FileBase Mouse25-140131--3--02.03.2014-14.59 ElecNo 3 MinClusters 3 MaxClusters 4 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 16777217 UseFloatMasks 0 help 0 help 0 Loaded 34205 data points of dimension 24. Starting from 3 clusters... --- Clustering full data set of 34205 points --- Assigned 3 initial classes randomly. ConsiderDeletion: ComputeScore: Raw -931620.673787 + Penalty 3393.041311 = -928227.632476Iteration 0F: 3 clusters Score -928227.6 nChanged 15754 ConsiderDeletion: ComputeScore: Raw -940908.394718 + Penalty 3393.041311 = -937515.353407Iteration 1F: 3 clusters Score -937515.4 nChanged 2011 ConsiderDeletion: ComputeScore: Raw -941956.956867 + Penalty 3393.041311 = -938563.915556Iteration 2F: 3 clusters Score -938563.9 nChanged 2356 ConsiderDeletion: ComputeScore: Raw -943556.849241 + Penalty 3393.041311 = -940163.807930Iteration 3F: 3 clusters Score -940163.8 nChanged 2762 ConsiderDeletion: ComputeScore: Raw -945732.593231 + Penalty 3393.041311 = -942339.551920Iteration 4F: 3 clusters Score -942339.6 nChanged 2718 ConsiderDeletion: ComputeScore: Raw -947903.113416 + Penalty 3393.041311 = -944510.072105Iteration 5F: 3 clusters Score -944510.1 nChanged 2259 ConsiderDeletion: ComputeScore: Raw -949656.044261 + Penalty 3393.041311 = -946263.002950Iteration 6F: 3 clusters Score -946263 nChanged 1739 ConsiderDeletion: ComputeScore: Raw -950826.345404 + Penalty 3393.041311 = -947433.304093Iteration 7F: 3 clusters Score -947433.3 nChanged 1215 ConsiderDeletion: ComputeScore: Raw -951548.477008 + Penalty 3393.041311 = -948155.435697Iteration 8Q: 3 clusters Score -948155.4 nChanged 864 ConsiderDeletion: ComputeScore: Raw -952038.684179 + Penalty 3393.041311 = -948645.642868Iteration 9Q: 3 clusters Score -948645.6 nChanged 679 ConsiderDeletion: ComputeScore: Raw -952408.728874 + Penalty 3393.041311 = -949015.687563Iteration 10Q: 3 clusters Score -949015.7 nChanged 499 ConsiderDeletion: ComputeScore: Raw -952667.860928 + Penalty 3393.041311 = -949274.819617Iteration 11Q: 3 clusters Score -949274.8 nChanged 384 ConsiderDeletion: ComputeScore: Raw -952856.403953 + Penalty 3393.041311 = -949463.362642Iteration 12Q: 3 clusters Score -949463.4 nChanged 284 ConsiderDeletion: ComputeScore: Raw -952996.331323 + Penalty 3393.041311 = -949603.290012Iteration 13Q: 3 clusters Score -949603.3 nChanged 207 ConsiderDeletion: ComputeScore: Raw -953094.409258 + Penalty 3393.041311 = -949701.367947Iteration 14Q: 3 clusters Score -949701.4 nChanged 142 ConsiderDeletion: ComputeScore: Raw -953159.350693 + Penalty 3393.041311 = -949766.309382Iteration 15Q: 3 clusters Score -949766.3 nChanged 120 ConsiderDeletion: ComputeScore: Raw -953210.072036 + Penalty 3393.041311 = -949817.030725Iteration 16Q: 3 clusters Score -949817 nChanged 91 ConsiderDeletion: ComputeScore: Raw -953247.735735 + Penalty 3393.041311 = -949854.694424Iteration 17Q: 3 clusters Score -949854.7 nChanged 77 ConsiderDeletion: ComputeScore: Raw -953282.523975 + Penalty 3393.041311 = -949889.482664Iteration 18Q: 3 clusters Score -949889.5 nChanged 63 ConsiderDeletion: ComputeScore: Raw -953312.010270 + Penalty 3393.041311 = -949918.968959Iteration 19Q: 3 clusters Score -949919 nChanged 45 ConsiderDeletion: ComputeScore: Raw -953330.190109 + Penalty 3393.041311 = -949937.148798Iteration 20F: 3 clusters Score -949937.1 nChanged 35 ConsiderDeletion: Deleting Class 2. Lose 1689.278439 but Gain 1696.520656 ComputeScore: Raw -951652.529804 + Penalty 1696.520656 = -949956.009149Iteration 21Q: 2 clusters Score -949956 nChanged 811 ConsiderDeletion: ComputeScore: Raw -952742.236512 + Penalty 1696.520656 = -951045.715856Iteration 22Q: 2 clusters Score -951045.7 nChanged 1 ConsiderDeletion: ComputeScore: Raw -952742.637660 + Penalty 1696.520656 = -951046.117005Iteration 23Q: 2 clusters Score -951046.1 nChanged 0 ConsiderDeletion: ComputeScore: Raw -952742.637660 + Penalty 1696.520656 = -951046.117005Iteration 24F: 2 clusters Score -951046.1 nChanged 0 ComputeScore: Raw -952742.637660 + Penalty 1696.520656 = -951046.117005Trying to split cluster 1 (34202 points) Assigned 2 initial classes randomly. ComputeScore: Raw -952772.799026 + Penalty 1696.506403 = -951076.292623 Iteration 0F: 2 clusters Score -951076.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -931448.365548 + Penalty 3393.012805 = -928055.352743 Iteration 0F: 3 clusters Score -928055.4 nChanged 15920 ComputeScore: Raw -940649.213965 + Penalty 3393.012805 = -937256.201160 Iteration 1F: 3 clusters Score -937256.2 nChanged 2030 ComputeScore: Raw -941678.422273 + Penalty 3393.012805 = -938285.409468 Iteration 2F: 3 clusters Score -938285.4 nChanged 2407 ComputeScore: Raw -943275.370921 + Penalty 3393.012805 = -939882.358116 Iteration 3F: 3 clusters Score -939882.4 nChanged 2734 ComputeScore: Raw -945313.592957 + Penalty 3393.012805 = -941920.580152 Iteration 4F: 3 clusters Score -941920.6 nChanged 2645 ComputeScore: Raw -947293.030592 + Penalty 3393.012805 = -943900.017787 Iteration 5F: 3 clusters Score -943900 nChanged 2368 ComputeScore: Raw -948864.728410 + Penalty 3393.012805 = -945471.715605 Iteration 6F: 3 clusters Score -945471.7 nChanged 1810 ComputeScore: Raw -949895.595345 + Penalty 3393.012805 = -946502.582540 Iteration 7F: 3 clusters Score -946502.6 nChanged 1337 ComputeScore: Raw -950589.837716 + Penalty 3393.012805 = -947196.824911 Iteration 8Q: 3 clusters Score -947196.8 nChanged 1035 ComputeScore: Raw -951116.527924 + Penalty 3393.012805 = -947723.515119 Iteration 9Q: 3 clusters Score -947723.5 nChanged 854 ComputeScore: Raw -951556.627409 + Penalty 3393.012805 = -948163.614603 Iteration 10Q: 3 clusters Score -948163.6 nChanged 729 ComputeScore: Raw -951919.959884 + Penalty 3393.012805 = -948526.947078 Iteration 11Q: 3 clusters Score -948526.9 nChanged 647 ComputeScore: Raw -952241.978821 + Penalty 3393.012805 = -948848.966016 Iteration 12Q: 3 clusters Score -948849 nChanged 540 ComputeScore: Raw -952514.571303 + Penalty 3393.012805 = -949121.558498 Iteration 13Q: 3 clusters Score -949121.6 nChanged 457 ComputeScore: Raw -952742.475374 + Penalty 3393.012805 = -949349.462569 Iteration 14Q: 3 clusters Score -949349.5 nChanged 363 ComputeScore: Raw -952911.808978 + Penalty 3393.012805 = -949518.796173 Iteration 15Q: 3 clusters Score -949518.8 nChanged 271 ComputeScore: Raw -953037.526641 + Penalty 3393.012805 = -949644.513836 Iteration 16Q: 3 clusters Score -949644.5 nChanged 196 ComputeScore: Raw -953123.125486 + Penalty 3393.012805 = -949730.112680 Iteration 17Q: 3 clusters Score -949730.1 nChanged 142 ComputeScore: Raw -953182.775561 + Penalty 3393.012805 = -949789.762756 Iteration 18Q: 3 clusters Score -949789.8 nChanged 122 ComputeScore: Raw -953228.378102 + Penalty 3393.012805 = -949835.365297 Iteration 19Q: 3 clusters Score -949835.4 nChanged 78 ComputeScore: Raw -953257.579492 + Penalty 3393.012805 = -949864.566687 Iteration 20F: 3 clusters Score -949864.6 nChanged 73 ComputeScore: Raw -953287.332771 + Penalty 3393.012805 = -949894.319966 Iteration 21Q: 3 clusters Score -949894.3 nChanged 58 ComputeScore: Raw -953309.697170 + Penalty 3393.012805 = -949916.684365 Iteration 22Q: 3 clusters Score -949916.7 nChanged 46 ComputeScore: Raw -953328.099525 + Penalty 3393.012805 = -949935.086720 Iteration 23Q: 3 clusters Score -949935.1 nChanged 35 ComputeScore: Raw -953340.401074 + Penalty 3393.012805 = -949947.388269 Iteration 24Q: 3 clusters Score -949947.4 nChanged 22 ComputeScore: Raw -953347.140806 + Penalty 3393.012805 = -949954.128001 Iteration 25Q: 3 clusters Score -949954.1 nChanged 19 ComputeScore: Raw -953352.017595 + Penalty 3393.012805 = -949959.004789 Iteration 26Q: 3 clusters Score -949959 nChanged 13 ComputeScore: Raw -953356.247973 + Penalty 3393.012805 = -949963.235168 Iteration 27Q: 3 clusters Score -949963.2 nChanged 13 ComputeScore: Raw -953360.596769 + Penalty 3393.012805 = -949967.583963 Iteration 28Q: 3 clusters Score -949967.6 nChanged 12 ComputeScore: Raw -953365.518738 + Penalty 3393.012805 = -949972.505933 Iteration 29Q: 3 clusters Score -949972.5 nChanged 11 ComputeScore: Raw -953368.550948 + Penalty 3393.012805 = -949975.538143 Iteration 30Q: 3 clusters Score -949975.5 nChanged 10 ComputeScore: Raw -953371.329179 + Penalty 3393.012805 = -949978.316374 Iteration 31Q: 3 clusters Score -949978.3 nChanged 10 ComputeScore: Raw -953373.698531 + Penalty 3393.012805 = -949980.685726 Iteration 32Q: 3 clusters Score -949980.7 nChanged 5 ComputeScore: Raw -953375.177300 + Penalty 3393.012805 = -949982.164495 Iteration 33Q: 3 clusters Score -949982.2 nChanged 8 ComputeScore: Raw -953377.673592 + Penalty 3393.012805 = -949984.660787 Iteration 34Q: 3 clusters Score -949984.7 nChanged 9 ComputeScore: Raw -953380.306050 + Penalty 3393.012805 = -949987.293244 Iteration 35Q: 3 clusters Score -949987.3 nChanged 8 ComputeScore: Raw -953382.437334 + Penalty 3393.012805 = -949989.424528 Iteration 36Q: 3 clusters Score -949989.4 nChanged 8 ComputeScore: Raw -953384.327876 + Penalty 3393.012805 = -949991.315071 Iteration 37Q: 3 clusters Score -949991.3 nChanged 4 ComputeScore: Raw -953385.011544 + Penalty 3393.012805 = -949991.998739 Iteration 38Q: 3 clusters Score -949992 nChanged 3 ComputeScore: Raw -953385.972543 + Penalty 3393.012805 = -949992.959738 Iteration 39Q: 3 clusters Score -949993 nChanged 2 ComputeScore: Raw -953386.405455 + Penalty 3393.012805 = -949993.392650 Iteration 40F: 3 clusters Score -949993.4 nChanged 1 ComputeScore: Raw -953386.475411 + Penalty 3393.012805 = -949993.462605 Iteration 41Q: 3 clusters Score -949993.5 nChanged 1 ComputeScore: Raw -953386.556528 + Penalty 3393.012805 = -949993.543723 Iteration 42Q: 3 clusters Score -949993.5 nChanged 0 ComputeScore: Raw -953386.556528 + Penalty 3393.012805 = -949993.543723 Iteration 43F: 3 clusters Score -949993.5 nChanged 0 3->2 Clusters: Score -951046.117005, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 4 clusters... --- Clustering full data set of 34205 points --- Assigned 4 initial classes randomly. ConsiderDeletion: Deleting Class 1. Lose 1521.197795 but Gain 1696.520656 ComputeScore: Raw -918460.507767 + Penalty 3393.041311 = -915067.466456Iteration 0F: 3 clusters Score -915067.5 nChanged 21609 ConsiderDeletion: ComputeScore: Raw -940303.371916 + Penalty 3393.041311 = -936910.330605Iteration 1F: 3 clusters Score -936910.3 nChanged 1720 ConsiderDeletion: ComputeScore: Raw -941042.146597 + Penalty 3393.041311 = -937649.105286Iteration 2F: 3 clusters Score -937649.1 nChanged 2083 ConsiderDeletion: ComputeScore: Raw -942221.302471 + Penalty 3393.041311 = -938828.261160Iteration 3F: 3 clusters Score -938828.3 nChanged 2515 ConsiderDeletion: ComputeScore: Raw -943952.114573 + Penalty 3393.041311 = -940559.073262Iteration 4F: 3 clusters Score -940559.1 nChanged 2788 ConsiderDeletion: ComputeScore: Raw -945931.316260 + Penalty 3393.041311 = -942538.274948Iteration 5F: 3 clusters Score -942538.3 nChanged 2495 ConsiderDeletion: ComputeScore: Raw -947421.623462 + Penalty 3393.041311 = -944028.582151Iteration 6F: 3 clusters Score -944028.6 nChanged 1861 ConsiderDeletion: ComputeScore: Raw -948317.288653 + Penalty 3393.041311 = -944924.247342Iteration 7F: 3 clusters Score -944924.2 nChanged 1405 ConsiderDeletion: ComputeScore: Raw -948903.906482 + Penalty 3393.041311 = -945510.865171Iteration 8Q: 3 clusters Score -945510.9 nChanged 1073 ConsiderDeletion: ComputeScore: Raw -949313.277560 + Penalty 3393.041311 = -945920.236249Iteration 9Q: 3 clusters Score -945920.2 nChanged 854 ConsiderDeletion: ComputeScore: Raw -949622.846782 + Penalty 3393.041311 = -946229.805471Iteration 10Q: 3 clusters Score -946229.8 nChanged 776 ConsiderDeletion: ComputeScore: Raw -949923.893324 + Penalty 3393.041311 = -946530.852012Iteration 11Q: 3 clusters Score -946530.9 nChanged 719 ConsiderDeletion: ComputeScore: Raw -950197.131838 + Penalty 3393.041311 = -946804.090527Iteration 12Q: 3 clusters Score -946804.1 nChanged 697 ConsiderDeletion: ComputeScore: Raw -950472.844237 + Penalty 3393.041311 = -947079.802926Iteration 13Q: 3 clusters Score -947079.8 nChanged 643 ConsiderDeletion: ComputeScore: Raw -950731.761207 + Penalty 3393.041311 = -947338.719896Iteration 14Q: 3 clusters Score -947338.7 nChanged 627 ConsiderDeletion: ComputeScore: Raw -951010.875108 + Penalty 3393.041311 = -947617.833797Iteration 15Q: 3 clusters Score -947617.8 nChanged 632 ConsiderDeletion: ComputeScore: Raw -951291.705162 + Penalty 3393.041311 = -947898.663851Iteration 16Q: 3 clusters Score -947898.7 nChanged 606 ConsiderDeletion: ComputeScore: Raw -951573.464117 + Penalty 3393.041311 = -948180.422806Iteration 17Q: 3 clusters Score -948180.4 nChanged 561 ConsiderDeletion: ComputeScore: Raw -951831.635097 + Penalty 3393.041311 = -948438.593786Iteration 18Q: 3 clusters Score -948438.6 nChanged 504 ConsiderDeletion: ComputeScore: Raw -952047.168072 + Penalty 3393.041311 = -948654.126761Iteration 19Q: 3 clusters Score -948654.1 nChanged 403 ConsiderDeletion: ComputeScore: Raw -952205.317879 + Penalty 3393.041311 = -948812.276568Iteration 20F: 3 clusters Score -948812.3 nChanged 337 ConsiderDeletion: ComputeScore: Raw -952331.140642 + Penalty 3393.041311 = -948938.099331Iteration 21Q: 3 clusters Score -948938.1 nChanged 334 ConsiderDeletion: ComputeScore: Raw -952454.725387 + Penalty 3393.041311 = -949061.684076Iteration 22Q: 3 clusters Score -949061.7 nChanged 300 ConsiderDeletion: ComputeScore: Raw -952576.067620 + Penalty 3393.041311 = -949183.026309Iteration 23Q: 3 clusters Score -949183 nChanged 277 ConsiderDeletion: ComputeScore: Raw -952692.990763 + Penalty 3393.041311 = -949299.949452Iteration 24Q: 3 clusters Score -949299.9 nChanged 248 ConsiderDeletion: ComputeScore: Raw -952792.734867 + Penalty 3393.041311 = -949399.693555Iteration 25Q: 3 clusters Score -949399.7 nChanged 224 ConsiderDeletion: ComputeScore: Raw -952884.571863 + Penalty 3393.041311 = -949491.530552Iteration 26Q: 3 clusters Score -949491.5 nChanged 182 ConsiderDeletion: ComputeScore: Raw -952954.067222 + Penalty 3393.041311 = -949561.025911Iteration 27Q: 3 clusters Score -949561 nChanged 162 ConsiderDeletion: ComputeScore: Raw -953020.584738 + Penalty 3393.041311 = -949627.543427Iteration 28Q: 3 clusters Score -949627.5 nChanged 130 ConsiderDeletion: ComputeScore: Raw -953073.779967 + Penalty 3393.041311 = -949680.738656Iteration 29Q: 3 clusters Score -949680.7 nChanged 125 ConsiderDeletion: ComputeScore: Raw -953122.656420 + Penalty 3393.041311 = -949729.615108Iteration 30Q: 3 clusters Score -949729.6 nChanged 98 ConsiderDeletion: ComputeScore: Raw -953157.573348 + Penalty 3393.041311 = -949764.532037Iteration 31Q: 3 clusters Score -949764.5 nChanged 73 ConsiderDeletion: ComputeScore: Raw -953182.299816 + Penalty 3393.041311 = -949789.258505Iteration 32Q: 3 clusters Score -949789.3 nChanged 60 ConsiderDeletion: ComputeScore: Raw -953202.539263 + Penalty 3393.041311 = -949809.497951Iteration 33Q: 3 clusters Score -949809.5 nChanged 48 ConsiderDeletion: ComputeScore: Raw -953217.194672 + Penalty 3393.041311 = -949824.153361Iteration 34Q: 3 clusters Score -949824.2 nChanged 43 ConsiderDeletion: ComputeScore: Raw -953229.548363 + Penalty 3393.041311 = -949836.507052Iteration 35Q: 3 clusters Score -949836.5 nChanged 34 ConsiderDeletion: ComputeScore: Raw -953240.463839 + Penalty 3393.041311 = -949847.422527Iteration 36Q: 3 clusters Score -949847.4 nChanged 34 ConsiderDeletion: ComputeScore: Raw -953252.585571 + Penalty 3393.041311 = -949859.544259Iteration 37Q: 3 clusters Score -949859.5 nChanged 34 ConsiderDeletion: ComputeScore: Raw -953262.427998 + Penalty 3393.041311 = -949869.386687Iteration 38Q: 3 clusters Score -949869.4 nChanged 27 ComputeScore: Raw -953262.427998 + Penalty 3393.041311 = -949869.386687Trying to split cluster 2 (33246 points) Assigned 2 initial classes randomly. ComputeScore: Raw -933921.265651 + Penalty 1691.899582 = -932229.366069 Iteration 0F: 2 clusters Score -932229.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -913387.074621 + Penalty 3383.799165 = -910003.275456 Iteration 0F: 3 clusters Score -910003.3 nChanged 15292 ComputeScore: Raw -922019.713318 + Penalty 3383.799165 = -918635.914153 Iteration 1F: 3 clusters Score -918635.9 nChanged 1590 ComputeScore: Raw -922622.065687 + Penalty 3383.799165 = -919238.266522 Iteration 2Q: 3 clusters Score -919238.3 nChanged 1782 ComputeScore: Raw -923457.458640 + Penalty 3383.799165 = -920073.659475 Iteration 3F: 3 clusters Score -920073.7 nChanged 2062 ComputeScore: Raw -924667.271704 + Penalty 3383.799165 = -921283.472540 Iteration 4F: 3 clusters Score -921283.5 nChanged 2382 ComputeScore: Raw -926265.637914 + Penalty 3383.799165 = -922881.838749 Iteration 5F: 3 clusters Score -922881.8 nChanged 2406 ComputeScore: Raw -927974.067200 + Penalty 3383.799165 = -924590.268035 Iteration 6F: 3 clusters Score -924590.3 nChanged 2228 ComputeScore: Raw -929559.855749 + Penalty 3383.799165 = -926176.056584 Iteration 7F: 3 clusters Score -926176.1 nChanged 1848 ComputeScore: Raw -930869.025131 + Penalty 3383.799165 = -927485.225967 Iteration 8F: 3 clusters Score -927485.2 nChanged 1426 ComputeScore: Raw -931872.972274 + Penalty 3383.799165 = -928489.173109 Iteration 9Q: 3 clusters Score -928489.2 nChanged 1083 ComputeScore: Raw -932661.687262 + Penalty 3383.799165 = -929277.888097 Iteration 10Q: 3 clusters Score -929277.9 nChanged 814 ComputeScore: Raw -933286.075304 + Penalty 3383.799165 = -929902.276139 Iteration 11Q: 3 clusters Score -929902.3 nChanged 529 ComputeScore: Raw -933681.761861 + Penalty 3383.799165 = -930297.962696 Iteration 12Q: 3 clusters Score -930298 nChanged 326 ComputeScore: Raw -933926.568959 + Penalty 3383.799165 = -930542.769795 Iteration 13Q: 3 clusters Score -930542.8 nChanged 177 ComputeScore: Raw -934063.962122 + Penalty 3383.799165 = -930680.162958 Iteration 14Q: 3 clusters Score -930680.2 nChanged 100 ComputeScore: Raw -934135.845056 + Penalty 3383.799165 = -930752.045891 Iteration 15Q: 3 clusters Score -930752 nChanged 64 ComputeScore: Raw -934181.067160 + Penalty 3383.799165 = -930797.267996 Iteration 16Q: 3 clusters Score -930797.3 nChanged 44 ComputeScore: Raw -934214.977608 + Penalty 3383.799165 = -930831.178443 Iteration 17Q: 3 clusters Score -930831.2 nChanged 28 ComputeScore: Raw -934239.166694 + Penalty 3383.799165 = -930855.367529 Iteration 18Q: 3 clusters Score -930855.4 nChanged 21 ComputeScore: Raw -934256.217303 + Penalty 3383.799165 = -930872.418138 Iteration 19Q: 3 clusters Score -930872.4 nChanged 12 ComputeScore: Raw -934264.957521 + Penalty 3383.799165 = -930881.158356 Iteration 20F: 3 clusters Score -930881.2 nChanged 4 ComputeScore: Raw -934268.227518 + Penalty 3383.799165 = -930884.428354 Iteration 21Q: 3 clusters Score -930884.4 nChanged 3 ComputeScore: Raw -934269.513246 + Penalty 3383.799165 = -930885.714081 Iteration 22Q: 3 clusters Score -930885.7 nChanged 1 ComputeScore: Raw -934270.322673 + Penalty 3383.799165 = -930886.523509 Iteration 23Q: 3 clusters Score -930886.5 nChanged 0 ComputeScore: Raw -934270.322673 + Penalty 3383.799165 = -930886.523509 Iteration 24F: 3 clusters Score -930886.5 nChanged 0 Trying to split cluster 3 (952 points) Assigned 2 initial classes randomly. ComputeScore: Raw -23759.956005 + Penalty 1114.516818 = -22645.439187 Iteration 0F: 2 clusters Score -22645.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -23450.713954 + Penalty 2229.033636 = -21221.680318 Iteration 0F: 3 clusters Score -21221.68 nChanged 271 ComputeScore: Raw -23704.945049 + Penalty 2229.033636 = -21475.911413 Iteration 1F: 3 clusters Score -21475.91 nChanged 64 ComputeScore: Raw -23777.228738 + Penalty 2229.033636 = -21548.195101 Iteration 2F: 3 clusters Score -21548.2 nChanged 44 ComputeScore: Raw -23821.262946 + Penalty 2229.033636 = -21592.229309 Iteration 3Q: 3 clusters Score -21592.23 nChanged 24 ComputeScore: Raw -23840.834530 + Penalty 2229.033636 = -21611.800893 Iteration 4Q: 3 clusters Score -21611.8 nChanged 14 ComputeScore: Raw -23857.566751 + Penalty 2229.033636 = -21628.533114 Iteration 5Q: 3 clusters Score -21628.53 nChanged 14 ComputeScore: Raw -23870.705306 + Penalty 2229.033636 = -21641.671670 Iteration 6Q: 3 clusters Score -21641.67 nChanged 8 ComputeScore: Raw -23876.924372 + Penalty 2229.033636 = -21647.890736 Iteration 7Q: 3 clusters Score -21647.89 nChanged 8 ComputeScore: Raw -23885.787939 + Penalty 2229.033636 = -21656.754303 Iteration 8Q: 3 clusters Score -21656.75 nChanged 6 ComputeScore: Raw -23891.386029 + Penalty 2229.033636 = -21662.352392 Iteration 9Q: 3 clusters Score -21662.35 nChanged 2 ComputeScore: Raw -23894.329459 + Penalty 2229.033636 = -21665.295823 Iteration 10Q: 3 clusters Score -21665.3 nChanged 4 ComputeScore: Raw -23896.930335 + Penalty 2229.033636 = -21667.896699 Iteration 11Q: 3 clusters Score -21667.9 nChanged 2 ComputeScore: Raw -23898.283716 + Penalty 2229.033636 = -21669.250080 Iteration 12Q: 3 clusters Score -21669.25 nChanged 0 ComputeScore: Raw -23898.283716 + Penalty 2229.033636 = -21669.250080 Iteration 13F: 3 clusters Score -21669.25 nChanged 0 ConsiderDeletion: ComputeScore: Raw -953271.030220 + Penalty 3393.041311 = -949877.988909Iteration 39Q: 3 clusters Score -949878 nChanged 26 ConsiderDeletion: ComputeScore: Raw -953279.047606 + Penalty 3393.041311 = -949886.006295Iteration 40F: 3 clusters Score -949886 nChanged 14 ConsiderDeletion: ComputeScore: Raw -953283.547338 + Penalty 3393.041311 = -949890.506027Iteration 41Q: 3 clusters Score -949890.5 nChanged 15 ConsiderDeletion: ComputeScore: Raw -953288.819643 + Penalty 3393.041311 = -949895.778332Iteration 42Q: 3 clusters Score -949895.8 nChanged 21 ConsiderDeletion: ComputeScore: Raw -953295.757968 + Penalty 3393.041311 = -949902.716657Iteration 43Q: 3 clusters Score -949902.7 nChanged 26 ConsiderDeletion: ComputeScore: Raw -953304.234972 + Penalty 3393.041311 = -949911.193661Iteration 44Q: 3 clusters Score -949911.2 nChanged 22 ConsiderDeletion: ComputeScore: Raw -953316.781595 + Penalty 3393.041311 = -949923.740284Iteration 45Q: 3 clusters Score -949923.7 nChanged 24 ConsiderDeletion: ComputeScore: Raw -953328.069575 + Penalty 3393.041311 = -949935.028264Iteration 46Q: 3 clusters Score -949935 nChanged 19 ConsiderDeletion: ComputeScore: Raw -953334.789044 + Penalty 3393.041311 = -949941.747732Iteration 47Q: 3 clusters Score -949941.7 nChanged 15 ConsiderDeletion: ComputeScore: Raw -953341.807980 + Penalty 3393.041311 = -949948.766669Iteration 48Q: 3 clusters Score -949948.8 nChanged 14 ConsiderDeletion: ComputeScore: Raw -953346.056444 + Penalty 3393.041311 = -949953.015133Iteration 49Q: 3 clusters Score -949953 nChanged 10 ConsiderDeletion: ComputeScore: Raw -953349.275084 + Penalty 3393.041311 = -949956.233773Iteration 50Q: 3 clusters Score -949956.2 nChanged 11 ConsiderDeletion: ComputeScore: Raw -953353.150326 + Penalty 3393.041311 = -949960.109015Iteration 51Q: 3 clusters Score -949960.1 nChanged 14 ConsiderDeletion: Deleting Class 3. Lose 1688.635053 but Gain 1696.520656 ComputeScore: Raw -951669.717482 + Penalty 1696.520656 = -949973.196826Iteration 52Q: 2 clusters Score -949973.2 nChanged 756 ConsiderDeletion: ComputeScore: Raw -952740.884016 + Penalty 1696.520656 = -951044.363361Iteration 53Q: 2 clusters Score -951044.4 nChanged 3 ConsiderDeletion: ComputeScore: Raw -952742.637660 + Penalty 1696.520656 = -951046.117005Iteration 54Q: 2 clusters Score -951046.1 nChanged 0 ConsiderDeletion: ComputeScore: Raw -952742.637660 + Penalty 1696.520656 = -951046.117005Iteration 55F: 2 clusters Score -951046.1 nChanged 0 ComputeScore: Raw -952742.637660 + Penalty 1696.520656 = -951046.117005Trying to split cluster 2 (34202 points) Assigned 2 initial classes randomly. ComputeScore: Raw -952772.799026 + Penalty 1696.506403 = -951076.292623 Iteration 0F: 2 clusters Score -951076.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -931495.366417 + Penalty 3393.012805 = -928102.353612 Iteration 0F: 3 clusters Score -928102.4 nChanged 15789 ComputeScore: Raw -940484.069892 + Penalty 3393.012805 = -937091.057087 Iteration 1F: 3 clusters Score -937091.1 nChanged 1895 ComputeScore: Raw -941334.264471 + Penalty 3393.012805 = -937941.251666 Iteration 2F: 3 clusters Score -937941.3 nChanged 2145 ComputeScore: Raw -942501.413471 + Penalty 3393.012805 = -939108.400665 Iteration 3F: 3 clusters Score -939108.4 nChanged 2501 ComputeScore: Raw -944123.862500 + Penalty 3393.012805 = -940730.849694 Iteration 4F: 3 clusters Score -940730.8 nChanged 2569 ComputeScore: Raw -945846.311250 + Penalty 3393.012805 = -942453.298445 Iteration 5F: 3 clusters Score -942453.3 nChanged 2379 ComputeScore: Raw -947361.161470 + Penalty 3393.012805 = -943968.148665 Iteration 6F: 3 clusters Score -943968.1 nChanged 2003 ComputeScore: Raw -948541.764247 + Penalty 3393.012805 = -945148.751441 Iteration 7F: 3 clusters Score -945148.8 nChanged 1651 ComputeScore: Raw -949424.958307 + Penalty 3393.012805 = -946031.945502 Iteration 8Q: 3 clusters Score -946031.9 nChanged 1314 ComputeScore: Raw -950036.717868 + Penalty 3393.012805 = -946643.705063 Iteration 9Q: 3 clusters Score -946643.7 nChanged 1067 ComputeScore: Raw -950503.984204 + Penalty 3393.012805 = -947110.971399 Iteration 10Q: 3 clusters Score -947111 nChanged 871 ComputeScore: Raw -950885.867579 + Penalty 3393.012805 = -947492.854773 Iteration 11Q: 3 clusters Score -947492.9 nChanged 769 ComputeScore: Raw -951236.079910 + Penalty 3393.012805 = -947843.067105 Iteration 12Q: 3 clusters Score -947843.1 nChanged 733 ComputeScore: Raw -951591.177081 + Penalty 3393.012805 = -948198.164275 Iteration 13Q: 3 clusters Score -948198.2 nChanged 673 ComputeScore: Raw -951927.232735 + Penalty 3393.012805 = -948534.219930 Iteration 14Q: 3 clusters Score -948534.2 nChanged 620 ComputeScore: Raw -952236.626205 + Penalty 3393.012805 = -948843.613400 Iteration 15Q: 3 clusters Score -948843.6 nChanged 542 ComputeScore: Raw -952502.217726 + Penalty 3393.012805 = -949109.204920 Iteration 16Q: 3 clusters Score -949109.2 nChanged 462 ComputeScore: Raw -952730.198209 + Penalty 3393.012805 = -949337.185403 Iteration 17Q: 3 clusters Score -949337.2 nChanged 358 ComputeScore: Raw -952897.398302 + Penalty 3393.012805 = -949504.385496 Iteration 18Q: 3 clusters Score -949504.4 nChanged 269 ComputeScore: Raw -953019.692979 + Penalty 3393.012805 = -949626.680174 Iteration 19Q: 3 clusters Score -949626.7 nChanged 186 ComputeScore: Raw -953094.998381 + Penalty 3393.012805 = -949701.985576 Iteration 20F: 3 clusters Score -949702 nChanged 148 ComputeScore: Raw -953156.272213 + Penalty 3393.012805 = -949763.259408 Iteration 21Q: 3 clusters Score -949763.3 nChanged 124 ComputeScore: Raw -953211.541176 + Penalty 3393.012805 = -949818.528370 Iteration 22Q: 3 clusters Score -949818.5 nChanged 102 ComputeScore: Raw -953253.342922 + Penalty 3393.012805 = -949860.330117 Iteration 23Q: 3 clusters Score -949860.3 nChanged 90 ComputeScore: Raw -953287.349014 + Penalty 3393.012805 = -949894.336209 Iteration 24Q: 3 clusters Score -949894.3 nChanged 62 ComputeScore: Raw -953307.368244 + Penalty 3393.012805 = -949914.355439 Iteration 25Q: 3 clusters Score -949914.4 nChanged 40 ComputeScore: Raw -953320.039206 + Penalty 3393.012805 = -949927.026401 Iteration 26Q: 3 clusters Score -949927 nChanged 32 ComputeScore: Raw -953332.065162 + Penalty 3393.012805 = -949939.052356 Iteration 27Q: 3 clusters Score -949939.1 nChanged 29 ComputeScore: Raw -953343.305902 + Penalty 3393.012805 = -949950.293097 Iteration 28Q: 3 clusters Score -949950.3 nChanged 22 ComputeScore: Raw -953350.089556 + Penalty 3393.012805 = -949957.076751 Iteration 29Q: 3 clusters Score -949957.1 nChanged 20 ComputeScore: Raw -953354.789718 + Penalty 3393.012805 = -949961.776913 Iteration 30Q: 3 clusters Score -949961.8 nChanged 9 ComputeScore: Raw -953357.416645 + Penalty 3393.012805 = -949964.403840 Iteration 31Q: 3 clusters Score -949964.4 nChanged 15 ComputeScore: Raw -953361.824411 + Penalty 3393.012805 = -949968.811605 Iteration 32Q: 3 clusters Score -949968.8 nChanged 8 ComputeScore: Raw -953363.455987 + Penalty 3393.012805 = -949970.443181 Iteration 33Q: 3 clusters Score -949970.4 nChanged 9 ComputeScore: Raw -953366.030441 + Penalty 3393.012805 = -949973.017636 Iteration 34Q: 3 clusters Score -949973 nChanged 4 ComputeScore: Raw -953367.348870 + Penalty 3393.012805 = -949974.336065 Iteration 35Q: 3 clusters Score -949974.3 nChanged 10 ComputeScore: Raw -953370.549611 + Penalty 3393.012805 = -949977.536806 Iteration 36Q: 3 clusters Score -949977.5 nChanged 8 ComputeScore: Raw -953372.547372 + Penalty 3393.012805 = -949979.534567 Iteration 37Q: 3 clusters Score -949979.5 nChanged 3 ComputeScore: Raw -953373.502354 + Penalty 3393.012805 = -949980.489549 Iteration 38Q: 3 clusters Score -949980.5 nChanged 5 ComputeScore: Raw -953374.773618 + Penalty 3393.012805 = -949981.760812 Iteration 39Q: 3 clusters Score -949981.8 nChanged 3 ComputeScore: Raw -953375.416018 + Penalty 3393.012805 = -949982.403213 Iteration 40F: 3 clusters Score -949982.4 nChanged 4 ComputeScore: Raw -953376.727010 + Penalty 3393.012805 = -949983.714204 Iteration 41Q: 3 clusters Score -949983.7 nChanged 6 ComputeScore: Raw -953378.030693 + Penalty 3393.012805 = -949985.017888 Iteration 42Q: 3 clusters Score -949985 nChanged 3 ComputeScore: Raw -953379.048572 + Penalty 3393.012805 = -949986.035767 Iteration 43Q: 3 clusters Score -949986 nChanged 4 ComputeScore: Raw -953380.285386 + Penalty 3393.012805 = -949987.272581 Iteration 44Q: 3 clusters Score -949987.3 nChanged 5 ComputeScore: Raw -953381.247928 + Penalty 3393.012805 = -949988.235123 Iteration 45Q: 3 clusters Score -949988.2 nChanged 4 ComputeScore: Raw -953382.900488 + Penalty 3393.012805 = -949989.887683 Iteration 46Q: 3 clusters Score -949989.9 nChanged 4 ComputeScore: Raw -953383.897353 + Penalty 3393.012805 = -949990.884548 Iteration 47Q: 3 clusters Score -949990.9 nChanged 4 ComputeScore: Raw -953384.831885 + Penalty 3393.012805 = -949991.819079 Iteration 48Q: 3 clusters Score -949991.8 nChanged 4 ComputeScore: Raw -953385.652301 + Penalty 3393.012805 = -949992.639495 Iteration 49Q: 3 clusters Score -949992.6 nChanged 1 ComputeScore: Raw -953385.936685 + Penalty 3393.012805 = -949992.923880 Iteration 50Q: 3 clusters Score -949992.9 nChanged 4 ComputeScore: Raw -953386.969834 + Penalty 3393.012805 = -949993.957028 Iteration 51Q: 3 clusters Score -949994 nChanged 1 ComputeScore: Raw -953387.279705 + Penalty 3393.012805 = -949994.266900 Iteration 52Q: 3 clusters Score -949994.3 nChanged 4 ComputeScore: Raw -953388.446844 + Penalty 3393.012805 = -949995.434038 Iteration 53Q: 3 clusters Score -949995.4 nChanged 4 ComputeScore: Raw -953389.716054 + Penalty 3393.012805 = -949996.703249 Iteration 54Q: 3 clusters Score -949996.7 nChanged 3 ComputeScore: Raw -953390.889554 + Penalty 3393.012805 = -949997.876749 Iteration 55Q: 3 clusters Score -949997.9 nChanged 4 ComputeScore: Raw -953392.108276 + Penalty 3393.012805 = -949999.095471 Iteration 56Q: 3 clusters Score -949999.1 nChanged 2 ComputeScore: Raw -953392.655749 + Penalty 3393.012805 = -949999.642943 Iteration 57Q: 3 clusters Score -949999.6 nChanged 1 ComputeScore: Raw -953392.874822 + Penalty 3393.012805 = -949999.862016 Iteration 58Q: 3 clusters Score -949999.9 nChanged 0 ComputeScore: Raw -953392.874822 + Penalty 3393.012805 = -949999.862016 Iteration 59F: 3 clusters Score -949999.9 nChanged 0 4->2 Clusters: Score -951046.117005, best is -951046.117005 Main iterations: 81 (time per=111.975309ms) Total iterations: 228 (time per=39.780702ms) Iterations metric 2: 4190223168.000000 (time per=2.164563ns) Iterations metric 3: 100565356032.000000 (time per=90.190105ps) That took 9.070000 seconds.