitting - already at maximum number of clusters Iteration 219Q (3467.893822 sec): 50 clusters Score: Raw -79739479.915872 + Penalty 110013.436322 = -79629466.479551 nChanged 75 Iteration 220F (3496.244494 sec): 50 clusters Score: Raw -79739482.885960 + Penalty 110013.436322 = -79629469.449638 nChanged 72 Iteration 221Q (3508.211439 sec): 50 clusters Score: Raw -79739486.208761 + Penalty 110013.436322 = -79629472.772439 nChanged 50 Iteration 222Q (3520.170956 sec): 50 clusters Score: Raw -79739488.218836 + Penalty 110013.436322 = -79629474.782514 nChanged 30 Iteration 223Q (3532.137646 sec): 50 clusters Score: Raw -79739489.337947 + Penalty 110013.436322 = -79629475.901625 nChanged 25 Iteration 224Q (3544.258944 sec): 50 clusters Score: Raw -79739490.134772 + Penalty 110013.436322 = -79629476.698450 nChanged 19 Iteration 225Q (3556.193950 sec): 50 clusters Score: Raw -79739490.579213 + Penalty 110013.436322 = -79629477.142891 nChanged 15 Iteration 226Q (3568.131993 sec): 50 clusters Score: Raw -79739491.217389 + Penalty 110013.436322 = -79629477.781067 nChanged 12 Iteration 227Q (3580.122136 sec): 50 clusters Score: Raw -79739491.543910 + Penalty 110013.436322 = -79629478.107588 nChanged 10 Iteration 228Q (3592.080129 sec): 50 clusters Score: Raw -79739491.782890 + Penalty 110013.436322 = -79629478.346568 nChanged 11 Iteration 229Q (3604.251663 sec): 50 clusters Score: Raw -79739491.998535 + Penalty 110013.436322 = -79629478.562213 nChanged 11 Iteration 230Q (3616.181853 sec): 50 clusters Score: Raw -79739492.214380 + Penalty 110013.436322 = -79629478.778058 nChanged 9 Iteration 231Q (3628.152863 sec): 50 clusters Score: Raw -79739492.552002 + Penalty 110013.436322 = -79629479.115680 nChanged 8 Iteration 232Q (3640.121657 sec): 50 clusters Score: Raw -79739492.790688 + Penalty 110013.436322 = -79629479.354366 nChanged 5 Iteration 233Q (3652.073528 sec): 50 clusters Score: Raw -79739492.942499 + Penalty 110013.436322 = -79629479.506177 nChanged 7 Iteration 234Q (3663.985979 sec): 50 clusters Score: Raw -79739493.034646 + Penalty 110013.436322 = -79629479.598324 nChanged 5 Iteration 235Q (3675.914780 sec): 50 clusters Score: Raw -79739493.092681 + Penalty 110013.436322 = -79629479.656359 nChanged 1 Iteration 236Q (3687.886203 sec): 50 clusters Score: Raw -79739493.094679 + Penalty 110013.436322 = -79629479.658357 nChanged 0 Iteration 237F (3716.231945 sec): 50 clusters Score: Raw -79739493.094679 + Penalty 110013.436322 = -79629479.658357 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:3710.100502 seconds. 20->50 Clusters: Score -79629479.658357, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 1000934 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 5 (4630 points): Lose 392.331092 but Gain 2245.172170 Iteration 0F (3728.189800 sec): 20 clusters Score: Raw -65834762.577486 + Penalty 42658.271227 = -65792104.306259 nChanged 947582 Iteration 1F (3739.447928 sec): 20 clusters Score: Raw -74363337.013476 + Penalty 42658.271227 = -74320678.742250 nChanged 465886 Deleting Class 2 (985 points): Lose 2176.354081 but Gain 2245.172170 Iteration 2F (3750.653400 sec): 19 clusters Score: Raw -76361096.121325 + Penalty 40413.099057 = -76320683.022268 nChanged 263879 Iteration 3F (3761.367407 sec): 19 clusters Score: Raw -77308151.178438 + Penalty 40413.099057 = -77267738.079381 nChanged 162600 Iteration 4F (3772.122303 sec): 19 clusters Score: Raw -77818031.283379 + Penalty 40413.099057 = -77777618.184322 nChanged 117804 Iteration 5F (3782.780757 sec): 19 clusters Score: Raw -78116318.846202 + Penalty 40413.099057 = -78075905.747145 nChanged 93769 Iteration 6F (3793.406752 sec): 19 clusters Score: Raw -78288143.479627 + Penalty 40413.099057 = -78247730.380570 nChanged 74297 Iteration 7F (3804.091173 sec): 19 clusters Score: Raw -78427145.423863 + Penalty 40413.099057 = -78386732.324806 nChanged 52705 Iteration 8F (3815.024764 sec): 19 clusters Score: Raw -78521711.123666 + Penalty 40413.099057 = -78481298.024609 nChanged 41505 Iteration 9Q (3820.466109 sec): 19 clusters Score: Raw -78566667.634741 + Penalty 40413.099057 = -78526254.535684 nChanged 31856 Iteration 10Q (3825.812473 sec): 19 clusters Score: Raw -78596711.587960 + Penalty 40413.099057 = -78556298.488903 nChanged 25224 Iteration 11Q (3831.119724 sec): 19 clusters Score: Raw -78619296.804326 + Penalty 40413.099057 = -78578883.705269 nChanged 20327 Iteration 12Q (3836.378311 sec): 19 clusters Score: Raw -78635897.549771 + Penalty 40413.099057 = -78595484.450714 nChanged 16777 Iteration 13Q (3841.695692 sec): 19 clusters Score: Raw -78648202.181225 + Penalty 40413.099057 = -78607789.082168 nChanged 14077 Iteration 14Q (3846.573113 sec): 19 clusters Score: Raw -78656998.693566 + Penalty 40413.099057 = -78616585.594509 nChanged 11389 Iteration 15Q (3851.276559 sec): 19 clusters Score: Raw -78662941.724639 + Penalty 40413.099057 = -78622528.625582 nChanged 9080 Iteration 16Q (3856.456972 sec): 19 clusters Score: Raw -78667206.147406 + Penalty 40413.099057 = -78626793.048349 nChanged 7384 Iteration 17Q (3861.507624 sec): 19 clusters Score: Raw -78670523.266139 + Penalty 40413.099057 = -78630110.167082 nChanged 6179 Iteration 18Q (3866.197739 sec): 19 clusters Score: Raw -78673353.339340 + Penalty 40413.099057 = -78632940.240283 nChanged 5474 Iteration 19Q (3870.980978 sec): 19 clusters Score: Raw -78676078.215928 + Penalty 40413.099057 = -78635665.116871 nChanged 5100 Writing temp clu file Because OldScore, -78632940.240283, is greater than current (better) Score,-78635665.116871 Compute initial score before splitting: Score: Raw -78676078.215928 + Penalty 40413.099057 = -78635665.116871 Trying to split cluster 1 (100435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3871.438797 sec): 2 clusters Score: Raw -8208791.628137 + Penalty 1871.555730 = -8206920.072407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3871.652550 sec): 3 clusters Score: Raw -8143394.784410 + Penalty 3743.111460 = -8139651.672950 nChanged 48164 SP:Iteration 1F (3871.855655 sec): 3 clusters Score: Raw -8176824.084934 + Penalty 3743.111460 = -8173080.973474 nChanged 7892 SP:Iteration 2F (3872.062078 sec): 3 clusters Score: Raw -8185922.438674 + Penalty 3743.111460 = -8182179.327214 nChanged 10181 SP:Iteration 3F (3872.262826 sec): 3 clusters Score: Raw -8197338.382091 + Penalty 3743.111460 = -8193595.270631 nChanged 11101 SP:Iteration 4F (3872.458826 sec): 3 clusters Score: Raw -8211362.929826 + Penalty 3743.111460 = -8207619.818366 nChanged 10170 SP:Iteration 5F (3872.655993 sec): 3 clusters Score: Raw -8226347.037989 + Penalty 3743.111460 = -8222603.926529 nChanged 7979 SP:Iteration 6F (3872.855253 sec): 3 clusters Score: Raw -8237583.286985 + Penalty 3743.111460 = -8233840.175525 nChanged 5181 SP:Iteration 7F (3873.051751 sec): 3 clusters Score: Raw -8242156.199071 + Penalty 3743.111460 = -8238413.087611 nChanged 2812 SP:Iteration 8Q (3873.257804 sec): 3 clusters Score: Raw -8243630.696928 + Penalty 3743.111460 = -8239887.585468 nChanged 1604 SP:Iteration 9Q (3873.459642 sec): 3 clusters Score: Raw -8244291.025128 + Penalty 3743.111460 = -8240547.913668 nChanged 1131 SP:Iteration 10Q (3873.660291 sec): 3 clusters Score: Raw -8244730.096983 + Penalty 3743.111460 = -8240986.985523 nChanged 922 SP:Iteration 11Q (3873.858063 sec): 3 clusters Score: Raw -8245085.185474 + Penalty 3743.111460 = -8241342.074014 nChanged 869 SP:Iteration 12Q (3874.059737 sec): 3 clusters Score: Raw -8245413.687265 + Penalty 3743.111460 = -8241670.575804 nChanged 786 SP:Iteration 13Q (3874.260235 sec): 3 clusters Score: Raw -8245669.835426 + Penalty 3743.111460 = -8241926.723966 nChanged 700 SP:Iteration 14Q (3874.463806 sec): 3 clusters Score: Raw -8245892.123920 + Penalty 3743.111460 = -8242149.012460 nChanged 662 SP:Iteration 15Q (3874.663014 sec): 3 clusters Score: Raw -8246086.617940 + Penalty 3743.111460 = -8242343.506480 nChanged 602 SP:Iteration 16Q (3874.849578 sec): 3 clusters Score: Raw -8246229.080553 + Penalty 3743.111460 = -8242485.969092 nChanged 517 SP:Iteration 17Q (3875.048947 sec): 3 clusters Score: Raw -8246339.182418 + Penalty 3743.111460 = -8242596.070958 nChanged 481 SP:Iteration 18Q (3875.249023 sec): 3 clusters Score: Raw -8246435.474994 + Penalty 3743.111460 = -8242692.363534 nChanged 439 SP:Iteration 19Q (3875.450958 sec): 3 clusters Score: Raw -8246512.311824 + Penalty 3743.111460 = -8242769.200364 nChanged 396 SP:Iteration 20F (3875.652217 sec): 3 clusters Score: Raw -8246573.150080 + Penalty 3743.111460 = -8242830.038619 nChanged 342 SP:Iteration 21Q (3875.851573 sec): 3 clusters Score: Raw -8246628.857484 + Penalty 3743.111460 = -8242885.746024 nChanged 359 SP:Iteration 22Q (3876.041644 sec): 3 clusters Score: Raw -8246683.042435 + Penalty 3743.111460 = -8242939.930974 nChanged 333 SP:Iteration 23Q (3876.243408 sec): 3 clusters Score: Raw -8246725.941818 + Penalty 3743.111460 = -8242982.830357 nChanged 287 SP:Iteration 24Q (3876.430931 sec): 3 clusters Score: Raw -8246760.502079 + Penalty 3743.111460 = -8243017.390619 nChanged 258 SP:Iteration 25Q (3876.617358 sec): 3 clusters Score: Raw -8246788.271650 + Penalty 3743.111460 = -8243045.160190 nChanged 219 SP:Iteration 26Q (3876.795156 sec): 3 clusters Score: Raw -8246809.129913 + Penalty 3743.111460 = -8243066.018453 nChanged 196 SP:Iteration 27Q (3876.982781 sec): 3 clusters Score: Raw -8246827.453378 + Penalty 3743.111460 = -8243084.341918 nChanged 180 SP:Iteration 28Q (3877.164045 sec): 3 clusters Score: Raw -8246842.882981 + Penalty 3743.111460 = -8243099.771520 nChanged 163 SP:Iteration 29Q (3877.369045 sec): 3 clusters Score: Raw -8246856.168218 + Penalty 3743.111460 = -8243113.056758 nChanged 154 SP:Iteration 30Q (3877.572608 sec): 3 clusters Score: Raw -8246867.450283 + Penalty 3743.111460 = -8243124.338823 nChanged 147 SP:Iteration 31Q (3877.774012 sec): 3 clusters Score: Raw -8246876.086571 + Penalty 3743.111460 = -8243132.975111 nChanged 105 SP:Iteration 32Q (3877.968675 sec): 3 clusters Score: Raw -8246881.543186 + Penalty 3743.111460 = -8243138.431726 nChanged 96 SP:Iteration 33Q (3878.175554 sec): 3 clusters Score: Raw -8246886.790863 + Penalty 3743.111460 = -8243143.679402 nChanged 89 SP:Iteration 34Q (3878.377415 sec): 3 clusters Score: Raw -8246891.587799 + Penalty 3743.111460 = -8243148.476339 nChanged 100 SP:Iteration 35Q (3878.574562 sec): 3 clusters Score: Raw -8246897.745396 + Penalty 3743.111460 = -8243154.633936 nChanged 97 SP:Iteration 36Q (3878.769663 sec): 3 clusters Score: Raw -8246901.873898 + Penalty 3743.111460 = -8243158.762438 nChanged 83 SP:Iteration 37Q (3878.969816 sec): 3 clusters Score: Raw -8246904.810042 + Penalty 3743.111460 = -8243161.698582 nChanged 56 SP:Iteration 38Q (3879.176263 sec): 3 clusters Score: Raw -8246906.800348 + Penalty 3743.111460 = -8243163.688888 nChanged 62 SP:Iteration 39Q (3879.375741 sec): 3 clusters Score: Raw -8246908.823878 + Penalty 3743.111460 = -8243165.712417 nChanged 53 SP:Iteration 40F (3879.577094 sec): 3 clusters Score: Raw -8246910.397453 + Penalty 3743.111460 = -8243167.285993 nChanged 43 SP:Iteration 41Q (3879.772883 sec): 3 clusters Score: Raw -8246911.414767 + Penalty 3743.111460 = -8243168.303307 nChanged 36 SP:Iteration 42Q (3879.973442 sec): 3 clusters Score: Raw -8246912.260806 + Penalty 3743.111460 = -8243169.149346 nChanged 33 SP:Iteration 43Q (3880.169871 sec): 3 clusters Score: Raw -8246912.835783 + Penalty 3743.111460 = -8243169.724323 nChanged 19 SP:Iteration 44Q (3880.362523 sec): 3 clusters Score: Raw -8246913.102023 + Penalty 3743.111460 = -8243169.990563 nChanged 21 SP:Iteration 45Q (3880.565226 sec): 3 clusters Score: Raw -8246913.457603 + Penalty 3743.111460 = -8243170.346143 nChanged 14 SP:Iteration 46Q (3880.731389 sec): 3 clusters Score: Raw -8246913.692500 + Penalty 3743.111460 = -8243170.581040 nChanged 11 SP:Iteration 47Q (3880.919177 sec): 3 clusters Score: Raw -8246913.849594 + Penalty 3743.111460 = -8243170.738134 nChanged 6 SP:Iteration 48Q (3881.106330 sec): 3 clusters Score: Raw -8246913.930395 + Penalty 3743.111460 = -8243170.818935 nChanged 8 SP:Iteration 49Q (3881.293743 sec): 3 clusters Score: Raw -8246914.054074 + Penalty 3743.111460 = -8243170.942614 nChanged 8 SP:Iteration 50Q (3881.476614 sec): 3 clusters Score: Raw -8246914.176303 + Penalty 3743.111460 = -8243171.064843 nChanged 9 SP:Iteration 51Q (3881.678016 sec): 3 clusters Score: Raw -8246914.331550 + Penalty 3743.111460 = -8243171.220089 nChanged 6 SP:Iteration 52Q (3881.877535 sec): 3 clusters Score: Raw -8246914.433740 + Penalty 3743.111460 = -8243171.322279 nChanged 6 SP:Iteration 53Q (3882.082744 sec): 3 clusters Score: Raw -8246914.506303 + Penalty 3743.111460 = -8243171.394843 nChanged 3 SP:Iteration 54Q (3882.284794 sec): 3 clusters Score: Raw -8246914.529529 + Penalty 3743.111460 = -8243171.418069 nChanged 1 SP:Iteration 55Q (3882.479660 sec): 3 clusters Score: Raw -8246914.539159 + Penalty 3743.111460 = -8243171.427698 nChanged 0 SP:Iteration 56F (3882.688707 sec): 3 clusters Score: Raw -8246914.539159 + Penalty 3743.111460 = -8243171.427698 nChanged 0 Score: Raw -78715837.823036 + Penalty 42658.271227 = -78673179.551809 Splitting cluster 1 changes total score from -78635665.116871 to -78673179.551809 So it's getting split into cluster 2. Trying to split cluster 3 (28153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3895.780083 sec): 2 clusters Score: Raw -2086736.489298 + Penalty 1664.878995 = -2085071.610303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3895.845090 sec): 3 clusters Score: Raw -2069317.057798 + Penalty 3329.757990 = -2065987.299808 nChanged 13001 SP:Iteration 1F (3895.941470 sec): 3 clusters Score: Raw -2077325.241544 + Penalty 3329.757990 = -2073995.483554 nChanged 2465 SP:Iteration 2F (3896.040761 sec): 3 clusters Score: Raw -2080517.259219 + Penalty 3329.757990 = -2077187.501229 nChanged 3542 SP:Iteration 3F (3896.135208 sec): 3 clusters Score: Raw -2087306.067503 + Penalty 3329.757990 = -2083976.309513 nChanged 3573 SP:Iteration 4F (3896.243976 sec): 3 clusters Score: Raw -2093603.860420 + Penalty 3329.757990 = -2090274.102430 nChanged 2283 SP:Iteration 5F (3896.332578 sec): 3 clusters Score: Raw -2096802.466568 + Penalty 3329.757990 = -2093472.708578 nChanged 1164 SP:Iteration 6Q (3896.435230 sec): 3 clusters Score: Raw -2098454.047506 + Penalty 3329.757990 = -2095124.289516 nChanged 715 SP:Iteration 7Q (3896.529515 sec): 3 clusters Score: Raw -2099006.669109 + Penalty 3329.757990 = -2095676.911119 nChanged 432 SP:Iteration 8Q (3896.616974 sec): 3 clusters Score: Raw -2099190.928329 + Penalty 3329.757990 = -2095861.170339 nChanged 244 SP:Iteration 9Q (3896.702346 sec): 3 clusters Score: Raw -2099277.853239 + Penalty 3329.757990 = -2095948.095249 nChanged 175 SP:Iteration 10Q (3896.790555 sec): 3 clusters Score: Raw -2099325.815761 + Penalty 3329.757990 = -2095996.057771 nChanged 126 SP:Iteration 11Q (3896.874981 sec): 3 clusters Score: Raw -2099360.774393 + Penalty 3329.757990 = -2096031.016404 nChanged 94 SP:Iteration 12Q (3896.975161 sec): 3 clusters Score: Raw -2099387.464207 + Penalty 3329.757990 = -2096057.706217 nChanged 83 SP:Iteration 13Q (3897.061956 sec): 3 clusters Score: Raw -2099400.856370 + Penalty 3329.757990 = -2096071.098380 nChanged 58 SP:Iteration 14Q (3897.149331 sec): 3 clusters Score: Raw -2099409.314532 + Penalty 3329.757990 = -2096079.556542 nChanged 53 SP:Iteration 15Q (3897.232610 sec): 3 clusters Score: Raw -2099417.373607 + Penalty 3329.757990 = -2096087.615618 nChanged 43 SP:Iteration 16Q (3897.325289 sec): 3 clusters Score: Raw -2099422.776388 + Penalty 3329.757990 = -2096093.018398 nChanged 38 SP:Iteration 17Q (3897.409886 sec): 3 clusters Score: Raw -2099426.697724 + Penalty 3329.757990 = -2096096.939734 nChanged 33 SP:Iteration 18Q (3897.503816 sec): 3 clusters Score: Raw -2099429.839788 + Penalty 3329.757990 = -2096100.081798 nChanged 28 SP:Iteration 19Q (3897.593951 sec): 3 clusters Score: Raw -2099432.045386 + Penalty 3329.757990 = -2096102.287396 nChanged 22 SP:Iteration 20F (3897.691759 sec): 3 clusters Score: Raw -2099433.527512 + Penalty 3329.757990 = -2096103.769522 nChanged 18 SP:Iteration 21Q (3897.785132 sec): 3 clusters Score: Raw -2099435.303082 + Penalty 3329.757990 = -2096105.545092 nChanged 13 SP:Iteration 22Q (3897.867648 sec): 3 clusters Score: Raw -2099436.603367 + Penalty 3329.757990 = -2096106.845377 nChanged 16 SP:Iteration 23Q (3897.960485 sec): 3 clusters Score: Raw -2099437.926172 + Penalty 3329.757990 = -2096108.168182 nChanged 17 SP:Iteration 24Q (3898.044037 sec): 3 clusters Score: Raw -2099438.822257 + Penalty 3329.757990 = -2096109.064267 nChanged 9 SP:Iteration 25Q (3898.127015 sec): 3 clusters Score: Raw -2099439.487405 + Penalty 3329.757990 = -2096109.729415 nChanged 10 SP:Iteration 26Q (3898.214017 sec): 3 clusters Score: Raw -2099440.306930 + Penalty 3329.757990 = -2096110.548940 nChanged 11 SP:Iteration 27Q (3898.301842 sec): 3 clusters Score: Raw -2099440.825685 + Penalty 3329.757990 = -2096111.067696 nChanged 5 SP:Iteration 28Q (3898.400071 sec): 3 clusters Score: Raw -2099440.982614 + Penalty 3329.757990 = -2096111.224624 nChanged 4 SP:Iteration 29Q (3898.490311 sec): 3 clusters Score: Raw -2099441.119427 + Penalty 3329.757990 = -2096111.361438 nChanged 5 SP:Iteration 30Q (3898.584637 sec): 3 clusters Score: Raw -2099441.347096 + Penalty 3329.757990 = -2096111.589106 nChanged 6 SP:Iteration 31Q (3898.678698 sec): 3 clusters Score: Raw -2099441.616528 + Penalty 3329.757990 = -2096111.858538 nChanged 5 SP:Iteration 32Q (3898.771952 sec): 3 clusters Score: Raw -2099441.785667 + Penalty 3329.757990 = -2096112.027677 nChanged 6 SP:Iteration 33Q (3898.865416 sec): 3 clusters Score: Raw -2099442.067717 + Penalty 3329.757990 = -2096112.309728 nChanged 7 SP:Iteration 34Q (3898.959576 sec): 3 clusters Score: Raw -2099442.499324 + Penalty 3329.757990 = -2096112.741334 nChanged 15 SP:Iteration 35Q (3899.038926 sec): 3 clusters Score: Raw -2099443.326468 + Penalty 3329.757990 = -2096113.568478 nChanged 15 SP:Iteration 36Q (3899.135710 sec): 3 clusters Score: Raw -2099443.952200 + Penalty 3329.757990 = -2096114.194210 nChanged 7 SP:Iteration 37Q (3899.218634 sec): 3 clusters Score: Raw -2099444.144172 + Penalty 3329.757990 = -2096114.386182 nChanged 3 SP:Iteration 38Q (3899.317884 sec): 3 clusters Score: Raw -2099444.295545 + Penalty 3329.757990 = -2096114.537555 nChanged 3 SP:Iteration 39Q (3899.413973 sec): 3 clusters Score: Raw -2099444.399472 + Penalty 3329.757990 = -2096114.641482 nChanged 3 SP:Iteration 40F (3899.513465 sec): 3 clusters Score: Raw -2099444.622537 + Penalty 3329.757990 = -2096114.864547 nChanged 6 SP:Iteration 41Q (3899.606495 sec): 3 clusters Score: Raw -2099444.932409 + Penalty 3329.757990 = -2096115.174419 nChanged 8 SP:Iteration 42Q (3899.701025 sec): 3 clusters Score: Raw -2099445.241753 + Penalty 3329.757990 = -2096115.483763 nChanged 5 SP:Iteration 43Q (3899.787100 sec): 3 clusters Score: Raw -2099445.536245 + Penalty 3329.757990 = -2096115.778255 nChanged 4 SP:Iteration 44Q (3899.881270 sec): 3 clusters Score: Raw -2099445.768194 + Penalty 3329.757990 = -2096116.010204 nChanged 4 SP:Iteration 45Q (3899.981644 sec): 3 clusters Score: Raw -2099445.928860 + Penalty 3329.757990 = -2096116.170870 nChanged 2 SP:Iteration 46Q (3900.062013 sec): 3 clusters Score: Raw -2099445.992899 + Penalty 3329.757990 = -2096116.234909 nChanged 1 SP:Iteration 47Q (3900.157814 sec): 3 clusters Score: Raw -2099446.018337 + Penalty 3329.757990 = -2096116.260347 nChanged 2 SP:Iteration 48Q (3900.241601 sec): 3 clusters Score: Raw -2099446.075112 + Penalty 3329.757990 = -2096116.317122 nChanged 4 SP:Iteration 49Q (3900.326524 sec): 3 clusters Score: Raw -2099446.252539 + Penalty 3329.757990 = -2096116.494549 nChanged 5 SP:Iteration 50Q (3900.411125 sec): 3 clusters Score: Raw -2099446.529217 + Penalty 3329.757990 = -2096116.771227 nChanged 10 SP:Iteration 51Q (3900.463003 sec): 3 clusters Score: Raw -2099446.992052 + Penalty 3329.757990 = -2096117.234062 nChanged 13 SP:Iteration 52Q (3900.563851 sec): 3 clusters Score: Raw -2099447.559624 + Penalty 3329.757990 = -2096117.801634 nChanged 11 SP:Iteration 53Q (3900.654125 sec): 3 clusters Score: Raw -2099448.058775 + Penalty 3329.757990 = -2096118.300785 nChanged 9 SP:Iteration 54Q (3900.750430 sec): 3 clusters Score: Raw -2099448.416947 + Penalty 3329.757990 = -2096118.658957 nChanged 9 SP:Iteration 55Q (3900.844752 sec): 3 clusters Score: Raw -2099448.753206 + Penalty 3329.757990 = -2096118.995216 nChanged 1 SP:Iteration 56Q (3900.939188 sec): 3 clusters Score: Raw -2099448.773892 + Penalty 3329.757990 = -2096119.015902 nChanged 2 SP:Iteration 57Q (3901.033556 sec): 3 clusters Score: Raw -2099448.846181 + Penalty 3329.757990 = -2096119.088191 nChanged 5 SP:Iteration 58Q (3901.126050 sec): 3 clusters Score: Raw -2099449.111379 + Penalty 3329.757990 = -2096119.353390 nChanged 3 SP:Iteration 59Q (3901.213885 sec): 3 clusters Score: Raw -2099449.184622 + Penalty 3329.757990 = -2096119.426632 nChanged 0 SP:Iteration 60F (3901.314460 sec): 3 clusters Score: Raw -2099449.184622 + Penalty 3329.757990 = -2096119.426632 nChanged 0 Score: Raw -78728550.518360 + Penalty 44903.443397 = -78683647.074963 Splitting cluster 3 changes total score from -78635665.116871 to -78683647.074963 So it's getting split into cluster 5. Trying to split cluster 4 (201375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3914.715112 sec): 2 clusters Score: Raw -16535842.627686 + Penalty 1984.600170 = -16533858.027516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3915.056184 sec): 3 clusters Score: Raw -16402439.794064 + Penalty 3969.200339 = -16398470.593725 nChanged 97417 SP:Iteration 1F (3915.409267 sec): 3 clusters Score: Raw -16462480.818473 + Penalty 3969.200339 = -16458511.618134 nChanged 10473 SP:Iteration 2F (3915.794942 sec): 3 clusters Score: Raw -16467136.653879 + Penalty 3969.200339 = -16463167.453540 nChanged 13245 SP:Iteration 3F (3916.167555 sec): 3 clusters Score: Raw -16475241.094097 + Penalty 3969.200339 = -16471271.893758 nChanged 16317 SP:Iteration 4F (3916.543700 sec): 3 clusters Score: Raw -16488163.470499 + Penalty 3969.200339 = -16484194.270160 nChanged 17651 SP:Iteration 5F (3916.889750 sec): 3 clusters Score: Raw -16504509.177538 + Penalty 3969.200339 = -16500539.977199 nChanged 15541 SP:Iteration 6F (3917.223916 sec): 3 clusters Score: Raw -16519469.490055 + Penalty 3969.200339 = -16515500.289716 nChanged 10587 SP:Iteration 7F (3917.565488 sec): 3 clusters Score: Raw -16529007.129396 + Penalty 3969.200339 = -16525037.929056 nChanged 6097 SP:Iteration 8Q (3917.921780 sec): 3 clusters Score: Raw -16533871.022812 + Penalty 3969.200339 = -16529901.822473 nChanged 3342 SP:Iteration 9Q (3918.290926 sec): 3 clusters Score: Raw -16536048.034901 + Penalty 3969.200339 = -16532078.834562 nChanged 1835 SP:Iteration 10Q (3918.649233 sec): 3 clusters Score: Raw -16536992.339712 + Penalty 3969.200339 = -16533023.139373 nChanged 1123 SP:Iteration 11Q (3918.997372 sec): 3 clusters Score: Raw -16537451.927570 + Penalty 3969.200339 = -16533482.727231 nChanged 701 SP:Iteration 12Q (3919.339237 sec): 3 clusters Score: Raw -16537694.249231 + Penalty 3969.200339 = -16533725.048892 nChanged 453 SP:Iteration 13Q (3919.661081 sec): 3 clusters Score: Raw -16537818.275814 + Penalty 3969.200339 = -16533849.075475 nChanged 314 SP:Iteration 14Q (3919.961396 sec): 3 clusters Score: Raw -16537889.233067 + Penalty 3969.200339 = -16533920.032728 nChanged 207 SP:Iteration 15Q (3920.258317 sec): 3 clusters Score: Raw -16537933.152243 + Penalty 3969.200339 = -16533963.951904 nChanged 167 SP:Iteration 16Q (3920.588248 sec): 3 clusters Score: Raw -16537974.227091 + Penalty 3969.200339 = -16534005.026752 nChanged 143 SP:Iteration 17Q (3920.911457 sec): 3 clusters Score: Raw -16538006.746571 + Penalty 3969.200339 = -16534037.546232 nChanged 115 SP:Iteration 18Q (3921.247465 sec): 3 clusters Score: Raw -16538031.402002 + Penalty 3969.200339 = -16534062.201663 nChanged 106 SP:Iteration 19Q (3921.579980 sec): 3 clusters Score: Raw -16538049.630422 + Penalty 3969.200339 = -16534080.430083 nChanged 89 SP:Iteration 20F (3921.943148 sec): 3 clusters Score: Raw -16538062.766556 + Penalty 3969.200339 = -16534093.566217 nChanged 72 SP:Iteration 21Q (3922.261759 sec): 3 clusters Score: Raw -16538073.753539 + Penalty 3969.200339 = -16534104.553200 nChanged 51 SP:Iteration 22Q (3922.570076 sec): 3 clusters Score: Raw -16538081.070970 + Penalty 3969.200339 = -16534111.870631 nChanged 57 SP:Iteration 23Q (3922.882216 sec): 3 clusters Score: Raw -16538088.781351 + Penalty 3969.200339 = -16534119.581012 nChanged 37 SP:Iteration 24Q (3923.213718 sec): 3 clusters Score: Raw -16538092.971584 + Penalty 3969.200339 = -16534123.771245 nChanged 30 SP:Iteration 25Q (3923.547710 sec): 3 clusters Score: Raw -16538096.102910 + Penalty 3969.200339 = -16534126.902571 nChanged 22 SP:Iteration 26Q (3923.869882 sec): 3 clusters Score: Raw -16538098.358584 + Penalty 3969.200339 = -16534129.158245 nChanged 14 SP:Iteration 27Q (3924.193904 sec): 3 clusters Score: Raw -16538099.805831 + Penalty 3969.200339 = -16534130.605492 nChanged 11 SP:Iteration 28Q (3924.511717 sec): 3 clusters Score: Raw -16538100.968685 + Penalty 3969.200339 = -16534131.768346 nChanged 12 SP:Iteration 29Q (3924.827373 sec): 3 clusters Score: Raw -16538102.040648 + Penalty 3969.200339 = -16534132.840309 nChanged 13 SP:Iteration 30Q (3925.137607 sec): 3 clusters Score: Raw -16538103.277026 + Penalty 3969.200339 = -16534134.076687 nChanged 11 SP:Iteration 31Q (3925.433938 sec): 3 clusters Score: Raw -16538104.229686 + Penalty 3969.200339 = -16534135.029346 nChanged 7 SP:Iteration 32Q (3925.773665 sec): 3 clusters Score: Raw -16538104.981548 + Penalty 3969.200339 = -16534135.781208 nChanged 10 SP:Iteration 33Q (3926.109684 sec): 3 clusters Score: Raw -16538105.658094 + Penalty 3969.200339 = -16534136.457755 nChanged 5 SP:Iteration 34Q (3926.440928 sec): 3 clusters Score: Raw -16538106.009319 + Penalty 3969.200339 = -16534136.808980 nChanged 2 SP:Iteration 35Q (3926.779248 sec): 3 clusters Score: Raw -16538106.157542 + Penalty 3969.200339 = -16534136.957203 nChanged 4 SP:Iteration 36Q (3927.092044 sec): 3 clusters Score: Raw -16538106.563117 + Penalty 3969.200339 = -16534137.362778 nChanged 6 SP:Iteration 37Q (3927.395023 sec): 3 clusters Score: Raw -16538107.087245 + Penalty 3969.200339 = -16534137.886906 nChanged 7 SP:Iteration 38Q (3927.704887 sec): 3 clusters Score: Raw -16538107.902469 + Penalty 3969.200339 = -16534138.702130 nChanged 4 SP:Iteration 39Q (3928.033673 sec): 3 clusters Score: Raw -16538108.278938 + Penalty 3969.200339 = -16534139.078599 nChanged 7 SP:Iteration 40F (3928.409824 sec): 3 clusters Score: Raw -16538109.029991 + Penalty 3969.200339 = -16534139.829652 nChanged 7 SP:Iteration 41Q (3928.740000 sec): 3 clusters Score: Raw -16538109.546066 + Penalty 3969.200339 = -16534140.345727 nChanged 4 SP:Iteration 42Q (3929.079910 sec): 3 clusters Score: Raw -16538109.925729 + Penalty 3969.200339 = -16534140.725390 nChanged 3 SP:Iteration 43Q (3929.388089 sec): 3 clusters Score: Raw -16538110.207637 + Penalty 3969.200339 = -16534141.007298 nChanged 4 SP:Iteration 44Q (3929.709472 sec): 3 clusters Score: Raw -16538110.342936 + Penalty 3969.200339 = -16534141.142597 nChanged 2 SP:Iteration 45Q (3929.995329 sec): 3 clusters Score: Raw -16538110.518814 + Penalty 3969.200339 = -16534141.318475 nChanged 2 SP:Iteration 46Q (3930.306323 sec): 3 clusters Score: Raw -16538110.728209 + Penalty 3969.200339 = -16534141.527870 nChanged 3 SP:Iteration 47Q (3930.613239 sec): 3 clusters Score: Raw -16538110.863245 + Penalty 3969.200339 = -16534141.662906 nChanged 2 SP:Iteration 48Q (3930.952184 sec): 3 clusters Score: Raw -16538110.973458 + Penalty 3969.200339 = -16534141.773118 nChanged 4 SP:Iteration 49Q (3931.288960 sec): 3 clusters Score: Raw -16538111.416142 + Penalty 3969.200339 = -16534142.215803 nChanged 3 SP:Iteration 50Q (3931.620401 sec): 3 clusters Score: Raw -16538111.624280 + Penalty 3969.200339 = -16534142.423941 nChanged 2 SP:Iteration 51Q (3931.965537 sec): 3 clusters Score: Raw -16538111.701449 + Penalty 3969.200339 = -16534142.501110 nChanged 2 SP:Iteration 52Q (3932.284817 sec): 3 clusters Score: Raw -16538111.871891 + Penalty 3969.200339 = -16534142.671552 nChanged 3 SP:Iteration 53Q (3932.594378 sec): 3 clusters Score: Raw -16538112.051335 + Penalty 3969.200339 = -16534142.850996 nChanged 2 SP:Iteration 54Q (3932.897835 sec): 3 clusters Score: Raw -16538112.251177 + Penalty 3969.200339 = -16534143.050838 nChanged 2 SP:Iteration 55Q (3933.218028 sec): 3 clusters Score: Raw -16538112.458803 + Penalty 3969.200339 = -16534143.258464 nChanged 1 SP:Iteration 56Q (3933.554369 sec): 3 clusters Score: Raw -16538112.520343 + Penalty 3969.200339 = -16534143.320004 nChanged 2 SP:Iteration 57Q (3933.880678 sec): 3 clusters Score: Raw -16538112.633072 + Penalty 3969.200339 = -16534143.432733 nChanged 0 SP:Iteration 58F (3934.234913 sec): 3 clusters Score: Raw -16538112.633072 + Penalty 3969.200339 = -16534143.432733 nChanged 0 Score: Raw -78730820.523745 + Penalty 47148.615567 = -78683671.908178 Splitting cluster 4 changes total score from -78635665.116871 to -78683671.908178 So it's getting split into cluster 21. Trying to split cluster 6 (13209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3947.087066 sec): 2 clusters Score: Raw -1014789.545599 + Penalty 1541.906225 = -1013247.639374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3947.156862 sec): 3 clusters Score: Raw -1007100.601742 + Penalty 3083.812451 = -1004016.789291 nChanged 5880 SP:Iteration 1F (3947.233962 sec): 3 clusters Score: Raw -1011357.310999 + Penalty 3083.812451 = -1008273.498548 nChanged 1339 SP:Iteration 2F (3947.290029 sec): 3 clusters Score: Raw -1012877.616119 + Penalty 3083.812451 = -1009793.803669 nChanged 1356 SP:Iteration 3F (3947.358829 sec): 3 clusters Score: Raw -1014326.080866 + Penalty 3083.812451 = -1011242.268415 nChanged 1163 SP:Iteration 4F (3947.419246 sec): 3 clusters Score: Raw -1015362.991668 + Penalty 3083.812451 = -1012279.179218 nChanged 857 SP:Iteration 5F (3947.482855 sec): 3 clusters Score: Raw -1015945.635617 + Penalty 3083.812451 = -1012861.823166 nChanged 579 SP:Iteration 6Q (3947.548474 sec): 3 clusters Score: Raw -1016259.247097 + Penalty 3083.812451 = -1013175.434646 nChanged 408 SP:Iteration 7Q (3947.616449 sec): 3 clusters Score: Raw -1016443.118810 + Penalty 3083.812451 = -1013359.306359 nChanged 302 SP:Iteration 8Q (3947.673499 sec): 3 clusters Score: Raw -1016575.853987 + Penalty 3083.812451 = -1013492.041536 nChanged 249 SP:Iteration 9Q (3947.737613 sec): 3 clusters Score: Raw -1016695.309672 + Penalty 3083.812451 = -1013611.497222 nChanged 249 SP:Iteration 10Q (3947.804022 sec): 3 clusters Score: Raw -1016838.818681 + Penalty 3083.812451 = -1013755.006231 nChanged 289 SP:Iteration 11Q (3947.860847 sec): 3 clusters Score: Raw -1017039.595285 + Penalty 3083.812451 = -1013955.782834 nChanged 295 SP:Iteration 12Q (3947.926903 sec): 3 clusters Score: Raw -1017231.422414 + Penalty 3083.812451 = -1014147.609963 nChanged 296 SP:Iteration 13Q (3947.994664 sec): 3 clusters Score: Raw -1017424.199367 + Penalty 3083.812451 = -1014340.386916 nChanged 277 SP:Iteration 14Q (3948.057844 sec): 3 clusters Score: Raw -1017619.574131 + Penalty 3083.812451 = -1014535.761680 nChanged 262 SP:Iteration 15Q (3948.124826 sec): 3 clusters Score: Raw -1017774.951146 + Penalty 3083.812451 = -1014691.138696 nChanged 219 SP:Iteration 16Q (3948.193954 sec): 3 clusters Score: Raw -1017863.190602 + Penalty 3083.812451 = -1014779.378151 nChanged 169 SP:Iteration 17Q (3948.246382 sec): 3 clusters Score: Raw -1017924.405368 + Penalty 3083.812451 = -1014840.592917 nChanged 141 SP:Iteration 18Q (3948.309892 sec): 3 clusters Score: Raw -1017978.095227 + Penalty 3083.812451 = -1014894.282776 nChanged 119 SP:Iteration 19Q (3948.371672 sec): 3 clusters Score: Raw -1018035.510945 + Penalty 3083.812451 = -1014951.698494 nChanged 140 SP:Iteration 20F (3948.428412 sec): 3 clusters Score: Raw -1018102.328339 + Penalty 3083.812451 = -1015018.515888 nChanged 154 SP:Iteration 21Q (3948.487667 sec): 3 clusters Score: Raw -1018181.196142 + Penalty 3083.812451 = -1015097.383691 nChanged 170 SP:Iteration 22Q (3948.555521 sec): 3 clusters Score: Raw -1018274.006906 + Penalty 3083.812451 = -1015190.194455 nChanged 170 SP:Iteration 23Q (3948.622926 sec): 3 clusters Score: Raw -1018388.054454 + Penalty 3083.812451 = -1015304.242004 nChanged 179 SP:Iteration 24Q (3948.684613 sec): 3 clusters Score: Raw -1018515.221994 + Penalty 3083.812451 = -1015431.409543 nChanged 176 SP:Iteration 25Q (3948.750022 sec): 3 clusters Score: Raw -1018642.079149 + Penalty 3083.812451 = -1015558.266699 nChanged 155 SP:Iteration 26Q (3948.809187 sec): 3 clusters Score: Raw -1018796.167574 + Penalty 3083.812451 = -1015712.355123 nChanged 164 SP:Iteration 27Q (3948.867681 sec): 3 clusters Score: Raw -1018964.111747 + Penalty 3083.812451 = -1015880.299297 nChanged 145 SP:Iteration 28Q (3948.937634 sec): 3 clusters Score: Raw -1019100.071413 + Penalty 3083.812451 = -1016016.258962 nChanged 117 SP:Iteration 29Q (3949.006308 sec): 3 clusters Score: Raw -1019183.737675 + Penalty 3083.812451 = -1016099.925224 nChanged 84 SP:Iteration 30Q (3949.069762 sec): 3 clusters Score: Raw -1019228.562870 + Penalty 3083.812451 = -1016144.750420 nChanged 56 SP:Iteration 31Q (3949.131387 sec): 3 clusters Score: Raw -1019252.679668 + Penalty 3083.812451 = -1016168.867217 nChanged 38 SP:Iteration 32Q (3949.196734 sec): 3 clusters Score: Raw -1019264.750523 + Penalty 3083.812451 = -1016180.938073 nChanged 24 SP:Iteration 33Q (3949.262289 sec): 3 clusters Score: Raw -1019270.724787 + Penalty 3083.812451 = -1016186.912336 nChanged 17 SP:Iteration 34Q (3949.329117 sec): 3 clusters Score: Raw -1019273.534335 + Penalty 3083.812451 = -1016189.721885 nChanged 12 SP:Iteration 35Q (3949.397006 sec): 3 clusters Score: Raw -1019275.493887 + Penalty 3083.812451 = -1016191.681437 nChanged 12 SP:Iteration 36Q (3949.465724 sec): 3 clusters Score: Raw -1019277.169944 + Penalty 3083.812451 = -1016193.357493 nChanged 8 SP:Iteration 37Q (3949.525544 sec): 3 clusters Score: Raw -1019277.996212 + Penalty 3083.812451 = -1016194.183761 nChanged 3 SP:Iteration 38Q (3949.581095 sec): 3 clusters Score: Raw -1019278.354057 + Penalty 3083.812451 = -1016194.541606 nChanged 2 SP:Iteration 39Q (3949.646588 sec): 3 clusters Score: Raw -1019278.796179 + Penalty 3083.812451 = -1016194.983728 nChanged 3 SP:Iteration 40F (3949.714917 sec): 3 clusters Score: Raw -1019279.025243 + Penalty 3083.812451 = -1016195.212793 nChanged 2 SP:Iteration 41Q (3949.782473 sec): 3 clusters Score: Raw -1019279.255585 + Penalty 3083.812451 = -1016195.443134 nChanged 3 SP:Iteration 42Q (3949.841578 sec): 3 clusters Score: Raw -1019279.451098 + Penalty 3083.812451 = -1016195.638648 nChanged 2 SP:Iteration 43Q (3949.898611 sec): 3 clusters Score: Raw -1019279.565211 + Penalty 3083.812451 = -1016195.752760 nChanged 1 SP:Iteration 44Q (3949.955285 sec): 3 clusters Score: Raw -1019279.595570 + Penalty 3083.812451 = -1016195.783119 nChanged 0 SP:Iteration 45F (3950.026074 sec): 3 clusters Score: Raw -1019279.595570 + Penalty 3083.812451 = -1016195.783119 nChanged 0 Score: Raw -78735310.573716 + Penalty 49393.787736 = -78685916.785980 Splitting cluster 6 changes total score from -78635665.116871 to -78685916.785980 So it's getting split into cluster 22. Trying to split cluster 7 (31364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3963.392910 sec): 2 clusters Score: Raw -2623469.507045 + Penalty 1682.430103 = -2621787.076942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3963.488480 sec): 3 clusters Score: Raw -2604208.656290 + Penalty 3364.860206 = -2600843.796084 nChanged 14579 SP:Iteration 1F (3963.581838 sec): 3 clusters Score: Raw -2612538.102969 + Penalty 3364.860206 = -2609173.242763 nChanged 1836 SP:Iteration 2F (3963.670549 sec): 3 clusters Score: Raw -2613549.310307 + Penalty 3364.860206 = -2610184.450101 nChanged 2309 SP:Iteration 3F (3963.756533 sec): 3 clusters Score: Raw -2615608.346660 + Penalty 3364.860206 = -2612243.486455 nChanged 3444 SP:Iteration 4F (3963.862449 sec): 3 clusters Score: Raw -2620648.330600 + Penalty 3364.860206 = -2617283.470394 nChanged 4129 SP:Iteration 5F (3963.949483 sec): 3 clusters Score: Raw -2628356.186083 + Penalty 3364.860206 = -2624991.325878 nChanged 2833 SP:Iteration 6F (3964.035083 sec): 3 clusters Score: Raw -2632250.079279 + Penalty 3364.860206 = -2628885.219073 nChanged 1112 SP:Iteration 7Q (3964.143772 sec): 3 clusters Score: Raw -2632906.912381 + Penalty 3364.860206 = -2629542.052176 nChanged 442 SP:Iteration 8Q (3964.238703 sec): 3 clusters Score: Raw -2633092.777471 + Penalty 3364.860206 = -2629727.917266 nChanged 223 SP:Iteration 9Q (3964.322095 sec): 3 clusters Score: Raw -2633189.598022 + Penalty 3364.860206 = -2629824.737816 nChanged 164 SP:Iteration 10Q (3964.414476 sec): 3 clusters Score: Raw -2633250.140286 + Penalty 3364.860206 = -2629885.280080 nChanged 125 SP:Iteration 11Q (3964.513342 sec): 3 clusters Score: Raw -2633287.308694 + Penalty 3364.860206 = -2629922.448488 nChanged 108 SP:Iteration 12Q (3964.608232 sec): 3 clusters Score: Raw -2633315.940442 + Penalty 3364.860206 = -2629951.080236 nChanged 122 SP:Iteration 13Q (3964.706870 sec): 3 clusters Score: Raw -2633337.466587 + Penalty 3364.860206 = -2629972.606381 nChanged 88 SP:Iteration 14Q (3964.807437 sec): 3 clusters Score: Raw -2633350.811208 + Penalty 3364.860206 = -2629985.951002 nChanged 74 SP:Iteration 15Q (3964.897491 sec): 3 clusters Score: Raw -2633362.807305 + Penalty 3364.860206 = -2629997.947100 nChanged 75 SP:Iteration 16Q (3964.990058 sec): 3 clusters Score: Raw -2633375.082977 + Penalty 3364.860206 = -2630010.222771 nChanged 78 SP:Iteration 17Q (3965.085360 sec): 3 clusters Score: Raw -2633388.101315 + Penalty 3364.860206 = -2630023.241109 nChanged 79 SP:Iteration 18Q (3965.180327 sec): 3 clusters Score: Raw -2633399.643518 + Penalty 3364.860206 = -2630034.783312 nChanged 73 SP:Iteration 19Q (3965.279857 sec): 3 clusters Score: Raw -2633410.893274 + Penalty 3364.860206 = -2630046.033068 nChanged 56 SP:Iteration 20F (3965.373546 sec): 3 clusters Score: Raw -2633417.466979 + Penalty 3364.860206 = -2630052.606773 nChanged 54 SP:Iteration 21Q (3965.471466 sec): 3 clusters Score: Raw -2633425.442371 + Penalty 3364.860206 = -2630060.582165 nChanged 73 SP:Iteration 22Q (3965.568276 sec): 3 clusters Score: Raw -2633435.338614 + Penalty 3364.860206 = -2630070.478409 nChanged 71 SP:Iteration 23Q (3965.668303 sec): 3 clusters Score: Raw -2633443.414160 + Penalty 3364.860206 = -2630078.553954 nChanged 56 SP:Iteration 24Q (3965.746817 sec): 3 clusters Score: Raw -2633449.073664 + Penalty 3364.860206 = -2630084.213459 nChanged 42 SP:Iteration 25Q (3965.838200 sec): 3 clusters Score: Raw -2633452.984410 + Penalty 3364.860206 = -2630088.124205 nChanged 39 SP:Iteration 26Q (3965.934134 sec): 3 clusters Score: Raw -2633456.377918 + Penalty 3364.860206 = -2630091.517712 nChanged 37 SP:Iteration 27Q (3966.028084 sec): 3 clusters Score: Raw -2633459.998250 + Penalty 3364.860206 = -2630095.138045 nChanged 35 SP:Iteration 28Q (3966.122074 sec): 3 clusters Score: Raw -2633462.900693 + Penalty 3364.860206 = -2630098.040487 nChanged 22 SP:Iteration 29Q (3966.213481 sec): 3 clusters Score: Raw -2633464.510428 + Penalty 3364.860206 = -2630099.650223 nChanged 11 SP:Iteration 30Q (3966.311600 sec): 3 clusters Score: Raw -2633464.947186 + Penalty 3364.860206 = -2630100.086981 nChanged 5 SP:Iteration 31Q (3966.403959 sec): 3 clusters Score: Raw -2633465.104021 + Penalty 3364.860206 = -2630100.243816 nChanged 1 SP:Iteration 32Q (3966.491942 sec): 3 clusters Score: Raw -2633465.123537 + Penalty 3364.860206 = -2630100.263331 nChanged 2 SP:Iteration 33Q (3966.585322 sec): 3 clusters Score: Raw -2633465.187962 + Penalty 3364.860206 = -2630100.327757 nChanged 2 SP:Iteration 34Q (3966.672505 sec): 3 clusters Score: Raw -2633465.286793 + Penalty 3364.860206 = -2630100.426588 nChanged 1 SP:Iteration 35Q (3966.750210 sec): 3 clusters Score: Raw -2633465.365005 + Penalty 3364.860206 = -2630100.504799 nChanged 3 SP:Iteration 36Q (3966.846486 sec): 3 clusters Score: Raw -2633465.516716 + Penalty 3364.860206 = -2630100.656510 nChanged 2 SP:Iteration 37Q (3966.947937 sec): 3 clusters Score: Raw -2633465.642978 + Penalty 3364.860206 = -2630100.782772 nChanged 3 SP:Iteration 38Q (3967.044639 sec): 3 clusters Score: Raw -2633465.774028 + Penalty 3364.860206 = -2630100.913823 nChanged 2 SP:Iteration 39Q (3967.139219 sec): 3 clusters Score: Raw -2633465.949557 + Penalty 3364.860206 = -2630101.089351 nChanged 6 SP:Iteration 40F (3967.228825 sec): 3 clusters Score: Raw -2633466.277326 + Penalty 3364.860206 = -2630101.417121 nChanged 5 SP:Iteration 41Q (3967.320346 sec): 3 clusters Score: Raw -2633466.507493 + Penalty 3364.860206 = -2630101.647287 nChanged 5 SP:Iteration 42Q (3967.415055 sec): 3 clusters Score: Raw -2633466.638748 + Penalty 3364.860206 = -2630101.778543 nChanged 1 SP:Iteration 43Q (3967.517351 sec): 3 clusters Score: Raw -2633466.663141 + Penalty 3364.860206 = -2630101.802935 nChanged 1 SP:Iteration 44Q (3967.600945 sec): 3 clusters Score: Raw -2633466.716666 + Penalty 3364.860206 = -2630101.856461 nChanged 1 SP:Iteration 45Q (3967.700697 sec): 3 clusters Score: Raw -2633466.748130 + Penalty 3364.860206 = -2630101.887925 nChanged 0 SP:Iteration 46F (3967.785992 sec): 3 clusters Score: Raw -2633466.748130 + Penalty 3364.860206 = -2630101.887925 nChanged 0 Score: Raw -78745307.814800 + Penalty 51638.959906 = -78693668.854894 Splitting cluster 7 changes total score from -78635665.116871 to -78693668.854894 So it's getting split into cluster 23. Trying to split cluster 8 (7410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3981.923373 sec): 2 clusters Score: Raw -400841.520062 + Penalty 1447.970179 = -399393.549883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3981.972212 sec): 3 clusters Score: Raw -397384.685042 + Penalty 2895.940358 = -394488.744684 nChanged 3234 SP:Iteration 1F (3982.031469 sec): 3 clusters Score: Raw -406879.391868 + Penalty 2895.940358 = -403983.451510 nChanged 1492 SP:Iteration 2F (3982.097187 sec): 3 clusters Score: Raw -415050.264821 + Penalty 2895.940358 = -412154.324462 nChanged 866 SP:Iteration 3F (3982.142980 sec): 3 clusters Score: Raw -420239.223347 + Penalty 2895.940358 = -417343.282988 nChanged 484 SP:Iteration 4F (3982.206133 sec): 3 clusters Score: Raw -422378.756869 + Penalty 2895.940358 = -419482.816510 nChanged 316 SP:Iteration 5Q (3982.244580 sec): 3 clusters Score: Raw -423198.813129 + Penalty 2895.940358 = -420302.872771 nChanged 199 SP:Iteration 6Q (3982.297330 sec): 3 clusters Score: Raw -423678.483031 + Penalty 2895.940358 = -420782.542673 nChanged 155 SP:Iteration 7Q (3982.349195 sec): 3 clusters Score: Raw -424124.136767 + Penalty 2895.940358 = -421228.196409 nChanged 112 SP:Iteration 8Q (3982.406390 sec): 3 clusters Score: Raw -424350.997222 + Penalty 2895.940358 = -421455.056864 nChanged 64 SP:Iteration 9Q (3982.461731 sec): 3 clusters Score: Raw -424411.266270 + Penalty 2895.940358 = -421515.325911 nChanged 39 SP:Iteration 10Q (3982.504155 sec): 3 clusters Score: Raw -424431.041273 + Penalty 2895.940358 = -421535.100915 nChanged 15 SP:Iteration 11Q (3982.559495 sec): 3 clusters Score: Raw -424437.005341 + Penalty 2895.940358 = -421541.064982 nChanged 11 SP:Iteration 12Q (3982.614285 sec): 3 clusters Score: Raw -424443.503184 + Penalty 2895.940358 = -421547.562825 nChanged 13 SP:Iteration 13Q (3982.653170 sec): 3 clusters Score: Raw -424448.391024 + Penalty 2895.940358 = -421552.450665 nChanged 8 SP:Iteration 14Q (3982.703005 sec): 3 clusters Score: Raw -424450.498710 + Penalty 2895.940358 = -421554.558351 nChanged 4 SP:Iteration 15Q (3982.763341 sec): 3 clusters Score: Raw -424451.565691 + Penalty 2895.940358 = -421555.625332 nChanged 1 SP:Iteration 16Q (3982.812526 sec): 3 clusters Score: Raw -424451.681929 + Penalty 2895.940358 = -421555.741571 nChanged 0 SP:Iteration 17F (3982.873464 sec): 3 clusters Score: Raw -424451.681929 + Penalty 2895.940358 = -421555.741571 nChanged 0 Score: Raw -78768917.976667 + Penalty 53884.132076 = -78715033.844591 Splitting cluster 8 changes total score from -78635665.116871 to -78715033.844591 So it's getting split into cluster 24. Trying to split cluster 9 (11405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3997.494846 sec): 2 clusters Score: Raw -948217.516356 + Penalty 1518.043659 = -946699.472697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3997.557705 sec): 3 clusters Score: Raw -941763.091543 + Penalty 3036.087319 = -938727.004225 nChanged 5054 SP:Iteration 1F (3997.617696 sec): 3 clusters Score: Raw -945609.786877 + Penalty 3036.087319 = -942573.699558 nChanged 1225 SP:Iteration 2F (3997.676741 sec): 3 clusters Score: Raw -947726.231726 + Penalty 3036.087319 = -944690.144407 nChanged 1338 SP:Iteration 3F (3997.742417 sec): 3 clusters Score: Raw -950280.869969 + Penalty 3036.087319 = -947244.782650 nChanged 1055 SP:Iteration 4F (3997.807816 sec): 3 clusters Score: Raw -952260.685638 + Penalty 3036.087319 = -949224.598319 nChanged 738 SP:Iteration 5F (3997.866485 sec): 3 clusters Score: Raw -954266.675369 + Penalty 3036.087319 = -951230.588050 nChanged 651 SP:Iteration 6F (3997.928800 sec): 3 clusters Score: Raw -956306.609413 + Penalty 3036.087319 = -953270.522094 nChanged 449 SP:Iteration 7Q (3997.993389 sec): 3 clusters Score: Raw -957276.171927 + Penalty 3036.087319 = -954240.084609 nChanged 182 SP:Iteration 8Q (3998.045288 sec): 3 clusters Score: Raw -957693.627512 + Penalty 3036.087319 = -954657.540193 nChanged 82 SP:Iteration 9Q (3998.110702 sec): 3 clusters Score: Raw -957833.475119 + Penalty 3036.087319 = -954797.387800 nChanged 26 SP:Iteration 10Q (3998.165032 sec): 3 clusters Score: Raw -957863.742009 + Penalty 3036.087319 = -954827.654690 nChanged 11 SP:Iteration 11Q (3998.236254 sec): 3 clusters Score: Raw -957868.531180 + Penalty 3036.087319 = -954832.443862 nChanged 4 SP:Iteration 12Q (3998.286212 sec): 3 clusters Score: Raw -957870.140840 + Penalty 3036.087319 = -954834.053521 nChanged 0 SP:Iteration 13F (3998.349857 sec): 3 clusters Score: Raw -957870.140840 + Penalty 3036.087319 = -954834.053521 nChanged 0 Score: Raw -78778570.601151 + Penalty 56129.304246 = -78722441.296905 Splitting cluster 9 changes total score from -78635665.116871 to -78722441.296905 So it's getting split into cluster 25. Trying to split cluster 10 (19506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4014.544160 sec): 2 clusters Score: Raw -1615152.343076 + Penalty 1605.252576 = -1613547.090500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4014.610221 sec): 3 clusters Score: Raw -1603571.896644 + Penalty 3210.505152 = -1600361.391492 nChanged 8700 SP:Iteration 1F (4014.686549 sec): 3 clusters Score: Raw -1609413.928127 + Penalty 3210.505152 = -1606203.422975 nChanged 1660 SP:Iteration 2F (4014.772316 sec): 3 clusters Score: Raw -1610976.219679 + Penalty 3210.505152 = -1607765.714527 nChanged 1712 SP:Iteration 3F (4014.810168 sec): 3 clusters Score: Raw -1612738.265998 + Penalty 3210.505152 = -1609527.760846 nChanged 1711 SP:Iteration 4F (4014.886401 sec): 3 clusters Score: Raw -1614336.699584 + Penalty 3210.505152 = -1611126.194432 nChanged 1531 SP:Iteration 5F (4014.957197 sec): 3 clusters Score: Raw -1615631.389503 + Penalty 3210.505152 = -1612420.884351 nChanged 1235 SP:Iteration 6F (4015.038238 sec): 3 clusters Score: Raw -1616553.825201 + Penalty 3210.505152 = -1613343.320049 nChanged 950 SP:Iteration 7Q (4015.103321 sec): 3 clusters Score: Raw -1617155.002106 + Penalty 3210.505152 = -1613944.496954 nChanged 713 SP:Iteration 8Q (4015.182035 sec): 3 clusters Score: Raw -1617556.172374 + Penalty 3210.505152 = -1614345.667222 nChanged 544 SP:Iteration 9Q (4015.269019 sec): 3 clusters Score: Raw -1617950.316415 + Penalty 3210.505152 = -1614739.811264 nChanged 548 SP:Iteration 10Q (4015.312442 sec): 3 clusters Score: Raw -1618381.144563 + Penalty 3210.505152 = -1615170.639412 nChanged 532 SP:Iteration 11Q (4015.386391 sec): 3 clusters Score: Raw -1618926.785853 + Penalty 3210.505152 = -1615716.280701 nChanged 553 SP:Iteration 12Q (4015.465905 sec): 3 clusters Score: Raw -1619667.696840 + Penalty 3210.505152 = -1616457.191688 nChanged 525 SP:Iteration 13Q (4015.529268 sec): 3 clusters Score: Raw -1620535.839461 + Penalty 3210.505152 = -1617325.334309 nChanged 513 SP:Iteration 14Q (4015.604924 sec): 3 clusters Score: Raw -1621695.455442 + Penalty 3210.505152 = -1618484.950290 nChanged 517 SP:Iteration 15Q (4015.681944 sec): 3 clusters Score: Raw -1623065.024661 + Penalty 3210.505152 = -1619854.519509 nChanged 788 SP:Iteration 16Q (4015.754961 sec): 3 clusters Score: Raw -1627118.509120 + Penalty 3210.505152 = -1623908.003969 nChanged 971 SP:Iteration 17Q (4015.824071 sec): 3 clusters Score: Raw -1630866.029385 + Penalty 3210.505152 = -1627655.524233 nChanged 1035 SP:Iteration 18F (4015.895702 sec): 3 clusters Score: Raw -1631785.066452 + Penalty 3210.505152 = -1628574.561300 nChanged 815 SP:Iteration 19Q (4015.962285 sec): 3 clusters Score: Raw -1632577.920722 + Penalty 3210.505152 = -1629367.415570 nChanged 710 SP:Iteration 20F (4016.041118 sec): 3 clusters Score: Raw -1633252.346173 + Penalty 3210.505152 = -1630041.841021 nChanged 551 SP:Iteration 21Q (4016.116469 sec): 3 clusters Score: Raw -1633733.846328 + Penalty 3210.505152 = -1630523.341177 nChanged 388 SP:Iteration 22Q (4016.178277 sec): 3 clusters Score: Raw -1634057.364556 + Penalty 3210.505152 = -1630846.859404 nChanged 248 SP:Iteration 23Q (4016.249290 sec): 3 clusters Score: Raw -1634237.382682 + Penalty 3210.505152 = -1631026.877530 nChanged 202 SP:Iteration 24Q (4016.316835 sec): 3 clusters Score: Raw -1634383.573276 + Penalty 3210.505152 = -1631173.068125 nChanged 162 SP:Iteration 25Q (4016.388360 sec): 3 clusters Score: Raw -1634501.547821 + Penalty 3210.505152 = -1631291.042670 nChanged 144 SP:Iteration 26Q (4016.467728 sec): 3 clusters Score: Raw -1634626.501941 + Penalty 3210.505152 = -1631415.996789 nChanged 135 SP:Iteration 27Q (4016.532773 sec): 3 clusters Score: Raw -1634766.827166 + Penalty 3210.505152 = -1631556.322014 nChanged 134 SP:Iteration 28Q (4016.611000 sec): 3 clusters Score: Raw -1634885.909507 + Penalty 3210.505152 = -1631675.404355 nChanged 97 SP:Iteration 29Q (4016.670375 sec): 3 clusters Score: Raw -1634957.563083 + Penalty 3210.505152 = -1631747.057932 nChanged 103 SP:Iteration 30Q (4016.741968 sec): 3 clusters Score: Raw -1635045.255071 + Penalty 3210.505152 = -1631834.749920 nChanged 110 SP:Iteration 31Q (4016.803046 sec): 3 clusters Score: Raw -1635137.146462 + Penalty 3210.505152 = -1631926.641311 nChanged 89 SP:Iteration 32Q (4016.871341 sec): 3 clusters Score: Raw -1635217.756539 + Penalty 3210.505152 = -1632007.251387 nChanged 91 SP:Iteration 33Q (4016.942961 sec): 3 clusters Score: Raw -1635302.145308 + Penalty 3210.505152 = -1632091.640156 nChanged 101 SP:Iteration 34Q (4017.008848 sec): 3 clusters Score: Raw -1635402.781424 + Penalty 3210.505152 = -1632192.276272 nChanged 94 SP:Iteration 35Q (4017.076882 sec): 3 clusters Score: Raw -1635495.255093 + Penalty 3210.505152 = -1632284.749941 nChanged 79 SP:Iteration 36Q (4017.158934 sec): 3 clusters Score: Raw -1635564.157781 + Penalty 3210.505152 = -1632353.652630 nChanged 53 SP:Iteration 37Q (4017.222376 sec): 3 clusters Score: Raw -1635614.346036 + Penalty 3210.505152 = -1632403.840885 nChanged 45 SP:Iteration 38Q (4017.298760 sec): 3 clusters Score: Raw -1635656.850489 + Penalty 3210.505152 = -1632446.345337 nChanged 44 SP:Iteration 39Q (4017.373069 sec): 3 clusters Score: Raw -1635700.003209 + Penalty 3210.505152 = -1632489.498057 nChanged 37 SP:Iteration 40F (4017.456251 sec): 3 clusters Score: Raw -1635786.544429 + Penalty 3210.505152 = -1632576.039278 nChanged 62 SP:Iteration 41Q (4017.524696 sec): 3 clusters Score: Raw -1635916.238756 + Penalty 3210.505152 = -1632705.733604 nChanged 75 SP:Iteration 42Q (4017.597841 sec): 3 clusters Score: Raw -1636123.371178 + Penalty 3210.505152 = -1632912.866026 nChanged 80 SP:Iteration 43Q (4017.672463 sec): 3 clusters Score: Raw -1636582.414725 + Penalty 3210.505152 = -1633371.909573 nChanged 77 SP:Iteration 44Q (4017.746561 sec): 3 clusters Score: Raw -1637495.143626 + Penalty 3210.505152 = -1634284.638474 nChanged 17 SP:Iteration 45Q (4017.820731 sec): 3 clusters Score: Raw -1637671.576626 + Penalty 3210.505152 = -1634461.071474 nChanged 0 SP:Iteration 46F (4017.904444 sec): 3 clusters Score: Raw -1637671.576626 + Penalty 3210.505152 = -1634461.071474 nChanged 0 Score: Raw -78801089.834701 + Penalty 58374.476416 = -78742715.358285 Splitting cluster 10 changes total score from -78635665.116871 to -78742715.358285 So it's getting split into cluster 26. Trying to split cluster 11 (17528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4033.667669 sec): 2 clusters Score: Raw -1450840.450785 + Penalty 1587.877668 = -1449252.573117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4033.757377 sec): 3 clusters Score: Raw -1440461.604399 + Penalty 3175.755336 = -1437285.849063 nChanged 7884 SP:Iteration 1F (4033.834148 sec): 3 clusters Score: Raw -1446430.802428 + Penalty 3175.755336 = -1443255.047092 nChanged 2263 SP:Iteration 2F (4033.901078 sec): 3 clusters Score: Raw -1452642.249640 + Penalty 3175.755336 = -1449466.494304 nChanged 2460 SP:Iteration 3F (4033.965837 sec): 3 clusters Score: Raw -1467064.503469 + Penalty 3175.755336 = -1463888.748133 nChanged 2163 SP:Iteration 4F (4034.044433 sec): 3 clusters Score: Raw -1471681.990855 + Penalty 3175.755336 = -1468506.235519 nChanged 908 SP:Iteration 5F (4034.113141 sec): 3 clusters Score: Raw -1474753.666804 + Penalty 3175.755336 = -1471577.911468 nChanged 283 SP:Iteration 6Q (4034.151819 sec): 3 clusters Score: Raw -1475779.849430 + Penalty 3175.755336 = -1472604.094094 nChanged 180 SP:Iteration 7Q (4034.231665 sec): 3 clusters Score: Raw -1476078.092613 + Penalty 3175.755336 = -1472902.337277 nChanged 161 SP:Iteration 8Q (4034.303824 sec): 3 clusters Score: Raw -1476387.154152 + Penalty 3175.755336 = -1473211.398815 nChanged 158 SP:Iteration 9Q (4034.365559 sec): 3 clusters Score: Raw -1476853.583844 + Penalty 3175.755336 = -1473677.828508 nChanged 167 SP:Iteration 10Q (4034.436236 sec): 3 clusters Score: Raw -1478142.922044 + Penalty 3175.755336 = -1474967.166708 nChanged 115 SP:Iteration 11Q (4034.508858 sec): 3 clusters Score: Raw -1480730.574458 + Penalty 3175.755336 = -1477554.819121 nChanged 14 SP:Iteration 12Q (4034.579896 sec): 3 clusters Score: Raw -1480892.313824 + Penalty 3175.755336 = -1477716.558487 nChanged 1 SP:Iteration 13Q (4034.660676 sec): 3 clusters Score: Raw -1480893.435667 + Penalty 3175.755336 = -1477717.680331 nChanged 0 SP:Iteration 14F (4034.731022 sec): 3 clusters Score: Raw -1480893.435667 + Penalty 3175.755336 = -1477717.680331 nChanged 0 Score: Raw -78831142.819583 + Penalty 60619.648586 = -78770523.170998 Splitting cluster 11 changes total score from -78635665.116871 to -78770523.170998 So it's getting split into cluster 27. Trying to split cluster 12 (96286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4051.261952 sec): 2 clusters Score: Raw -7986356.385839 + Penalty 1864.700209 = -7984491.685631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4051.432911 sec): 3 clusters Score: Raw -7924279.310413 + Penalty 3729.400418 = -7920549.909995 nChanged 45776 SP:Iteration 1F (4051.591152 sec): 3 clusters Score: Raw -7956434.950637 + Penalty 3729.400418 = -7952705.550219 nChanged 7237 SP:Iteration 2F (4051.790688 sec): 3 clusters Score: Raw -7962871.293420 + Penalty 3729.400418 = -7959141.893002 nChanged 7197 SP:Iteration 3F (4051.966926 sec): 3 clusters Score: Raw -7967829.713254 + Penalty 3729.400418 = -7964100.312836 nChanged 6753 SP:Iteration 4F (4052.168515 sec): 3 clusters Score: Raw -7971810.810676 + Penalty 3729.400418 = -7968081.410258 nChanged 5977 SP:Iteration 5F (4052.357198 sec): 3 clusters Score: Raw -7975223.047871 + Penalty 3729.400418 = -7971493.647454 nChanged 4925 SP:Iteration 6F (4052.548461 sec): 3 clusters Score: Raw -7977905.819771 + Penalty 3729.400418 = -7974176.419353 nChanged 4042 SP:Iteration 7Q (4052.751511 sec): 3 clusters Score: Raw -7980150.087797 + Penalty 3729.400418 = -7976420.687380 nChanged 3566 SP:Iteration 8Q (4052.951539 sec): 3 clusters Score: Raw -7982465.764110 + Penalty 3729.400418 = -7978736.363692 nChanged 3385 SP:Iteration 9Q (4053.156857 sec): 3 clusters Score: Raw -7984933.278196 + Penalty 3729.400418 = -7981203.877778 nChanged 3089 SP:Iteration 10Q (4053.356251 sec): 3 clusters Score: Raw -7987169.596560 + Penalty 3729.400418 = -7983440.196143 nChanged 2613 SP:Iteration 11Q (4053.549394 sec): 3 clusters Score: Raw -7988682.513336 + Penalty 3729.400418 = -7984953.112919 nChanged 1991 SP:Iteration 12Q (4053.731387 sec): 3 clusters Score: Raw -7989506.742330 + Penalty 3729.400418 = -7985777.341912 nChanged 1397 SP:Iteration 13Q (4053.913281 sec): 3 clusters Score: Raw -7989947.337664 + Penalty 3729.400418 = -7986217.937246 nChanged 997 SP:Iteration 14Q (4054.087878 sec): 3 clusters Score: Raw -7990199.395645 + Penalty 3729.400418 = -7986469.995227 nChanged 837 SP:Iteration 15Q (4054.275628 sec): 3 clusters Score: Raw -7990366.281006 + Penalty 3729.400418 = -7986636.880588 nChanged 620 SP:Iteration 16Q (4054.461494 sec): 3 clusters Score: Raw -7990463.409933 + Penalty 3729.400418 = -7986734.009515 nChanged 473 SP:Iteration 17Q (4054.646376 sec): 3 clusters Score: Raw -7990523.392621 + Penalty 3729.400418 = -7986793.992203 nChanged 403 SP:Iteration 18Q (4054.835681 sec): 3 clusters Score: Raw -7990567.054694 + Penalty 3729.400418 = -7986837.654276 nChanged 339 SP:Iteration 19Q (4055.027748 sec): 3 clusters Score: Raw -7990601.496155 + Penalty 3729.400418 = -7986872.095737 nChanged 299 SP:Iteration 20F (4055.229146 sec): 3 clusters Score: Raw -7990630.845475 + Penalty 3729.400418 = -7986901.445058 nChanged 276 SP:Iteration 21Q (4055.421968 sec): 3 clusters Score: Raw -7990655.026953 + Penalty 3729.400418 = -7986925.626536 nChanged 253 SP:Iteration 22Q (4055.609130 sec): 3 clusters Score: Raw -7990677.916048 + Penalty 3729.400418 = -7986948.515630 nChanged 268 SP:Iteration 23Q (4055.790694 sec): 3 clusters Score: Raw -7990702.211800 + Penalty 3729.400418 = -7986972.811383 nChanged 274 SP:Iteration 24Q (4055.974630 sec): 3 clusters Score: Raw -7990727.238866 + Penalty 3729.400418 = -7986997.838448 nChanged 282 SP:Iteration 25Q (4056.153340 sec): 3 clusters Score: Raw -7990751.602166 + Penalty 3729.400418 = -7987022.201748 nChanged 272 SP:Iteration 26Q (4056.341865 sec): 3 clusters Score: Raw -7990776.474780 + Penalty 3729.400418 = -7987047.074362 nChanged 299 SP:Iteration 27Q (4056.526282 sec): 3 clusters Score: Raw -7990806.422884 + Penalty 3729.400418 = -7987077.022467 nChanged 321 SP:Iteration 28Q (4056.710220 sec): 3 clusters Score: Raw -7990841.345329 + Penalty 3729.400418 = -7987111.944911 nChanged 337 SP:Iteration 29Q (4056.884919 sec): 3 clusters Score: Raw -7990877.492424 + Penalty 3729.400418 = -7987148.092006 nChanged 352 SP:Iteration 30Q (4057.041420 sec): 3 clusters Score: Raw -7990917.413033 + Penalty 3729.400418 = -7987188.012615 nChanged 382 SP:Iteration 31Q (4057.212123 sec): 3 clusters Score: Raw -7990958.889969 + Penalty 3729.400418 = -7987229.489551 nChanged 374 SP:Iteration 32Q (4057.403380 sec): 3 clusters Score: Raw -7991000.274096 + Penalty 3729.400418 = -7987270.873678 nChanged 402 SP:Iteration 33Q (4057.585578 sec): 3 clusters Score: Raw -7991046.757675 + Penalty 3729.400418 = -7987317.357258 nChanged 384 SP:Iteration 34Q (4057.758382 sec): 3 clusters Score: Raw -7991089.822274 + Penalty 3729.400418 = -7987360.421857 nChanged 376 SP:Iteration 35Q (4057.949884 sec): 3 clusters Score: Raw -7991136.874612 + Penalty 3729.400418 = -7987407.474194 nChanged 427 SP:Iteration 36Q (4058.133837 sec): 3 clusters Score: Raw -7991197.539005 + Penalty 3729.400418 = -7987468.138587 nChanged 457 SP:Iteration 37Q (4058.309622 sec): 3 clusters Score: Raw -7991261.945587 + Penalty 3729.400418 = -7987532.545170 nChanged 476 SP:Iteration 38Q (4058.486179 sec): 3 clusters Score: Raw -7991334.685405 + Penalty 3729.400418 = -7987605.284987 nChanged 514 SP:Iteration 39Q (4058.676505 sec): 3 clusters Score: Raw -7991413.678333 + Penalty 3729.400418 = -7987684.277916 nChanged 499 SP:Iteration 40F (4058.869530 sec): 3 clusters Score: Raw -7991490.273534 + Penalty 3729.400418 = -7987760.873116 nChanged 510 SP:Iteration 41Q (4059.059696 sec): 3 clusters Score: Raw -7991575.506555 + Penalty 3729.400418 = -7987846.106137 nChanged 554 SP:Iteration 42Q (4059.221506 sec): 3 clusters Score: Raw -7991675.376272 + Penalty 3729.400418 = -7987945.975855 nChanged 642 SP:Iteration 43Q (4059.411158 sec): 3 clusters Score: Raw -7991807.810165 + Penalty 3729.400418 = -7988078.409748 nChanged 696 SP:Iteration 44Q (4059.610606 sec): 3 clusters Score: Raw -7991965.286580 + Penalty 3729.400418 = -7988235.886162 nChanged 727 SP:Iteration 45Q (4059.800846 sec): 3 clusters Score: Raw -7992144.093649 + Penalty 3729.400418 = -7988414.693232 nChanged 805 SP:Iteration 46Q (4059.978739 sec): 3 clusters Score: Raw -7992352.327214 + Penalty 3729.400418 = -7988622.926796 nChanged 834 SP:Iteration 47Q (4060.165182 sec): 3 clusters Score: Raw -7992595.710534 + Penalty 3729.400418 = -7988866.310116 nChanged 945 SP:Iteration 48Q (4060.330261 sec): 3 clusters Score: Raw -7992921.525474 + Penalty 3729.400418 = -7989192.125057 nChanged 1068 SP:Iteration 49Q (4060.514061 sec): 3 clusters Score: Raw -7993371.516754 + Penalty 3729.400418 = -7989642.116336 nChanged 1321 SP:Iteration 50Q (4060.700724 sec): 3 clusters Score: Raw -7994096.875631 + Penalty 3729.400418 = -7990367.475214 nChanged 1630 SP:Iteration 51Q (4060.877826 sec): 3 clusters Score: Raw -7995240.498934 + Penalty 3729.400418 = -7991511.098516 nChanged 2013 SP:Iteration 52Q (4061.045302 sec): 3 clusters Score: Raw -7997052.458298 + Penalty 3729.400418 = -7993323.057880 nChanged 2411 SP:Iteration 53Q (4061.204226 sec): 3 clusters Score: Raw -7999550.550820 + Penalty 3729.400418 = -7995821.150402 nChanged 2728 SP:Iteration 54Q (4061.367249 sec): 3 clusters Score: Raw -8002864.582653 + Penalty 3729.400418 = -7999135.182235 nChanged 2830 SP:Iteration 55Q (4061.541960 sec): 3 clusters Score: Raw -8007470.828319 + Penalty 3729.400418 = -8003741.427902 nChanged 2846 SP:Iteration 56Q (4061.710077 sec): 3 clusters Score: Raw -8015211.929669 + Penalty 3729.400418 = -8011482.529252 nChanged 2242 SP:Iteration 57Q (4061.885000 sec): 3 clusters Score: Raw -8026252.149441 + Penalty 3729.400418 = -8022522.749023 nChanged 1384 SP:Iteration 58Q (4062.045772 sec): 3 clusters Score: Raw -8031763.544656 + Penalty 3729.400418 = -8028034.144238 nChanged 909 SP:Iteration 59Q (4062.219947 sec): 3 clusters Score: Raw -8035543.546848 + Penalty 3729.400418 = -8031814.146430 nChanged 592 SP:Iteration 60F (4062.423497 sec): 3 clusters Score: Raw -8049846.767628 + Penalty 3729.400418 = -8046117.367210 nChanged 2246 SP:Iteration 61Q (4062.590588 sec): 3 clusters Score: Raw -8063660.635278 + Penalty 3729.400418 = -8059931.234861 nChanged 933 SP:Iteration 62Q (4062.761794 sec): 3 clusters Score: Raw -8066000.910729 + Penalty 3729.400418 = -8062271.510311 nChanged 543 SP:Iteration 63Q (4062.928744 sec): 3 clusters Score: Raw -8066744.165058 + Penalty 3729.400418 = -8063014.764640 nChanged 306 SP:Iteration 64Q (4063.095361 sec): 3 clusters Score: Raw -8066974.461071 + Penalty 3729.400418 = -8063245.060654 nChanged 144 SP:Iteration 65Q (4063.258035 sec): 3 clusters Score: Raw -8067030.206134 + Penalty 3729.400418 = -8063300.805716 nChanged 74 SP:Iteration 66Q (4063.421475 sec): 3 clusters Score: Raw -8067044.288725 + Penalty 3729.400418 = -8063314.888307 nChanged 27 SP:Iteration 67Q (4063.548291 sec): 3 clusters Score: Raw -8067046.745609 + Penalty 3729.400418 = -8063317.345192 nChanged 17 SP:Iteration 68Q (4063.688762 sec): 3 clusters Score: Raw -8067047.647681 + Penalty 3729.400418 = -8063318.247264 nChanged 5 SP:Iteration 69Q (4063.854194 sec): 3 clusters Score: Raw -8067047.806043 + Penalty 3729.400418 = -8063318.405625 nChanged 1 SP:Iteration 70Q (4064.013760 sec): 3 clusters Score: Raw -8067047.813227 + Penalty 3729.400418 = -8063318.412810 nChanged 0 SP:Iteration 71F (4064.211090 sec): 3 clusters Score: Raw -8067068.503147 + Penalty 3729.400418 = -8063339.102730 nChanged 19 SP:Iteration 72Q (4064.375723 sec): 3 clusters Score: Raw -8067074.132172 + Penalty 3729.400418 = -8063344.731754 nChanged 16 SP:Iteration 73Q (4064.510756 sec): 3 clusters Score: Raw -8067077.077730 + Penalty 3729.400418 = -8063347.677312 nChanged 13 SP:Iteration 74Q (4064.645770 sec): 3 clusters Score: Raw -8067078.974662 + Penalty 3729.400418 = -8063349.574245 nChanged 9 SP:Iteration 75Q (4064.803853 sec): 3 clusters Score: Raw -8067079.708966 + Penalty 3729.400418 = -8063350.308548 nChanged 1 SP:Iteration 76Q (4064.969950 sec): 3 clusters Score: Raw -8067079.734236 + Penalty 3729.400418 = -8063350.333818 nChanged 0 SP:Iteration 77F (4065.155548 sec): 3 clusters Score: Raw -8067079.734236 + Penalty 3729.400418 = -8063350.333818 nChanged 0 Score: Raw -78911866.167979 + Penalty 62864.820755 = -78849001.347223 Splitting cluster 12 changes total score from -78635665.116871 to -78849001.347223 So it's getting split into cluster 28. Trying to split cluster 13 (144802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4082.253308 sec): 2 clusters Score: Raw -11947868.289017 + Penalty 1931.007418 = -11945937.281599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4082.507472 sec): 3 clusters Score: Raw -11853350.565781 + Penalty 3862.014836 = -11849488.550945 nChanged 69668 SP:Iteration 1F (4082.795684 sec): 3 clusters Score: Raw -11900872.350768 + Penalty 3862.014836 = -11897010.335932 nChanged 11225 SP:Iteration 2F (4083.078579 sec): 3 clusters Score: Raw -11914507.560284 + Penalty 3862.014836 = -11910645.545448 nChanged 14988 SP:Iteration 3F (4083.373719 sec): 3 clusters Score: Raw -11938949.576775 + Penalty 3862.014836 = -11935087.561939 nChanged 16343 SP:Iteration 4F (4083.664140 sec): 3 clusters Score: Raw -11974253.548110 + Penalty 3862.014836 = -11970391.533275 nChanged 12289 SP:Iteration 5F (4083.934602 sec): 3 clusters Score: Raw -11994335.393017 + Penalty 3862.014836 = -11990473.378181 nChanged 8519 SP:Iteration 6F (4084.215638 sec): 3 clusters Score: Raw -12002617.809531 + Penalty 3862.014836 = -11998755.794696 nChanged 5140 SP:Iteration 7Q (4084.461846 sec): 3 clusters Score: Raw -12008179.277572 + Penalty 3862.014836 = -12004317.262736 nChanged 4052 SP:Iteration 8Q (4084.733946 sec): 3 clusters Score: Raw -12012879.192100 + Penalty 3862.014836 = -12009017.177264 nChanged 3711 SP:Iteration 9Q (4084.983266 sec): 3 clusters Score: Raw -12017131.381992 + Penalty 3862.014836 = -12013269.367157 nChanged 3412 SP:Iteration 10Q (4085.234261 sec): 3 clusters Score: Raw -12020976.812330 + Penalty 3862.014836 = -12017114.797494 nChanged 3059 SP:Iteration 11Q (4085.486668 sec): 3 clusters Score: Raw -12024374.924686 + Penalty 3862.014836 = -12020512.909850 nChanged 2623 SP:Iteration 12Q (4085.734624 sec): 3 clusters Score: Raw -12027317.287055 + Penalty 3862.014836 = -12023455.272219 nChanged 2136 SP:Iteration 13Q (4085.988340 sec): 3 clusters Score: Raw -12029744.304848 + Penalty 3862.014836 = -12025882.290013 nChanged 1749 SP:Iteration 14Q (4086.227113 sec): 3 clusters Score: Raw -12031847.006015 + Penalty 3862.014836 = -12027984.991180 nChanged 1393 SP:Iteration 15Q (4086.465629 sec): 3 clusters Score: Raw -12033451.391941 + Penalty 3862.014836 = -12029589.377105 nChanged 1005 SP:Iteration 16Q (4086.709631 sec): 3 clusters Score: Raw -12034343.548457 + Penalty 3862.014836 = -12030481.533622 nChanged 613 SP:Iteration 17Q (4086.935540 sec): 3 clusters Score: Raw -12034686.469553 + Penalty 3862.014836 = -12030824.454717 nChanged 298 SP:Iteration 18Q (4087.165120 sec): 3 clusters Score: Raw -12034757.198558 + Penalty 3862.014836 = -12030895.183723 nChanged 114 SP:Iteration 19Q (4087.404366 sec): 3 clusters Score: Raw -12034775.486807 + Penalty 3862.014836 = -12030913.471972 nChanged 42 SP:Iteration 20F (4087.696001 sec): 3 clusters Score: Raw -12034867.540543 + Penalty 3862.014836 = -12031005.525708 nChanged 101 SP:Iteration 21Q (4087.940127 sec): 3 clusters Score: Raw -12034890.576354 + Penalty 3862.014836 = -12031028.561518 nChanged 62 SP:Iteration 22Q (4088.185961 sec): 3 clusters Score: Raw -12034894.789578 + Penalty 3862.014836 = -12031032.774743 nChanged 38 SP:Iteration 23Q (4088.420342 sec): 3 clusters Score: Raw -12034896.234178 + Penalty 3862.014836 = -12031034.219342 nChanged 13 SP:Iteration 24Q (4088.652313 sec): 3 clusters Score: Raw -12034896.526420 + Penalty 3862.014836 = -12031034.511584 nChanged 5 SP:Iteration 25Q (4088.864456 sec): 3 clusters Score: Raw -12034896.601916 + Penalty 3862.014836 = -12031034.587080 nChanged 1 SP:Iteration 26Q (4089.107371 sec): 3 clusters Score: Raw -12034896.616945 + Penalty 3862.014836 = -12031034.602109 nChanged 0 SP:Iteration 27F (4089.386727 sec): 3 clusters Score: Raw -12034896.616945 + Penalty 3862.014836 = -12031034.602109 nChanged 0 Score: Raw -78998894.495908 + Penalty 65109.992925 = -78933784.502982 Splitting cluster 13 changes total score from -78635665.116871 to -78933784.502982 So it's getting split into cluster 29. Trying to split cluster 14 (17491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4107.637572 sec): 2 clusters Score: Raw -1317338.510292 + Penalty 1587.534283 = -1315750.976009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4107.711796 sec): 3 clusters Score: Raw -1307163.566055 + Penalty 3175.068566 = -1303988.497489 nChanged 7872 SP:Iteration 1F (4107.788550 sec): 3 clusters Score: Raw -1314484.359429 + Penalty 3175.068566 = -1311309.290863 nChanged 2622 SP:Iteration 2F (4107.863877 sec): 3 clusters Score: Raw -1319590.682188 + Penalty 3175.068566 = -1316415.613622 nChanged 2303 SP:Iteration 3F (4107.931221 sec): 3 clusters Score: Raw -1322544.336816 + Penalty 3175.068566 = -1319369.268250 nChanged 1211 SP:Iteration 4F (4108.003863 sec): 3 clusters Score: Raw -1323374.386983 + Penalty 3175.068566 = -1320199.318416 nChanged 614 SP:Iteration 5Q (4108.077242 sec): 3 clusters Score: Raw -1323733.481395 + Penalty 3175.068566 = -1320558.412829 nChanged 359 SP:Iteration 6Q (4108.158151 sec): 3 clusters Score: Raw -1323926.173548 + Penalty 3175.068566 = -1320751.104982 nChanged 269 SP:Iteration 7Q (4108.222403 sec): 3 clusters Score: Raw -1324037.905007 + Penalty 3175.068566 = -1320862.836441 nChanged 213 SP:Iteration 8Q (4108.294105 sec): 3 clusters Score: Raw -1324108.732432 + Penalty 3175.068566 = -1320933.663866 nChanged 158 SP:Iteration 9Q (4108.358826 sec): 3 clusters Score: Raw -1324156.209039 + Penalty 3175.068566 = -1320981.140472 nChanged 134 SP:Iteration 10Q (4108.425835 sec): 3 clusters Score: Raw -1324188.368680 + Penalty 3175.068566 = -1321013.300114 nChanged 116 SP:Iteration 11Q (4108.497210 sec): 3 clusters Score: Raw -1324214.184907 + Penalty 3175.068566 = -1321039.116341 nChanged 95 SP:Iteration 12Q (4108.564150 sec): 3 clusters Score: Raw -1324232.971457 + Penalty 3175.068566 = -1321057.902891 nChanged 69 SP:Iteration 13Q (4108.639406 sec): 3 clusters Score: Raw -1324244.998481 + Penalty 3175.068566 = -1321069.929915 nChanged 67 SP:Iteration 14Q (4108.711349 sec): 3 clusters Score: Raw -1324255.652221 + Penalty 3175.068566 = -1321080.583655 nChanged 59 SP:Iteration 15Q (4108.768219 sec): 3 clusters Score: Raw -1324266.739434 + Penalty 3175.068566 = -1321091.670868 nChanged 66 SP:Iteration 16Q (4108.840043 sec): 3 clusters Score: Raw -1324278.729378 + Penalty 3175.068566 = -1321103.660812 nChanged 54 SP:Iteration 17Q (4108.907839 sec): 3 clusters Score: Raw -1324288.519929 + Penalty 3175.068566 = -1321113.451362 nChanged 42 SP:Iteration 18Q (4108.986048 sec): 3 clusters Score: Raw -1324296.316431 + Penalty 3175.068566 = -1321121.247865 nChanged 39 SP:Iteration 19Q (4109.038978 sec): 3 clusters Score: Raw -1324302.809221 + Penalty 3175.068566 = -1321127.740655 nChanged 34 SP:Iteration 20F (4109.111672 sec): 3 clusters Score: Raw -1324307.823627 + Penalty 3175.068566 = -1321132.755061 nChanged 33 SP:Iteration 21Q (4109.180737 sec): 3 clusters Score: Raw -1324312.679138 + Penalty 3175.068566 = -1321137.610572 nChanged 30 SP:Iteration 22Q (4109.265888 sec): 3 clusters Score: Raw -1324316.516317 + Penalty 3175.068566 = -1321141.447751 nChanged 23 SP:Iteration 23Q (4109.330203 sec): 3 clusters Score: Raw -1324319.783312 + Penalty 3175.068566 = -1321144.714746 nChanged 18 SP:Iteration 24Q (4109.402941 sec): 3 clusters Score: Raw -1324322.013700 + Penalty 3175.068566 = -1321146.945133 nChanged 22 SP:Iteration 25Q (4109.471123 sec): 3 clusters Score: Raw -1324324.488425 + Penalty 3175.068566 = -1321149.419859 nChanged 22 SP:Iteration 26Q (4109.542318 sec): 3 clusters Score: Raw -1324328.692699 + Penalty 3175.068566 = -1321153.624133 nChanged 26 SP:Iteration 27Q (4109.611800 sec): 3 clusters Score: Raw -1324333.795119 + Penalty 3175.068566 = -1321158.726553 nChanged 22 SP:Iteration 28Q (4109.688854 sec): 3 clusters Score: Raw -1324337.520416 + Penalty 3175.068566 = -1321162.451850 nChanged 28 SP:Iteration 29Q (4109.722124 sec): 3 clusters Score: Raw -1324344.379492 + Penalty 3175.068566 = -1321169.310926 nChanged 34 SP:Iteration 30Q (4109.790115 sec): 3 clusters Score: Raw -1324352.784182 + Penalty 3175.068566 = -1321177.715616 nChanged 34 SP:Iteration 31Q (4109.858470 sec): 3 clusters Score: Raw -1324361.419184 + Penalty 3175.068566 = -1321186.350617 nChanged 35 SP:Iteration 32Q (4109.934604 sec): 3 clusters Score: Raw -1324370.365628 + Penalty 3175.068566 = -1321195.297062 nChanged 41 SP:Iteration 33Q (4109.997994 sec): 3 clusters Score: Raw -1324380.211858 + Penalty 3175.068566 = -1321205.143292 nChanged 44 SP:Iteration 34Q (4110.058749 sec): 3 clusters Score: Raw -1324389.938125 + Penalty 3175.068566 = -1321214.869559 nChanged 34 SP:Iteration 35Q (4110.095561 sec): 3 clusters Score: Raw -1324395.145758 + Penalty 3175.068566 = -1321220.077192 nChanged 18 SP:Iteration 36Q (4110.168135 sec): 3 clusters Score: Raw -1324398.822318 + Penalty 3175.068566 = -1321223.753752 nChanged 19 SP:Iteration 37Q (4110.242974 sec): 3 clusters Score: Raw -1324403.661895 + Penalty 3175.068566 = -1321228.593329 nChanged 29 SP:Iteration 38Q (4110.288709 sec): 3 clusters Score: Raw -1324409.887392 + Penalty 3175.068566 = -1321234.818825 nChanged 22 SP:Iteration 39Q (4110.357757 sec): 3 clusters Score: Raw -1324413.198457 + Penalty 3175.068566 = -1321238.129891 nChanged 14 SP:Iteration 40F (4110.433880 sec): 3 clusters Score: Raw -1324414.825724 + Penalty 3175.068566 = -1321239.757158 nChanged 11 SP:Iteration 41Q (4110.508353 sec): 3 clusters Score: Raw -1324417.088119 + Penalty 3175.068566 = -1321242.019553 nChanged 21 SP:Iteration 42Q (4110.577567 sec): 3 clusters Score: Raw -1324420.487860 + Penalty 3175.068566 = -1321245.419294 nChanged 21 SP:Iteration 43Q (4110.640992 sec): 3 clusters Score: Raw -1324424.762238 + Penalty 3175.068566 = -1321249.693672 nChanged 23 SP:Iteration 44Q (4110.706319 sec): 3 clusters Score: Raw -1324429.351963 + Penalty 3175.068566 = -1321254.283397 nChanged 17 SP:Iteration 45Q (4110.756000 sec): 3 clusters Score: Raw -1324432.199576 + Penalty 3175.068566 = -1321257.131009 nChanged 17 SP:Iteration 46Q (4110.829748 sec): 3 clusters Score: Raw -1324435.926817 + Penalty 3175.068566 = -1321260.858251 nChanged 19 SP:Iteration 47Q (4110.902933 sec): 3 clusters Score: Raw -1324438.789227 + Penalty 3175.068566 = -1321263.720661 nChanged 14 SP:Iteration 48Q (4110.980340 sec): 3 clusters Score: Raw -1324440.430056 + Penalty 3175.068566 = -1321265.361490 nChanged 8 SP:Iteration 49Q (4111.032544 sec): 3 clusters Score: Raw -1324441.104327 + Penalty 3175.068566 = -1321266.035761 nChanged 4 SP:Iteration 50Q (4111.100628 sec): 3 clusters Score: Raw -1324441.664678 + Penalty 3175.068566 = -1321266.596112 nChanged 6 SP:Iteration 51Q (4111.166919 sec): 3 clusters Score: Raw -1324442.508182 + Penalty 3175.068566 = -1321267.439616 nChanged 6 SP:Iteration 52Q (4111.235948 sec): 3 clusters Score: Raw -1324442.890947 + Penalty 3175.068566 = -1321267.822381 nChanged 3 SP:Iteration 53Q (4111.315231 sec): 3 clusters Score: Raw -1324443.197297 + Penalty 3175.068566 = -1321268.128730 nChanged 3 SP:Iteration 54Q (4111.373992 sec): 3 clusters Score: Raw -1324443.497723 + Penalty 3175.068566 = -1321268.429157 nChanged 2 SP:Iteration 55Q (4111.443115 sec): 3 clusters Score: Raw -1324443.658009 + Penalty 3175.068566 = -1321268.589443 nChanged 2 SP:Iteration 56Q (4111.508605 sec): 3 clusters Score: Raw -1324443.769281 + Penalty 3175.068566 = -1321268.700715 nChanged 2 SP:Iteration 57Q (4111.574371 sec): 3 clusters Score: Raw -1324443.914599 + Penalty 3175.068566 = -1321268.846033 nChanged 3 SP:Iteration 58Q (4111.639257 sec): 3 clusters Score: Raw -1324444.135084 + Penalty 3175.068566 = -1321269.066518 nChanged 2 SP:Iteration 59Q (4111.706075 sec): 3 clusters Score: Raw -1324444.200148 + Penalty 3175.068566 = -1321269.131582 nChanged 2 SP:Iteration 60F (4111.779908 sec): 3 clusters Score: Raw -1324444.301608 + Penalty 3175.068566 = -1321269.233042 nChanged 1 SP:Iteration 61Q (4111.852404 sec): 3 clusters Score: Raw -1324444.381013 + Penalty 3175.068566 = -1321269.312447 nChanged 0 SP:Iteration 62F (4111.925625 sec): 3 clusters Score: Raw -1324444.381013 + Penalty 3175.068566 = -1321269.312447 nChanged 0 Score: Raw -79006000.366629 + Penalty 67355.165095 = -78938645.201534 Splitting cluster 14 changes total score from -78635665.116871 to -78938645.201534 So it's getting split into cluster 30. Trying to split cluster 15 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4130.513484 sec): 2 clusters Score: Raw -339726.993490 + Penalty 1382.869661 = -338344.123829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4130.558642 sec): 3 clusters Score: Raw -337455.849168 + Penalty 2765.739323 = -334690.109846 nChanged 2034 SP:Iteration 1F (4130.611410 sec): 3 clusters Score: Raw -340156.043956 + Penalty 2765.739323 = -337390.304633 nChanged 838 SP:Iteration 2F (4130.661636 sec): 3 clusters Score: Raw -342856.416733 + Penalty 2765.739323 = -340090.677410 nChanged 670 SP:Iteration 3F (4130.712346 sec): 3 clusters Score: Raw -345964.607398 + Penalty 2765.739323 = -343198.868075 nChanged 411 SP:Iteration 4F (4130.766779 sec): 3 clusters Score: Raw -348538.279364 + Penalty 2765.739323 = -345772.540041 nChanged 257 SP:Iteration 5F (4130.821717 sec): 3 clusters Score: Raw -350058.359618 + Penalty 2765.739323 = -347292.620296 nChanged 117 SP:Iteration 6Q (4130.874601 sec): 3 clusters Score: Raw -350572.054215 + Penalty 2765.739323 = -347806.314893 nChanged 94 SP:Iteration 7Q (4130.926339 sec): 3 clusters Score: Raw -351691.883272 + Penalty 2765.739323 = -348926.143950 nChanged 53 SP:Iteration 8Q (4130.976799 sec): 3 clusters Score: Raw -352745.747439 + Penalty 2765.739323 = -349980.008116 nChanged 36 SP:Iteration 9Q (4131.037598 sec): 3 clusters Score: Raw -352775.364685 + Penalty 2765.739323 = -350009.625363 nChanged 15 SP:Iteration 10Q (4131.088841 sec): 3 clusters Score: Raw -352782.021021 + Penalty 2765.739323 = -350016.281698 nChanged 4 SP:Iteration 11Q (4131.128894 sec): 3 clusters Score: Raw -352783.050267 + Penalty 2765.739323 = -350017.310945 nChanged 0 SP:Iteration 12F (4131.185172 sec): 3 clusters Score: Raw -352783.050267 + Penalty 2765.739323 = -350017.310945 nChanged 0 Score: Raw -79019056.423407 + Penalty 69600.337265 = -78949456.086142 Splitting cluster 15 changes total score from -78635665.116871 to -78949456.086142 So it's getting split into cluster 31. Trying to split cluster 16 (56381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4151.511051 sec): 2 clusters Score: Raw -3928463.821875 + Penalty 1777.731719 = -3926686.090156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4151.651405 sec): 3 clusters Score: Raw -3892897.201818 + Penalty 3555.463438 = -3889341.738380 nChanged 26684 SP:Iteration 1F (4151.780768 sec): 3 clusters Score: Raw -3917695.589709 + Penalty 3555.463438 = -3914140.126271 nChanged 6993 SP:Iteration 2F (4151.908738 sec): 3 clusters Score: Raw -3927961.843610 + Penalty 3555.463438 = -3924406.380172 nChanged 6612 SP:Iteration 3F (4152.030530 sec): 3 clusters Score: Raw -3938518.123948 + Penalty 3555.463438 = -3934962.660510 nChanged 4395 SP:Iteration 4F (4152.150600 sec): 3 clusters Score: Raw -3942843.674028 + Penalty 3555.463438 = -3939288.210590 nChanged 2621 SP:Iteration 5Q (4152.290954 sec): 3 clusters Score: Raw -3944467.808426 + Penalty 3555.463438 = -3940912.344988 nChanged 1724 SP:Iteration 6Q (4152.417957 sec): 3 clusters Score: Raw -3945322.605114 + Penalty 3555.463438 = -3941767.141676 nChanged 1358 SP:Iteration 7Q (4152.544610 sec): 3 clusters Score: Raw -3945908.939120 + Penalty 3555.463438 = -3942353.475682 nChanged 1143 SP:Iteration 8Q (4152.676471 sec): 3 clusters Score: Raw -3946367.526579 + Penalty 3555.463438 = -3942812.063141 nChanged 1120 SP:Iteration 9Q (4152.777213 sec): 3 clusters Score: Raw -3946814.342079 + Penalty 3555.463438 = -3943258.878641 nChanged 1183 SP:Iteration 10Q (4152.908073 sec): 3 clusters Score: Raw -3947295.624101 + Penalty 3555.463438 = -3943740.160663 nChanged 1211 SP:Iteration 11Q (4153.041496 sec): 3 clusters Score: Raw -3947870.977323 + Penalty 3555.463438 = -3944315.513885 nChanged 1355 SP:Iteration 12Q (4153.171871 sec): 3 clusters Score: Raw -3948609.480551 + Penalty 3555.463438 = -3945054.017113 nChanged 1432 SP:Iteration 13Q (4153.300688 sec): 3 clusters Score: Raw -3949497.427423 + Penalty 3555.463438 = -3945941.963985 nChanged 1562 SP:Iteration 14Q (4153.415955 sec): 3 clusters Score: Raw -3950537.179174 + Penalty 3555.463438 = -3946981.715736 nChanged 1657 SP:Iteration 15Q (4153.537274 sec): 3 clusters Score: Raw -3951752.999749 + Penalty 3555.463438 = -3948197.536311 nChanged 1742 SP:Iteration 16Q (4153.658324 sec): 3 clusters Score: Raw -3953184.997312 + Penalty 3555.463438 = -3949629.533875 nChanged 1834 SP:Iteration 17Q (4153.783426 sec): 3 clusters Score: Raw -3954897.278152 + Penalty 3555.463438 = -3951341.814714 nChanged 1838 SP:Iteration 18Q (4153.904884 sec): 3 clusters Score: Raw -3956838.829917 + Penalty 3555.463438 = -3953283.366479 nChanged 1750 SP:Iteration 19Q (4154.026085 sec): 3 clusters Score: Raw -3959001.919596 + Penalty 3555.463438 = -3955446.456158 nChanged 1568 SP:Iteration 20F (4154.163741 sec): 3 clusters Score: Raw -3961023.497988 + Penalty 3555.463438 = -3957468.034550 nChanged 1318 SP:Iteration 21Q (4154.281111 sec): 3 clusters Score: Raw -3962613.903367 + Penalty 3555.463438 = -3959058.439930 nChanged 1131 SP:Iteration 22Q (4154.401074 sec): 3 clusters Score: Raw -3964078.762485 + Penalty 3555.463438 = -3960523.299048 nChanged 926 SP:Iteration 23Q (4154.512297 sec): 3 clusters Score: Raw -3965458.849983 + Penalty 3555.463438 = -3961903.386545 nChanged 770 SP:Iteration 24Q (4154.629752 sec): 3 clusters Score: Raw -3966794.666433 + Penalty 3555.463438 = -3963239.202995 nChanged 695 SP:Iteration 25Q (4154.736613 sec): 3 clusters Score: Raw -3968392.304508 + Penalty 3555.463438 = -3964836.841070 nChanged 637 SP:Iteration 26Q (4154.843294 sec): 3 clusters Score: Raw -3970396.531114 + Penalty 3555.463438 = -3966841.067676 nChanged 567 SP:Iteration 27Q (4154.952668 sec): 3 clusters Score: Raw -3972565.925498 + Penalty 3555.463438 = -3969010.462060 nChanged 449 SP:Iteration 28Q (4155.066451 sec): 3 clusters Score: Raw -3975564.024104 + Penalty 3555.463438 = -3972008.560666 nChanged 226 SP:Iteration 29Q (4155.172735 sec): 3 clusters Score: Raw -3976229.817741 + Penalty 3555.463438 = -3972674.354303 nChanged 130 SP:Iteration 30Q (4155.293126 sec): 3 clusters Score: Raw -3976295.905214 + Penalty 3555.463438 = -3972740.441776 nChanged 59 SP:Iteration 31Q (4155.396983 sec): 3 clusters Score: Raw -3976312.285499 + Penalty 3555.463438 = -3972756.822061 nChanged 40 SP:Iteration 32Q (4155.518797 sec): 3 clusters Score: Raw -3976321.286089 + Penalty 3555.463438 = -3972765.822651 nChanged 20 SP:Iteration 33Q (4155.639383 sec): 3 clusters Score: Raw -3976325.401986 + Penalty 3555.463438 = -3972769.938548 nChanged 10 SP:Iteration 34Q (4155.760972 sec): 3 clusters Score: Raw -3976326.809963 + Penalty 3555.463438 = -3972771.346525 nChanged 12 SP:Iteration 35Q (4155.883671 sec): 3 clusters Score: Raw -3976329.322300 + Penalty 3555.463438 = -3972773.858862 nChanged 12 SP:Iteration 36Q (4156.003106 sec): 3 clusters Score: Raw -3976332.100507 + Penalty 3555.463438 = -3972776.637069 nChanged 8 SP:Iteration 37Q (4156.116808 sec): 3 clusters Score: Raw -3976333.843885 + Penalty 3555.463438 = -3972778.380447 nChanged 10 SP:Iteration 38Q (4156.230756 sec): 3 clusters Score: Raw -3976335.169269 + Penalty 3555.463438 = -3972779.705831 nChanged 4 SP:Iteration 39Q (4156.349113 sec): 3 clusters Score: Raw -3976335.597579 + Penalty 3555.463438 = -3972780.134142 nChanged 5 SP:Iteration 40F (4156.480121 sec): 3 clusters Score: Raw -3976336.108969 + Penalty 3555.463438 = -3972780.645531 nChanged 4 SP:Iteration 41Q (4156.592170 sec): 3 clusters Score: Raw -3976336.475492 + Penalty 3555.463438 = -3972781.012055 nChanged 2 SP:Iteration 42Q (4156.699078 sec): 3 clusters Score: Raw -3976336.587088 + Penalty 3555.463438 = -3972781.123650 nChanged 2 SP:Iteration 43Q (4156.795468 sec): 3 clusters Score: Raw -3976336.684950 + Penalty 3555.463438 = -3972781.221512 nChanged 0 SP:Iteration 44F (4156.913549 sec): 3 clusters Score: Raw -3976336.684950 + Penalty 3555.463438 = -3972781.221512 nChanged 0 Score: Raw -79066929.286482 + Penalty 71845.509435 = -78995083.777047 Splitting cluster 16 changes total score from -78635665.116871 to -78995083.777047 So it's getting split into cluster 32. Trying to split cluster 17 (19685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4176.101427 sec): 2 clusters Score: Raw -1648691.986415 + Penalty 1606.736983 = -1647085.249432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4176.190348 sec): 3 clusters Score: Raw -1636871.397257 + Penalty 3213.473966 = -1633657.923290 nChanged 8934 SP:Iteration 1F (4176.259095 sec): 3 clusters Score: Raw -1641677.210932 + Penalty 3213.473966 = -1638463.736966 nChanged 1075 SP:Iteration 2F (4176.333835 sec): 3 clusters Score: Raw -1642115.012994 + Penalty 3213.473966 = -1638901.539028 nChanged 1004 SP:Iteration 3F (4176.398892 sec): 3 clusters Score: Raw -1642595.769919 + Penalty 3213.473966 = -1639382.295953 nChanged 1065 SP:Iteration 4F (4176.474656 sec): 3 clusters Score: Raw -1643371.769595 + Penalty 3213.473966 = -1640158.295629 nChanged 1331 SP:Iteration 5F (4176.551860 sec): 3 clusters Score: Raw -1645172.281067 + Penalty 3213.473966 = -1641958.807101 nChanged 1916 SP:Iteration 6F (4176.623103 sec): 3 clusters Score: Raw -1648863.531829 + Penalty 3213.473966 = -1645650.057863 nChanged 2092 SP:Iteration 7F (4176.700597 sec): 3 clusters Score: Raw -1652422.646301 + Penalty 3213.473966 = -1649209.172335 nChanged 1622 SP:Iteration 8F (4176.758921 sec): 3 clusters Score: Raw -1654482.175851 + Penalty 3213.473966 = -1651268.701885 nChanged 945 SP:Iteration 9Q (4176.837938 sec): 3 clusters Score: Raw -1655395.894468 + Penalty 3213.473966 = -1652182.420502 nChanged 530 SP:Iteration 10Q (4176.908306 sec): 3 clusters Score: Raw -1655885.987486 + Penalty 3213.473966 = -1652672.513520 nChanged 322 SP:Iteration 11Q (4176.980951 sec): 3 clusters Score: Raw -1656197.505549 + Penalty 3213.473966 = -1652984.031583 nChanged 254 SP:Iteration 12Q (4177.052721 sec): 3 clusters Score: Raw -1656443.022007 + Penalty 3213.473966 = -1653229.548041 nChanged 230 SP:Iteration 13Q (4177.125495 sec): 3 clusters Score: Raw -1656678.956508 + Penalty 3213.473966 = -1653465.482542 nChanged 177 SP:Iteration 14Q (4177.190474 sec): 3 clusters Score: Raw -1656774.891670 + Penalty 3213.473966 = -1653561.417704 nChanged 116 SP:Iteration 15Q (4177.264100 sec): 3 clusters Score: Raw -1656807.389888 + Penalty 3213.473966 = -1653593.915922 nChanged 81 SP:Iteration 16Q (4177.325389 sec): 3 clusters Score: Raw -1656826.012851 + Penalty 3213.473966 = -1653612.538885 nChanged 58 SP:Iteration 17Q (4177.396223 sec): 3 clusters Score: Raw -1656836.070064 + Penalty 3213.473966 = -1653622.596097 nChanged 39 SP:Iteration 18Q (4177.476232 sec): 3 clusters Score: Raw -1656840.870518 + Penalty 3213.473966 = -1653627.396552 nChanged 16 SP:Iteration 19Q (4177.540318 sec): 3 clusters Score: Raw -1656842.598604 + Penalty 3213.473966 = -1653629.124638 nChanged 12 SP:Iteration 20F (4177.627120 sec): 3 clusters Score: Raw -1656843.479370 + Penalty 3213.473966 = -1653630.005404 nChanged 8 SP:Iteration 21Q (4177.701470 sec): 3 clusters Score: Raw -1656844.184572 + Penalty 3213.473966 = -1653630.710606 nChanged 6 SP:Iteration 22Q (4177.752178 sec): 3 clusters Score: Raw -1656844.506826 + Penalty 3213.473966 = -1653631.032860 nChanged 3 SP:Iteration 23Q (4177.825775 sec): 3 clusters Score: Raw -1656844.806522 + Penalty 3213.473966 = -1653631.332556 nChanged 8 SP:Iteration 24Q (4177.901207 sec): 3 clusters Score: Raw -1656845.477034 + Penalty 3213.473966 = -1653632.003068 nChanged 4 SP:Iteration 25Q (4177.976540 sec): 3 clusters Score: Raw -1656845.732875 + Penalty 3213.473966 = -1653632.258909 nChanged 2 SP:Iteration 26Q (4178.045889 sec): 3 clusters Score: Raw -1656845.927482 + Penalty 3213.473966 = -1653632.453516 nChanged 2 SP:Iteration 27Q (4178.113359 sec): 3 clusters Score: Raw -1656846.168488 + Penalty 3213.473966 = -1653632.694522 nChanged 1 SP:Iteration 28Q (4178.182879 sec): 3 clusters Score: Raw -1656846.263783 + Penalty 3213.473966 = -1653632.789816 nChanged 1 SP:Iteration 29Q (4178.254400 sec): 3 clusters Score: Raw -1656846.350022 + Penalty 3213.473966 = -1653632.876056 nChanged 1 SP:Iteration 30Q (4178.326190 sec): 3 clusters Score: Raw -1656846.424729 + Penalty 3213.473966 = -1653632.950763 nChanged 1 SP:Iteration 31Q (4178.401869 sec): 3 clusters Score: Raw -1656846.483263 + Penalty 3213.473966 = -1653633.009297 nChanged 0 SP:Iteration 32F (4178.486021 sec): 3 clusters Score: Raw -1656846.483263 + Penalty 3213.473966 = -1653633.009297 nChanged 0 Score: Raw -79075083.783330 + Penalty 74090.681605 = -79000993.101726 Splitting cluster 17 changes total score from -78635665.116871 to -79000993.101726 So it's getting split into cluster 33. Trying to split cluster 18 (117062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4198.467000 sec): 2 clusters Score: Raw -9724622.191793 + Penalty 1896.449586 = -9722725.742207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4198.697759 sec): 3 clusters Score: Raw -9648001.802006 + Penalty 3792.899171 = -9644208.902835 nChanged 56407 SP:Iteration 1F (4198.949597 sec): 3 clusters Score: Raw -9690554.617419 + Penalty 3792.899171 = -9686761.718248 nChanged 12319 SP:Iteration 2F (4199.171891 sec): 3 clusters Score: Raw -9707345.919826 + Penalty 3792.899171 = -9703553.020655 nChanged 14901 SP:Iteration 3F (4199.391102 sec): 3 clusters Score: Raw -9727010.765180 + Penalty 3792.899171 = -9723217.866009 nChanged 11616 SP:Iteration 4F (4199.622530 sec): 3 clusters Score: Raw -9740825.477142 + Penalty 3792.899171 = -9737032.577970 nChanged 7014 SP:Iteration 5F (4199.862301 sec): 3 clusters Score: Raw -9747902.546666 + Penalty 3792.899171 = -9744109.647495 nChanged 4609 SP:Iteration 6Q (4200.085738 sec): 3 clusters Score: Raw -9752459.604500 + Penalty 3792.899171 = -9748666.705329 nChanged 3780 SP:Iteration 7Q (4200.300155 sec): 3 clusters Score: Raw -9756562.730575 + Penalty 3792.899171 = -9752769.831404 nChanged 3473 SP:Iteration 8Q (4200.508635 sec): 3 clusters Score: Raw -9760401.654654 + Penalty 3792.899171 = -9756608.755483 nChanged 3159 SP:Iteration 9Q (4200.711553 sec): 3 clusters Score: Raw -9763664.907749 + Penalty 3792.899171 = -9759872.008578 nChanged 2793 SP:Iteration 10Q (4200.899402 sec): 3 clusters Score: Raw -9766505.753521 + Penalty 3792.899171 = -9762712.854350 nChanged 2543 SP:Iteration 11Q (4201.104896 sec): 3 clusters Score: Raw -9769429.181144 + Penalty 3792.899171 = -9765636.281973 nChanged 2519 SP:Iteration 12Q (4201.309522 sec): 3 clusters Score: Raw -9773199.469432 + Penalty 3792.899171 = -9769406.570261 nChanged 2716 SP:Iteration 13Q (4201.517749 sec): 3 clusters Score: Raw -9778189.476846 + Penalty 3792.899171 = -9774396.577675 nChanged 2703 SP:Iteration 14Q (4201.730569 sec): 3 clusters Score: Raw -9783571.269999 + Penalty 3792.899171 = -9779778.370828 nChanged 2010 SP:Iteration 15Q (4201.931215 sec): 3 clusters Score: Raw -9787182.804469 + Penalty 3792.899171 = -9783389.905298 nChanged 1187 SP:Iteration 16Q (4202.106874 sec): 3 clusters Score: Raw -9788278.521049 + Penalty 3792.899171 = -9784485.621878 nChanged 689 SP:Iteration 17Q (4202.320242 sec): 3 clusters Score: Raw -9788488.650562 + Penalty 3792.899171 = -9784695.751391 nChanged 346 SP:Iteration 18Q (4202.502343 sec): 3 clusters Score: Raw -9788556.360804 + Penalty 3792.899171 = -9784763.461632 nChanged 195 SP:Iteration 19Q (4202.693459 sec): 3 clusters Score: Raw -9788579.517074 + Penalty 3792.899171 = -9784786.617902 nChanged 121 SP:Iteration 20F (4202.936577 sec): 3 clusters Score: Raw -9788602.821432 + Penalty 3792.899171 = -9784809.922261 nChanged 89 SP:Iteration 21Q (4203.130046 sec): 3 clusters Score: Raw -9788608.914126 + Penalty 3792.899171 = -9784816.014955 nChanged 57 SP:Iteration 22Q (4203.297224 sec): 3 clusters Score: Raw -9788611.295487 + Penalty 3792.899171 = -9784818.396316 nChanged 35 SP:Iteration 23Q (4203.477111 sec): 3 clusters Score: Raw -9788612.195560 + Penalty 3792.899171 = -9784819.296389 nChanged 22 SP:Iteration 24Q (4203.697697 sec): 3 clusters Score: Raw -9788612.598789 + Penalty 3792.899171 = -9784819.699618 nChanged 13 SP:Iteration 25Q (4203.916361 sec): 3 clusters Score: Raw -9788612.743986 + Penalty 3792.899171 = -9784819.844815 nChanged 5 SP:Iteration 26Q (4204.128146 sec): 3 clusters Score: Raw -9788612.800527 + Penalty 3792.899171 = -9784819.901355 nChanged 5 SP:Iteration 27Q (4204.323559 sec): 3 clusters Score: Raw -9788612.859038 + Penalty 3792.899171 = -9784819.959867 nChanged 3 SP:Iteration 28Q (4204.528896 sec): 3 clusters Score: Raw -9788612.876299 + Penalty 3792.899171 = -9784819.977128 nChanged 2 SP:Iteration 29Q (4204.729253 sec): 3 clusters Score: Raw -9788612.895379 + Penalty 3792.899171 = -9784819.996208 nChanged 1 SP:Iteration 30Q (4204.917709 sec): 3 clusters Score: Raw -9788612.934784 + Penalty 3792.899171 = -9784820.035613 nChanged 0 SP:Iteration 31F (4205.136219 sec): 3 clusters Score: Raw -9788612.934784 + Penalty 3792.899171 = -9784820.035613 nChanged 0 Score: Raw -79139074.526321 + Penalty 76335.853774 = -79062738.672547 Splitting cluster 18 changes total score from -78635665.116871 to -79062738.672547 So it's getting split into cluster 34. Trying to split cluster 19 (34807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4225.771898 sec): 2 clusters Score: Raw -2668412.264760 + Penalty 1699.355742 = -2666712.909018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4225.861189 sec): 3 clusters Score: Raw -2646935.168092 + Penalty 3398.711483 = -2643536.456608 nChanged 16098 SP:Iteration 1F (4225.957235 sec): 3 clusters Score: Raw -2657629.518948 + Penalty 3398.711483 = -2654230.807464 nChanged 3237 SP:Iteration 2F (4226.020844 sec): 3 clusters Score: Raw -2662714.452917 + Penalty 3398.711483 = -2659315.741434 nChanged 4787 SP:Iteration 3F (4226.113820 sec): 3 clusters Score: Raw -2671742.206295 + Penalty 3398.711483 = -2668343.494812 nChanged 4424 SP:Iteration 4F (4226.185842 sec): 3 clusters Score: Raw -2677651.306370 + Penalty 3398.711483 = -2674252.594887 nChanged 2309 SP:Iteration 5F (4226.285834 sec): 3 clusters Score: Raw -2679500.673843 + Penalty 3398.711483 = -2676101.962360 nChanged 1061 SP:Iteration 6Q (4226.381758 sec): 3 clusters Score: Raw -2680105.632619 + Penalty 3398.711483 = -2676706.921135 nChanged 549 SP:Iteration 7Q (4226.468660 sec): 3 clusters Score: Raw -2680278.216561 + Penalty 3398.711483 = -2676879.505077 nChanged 301 SP:Iteration 8Q (4226.561315 sec): 3 clusters Score: Raw -2680346.364204 + Penalty 3398.711483 = -2676947.652721 nChanged 200 SP:Iteration 9Q (4226.649175 sec): 3 clusters Score: Raw -2680381.445738 + Penalty 3398.711483 = -2676982.734255 nChanged 142 SP:Iteration 10Q (4226.758270 sec): 3 clusters Score: Raw -2680398.187931 + Penalty 3398.711483 = -2676999.476448 nChanged 88 SP:Iteration 11Q (4226.857236 sec): 3 clusters Score: Raw -2680406.196288 + Penalty 3398.711483 = -2677007.484804 nChanged 82 SP:Iteration 12Q (4226.954332 sec): 3 clusters Score: Raw -2680413.648936 + Penalty 3398.711483 = -2677014.937453 nChanged 74 SP:Iteration 13Q (4227.060438 sec): 3 clusters Score: Raw -2680420.739630 + Penalty 3398.711483 = -2677022.028147 nChanged 73 SP:Iteration 14Q (4227.162382 sec): 3 clusters Score: Raw -2680428.503978 + Penalty 3398.711483 = -2677029.792495 nChanged 85 SP:Iteration 15Q (4227.269809 sec): 3 clusters Score: Raw -2680436.374172 + Penalty 3398.711483 = -2677037.662689 nChanged 75 SP:Iteration 16Q (4227.366743 sec): 3 clusters Score: Raw -2680442.799568 + Penalty 3398.711483 = -2677044.088084 nChanged 80 SP:Iteration 17Q (4227.470175 sec): 3 clusters Score: Raw -2680449.758679 + Penalty 3398.711483 = -2677051.047195 nChanged 87 SP:Iteration 18Q (4227.571566 sec): 3 clusters Score: Raw -2680457.632044 + Penalty 3398.711483 = -2677058.920561 nChanged 93 SP:Iteration 19Q (4227.653091 sec): 3 clusters Score: Raw -2680466.520184 + Penalty 3398.711483 = -2677067.808701 nChanged 92 SP:Iteration 20F (4227.762749 sec): 3 clusters Score: Raw -2680475.431249 + Penalty 3398.711483 = -2677076.719766 nChanged 94 SP:Iteration 21Q (4227.866182 sec): 3 clusters Score: Raw -2680483.352955 + Penalty 3398.711483 = -2677084.641472 nChanged 60 SP:Iteration 22Q (4227.970614 sec): 3 clusters Score: Raw -2680487.977798 + Penalty 3398.711483 = -2677089.266315 nChanged 62 SP:Iteration 23Q (4228.057504 sec): 3 clusters Score: Raw -2680493.132447 + Penalty 3398.711483 = -2677094.420964 nChanged 67 SP:Iteration 24Q (4228.160444 sec): 3 clusters Score: Raw -2680498.574413 + Penalty 3398.711483 = -2677099.862930 nChanged 62 SP:Iteration 25Q (4228.258607 sec): 3 clusters Score: Raw -2680502.309046 + Penalty 3398.711483 = -2677103.597562 nChanged 59 SP:Iteration 26Q (4228.367391 sec): 3 clusters Score: Raw -2680505.771264 + Penalty 3398.711483 = -2677107.059781 nChanged 46 SP:Iteration 27Q (4228.475315 sec): 3 clusters Score: Raw -2680509.222377 + Penalty 3398.711483 = -2677110.510894 nChanged 46 SP:Iteration 28Q (4228.574463 sec): 3 clusters Score: Raw -2680511.995175 + Penalty 3398.711483 = -2677113.283691 nChanged 39 SP:Iteration 29Q (4228.668604 sec): 3 clusters Score: Raw -2680513.978567 + Penalty 3398.711483 = -2677115.267083 nChanged 30 SP:Iteration 30Q (4228.770705 sec): 3 clusters Score: Raw -2680515.567890 + Penalty 3398.711483 = -2677116.856407 nChanged 28 SP:Iteration 31Q (4228.839394 sec): 3 clusters Score: Raw -2680517.127433 + Penalty 3398.711483 = -2677118.415950 nChanged 34 SP:Iteration 32Q (4228.938836 sec): 3 clusters Score: Raw -2680518.967061 + Penalty 3398.711483 = -2677120.255577 nChanged 28 SP:Iteration 33Q (4229.040500 sec): 3 clusters Score: Raw -2680520.306813 + Penalty 3398.711483 = -2677121.595329 nChanged 24 SP:Iteration 34Q (4229.144226 sec): 3 clusters Score: Raw -2680521.446484 + Penalty 3398.711483 = -2677122.735001 nChanged 28 SP:Iteration 35Q (4229.243464 sec): 3 clusters Score: Raw -2680522.823501 + Penalty 3398.711483 = -2677124.112018 nChanged 29 SP:Iteration 36Q (4229.318504 sec): 3 clusters Score: Raw -2680524.580666 + Penalty 3398.711483 = -2677125.869182 nChanged 27 SP:Iteration 37Q (4229.423076 sec): 3 clusters Score: Raw -2680525.940478 + Penalty 3398.711483 = -2677127.228995 nChanged 26 SP:Iteration 38Q (4229.525393 sec): 3 clusters Score: Raw -2680527.508967 + Penalty 3398.711483 = -2677128.797484 nChanged 31 SP:Iteration 39Q (4229.592337 sec): 3 clusters Score: Raw -2680529.577274 + Penalty 3398.711483 = -2677130.865791 nChanged 37 SP:Iteration 40F (4229.702665 sec): 3 clusters Score: Raw -2680531.338749 + Penalty 3398.711483 = -2677132.627265 nChanged 31 SP:Iteration 41Q (4229.789803 sec): 3 clusters Score: Raw -2680533.015661 + Penalty 3398.711483 = -2677134.304178 nChanged 29 SP:Iteration 42Q (4229.865298 sec): 3 clusters Score: Raw -2680534.338347 + Penalty 3398.711483 = -2677135.626863 nChanged 19 SP:Iteration 43Q (4229.970715 sec): 3 clusters Score: Raw -2680535.345767 + Penalty 3398.711483 = -2677136.634283 nChanged 17 SP:Iteration 44Q (4230.069952 sec): 3 clusters Score: Raw -2680536.193497 + Penalty 3398.711483 = -2677137.482013 nChanged 19 SP:Iteration 45Q (4230.164782 sec): 3 clusters Score: Raw -2680536.979485 + Penalty 3398.711483 = -2677138.268001 nChanged 18 SP:Iteration 46Q (4230.277536 sec): 3 clusters Score: Raw -2680537.601809 + Penalty 3398.711483 = -2677138.890326 nChanged 23 SP:Iteration 47Q (4230.378615 sec): 3 clusters Score: Raw -2680538.633694 + Penalty 3398.711483 = -2677139.922211 nChanged 24 SP:Iteration 48Q (4230.479219 sec): 3 clusters Score: Raw -2680539.860031 + Penalty 3398.711483 = -2677141.148548 nChanged 23 SP:Iteration 49Q (4230.583003 sec): 3 clusters Score: Raw -2680541.305816 + Penalty 3398.711483 = -2677142.594333 nChanged 24 SP:Iteration 50Q (4230.677054 sec): 3 clusters Score: Raw -2680542.421032 + Penalty 3398.711483 = -2677143.709549 nChanged 23 SP:Iteration 51Q (4230.774600 sec): 3 clusters Score: Raw -2680543.959358 + Penalty 3398.711483 = -2677145.247875 nChanged 28 SP:Iteration 52Q (4230.874208 sec): 3 clusters Score: Raw -2680546.000705 + Penalty 3398.711483 = -2677147.289222 nChanged 29 SP:Iteration 53Q (4230.955878 sec): 3 clusters Score: Raw -2680547.678178 + Penalty 3398.711483 = -2677148.966695 nChanged 23 SP:Iteration 54Q (4231.059255 sec): 3 clusters Score: Raw -2680549.181881 + Penalty 3398.711483 = -2677150.470398 nChanged 22 SP:Iteration 55Q (4231.159515 sec): 3 clusters Score: Raw -2680550.519421 + Penalty 3398.711483 = -2677151.807937 nChanged 27 SP:Iteration 56Q (4231.259074 sec): 3 clusters Score: Raw -2680551.858052 + Penalty 3398.711483 = -2677153.146569 nChanged 25 SP:Iteration 57Q (4231.358118 sec): 3 clusters Score: Raw -2680552.946869 + Penalty 3398.711483 = -2677154.235386 nChanged 20 SP:Iteration 58Q (4231.445009 sec): 3 clusters Score: Raw -2680554.023983 + Penalty 3398.711483 = -2677155.312500 nChanged 21 SP:Iteration 59Q (4231.551654 sec): 3 clusters Score: Raw -2680555.068082 + Penalty 3398.711483 = -2677156.356598 nChanged 27 SP:Iteration 60F (4231.641886 sec): 3 clusters Score: Raw -2680556.462747 + Penalty 3398.711483 = -2677157.751263 nChanged 16 SP:Iteration 61Q (4231.756926 sec): 3 clusters Score: Raw -2680557.040913 + Penalty 3398.711483 = -2677158.329430 nChanged 14 SP:Iteration 62Q (4231.846963 sec): 3 clusters Score: Raw -2680557.624807 + Penalty 3398.711483 = -2677158.913323 nChanged 19 SP:Iteration 63Q (4231.916311 sec): 3 clusters Score: Raw -2680558.424867 + Penalty 3398.711483 = -2677159.713384 nChanged 19 SP:Iteration 64Q (4231.985951 sec): 3 clusters Score: Raw -2680559.300951 + Penalty 3398.711483 = -2677160.589468 nChanged 18 SP:Iteration 65Q (4232.090277 sec): 3 clusters Score: Raw -2680560.436482 + Penalty 3398.711483 = -2677161.724999 nChanged 29 SP:Iteration 66Q (4232.185153 sec): 3 clusters Score: Raw -2680562.083934 + Penalty 3398.711483 = -2677163.372451 nChanged 31 SP:Iteration 67Q (4232.299599 sec): 3 clusters Score: Raw -2680563.917081 + Penalty 3398.711483 = -2677165.205598 nChanged 42 SP:Iteration 68Q (4232.394512 sec): 3 clusters Score: Raw -2680566.441336 + Penalty 3398.711483 = -2677167.729853 nChanged 35 SP:Iteration 69Q (4232.495076 sec): 3 clusters Score: Raw -2680568.441754 + Penalty 3398.711483 = -2677169.730271 nChanged 37 SP:Iteration 70Q (4232.592626 sec): 3 clusters Score: Raw -2680570.314088 + Penalty 3398.711483 = -2677171.602604 nChanged 36 SP:Iteration 71Q (4232.689265 sec): 3 clusters Score: Raw -2680572.378198 + Penalty 3398.711483 = -2677173.666715 nChanged 36 SP:Iteration 72Q (4232.795770 sec): 3 clusters Score: Raw -2680574.419161 + Penalty 3398.711483 = -2677175.707677 nChanged 32 SP:Iteration 73Q (4232.895763 sec): 3 clusters Score: Raw -2680575.873996 + Penalty 3398.711483 = -2677177.162512 nChanged 41 SP:Iteration 74Q (4233.000658 sec): 3 clusters Score: Raw -2680577.866168 + Penalty 3398.711483 = -2677179.154685 nChanged 27 SP:Iteration 75Q (4233.099103 sec): 3 clusters Score: Raw -2680579.097440 + Penalty 3398.711483 = -2677180.385957 nChanged 26 SP:Iteration 76Q (4233.195752 sec): 3 clusters Score: Raw -2680580.093044 + Penalty 3398.711483 = -2677181.381561 nChanged 19 SP:Iteration 77Q (4233.301650 sec): 3 clusters Score: Raw -2680580.875340 + Penalty 3398.711483 = -2677182.163856 nChanged 23 SP:Iteration 78Q (4233.397438 sec): 3 clusters Score: Raw -2680581.760208 + Penalty 3398.711483 = -2677183.048725 nChanged 19 SP:Iteration 79Q (4233.500486 sec): 3 clusters Score: Raw -2680582.541782 + Penalty 3398.711483 = -2677183.830299 nChanged 18 SP:Iteration 80F (4233.602998 sec): 3 clusters Score: Raw -2680583.363905 + Penalty 3398.711483 = -2677184.652421 nChanged 21 SP:Iteration 81Q (4233.681920 sec): 3 clusters Score: Raw -2680584.471142 + Penalty 3398.711483 = -2677185.759658 nChanged 30 SP:Iteration 82Q (4233.774908 sec): 3 clusters Score: Raw -2680586.116748 + Penalty 3398.711483 = -2677187.405265 nChanged 25 SP:Iteration 83Q (4233.862614 sec): 3 clusters Score: Raw -2680587.444410 + Penalty 3398.711483 = -2677188.732926 nChanged 25 SP:Iteration 84Q (4233.959477 sec): 3 clusters Score: Raw -2680588.542837 + Penalty 3398.711483 = -2677189.831354 nChanged 26 SP:Iteration 85Q (4234.044092 sec): 3 clusters Score: Raw -2680589.696733 + Penalty 3398.711483 = -2677190.985250 nChanged 23 SP:Iteration 86Q (4234.137759 sec): 3 clusters Score: Raw -2680590.656178 + Penalty 3398.711483 = -2677191.944695 nChanged 24 SP:Iteration 87Q (4234.226424 sec): 3 clusters Score: Raw -2680591.725004 + Penalty 3398.711483 = -2677193.013520 nChanged 24 SP:Iteration 88Q (4234.316864 sec): 3 clusters Score: Raw -2680592.662428 + Penalty 3398.711483 = -2677193.950945 nChanged 20 SP:Iteration 89Q (4234.419151 sec): 3 clusters Score: Raw -2680593.605172 + Penalty 3398.711483 = -2677194.893689 nChanged 28 SP:Iteration 90Q (4234.514515 sec): 3 clusters Score: Raw -2680595.127246 + Penalty 3398.711483 = -2677196.415762 nChanged 27 SP:Iteration 91Q (4234.603252 sec): 3 clusters Score: Raw -2680596.634299 + Penalty 3398.711483 = -2677197.922816 nChanged 30 SP:Iteration 92Q (4234.708851 sec): 3 clusters Score: Raw -2680598.243154 + Penalty 3398.711483 = -2677199.531671 nChanged 25 SP:Iteration 93Q (4234.802937 sec): 3 clusters Score: Raw -2680599.644653 + Penalty 3398.711483 = -2677200.933170 nChanged 30 SP:Iteration 94Q (4234.895734 sec): 3 clusters Score: Raw -2680601.372304 + Penalty 3398.711483 = -2677202.660821 nChanged 33 SP:Iteration 95Q (4235.000206 sec): 3 clusters Score: Raw -2680603.796771 + Penalty 3398.711483 = -2677205.085287 nChanged 41 SP:Iteration 96Q (4235.103401 sec): 3 clusters Score: Raw -2680606.178591 + Penalty 3398.711483 = -2677207.467108 nChanged 42 SP:Iteration 97Q (4235.187556 sec): 3 clusters Score: Raw -2680608.599124 + Penalty 3398.711483 = -2677209.887640 nChanged 35 SP:Iteration 98Q (4235.288246 sec): 3 clusters Score: Raw -2680610.600615 + Penalty 3398.711483 = -2677211.889132 nChanged 29 SP:Iteration 99Q (4235.389951 sec): 3 clusters Score: Raw -2680612.228852 + Penalty 3398.711483 = -2677213.517369 nChanged 28 SP:Iteration 100F (4235.489508 sec): 3 clusters Score: Raw -2680613.586389 + Penalty 3398.711483 = -2677214.874906 nChanged 27 SP:Iteration 101Q (4235.595372 sec): 3 clusters Score: Raw -2680614.969528 + Penalty 3398.711483 = -2677216.258044 nChanged 23 SP:Iteration 102Q (4235.696853 sec): 3 clusters Score: Raw -2680615.851067 + Penalty 3398.711483 = -2677217.139583 nChanged 20 SP:Iteration 103Q (4235.791902 sec): 3 clusters Score: Raw -2680616.642999 + Penalty 3398.711483 = -2677217.931515 nChanged 15 SP:Iteration 104Q (4235.899800 sec): 3 clusters Score: Raw -2680617.119969 + Penalty 3398.711483 = -2677218.408485 nChanged 14 SP:Iteration 105Q (4235.987018 sec): 3 clusters Score: Raw -2680617.559196 + Penalty 3398.711483 = -2677218.847712 nChanged 13 SP:Iteration 106Q (4236.080017 sec): 3 clusters Score: Raw -2680617.958886 + Penalty 3398.711483 = -2677219.247403 nChanged 12 SP:Iteration 107Q (4236.141976 sec): 3 clusters Score: Raw -2680618.404295 + Penalty 3398.711483 = -2677219.692812 nChanged 8 SP:Iteration 108Q (4236.242851 sec): 3 clusters Score: Raw -2680618.695298 + Penalty 3398.711483 = -2677219.983815 nChanged 12 SP:Iteration 109Q (4236.326639 sec): 3 clusters Score: Raw -2680619.269807 + Penalty 3398.711483 = -2677220.558323 nChanged 12 SP:Iteration 110Q (4236.429391 sec): 3 clusters Score: Raw -2680619.745085 + Penalty 3398.711483 = -2677221.033601 nChanged 13 SP:Iteration 111Q (4236.533621 sec): 3 clusters Score: Raw -2680620.374326 + Penalty 3398.711483 = -2677221.662843 nChanged 18 SP:Iteration 112Q (4236.628403 sec): 3 clusters Score: Raw -2680621.138604 + Penalty 3398.711483 = -2677222.427120 nChanged 15 SP:Iteration 113Q (4236.729503 sec): 3 clusters Score: Raw -2680621.815169 + Penalty 3398.711483 = -2677223.103686 nChanged 10 SP:Iteration 114Q (4236.791135 sec): 3 clusters Score: Raw -2680622.283142 + Penalty 3398.711483 = -2677223.571659 nChanged 10 SP:Iteration 115Q (4236.898745 sec): 3 clusters Score: Raw -2680622.814817 + Penalty 3398.711483 = -2677224.103334 nChanged 8 SP:Iteration 116Q (4236.997172 sec): 3 clusters Score: Raw -2680623.096657 + Penalty 3398.711483 = -2677224.385173 nChanged 5 SP:Iteration 117Q (4237.101806 sec): 3 clusters Score: Raw -2680623.321074 + Penalty 3398.711483 = -2677224.609591 nChanged 12 SP:Iteration 118Q (4237.195957 sec): 3 clusters Score: Raw -2680623.733049 + Penalty 3398.711483 = -2677225.021565 nChanged 15 SP:Iteration 119Q (4237.288836 sec): 3 clusters Score: Raw -2680624.210562 + Penalty 3398.711483 = -2677225.499079 nChanged 12 SP:Iteration 120F (4237.381010 sec): 3 clusters Score: Raw -2680624.957739 + Penalty 3398.711483 = -2677226.246256 nChanged 13 SP:Iteration 121Q (4237.472664 sec): 3 clusters Score: Raw -2680625.607013 + Penalty 3398.711483 = -2677226.895530 nChanged 11 SP:Iteration 122Q (4237.544678 sec): 3 clusters Score: Raw -2680625.945090 + Penalty 3398.711483 = -2677227.233607 nChanged 3 SP:Iteration 123Q (4237.652125 sec): 3 clusters Score: Raw -2680626.007192 + Penalty 3398.711483 = -2677227.295709 nChanged 2 SP:Iteration 124Q (4237.748793 sec): 3 clusters Score: Raw -2680626.089382 + Penalty 3398.711483 = -2677227.377899 nChanged 4 SP:Iteration 125Q (4237.853894 sec): 3 clusters Score: Raw -2680626.208126 + Penalty 3398.711483 = -2677227.496643 nChanged 3 SP:Iteration 126Q (4237.957138 sec): 3 clusters Score: Raw -2680626.242228 + Penalty 3398.711483 = -2677227.530745 nChanged 1 SP:Iteration 127Q (4238.055193 sec): 3 clusters Score: Raw -2680626.256079 + Penalty 3398.711483 = -2677227.544596 nChanged 0 SP:Iteration 128F (4238.153840 sec): 3 clusters Score: Raw -2680626.256079 + Penalty 3398.711483 = -2677227.544596 nChanged 0 Score: Raw -79151288.517641 + Penalty 78581.025944 = -79072707.491696 Splitting cluster 19 changes total score from -78635665.116871 to -79072707.491696 So it's getting split into cluster 35. Trying to split cluster 20 (79004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4259.439516 sec): 2 clusters Score: Raw -6698190.571727 + Penalty 1832.553737 = -6696358.017990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4259.609542 sec): 3 clusters Score: Raw -6647109.645903 + Penalty 3665.107473 = -6643444.538430 nChanged 37469 SP:Iteration 1F (4259.770274 sec): 3 clusters Score: Raw -6669811.959851 + Penalty 3665.107473 = -6666146.852378 nChanged 4383 SP:Iteration 2F (4259.918250 sec): 3 clusters Score: Raw -6672962.301890 + Penalty 3665.107473 = -6669297.194417 nChanged 5842 SP:Iteration 3F (4260.082727 sec): 3 clusters Score: Raw -6679181.093362 + Penalty 3665.107473 = -6675515.985889 nChanged 7122 SP:Iteration 4F (4260.248063 sec): 3 clusters Score: Raw -6688083.481901 + Penalty 3665.107473 = -6684418.374428 nChanged 7341 SP:Iteration 5F (4260.413415 sec): 3 clusters Score: Raw -6697284.555463 + Penalty 3665.107473 = -6693619.447990 nChanged 6436 SP:Iteration 6F (4260.588061 sec): 3 clusters Score: Raw -6705384.076889 + Penalty 3665.107473 = -6701718.969416 nChanged 5076 SP:Iteration 7F (4260.755167 sec): 3 clusters Score: Raw -6712719.142726 + Penalty 3665.107473 = -6709054.035253 nChanged 4413 SP:Iteration 8F (4260.921518 sec): 3 clusters Score: Raw -6722354.309423 + Penalty 3665.107473 = -6718689.201950 nChanged 4220 SP:Iteration 9F (4261.063475 sec): 3 clusters Score: Raw -6741864.028404 + Penalty 3665.107473 = -6738198.920931 nChanged 3876 SP:Iteration 10Q (4261.215221 sec): 3 clusters Score: Raw -6778256.033229 + Penalty 3665.107473 = -6774590.925756 nChanged 848 SP:Iteration 11Q (4261.346684 sec): 3 clusters Score: Raw -6782659.405580 + Penalty 3665.107473 = -6778994.298107 nChanged 84 SP:Iteration 12Q (4261.486164 sec): 3 clusters Score: Raw -6782685.635995 + Penalty 3665.107473 = -6779020.528522 nChanged 9 SP:Iteration 13Q (4261.618893 sec): 3 clusters Score: Raw -6782686.265307 + Penalty 3665.107473 = -6779021.157834 nChanged 3 SP:Iteration 14Q (4261.756008 sec): 3 clusters Score: Raw -6782686.371689 + Penalty 3665.107473 = -6779021.264216 nChanged 0 SP:Iteration 15F (4261.911237 sec): 3 clusters Score: Raw -6782686.371689 + Penalty 3665.107473 = -6779021.264216 nChanged 0 Score: Raw -79235784.317604 + Penalty 80826.198114 = -79154958.119490 Splitting cluster 20 changes total score from -78635665.116871 to -79154958.119490 So it's getting split into cluster 36. Iteration 20F (4305.669695 sec): 37 clusters Score: Raw -79287935.558994 + Penalty 80826.198114 = -79207109.360880 nChanged 42107 Iteration 21Q (4315.307132 sec): 37 clusters Score: Raw -79315507.616947 + Penalty 80826.198114 = -79234681.418833 nChanged 19744 Iteration 22Q (4324.050308 sec): 37 clusters Score: Raw -79327774.322911 + Penalty 80826.198114 = -79246948.124797 nChanged 14043 Iteration 23Q (4333.026813 sec): 37 clusters Score: Raw -79334960.169160 + Penalty 80826.198114 = -79254133.971046 nChanged 11282 Iteration 24Q (4342.225525 sec): 37 clusters Score: Raw -79339814.187794 + Penalty 80826.198114 = -79258987.989680 nChanged 9647 Iteration 25Q (4350.988521 sec): 37 clusters Score: Raw -79343473.034167 + Penalty 80826.198114 = -79262646.836053 nChanged 8512 Iteration 26Q (4359.678098 sec): 37 clusters Score: Raw -79346189.254195 + Penalty 80826.198114 = -79265363.056081 nChanged 7513 Iteration 27Q (4368.012803 sec): 37 clusters Score: Raw -79348308.942538 + Penalty 80826.198114 = -79267482.744424 nChanged 6577 Iteration 28Q (4377.496100 sec): 37 clusters Score: Raw -79349989.220429 + Penalty 80826.198114 = -79269163.022315 nChanged 6047 Iteration 29Q (4386.492555 sec): 37 clusters Score: Raw -79351561.368429 + Penalty 80826.198114 = -79270735.170315 nChanged 5784 Iteration 30Q (4395.808481 sec): 37 clusters Score: Raw -79352962.818637 + Penalty 80826.198114 = -79272136.620523 nChanged 5540 Iteration 31Q (4405.161788 sec): 37 clusters Score: Raw -79354277.402091 + Penalty 80826.198114 = -79273451.203977 nChanged 5370 Iteration 32Q (4414.044069 sec): 37 clusters Score: Raw -79355491.237936 + Penalty 80826.198114 = -79274665.039822 nChanged 5186 Iteration 33Q (4423.406265 sec): 37 clusters Score: Raw -79356665.604285 + Penalty 80826.198114 = -79275839.406171 nChanged 5093 Iteration 34Q (4432.816280 sec): 37 clusters Score: Raw -79357849.188092 + Penalty 80826.198114 = -79277022.989978 nChanged 5160 Iteration 35Q (4441.800452 sec): 37 clusters Score: Raw -79359076.213137 + Penalty 80826.198114 = -79278250.015023 nChanged 5258 Iteration 36Q (4451.067317 sec): 37 clusters Score: Raw -79360362.972115 + Penalty 80826.198114 = -79279536.774001 nChanged 5356 Iteration 37Q (4460.307457 sec): 37 clusters Score: Raw -79361675.460062 + Penalty 80826.198114 = -79280849.261947 nChanged 5516 Iteration 38Q (4469.466098 sec): 37 clusters Score: Raw -79363146.010674 + Penalty 80826.198114 = -79282319.812560 nChanged 5848 Iteration 39Q (4478.715484 sec): 37 clusters Score: Raw -79364719.509145 + Penalty 80826.198114 = -79283893.311031 nChanged 6246 Iteration 40F (4500.663728 sec): 37 clusters Score: Raw -79367459.857390 + Penalty 80826.198114 = -79286633.659276 nChanged 7327 Iteration 41Q (4509.952113 sec): 37 clusters Score: Raw -79369901.945245 + Penalty 80826.198114 = -79289075.747131 nChanged 7809 Iteration 42Q (4518.506841 sec): 37 clusters Score: Raw -79372350.750461 + Penalty 80826.198114 = -79291524.552347 nChanged 8177 Iteration 43Q (4527.647271 sec): 37 clusters Score: Raw -79375004.281917 + Penalty 80826.198114 = -79294178.083803 nChanged 8532 Iteration 44Q (4537.122193 sec): 37 clusters Score: Raw -79377811.489945 + Penalty 80826.198114 = -79296985.291831 nChanged 9078 Iteration 45Q (4546.367084 sec): 37 clusters Score: Raw -79380952.885530 + Penalty 80826.198114 = -79300126.687416 nChanged 9527 Iteration 46Q (4555.584711 sec): 37 clusters Score: Raw -79384499.792235 + Penalty 80826.198114 = -79303673.594121 nChanged 10073 Iteration 47Q (4564.948137 sec): 37 clusters Score: Raw -79388565.726558 + Penalty 80826.198114 = -79307739.528444 nChanged 10331 Iteration 48Q (4574.317096 sec): 37 clusters Score: Raw -79393071.078057 + Penalty 80826.198114 = -79312244.879943 nChanged 10929 Iteration 49Q (4583.700607 sec): 37 clusters Score: Raw -79398315.951711 + Penalty 80826.198114 = -79317489.753597 nChanged 11191 Iteration 50Q (4593.199400 sec): 37 clusters Score: Raw -79404515.464544 + Penalty 80826.198114 = -79323689.266430 nChanged 11342 Iteration 51Q (4602.188835 sec): 37 clusters Score: Raw -79413371.713038 + Penalty 80826.198114 = -79332545.514924 nChanged 11634 Iteration 52Q (4611.601688 sec): 37 clusters Score: Raw -79432188.111046 + Penalty 80826.198114 = -79351361.912932 nChanged 10953 Iteration 53Q (4621.179812 sec): 37 clusters Score: Raw -79469187.129195 + Penalty 80826.198114 = -79388360.931081 nChanged 7455 Iteration 54Q (4630.260489 sec): 37 clusters Score: Raw -79478053.850379 + Penalty 80826.198114 = -79397227.652265 nChanged 5954 Iteration 55Q (4639.460373 sec): 37 clusters Score: Raw -79481983.522427 + Penalty 80826.198114 = -79401157.324313 nChanged 5067 Iteration 56Q (4648.778073 sec): 37 clusters Score: Raw -79484368.093076 + Penalty 80826.198114 = -79403541.894962 nChanged 4231 Iteration 57Q (4657.755298 sec): 37 clusters Score: Raw -79485931.999373 + Penalty 80826.198114 = -79405105.801259 nChanged 3701 Iteration 58Q (4666.425434 sec): 37 clusters Score: Raw -79487593.178412 + Penalty 80826.198114 = -79406766.980298 nChanged 3312 Writing temp clu file Because OldScore, -79405105.801259, is greater than current (better) Score,-79406766.980298 Compute initial score before splitting: Score: Raw -79487593.178412 + Penalty 80826.198114 = -79406766.980298 Trying to split cluster 1 (21246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4666.716012 sec): 2 clusters Score: Raw -1788841.660039 + Penalty 1619.137637 = -1787222.522401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4666.774537 sec): 3 clusters Score: Raw -1775993.285780 + Penalty 3238.275274 = -1772755.010505 nChanged 9610 SP:Iteration 1F (4666.859972 sec): 3 clusters Score: Raw -1781781.536758 + Penalty 3238.275274 = -1778543.261484 nChanged 1509 SP:Iteration 2F (4666.933382 sec): 3 clusters Score: Raw -1782772.747209 + Penalty 3238.275274 = -1779534.471935 nChanged 1605 SP:Iteration 3F (4667.011316 sec): 3 clusters Score: Raw -1784040.698617 + Penalty 3238.275274 = -1780802.423343 nChanged 1697 SP:Iteration 4F (4667.091170 sec): 3 clusters Score: Raw -1785451.993965 + Penalty 3238.275274 = -1782213.718690 nChanged 1617 SP:Iteration 5F (4667.171432 sec): 3 clusters Score: Raw -1786612.570970 + Penalty 3238.275274 = -1783374.295695 nChanged 1299 SP:Iteration 6F (4667.228488 sec): 3 clusters Score: Raw -1787349.592640 + Penalty 3238.275274 = -1784111.317366 nChanged 907 SP:Iteration 7Q (4667.312261 sec): 3 clusters Score: Raw -1787782.737376 + Penalty 3238.275274 = -1784544.462101 nChanged 703 SP:Iteration 8Q (4667.387168 sec): 3 clusters Score: Raw -1788059.758815 + Penalty 3238.275274 = -1784821.483541 nChanged 466 SP:Iteration 9Q (4667.457965 sec): 3 clusters Score: Raw -1788215.540469 + Penalty 3238.275274 = -1784977.265195 nChanged 351 SP:Iteration 10Q (4667.534834 sec): 3 clusters Score: Raw -1788312.794487 + Penalty 3238.275274 = -1785074.519212 nChanged 257 SP:Iteration 11Q (4667.612256 sec): 3 clusters Score: Raw -1788380.370557 + Penalty 3238.275274 = -1785142.095283 nChanged 224 SP:Iteration 12Q (4667.694088 sec): 3 clusters Score: Raw -1788435.141510 + Penalty 3238.275274 = -1785196.866235 nChanged 191 SP:Iteration 13Q (4667.760629 sec): 3 clusters Score: Raw -1788476.536154 + Penalty 3238.275274 = -1785238.260880 nChanged 172 SP:Iteration 14Q (4667.843951 sec): 3 clusters Score: Raw -1788516.482656 + Penalty 3238.275274 = -1785278.207381 nChanged 158 SP:Iteration 15Q (4667.927909 sec): 3 clusters Score: Raw -1788556.978156 + Penalty 3238.275274 = -1785318.702882 nChanged 181 SP:Iteration 16Q (4667.993258 sec): 3 clusters Score: Raw -1788593.473433 + Penalty 3238.275274 = -1785355.198159 nChanged 154 SP:Iteration 17Q (4668.071576 sec): 3 clusters Score: Raw -1788628.981149 + Penalty 3238.275274 = -1785390.705875 nChanged 144 SP:Iteration 18Q (4668.150803 sec): 3 clusters Score: Raw -1788660.460924 + Penalty 3238.275274 = -1785422.185650 nChanged 133 SP:Iteration 19Q (4668.221373 sec): 3 clusters Score: Raw -1788691.139056 + Penalty 3238.275274 = -1785452.863781 nChanged 136 SP:Iteration 20F (4668.288526 sec): 3 clusters Score: Raw -1788732.014812 + Penalty 3238.275274 = -1785493.739538 nChanged 147 SP:Iteration 21Q (4668.359446 sec): 3 clusters Score: Raw -1788778.178065 + Penalty 3238.275274 = -1785539.902791 nChanged 145 SP:Iteration 22Q (4668.434903 sec): 3 clusters Score: Raw -1788827.997596 + Penalty 3238.275274 = -1785589.722322 nChanged 156 SP:Iteration 23Q (4668.506650 sec): 3 clusters Score: Raw -1788878.838863 + Penalty 3238.275274 = -1785640.563589 nChanged 149 SP:Iteration 24Q (4668.588308 sec): 3 clusters Score: Raw -1788927.486268 + Penalty 3238.275274 = -1785689.210993 nChanged 144 SP:Iteration 25Q (4668.676504 sec): 3 clusters Score: Raw -1788969.552089 + Penalty 3238.275274 = -1785731.276814 nChanged 135 SP:Iteration 26Q (4668.750498 sec): 3 clusters Score: Raw -1789006.553638 + Penalty 3238.275274 = -1785768.278364 nChanged 115 SP:Iteration 27Q (4668.831749 sec): 3 clusters Score: Raw -1789038.212488 + Penalty 3238.275274 = -1785799.937213 nChanged 103 SP:Iteration 28Q (4668.912215 sec): 3 clusters Score: Raw -1789062.950591 + Penalty 3238.275274 = -1785824.675316 nChanged 100 SP:Iteration 29Q (4668.995443 sec): 3 clusters Score: Raw -1789089.420899 + Penalty 3238.275274 = -1785851.145625 nChanged 99 SP:Iteration 30Q (4669.070021 sec): 3 clusters Score: Raw -1789114.428681 + Penalty 3238.275274 = -1785876.153406 nChanged 107 SP:Iteration 31Q (4669.145438 sec): 3 clusters Score: Raw -1789136.584593 + Penalty 3238.275274 = -1785898.309318 nChanged 88 SP:Iteration 32Q (4669.221725 sec): 3 clusters Score: Raw -1789157.367584 + Penalty 3238.275274 = -1785919.092310 nChanged 100 SP:Iteration 33Q (4669.300377 sec): 3 clusters Score: Raw -1789178.204864 + Penalty 3238.275274 = -1785939.929589 nChanged 92 SP:Iteration 34Q (4669.376131 sec): 3 clusters Score: Raw -1789192.957674 + Penalty 3238.275274 = -1785954.682399 nChanged 77 SP:Iteration 35Q (4669.456042 sec): 3 clusters Score: Raw -1789206.409004 + Penalty 3238.275274 = -1785968.133729 nChanged 64 SP:Iteration 36Q (4669.544035 sec): 3 clusters Score: Raw -1789217.362458 + Penalty 3238.275274 = -1785979.087183 nChanged 65 SP:Iteration 37Q (4669.619261 sec): 3 clusters Score: Raw -1789231.160029 + Penalty 3238.275274 = -1785992.884755 nChanged 69 SP:Iteration 38Q (4669.699804 sec): 3 clusters Score: Raw -1789241.775756 + Penalty 3238.275274 = -1786003.500482 nChanged 43 SP:Iteration 39Q (4669.784337 sec): 3 clusters Score: Raw -1789248.326752 + Penalty 3238.275274 = -1786010.051477 nChanged 58 SP:Iteration 40F (4669.845192 sec): 3 clusters Score: Raw -1789259.394595 + Penalty 3238.275274 = -1786021.119321 nChanged 66 SP:Iteration 41Q (4669.918963 sec): 3 clusters Score: Raw -1789272.191525 + Penalty 3238.275274 = -1786033.916251 nChanged 71 SP:Iteration 42Q (4669.998345 sec): 3 clusters Score: Raw -1789284.244569 + Penalty 3238.275274 = -1786045.969295 nChanged 68 SP:Iteration 43Q (4670.077461 sec): 3 clusters Score: Raw -1789292.912226 + Penalty 3238.275274 = -1786054.636952 nChanged 55 SP:Iteration 44Q (4670.150167 sec): 3 clusters Score: Raw -1789301.222027 + Penalty 3238.275274 = -1786062.946752 nChanged 51 SP:Iteration 45Q (4670.239726 sec): 3 clusters Score: Raw -1789308.475377 + Penalty 3238.275274 = -1786070.200103 nChanged 52 SP:Iteration 46Q (4670.299802 sec): 3 clusters Score: Raw -1789318.196249 + Penalty 3238.275274 = -1786079.920974 nChanged 54 SP:Iteration 47Q (4670.374376 sec): 3 clusters Score: Raw -1789328.115917 + Penalty 3238.275274 = -1786089.840643 nChanged 54 SP:Iteration 48Q (4670.450915 sec): 3 clusters Score: Raw -1789340.474732 + Penalty 3238.275274 = -1786102.199457 nChanged 64 SP:Iteration 49Q (4670.522315 sec): 3 clusters Score: Raw -1789353.509118 + Penalty 3238.275274 = -1786115.233843 nChanged 58 SP:Iteration 50Q (4670.603045 sec): 3 clusters Score: Raw -1789364.433245 + Penalty 3238.275274 = -1786126.157971 nChanged 47 SP:Iteration 51Q (4670.674330 sec): 3 clusters Score: Raw -1789372.112214 + Penalty 3238.275274 = -1786133.836939 nChanged 44 SP:Iteration 52Q (4670.748322 sec): 3 clusters Score: Raw -1789379.786355 + Penalty 3238.275274 = -1786141.511081 nChanged 41 SP:Iteration 53Q (4670.832583 sec): 3 clusters Score: Raw -1789384.426427 + Penalty 3238.275274 = -1786146.151153 nChanged 33 SP:Iteration 54Q (4670.898483 sec): 3 clusters Score: Raw -1789388.299699 + Penalty 3238.275274 = -1786150.024424 nChanged 26 SP:Iteration 55Q (4670.972247 sec): 3 clusters Score: Raw -1789391.528509 + Penalty 3238.275274 = -1786153.253234 nChanged 23 SP:Iteration 56Q (4671.048781 sec): 3 clusters Score: Raw -1789394.051407 + Penalty 3238.275274 = -1786155.776133 nChanged 21 SP:Iteration 57Q (4671.112779 sec): 3 clusters Score: Raw -1789396.044085 + Penalty 3238.275274 = -1786157.768810 nChanged 18 SP:Iteration 58Q (4671.200199 sec): 3 clusters Score: Raw -1789397.670406 + Penalty 3238.275274 = -1786159.395131 nChanged 14 SP:Iteration 59Q (4671.262788 sec): 3 clusters Score: Raw -1789399.233217 + Penalty 3238.275274 = -1786160.957943 nChanged 15 SP:Iteration 60F (4671.340601 sec): 3 clusters Score: Raw -1789400.610305 + Penalty 3238.275274 = -1786162.335031 nChanged 15 SP:Iteration 61Q (4671.407117 sec): 3 clusters Score: Raw -1789401.801694 + Penalty 3238.275274 = -1786163.526419 nChanged 8 SP:Iteration 62Q (4671.486088 sec): 3 clusters Score: Raw -1789402.251036 + Penalty 3238.275274 = -1786163.975761 nChanged 5 SP:Iteration 63Q (4671.556262 sec): 3 clusters Score: Raw -1789402.660017 + Penalty 3238.275274 = -1786164.384743 nChanged 4 SP:Iteration 64Q (4671.633783 sec): 3 clusters Score: Raw -1789402.810390 + Penalty 3238.275274 = -1786164.535115 nChanged 2 SP:Iteration 65Q (4671.702653 sec): 3 clusters Score: Raw -1789402.978744 + Penalty 3238.275274 = -1786164.703470 nChanged 1 SP:Iteration 66Q (4671.780175 sec): 3 clusters Score: Raw -1789403.029596 + Penalty 3238.275274 = -1786164.754321 nChanged 1 SP:Iteration 67Q (4671.849481 sec): 3 clusters Score: Raw -1789403.143460 + Penalty 3238.275274 = -1786164.868186 nChanged 0 SP:Iteration 68F (4671.921911 sec): 3 clusters Score: Raw -1789403.143460 + Penalty 3238.275274 = -1786164.868186 nChanged 0 Trying to split cluster 2 (48367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4672.004316 sec): 2 clusters Score: Raw -4044737.165235 + Penalty 1752.818119 = -4042984.347116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4672.132098 sec): 3 clusters Score: Raw -4014368.050005 + Penalty 3505.636239 = -4010862.413766 nChanged 22616 SP:Iteration 1F (4672.260138 sec): 3 clusters Score: Raw -4028333.552315 + Penalty 3505.636239 = -4024827.916076 nChanged 3635 SP:Iteration 2F (4672.347973 sec): 3 clusters Score: Raw -4031581.626358 + Penalty 3505.636239 = -4028075.990120 nChanged 4680 SP:Iteration 3F (4672.468669 sec): 3 clusters Score: Raw -4036457.956639 + Penalty 3505.636239 = -4032952.320400 nChanged 4646 SP:Iteration 4F (4672.597830 sec): 3 clusters Score: Raw -4040771.236075 + Penalty 3505.636239 = -4037265.599836 nChanged 3588 SP:Iteration 5F (4672.695735 sec): 3 clusters Score: Raw -4043378.512937 + Penalty 3505.636239 = -4039872.876698 nChanged 2321 SP:Iteration 6Q (4672.808200 sec): 3 clusters Score: Raw -4044632.236037 + Penalty 3505.636239 = -4041126.599799 nChanged 1528 SP:Iteration 7Q (4672.926824 sec): 3 clusters Score: Raw -4045255.957513 + Penalty 3505.636239 = -4041750.321275 nChanged 994 SP:Iteration 8Q (4673.037965 sec): 3 clusters Score: Raw -4045572.133748 + Penalty 3505.636239 = -4042066.497510 nChanged 767 SP:Iteration 9Q (4673.166478 sec): 3 clusters Score: Raw -4045781.598776 + Penalty 3505.636239 = -4042275.962538 nChanged 662 SP:Iteration 10Q (4673.290683 sec): 3 clusters Score: Raw -4045955.128880 + Penalty 3505.636239 = -4042449.492642 nChanged 594 SP:Iteration 11Q (4673.402372 sec): 3 clusters Score: Raw -4046110.658691 + Penalty 3505.636239 = -4042605.022452 nChanged 562 SP:Iteration 12Q (4673.522299 sec): 3 clusters Score: Raw -4046269.398039 + Penalty 3505.636239 = -4042763.761800 nChanged 550 SP:Iteration 13Q (4673.643622 sec): 3 clusters Score: Raw -4046427.189316 + Penalty 3505.636239 = -4042921.553077 nChanged 549 SP:Iteration 14Q (4673.738164 sec): 3 clusters Score: Raw -4046584.947505 + Penalty 3505.636239 = -4043079.311267 nChanged 531 SP:Iteration 15Q (4673.864757 sec): 3 clusters Score: Raw -4046737.495626 + Penalty 3505.636239 = -4043231.859388 nChanged 516 SP:Iteration 16Q (4673.996158 sec): 3 clusters Score: Raw -4046883.106337 + Penalty 3505.636239 = -4043377.470099 nChanged 485 SP:Iteration 17Q (4674.118195 sec): 3 clusters Score: Raw -4047019.971037 + Penalty 3505.636239 = -4043514.334798 nChanged 457 SP:Iteration 18Q (4674.241199 sec): 3 clusters Score: Raw -4047162.261384 + Penalty 3505.636239 = -4043656.625145 nChanged 441 SP:Iteration 19Q (4674.328185 sec): 3 clusters Score: Raw -4047309.521910 + Penalty 3505.636239 = -4043803.885671 nChanged 377 SP:Iteration 20F (4674.451175 sec): 3 clusters Score: Raw -4047440.178867 + Penalty 3505.636239 = -4043934.542628 nChanged 352 SP:Iteration 21Q (4674.569228 sec): 3 clusters Score: Raw -4047568.637179 + Penalty 3505.636239 = -4044063.000940 nChanged 342 SP:Iteration 22Q (4674.693923 sec): 3 clusters Score: Raw -4047741.325759 + Penalty 3505.636239 = -4044235.689520 nChanged 349 SP:Iteration 23Q (4674.808066 sec): 3 clusters Score: Raw -4047954.560265 + Penalty 3505.636239 = -4044448.924026 nChanged 360 SP:Iteration 24Q (4674.908980 sec): 3 clusters Score: Raw -4048182.776068 + Penalty 3505.636239 = -4044677.139830 nChanged 321 SP:Iteration 25Q (4675.035332 sec): 3 clusters Score: Raw -4048397.905638 + Penalty 3505.636239 = -4044892.269399 nChanged 314 SP:Iteration 26Q (4675.152190 sec): 3 clusters Score: Raw -4048559.364402 + Penalty 3505.636239 = -4045053.728163 nChanged 271 SP:Iteration 27Q (4675.257052 sec): 3 clusters Score: Raw -4048644.796206 + Penalty 3505.636239 = -4045139.159967 nChanged 198 SP:Iteration 28Q (4675.376224 sec): 3 clusters Score: Raw -4048706.901948 + Penalty 3505.636239 = -4045201.265709 nChanged 205 SP:Iteration 29Q (4675.494871 sec): 3 clusters Score: Raw -4048772.390298 + Penalty 3505.636239 = -4045266.754060 nChanged 177 SP:Iteration 30Q (4675.612262 sec): 3 clusters Score: Raw -4048812.815618 + Penalty 3505.636239 = -4045307.179379 nChanged 174 SP:Iteration 31Q (4675.719948 sec): 3 clusters Score: Raw -4048857.529708 + Penalty 3505.636239 = -4045351.893469 nChanged 169 SP:Iteration 32Q (4675.834643 sec): 3 clusters Score: Raw -4048897.944993 + Penalty 3505.636239 = -4045392.308754 nChanged 140 SP:Iteration 33Q (4675.949507 sec): 3 clusters Score: Raw -4048924.694657 + Penalty 3505.636239 = -4045419.058419 nChanged 119 SP:Iteration 34Q (4676.059074 sec): 3 clusters Score: Raw -4048944.895901 + Penalty 3505.636239 = -4045439.259662 nChanged 105 SP:Iteration 35Q (4676.140695 sec): 3 clusters Score: Raw -4048964.880888 + Penalty 3505.636239 = -4045459.244650 nChanged 107 SP:Iteration 36Q (4676.253606 sec): 3 clusters Score: Raw -4048979.310778 + Penalty 3505.636239 = -4045473.674539 nChanged 80 SP:Iteration 37Q (4676.369643 sec): 3 clusters Score: Raw -4048989.940214 + Penalty 3505.636239 = -4045484.303976 nChanged 62 SP:Iteration 38Q (4676.486198 sec): 3 clusters Score: Raw -4048998.353991 + Penalty 3505.636239 = -4045492.717753 nChanged 62 SP:Iteration 39Q (4676.602666 sec): 3 clusters Score: Raw -4049005.831869 + Penalty 3505.636239 = -4045500.195630 nChanged 57 SP:Iteration 40F (4676.722894 sec): 3 clusters Score: Raw -4049011.549036 + Penalty 3505.636239 = -4045505.912798 nChanged 44 SP:Iteration 41Q (4676.837289 sec): 3 clusters Score: Raw -4049016.268409 + Penalty 3505.636239 = -4045510.632171 nChanged 49 SP:Iteration 42Q (4676.930144 sec): 3 clusters Score: Raw -4049022.761988 + Penalty 3505.636239 = -4045517.125750 nChanged 39 SP:Iteration 43Q (4677.030580 sec): 3 clusters Score: Raw -4049027.514721 + Penalty 3505.636239 = -4045521.878483 nChanged 34 SP:Iteration 44Q (4677.111509 sec): 3 clusters Score: Raw -4049030.926300 + Penalty 3505.636239 = -4045525.290062 nChanged 29 SP:Iteration 45Q (4677.224784 sec): 3 clusters Score: Raw -4049033.915337 + Penalty 3505.636239 = -4045528.279099 nChanged 31 SP:Iteration 46Q (4677.328011 sec): 3 clusters Score: Raw -4049036.826102 + Penalty 3505.636239 = -4045531.189864 nChanged 24 SP:Iteration 47Q (4677.429891 sec): 3 clusters Score: Raw -4049039.086116 + Penalty 3505.636239 = -4045533.449877 nChanged 29 SP:Iteration 48Q (4677.514462 sec): 3 clusters Score: Raw -4049041.759319 + Penalty 3505.636239 = -4045536.123080 nChanged 30 SP:Iteration 49Q (4677.595998 sec): 3 clusters Score: Raw -4049044.835533 + Penalty 3505.636239 = -4045539.199294 nChanged 35 SP:Iteration 50Q (4677.693864 sec): 3 clusters Score: Raw -4049047.980727 + Penalty 3505.636239 = -4045542.344488 nChanged 37 SP:Iteration 51Q (4677.797654 sec): 3 clusters Score: Raw -4049051.872697 + Penalty 3505.636239 = -4045546.236459 nChanged 43 SP:Iteration 52Q (4677.926527 sec): 3 clusters Score: Raw -4049057.508258 + Penalty 3505.636239 = -4045551.872019 nChanged 60 SP:Iteration 53Q (4678.027208 sec): 3 clusters Score: Raw -4049065.935320 + Penalty 3505.636239 = -4045560.299082 nChanged 58 SP:Iteration 54Q (4678.134041 sec): 3 clusters Score: Raw -4049074.981000 + Penalty 3505.636239 = -4045569.344761 nChanged 60 SP:Iteration 55Q (4678.252830 sec): 3 clusters Score: Raw -4049082.954913 + Penalty 3505.636239 = -4045577.318675 nChanged 44 SP:Iteration 56Q (4678.365408 sec): 3 clusters Score: Raw -4049088.026527 + Penalty 3505.636239 = -4045582.390288 nChanged 33 SP:Iteration 57Q (4678.474804 sec): 3 clusters Score: Raw -4049090.475354 + Penalty 3505.636239 = -4045584.839115 nChanged 25 SP:Iteration 58Q (4678.591282 sec): 3 clusters Score: Raw -4049092.535698 + Penalty 3505.636239 = -4045586.899459 nChanged 22 SP:Iteration 59Q (4678.694651 sec): 3 clusters Score: Raw -4049094.931293 + Penalty 3505.636239 = -4045589.295055 nChanged 18 SP:Iteration 60F (4678.805088 sec): 3 clusters Score: Raw -4049096.342502 + Penalty 3505.636239 = -4045590.706264 nChanged 14 SP:Iteration 61Q (4678.916450 sec): 3 clusters Score: Raw -4049097.200533 + Penalty 3505.636239 = -4045591.564294 nChanged 10 SP:Iteration 62Q (4679.036860 sec): 3 clusters Score: Raw -4049098.177739 + Penalty 3505.636239 = -4045592.541501 nChanged 16 SP:Iteration 63Q (4679.150979 sec): 3 clusters Score: Raw -4049099.526323 + Penalty 3505.636239 = -4045593.890085 nChanged 15 SP:Iteration 64Q (4679.233343 sec): 3 clusters Score: Raw -4049100.671007 + Penalty 3505.636239 = -4045595.034768 nChanged 11 SP:Iteration 65Q (4679.312284 sec): 3 clusters Score: Raw -4049101.135302 + Penalty 3505.636239 = -4045595.499063 nChanged 7 SP:Iteration 66Q (4679.423813 sec): 3 clusters Score: Raw -4049101.705791 + Penalty 3505.636239 = -4045596.069552 nChanged 6 SP:Iteration 67Q (4679.536640 sec): 3 clusters Score: Raw -4049102.272818 + Penalty 3505.636239 = -4045596.636579 nChanged 10 SP:Iteration 68Q (4679.657544 sec): 3 clusters Score: Raw -4049103.153772 + Penalty 3505.636239 = -4045597.517533 nChanged 11 SP:Iteration 69Q (4679.779917 sec): 3 clusters Score: Raw -4049104.168092 + Penalty 3505.636239 = -4045598.531854 nChanged 12 SP:Iteration 70Q (4679.892315 sec): 3 clusters Score: Raw -4049105.310535 + Penalty 3505.636239 = -4045599.674297 nChanged 16 SP:Iteration 71Q (4680.007437 sec): 3 clusters Score: Raw -4049106.836932 + Penalty 3505.636239 = -4045601.200693 nChanged 12 SP:Iteration 72Q (4680.099777 sec): 3 clusters Score: Raw -4049107.582117 + Penalty 3505.636239 = -4045601.945879 nChanged 11 SP:Iteration 73Q (4680.218218 sec): 3 clusters Score: Raw -4049107.962809 + Penalty 3505.636239 = -4045602.326570 nChanged 6 SP:Iteration 74Q (4680.332425 sec): 3 clusters Score: Raw -4049108.228938 + Penalty 3505.636239 = -4045602.592700 nChanged 3 SP:Iteration 75Q (4680.443414 sec): 3 clusters Score: Raw -4049108.601082 + Penalty 3505.636239 = -4045602.964843 nChanged 5 SP:Iteration 76Q (4680.551940 sec): 3 clusters Score: Raw -4049108.813471 + Penalty 3505.636239 = -4045603.177232 nChanged 6 SP:Iteration 77Q (4680.658832 sec): 3 clusters Score: Raw -4049109.196655 + Penalty 3505.636239 = -4045603.560417 nChanged 9 SP:Iteration 78Q (4680.778011 sec): 3 clusters Score: Raw -4049109.828354 + Penalty 3505.636239 = -4045604.192115 nChanged 8 SP:Iteration 79Q (4680.891207 sec): 3 clusters Score: Raw -4049110.342025 + Penalty 3505.636239 = -4045604.705787 nChanged 5 SP:Iteration 80F (4680.998280 sec): 3 clusters Score: Raw -4049110.600015 + Penalty 3505.636239 = -4045604.963777 nChanged 7 SP:Iteration 81Q (4681.110522 sec): 3 clusters Score: Raw -4049110.928821 + Penalty 3505.636239 = -4045605.292582 nChanged 5 SP:Iteration 82Q (4681.236218 sec): 3 clusters Score: Raw -4049111.195536 + Penalty 3505.636239 = -4045605.559298 nChanged 5 SP:Iteration 83Q (4681.337495 sec): 3 clusters Score: Raw -4049111.383675 + Penalty 3505.636239 = -4045605.747436 nChanged 4 SP:Iteration 84Q (4681.432092 sec): 3 clusters Score: Raw -4049111.581621 + Penalty 3505.636239 = -4045605.945382 nChanged 3 SP:Iteration 85Q (4681.541719 sec): 3 clusters Score: Raw -4049111.762143 + Penalty 3505.636239 = -4045606.125905 nChanged 2 SP:Iteration 86Q (4681.649866 sec): 3 clusters Score: Raw -4049111.997167 + Penalty 3505.636239 = -4045606.360928 nChanged 8 SP:Iteration 87Q (4681.768528 sec): 3 clusters Score: Raw -4049112.595984 + Penalty 3505.636239 = -4045606.959745 nChanged 5 SP:Iteration 88Q (4681.859665 sec): 3 clusters Score: Raw -4049112.783924 + Penalty 3505.636239 = -4045607.147685 nChanged 2 SP:Iteration 89Q (4681.976970 sec): 3 clusters Score: Raw -4049112.873604 + Penalty 3505.636239 = -4045607.237365 nChanged 1 SP:Iteration 90Q (4682.083983 sec): 3 clusters Score: Raw -4049112.916401 + Penalty 3505.636239 = -4045607.280163 nChanged 2 SP:Iteration 91Q (4682.200589 sec): 3 clusters Score: Raw -4049113.038704 + Penalty 3505.636239 = -4045607.402465 nChanged 2 SP:Iteration 92Q (4682.322153 sec): 3 clusters Score: Raw -4049113.411414 + Penalty 3505.636239 = -4045607.775176 nChanged 5 SP:Iteration 93Q (4682.433906 sec): 3 clusters Score: Raw -4049113.818959 + Penalty 3505.636239 = -4045608.182720 nChanged 4 SP:Iteration 94Q (4682.535308 sec): 3 clusters Score: Raw -4049113.902332 + Penalty 3505.636239 = -4045608.266093 nChanged 2 SP:Iteration 95Q (4682.644780 sec): 3 clusters Score: Raw -4049114.033536 + Penalty 3505.636239 = -4045608.397297 nChanged 2 SP:Iteration 96Q (4682.723620 sec): 3 clusters Score: Raw -4049114.159371 + Penalty 3505.636239 = -4045608.523133 nChanged 0 SP:Iteration 97F (4682.839956 sec): 3 clusters Score: Raw -4049114.159371 + Penalty 3505.636239 = -4045608.523133 nChanged 0 Score: Raw -79493160.260927 + Penalty 83071.370284 = -79410088.890643 Splitting cluster 2 changes total score from -79406766.980298 to -79410088.890643 So it's getting split into cluster 37. Trying to split cluster 3 (11028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4704.897799 sec): 2 clusters Score: Raw -826957.583799 + Penalty 1512.581325 = -825445.002473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4704.977142 sec): 3 clusters Score: Raw -820701.307085 + Penalty 3025.162651 = -817676.144434 nChanged 4863 SP:Iteration 1F (4705.034065 sec): 3 clusters Score: Raw -823925.791311 + Penalty 3025.162651 = -820900.628660 nChanged 1074 SP:Iteration 2F (4705.109155 sec): 3 clusters Score: Raw -824944.775721 + Penalty 3025.162651 = -821919.613070 nChanged 1051 SP:Iteration 3F (4705.176075 sec): 3 clusters Score: Raw -825979.261722 + Penalty 3025.162651 = -822954.099071 nChanged 925 SP:Iteration 4F (4705.236424 sec): 3 clusters Score: Raw -826846.082790 + Penalty 3025.162651 = -823820.920139 nChanged 724 SP:Iteration 5F (4705.294194 sec): 3 clusters Score: Raw -827459.360092 + Penalty 3025.162651 = -824434.197441 nChanged 505 SP:Iteration 6Q (4705.360308 sec): 3 clusters Score: Raw -827916.450912 + Penalty 3025.162651 = -824891.288261 nChanged 377 SP:Iteration 7Q (4705.421804 sec): 3 clusters Score: Raw -828290.644982 + Penalty 3025.162651 = -825265.482331 nChanged 316 SP:Iteration 8Q (4705.489428 sec): 3 clusters Score: Raw -828684.120946 + Penalty 3025.162651 = -825658.958295 nChanged 355 SP:Iteration 9Q (4705.555768 sec): 3 clusters Score: Raw -829237.404282 + Penalty 3025.162651 = -826212.241631 nChanged 478 SP:Iteration 10Q (4705.624867 sec): 3 clusters Score: Raw -830320.358303 + Penalty 3025.162651 = -827295.195652 nChanged 746 SP:Iteration 11F (4705.684106 sec): 3 clusters Score: Raw -832871.177073 + Penalty 3025.162651 = -829846.014423 nChanged 1197 SP:Iteration 12F (4705.760845 sec): 3 clusters Score: Raw -836462.205581 + Penalty 3025.162651 = -833437.042930 nChanged 1262 SP:Iteration 13F (4705.828610 sec): 3 clusters Score: Raw -839714.105165 + Penalty 3025.162651 = -836688.942514 nChanged 687 SP:Iteration 14F (4705.895056 sec): 3 clusters Score: Raw -842692.772174 + Penalty 3025.162651 = -839667.609523 nChanged 167 SP:Iteration 15Q (4705.956648 sec): 3 clusters Score: Raw -843876.486442 + Penalty 3025.162651 = -840851.323792 nChanged 22 SP:Iteration 16Q (4706.018640 sec): 3 clusters Score: Raw -843914.633749 + Penalty 3025.162651 = -840889.471098 nChanged 5 SP:Iteration 17Q (4706.078923 sec): 3 clusters Score: Raw -843917.052594 + Penalty 3025.162651 = -840891.889943 nChanged 0 SP:Iteration 18F (4706.134990 sec): 3 clusters Score: Raw -843917.052594 + Penalty 3025.162651 = -840891.889943 nChanged 0 Score: Raw -79510119.729722 + Penalty 85316.542454 = -79424803.187268 Splitting cluster 3 changes total score from -79406766.980298 to -79424803.187268 So it's getting split into cluster 38. Trying to split cluster 4 (70693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4730.811474 sec): 2 clusters Score: Raw -5940603.920024 + Penalty 1814.491549 = -5938789.428476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4730.975299 sec): 3 clusters Score: Raw -5895089.119788 + Penalty 3628.983097 = -5891460.136691 nChanged 33618 SP:Iteration 1F (4731.131909 sec): 3 clusters Score: Raw -5914993.421044 + Penalty 3628.983097 = -5911364.437947 nChanged 3657 SP:Iteration 2F (4731.290244 sec): 3 clusters Score: Raw -5916767.119872 + Penalty 3628.983097 = -5913138.136775 nChanged 4703 SP:Iteration 3F (4731.451068 sec): 3 clusters Score: Raw -5920075.541889 + Penalty 3628.983097 = -5916446.558792 nChanged 6007 SP:Iteration 4F (4731.596112 sec): 3 clusters Score: Raw -5925846.659857 + Penalty 3628.983097 = -5922217.676760 nChanged 6789 SP:Iteration 5F (4731.759802 sec): 3 clusters Score: Raw -5933266.293078 + Penalty 3628.983097 = -5929637.309981 nChanged 6100 SP:Iteration 6F (4731.913460 sec): 3 clusters Score: Raw -5939276.708231 + Penalty 3628.983097 = -5935647.725134 nChanged 4298 SP:Iteration 7F (4732.076870 sec): 3 clusters Score: Raw -5942707.717387 + Penalty 3628.983097 = -5939078.734290 nChanged 2774 SP:Iteration 8Q (4732.231797 sec): 3 clusters Score: Raw -5944713.313579 + Penalty 3628.983097 = -5941084.330482 nChanged 1805 SP:Iteration 9Q (4732.391621 sec): 3 clusters Score: Raw -5945990.577061 + Penalty 3628.983097 = -5942361.593964 nChanged 1342 SP:Iteration 10Q (4732.539077 sec): 3 clusters Score: Raw -5946867.921383 + Penalty 3628.983097 = -5943238.938286 nChanged 1029 SP:Iteration 11Q (4732.706078 sec): 3 clusters Score: Raw -5947370.806299 + Penalty 3628.983097 = -5943741.823202 nChanged 765 SP:Iteration 12Q (4732.856625 sec): 3 clusters Score: Raw -5947620.967549 + Penalty 3628.983097 = -5943991.984452 nChanged 543 SP:Iteration 13Q (4733.010369 sec): 3 clusters Score: Raw -5947758.983102 + Penalty 3628.983097 = -5944130.000005 nChanged 439 SP:Iteration 14Q (4733.174469 sec): 3 clusters Score: Raw -5947853.083267 + Penalty 3628.983097 = -5944224.100170 nChanged 362 SP:Iteration 15Q (4733.340837 sec): 3 clusters Score: Raw -5947923.977271 + Penalty 3628.983097 = -5944294.994174 nChanged 309 SP:Iteration 16Q (4733.500490 sec): 3 clusters Score: Raw -5947978.974781 + Penalty 3628.983097 = -5944349.991684 nChanged 267 SP:Iteration 17Q (4733.639848 sec): 3 clusters Score: Raw -5948018.930541 + Penalty 3628.983097 = -5944389.947444 nChanged 209 SP:Iteration 18Q (4733.801959 sec): 3 clusters Score: Raw -5948047.758643 + Penalty 3628.983097 = -5944418.775546 nChanged 192 SP:Iteration 19Q (4733.954240 sec): 3 clusters Score: Raw -5948069.502757 + Penalty 3628.983097 = -5944440.519659 nChanged 144 SP:Iteration 20F (4734.114080 sec): 3 clusters Score: Raw -5948087.168460 + Penalty 3628.983097 = -5944458.185363 nChanged 142 SP:Iteration 21Q (4734.268448 sec): 3 clusters Score: Raw -5948101.585588 + Penalty 3628.983097 = -5944472.602491 nChanged 99 SP:Iteration 22Q (4734.421033 sec): 3 clusters Score: Raw -5948109.720828 + Penalty 3628.983097 = -5944480.737731 nChanged 81 SP:Iteration 23Q (4734.548721 sec): 3 clusters Score: Raw -5948116.003227 + Penalty 3628.983097 = -5944487.020130 nChanged 69 SP:Iteration 24Q (4734.710998 sec): 3 clusters Score: Raw -5948121.513508 + Penalty 3628.983097 = -5944492.530411 nChanged 70 SP:Iteration 25Q (4734.862636 sec): 3 clusters Score: Raw -5948126.521685 + Penalty 3628.983097 = -5944497.538587 nChanged 61 SP:Iteration 26Q (4735.006657 sec): 3 clusters Score: Raw -5948130.185265 + Penalty 3628.983097 = -5944501.202168 nChanged 51 SP:Iteration 27Q (4735.121724 sec): 3 clusters Score: Raw -5948132.962848 + Penalty 3628.983097 = -5944503.979751 nChanged 44 SP:Iteration 28Q (4735.280986 sec): 3 clusters Score: Raw -5948135.125880 + Penalty 3628.983097 = -5944506.142783 nChanged 38 SP:Iteration 29Q (4735.416006 sec): 3 clusters Score: Raw -5948136.769991 + Penalty 3628.983097 = -5944507.786894 nChanged 38 SP:Iteration 30Q (4735.574069 sec): 3 clusters Score: Raw -5948138.001044 + Penalty 3628.983097 = -5944509.017947 nChanged 20 SP:Iteration 31Q (4735.706064 sec): 3 clusters Score: Raw -5948138.703967 + Penalty 3628.983097 = -5944509.720870 nChanged 14 SP:Iteration 32Q (4735.829055 sec): 3 clusters Score: Raw -5948139.109341 + Penalty 3628.983097 = -5944510.126244 nChanged 14 SP:Iteration 33Q (4735.990756 sec): 3 clusters Score: Raw -5948139.490311 + Penalty 3628.983097 = -5944510.507214 nChanged 12 SP:Iteration 34Q (4736.150220 sec): 3 clusters Score: Raw -5948139.911563 + Penalty 3628.983097 = -5944510.928465 nChanged 15 SP:Iteration 35Q (4736.300811 sec): 3 clusters Score: Raw -5948140.775208 + Penalty 3628.983097 = -5944511.792111 nChanged 16 SP:Iteration 36Q (4736.446624 sec): 3 clusters Score: Raw -5948141.646652 + Penalty 3628.983097 = -5944512.663555 nChanged 19 SP:Iteration 37Q (4736.602864 sec): 3 clusters Score: Raw -5948142.480582 + Penalty 3628.983097 = -5944513.497485 nChanged 20 SP:Iteration 38Q (4736.742703 sec): 3 clusters Score: Raw -5948143.253191 + Penalty 3628.983097 = -5944514.270094 nChanged 19 SP:Iteration 39Q (4736.888912 sec): 3 clusters Score: Raw -5948143.940547 + Penalty 3628.983097 = -5944514.957450 nChanged 13 SP:Iteration 40F (4737.024462 sec): 3 clusters Score: Raw -5948144.468649 + Penalty 3628.983097 = -5944515.485552 nChanged 15 SP:Iteration 41Q (4737.181460 sec): 3 clusters Score: Raw -5948144.914550 + Penalty 3628.983097 = -5944515.931453 nChanged 14 SP:Iteration 42Q (4737.333462 sec): 3 clusters Score: Raw -5948145.480440 + Penalty 3628.983097 = -5944516.497343 nChanged 21 SP:Iteration 43Q (4737.488508 sec): 3 clusters Score: Raw -5948146.274562 + Penalty 3628.983097 = -5944517.291465 nChanged 18 SP:Iteration 44Q (4737.625834 sec): 3 clusters Score: Raw -5948147.050750 + Penalty 3628.983097 = -5944518.067653 nChanged 26 SP:Iteration 45Q (4737.787715 sec): 3 clusters Score: Raw -5948148.339789 + Penalty 3628.983097 = -5944519.356692 nChanged 34 SP:Iteration 46Q (4737.902700 sec): 3 clusters Score: Raw -5948149.928673 + Penalty 3628.983097 = -5944520.945576 nChanged 23 SP:Iteration 47Q (4738.061137 sec): 3 clusters Score: Raw -5948151.152388 + Penalty 3628.983097 = -5944522.169291 nChanged 27 SP:Iteration 48Q (4738.205735 sec): 3 clusters Score: Raw -5948152.142999 + Penalty 3628.983097 = -5944523.159902 nChanged 25 SP:Iteration 49Q (4738.358604 sec): 3 clusters Score: Raw -5948153.167055 + Penalty 3628.983097 = -5944524.183958 nChanged 24 SP:Iteration 50Q (4738.482830 sec): 3 clusters Score: Raw -5948154.016986 + Penalty 3628.983097 = -5944525.033889 nChanged 15 SP:Iteration 51Q (4738.647142 sec): 3 clusters Score: Raw -5948154.657902 + Penalty 3628.983097 = -5944525.674805 nChanged 17 SP:Iteration 52Q (4738.801445 sec): 3 clusters Score: Raw -5948155.169610 + Penalty 3628.983097 = -5944526.186513 nChanged 15 SP:Iteration 53Q (4738.953179 sec): 3 clusters Score: Raw -5948155.649895 + Penalty 3628.983097 = -5944526.666798 nChanged 15 SP:Iteration 54Q (4739.074057 sec): 3 clusters Score: Raw -5948156.098666 + Penalty 3628.983097 = -5944527.115569 nChanged 13 SP:Iteration 55Q (4739.233872 sec): 3 clusters Score: Raw -5948156.567536 + Penalty 3628.983097 = -5944527.584439 nChanged 13 SP:Iteration 56Q (4739.370697 sec): 3 clusters Score: Raw -5948156.893479 + Penalty 3628.983097 = -5944527.910382 nChanged 9 SP:Iteration 57Q (4739.528141 sec): 3 clusters Score: Raw -5948157.178303 + Penalty 3628.983097 = -5944528.195206 nChanged 7 SP:Iteration 58Q (4739.668436 sec): 3 clusters Score: Raw -5948157.326215 + Penalty 3628.983097 = -5944528.343118 nChanged 4 SP:Iteration 59Q (4739.830257 sec): 3 clusters Score: Raw -5948157.482247 + Penalty 3628.983097 = -5944528.499150 nChanged 2 SP:Iteration 60F (4739.987149 sec): 3 clusters Score: Raw -5948157.554498 + Penalty 3628.983097 = -5944528.571401 nChanged 3 SP:Iteration 61Q (4740.142616 sec): 3 clusters Score: Raw -5948157.615923 + Penalty 3628.983097 = -5944528.632826 nChanged 5 SP:Iteration 62Q (4740.295048 sec): 3 clusters Score: Raw -5948157.720708 + Penalty 3628.983097 = -5944528.737611 nChanged 3 SP:Iteration 63Q (4740.445541 sec): 3 clusters Score: Raw -5948157.814572 + Penalty 3628.983097 = -5944528.831475 nChanged 3 SP:Iteration 64Q (4740.596710 sec): 3 clusters Score: Raw -5948157.929209 + Penalty 3628.983097 = -5944528.946112 nChanged 4 SP:Iteration 65Q (4740.749872 sec): 3 clusters Score: Raw -5948158.033470 + Penalty 3628.983097 = -5944529.050373 nChanged 7 SP:Iteration 66Q (4740.903004 sec): 3 clusters Score: Raw -5948158.297424 + Penalty 3628.983097 = -5944529.314327 nChanged 11 SP:Iteration 67Q (4741.067016 sec): 3 clusters Score: Raw -5948158.878353 + Penalty 3628.983097 = -5944529.895256 nChanged 13 SP:Iteration 68Q (4741.219318 sec): 3 clusters Score: Raw -5948159.324063 + Penalty 3628.983097 = -5944530.340966 nChanged 10 SP:Iteration 69Q (4741.382329 sec): 3 clusters Score: Raw -5948159.518733 + Penalty 3628.983097 = -5944530.535636 nChanged 7 SP:Iteration 70Q (4741.534891 sec): 3 clusters Score: Raw -5948159.716321 + Penalty 3628.983097 = -5944530.733224 nChanged 7 SP:Iteration 71Q (4741.700573 sec): 3 clusters Score: Raw -5948159.999787 + Penalty 3628.983097 = -5944531.016690 nChanged 7 SP:Iteration 72Q (4741.846449 sec): 3 clusters Score: Raw -5948160.281192 + Penalty 3628.983097 = -5944531.298095 nChanged 7 SP:Iteration 73Q (4742.003212 sec): 3 clusters Score: Raw -5948160.580214 + Penalty 3628.983097 = -5944531.597117 nChanged 7 SP:Iteration 74Q (4742.151203 sec): 3 clusters Score: Raw -5948160.790624 + Penalty 3628.983097 = -5944531.807527 nChanged 4 SP:Iteration 75Q (4742.313472 sec): 3 clusters Score: Raw -5948160.901876 + Penalty 3628.983097 = -5944531.918779 nChanged 3 SP:Iteration 76Q (4742.464741 sec): 3 clusters Score: Raw -5948160.971569 + Penalty 3628.983097 = -5944531.988472 nChanged 3 SP:Iteration 77Q (4742.629583 sec): 3 clusters Score: Raw -5948161.040436 + Penalty 3628.983097 = -5944532.057339 nChanged 4 SP:Iteration 78Q (4742.778022 sec): 3 clusters Score: Raw -5948161.172363 + Penalty 3628.983097 = -5944532.189266 nChanged 5 SP:Iteration 79Q (4742.945405 sec): 3 clusters Score: Raw -5948161.344268 + Penalty 3628.983097 = -5944532.361171 nChanged 6 SP:Iteration 80F (4743.095861 sec): 3 clusters Score: Raw -5948161.507708 + Penalty 3628.983097 = -5944532.524611 nChanged 10 SP:Iteration 81Q (4743.244395 sec): 3 clusters Score: Raw -5948161.972194 + Penalty 3628.983097 = -5944532.989097 nChanged 16 SP:Iteration 82Q (4743.380445 sec): 3 clusters Score: Raw -5948162.918193 + Penalty 3628.983097 = -5944533.935096 nChanged 19 SP:Iteration 83Q (4743.533550 sec): 3 clusters Score: Raw -5948163.841077 + Penalty 3628.983097 = -5944534.857980 nChanged 20 SP:Iteration 84Q (4743.666184 sec): 3 clusters Score: Raw -5948164.948246 + Penalty 3628.983097 = -5944535.965149 nChanged 25 SP:Iteration 85Q (4743.826960 sec): 3 clusters Score: Raw -5948166.323023 + Penalty 3628.983097 = -5944537.339926 nChanged 29 SP:Iteration 86Q (4743.971727 sec): 3 clusters Score: Raw -5948167.834513 + Penalty 3628.983097 = -5944538.851416 nChanged 27 SP:Iteration 87Q (4744.113458 sec): 3 clusters Score: Raw -5948168.820872 + Penalty 3628.983097 = -5944539.837775 nChanged 20 SP:Iteration 88Q (4744.237854 sec): 3 clusters Score: Raw -5948169.716886 + Penalty 3628.983097 = -5944540.733789 nChanged 20 SP:Iteration 89Q (4744.387846 sec): 3 clusters Score: Raw -5948170.537976 + Penalty 3628.983097 = -5944541.554878 nChanged 16 SP:Iteration 90Q (4744.537771 sec): 3 clusters Score: Raw -5948171.156875 + Penalty 3628.983097 = -5944542.173778 nChanged 16 SP:Iteration 91Q (4744.688458 sec): 3 clusters Score: Raw -5948171.585723 + Penalty 3628.983097 = -5944542.602626 nChanged 8 SP:Iteration 92Q (4744.823893 sec): 3 clusters Score: Raw -5948171.770067 + Penalty 3628.983097 = -5944542.786969 nChanged 5 SP:Iteration 93Q (4744.969533 sec): 3 clusters Score: Raw -5948171.914442 + Penalty 3628.983097 = -5944542.931345 nChanged 7 SP:Iteration 94Q (4745.099190 sec): 3 clusters Score: Raw -5948172.091264 + Penalty 3628.983097 = -5944543.108166 nChanged 10 SP:Iteration 95Q (4745.264109 sec): 3 clusters Score: Raw -5948172.422640 + Penalty 3628.983097 = -5944543.439543 nChanged 10 SP:Iteration 96Q (4745.389119 sec): 3 clusters Score: Raw -5948172.644333 + Penalty 3628.983097 = -5944543.661236 nChanged 10 SP:Iteration 97Q (4745.534172 sec): 3 clusters Score: Raw -5948172.904153 + Penalty 3628.983097 = -5944543.921056 nChanged 8 SP:Iteration 98Q (4745.686892 sec): 3 clusters Score: Raw -5948173.077519 + Penalty 3628.983097 = -5944544.094422 nChanged 6 SP:Iteration 99Q (4745.836245 sec): 3 clusters Score: Raw -5948173.157297 + Penalty 3628.983097 = -5944544.174200 nChanged 6 SP:Iteration 100F (4745.999027 sec): 3 clusters Score: Raw -5948173.236555 + Penalty 3628.983097 = -5944544.253458 nChanged 6 SP:Iteration 101Q (4746.134047 sec): 3 clusters Score: Raw -5948173.337475 + Penalty 3628.983097 = -5944544.354378 nChanged 5 SP:Iteration 102Q (4746.289268 sec): 3 clusters Score: Raw -5948173.482834 + Penalty 3628.983097 = -5944544.499737 nChanged 3 SP:Iteration 103Q (4746.432214 sec): 3 clusters Score: Raw -5948173.540596 + Penalty 3628.983097 = -5944544.557499 nChanged 2 SP:Iteration 104Q (4746.587572 sec): 3 clusters Score: Raw -5948173.557315 + Penalty 3628.983097 = -5944544.574218 nChanged 1 SP:Iteration 105Q (4746.743385 sec): 3 clusters Score: Raw -5948173.582135 + Penalty 3628.983097 = -5944544.599038 nChanged 1 SP:Iteration 106Q (4746.893413 sec): 3 clusters Score: Raw -5948173.604973 + Penalty 3628.983097 = -5944544.621876 nChanged 4 SP:Iteration 107Q (4747.045955 sec): 3 clusters Score: Raw -5948173.695304 + Penalty 3628.983097 = -5944544.712207 nChanged 4 SP:Iteration 108Q (4747.208519 sec): 3 clusters Score: Raw -5948173.819261 + Penalty 3628.983097 = -5944544.836164 nChanged 3 SP:Iteration 109Q (4747.364729 sec): 3 clusters Score: Raw -5948173.890318 + Penalty 3628.983097 = -5944544.907221 nChanged 4 SP:Iteration 110Q (4747.513004 sec): 3 clusters Score: Raw -5948173.949582 + Penalty 3628.983097 = -5944544.966485 nChanged 1 SP:Iteration 111Q (4747.672152 sec): 3 clusters Score: Raw -5948173.975515 + Penalty 3628.983097 = -5944544.992418 nChanged 2 SP:Iteration 112Q (4747.818497 sec): 3 clusters Score: Raw -5948174.063661 + Penalty 3628.983097 = -5944545.080563 nChanged 4 SP:Iteration 113Q (4747.976753 sec): 3 clusters Score: Raw -5948174.150191 + Penalty 3628.983097 = -5944545.167094 nChanged 2 SP:Iteration 114Q (4748.126635 sec): 3 clusters Score: Raw -5948174.176682 + Penalty 3628.983097 = -5944545.193585 nChanged 2 SP:Iteration 115Q (4748.290085 sec): 3 clusters Score: Raw -5948174.257509 + Penalty 3628.983097 = -5944545.274412 nChanged 4 SP:Iteration 116Q (4748.441308 sec): 3 clusters Score: Raw -5948174.407819 + Penalty 3628.983097 = -5944545.424722 nChanged 6 SP:Iteration 117Q (4748.587093 sec): 3 clusters Score: Raw -5948174.659110 + Penalty 3628.983097 = -5944545.676013 nChanged 5 SP:Iteration 118Q (4748.735366 sec): 3 clusters Score: Raw -5948174.820007 + Penalty 3628.983097 = -5944545.836910 nChanged 1 SP:Iteration 119Q (4748.883328 sec): 3 clusters Score: Raw -5948174.832451 + Penalty 3628.983097 = -5944545.849354 nChanged 1 SP:Iteration 120F (4749.030799 sec): 3 clusters Score: Raw -5948174.879347 + Penalty 3628.983097 = -5944545.896250 nChanged 4 SP:Iteration 121Q (4749.178950 sec): 3 clusters Score: Raw -5948174.935168 + Penalty 3628.983097 = -5944545.952071 nChanged 1 SP:Iteration 122Q (4749.302098 sec): 3 clusters Score: Raw -5948174.967702 + Penalty 3628.983097 = -5944545.984604 nChanged 1 SP:Iteration 123Q (4749.453816 sec): 3 clusters Score: Raw -5948174.972316 + Penalty 3628.983097 = -5944545.989219 nChanged 1 SP:Iteration 124Q (4749.583482 sec): 3 clusters Score: Raw -5948174.987475 + Penalty 3628.983097 = -5944546.004378 nChanged 1 SP:Iteration 125Q (4749.734200 sec): 3 clusters Score: Raw -5948174.993812 + Penalty 3628.983097 = -5944546.010714 nChanged 1 SP:Iteration 126Q (4749.877938 sec): 3 clusters Score: Raw -5948175.010703 + Penalty 3628.983097 = -5944546.027606 nChanged 3 SP:Iteration 127Q (4750.031966 sec): 3 clusters Score: Raw -5948175.072126 + Penalty 3628.983097 = -5944546.089029 nChanged 1 SP:Iteration 128Q (4750.150914 sec): 3 clusters Score: Raw -5948175.140412 + Penalty 3628.983097 = -5944546.157315 nChanged 6 SP:Iteration 129Q (4750.311180 sec): 3 clusters Score: Raw -5948175.433731 + Penalty 3628.983097 = -5944546.450634 nChanged 8 SP:Iteration 130Q (4750.448526 sec): 3 clusters Score: Raw -5948175.669050 + Penalty 3628.983097 = -5944546.685953 nChanged 10 SP:Iteration 131Q (4750.605431 sec): 3 clusters Score: Raw -5948176.094184 + Penalty 3628.983097 = -5944547.111087 nChanged 11 SP:Iteration 132Q (4750.748466 sec): 3 clusters Score: Raw -5948176.525313 + Penalty 3628.983097 = -5944547.542216 nChanged 7 SP:Iteration 133Q (4750.890526 sec): 3 clusters Score: Raw -5948176.688670 + Penalty 3628.983097 = -5944547.705573 nChanged 8 SP:Iteration 134Q (4751.050279 sec): 3 clusters Score: Raw -5948176.935529 + Penalty 3628.983097 = -5944547.952432 nChanged 9 SP:Iteration 135Q (4751.190351 sec): 3 clusters Score: Raw -5948177.386900 + Penalty 3628.983097 = -5944548.403803 nChanged 13 SP:Iteration 136Q (4751.340801 sec): 3 clusters Score: Raw -5948177.863333 + Penalty 3628.983097 = -5944548.880236 nChanged 12 SP:Iteration 137Q (4751.483148 sec): 3 clusters Score: Raw -5948178.348843 + Penalty 3628.983097 = -5944549.365746 nChanged 13 SP:Iteration 138Q (4751.627709 sec): 3 clusters Score: Raw -5948178.807104 + Penalty 3628.983097 = -5944549.824007 nChanged 13 SP:Iteration 139Q (4751.777898 sec): 3 clusters Score: Raw -5948179.258532 + Penalty 3628.983097 = -5944550.275435 nChanged 11 SP:Iteration 140F (4751.936443 sec): 3 clusters Score: Raw -5948179.588711 + Penalty 3628.983097 = -5944550.605614 nChanged 8 SP:Iteration 141Q (4752.050968 sec): 3 clusters Score: Raw -5948179.751152 + Penalty 3628.983097 = -5944550.768055 nChanged 8 SP:Iteration 142Q (4752.212686 sec): 3 clusters Score: Raw -5948180.043811 + Penalty 3628.983097 = -5944551.060714 nChanged 13 SP:Iteration 143Q (4752.351961 sec): 3 clusters Score: Raw -5948180.396582 + Penalty 3628.983097 = -5944551.413485 nChanged 5 SP:Iteration 144Q (4752.497009 sec): 3 clusters Score: Raw -5948180.520175 + Penalty 3628.983097 = -5944551.537078 nChanged 5 SP:Iteration 145Q (4752.653100 sec): 3 clusters Score: Raw -5948180.655403 + Penalty 3628.983097 = -5944551.672306 nChanged 10 SP:Iteration 146Q (4752.794568 sec): 3 clusters Score: Raw -5948180.898177 + Penalty 3628.983097 = -5944551.915080 nChanged 8 SP:Iteration 147Q (4752.945173 sec): 3 clusters Score: Raw -5948181.129361 + Penalty 3628.983097 = -5944552.146264 nChanged 5 SP:Iteration 148Q (4753.085308 sec): 3 clusters Score: Raw -5948181.293110 + Penalty 3628.983097 = -5944552.310013 nChanged 4 SP:Iteration 149Q (4753.237185 sec): 3 clusters Score: Raw -5948181.399325 + Penalty 3628.983097 = -5944552.416228 nChanged 4 SP:Iteration 150Q (4753.389144 sec): 3 clusters Score: Raw -5948181.498933 + Penalty 3628.983097 = -5944552.515836 nChanged 2 SP:Iteration 151Q (4753.538780 sec): 3 clusters Score: Raw -5948181.553783 + Penalty 3628.983097 = -5944552.570686 nChanged 1 SP:Iteration 152Q (4753.691883 sec): 3 clusters Score: Raw -5948181.559739 + Penalty 3628.983097 = -5944552.576642 nChanged 1 SP:Iteration 153Q (4753.838210 sec): 3 clusters Score: Raw -5948181.569894 + Penalty 3628.983097 = -5944552.586797 nChanged 0 SP:Iteration 154F (4753.996163 sec): 3 clusters Score: Raw -5948181.569894 + Penalty 3628.983097 = -5944552.586797 nChanged 0 Score: Raw -79517697.379591 + Penalty 87561.714624 = -79430135.664967 Splitting cluster 4 changes total score from -79406766.980298 to -79430135.664967 So it's getting split into cluster 39. Trying to split cluster 5 (16643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4778.121657 sec): 2 clusters Score: Raw -1264741.178272 + Penalty 1579.458560 = -1263161.719712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4778.193243 sec): 3 clusters Score: Raw -1254866.989667 + Penalty 3158.917121 = -1251708.072547 nChanged 7511 SP:Iteration 1F (4778.260640 sec): 3 clusters Score: Raw -1259483.810559 + Penalty 3158.917121 = -1256324.893438 nChanged 1404 SP:Iteration 2F (4778.320148 sec): 3 clusters Score: Raw -1260979.416969 + Penalty 3158.917121 = -1257820.499848 nChanged 1690 SP:Iteration 3F (4778.383114 sec): 3 clusters Score: Raw -1263316.950430 + Penalty 3158.917121 = -1260158.033309 nChanged 1748 SP:Iteration 4F (4778.452627 sec): 3 clusters Score: Raw -1265582.244109 + Penalty 3158.917121 = -1262423.326989 nChanged 1381 SP:Iteration 5F (4778.527375 sec): 3 clusters Score: Raw -1266862.728245 + Penalty 3158.917121 = -1263703.811124 nChanged 1024 SP:Iteration 6F (4778.587973 sec): 3 clusters Score: Raw -1267617.724173 + Penalty 3158.917121 = -1264458.807053 nChanged 700 SP:Iteration 7Q (4778.660783 sec): 3 clusters Score: Raw -1268128.389693 + Penalty 3158.917121 = -1264969.472572 nChanged 519 SP:Iteration 8Q (4778.730789 sec): 3 clusters Score: Raw -1268583.022526 + Penalty 3158.917121 = -1265424.105405 nChanged 439 SP:Iteration 9Q (4778.814992 sec): 3 clusters Score: Raw -1269185.273402 + Penalty 3158.917121 = -1266026.356282 nChanged 439 SP:Iteration 10Q (4778.878637 sec): 3 clusters Score: Raw -1270026.323268 + Penalty 3158.917121 = -1266867.406147 nChanged 533 SP:Iteration 11Q (4778.942561 sec): 3 clusters Score: Raw -1271223.305398 + Penalty 3158.917121 = -1268064.388277 nChanged 681 SP:Iteration 12Q (4779.014639 sec): 3 clusters Score: Raw -1272854.136432 + Penalty 3158.917121 = -1269695.219312 nChanged 685 SP:Iteration 13Q (4779.078312 sec): 3 clusters Score: Raw -1274462.757187 + Penalty 3158.917121 = -1271303.840067 nChanged 427 SP:Iteration 14Q (4779.137304 sec): 3 clusters Score: Raw -1275100.863400 + Penalty 3158.917121 = -1271941.946280 nChanged 203 SP:Iteration 15Q (4779.206079 sec): 3 clusters Score: Raw -1275322.928530 + Penalty 3158.917121 = -1272164.011410 nChanged 124 SP:Iteration 16Q (4779.270401 sec): 3 clusters Score: Raw -1275431.840081 + Penalty 3158.917121 = -1272272.922960 nChanged 79 SP:Iteration 17Q (4779.335006 sec): 3 clusters Score: Raw -1275484.645745 + Penalty 3158.917121 = -1272325.728624 nChanged 58 SP:Iteration 18Q (4779.400172 sec): 3 clusters Score: Raw -1275510.229372 + Penalty 3158.917121 = -1272351.312252 nChanged 43 SP:Iteration 19Q (4779.462805 sec): 3 clusters Score: Raw -1275522.648575 + Penalty 3158.917121 = -1272363.731455 nChanged 25 SP:Iteration 20F (4779.526988 sec): 3 clusters Score: Raw -1275528.597612 + Penalty 3158.917121 = -1272369.680492 nChanged 16 SP:Iteration 21Q (4779.605425 sec): 3 clusters Score: Raw -1275531.068943 + Penalty 3158.917121 = -1272372.151823 nChanged 11 SP:Iteration 22Q (4779.661491 sec): 3 clusters Score: Raw -1275532.445490 + Penalty 3158.917121 = -1272373.528370 nChanged 7 SP:Iteration 23Q (4779.740142 sec): 3 clusters Score: Raw -1275533.499801 + Penalty 3158.917121 = -1272374.582680 nChanged 9 SP:Iteration 24Q (4779.794826 sec): 3 clusters Score: Raw -1275534.473572 + Penalty 3158.917121 = -1272375.556451 nChanged 5 SP:Iteration 25Q (4779.862530 sec): 3 clusters Score: Raw -1275534.956088 + Penalty 3158.917121 = -1272376.038967 nChanged 5 SP:Iteration 26Q (4779.930676 sec): 3 clusters Score: Raw -1275535.331755 + Penalty 3158.917121 = -1272376.414634 nChanged 1 SP:Iteration 27Q (4779.998658 sec): 3 clusters Score: Raw -1275535.377155 + Penalty 3158.917121 = -1272376.460034 nChanged 0 SP:Iteration 28F (4780.067638 sec): 3 clusters Score: Raw -1275535.377155 + Penalty 3158.917121 = -1272376.460034 nChanged 0 Score: Raw -79528491.578473 + Penalty 89806.886793 = -79438684.691680 Splitting cluster 5 changes total score from -79406766.980298 to -79438684.691680 So it's getting split into cluster 40. Trying to split cluster 6 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4804.304816 sec): 2 clusters Score: Raw -667568.788301 + Penalty 1472.114895 = -666096.673407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4804.362536 sec): 3 clusters Score: Raw -662748.605640 + Penalty 2944.229790 = -659804.375850 nChanged 3682 SP:Iteration 1F (4804.423685 sec): 3 clusters Score: Raw -664900.076217 + Penalty 2944.229790 = -661955.846427 nChanged 729 SP:Iteration 2F (4804.478900 sec): 3 clusters Score: Raw -665521.214670 + Penalty 2944.229790 = -662576.984880 nChanged 746 SP:Iteration 3F (4804.531420 sec): 3 clusters Score: Raw -666350.790025 + Penalty 2944.229790 = -663406.560235 nChanged 729 SP:Iteration 4F (4804.600573 sec): 3 clusters Score: Raw -667154.511787 + Penalty 2944.229790 = -664210.281997 nChanged 629 SP:Iteration 5F (4804.651130 sec): 3 clusters Score: Raw -667698.900304 + Penalty 2944.229790 = -664754.670514 nChanged 477 SP:Iteration 6F (4804.703063 sec): 3 clusters Score: Raw -668010.580196 + Penalty 2944.229790 = -665066.350406 nChanged 328 SP:Iteration 7Q (4804.761400 sec): 3 clusters Score: Raw -668188.253762 + Penalty 2944.229790 = -665244.023972 nChanged 229 SP:Iteration 8Q (4804.822509 sec): 3 clusters Score: Raw -668332.374716 + Penalty 2944.229790 = -665388.144926 nChanged 206 SP:Iteration 9Q (4804.873862 sec): 3 clusters Score: Raw -668490.871368 + Penalty 2944.229790 = -665546.641578 nChanged 234 SP:Iteration 10Q (4804.936831 sec): 3 clusters Score: Raw -668678.715572 + Penalty 2944.229790 = -665734.485782 nChanged 283 SP:Iteration 11Q (4804.989393 sec): 3 clusters Score: Raw -668916.843228 + Penalty 2944.229790 = -665972.613438 nChanged 309 SP:Iteration 12Q (4805.039941 sec): 3 clusters Score: Raw -669250.323443 + Penalty 2944.229790 = -666306.093654 nChanged 350 SP:Iteration 13Q (4805.104634 sec): 3 clusters Score: Raw -669593.658683 + Penalty 2944.229790 = -666649.428893 nChanged 307 SP:Iteration 14Q (4805.146853 sec): 3 clusters Score: Raw -669850.693275 + Penalty 2944.229790 = -666906.463485 nChanged 257 SP:Iteration 15Q (4805.202290 sec): 3 clusters Score: Raw -670053.990629 + Penalty 2944.229790 = -667109.760840 nChanged 214 SP:Iteration 16Q (4805.262716 sec): 3 clusters Score: Raw -670210.590066 + Penalty 2944.229790 = -667266.360276 nChanged 199 SP:Iteration 17Q (4805.309840 sec): 3 clusters Score: Raw -670363.910292 + Penalty 2944.229790 = -667419.680503 nChanged 187 SP:Iteration 18Q (4805.370288 sec): 3 clusters Score: Raw -670510.851104 + Penalty 2944.229790 = -667566.621314 nChanged 166 SP:Iteration 19Q (4805.424080 sec): 3 clusters Score: Raw -670656.785815 + Penalty 2944.229790 = -667712.556025 nChanged 139 SP:Iteration 20F (4805.484134 sec): 3 clusters Score: Raw -670854.628844 + Penalty 2944.229790 = -667910.399054 nChanged 158 SP:Iteration 21Q (4805.542280 sec): 3 clusters Score: Raw -671132.982559 + Penalty 2944.229790 = -668188.752769 nChanged 150 SP:Iteration 22Q (4805.611102 sec): 3 clusters Score: Raw -671408.493263 + Penalty 2944.229790 = -668464.263474 nChanged 127 SP:Iteration 23Q (4805.660859 sec): 3 clusters Score: Raw -671585.620378 + Penalty 2944.229790 = -668641.390588 nChanged 97 SP:Iteration 24Q (4805.711912 sec): 3 clusters Score: Raw -671688.854661 + Penalty 2944.229790 = -668744.624871 nChanged 91 SP:Iteration 25Q (4805.765906 sec): 3 clusters Score: Raw -671803.128422 + Penalty 2944.229790 = -668858.898633 nChanged 95 SP:Iteration 26Q (4805.824327 sec): 3 clusters Score: Raw -671954.464650 + Penalty 2944.229790 = -669010.234860 nChanged 96 SP:Iteration 27Q (4805.883766 sec): 3 clusters Score: Raw -672085.430408 + Penalty 2944.229790 = -669141.200618 nChanged 58 SP:Iteration 28Q (4805.931307 sec): 3 clusters Score: Raw -672143.687847 + Penalty 2944.229790 = -669199.458057 nChanged 27 SP:Iteration 29Q (4805.983710 sec): 3 clusters Score: Raw -672159.093908 + Penalty 2944.229790 = -669214.864118 nChanged 16 SP:Iteration 30Q (4806.032418 sec): 3 clusters Score: Raw -672164.386692 + Penalty 2944.229790 = -669220.156902 nChanged 7 SP:Iteration 31Q (4806.091867 sec): 3 clusters Score: Raw -672165.670922 + Penalty 2944.229790 = -669221.441133 nChanged 2 SP:Iteration 32Q (4806.151833 sec): 3 clusters Score: Raw -672165.988203 + Penalty 2944.229790 = -669221.758413 nChanged 0 SP:Iteration 33F (4806.215502 sec): 3 clusters Score: Raw -672167.410573 + Penalty 2944.229790 = -669223.180783 nChanged 3 SP:Iteration 34Q (4806.275315 sec): 3 clusters Score: Raw -672168.448828 + Penalty 2944.229790 = -669224.219039 nChanged 3 SP:Iteration 35Q (4806.334169 sec): 3 clusters Score: Raw -672169.150206 + Penalty 2944.229790 = -669224.920416 nChanged 1 SP:Iteration 36Q (4806.400040 sec): 3 clusters Score: Raw -672169.300767 + Penalty 2944.229790 = -669225.070977 nChanged 0 SP:Iteration 37F (4806.446224 sec): 3 clusters Score: Raw -672169.300767 + Penalty 2944.229790 = -669225.070977 nChanged 0 Score: Raw -79533092.090940 + Penalty 92052.058963 = -79441040.031976 Splitting cluster 6 changes total score from -79406766.980298 to -79441040.031976 So it's getting split into cluster 41. Trying to split cluster 7 (23248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4831.663012 sec): 2 clusters Score: Raw -1999869.012274 + Penalty 1633.770838 = -1998235.241436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.746889 sec): 3 clusters Score: Raw -1985653.412831 + Penalty 3267.541675 = -1982385.871155 nChanged 10613 SP:Iteration 1F (4831.823040 sec): 3 clusters Score: Raw -1991311.147408 + Penalty 3267.541675 = -1988043.605733 nChanged 1015 SP:Iteration 2Q (4831.877288 sec): 3 clusters Score: Raw -1991609.992593 + Penalty 3267.541675 = -1988342.450917 nChanged 906 SP:Iteration 3Q (4831.962394 sec): 3 clusters Score: Raw -1991858.973199 + Penalty 3267.541675 = -1988591.431524 nChanged 823 SP:Iteration 4Q (4832.047058 sec): 3 clusters Score: Raw -1992108.281972 + Penalty 3267.541675 = -1988840.740296 nChanged 886 SP:Iteration 5Q (4832.136133 sec): 3 clusters Score: Raw -1992380.685551 + Penalty 3267.541675 = -1989113.143875 nChanged 882 SP:Iteration 6Q (4832.222756 sec): 3 clusters Score: Raw -1992662.042689 + Penalty 3267.541675 = -1989394.501013 nChanged 904 SP:Iteration 7Q (4832.296603 sec): 3 clusters Score: Raw -1992972.661819 + Penalty 3267.541675 = -1989705.120143 nChanged 970 SP:Iteration 8Q (4832.373305 sec): 3 clusters Score: Raw -1993354.408278 + Penalty 3267.541675 = -1990086.866602 nChanged 1057 SP:Iteration 9Q (4832.461107 sec): 3 clusters Score: Raw -1993831.123201 + Penalty 3267.541675 = -1990563.581525 nChanged 1145 SP:Iteration 10Q (4832.549287 sec): 3 clusters Score: Raw -1994436.548048 + Penalty 3267.541675 = -1991169.006372 nChanged 1209 SP:Iteration 11F (4832.626336 sec): 3 clusters Score: Raw -1995149.655165 + Penalty 3267.541675 = -1991882.113490 nChanged 1306 SP:Iteration 12F (4832.709083 sec): 3 clusters Score: Raw -1995977.725342 + Penalty 3267.541675 = -1992710.183667 nChanged 1205 SP:Iteration 13F (4832.794833 sec): 3 clusters Score: Raw -1996787.078040 + Penalty 3267.541675 = -1993519.536364 nChanged 1077 SP:Iteration 14Q (4832.874325 sec): 3 clusters Score: Raw -1997522.509360 + Penalty 3267.541675 = -1994254.967685 nChanged 866 SP:Iteration 15Q (4832.956596 sec): 3 clusters Score: Raw -1998145.758367 + Penalty 3267.541675 = -1994878.216692 nChanged 692 SP:Iteration 16Q (4833.031933 sec): 3 clusters Score: Raw -1998691.755751 + Penalty 3267.541675 = -1995424.214076 nChanged 524 SP:Iteration 17Q (4833.114046 sec): 3 clusters Score: Raw -1999134.852594 + Penalty 3267.541675 = -1995867.310919 nChanged 385 SP:Iteration 18Q (4833.198674 sec): 3 clusters Score: Raw -1999456.396312 + Penalty 3267.541675 = -1996188.854637 nChanged 267 SP:Iteration 19Q (4833.280378 sec): 3 clusters Score: Raw -1999660.164564 + Penalty 3267.541675 = -1996392.622889 nChanged 184 SP:Iteration 20F (4833.359699 sec): 3 clusters Score: Raw -1999800.551592 + Penalty 3267.541675 = -1996533.009917 nChanged 133 SP:Iteration 21Q (4833.432386 sec): 3 clusters Score: Raw -1999878.474983 + Penalty 3267.541675 = -1996610.933308 nChanged 99 SP:Iteration 22Q (4833.512138 sec): 3 clusters Score: Raw -1999931.198778 + Penalty 3267.541675 = -1996663.657102 nChanged 89 SP:Iteration 23Q (4833.589448 sec): 3 clusters Score: Raw -1999979.127349 + Penalty 3267.541675 = -1996711.585673 nChanged 69 SP:Iteration 24Q (4833.670432 sec): 3 clusters Score: Raw -2000011.919716 + Penalty 3267.541675 = -1996744.378040 nChanged 54 SP:Iteration 25Q (4833.759730 sec): 3 clusters Score: Raw -2000039.358543 + Penalty 3267.541675 = -1996771.816867 nChanged 41 SP:Iteration 26Q (4833.840944 sec): 3 clusters Score: Raw -2000055.590022 + Penalty 3267.541675 = -1996788.048346 nChanged 39 SP:Iteration 27Q (4833.915992 sec): 3 clusters Score: Raw -2000072.253573 + Penalty 3267.541675 = -1996804.711897 nChanged 29 SP:Iteration 28Q (4833.979794 sec): 3 clusters Score: Raw -2000084.222111 + Penalty 3267.541675 = -1996816.680435 nChanged 23 SP:Iteration 29Q (4834.067232 sec): 3 clusters Score: Raw -2000091.868521 + Penalty 3267.541675 = -1996824.326846 nChanged 12 SP:Iteration 30Q (4834.146633 sec): 3 clusters Score: Raw -2000095.403925 + Penalty 3267.541675 = -1996827.862250 nChanged 9 SP:Iteration 31Q (4834.217060 sec): 3 clusters Score: Raw -2000097.802766 + Penalty 3267.541675 = -1996830.261091 nChanged 10 SP:Iteration 32Q (4834.300785 sec): 3 clusters Score: Raw -2000100.646474 + Penalty 3267.541675 = -1996833.104799 nChanged 11 SP:Iteration 33Q (4834.372259 sec): 3 clusters Score: Raw -2000104.108117 + Penalty 3267.541675 = -1996836.566442 nChanged 8 SP:Iteration 34Q (4834.450022 sec): 3 clusters Score: Raw -2000107.046088 + Penalty 3267.541675 = -1996839.504413 nChanged 7 SP:Iteration 35Q (4834.535209 sec): 3 clusters Score: Raw -2000109.164406 + Penalty 3267.541675 = -1996841.622731 nChanged 4 SP:Iteration 36Q (4834.615257 sec): 3 clusters Score: Raw -2000110.235893 + Penalty 3267.541675 = -1996842.694218 nChanged 3 SP:Iteration 37Q (4834.694281 sec): 3 clusters Score: Raw -2000111.362766 + Penalty 3267.541675 = -1996843.821091 nChanged 4 SP:Iteration 38Q (4834.756988 sec): 3 clusters Score: Raw -2000112.969098 + Penalty 3267.541675 = -1996845.427423 nChanged 3 SP:Iteration 39Q (4834.839159 sec): 3 clusters Score: Raw -2000114.885422 + Penalty 3267.541675 = -1996847.343747 nChanged 3 SP:Iteration 40F (4834.938371 sec): 3 clusters Score: Raw -2000115.878841 + Penalty 3267.541675 = -1996848.337166 nChanged 2 SP:Iteration 41Q (4835.012629 sec): 3 clusters Score: Raw -2000116.738903 + Penalty 3267.541675 = -1996849.197227 nChanged 1 SP:Iteration 42Q (4835.089473 sec): 3 clusters Score: Raw -2000116.873260 + Penalty 3267.541675 = -1996849.331585 nChanged 0 SP:Iteration 43F (4835.167128 sec): 3 clusters Score: Raw -2000116.873260 + Penalty 3267.541675 = -1996849.331585 nChanged 0 Trying to split cluster 8 (4235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4835.211916 sec): 2 clusters Score: Raw -265700.127487 + Penalty 1357.060024 = -264343.067464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4835.267403 sec): 3 clusters Score: Raw -263955.892275 + Penalty 2714.120047 = -261241.772228 nChanged 1799 SP:Iteration 1F (4835.312015 sec): 3 clusters Score: Raw -270253.941975 + Penalty 2714.120047 = -267539.821928 nChanged 666 SP:Iteration 2F (4835.378282 sec): 3 clusters Score: Raw -273580.787833 + Penalty 2714.120047 = -270866.667786 nChanged 274 SP:Iteration 3F (4835.424984 sec): 3 clusters Score: Raw -274710.631897 + Penalty 2714.120047 = -271996.511850 nChanged 191 SP:Iteration 4Q (4835.480486 sec): 3 clusters Score: Raw -275771.040458 + Penalty 2714.120047 = -273056.920410 nChanged 209 SP:Iteration 5Q (4835.535453 sec): 3 clusters Score: Raw -277273.697449 + Penalty 2714.120047 = -274559.577401 nChanged 144 SP:Iteration 6Q (4835.585716 sec): 3 clusters Score: Raw -278613.103599 + Penalty 2714.120047 = -275898.983552 nChanged 37 SP:Iteration 7Q (4835.637852 sec): 3 clusters Score: Raw -278752.500321 + Penalty 2714.120047 = -276038.380274 nChanged 17 SP:Iteration 8Q (4835.691113 sec): 3 clusters Score: Raw -278777.661944 + Penalty 2714.120047 = -276063.541896 nChanged 11 SP:Iteration 9Q (4835.750386 sec): 3 clusters Score: Raw -278793.719514 + Penalty 2714.120047 = -276079.599467 nChanged 11 SP:Iteration 10Q (4835.793537 sec): 3 clusters Score: Raw -278821.660103 + Penalty 2714.120047 = -276107.540056 nChanged 10 SP:Iteration 11Q (4835.846520 sec): 3 clusters Score: Raw -278843.828940 + Penalty 2714.120047 = -276129.708893 nChanged 11 SP:Iteration 12Q (4835.904799 sec): 3 clusters Score: Raw -278861.219124 + Penalty 2714.120047 = -276147.099076 nChanged 6 SP:Iteration 13Q (4835.967458 sec): 3 clusters Score: Raw -278880.707309 + Penalty 2714.120047 = -276166.587262 nChanged 8 SP:Iteration 14Q (4836.015317 sec): 3 clusters Score: Raw -278897.038761 + Penalty 2714.120047 = -276182.918713 nChanged 8 SP:Iteration 15Q (4836.070977 sec): 3 clusters Score: Raw -278912.249034 + Penalty 2714.120047 = -276198.128987 nChanged 4 SP:Iteration 16Q (4836.125726 sec): 3 clusters Score: Raw -278927.402641 + Penalty 2714.120047 = -276213.282594 nChanged 5 SP:Iteration 17Q (4836.178989 sec): 3 clusters Score: Raw -278938.764951 + Penalty 2714.120047 = -276224.644903 nChanged 6 SP:Iteration 18Q (4836.231405 sec): 3 clusters Score: Raw -278941.401038 + Penalty 2714.120047 = -276227.280990 nChanged 1 SP:Iteration 19Q (4836.284716 sec): 3 clusters Score: Raw -278952.824512 + Penalty 2714.120047 = -276238.704464 nChanged 2 SP:Iteration 20F (4836.333212 sec): 3 clusters Score: Raw -279113.802649 + Penalty 2714.120047 = -276399.682602 nChanged 76 SP:Iteration 21Q (4836.379239 sec): 3 clusters Score: Raw -279811.679390 + Penalty 2714.120047 = -277097.559343 nChanged 40 SP:Iteration 22Q (4836.429324 sec): 3 clusters Score: Raw -280119.319647 + Penalty 2714.120047 = -277405.199600 nChanged 10 SP:Iteration 23Q (4836.476870 sec): 3 clusters Score: Raw -280142.715408 + Penalty 2714.120047 = -277428.595361 nChanged 4 SP:Iteration 24Q (4836.532536 sec): 3 clusters Score: Raw -280144.867592 + Penalty 2714.120047 = -277430.747545 nChanged 0 SP:Iteration 25F (4836.587960 sec): 3 clusters Score: Raw -280144.867592 + Penalty 2714.120047 = -277430.747545 nChanged 0 Score: Raw -79547536.831044 + Penalty 94297.231133 = -79453239.599911 Splitting cluster 8 changes total score from -79406766.980298 to -79453239.599911 So it's getting split into cluster 42. Trying to split cluster 9 (6302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4863.643601 sec): 2 clusters Score: Raw -514517.623986 + Penalty 1421.651127 = -513095.972859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4863.682826 sec): 3 clusters Score: Raw -511195.438987 + Penalty 2843.302255 = -508352.136733 nChanged 2588 SP:Iteration 1F (4863.731752 sec): 3 clusters Score: Raw -512801.481812 + Penalty 2843.302255 = -509958.179557 nChanged 534 SP:Iteration 2F (4863.786105 sec): 3 clusters Score: Raw -513171.333606 + Penalty 2843.302255 = -510328.031351 nChanged 420 SP:Iteration 3F (4863.832747 sec): 3 clusters Score: Raw -513506.096009 + Penalty 2843.302255 = -510662.793754 nChanged 395 SP:Iteration 4F (4863.890681 sec): 3 clusters Score: Raw -513968.434800 + Penalty 2843.302255 = -511125.132545 nChanged 535 SP:Iteration 5F (4863.942449 sec): 3 clusters Score: Raw -514841.511402 + Penalty 2843.302255 = -511998.209147 nChanged 640 SP:Iteration 6F (4863.986235 sec): 3 clusters Score: Raw -516021.043382 + Penalty 2843.302255 = -513177.741128 nChanged 613 SP:Iteration 7F (4864.038715 sec): 3 clusters Score: Raw -517148.909002 + Penalty 2843.302255 = -514305.606747 nChanged 432 SP:Iteration 8F (4864.077867 sec): 3 clusters Score: Raw -517777.956125 + Penalty 2843.302255 = -514934.653871 nChanged 269 SP:Iteration 9Q (4864.126410 sec): 3 clusters Score: Raw -518153.854237 + Penalty 2843.302255 = -515310.551982 nChanged 169 SP:Iteration 10Q (4864.185752 sec): 3 clusters Score: Raw -518354.425693 + Penalty 2843.302255 = -515511.123438 nChanged 98 SP:Iteration 11Q (4864.231250 sec): 3 clusters Score: Raw -518436.518546 + Penalty 2843.302255 = -515593.216292 nChanged 63 SP:Iteration 12Q (4864.286987 sec): 3 clusters Score: Raw -518471.339171 + Penalty 2843.302255 = -515628.036917 nChanged 33 SP:Iteration 13Q (4864.343266 sec): 3 clusters Score: Raw -518489.575665 + Penalty 2843.302255 = -515646.273410 nChanged 26 SP:Iteration 14Q (4864.400053 sec): 3 clusters Score: Raw -518506.552128 + Penalty 2843.302255 = -515663.249874 nChanged 19 SP:Iteration 15Q (4864.456515 sec): 3 clusters Score: Raw -518516.183726 + Penalty 2843.302255 = -515672.881471 nChanged 19 SP:Iteration 16Q (4864.511532 sec): 3 clusters Score: Raw -518522.809010 + Penalty 2843.302255 = -515679.506756 nChanged 13 SP:Iteration 17Q (4864.563691 sec): 3 clusters Score: Raw -518527.234270 + Penalty 2843.302255 = -515683.932015 nChanged 14 SP:Iteration 18Q (4864.610275 sec): 3 clusters Score: Raw -518530.867375 + Penalty 2843.302255 = -515687.565121 nChanged 10 SP:Iteration 19Q (4864.653931 sec): 3 clusters Score: Raw -518533.540935 + Penalty 2843.302255 = -515690.238681 nChanged 7 SP:Iteration 20F (4864.703895 sec): 3 clusters Score: Raw -518535.109593 + Penalty 2843.302255 = -515691.807339 nChanged 5 SP:Iteration 21Q (4864.757668 sec): 3 clusters Score: Raw -518535.855631 + Penalty 2843.302255 = -515692.553376 nChanged 1 SP:Iteration 22Q (4864.810404 sec): 3 clusters Score: Raw -518535.978622 + Penalty 2843.302255 = -515692.676367 nChanged 1 SP:Iteration 23Q (4864.864165 sec): 3 clusters Score: Raw -518536.092013 + Penalty 2843.302255 = -515692.789758 nChanged 0 SP:Iteration 24F (4864.927656 sec): 3 clusters Score: Raw -518536.092013 + Penalty 2843.302255 = -515692.789758 nChanged 0 Score: Raw -79551555.299072 + Penalty 96542.403303 = -79455012.895769 Splitting cluster 9 changes total score from -79406766.980298 to -79455012.895769 So it's getting split into cluster 43. Trying to split cluster 10 (11724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4890.987355 sec): 2 clusters Score: Raw -988603.193685 + Penalty 1522.526412 = -987080.667274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4891.053292 sec): 3 clusters Score: Raw -981963.208005 + Penalty 3045.052823 = -978918.155182 nChanged 5089 SP:Iteration 1F (4891.117072 sec): 3 clusters Score: Raw -986339.770877 + Penalty 3045.052823 = -983294.718054 nChanged 1321 SP:Iteration 2F (4891.172388 sec): 3 clusters Score: Raw -987996.112691 + Penalty 3045.052823 = -984951.059868 nChanged 1393 SP:Iteration 3F (4891.230971 sec): 3 clusters Score: Raw -989558.002214 + Penalty 3045.052823 = -986512.949391 nChanged 1090 SP:Iteration 4F (4891.295574 sec): 3 clusters Score: Raw -990748.941455 + Penalty 3045.052823 = -987703.888632 nChanged 753 SP:Iteration 5F (4891.355116 sec): 3 clusters Score: Raw -991489.053247 + Penalty 3045.052823 = -988444.000424 nChanged 531 SP:Iteration 6Q (4891.414443 sec): 3 clusters Score: Raw -992004.040417 + Penalty 3045.052823 = -988958.987594 nChanged 393 SP:Iteration 7Q (4891.480156 sec): 3 clusters Score: Raw -992430.800492 + Penalty 3045.052823 = -989385.747669 nChanged 299 SP:Iteration 8Q (4891.555910 sec): 3 clusters Score: Raw -992693.716616 + Penalty 3045.052823 = -989648.663793 nChanged 260 SP:Iteration 9Q (4891.610209 sec): 3 clusters Score: Raw -992861.767180 + Penalty 3045.052823 = -989816.714357 nChanged 161 SP:Iteration 10Q (4891.673011 sec): 3 clusters Score: Raw -992920.336225 + Penalty 3045.052823 = -989875.283402 nChanged 97 SP:Iteration 11Q (4891.731583 sec): 3 clusters Score: Raw -992945.088687 + Penalty 3045.052823 = -989900.035864 nChanged 43 SP:Iteration 12Q (4891.789252 sec): 3 clusters Score: Raw -992956.510347 + Penalty 3045.052823 = -989911.457524 nChanged 38 SP:Iteration 13Q (4891.853005 sec): 3 clusters Score: Raw -992965.457881 + Penalty 3045.052823 = -989920.405058 nChanged 22 SP:Iteration 14Q (4891.916851 sec): 3 clusters Score: Raw -992968.628059 + Penalty 3045.052823 = -989923.575236 nChanged 12 SP:Iteration 15Q (4891.971323 sec): 3 clusters Score: Raw -992970.352539 + Penalty 3045.052823 = -989925.299716 nChanged 10 SP:Iteration 16Q (4892.039455 sec): 3 clusters Score: Raw -992971.827043 + Penalty 3045.052823 = -989926.774219 nChanged 4 SP:Iteration 17Q (4892.093023 sec): 3 clusters Score: Raw -992972.423330 + Penalty 3045.052823 = -989927.370507 nChanged 2 SP:Iteration 18Q (4892.153442 sec): 3 clusters Score: Raw -992972.592346 + Penalty 3045.052823 = -989927.539523 nChanged 2 SP:Iteration 19Q (4892.206711 sec): 3 clusters Score: Raw -992972.784780 + Penalty 3045.052823 = -989927.731957 nChanged 0 SP:Iteration 20F (4892.258777 sec): 3 clusters Score: Raw -992972.784780 + Penalty 3045.052823 = -989927.731957 nChanged 0 Score: Raw -79555924.890167 + Penalty 98787.575473 = -79457137.314695 Splitting cluster 10 changes total score from -79406766.980298 to -79457137.314695 So it's getting split into cluster 44. Trying to split cluster 11 (3422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4918.594520 sec): 2 clusters Score: Raw -300853.634102 + Penalty 1322.421824 = -299531.212278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4918.657799 sec): 3 clusters Score: Raw -299284.690177 + Penalty 2644.843648 = -296639.846529 nChanged 1332 SP:Iteration 1F (4918.707782 sec): 3 clusters Score: Raw -300193.246305 + Penalty 2644.843648 = -297548.402658 nChanged 338 SP:Iteration 2F (4918.747745 sec): 3 clusters Score: Raw -300525.499605 + Penalty 2644.843648 = -297880.655958 nChanged 288 SP:Iteration 3F (4918.797436 sec): 3 clusters Score: Raw -300841.913086 + Penalty 2644.843648 = -298197.069438 nChanged 235 SP:Iteration 4F (4918.858900 sec): 3 clusters Score: Raw -301155.395095 + Penalty 2644.843648 = -298510.551447 nChanged 206 SP:Iteration 5F (4918.908856 sec): 3 clusters Score: Raw -301394.986805 + Penalty 2644.843648 = -298750.143157 nChanged 160 SP:Iteration 6Q (4918.950173 sec): 3 clusters Score: Raw -301532.416181 + Penalty 2644.843648 = -298887.572533 nChanged 102 SP:Iteration 7Q (4919.010538 sec): 3 clusters Score: Raw -301609.203896 + Penalty 2644.843648 = -298964.360248 nChanged 74 SP:Iteration 8Q (4919.052046 sec): 3 clusters Score: Raw -301658.702590 + Penalty 2644.843648 = -299013.858942 nChanged 53 SP:Iteration 9Q (4919.110662 sec): 3 clusters Score: Raw -301688.824622 + Penalty 2644.843648 = -299043.980974 nChanged 36 SP:Iteration 10Q (4919.160778 sec): 3 clusters Score: Raw -301706.259781 + Penalty 2644.843648 = -299061.416133 nChanged 24 SP:Iteration 11Q (4919.202046 sec): 3 clusters Score: Raw -301717.676973 + Penalty 2644.843648 = -299072.833325 nChanged 16 SP:Iteration 12Q (4919.265750 sec): 3 clusters Score: Raw -301725.916049 + Penalty 2644.843648 = -299081.072401 nChanged 8 SP:Iteration 13Q (4919.305253 sec): 3 clusters Score: Raw -301728.624753 + Penalty 2644.843648 = -299083.781105 nChanged 7 SP:Iteration 14Q (4919.346526 sec): 3 clusters Score: Raw -301731.428849 + Penalty 2644.843648 = -299086.585202 nChanged 4 SP:Iteration 15Q (4919.376306 sec): 3 clusters Score: Raw -301732.996778 + Penalty 2644.843648 = -299088.153130 nChanged 1 SP:Iteration 16Q (4919.392807 sec): 3 clusters Score: Raw -301733.252101 + Penalty 2644.843648 = -299088.408453 nChanged 0 SP:Iteration 17F (4919.416608 sec): 3 clusters Score: Raw -301733.252101 + Penalty 2644.843648 = -299088.408453 nChanged 0 Trying to split cluster 12 (37717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4919.506266 sec): 2 clusters Score: Raw -3157724.919797 + Penalty 1712.403258 = -3156012.516540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4919.613571 sec): 3 clusters Score: Raw -3134345.386293 + Penalty 3424.806515 = -3130920.579778 nChanged 17505 SP:Iteration 1F (4919.727693 sec): 3 clusters Score: Raw -3146512.919122 + Penalty 3424.806515 = -3143088.112607 nChanged 4045 SP:Iteration 2F (4919.838724 sec): 3 clusters Score: Raw -3152433.920003 + Penalty 3424.806515 = -3149009.113488 nChanged 4921 SP:Iteration 3F (4919.943139 sec): 3 clusters Score: Raw -3159470.267593 + Penalty 3424.806515 = -3156045.461078 nChanged 3745 SP:Iteration 4F (4920.046585 sec): 3 clusters Score: Raw -3163352.557544 + Penalty 3424.806515 = -3159927.751029 nChanged 2060 SP:Iteration 5F (4920.170323 sec): 3 clusters Score: Raw -3164765.682534 + Penalty 3424.806515 = -3161340.876019 nChanged 1239 SP:Iteration 6Q (4920.281005 sec): 3 clusters Score: Raw -3165450.635330 + Penalty 3424.806515 = -3162025.828815 nChanged 930 SP:Iteration 7Q (4920.393396 sec): 3 clusters Score: Raw -3165947.204127 + Penalty 3424.806515 = -3162522.397612 nChanged 755 SP:Iteration 8Q (4920.510693 sec): 3 clusters Score: Raw -3166340.885335 + Penalty 3424.806515 = -3162916.078820 nChanged 646 SP:Iteration 9Q (4920.624220 sec): 3 clusters Score: Raw -3166665.992037 + Penalty 3424.806515 = -3163241.185522 nChanged 583 SP:Iteration 10Q (4920.741629 sec): 3 clusters Score: Raw -3166945.263152 + Penalty 3424.806515 = -3163520.456637 nChanged 548 SP:Iteration 11Q (4920.852963 sec): 3 clusters Score: Raw -3167187.132125 + Penalty 3424.806515 = -3163762.325610 nChanged 493 SP:Iteration 12Q (4920.965870 sec): 3 clusters Score: Raw -3167400.973015 + Penalty 3424.806515 = -3163976.166500 nChanged 478 SP:Iteration 13Q (4921.064235 sec): 3 clusters Score: Raw -3167591.303578 + Penalty 3424.806515 = -3164166.497063 nChanged 436 SP:Iteration 14Q (4921.183661 sec): 3 clusters Score: Raw -3167753.358622 + Penalty 3424.806515 = -3164328.552107 nChanged 411 SP:Iteration 15Q (4921.288950 sec): 3 clusters Score: Raw -3167906.730219 + Penalty 3424.806515 = -3164481.923704 nChanged 420 SP:Iteration 16Q (4921.390588 sec): 3 clusters Score: Raw -3168053.918165 + Penalty 3424.806515 = -3164629.111650 nChanged 405 SP:Iteration 17Q (4921.499112 sec): 3 clusters Score: Raw -3168196.766616 + Penalty 3424.806515 = -3164771.960101 nChanged 394 SP:Iteration 18Q (4921.613037 sec): 3 clusters Score: Raw -3168325.909158 + Penalty 3424.806515 = -3164901.102643 nChanged 380 SP:Iteration 19Q (4921.716914 sec): 3 clusters Score: Raw -3168440.195028 + Penalty 3424.806515 = -3165015.388513 nChanged 345 SP:Iteration 20F (4921.820184 sec): 3 clusters Score: Raw -3168534.353997 + Penalty 3424.806515 = -3165109.547482 nChanged 307 SP:Iteration 21Q (4921.938452 sec): 3 clusters Score: Raw -3168607.567241 + Penalty 3424.806515 = -3165182.760726 nChanged 238 SP:Iteration 22Q (4922.048448 sec): 3 clusters Score: Raw -3168661.183012 + Penalty 3424.806515 = -3165236.376497 nChanged 218 SP:Iteration 23Q (4922.151196 sec): 3 clusters Score: Raw -3168709.764339 + Penalty 3424.806515 = -3165284.957824 nChanged 227 SP:Iteration 24Q (4922.263758 sec): 3 clusters Score: Raw -3168755.274733 + Penalty 3424.806515 = -3165330.468218 nChanged 214 SP:Iteration 25Q (4922.365938 sec): 3 clusters Score: Raw -3168793.621439 + Penalty 3424.806515 = -3165368.814924 nChanged 192 SP:Iteration 26Q (4922.473131 sec): 3 clusters Score: Raw -3168823.636496 + Penalty 3424.806515 = -3165398.829981 nChanged 149 SP:Iteration 27Q (4922.583253 sec): 3 clusters Score: Raw -3168845.327077 + Penalty 3424.806515 = -3165420.520562 nChanged 119 SP:Iteration 28Q (4922.692904 sec): 3 clusters Score: Raw -3168859.909546 + Penalty 3424.806515 = -3165435.103031 nChanged 104 SP:Iteration 29Q (4922.796285 sec): 3 clusters Score: Raw -3168871.238229 + Penalty 3424.806515 = -3165446.431714 nChanged 88 SP:Iteration 30Q (4922.904990 sec): 3 clusters Score: Raw -3168882.017600 + Penalty 3424.806515 = -3165457.211085 nChanged 79 SP:Iteration 31Q (4923.021336 sec): 3 clusters Score: Raw -3168892.956437 + Penalty 3424.806515 = -3165468.149922 nChanged 68 SP:Iteration 32Q (4923.122438 sec): 3 clusters Score: Raw -3168903.880721 + Penalty 3424.806515 = -3165479.074206 nChanged 72 SP:Iteration 33Q (4923.235105 sec): 3 clusters Score: Raw -3168916.330758 + Penalty 3424.806515 = -3165491.524242 nChanged 85 SP:Iteration 34Q (4923.344137 sec): 3 clusters Score: Raw -3168934.728383 + Penalty 3424.806515 = -3165509.921868 nChanged 97 SP:Iteration 35Q (4923.450882 sec): 3 clusters Score: Raw -3168955.481041 + Penalty 3424.806515 = -3165530.674525 nChanged 113 SP:Iteration 36Q (4923.548869 sec): 3 clusters Score: Raw -3168976.173868 + Penalty 3424.806515 = -3165551.367353 nChanged 120 SP:Iteration 37Q (4923.649556 sec): 3 clusters Score: Raw -3169003.349576 + Penalty 3424.806515 = -3165578.543061 nChanged 138 SP:Iteration 38Q (4923.746106 sec): 3 clusters Score: Raw -3169047.574871 + Penalty 3424.806515 = -3165622.768356 nChanged 146 SP:Iteration 39Q (4923.842232 sec): 3 clusters Score: Raw -3169100.238840 + Penalty 3424.806515 = -3165675.432325 nChanged 178 SP:Iteration 40F (4923.948154 sec): 3 clusters Score: Raw -3169164.754891 + Penalty 3424.806515 = -3165739.948376 nChanged 182 SP:Iteration 41Q (4924.030636 sec): 3 clusters Score: Raw -3169252.488390 + Penalty 3424.806515 = -3165827.681874 nChanged 209 SP:Iteration 42Q (4924.125951 sec): 3 clusters Score: Raw -3169364.208104 + Penalty 3424.806515 = -3165939.401589 nChanged 218 SP:Iteration 43Q (4924.231469 sec): 3 clusters Score: Raw -3169487.285617 + Penalty 3424.806515 = -3166062.479102 nChanged 229 SP:Iteration 44Q (4924.330788 sec): 3 clusters Score: Raw -3169608.136335 + Penalty 3424.806515 = -3166183.329820 nChanged 216 SP:Iteration 45Q (4924.434875 sec): 3 clusters Score: Raw -3169701.457826 + Penalty 3424.806515 = -3166276.651311 nChanged 194 SP:Iteration 46Q (4924.541225 sec): 3 clusters Score: Raw -3169757.938388 + Penalty 3424.806515 = -3166333.131873 nChanged 150 SP:Iteration 47Q (4924.634146 sec): 3 clusters Score: Raw -3169790.508899 + Penalty 3424.806515 = -3166365.702384 nChanged 119 SP:Iteration 48Q (4924.728320 sec): 3 clusters Score: Raw -3169812.573465 + Penalty 3424.806515 = -3166387.766950 nChanged 100 SP:Iteration 49Q (4924.826454 sec): 3 clusters Score: Raw -3169831.373278 + Penalty 3424.806515 = -3166406.566763 nChanged 84 SP:Iteration 50Q (4924.930005 sec): 3 clusters Score: Raw -3169842.043284 + Penalty 3424.806515 = -3166417.236769 nChanged 58 SP:Iteration 51Q (4925.030229 sec): 3 clusters Score: Raw -3169846.356155 + Penalty 3424.806515 = -3166421.549640 nChanged 39 SP:Iteration 52Q (4925.120584 sec): 3 clusters Score: Raw -3169848.824504 + Penalty 3424.806515 = -3166424.017988 nChanged 27 SP:Iteration 53Q (4925.215156 sec): 3 clusters Score: Raw -3169850.505284 + Penalty 3424.806515 = -3166425.698769 nChanged 22 SP:Iteration 54Q (4925.318859 sec): 3 clusters Score: Raw -3169851.731137 + Penalty 3424.806515 = -3166426.924622 nChanged 20 SP:Iteration 55Q (4925.397635 sec): 3 clusters Score: Raw -3169852.598227 + Penalty 3424.806515 = -3166427.791712 nChanged 17 SP:Iteration 56Q (4925.492293 sec): 3 clusters Score: Raw -3169853.448133 + Penalty 3424.806515 = -3166428.641618 nChanged 18 SP:Iteration 57Q (4925.594717 sec): 3 clusters Score: Raw -3169854.506604 + Penalty 3424.806515 = -3166429.700089 nChanged 17 SP:Iteration 58Q (4925.691618 sec): 3 clusters Score: Raw -3169855.395440 + Penalty 3424.806515 = -3166430.588925 nChanged 13 SP:Iteration 59Q (4925.791488 sec): 3 clusters Score: Raw -3169855.958724 + Penalty 3424.806515 = -3166431.152209 nChanged 8 SP:Iteration 60F (4925.889589 sec): 3 clusters Score: Raw -3169856.248295 + Penalty 3424.806515 = -3166431.441780 nChanged 9 SP:Iteration 61Q (4925.977103 sec): 3 clusters Score: Raw -3169856.553804 + Penalty 3424.806515 = -3166431.747289 nChanged 11 SP:Iteration 62Q (4926.049081 sec): 3 clusters Score: Raw -3169857.055274 + Penalty 3424.806515 = -3166432.248758 nChanged 16 SP:Iteration 63Q (4926.148422 sec): 3 clusters Score: Raw -3169857.885712 + Penalty 3424.806515 = -3166433.079197 nChanged 23 SP:Iteration 64Q (4926.243940 sec): 3 clusters Score: Raw -3169859.068586 + Penalty 3424.806515 = -3166434.262071 nChanged 18 SP:Iteration 65Q (4926.323666 sec): 3 clusters Score: Raw -3169860.364330 + Penalty 3424.806515 = -3166435.557815 nChanged 22 SP:Iteration 66Q (4926.390132 sec): 3 clusters Score: Raw -3169861.975169 + Penalty 3424.806515 = -3166437.168654 nChanged 22 SP:Iteration 67Q (4926.456049 sec): 3 clusters Score: Raw -3169863.409337 + Penalty 3424.806515 = -3166438.602822 nChanged 19 SP:Iteration 68Q (4926.522436 sec): 3 clusters Score: Raw -3169864.536818 + Penalty 3424.806515 = -3166439.730303 nChanged 19 SP:Iteration 69Q (4926.588508 sec): 3 clusters Score: Raw -3169865.248276 + Penalty 3424.806515 = -3166440.441761 nChanged 17 SP:Iteration 70Q (4926.654865 sec): 3 clusters Score: Raw -3169865.814817 + Penalty 3424.806515 = -3166441.008302 nChanged 9 SP:Iteration 71Q (4926.721251 sec): 3 clusters Score: Raw -3169866.059899 + Penalty 3424.806515 = -3166441.253384 nChanged 8 SP:Iteration 72Q (4926.787932 sec): 3 clusters Score: Raw -3169866.260280 + Penalty 3424.806515 = -3166441.453765 nChanged 3 SP:Iteration 73Q (4926.854112 sec): 3 clusters Score: Raw -3169866.317812 + Penalty 3424.806515 = -3166441.511297 nChanged 3 SP:Iteration 74Q (4926.931856 sec): 3 clusters Score: Raw -3169866.403535 + Penalty 3424.806515 = -3166441.597020 nChanged 5 SP:Iteration 75Q (4927.012403 sec): 3 clusters Score: Raw -3169866.504290 + Penalty 3424.806515 = -3166441.697775 nChanged 4 SP:Iteration 76Q (4927.099630 sec): 3 clusters Score: Raw -3169866.596920 + Penalty 3424.806515 = -3166441.790405 nChanged 3 SP:Iteration 77Q (4927.185357 sec): 3 clusters Score: Raw -3169866.670534 + Penalty 3424.806515 = -3166441.864019 nChanged 1 SP:Iteration 78Q (4927.245918 sec): 3 clusters Score: Raw -3169866.729215 + Penalty 3424.806515 = -3166441.922700 nChanged 1 SP:Iteration 79Q (4927.347609 sec): 3 clusters Score: Raw -3169866.763997 + Penalty 3424.806515 = -3166441.957481 nChanged 0 SP:Iteration 80F (4927.451548 sec): 3 clusters Score: Raw -3169866.763997 + Penalty 3424.806515 = -3166441.957481 nChanged 0 Score: Raw -79568066.734368 + Penalty 101032.747643 = -79467033.986726 Splitting cluster 12 changes total score from -79406766.980298 to -79467033.986726 So it's getting split into cluster 45. Trying to split cluster 13 (43257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4954.926982 sec): 2 clusters Score: Raw -3638062.676410 + Penalty 1734.673582 = -3636328.002828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4955.042547 sec): 3 clusters Score: Raw -3610739.009452 + Penalty 3469.347163 = -3607269.662288 nChanged 20343 SP:Iteration 1F (4955.150170 sec): 3 clusters Score: Raw -3622361.333442 + Penalty 3469.347163 = -3618891.986278 nChanged 2182 SP:Iteration 2F (4955.267070 sec): 3 clusters Score: Raw -3623590.020936 + Penalty 3469.347163 = -3620120.673773 nChanged 2751 SP:Iteration 3F (4955.386996 sec): 3 clusters Score: Raw -3625981.919980 + Penalty 3469.347163 = -3622512.572817 nChanged 3597 SP:Iteration 4F (4955.500571 sec): 3 clusters Score: Raw -3630218.032108 + Penalty 3469.347163 = -3626748.684945 nChanged 4372 SP:Iteration 5F (4955.612250 sec): 3 clusters Score: Raw -3635069.783774 + Penalty 3469.347163 = -3631600.436611 nChanged 4022 SP:Iteration 6F (4955.725844 sec): 3 clusters Score: Raw -3638436.746364 + Penalty 3469.347163 = -3634967.399200 nChanged 2760 SP:Iteration 7F (4955.821711 sec): 3 clusters Score: Raw -3640034.162201 + Penalty 3469.347163 = -3636564.815037 nChanged 1732 SP:Iteration 8Q (4955.926598 sec): 3 clusters Score: Raw -3640755.137881 + Penalty 3469.347163 = -3637285.790717 nChanged 1113 SP:Iteration 9Q (4956.042954 sec): 3 clusters Score: Raw -3641122.742706 + Penalty 3469.347163 = -3637653.395543 nChanged 786 SP:Iteration 10Q (4956.146507 sec): 3 clusters Score: Raw -3641352.703727 + Penalty 3469.347163 = -3637883.356563 nChanged 619 SP:Iteration 11Q (4956.249068 sec): 3 clusters Score: Raw -3641527.837739 + Penalty 3469.347163 = -3638058.490576 nChanged 523 SP:Iteration 12Q (4956.365853 sec): 3 clusters Score: Raw -3641668.912181 + Penalty 3469.347163 = -3638199.565018 nChanged 453 SP:Iteration 13Q (4956.479057 sec): 3 clusters Score: Raw -3641786.530118 + Penalty 3469.347163 = -3638317.182954 nChanged 402 SP:Iteration 14Q (4956.599444 sec): 3 clusters Score: Raw -3641885.334669 + Penalty 3469.347163 = -3638415.987505 nChanged 423 SP:Iteration 15Q (4956.725471 sec): 3 clusters Score: Raw -3641989.212585 + Penalty 3469.347163 = -3638519.865421 nChanged 417 SP:Iteration 16Q (4956.815898 sec): 3 clusters Score: Raw -3642091.511505 + Penalty 3469.347163 = -3638622.164341 nChanged 399 SP:Iteration 17Q (4956.936650 sec): 3 clusters Score: Raw -3642187.833475 + Penalty 3469.347163 = -3638718.486312 nChanged 382 SP:Iteration 18Q (4957.064969 sec): 3 clusters Score: Raw -3642282.894702 + Penalty 3469.347163 = -3638813.547539 nChanged 384 SP:Iteration 19Q (4957.175753 sec): 3 clusters Score: Raw -3642384.240807 + Penalty 3469.347163 = -3638914.893644 nChanged 359 SP:Iteration 20F (4957.306333 sec): 3 clusters Score: Raw -3642481.771626 + Penalty 3469.347163 = -3639012.424463 nChanged 361 SP:Iteration 21Q (4957.418133 sec): 3 clusters Score: Raw -3642575.230048 + Penalty 3469.347163 = -3639105.882885 nChanged 354 SP:Iteration 22Q (4957.549905 sec): 3 clusters Score: Raw -3642673.645134 + Penalty 3469.347163 = -3639204.297971 nChanged 366 SP:Iteration 23Q (4957.669819 sec): 3 clusters Score: Raw -3642767.074206 + Penalty 3469.347163 = -3639297.727042 nChanged 314 SP:Iteration 24Q (4957.793459 sec): 3 clusters Score: Raw -3642838.602852 + Penalty 3469.347163 = -3639369.255689 nChanged 286 SP:Iteration 25Q (4957.914235 sec): 3 clusters Score: Raw -3642904.545175 + Penalty 3469.347163 = -3639435.198012 nChanged 275 SP:Iteration 26Q (4958.034458 sec): 3 clusters Score: Raw -3642981.893028 + Penalty 3469.347163 = -3639512.545865 nChanged 282 SP:Iteration 27Q (4958.147854 sec): 3 clusters Score: Raw -3643066.680490 + Penalty 3469.347163 = -3639597.333327 nChanged 279 SP:Iteration 28Q (4958.273287 sec): 3 clusters Score: Raw -3643162.276467 + Penalty 3469.347163 = -3639692.929303 nChanged 278 SP:Iteration 29Q (4958.378260 sec): 3 clusters Score: Raw -3643258.452048 + Penalty 3469.347163 = -3639789.104885 nChanged 278 SP:Iteration 30Q (4958.502970 sec): 3 clusters Score: Raw -3643351.955236 + Penalty 3469.347163 = -3639882.608072 nChanged 284 SP:Iteration 31Q (4958.625556 sec): 3 clusters Score: Raw -3643446.323548 + Penalty 3469.347163 = -3639976.976385 nChanged 275 SP:Iteration 32Q (4958.734270 sec): 3 clusters Score: Raw -3643542.093546 + Penalty 3469.347163 = -3640072.746383 nChanged 239 SP:Iteration 33Q (4958.813311 sec): 3 clusters Score: Raw -3643626.361530 + Penalty 3469.347163 = -3640157.014366 nChanged 222 SP:Iteration 34Q (4958.922321 sec): 3 clusters Score: Raw -3643703.280983 + Penalty 3469.347163 = -3640233.933819 nChanged 192 SP:Iteration 35Q (4959.048841 sec): 3 clusters Score: Raw -3643762.510611 + Penalty 3469.347163 = -3640293.163448 nChanged 165 SP:Iteration 36Q (4959.158977 sec): 3 clusters Score: Raw -3643808.212625 + Penalty 3469.347163 = -3640338.865462 nChanged 154 SP:Iteration 37Q (4959.274183 sec): 3 clusters Score: Raw -3643844.289264 + Penalty 3469.347163 = -3640374.942101 nChanged 125 SP:Iteration 38Q (4959.393939 sec): 3 clusters Score: Raw -3643868.355031 + Penalty 3469.347163 = -3640399.007867 nChanged 93 SP:Iteration 39Q (4959.511119 sec): 3 clusters Score: Raw -3643882.845869 + Penalty 3469.347163 = -3640413.498705 nChanged 77 SP:Iteration 40F (4959.626309 sec): 3 clusters Score: Raw -3643892.903915 + Penalty 3469.347163 = -3640423.556752 nChanged 57 SP:Iteration 41Q (4959.747024 sec): 3 clusters Score: Raw -3643899.574162 + Penalty 3469.347163 = -3640430.226999 nChanged 48 SP:Iteration 42Q (4959.861195 sec): 3 clusters Score: Raw -3643904.381096 + Penalty 3469.347163 = -3640435.033932 nChanged 38 SP:Iteration 43Q (4959.962137 sec): 3 clusters Score: Raw -3643907.254903 + Penalty 3469.347163 = -3640437.907739 nChanged 27 SP:Iteration 44Q (4960.073678 sec): 3 clusters Score: Raw -3643909.116216 + Penalty 3469.347163 = -3640439.769053 nChanged 20 SP:Iteration 45Q (4960.200303 sec): 3 clusters Score: Raw -3643910.266656 + Penalty 3469.347163 = -3640440.919492 nChanged 16 SP:Iteration 46Q (4960.313470 sec): 3 clusters Score: Raw -3643911.142395 + Penalty 3469.347163 = -3640441.795231 nChanged 14 SP:Iteration 47Q (4960.414149 sec): 3 clusters Score: Raw -3643911.772228 + Penalty 3469.347163 = -3640442.425065 nChanged 7 SP:Iteration 48Q (4960.540776 sec): 3 clusters Score: Raw -3643912.171159 + Penalty 3469.347163 = -3640442.823995 nChanged 6 SP:Iteration 49Q (4960.639268 sec): 3 clusters Score: Raw -3643912.448522 + Penalty 3469.347163 = -3640443.101358 nChanged 3 SP:Iteration 50Q (4960.754944 sec): 3 clusters Score: Raw -3643912.566381 + Penalty 3469.347163 = -3640443.219218 nChanged 1 SP:Iteration 51Q (4960.863768 sec): 3 clusters Score: Raw -3643912.624187 + Penalty 3469.347163 = -3640443.277024 nChanged 1 SP:Iteration 52Q (4960.980166 sec): 3 clusters Score: Raw -3643912.660012 + Penalty 3469.347163 = -3640443.312849 nChanged 2 SP:Iteration 53Q (4961.103788 sec): 3 clusters Score: Raw -3643912.816492 + Penalty 3469.347163 = -3640443.469328 nChanged 4 SP:Iteration 54Q (4961.217484 sec): 3 clusters Score: Raw -3643912.992476 + Penalty 3469.347163 = -3640443.645312 nChanged 4 SP:Iteration 55Q (4961.335086 sec): 3 clusters Score: Raw -3643913.120160 + Penalty 3469.347163 = -3640443.772996 nChanged 1 SP:Iteration 56Q (4961.450764 sec): 3 clusters Score: Raw -3643913.132973 + Penalty 3469.347163 = -3640443.785810 nChanged 0 SP:Iteration 57F (4961.573853 sec): 3 clusters Score: Raw -3643913.132973 + Penalty 3469.347163 = -3640443.785810 nChanged 0 Score: Raw -79573917.190932 + Penalty 103277.919812 = -79470639.271119 Splitting cluster 13 changes total score from -79406766.980298 to -79470639.271119 So it's getting split into cluster 46. Trying to split cluster 14 (3367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4989.424469 sec): 2 clusters Score: Raw -239409.959157 + Penalty 1319.788831 = -238090.170326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4989.458737 sec): 3 clusters Score: Raw -237862.382256 + Penalty 2639.577661 = -235222.804595 nChanged 1394 SP:Iteration 1F (4989.521616 sec): 3 clusters Score: Raw -238905.377008 + Penalty 2639.577661 = -236265.799347 nChanged 356 SP:Iteration 2F (4989.552504 sec): 3 clusters Score: Raw -239326.143515 + Penalty 2639.577661 = -236686.565854 nChanged 254 SP:Iteration 3F (4989.598848 sec): 3 clusters Score: Raw -239617.337108 + Penalty 2639.577661 = -236977.759447 nChanged 206 SP:Iteration 4F (4989.629735 sec): 3 clusters Score: Raw -239817.907645 + Penalty 2639.577661 = -237178.329984 nChanged 170 SP:Iteration 5F (4989.677682 sec): 3 clusters Score: Raw -240023.961541 + Penalty 2639.577661 = -237384.383880 nChanged 189 SP:Iteration 6F (4989.722500 sec): 3 clusters Score: Raw -240287.015103 + Penalty 2639.577661 = -237647.437441 nChanged 216 SP:Iteration 7F (4989.785814 sec): 3 clusters Score: Raw -240675.726605 + Penalty 2639.577661 = -238036.148944 nChanged 252 SP:Iteration 8F (4989.834153 sec): 3 clusters Score: Raw -241169.224181 + Penalty 2639.577661 = -238529.646520 nChanged 189 SP:Iteration 9F (4989.871179 sec): 3 clusters Score: Raw -241486.282779 + Penalty 2639.577661 = -238846.705118 nChanged 151 SP:Iteration 10Q (4989.935646 sec): 3 clusters Score: Raw -241745.357341 + Penalty 2639.577661 = -239105.779680 nChanged 149 SP:Iteration 11Q (4989.976276 sec): 3 clusters Score: Raw -242022.540029 + Penalty 2639.577661 = -239382.962368 nChanged 122 SP:Iteration 12Q (4990.017897 sec): 3 clusters Score: Raw -242197.192215 + Penalty 2639.577661 = -239557.614554 nChanged 89 SP:Iteration 13Q (4990.068886 sec): 3 clusters Score: Raw -242288.391436 + Penalty 2639.577661 = -239648.813774 nChanged 67 SP:Iteration 14Q (4990.114365 sec): 3 clusters Score: Raw -242345.400172 + Penalty 2639.577661 = -239705.822510 nChanged 42 SP:Iteration 15Q (4990.162269 sec): 3 clusters Score: Raw -242376.009796 + Penalty 2639.577661 = -239736.432135 nChanged 28 SP:Iteration 16Q (4990.206738 sec): 3 clusters Score: Raw -242394.647465 + Penalty 2639.577661 = -239755.069804 nChanged 22 SP:Iteration 17Q (4990.246670 sec): 3 clusters Score: Raw -242407.903939 + Penalty 2639.577661 = -239768.326278 nChanged 19 SP:Iteration 18Q (4990.291511 sec): 3 clusters Score: Raw -242417.926129 + Penalty 2639.577661 = -239778.348468 nChanged 18 SP:Iteration 19Q (4990.336556 sec): 3 clusters Score: Raw -242425.379972 + Penalty 2639.577661 = -239785.802311 nChanged 9 SP:Iteration 20F (4990.388923 sec): 3 clusters Score: Raw -242429.581118 + Penalty 2639.577661 = -239790.003457 nChanged 7 SP:Iteration 21Q (4990.435379 sec): 3 clusters Score: Raw -242432.154899 + Penalty 2639.577661 = -239792.577237 nChanged 5 SP:Iteration 22Q (4990.490000 sec): 3 clusters Score: Raw -242433.386612 + Penalty 2639.577661 = -239793.808951 nChanged 7 SP:Iteration 23Q (4990.528520 sec): 3 clusters Score: Raw -242436.296034 + Penalty 2639.577661 = -239796.718373 nChanged 8 SP:Iteration 24Q (4990.584140 sec): 3 clusters Score: Raw -242439.947530 + Penalty 2639.577661 = -239800.369869 nChanged 13 SP:Iteration 25Q (4990.621809 sec): 3 clusters Score: Raw -242445.311903 + Penalty 2639.577661 = -239805.734241 nChanged 10 SP:Iteration 26Q (4990.660697 sec): 3 clusters Score: Raw -242448.709672 + Penalty 2639.577661 = -239809.132011 nChanged 5 SP:Iteration 27Q (4990.707068 sec): 3 clusters Score: Raw -242450.464923 + Penalty 2639.577661 = -239810.887262 nChanged 4 SP:Iteration 28Q (4990.746292 sec): 3 clusters Score: Raw -242451.556811 + Penalty 2639.577661 = -239811.979150 nChanged 3 SP:Iteration 29Q (4990.798702 sec): 3 clusters Score: Raw -242452.424091 + Penalty 2639.577661 = -239812.846430 nChanged 3 SP:Iteration 30Q (4990.850831 sec): 3 clusters Score: Raw -242453.150658 + Penalty 2639.577661 = -239813.572997 nChanged 1 SP:Iteration 31Q (4990.902882 sec): 3 clusters Score: Raw -242453.328610 + Penalty 2639.577661 = -239813.750949 nChanged 0 SP:Iteration 32F (4990.949597 sec): 3 clusters Score: Raw -242453.328610 + Penalty 2639.577661 = -239813.750949 nChanged 0 Score: Raw -79576960.560385 + Penalty 105523.091982 = -79471437.468403 Splitting cluster 14 changes total score from -79406766.980298 to -79471437.468403 So it's getting split into cluster 47. Trying to split cluster 15 (3168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5020.555913 sec): 2 clusters Score: Raw -198036.210568 + Penalty 1309.889060 = -196726.321508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5020.599025 sec): 3 clusters Score: Raw -196554.334355 + Penalty 2619.778120 = -193934.556235 nChanged 1248 SP:Iteration 1F (5020.651641 sec): 3 clusters Score: Raw -198032.714109 + Penalty 2619.778120 = -195412.935989 nChanged 469 SP:Iteration 2F (5020.701031 sec): 3 clusters Score: Raw -199109.129064 + Penalty 2619.778120 = -196489.350945 nChanged 317 SP:Iteration 3F (5020.753192 sec): 3 clusters Score: Raw -199926.696678 + Penalty 2619.778120 = -197306.918558 nChanged 253 SP:Iteration 4F (5020.803654 sec): 3 clusters Score: Raw -200499.560150 + Penalty 2619.778120 = -197879.782030 nChanged 193 SP:Iteration 5F (5020.856887 sec): 3 clusters Score: Raw -200944.495592 + Penalty 2619.778120 = -198324.717472 nChanged 180 SP:Iteration 6F (5020.899086 sec): 3 clusters Score: Raw -201402.699565 + Penalty 2619.778120 = -198782.921445 nChanged 155 SP:Iteration 7Q (5020.941989 sec): 3 clusters Score: Raw -201857.859262 + Penalty 2619.778120 = -199238.081143 nChanged 121 SP:Iteration 8Q (5020.992859 sec): 3 clusters Score: Raw -202276.322758 + Penalty 2619.778120 = -199656.544638 nChanged 120 SP:Iteration 9Q (5021.029510 sec): 3 clusters Score: Raw -202805.131519 + Penalty 2619.778120 = -200185.353399 nChanged 94 SP:Iteration 10Q (5021.073781 sec): 3 clusters Score: Raw -203128.032200 + Penalty 2619.778120 = -200508.254080 nChanged 63 SP:Iteration 11Q (5021.118368 sec): 3 clusters Score: Raw -203382.665897 + Penalty 2619.778120 = -200762.887777 nChanged 55 SP:Iteration 12Q (5021.160606 sec): 3 clusters Score: Raw -203784.222500 + Penalty 2619.778120 = -201164.444381 nChanged 35 SP:Iteration 13Q (5021.211236 sec): 3 clusters Score: Raw -204301.018399 + Penalty 2619.778120 = -201681.240279 nChanged 13 SP:Iteration 14Q (5021.262556 sec): 3 clusters Score: Raw -204562.924689 + Penalty 2619.778120 = -201943.146569 nChanged 0 SP:Iteration 15F (5021.318875 sec): 3 clusters Score: Raw -204562.924689 + Penalty 2619.778120 = -201943.146569 nChanged 0 Score: Raw -79583487.274506 + Penalty 107768.264152 = -79475719.010354 Splitting cluster 15 changes total score from -79406766.980298 to -79475719.010354 So it's getting split into cluster 48. Trying to split cluster 16 (6697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5052.403847 sec): 2 clusters Score: Raw -547147.654581 + Penalty 1431.529928 = -545716.124653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5052.456072 sec): 3 clusters Score: Raw -543582.989001 + Penalty 2863.059857 = -540719.929144 nChanged 2850 SP:Iteration 1F (5052.514391 sec): 3 clusters Score: Raw -545254.899753 + Penalty 2863.059857 = -542391.839896 nChanged 522 SP:Iteration 2F (5052.563635 sec): 3 clusters Score: Raw -545620.368018 + Penalty 2863.059857 = -542757.308161 nChanged 428 SP:Iteration 3F (5052.615840 sec): 3 clusters Score: Raw -545998.162881 + Penalty 2863.059857 = -543135.103024 nChanged 388 SP:Iteration 4F (5052.674912 sec): 3 clusters Score: Raw -546350.006400 + Penalty 2863.059857 = -543486.946543 nChanged 383 SP:Iteration 5F (5052.729378 sec): 3 clusters Score: Raw -546698.829335 + Penalty 2863.059857 = -543835.769478 nChanged 396 SP:Iteration 6F (5052.787221 sec): 3 clusters Score: Raw -547031.427997 + Penalty 2863.059857 = -544168.368141 nChanged 403 SP:Iteration 7F (5052.837612 sec): 3 clusters Score: Raw -547431.196734 + Penalty 2863.059857 = -544568.136877 nChanged 483 SP:Iteration 8F (5052.887743 sec): 3 clusters Score: Raw -548116.680388 + Penalty 2863.059857 = -545253.620531 nChanged 534 SP:Iteration 9F (5052.945778 sec): 3 clusters Score: Raw -549230.884396 + Penalty 2863.059857 = -546367.824539 nChanged 572 SP:Iteration 10F (5053.006862 sec): 3 clusters Score: Raw -551440.883781 + Penalty 2863.059857 = -548577.823924 nChanged 498 SP:Iteration 11F (5053.060492 sec): 3 clusters Score: Raw -555229.761900 + Penalty 2863.059857 = -552366.702044 nChanged 227 SP:Iteration 12Q (5053.100435 sec): 3 clusters Score: Raw -555677.919578 + Penalty 2863.059857 = -552814.859721 nChanged 90 SP:Iteration 13Q (5053.147680 sec): 3 clusters Score: Raw -555857.918621 + Penalty 2863.059857 = -552994.858764 nChanged 54 SP:Iteration 14Q (5053.199760 sec): 3 clusters Score: Raw -556031.456566 + Penalty 2863.059857 = -553168.396709 nChanged 32 SP:Iteration 15Q (5053.258616 sec): 3 clusters Score: Raw -556180.395588 + Penalty 2863.059857 = -553317.335731 nChanged 16 SP:Iteration 16Q (5053.292102 sec): 3 clusters Score: Raw -556317.972150 + Penalty 2863.059857 = -553454.912294 nChanged 18 SP:Iteration 17Q (5053.346120 sec): 3 clusters Score: Raw -556653.841635 + Penalty 2863.059857 = -553790.781778 nChanged 11 SP:Iteration 18Q (5053.401629 sec): 3 clusters Score: Raw -556783.488692 + Penalty 2863.059857 = -553920.428835 nChanged 2 SP:Iteration 19Q (5053.454026 sec): 3 clusters Score: Raw -556791.595511 + Penalty 2863.059857 = -553928.535654 nChanged 0 SP:Iteration 20F (5053.509882 sec): 3 clusters Score: Raw -556791.595511 + Penalty 2863.059857 = -553928.535654 nChanged 0 Score: Raw -79593131.215435 + Penalty 110013.436322 = -79483117.779114 Splitting cluster 16 changes total score from -79406766.980298 to -79483117.779114 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (5098.387045 sec): 50 clusters Score: Raw -79602958.072464 + Penalty 110013.436322 = -79492944.636142 nChanged 10616 Iteration 60F (5129.110703 sec): 50 clusters Score: Raw -79615541.581246 + Penalty 110013.436322 = -79505528.144924 nChanged 10201 Iteration 61Q (5139.398494 sec): 50 clusters Score: Raw -79624159.371544 + Penalty 110013.436322 = -79514145.935223 nChanged 8642 Iteration 62Q (5150.427426 sec): 50 clusters Score: Raw -79630974.323215 + Penalty 110013.436322 = -79520960.886894 nChanged 8080 Iteration 63Q (5162.428875 sec): 50 clusters Score: Raw -79636573.404628 + Penalty 110013.436322 = -79526559.968306 nChanged 7318 Iteration 64Q (5174.152356 sec): 50 clusters Score: Raw -79640672.080634 + Penalty 110013.436322 = -79530658.644312 nChanged 6265 Iteration 65Q (5186.116671 sec): 50 clusters Score: Raw -79643240.780726 + Penalty 110013.436322 = -79533227.344404 nChanged 5228 Iteration 66Q (5198.249890 sec): 50 clusters Score: Raw -79644979.525656 + Penalty 110013.436322 = -79534966.089334 nChanged 4412 Iteration 67Q (5210.348264 sec): 50 clusters Score: Raw -79646217.168743 + Penalty 110013.436322 = -79536203.732421 nChanged 3719 Iteration 68Q (5222.163184 sec): 50 clusters Score: Raw -79647160.850321 + Penalty 110013.436322 = -79537147.413999 nChanged 3316 Iteration 69Q (5234.241425 sec): 50 clusters Score: Raw -79647945.895930 + Penalty 110013.436322 = -79537932.459608 nChanged 2830 Iteration 70Q (5246.117077 sec): 50 clusters Score: Raw -79648592.138010 + Penalty 110013.436322 = -79538578.701688 nChanged 2657 Iteration 71Q (5258.044405 sec): 50 clusters Score: Raw -79649177.933142 + Penalty 110013.436322 = -79539164.496820 nChanged 2449 Iteration 72Q (5270.150827 sec): 50 clusters Score: Raw -79649784.117676 + Penalty 110013.436322 = -79539770.681354 nChanged 2356 Iteration 73Q (5282.111373 sec): 50 clusters Score: Raw -79650374.829836 + Penalty 110013.436322 = -79540361.393514 nChanged 2274 Iteration 74Q (5294.253343 sec): 50 clusters Score: Raw -79650975.417479 + Penalty 110013.436322 = -79540961.981157 nChanged 2185 Iteration 75Q (5306.281105 sec): 50 clusters Score: Raw -79651526.952473 + Penalty 110013.436322 = -79541513.516151 nChanged 2091 Iteration 76Q (5316.928981 sec): 50 clusters Score: Raw -79652055.357217 + Penalty 110013.436322 = -79542041.920895 nChanged 1951 Iteration 77Q (5328.712435 sec): 50 clusters Score: Raw -79652528.040132 + Penalty 110013.436322 = -79542514.603810 nChanged 1788 Iteration 78Q (5340.704930 sec): 50 clusters Score: Raw -79652925.361643 + Penalty 110013.436322 = -79542911.925322 nChanged 1548 Iteration 79Q (5352.757173 sec): 50 clusters Score: Raw -79653263.633830 + Penalty 110013.436322 = -79543250.197508 nChanged 1490 Iteration 80F (5382.228897 sec): 50 clusters Score: Raw -79657407.335152 + Penalty 110013.436322 = -79547393.898830 nChanged 3364 Iteration 81Q (5394.276328 sec): 50 clusters Score: Raw -79660496.739645 + Penalty 110013.436322 = -79550483.303323 nChanged 4217 Iteration 82Q (5406.376718 sec): 50 clusters Score: Raw -79662656.461346 + Penalty 110013.436322 = -79552643.025024 nChanged 4312 Iteration 83Q (5418.473156 sec): 50 clusters Score: Raw -79664485.642625 + Penalty 110013.436322 = -79554472.206303 nChanged 4081 Iteration 84Q (5430.330461 sec): 50 clusters Score: Raw -79666101.164781 + Penalty 110013.436322 = -79556087.728460 nChanged 3895 Iteration 85Q (5442.129530 sec): 50 clusters Score: Raw -79667439.971308 + Penalty 110013.436322 = -79557426.534986 nChanged 3662 Iteration 86Q (5454.118758 sec): 50 clusters Score: Raw -79668582.672277 + Penalty 110013.436322 = -79558569.235955 nChanged 3485 Iteration 87Q (5466.018261 sec): 50 clusters Score: Raw -79669610.632720 + Penalty 110013.436322 = -79559597.196398 nChanged 3282 Iteration 88Q (5478.000148 sec): 50 clusters Score: Raw -79670543.851146 + Penalty 110013.436322 = -79560530.414824 nChanged 3202 Iteration 89Q (5489.820497 sec): 50 clusters Score: Raw -79671445.037577 + Penalty 110013.436322 = -79561431.601255 nChanged 3122 Iteration 90Q (5500.888860 sec): 50 clusters Score: Raw -79672321.907642 + Penalty 110013.436322 = -79562308.471320 nChanged 3005 Iteration 91Q (5513.043942 sec): 50 clusters Score: Raw -79673201.548230 + Penalty 110013.436322 = -79563188.111908 nChanged 2984 Iteration 92Q (5524.870749 sec): 50 clusters Score: Raw -79674159.595723 + Penalty 110013.436322 = -79564146.159401 nChanged 3001 Iteration 93Q (5536.635072 sec): 50 clusters Score: Raw -79675179.266240 + Penalty 110013.436322 = -79565165.829918 nChanged 2978 Iteration 94Q (5548.815433 sec): 50 clusters Score: Raw -79676224.090274 + Penalty 110013.436322 = -79566210.653952 nChanged 2916 Iteration 95Q (5561.196435 sec): 50 clusters Score: Raw -79677307.676531 + Penalty 110013.436322 = -79567294.240209 nChanged 2864 Iteration 96Q (5573.552459 sec): 50 clusters Score: Raw -79678412.035842 + Penalty 110013.436322 = -79568398.599520 nChanged 2669 Iteration 97Q (5585.933804 sec): 50 clusters Score: Raw -79679561.874314 + Penalty 110013.436322 = -79569548.437992 nChanged 2529 Iteration 98Q (5597.822653 sec): 50 clusters Score: Raw -79680605.299039 + Penalty 110013.436322 = -79570591.862717 nChanged 2215 Writing temp clu file Because OldScore, -79569548.437992, is greater than current (better) Score,-79570591.862717 Won't try splitting - already at maximum number of clusters Iteration 99Q (5609.665257 sec): 50 clusters Score: Raw -79681326.584882 + Penalty 110013.436322 = -79571313.148560 nChanged 1821 Iteration 100F (5639.058897 sec): 50 clusters Score: Raw -79684031.133552 + Penalty 110013.436322 = -79574017.697230 nChanged 4011 Iteration 101Q (5651.338171 sec): 50 clusters Score: Raw -79687152.387603 + Penalty 110013.436322 = -79577138.951282 nChanged 4631 Iteration 102Q (5663.008539 sec): 50 clusters Score: Raw -79690000.473522 + Penalty 110013.436322 = -79579987.037200 nChanged 4945 Iteration 103Q (5674.864178 sec): 50 clusters Score: Raw -79692966.196715 + Penalty 110013.436322 = -79582952.760393 nChanged 5092 Iteration 104Q (5686.623853 sec): 50 clusters Score: Raw -79696100.017789 + Penalty 110013.436322 = -79586086.581467 nChanged 5195 Iteration 105Q (5698.506304 sec): 50 clusters Score: Raw -79699288.431582 + Penalty 110013.436322 = -79589274.995260 nChanged 5019 Iteration 106Q (5710.511644 sec): 50 clusters Score: Raw -79702408.821314 + Penalty 110013.436322 = -79592395.384992 nChanged 4789 Iteration 107Q (5722.432929 sec): 50 clusters Score: Raw -79705429.613248 + Penalty 110013.436322 = -79595416.176926 nChanged 4390 Iteration 108Q (5734.242387 sec): 50 clusters Score: Raw -79708435.530067 + Penalty 110013.436322 = -79598422.093745 nChanged 3926 Iteration 109Q (5745.275442 sec): 50 clusters Score: Raw -79711438.628966 + Penalty 110013.436322 = -79601425.192644 nChanged 3144 Iteration 110Q (5756.816252 sec): 50 clusters Score: Raw -79714217.218999 + Penalty 110013.436322 = -79604203.782677 nChanged 2550 Iteration 111Q (5767.765915 sec): 50 clusters Score: Raw -79717177.991955 + Penalty 110013.436322 = -79607164.555633 nChanged 2145 Iteration 112Q (5779.294470 sec): 50 clusters Score: Raw -79720714.662790 + Penalty 110013.436322 = -79610701.226468 nChanged 1831 Iteration 113Q (5790.409585 sec): 50 clusters Score: Raw -79725037.123071 + Penalty 110013.436322 = -79615023.686749 nChanged 1609 Iteration 114Q (5802.379762 sec): 50 clusters Score: Raw -79728618.442915 + Penalty 110013.436322 = -79618605.006593 nChanged 1354 Iteration 115Q (5813.127872 sec): 50 clusters Score: Raw -79729809.087817 + Penalty 110013.436322 = -79619795.651495 nChanged 1089 Iteration 116Q (5824.988539 sec): 50 clusters Score: Raw -79730009.256781 + Penalty 110013.436322 = -79619995.820459 nChanged 815 Iteration 117Q (5836.759948 sec): 50 clusters Score: Raw -79730080.609129 + Penalty 110013.436322 = -79620067.172807 nChanged 622 Iteration 118Q (5848.829771 sec): 50 clusters Score: Raw -79730126.268858 + Penalty 110013.436322 = -79620112.832536 nChanged 511 Iteration 119Q (5860.652034 sec): 50 clusters Score: Raw -79730168.755118 + Penalty 110013.436322 = -79620155.318797 nChanged 487 Iteration 120F (5890.141521 sec): 50 clusters Score: Raw -79731486.308291 + Penalty 110013.436322 = -79621472.871969 nChanged 1072 Iteration 121Q (5902.292538 sec): 50 clusters Score: Raw -79733071.475936 + Penalty 110013.436322 = -79623058.039614 nChanged 1692 Iteration 122Q (5914.102692 sec): 50 clusters Score: Raw -79734305.287540 + Penalty 110013.436322 = -79624291.851218 nChanged 1739 Iteration 123Q (5926.149556 sec): 50 clusters Score: Raw -79735253.844841 + Penalty 110013.436322 = -79625240.408519 nChanged 1622 Iteration 124Q (5938.248783 sec): 50 clusters Score: Raw -79735957.816392 + Penalty 110013.436322 = -79625944.380070 nChanged 1504 Iteration 125Q (5950.192700 sec): 50 clusters Score: Raw -79736481.642117 + Penalty 110013.436322 = -79626468.205795 nChanged 1351 Iteration 126Q (5962.297647 sec): 50 clusters Score: Raw -79736814.584080 + Penalty 110013.436322 = -79626801.147758 nChanged 1143 Iteration 127Q (5973.891006 sec): 50 clusters Score: Raw -79737020.624997 + Penalty 110013.436322 = -79627007.188675 nChanged 968 Iteration 128Q (5986.102572 sec): 50 clusters Score: Raw -79737170.220833 + Penalty 110013.436322 = -79627156.784511 nChanged 834 Iteration 129Q (5997.815675 sec): 50 clusters Score: Raw -79737290.455916 + Penalty 110013.436322 = -79627277.019594 nChanged 761 Iteration 130Q (6009.487051 sec): 50 clusters Score: Raw -79737383.031177 + Penalty 110013.436322 = -79627369.594856 nChanged 718 Iteration 131Q (6021.543073 sec): 50 clusters Score: Raw -79737468.186116 + Penalty 110013.436322 = -79627454.749794 nChanged 640 Iteration 132Q (6033.434999 sec): 50 clusters Score: Raw -79737552.574042 + Penalty 110013.436322 = -79627539.137720 nChanged 647 Iteration 133Q (6045.532678 sec): 50 clusters Score: Raw -79737631.179579 + Penalty 110013.436322 = -79627617.743257 nChanged 610 Iteration 134Q (6057.303101 sec): 50 clusters Score: Raw -79737689.976928 + Penalty 110013.436322 = -79627676.540606 nChanged 571 Iteration 135Q (6069.340525 sec): 50 clusters Score: Raw -79737742.239644 + Penalty 110013.436322 = -79627728.803322 nChanged 539 Iteration 136Q (6081.486259 sec): 50 clusters Score: Raw -79737790.172929 + Penalty 110013.436322 = -79627776.736607 nChanged 500 Iteration 137Q (6093.557913 sec): 50 clusters Score: Raw -79737832.421993 + Penalty 110013.436322 = -79627818.985671 nChanged 432 Iteration 138Q (6105.459317 sec): 50 clusters Score: Raw -79737863.194774 + Penalty 110013.436322 = -79627849.758453 nChanged 386 Writing temp clu file Because OldScore, -79627818.985671, is greater than current (better) Score,-79627849.758453 Won't try splitting - already at maximum number of clusters Iteration 139Q (6117.319165 sec): 50 clusters Score: Raw -79737888.416099 + Penalty 110013.436322 = -79627874.979777 nChanged 350 Iteration 140F (6146.866307 sec): 50 clusters Score: Raw -79738187.642975 + Penalty 110013.436322 = -79628174.206653 nChanged 415 Iteration 141Q (6158.878709 sec): 50 clusters Score: Raw -79738429.805706 + Penalty 110013.436322 = -79628416.369384 nChanged 569 Iteration 142Q (6170.848429 sec): 50 clusters Score: Raw -79738612.511119 + Penalty 110013.436322 = -79628599.074797 nChanged 586 Iteration 143Q (6182.416666 sec): 50 clusters Score: Raw -79738755.613046 + Penalty 110013.436322 = -79628742.176724 nChanged 569 Iteration 144Q (6194.145493 sec): 50 clusters Score: Raw -79738846.788014 + Penalty 110013.436322 = -79628833.351692 nChanged 534 Iteration 145Q (6206.314510 sec): 50 clusters Score: Raw -79738918.706336 + Penalty 110013.436322 = -79628905.270014 nChanged 469 Iteration 146Q (6218.342741 sec): 50 clusters Score: Raw -79738972.360828 + Penalty 110013.436322 = -79628958.924506 nChanged 399 Iteration 147Q (6230.133244 sec): 50 clusters Score: Raw -79739009.702467 + Penalty 110013.436322 = -79628996.266145 nChanged 369 Iteration 148Q (6242.261546 sec): 50 clusters Score: Raw -79739038.803699 + Penalty 110013.436322 = -79629025.367377 nChanged 347 Iteration 149Q (6254.555012 sec): 50 clusters Score: Raw -79739062.186604 + Penalty 110013.436322 = -79629048.750282 nChanged 324 Iteration 150Q (6266.900233 sec): 50 clusters Score: Raw -79739084.332176 + Penalty 110013.436322 = -79629070.895854 nChanged 285 Iteration 151Q (6279.144907 sec): 50 clusters Score: Raw -79739101.416990 + Penalty 110013.436322 = -79629087.980668 nChanged 261 Iteration 152Q (6291.385975 sec): 50 clusters Score: Raw -79739119.272555 + Penalty 110013.436322 = -79629105.836233 nChanged 234 Iteration 153Q (6303.140556 sec): 50 clusters Score: Raw -79739133.011982 + Penalty 110013.436322 = -79629119.575660 nChanged 233 Iteration 154Q (6314.880184 sec): 50 clusters Score: Raw -79739145.167687 + Penalty 110013.436322 = -79629131.731365 nChanged 182 Iteration 155Q (6326.505296 sec): 50 clusters Score: Raw -79739153.622896 + Penalty 110013.436322 = -79629140.186574 nChanged 171 Iteration 156Q (6338.703397 sec): 50 clusters Score: Raw -79739162.453377 + Penalty 110013.436322 = -79629149.017055 nChanged 175 Iteration 157Q (6351.028164 sec): 50 clusters Score: Raw -79739171.029759 + Penalty 110013.436322 = -79629157.593437 nChanged 143 Iteration 158Q (6363.250512 sec): 50 clusters Score: Raw -79739176.793294 + Penalty 110013.436322 = -79629163.356973 nChanged 119 Iteration 159Q (6375.438286 sec): 50 clusters Score: Raw -79739182.368359 + Penalty 110013.436322 = -79629168.932037 nChanged 109 Iteration 160F (6404.917860 sec): 50 clusters Score: Raw -79739186.661984 + Penalty 110013.436322 = -79629173.225662 nChanged 97 Iteration 161Q (6417.396229 sec): 50 clusters Score: Raw -79739190.090342 + Penalty 110013.436322 = -79629176.654020 nChanged 93 Iteration 162Q (6429.682619 sec): 50 clusters Score: Raw -79739193.050175 + Penalty 110013.436322 = -79629179.613853 nChanged 77 Iteration 163Q (6441.297570 sec): 50 clusters Score: Raw -79739196.275993 + Penalty 110013.436322 = -79629182.839671 nChanged 81 Iteration 164Q (6452.730041 sec): 50 clusters Score: Raw -79739199.964037 + Penalty 110013.436322 = -79629186.527715 nChanged 72 Iteration 165Q (6464.921213 sec): 50 clusters Score: Raw -79739203.182758 + Penalty 110013.436322 = -79629189.746436 nChanged 66 Iteration 166Q (6477.214541 sec): 50 clusters Score: Raw -79739206.980669 + Penalty 110013.436322 = -79629193.544347 nChanged 76 Iteration 167Q (6489.513438 sec): 50 clusters Score: Raw -79739210.967788 + Penalty 110013.436322 = -79629197.531466 nChanged 69 Iteration 168Q (6501.787215 sec): 50 clusters Score: Raw -79739214.192764 + Penalty 110013.436322 = -79629200.756442 nChanged 67 Iteration 169Q (6514.052850 sec): 50 clusters Score: Raw -79739217.614062 + Penalty 110013.436322 = -79629204.177740 nChanged 75 Iteration 170Q (6526.160706 sec): 50 clusters Score: Raw -79739222.423143 + Penalty 110013.436322 = -79629208.986821 nChanged 84 Iteration 171Q (6537.837197 sec): 50 clusters Score: Raw -79739228.122463 + Penalty 110013.436322 = -79629214.686141 nChanged 87 Iteration 172Q (6549.618829 sec): 50 clusters Score: Raw -79739234.305182 + Penalty 110013.436322 = -79629220.868860 nChanged 88 Iteration 173Q (6561.367601 sec): 50 clusters Score: Raw -79739242.832130 + Penalty 110013.436322 = -79629229.395808 nChanged 105 Iteration 174Q (6572.440419 sec): 50 clusters Score: Raw -79739253.134071 + Penalty 110013.436322 = -79629239.697749 nChanged 111 Iteration 175Q (6583.894314 sec): 50 clusters Score: Raw -79739261.174978 + Penalty 110013.436322 = -79629247.738656 nChanged 115 Iteration 176Q (6595.856977 sec): 50 clusters Score: Raw -79739270.329542 + Penalty 110013.436322 = -79629256.893220 nChanged 119 Iteration 177Q (6607.595399 sec): 50 clusters Score: Raw -79739281.513600 + Penalty 110013.436322 = -79629268.077278 nChanged 133 Iteration 178Q (6619.292296 sec): 50 clusters Score: Raw -79739295.144077 + Penalty 110013.436322 = -79629281.707755 nChanged 127 Writing temp clu file Because OldScore, -79629268.077278, is greater than current (better) Score,-79629281.707755 Won't try splitting - already at maximum number of clusters Iteration 179Q (6631.412521 sec): 50 clusters Score: Raw -79739306.952722 + Penalty 110013.436322 = -79629293.516401 nChanged 132 Iteration 180F (6660.926650 sec): 50 clusters Score: Raw -79739323.305812 + Penalty 110013.436322 = -79629309.869490 nChanged 143 Iteration 181Q (6672.907098 sec): 50 clusters Score: Raw -79739345.838513 + Penalty 110013.436322 = -79629332.402191 nChanged 174 Iteration 182Q (6684.996005 sec): 50 clusters Score: Raw -79739368.142027 + Penalty 110013.436322 = -79629354.705705 nChanged 198 Iteration 183Q (6697.024623 sec): 50 clusters Score: Raw -79739394.311433 + Penalty 110013.436322 = -79629380.875111 nChanged 188 Iteration 184Q (6708.841939 sec): 50 clusters Score: Raw -79739414.039866 + Penalty 110013.436322 = -79629400.603544 nChanged 165 Iteration 185Q (6720.818704 sec): 50 clusters Score: Raw -79739427.453941 + Penalty 110013.436322 = -79629414.017619 nChanged 133 Iteration 186Q (6732.931501 sec): 50 clusters Score: Raw -79739436.278933 + Penalty 110013.436322 = -79629422.842611 nChanged 114 Iteration 187Q (6745.017584 sec): 50 clusters Score: Raw -79739443.919125 + Penalty 110013.436322 = -79629430.482803 nChanged 108 Iteration 188Q (6757.183918 sec): 50 clusters Score: Raw -79739450.111013 + Penalty 110013.436322 = -79629436.674692 nChanged 96 Iteration 189Q (6769.163749 sec): 50 clusters Score: Raw -79739455.463622 + Penalty 110013.436322 = -79629442.027300 nChanged 92 Iteration 190Q (6781.043183 sec): 50 clusters Score: Raw -79739460.458801 + Penalty 110013.436322 = -79629447.022479 nChanged 92 Iteration 191Q (6792.914235 sec): 50 clusters Score: Raw -79739465.068691 + Penalty 110013.436322 = -79629451.632369 nChanged 86 Iteration 192Q (6803.812663 sec): 50 clusters Score: Raw -79739469.183881 + Penalty 110013.436322 = -79629455.747559 nChanged 71 Iteration 193Q (6815.858121 sec): 50 clusters Score: Raw -79739473.168212 + Penalty 110013.436322 = -79629459.731890 nChanged 75 Iteration 194Q (6828.039396 sec): 50 clusters Score: Raw -79739476.452146 + Penalty 110013.436322 = -79629463.015824 nChanged 60 Iteration 195Q (6839.810959 sec): 50 clusters Score: Raw -79739479.833615 + Penalty 110013.436322 = -79629466.397293 nChanged 59 Iteration 196Q (6851.726737 sec): 50 clusters Score: Raw -79739483.058543 + Penalty 110013.436322 = -79629469.622221 nChanged 53 Iteration 197Q (6863.870276 sec): 50 clusters Score: Raw -79739485.577273 + Penalty 110013.436322 = -79629472.140951 nChanged 52 Iteration 198Q (6875.767081 sec): 50 clusters Score: Raw -79739487.184753 + Penalty 110013.436322 = -79629473.748431 nChanged 48 Iteration 199Q (6887.931253 sec): 50 clusters Score: Raw -79739488.835300 + Penalty 110013.436322 = -79629475.398978 nChanged 37 Iteration 200F (6917.449628 sec): 50 clusters Score: Raw -79739490.284539 + Penalty 110013.436322 = -79629476.848217 nChanged 22 Iteration 201Q (6929.313303 sec): 50 clusters Score: Raw -79739490.615281 + Penalty 110013.436322 = -79629477.178959 nChanged 14 Iteration 202Q (6941.514703 sec): 50 clusters Score: Raw -79739491.071533 + Penalty 110013.436322 = -79629477.635211 nChanged 11 Iteration 203Q (6953.320286 sec): 50 clusters Score: Raw -79739491.464571 + Penalty 110013.436322 = -79629478.028249 nChanged 14 Iteration 204Q (6965.365438 sec): 50 clusters Score: Raw -79739492.015438 + Penalty 110013.436322 = -79629478.579116 nChanged 19 Iteration 205Q (6977.626370 sec): 50 clusters Score: Raw -79739492.754954 + Penalty 110013.436322 = -79629479.318632 nChanged 23 Iteration 206Q (6988.621493 sec): 50 clusters Score: Raw -79739493.566128 + Penalty 110013.436322 = -79629480.129806 nChanged 26 Iteration 207Q (7000.682752 sec): 50 clusters Score: Raw -79739494.773024 + Penalty 110013.436322 = -79629481.336702 nChanged 36 Iteration 208Q (7012.771271 sec): 50 clusters Score: Raw -79739496.250254 + Penalty 110013.436322 = -79629482.813932 nChanged 31 Iteration 209Q (7024.276031 sec): 50 clusters Score: Raw -79739497.459311 + Penalty 110013.436322 = -79629484.022989 nChanged 30 Iteration 210Q (7035.650296 sec): 50 clusters Score: Raw -79739498.562172 + Penalty 110013.436322 = -79629485.125850 nChanged 28 Iteration 211Q (7047.268027 sec): 50 clusters Score: Raw -79739499.985947 + Penalty 110013.436322 = -79629486.549626 nChanged 40 Iteration 212Q (7059.583542 sec): 50 clusters Score: Raw -79739501.590611 + Penalty 110013.436322 = -79629488.154289 nChanged 27 Iteration 213Q (7071.994447 sec): 50 clusters Score: Raw -79739502.641820 + Penalty 110013.436322 = -79629489.205498 nChanged 18 Iteration 214Q (7084.389868 sec): 50 clusters Score: Raw -79739503.213293 + Penalty 110013.436322 = -79629489.776972 nChanged 17 Iteration 215Q (7096.722032 sec): 50 clusters Score: Raw -79739503.746187 + Penalty 110013.436322 = -79629490.309865 nChanged 13 Iteration 216Q (7109.152566 sec): 50 clusters Score: Raw -79739504.005992 + Penalty 110013.436322 = -79629490.569670 nChanged 7 Iteration 217Q (7121.214804 sec): 50 clusters Score: Raw -79739504.084772 + Penalty 110013.436322 = -79629490.648450 nChanged 4 Iteration 218Q (7132.722101 sec): 50 clusters Score: Raw -79739504.184682 + Penalty 110013.436322 = -79629490.748360 nChanged 5 Writing temp clu file Because OldScore, -79629490.648450, is greater than current (better) Score,-79629490.748360 Won't try splitting - already at maximum number of clusters Iteration 219Q (7144.647763 sec): 50 clusters Score: Raw -79739504.258426 + Penalty 110013.436322 = -79629490.822104 nChanged 7 Iteration 220F (7174.194937 sec): 50 clusters Score: Raw -79739504.357698 + Penalty 110013.436322 = -79629490.921376 nChanged 3 Iteration 221Q (7186.272311 sec): 50 clusters Score: Raw -79739504.437551 + Penalty 110013.436322 = -79629491.001229 nChanged 3 Iteration 222Q (7197.920273 sec): 50 clusters Score: Raw -79739504.485245 + Penalty 110013.436322 = -79629491.048923 nChanged 2 Iteration 223Q (7209.405588 sec): 50 clusters Score: Raw -79739504.521046 + Penalty 110013.436322 = -79629491.084725 nChanged 1 Iteration 224Q (7221.537533 sec): 50 clusters Score: Raw -79739504.638306 + Penalty 110013.436322 = -79629491.201984 nChanged 2 Iteration 225Q (7233.694180 sec): 50 clusters Score: Raw -79739504.671505 + Penalty 110013.436322 = -79629491.235183 nChanged 1 Iteration 226Q (7245.547732 sec): 50 clusters Score: Raw -79739504.693779 + Penalty 110013.436322 = -79629491.257457 nChanged 0 Iteration 227F (7274.620260 sec): 50 clusters Score: Raw -79739504.693779 + Penalty 110013.436322 = -79629491.257457 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:3558.309793 seconds. 21->50 Clusters: Score -79629491.257457, best is -79629479.658357 THE BEST YET! Main iterations: 466 (time per iteration =3205.077134 ms) Total iterations: 4251 (time per iteration =351.344612 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 387250317504.000000 (time per metric unit =3.856849ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 9294007620096.000000 (time per metric unit=160.702036ps) That took 1493.565944 seconds.