FileBase 20160307--14--12.14.2016-12.41 ElecNo 4 UseFeatures 11111111111111111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 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.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.15 and 0.22 GB. - 8 bytes per element (scalar), 10008000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array Cov will use between 0.01 and 0.02 GB. - 8 bytes per element (scalar), 961000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array AllVector2Mean will use between 0.00 and 0.01 GB. - 8 bytes per element (scalar), 310248 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.00 and 0.00 GB. - 2 bytes per element (data_int), 310248 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 310248 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 310248 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=10008, nDims=31, MaxPossibleClusters=1000 Total memory usage will be between 0.17 and 0.26 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 10008 data points of dimension 31. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.237127 sec): 2 clusters Score: Raw -501701.406852 + Penalty 2431.740974 = -499269.665878 nChanged 79 Iteration 1Q (0.324364 sec): 2 clusters Score: Raw -502705.272537 + Penalty 2431.740974 = -500273.531563 nChanged 34 Iteration 2Q (0.396301 sec): 2 clusters Score: Raw -502781.172495 + Penalty 2431.740974 = -500349.431522 nChanged 6 Iteration 3Q (0.467548 sec): 2 clusters Score: Raw -502784.802227 + Penalty 2431.740974 = -500353.061253 nChanged 0 Iteration 4F (0.521733 sec): 2 clusters Score: Raw -502784.802227 + Penalty 2431.740974 = -500353.061253 nChanged 0 Compute initial score before splitting: Score: Raw -502784.802227 + Penalty 2431.740974 = -500353.061253 Trying to split cluster 1 (9889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.648816 sec): 2 clusters Score: Raw -503429.506046 + Penalty 2428.583073 = -501000.922973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.772087 sec): 3 clusters Score: Raw -498594.916673 + Penalty 4857.166146 = -493737.750527 nChanged 4212 SP:Iteration 1F (0.924318 sec): 3 clusters Score: Raw -504152.802294 + Penalty 4857.166146 = -499295.636148 nChanged 1395 SP:Iteration 2F (1.053112 sec): 3 clusters Score: Raw -506721.807460 + Penalty 4857.166146 = -501864.641314 nChanged 1106 SP:Iteration 3F (1.169203 sec): 3 clusters Score: Raw -509783.332566 + Penalty 4857.166146 = -504926.166420 nChanged 1025 SP:Iteration 4F (1.298237 sec): 3 clusters Score: Raw -511517.421382 + Penalty 4857.166146 = -506660.255236 nChanged 757 SP:Iteration 5F (1.438446 sec): 3 clusters Score: Raw -512877.827767 + Penalty 4857.166146 = -508020.661621 nChanged 804 SP:Iteration 6F (1.564084 sec): 3 clusters Score: Raw -514152.707990 + Penalty 4857.166146 = -509295.541844 nChanged 658 SP:Iteration 7F (1.693595 sec): 3 clusters Score: Raw -514949.022849 + Penalty 4857.166146 = -510091.856703 nChanged 440 SP:Iteration 8Q (1.826627 sec): 3 clusters Score: Raw -515458.081986 + Penalty 4857.166146 = -510600.915839 nChanged 392 SP:Iteration 9Q (1.955808 sec): 3 clusters Score: Raw -515836.380193 + Penalty 4857.166146 = -510979.214047 nChanged 308 SP:Iteration 10Q (2.092829 sec): 3 clusters Score: Raw -516104.314315 + Penalty 4857.166146 = -511247.148168 nChanged 266 SP:Iteration 11Q (2.210472 sec): 3 clusters Score: Raw -516326.280099 + Penalty 4857.166146 = -511469.113953 nChanged 231 SP:Iteration 12Q (2.336532 sec): 3 clusters Score: Raw -516490.676679 + Penalty 4857.166146 = -511633.510532 nChanged 212 SP:Iteration 13Q (2.497050 sec): 3 clusters Score: Raw -516613.823645 + Penalty 4857.166146 = -511756.657498 nChanged 155 SP:Iteration 14Q (2.612411 sec): 3 clusters Score: Raw -516691.890440 + Penalty 4857.166146 = -511834.724293 nChanged 138 SP:Iteration 15Q (2.723496 sec): 3 clusters Score: Raw -516753.432920 + Penalty 4857.166146 = -511896.266774 nChanged 102 SP:Iteration 16Q (2.851704 sec): 3 clusters Score: Raw -516792.522033 + Penalty 4857.166146 = -511935.355887 nChanged 94 SP:Iteration 17Q (3.008863 sec): 3 clusters Score: Raw -516826.514560 + Penalty 4857.166146 = -511969.348414 nChanged 67 SP:Iteration 18Q (3.130157 sec): 3 clusters Score: Raw -516844.028693 + Penalty 4857.166146 = -511986.862546 nChanged 37 SP:Iteration 19Q (3.238101 sec): 3 clusters Score: Raw -516851.741226 + Penalty 4857.166146 = -511994.575080 nChanged 27 SP:Iteration 20F (3.384423 sec): 3 clusters Score: Raw -516971.997869 + Penalty 4857.166146 = -512114.831723 nChanged 71 SP:Iteration 21Q (3.514467 sec): 3 clusters Score: Raw -517130.407944 + Penalty 4857.166146 = -512273.241797 nChanged 92 SP:Iteration 22Q (3.668514 sec): 3 clusters Score: Raw -517193.466774 + Penalty 4857.166146 = -512336.300628 nChanged 58 SP:Iteration 23Q (3.800176 sec): 3 clusters Score: Raw -517216.602544 + Penalty 4857.166146 = -512359.436398 nChanged 40 SP:Iteration 24Q (3.934727 sec): 3 clusters Score: Raw -517227.743104 + Penalty 4857.166146 = -512370.576957 nChanged 36 SP:Iteration 25Q (4.079685 sec): 3 clusters Score: Raw -517235.427779 + Penalty 4857.166146 = -512378.261632 nChanged 21 SP:Iteration 26Q (4.205875 sec): 3 clusters Score: Raw -517239.102473 + Penalty 4857.166146 = -512381.936327 nChanged 19 SP:Iteration 27Q (4.333114 sec): 3 clusters Score: Raw -517242.564028 + Penalty 4857.166146 = -512385.397882 nChanged 15 SP:Iteration 28Q (4.475553 sec): 3 clusters Score: Raw -517245.231078 + Penalty 4857.166146 = -512388.064932 nChanged 17 SP:Iteration 29Q (4.625293 sec): 3 clusters Score: Raw -517247.703792 + Penalty 4857.166146 = -512390.537646 nChanged 10 SP:Iteration 30Q (4.738773 sec): 3 clusters Score: Raw -517249.188689 + Penalty 4857.166146 = -512392.022543 nChanged 9 SP:Iteration 31Q (4.880754 sec): 3 clusters Score: Raw -517250.575858 + Penalty 4857.166146 = -512393.409712 nChanged 8 SP:Iteration 32Q (4.995247 sec): 3 clusters Score: Raw -517251.458768 + Penalty 4857.166146 = -512394.292622 nChanged 6 SP:Iteration 33Q (5.149522 sec): 3 clusters Score: Raw -517252.369553 + Penalty 4857.166146 = -512395.203407 nChanged 3 SP:Iteration 34Q (5.240053 sec): 3 clusters Score: Raw -517252.717122 + Penalty 4857.166146 = -512395.550976 nChanged 1 SP:Iteration 35Q (5.356016 sec): 3 clusters Score: Raw -517252.834747 + Penalty 4857.166146 = -512395.668601 nChanged 2 SP:Iteration 36Q (5.509004 sec): 3 clusters Score: Raw -517253.095420 + Penalty 4857.166146 = -512395.929274 nChanged 4 SP:Iteration 37Q (5.614374 sec): 3 clusters Score: Raw -517253.683619 + Penalty 4857.166146 = -512396.517473 nChanged 2 SP:Iteration 38Q (5.774934 sec): 3 clusters Score: Raw -517253.941214 + Penalty 4857.166146 = -512396.775067 nChanged 3 SP:Iteration 39Q (5.914600 sec): 3 clusters Score: Raw -517254.207827 + Penalty 4857.166146 = -512397.041680 nChanged 2 SP:Iteration 40F (6.048588 sec): 3 clusters Score: Raw -517261.117815 + Penalty 4857.166146 = -512403.951669 nChanged 6 SP:Iteration 41Q (6.198273 sec): 3 clusters Score: Raw -517275.127705 + Penalty 4857.166146 = -512417.961559 nChanged 7 SP:Iteration 42Q (6.325395 sec): 3 clusters Score: Raw -517283.526763 + Penalty 4857.166146 = -512426.360616 nChanged 10 SP:Iteration 43Q (6.453581 sec): 3 clusters Score: Raw -517296.898909 + Penalty 4857.166146 = -512439.732762 nChanged 18 SP:Iteration 44Q (6.630829 sec): 3 clusters Score: Raw -517301.579696 + Penalty 4857.166146 = -512444.413550 nChanged 12 SP:Iteration 45Q (6.757070 sec): 3 clusters Score: Raw -517305.303927 + Penalty 4857.166146 = -512448.137781 nChanged 9 SP:Iteration 46Q (6.913991 sec): 3 clusters Score: Raw -517308.734987 + Penalty 4857.166146 = -512451.568841 nChanged 16 SP:Iteration 47Q (7.054174 sec): 3 clusters Score: Raw -517312.900776 + Penalty 4857.166146 = -512455.734629 nChanged 6 SP:Iteration 48Q (7.158953 sec): 3 clusters Score: Raw -517314.445236 + Penalty 4857.166146 = -512457.279090 nChanged 1 SP:Iteration 49Q (7.315768 sec): 3 clusters Score: Raw -517314.581433 + Penalty 4857.166146 = -512457.415287 nChanged 1 SP:Iteration 50Q (7.471946 sec): 3 clusters Score: Raw -517314.759150 + Penalty 4857.166146 = -512457.593004 nChanged 2 SP:Iteration 51Q (7.585729 sec): 3 clusters Score: Raw -517315.155234 + Penalty 4857.166146 = -512457.989088 nChanged 0 SP:Iteration 52F (7.725563 sec): 3 clusters Score: Raw -517317.591501 + Penalty 4857.166146 = -512460.425355 nChanged 3 SP:Iteration 53Q (7.847630 sec): 3 clusters Score: Raw -517329.045865 + Penalty 4857.166146 = -512471.879719 nChanged 14 SP:Iteration 54Q (7.960118 sec): 3 clusters Score: Raw -517346.453409 + Penalty 4857.166146 = -512489.287263 nChanged 20 SP:Iteration 55Q (8.100365 sec): 3 clusters Score: Raw -517353.776671 + Penalty 4857.166146 = -512496.610525 nChanged 17 SP:Iteration 56Q (8.246624 sec): 3 clusters Score: Raw -517357.447246 + Penalty 4857.166146 = -512500.281100 nChanged 13 SP:Iteration 57Q (8.403823 sec): 3 clusters Score: Raw -517363.144458 + Penalty 4857.166146 = -512505.978312 nChanged 20 SP:Iteration 58Q (8.509521 sec): 3 clusters Score: Raw -517377.074732 + Penalty 4857.166146 = -512519.908585 nChanged 25 SP:Iteration 59Q (8.645010 sec): 3 clusters Score: Raw -517393.863218 + Penalty 4857.166146 = -512536.697072 nChanged 25 SP:Iteration 60F (8.802799 sec): 3 clusters Score: Raw -517409.622880 + Penalty 4857.166146 = -512552.456734 nChanged 25 SP:Iteration 61Q (8.947243 sec): 3 clusters Score: Raw -517430.962484 + Penalty 4857.166146 = -512573.796337 nChanged 25 SP:Iteration 62Q (9.070998 sec): 3 clusters Score: Raw -517455.952586 + Penalty 4857.166146 = -512598.786440 nChanged 30 SP:Iteration 63Q (9.178352 sec): 3 clusters Score: Raw -517524.373449 + Penalty 4857.166146 = -512667.207303 nChanged 58 SP:Iteration 64Q (9.320534 sec): 3 clusters Score: Raw -517856.600084 + Penalty 4857.166146 = -512999.433938 nChanged 92 SP:Iteration 65Q (9.464544 sec): 3 clusters Score: Raw -518531.061429 + Penalty 4857.166146 = -513673.895283 nChanged 124 SP:Iteration 66Q (9.595421 sec): 3 clusters Score: Raw -519709.517958 + Penalty 4857.166146 = -514852.351812 nChanged 156 SP:Iteration 67Q (9.728094 sec): 3 clusters Score: Raw -520772.856356 + Penalty 4857.166146 = -515915.690210 nChanged 134 SP:Iteration 68Q (9.835175 sec): 3 clusters Score: Raw -520909.674952 + Penalty 4857.166146 = -516052.508805 nChanged 68 SP:Iteration 69Q (9.957726 sec): 3 clusters Score: Raw -520980.537674 + Penalty 4857.166146 = -516123.371528 nChanged 56 SP:Iteration 70Q (10.076949 sec): 3 clusters Score: Raw -521027.569420 + Penalty 4857.166146 = -516170.403274 nChanged 43 SP:Iteration 71Q (10.228891 sec): 3 clusters Score: Raw -521118.018888 + Penalty 4857.166146 = -516260.852741 nChanged 38 SP:Iteration 72Q (10.344543 sec): 3 clusters Score: Raw -521161.612640 + Penalty 4857.166146 = -516304.446494 nChanged 35 SP:Iteration 73Q (10.470786 sec): 3 clusters Score: Raw -521220.412973 + Penalty 4857.166146 = -516363.246827 nChanged 31 SP:Iteration 74Q (10.604916 sec): 3 clusters Score: Raw -521315.343345 + Penalty 4857.166146 = -516458.177199 nChanged 33 SP:Iteration 75Q (10.744107 sec): 3 clusters Score: Raw -521485.441276 + Penalty 4857.166146 = -516628.275130 nChanged 46 SP:Iteration 76Q (10.859087 sec): 3 clusters Score: Raw -521759.823339 + Penalty 4857.166146 = -516902.657193 nChanged 45 SP:Iteration 77Q (11.001278 sec): 3 clusters Score: Raw -522514.502956 + Penalty 4857.166146 = -517657.336810 nChanged 68 SP:Iteration 78Q (11.169679 sec): 3 clusters Score: Raw -523274.659836 + Penalty 4857.166146 = -518417.493690 nChanged 85 SP:Iteration 79Q (11.284446 sec): 3 clusters Score: Raw -523404.266536 + Penalty 4857.166146 = -518547.100389 nChanged 49 SP:Iteration 80F (11.390820 sec): 3 clusters Score: Raw -523416.031622 + Penalty 4857.166146 = -518558.865476 nChanged 14 SP:Iteration 81Q (11.564242 sec): 3 clusters Score: Raw -523418.647866 + Penalty 4857.166146 = -518561.481720 nChanged 4 SP:Iteration 82Q (11.711262 sec): 3 clusters Score: Raw -523419.330868 + Penalty 4857.166146 = -518562.164722 nChanged 3 SP:Iteration 83Q (11.839970 sec): 3 clusters Score: Raw -523419.836781 + Penalty 4857.166146 = -518562.670635 nChanged 1 SP:Iteration 84Q (11.947181 sec): 3 clusters Score: Raw -523420.243714 + Penalty 4857.166146 = -518563.077568 nChanged 1 SP:Iteration 85Q (12.088141 sec): 3 clusters Score: Raw -523420.424207 + Penalty 4857.166146 = -518563.258061 nChanged 1 SP:Iteration 86Q (12.209659 sec): 3 clusters Score: Raw -523420.519190 + Penalty 4857.166146 = -518563.353043 nChanged 0 SP:Iteration 87F (12.367366 sec): 3 clusters Score: Raw -523420.519190 + Penalty 4857.166146 = -518563.353043 nChanged 0 Score: Raw -522775.815370 + Penalty 4863.481948 = -517912.333422 Splitting cluster 1 changes total score from -500353.061253 to -517912.333422 So it's getting split into cluster 2. Iteration 5F (12.611009 sec): 3 clusters Score: Raw -524135.822231 + Penalty 4863.481948 = -519272.340283 nChanged 87 Iteration 6Q (12.733944 sec): 3 clusters Score: Raw -524570.022407 + Penalty 4863.481948 = -519706.540460 nChanged 79 Iteration 7Q (12.880721 sec): 3 clusters Score: Raw -524631.857782 + Penalty 4863.481948 = -519768.375835 nChanged 61 Iteration 8Q (13.034079 sec): 3 clusters Score: Raw -524664.480706 + Penalty 4863.481948 = -519800.998758 nChanged 42 Iteration 9Q (13.143935 sec): 3 clusters Score: Raw -524678.304592 + Penalty 4863.481948 = -519814.822644 nChanged 23 Iteration 10Q (13.290338 sec): 3 clusters Score: Raw -524683.330892 + Penalty 4863.481948 = -519819.848945 nChanged 17 Iteration 11Q (13.421790 sec): 3 clusters Score: Raw -524686.662202 + Penalty 4863.481948 = -519823.180254 nChanged 6 Iteration 12Q (13.562091 sec): 3 clusters Score: Raw -524687.605062 + Penalty 4863.481948 = -519824.123115 nChanged 1 Iteration 13Q (13.677315 sec): 3 clusters Score: Raw -524687.809632 + Penalty 4863.481948 = -519824.327684 nChanged 1 Iteration 14Q (13.806623 sec): 3 clusters Score: Raw -524687.927293 + Penalty 4863.481948 = -519824.445345 nChanged 0 Iteration 15F (13.939839 sec): 3 clusters Score: Raw -524728.561564 + Penalty 4863.481948 = -519865.079616 nChanged 4 Iteration 16Q (14.069106 sec): 3 clusters Score: Raw -524738.217728 + Penalty 4863.481948 = -519874.735781 nChanged 6 Iteration 17Q (14.220360 sec): 3 clusters Score: Raw -524739.447771 + Penalty 4863.481948 = -519875.965823 nChanged 2 Iteration 18Q (14.353649 sec): 3 clusters Score: Raw -524739.745849 + Penalty 4863.481948 = -519876.263902 nChanged 3 Iteration 19Q (14.460764 sec): 3 clusters Score: Raw -524740.354799 + Penalty 4863.481948 = -519876.872852 nChanged 5 Writing temp clu file Because OldScore, -519876.263902, is greater than current (better) Score,-519876.872852 Compute initial score before splitting: Score: Raw -524740.354799 + Penalty 4863.481948 = -519876.872852 Trying to split cluster 1 (2511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.537286 sec): 2 clusters Score: Raw -104695.586697 + Penalty 2066.707199 = -102628.879498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.663135 sec): 3 clusters Score: Raw -103764.114922 + Penalty 4133.414398 = -99630.700524 nChanged 848 SP:Iteration 1F (14.777382 sec): 3 clusters Score: Raw -104827.515145 + Penalty 4133.414398 = -100694.100748 nChanged 346 SP:Iteration 2F (14.897084 sec): 3 clusters Score: Raw -106025.477542 + Penalty 4133.414398 = -101892.063145 nChanged 329 SP:Iteration 3F (14.994123 sec): 3 clusters Score: Raw -107243.948424 + Penalty 4133.414398 = -103110.534026 nChanged 229 SP:Iteration 4F (15.104192 sec): 3 clusters Score: Raw -107899.189846 + Penalty 4133.414398 = -103765.775448 nChanged 170 SP:Iteration 5F (15.205983 sec): 3 clusters Score: Raw -108288.741493 + Penalty 4133.414398 = -104155.327095 nChanged 117 SP:Iteration 6Q (15.347700 sec): 3 clusters Score: Raw -108467.679615 + Penalty 4133.414398 = -104334.265218 nChanged 74 SP:Iteration 7Q (15.436653 sec): 3 clusters Score: Raw -108553.151139 + Penalty 4133.414398 = -104419.736741 nChanged 57 SP:Iteration 8Q (15.556876 sec): 3 clusters Score: Raw -108628.159678 + Penalty 4133.414398 = -104494.745281 nChanged 42 SP:Iteration 9Q (15.684750 sec): 3 clusters Score: Raw -108720.843918 + Penalty 4133.414398 = -104587.429521 nChanged 50 SP:Iteration 10Q (15.765606 sec): 3 clusters Score: Raw -108865.038466 + Penalty 4133.414398 = -104731.624069 nChanged 36 SP:Iteration 11Q (15.877037 sec): 3 clusters Score: Raw -108936.382020 + Penalty 4133.414398 = -104802.967622 nChanged 17 SP:Iteration 12Q (15.987285 sec): 3 clusters Score: Raw -108950.109848 + Penalty 4133.414398 = -104816.695450 nChanged 7 SP:Iteration 13Q (16.079457 sec): 3 clusters Score: Raw -108955.926992 + Penalty 4133.414398 = -104822.512595 nChanged 1 SP:Iteration 14Q (16.187358 sec): 3 clusters Score: Raw -108956.494895 + Penalty 4133.414398 = -104823.080498 nChanged 0 SP:Iteration 15F (16.294639 sec): 3 clusters Score: Raw -108956.494895 + Penalty 4133.414398 = -104823.080498 nChanged 0 Score: Raw -529002.042758 + Penalty 7295.222921 = -521706.819837 Splitting cluster 1 changes total score from -519876.872852 to -521706.819837 So it's getting split into cluster 3. Trying to split cluster 2 (7483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.593517 sec): 2 clusters Score: Raw -425783.249981 + Penalty 2354.982712 = -423428.267269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.712363 sec): 3 clusters Score: Raw -422085.094257 + Penalty 4709.965424 = -417375.128833 nChanged 3058 SP:Iteration 1F (16.829228 sec): 3 clusters Score: Raw -424749.848888 + Penalty 4709.965424 = -420039.883464 nChanged 892 SP:Iteration 2F (16.955829 sec): 3 clusters Score: Raw -426283.415430 + Penalty 4709.965424 = -421573.450006 nChanged 856 SP:Iteration 3F (17.089578 sec): 3 clusters Score: Raw -427604.856154 + Penalty 4709.965424 = -422894.890730 nChanged 616 SP:Iteration 4F (17.199984 sec): 3 clusters Score: Raw -428307.635213 + Penalty 4709.965424 = -423597.669789 nChanged 399 SP:Iteration 5F (17.304488 sec): 3 clusters Score: Raw -428678.148791 + Penalty 4709.965424 = -423968.183367 nChanged 262 SP:Iteration 6Q (17.416960 sec): 3 clusters Score: Raw -428884.933189 + Penalty 4709.965424 = -424174.967765 nChanged 162 SP:Iteration 7Q (17.539490 sec): 3 clusters Score: Raw -428999.081586 + Penalty 4709.965424 = -424289.116162 nChanged 133 SP:Iteration 8Q (17.650347 sec): 3 clusters Score: Raw -429100.657889 + Penalty 4709.965424 = -424390.692466 nChanged 89 SP:Iteration 9Q (17.771199 sec): 3 clusters Score: Raw -429166.945275 + Penalty 4709.965424 = -424456.979852 nChanged 78 SP:Iteration 10Q (17.884982 sec): 3 clusters Score: Raw -429208.158331 + Penalty 4709.965424 = -424498.192907 nChanged 62 SP:Iteration 11Q (18.027275 sec): 3 clusters Score: Raw -429235.883961 + Penalty 4709.965424 = -424525.918537 nChanged 49 SP:Iteration 12Q (18.146946 sec): 3 clusters Score: Raw -429256.170122 + Penalty 4709.965424 = -424546.204698 nChanged 37 SP:Iteration 13Q (18.275335 sec): 3 clusters Score: Raw -429274.789356 + Penalty 4709.965424 = -424564.823932 nChanged 42 SP:Iteration 14Q (18.378599 sec): 3 clusters Score: Raw -429295.738045 + Penalty 4709.965424 = -424585.772621 nChanged 31 SP:Iteration 15Q (18.518569 sec): 3 clusters Score: Raw -429307.726243 + Penalty 4709.965424 = -424597.760820 nChanged 30 SP:Iteration 16Q (18.615705 sec): 3 clusters Score: Raw -429319.384072 + Penalty 4709.965424 = -424609.418648 nChanged 31 SP:Iteration 17Q (18.747574 sec): 3 clusters Score: Raw -429335.135833 + Penalty 4709.965424 = -424625.170409 nChanged 34 SP:Iteration 18Q (18.875166 sec): 3 clusters Score: Raw -429351.530671 + Penalty 4709.965424 = -424641.565247 nChanged 19 SP:Iteration 19Q (18.981851 sec): 3 clusters Score: Raw -429357.341674 + Penalty 4709.965424 = -424647.376250 nChanged 15 SP:Iteration 20F (19.124788 sec): 3 clusters Score: Raw -429361.912858 + Penalty 4709.965424 = -424651.947434 nChanged 18 SP:Iteration 21Q (19.240831 sec): 3 clusters Score: Raw -429369.100151 + Penalty 4709.965424 = -424659.134728 nChanged 22 SP:Iteration 22Q (19.355556 sec): 3 clusters Score: Raw -429376.735301 + Penalty 4709.965424 = -424666.769877 nChanged 15 SP:Iteration 23Q (19.474008 sec): 3 clusters Score: Raw -429380.904832 + Penalty 4709.965424 = -424670.939408 nChanged 11 SP:Iteration 24Q (19.606543 sec): 3 clusters Score: Raw -429383.081400 + Penalty 4709.965424 = -424673.115976 nChanged 9 SP:Iteration 25Q (19.746089 sec): 3 clusters Score: Raw -429386.955210 + Penalty 4709.965424 = -424676.989786 nChanged 8 SP:Iteration 26Q (19.850857 sec): 3 clusters Score: Raw -429389.638452 + Penalty 4709.965424 = -424679.673028 nChanged 6 SP:Iteration 27Q (19.969694 sec): 3 clusters Score: Raw -429391.019334 + Penalty 4709.965424 = -424681.053910 nChanged 5 SP:Iteration 28Q (20.079571 sec): 3 clusters Score: Raw -429391.889935 + Penalty 4709.965424 = -424681.924511 nChanged 2 SP:Iteration 29Q (20.205695 sec): 3 clusters Score: Raw -429392.449969 + Penalty 4709.965424 = -424682.484546 nChanged 2 SP:Iteration 30Q (20.308943 sec): 3 clusters Score: Raw -429392.946792 + Penalty 4709.965424 = -424682.981368 nChanged 4 SP:Iteration 31Q (20.447419 sec): 3 clusters Score: Raw -429394.300081 + Penalty 4709.965424 = -424684.334657 nChanged 4 SP:Iteration 32Q (20.589047 sec): 3 clusters Score: Raw -429394.772016 + Penalty 4709.965424 = -424684.806592 nChanged 0 SP:Iteration 33F (20.697975 sec): 3 clusters Score: Raw -429394.772016 + Penalty 4709.965424 = -424684.806592 nChanged 0 Score: Raw -532613.564793 + Penalty 9726.963895 = -522886.600898 Splitting cluster 2 changes total score from -519876.872852 to -522886.600898 So it's getting split into cluster 4. Iteration 20F (21.204258 sec): 5 clusters Score: Raw -533100.143613 + Penalty 9726.963895 = -523373.179718 nChanged 294 Iteration 21Q (21.454811 sec): 5 clusters Score: Raw -533379.713953 + Penalty 9726.963895 = -523652.750058 nChanged 114 Iteration 22Q (21.719879 sec): 5 clusters Score: Raw -533490.750465 + Penalty 9726.963895 = -523763.786570 nChanged 87 Iteration 23Q (21.951693 sec): 5 clusters Score: Raw -533589.544996 + Penalty 9726.963895 = -523862.581101 nChanged 91 Iteration 24Q (22.212954 sec): 5 clusters Score: Raw -533665.378786 + Penalty 9726.963895 = -523938.414891 nChanged 76 Iteration 25Q (22.480631 sec): 5 clusters Score: Raw -533728.875950 + Penalty 9726.963895 = -524001.912055 nChanged 58 Iteration 26Q (22.700771 sec): 5 clusters Score: Raw -533782.114935 + Penalty 9726.963895 = -524055.151040 nChanged 57 Iteration 27Q (22.932913 sec): 5 clusters Score: Raw -533817.166877 + Penalty 9726.963895 = -524090.202982 nChanged 45 Iteration 28Q (23.192998 sec): 5 clusters Score: Raw -533839.845435 + Penalty 9726.963895 = -524112.881540 nChanged 33 Iteration 29Q (23.386036 sec): 5 clusters Score: Raw -533856.828700 + Penalty 9726.963895 = -524129.864805 nChanged 29 Iteration 30Q (23.617177 sec): 5 clusters Score: Raw -533873.405026 + Penalty 9726.963895 = -524146.441131 nChanged 26 Iteration 31Q (23.886602 sec): 5 clusters Score: Raw -533894.443050 + Penalty 9726.963895 = -524167.479155 nChanged 22 Iteration 32Q (24.088404 sec): 5 clusters Score: Raw -533903.629223 + Penalty 9726.963895 = -524176.665328 nChanged 25 Iteration 33Q (24.363763 sec): 5 clusters Score: Raw -533916.857918 + Penalty 9726.963895 = -524189.894023 nChanged 35 Iteration 34Q (24.587092 sec): 5 clusters Score: Raw -533936.086646 + Penalty 9726.963895 = -524209.122751 nChanged 31 Iteration 35Q (24.846199 sec): 5 clusters Score: Raw -533954.523654 + Penalty 9726.963895 = -524227.559759 nChanged 28 Iteration 36Q (25.086938 sec): 5 clusters Score: Raw -533968.041557 + Penalty 9726.963895 = -524241.077662 nChanged 23 Iteration 37Q (25.309969 sec): 5 clusters Score: Raw -533998.022904 + Penalty 9726.963895 = -524271.059008 nChanged 23 Iteration 38Q (25.541245 sec): 5 clusters Score: Raw -534013.235790 + Penalty 9726.963895 = -524286.271895 nChanged 10 Iteration 39Q (25.776763 sec): 5 clusters Score: Raw -534018.008762 + Penalty 9726.963895 = -524291.044867 nChanged 13 Iteration 40F (26.008745 sec): 5 clusters Score: Raw -534046.205965 + Penalty 9726.963895 = -524319.242069 nChanged 20 Iteration 41Q (26.227314 sec): 5 clusters Score: Raw -534093.407321 + Penalty 9726.963895 = -524366.443426 nChanged 38 Iteration 42Q (26.467288 sec): 5 clusters Score: Raw -534175.204643 + Penalty 9726.963895 = -524448.240748 nChanged 52 Iteration 43Q (26.716816 sec): 5 clusters Score: Raw -534305.497889 + Penalty 9726.963895 = -524578.533994 nChanged 51 Iteration 44Q (26.928352 sec): 5 clusters Score: Raw -534397.600279 + Penalty 9726.963895 = -524670.636384 nChanged 43 Iteration 45Q (27.161858 sec): 5 clusters Score: Raw -534442.193345 + Penalty 9726.963895 = -524715.229450 nChanged 26 Iteration 46Q (27.404406 sec): 5 clusters Score: Raw -534460.782699 + Penalty 9726.963895 = -524733.818804 nChanged 22 Iteration 47Q (27.610523 sec): 5 clusters Score: Raw -534468.597268 + Penalty 9726.963895 = -524741.633373 nChanged 17 Iteration 48Q (27.841345 sec): 5 clusters Score: Raw -534473.112355 + Penalty 9726.963895 = -524746.148460 nChanged 13 Iteration 49Q (28.056746 sec): 5 clusters Score: Raw -534476.713534 + Penalty 9726.963895 = -524749.749638 nChanged 18 Iteration 50Q (28.299713 sec): 5 clusters Score: Raw -534481.963375 + Penalty 9726.963895 = -524754.999480 nChanged 14 Iteration 51Q (28.512601 sec): 5 clusters Score: Raw -534487.543356 + Penalty 9726.963895 = -524760.579461 nChanged 20 Iteration 52Q (28.727233 sec): 5 clusters Score: Raw -534493.490566 + Penalty 9726.963895 = -524766.526671 nChanged 12 Iteration 53Q (29.009350 sec): 5 clusters Score: Raw -534496.006091 + Penalty 9726.963895 = -524769.042196 nChanged 6 Iteration 54Q (29.230983 sec): 5 clusters Score: Raw -534497.820076 + Penalty 9726.963895 = -524770.856181 nChanged 9 Iteration 55Q (29.465934 sec): 5 clusters Score: Raw -534499.811123 + Penalty 9726.963895 = -524772.847228 nChanged 15 Iteration 56Q (29.701947 sec): 5 clusters Score: Raw -534504.321062 + Penalty 9726.963895 = -524777.357167 nChanged 10 Iteration 57Q (29.958211 sec): 5 clusters Score: Raw -534507.208102 + Penalty 9726.963895 = -524780.244207 nChanged 11 Iteration 58Q (30.197283 sec): 5 clusters Score: Raw -534511.298386 + Penalty 9726.963895 = -524784.334491 nChanged 8 Writing temp clu file Because OldScore, -524780.244207, is greater than current (better) Score,-524784.334491 Compute initial score before splitting: Score: Raw -534511.298386 + Penalty 9726.963895 = -524784.334491 Trying to split cluster 1 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.268549 sec): 2 clusters Score: Raw -59281.867756 + Penalty 1922.648951 = -57359.218805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.378357 sec): 3 clusters Score: Raw -58907.411625 + Penalty 3845.297903 = -55062.113722 nChanged 434 SP:Iteration 1F (30.472918 sec): 3 clusters Score: Raw -59342.499493 + Penalty 3845.297903 = -55497.201590 nChanged 155 SP:Iteration 2F (30.586272 sec): 3 clusters Score: Raw -59758.825273 + Penalty 3845.297903 = -55913.527370 nChanged 165 SP:Iteration 3F (30.699094 sec): 3 clusters Score: Raw -60255.140085 + Penalty 3845.297903 = -56409.842182 nChanged 152 SP:Iteration 4F (30.787691 sec): 3 clusters Score: Raw -60710.204285 + Penalty 3845.297903 = -56864.906382 nChanged 112 SP:Iteration 5F (30.905006 sec): 3 clusters Score: Raw -60965.244623 + Penalty 3845.297903 = -57119.946721 nChanged 60 SP:Iteration 6Q (30.959892 sec): 3 clusters Score: Raw -61104.063033 + Penalty 3845.297903 = -57258.765130 nChanged 35 SP:Iteration 7Q (31.061025 sec): 3 clusters Score: Raw -61167.030588 + Penalty 3845.297903 = -57321.732685 nChanged 20 SP:Iteration 8Q (31.168641 sec): 3 clusters Score: Raw -61192.564848 + Penalty 3845.297903 = -57347.266946 nChanged 12 SP:Iteration 9Q (31.264915 sec): 3 clusters Score: Raw -61206.643156 + Penalty 3845.297903 = -57361.345253 nChanged 6 SP:Iteration 10Q (31.362105 sec): 3 clusters Score: Raw -61212.943916 + Penalty 3845.297903 = -57367.646013 nChanged 3 SP:Iteration 11Q (31.492879 sec): 3 clusters Score: Raw -61215.331573 + Penalty 3845.297903 = -57370.033670 nChanged 0 SP:Iteration 12F (31.599131 sec): 3 clusters Score: Raw -61215.331573 + Penalty 3845.297903 = -57370.033670 nChanged 0 Score: Raw -536446.945717 + Penalty 12158.704869 = -524288.240848 Splitting cluster 1 changes total score from -524784.334491 to -524288.240848 So it's not getting split. Trying to split cluster 2 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.987488 sec): 2 clusters Score: Raw -137577.057503 + Penalty 2066.075620 = -135510.981883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.118608 sec): 3 clusters Score: Raw -136595.025403 + Penalty 4132.151239 = -132462.874164 nChanged 825 SP:Iteration 1F (32.216064 sec): 3 clusters Score: Raw -137347.720445 + Penalty 4132.151239 = -133215.569205 nChanged 275 SP:Iteration 2F (32.316672 sec): 3 clusters Score: Raw -137803.273394 + Penalty 4132.151239 = -133671.122155 nChanged 206 SP:Iteration 3F (32.422846 sec): 3 clusters Score: Raw -138123.360956 + Penalty 4132.151239 = -133991.209717 nChanged 146 SP:Iteration 4F (32.537160 sec): 3 clusters Score: Raw -138320.700980 + Penalty 4132.151239 = -134188.549741 nChanged 101 SP:Iteration 5Q (32.631997 sec): 3 clusters Score: Raw -138432.220962 + Penalty 4132.151239 = -134300.069723 nChanged 77 SP:Iteration 6Q (32.741121 sec): 3 clusters Score: Raw -138515.473817 + Penalty 4132.151239 = -134383.322578 nChanged 75 SP:Iteration 7Q (32.840606 sec): 3 clusters Score: Raw -138578.903119 + Penalty 4132.151239 = -134446.751880 nChanged 41 SP:Iteration 8Q (32.934365 sec): 3 clusters Score: Raw -138606.558589 + Penalty 4132.151239 = -134474.407350 nChanged 26 SP:Iteration 9Q (33.050854 sec): 3 clusters Score: Raw -138625.886314 + Penalty 4132.151239 = -134493.735075 nChanged 28 SP:Iteration 10Q (33.139799 sec): 3 clusters Score: Raw -138645.173810 + Penalty 4132.151239 = -134513.022571 nChanged 21 SP:Iteration 11Q (33.244973 sec): 3 clusters Score: Raw -138659.579275 + Penalty 4132.151239 = -134527.428036 nChanged 10 SP:Iteration 12Q (33.361177 sec): 3 clusters Score: Raw -138666.824991 + Penalty 4132.151239 = -134534.673752 nChanged 4 SP:Iteration 13Q (33.453330 sec): 3 clusters Score: Raw -138669.852238 + Penalty 4132.151239 = -134537.700999 nChanged 4 SP:Iteration 14Q (33.572397 sec): 3 clusters Score: Raw -138671.365069 + Penalty 4132.151239 = -134539.213829 nChanged 7 SP:Iteration 15Q (33.693967 sec): 3 clusters Score: Raw -138677.743404 + Penalty 4132.151239 = -134545.592165 nChanged 6 SP:Iteration 16Q (33.786184 sec): 3 clusters Score: Raw -138681.630896 + Penalty 4132.151239 = -134549.479657 nChanged 4 SP:Iteration 17Q (33.898650 sec): 3 clusters Score: Raw -138684.744430 + Penalty 4132.151239 = -134552.593191 nChanged 1 SP:Iteration 18Q (34.005028 sec): 3 clusters Score: Raw -138684.932086 + Penalty 4132.151239 = -134552.780846 nChanged 0 SP:Iteration 19F (34.137005 sec): 3 clusters Score: Raw -138684.932086 + Penalty 4132.151239 = -134552.780846 nChanged 0 Trying to split cluster 3 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.181042 sec): 2 clusters Score: Raw -29174.548140 + Penalty 1680.748198 = -27493.799941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.266701 sec): 3 clusters Score: Raw -29262.766360 + Penalty 3361.496396 = -25901.269964 nChanged 116 SP:Iteration 1F (34.370888 sec): 3 clusters Score: Raw -29436.756636 + Penalty 3361.496396 = -26075.260240 nChanged 31 SP:Iteration 2F (34.451119 sec): 3 clusters Score: Raw -29491.314347 + Penalty 3361.496396 = -26129.817951 nChanged 11 SP:Iteration 3Q (34.549339 sec): 3 clusters Score: Raw -29509.300008 + Penalty 3361.496396 = -26147.803612 nChanged 7 SP:Iteration 4Q (34.651941 sec): 3 clusters Score: Raw -29524.126908 + Penalty 3361.496396 = -26162.630512 nChanged 5 SP:Iteration 5Q (34.767827 sec): 3 clusters Score: Raw -29530.616377 + Penalty 3361.496396 = -26169.119980 nChanged 2 SP:Iteration 6Q (34.843633 sec): 3 clusters Score: Raw -29532.817497 + Penalty 3361.496396 = -26171.321101 nChanged 3 SP:Iteration 7Q (34.939806 sec): 3 clusters Score: Raw -29539.367173 + Penalty 3361.496396 = -26177.870777 nChanged 1 SP:Iteration 8Q (35.062595 sec): 3 clusters Score: Raw -29544.972309 + Penalty 3361.496396 = -26183.475912 nChanged 2 SP:Iteration 9Q (35.153846 sec): 3 clusters Score: Raw -29547.229425 + Penalty 3361.496396 = -26185.733029 nChanged 2 SP:Iteration 10Q (35.248436 sec): 3 clusters Score: Raw -29551.751132 + Penalty 3361.496396 = -26190.254735 nChanged 2 SP:Iteration 11Q (35.350695 sec): 3 clusters Score: Raw -29554.550408 + Penalty 3361.496396 = -26193.054011 nChanged 0 SP:Iteration 12F (35.452744 sec): 3 clusters Score: Raw -29554.550408 + Penalty 3361.496396 = -26193.054011 nChanged 0 Trying to split cluster 4 (5460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.541102 sec): 2 clusters Score: Raw -319760.066339 + Penalty 2271.773874 = -317488.292465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.668632 sec): 3 clusters Score: Raw -317208.952501 + Penalty 4543.547748 = -312665.404753 nChanged 2106 SP:Iteration 1F (35.786537 sec): 3 clusters Score: Raw -318598.683404 + Penalty 4543.547748 = -314055.135656 nChanged 546 SP:Iteration 2F (35.883337 sec): 3 clusters Score: Raw -319248.926410 + Penalty 4543.547748 = -314705.378662 nChanged 509 SP:Iteration 3F (35.992309 sec): 3 clusters Score: Raw -319992.603764 + Penalty 4543.547748 = -315449.056016 nChanged 480 SP:Iteration 4F (36.127221 sec): 3 clusters Score: Raw -320678.644777 + Penalty 4543.547748 = -316135.097029 nChanged 392 SP:Iteration 5F (36.217670 sec): 3 clusters Score: Raw -321159.660953 + Penalty 4543.547748 = -316616.113205 nChanged 313 SP:Iteration 6F (36.349212 sec): 3 clusters Score: Raw -321474.219019 + Penalty 4543.547748 = -316930.671271 nChanged 193 SP:Iteration 7Q (36.478351 sec): 3 clusters Score: Raw -321626.988700 + Penalty 4543.547748 = -317083.440952 nChanged 129 SP:Iteration 8Q (36.565216 sec): 3 clusters Score: Raw -321716.123000 + Penalty 4543.547748 = -317172.575252 nChanged 89 SP:Iteration 9Q (36.696466 sec): 3 clusters Score: Raw -321764.904531 + Penalty 4543.547748 = -317221.356783 nChanged 61 SP:Iteration 10Q (36.793648 sec): 3 clusters Score: Raw -321795.411804 + Penalty 4543.547748 = -317251.864056 nChanged 45 SP:Iteration 11Q (36.905808 sec): 3 clusters Score: Raw -321813.795991 + Penalty 4543.547748 = -317270.248243 nChanged 32 SP:Iteration 12Q (37.042843 sec): 3 clusters Score: Raw -321828.820478 + Penalty 4543.547748 = -317285.272730 nChanged 29 SP:Iteration 13Q (37.153314 sec): 3 clusters Score: Raw -321843.967498 + Penalty 4543.547748 = -317300.419749 nChanged 29 SP:Iteration 14Q (37.272965 sec): 3 clusters Score: Raw -321856.331067 + Penalty 4543.547748 = -317312.783318 nChanged 23 SP:Iteration 15Q (37.392250 sec): 3 clusters Score: Raw -321864.678872 + Penalty 4543.547748 = -317321.131124 nChanged 20 SP:Iteration 16Q (37.515774 sec): 3 clusters Score: Raw -321870.679996 + Penalty 4543.547748 = -317327.132248 nChanged 13 SP:Iteration 17Q (37.627465 sec): 3 clusters Score: Raw -321875.206541 + Penalty 4543.547748 = -317331.658792 nChanged 11 SP:Iteration 18Q (37.741384 sec): 3 clusters Score: Raw -321877.929811 + Penalty 4543.547748 = -317334.382063 nChanged 9 SP:Iteration 19Q (37.871394 sec): 3 clusters Score: Raw -321881.658658 + Penalty 4543.547748 = -317338.110910 nChanged 12 SP:Iteration 20F (37.980914 sec): 3 clusters Score: Raw -321885.779046 + Penalty 4543.547748 = -317342.231298 nChanged 9 SP:Iteration 21Q (38.098239 sec): 3 clusters Score: Raw -321888.145192 + Penalty 4543.547748 = -317344.597443 nChanged 2 SP:Iteration 22Q (38.220490 sec): 3 clusters Score: Raw -321888.406270 + Penalty 4543.547748 = -317344.858522 nChanged 0 SP:Iteration 23F (38.333331 sec): 3 clusters Score: Raw -321888.406270 + Penalty 4543.547748 = -317344.858522 nChanged 0 Iteration 59Q (38.575616 sec): 5 clusters Score: Raw -534514.143730 + Penalty 9726.963895 = -524787.179834 nChanged 11 Iteration 60F (38.827210 sec): 5 clusters Score: Raw -534518.302944 + Penalty 9726.963895 = -524791.339049 nChanged 9 Iteration 61Q (39.053110 sec): 5 clusters Score: Raw -534521.632466 + Penalty 9726.963895 = -524794.668571 nChanged 8 Iteration 62Q (39.289004 sec): 5 clusters Score: Raw -534524.269188 + Penalty 9726.963895 = -524797.305293 nChanged 8 Iteration 63Q (39.518679 sec): 5 clusters Score: Raw -534527.945016 + Penalty 9726.963895 = -524800.981121 nChanged 11 Iteration 64Q (39.754424 sec): 5 clusters Score: Raw -534533.509801 + Penalty 9726.963895 = -524806.545906 nChanged 9 Iteration 65Q (39.979095 sec): 5 clusters Score: Raw -534537.241108 + Penalty 9726.963895 = -524810.277212 nChanged 14 Iteration 66Q (40.214005 sec): 5 clusters Score: Raw -534542.641878 + Penalty 9726.963895 = -524815.677982 nChanged 10 Iteration 67Q (40.451417 sec): 5 clusters Score: Raw -534548.794220 + Penalty 9726.963895 = -524821.830325 nChanged 16 Iteration 68Q (40.701310 sec): 5 clusters Score: Raw -534555.866333 + Penalty 9726.963895 = -524828.902438 nChanged 10 Iteration 69Q (40.942900 sec): 5 clusters Score: Raw -534559.831493 + Penalty 9726.963895 = -524832.867598 nChanged 7 Iteration 70Q (41.173624 sec): 5 clusters Score: Raw -534563.163642 + Penalty 9726.963895 = -524836.199746 nChanged 8 Iteration 71Q (41.395270 sec): 5 clusters Score: Raw -534567.066325 + Penalty 9726.963895 = -524840.102430 nChanged 14 Iteration 72Q (41.620424 sec): 5 clusters Score: Raw -534572.920312 + Penalty 9726.963895 = -524845.956417 nChanged 8 Iteration 73Q (41.868771 sec): 5 clusters Score: Raw -534577.291844 + Penalty 9726.963895 = -524850.327949 nChanged 10 Iteration 74Q (42.094028 sec): 5 clusters Score: Raw -534581.030029 + Penalty 9726.963895 = -524854.066134 nChanged 4 Iteration 75Q (42.359888 sec): 5 clusters Score: Raw -534582.332519 + Penalty 9726.963895 = -524855.368623 nChanged 3 Iteration 76Q (42.620523 sec): 5 clusters Score: Raw -534583.537354 + Penalty 9726.963895 = -524856.573459 nChanged 6 Iteration 77Q (42.844562 sec): 5 clusters Score: Raw -534586.759631 + Penalty 9726.963895 = -524859.795736 nChanged 9 Iteration 78Q (43.093013 sec): 5 clusters Score: Raw -534590.629355 + Penalty 9726.963895 = -524863.665460 nChanged 12 Iteration 79Q (43.328554 sec): 5 clusters Score: Raw -534597.314229 + Penalty 9726.963895 = -524870.350334 nChanged 12 Iteration 80F (43.568984 sec): 5 clusters Score: Raw -534605.600749 + Penalty 9726.963895 = -524878.636854 nChanged 15 Iteration 81Q (43.802550 sec): 5 clusters Score: Raw -534617.584248 + Penalty 9726.963895 = -524890.620353 nChanged 14 Iteration 82Q (44.035402 sec): 5 clusters Score: Raw -534631.566636 + Penalty 9726.963895 = -524904.602741 nChanged 16 Iteration 83Q (44.276234 sec): 5 clusters Score: Raw -534637.697811 + Penalty 9726.963895 = -524910.733916 nChanged 16 Iteration 84Q (44.498381 sec): 5 clusters Score: Raw -534644.154569 + Penalty 9726.963895 = -524917.190674 nChanged 11 Iteration 85Q (44.756192 sec): 5 clusters Score: Raw -534647.941880 + Penalty 9726.963895 = -524920.977985 nChanged 8 Iteration 86Q (44.987054 sec): 5 clusters Score: Raw -534650.005492 + Penalty 9726.963895 = -524923.041596 nChanged 6 Iteration 87Q (45.218334 sec): 5 clusters Score: Raw -534651.472625 + Penalty 9726.963895 = -524924.508730 nChanged 5 Iteration 88Q (45.459020 sec): 5 clusters Score: Raw -534652.819573 + Penalty 9726.963895 = -524925.855677 nChanged 5 Iteration 89Q (45.696868 sec): 5 clusters Score: Raw -534654.309958 + Penalty 9726.963895 = -524927.346063 nChanged 5 Iteration 90Q (45.946359 sec): 5 clusters Score: Raw -534655.595677 + Penalty 9726.963895 = -524928.631782 nChanged 2 Iteration 91Q (46.200988 sec): 5 clusters Score: Raw -534655.989779 + Penalty 9726.963895 = -524929.025884 nChanged 2 Iteration 92Q (46.452348 sec): 5 clusters Score: Raw -534656.565287 + Penalty 9726.963895 = -524929.601392 nChanged 0 Iteration 93F (46.714773 sec): 5 clusters Score: Raw -534656.565287 + Penalty 9726.963895 = -524929.601392 nChanged 0 Compute initial score before splitting: Score: Raw -534656.565287 + Penalty 9726.963895 = -524929.601392 Trying to split cluster 1 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.807367 sec): 2 clusters Score: Raw -61469.641097 + Penalty 1930.514123 = -59539.126974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.925746 sec): 3 clusters Score: Raw -61107.713234 + Penalty 3861.028247 = -57246.684987 nChanged 466 SP:Iteration 1F (47.016865 sec): 3 clusters Score: Raw -61660.658005 + Penalty 3861.028247 = -57799.629758 nChanged 130 SP:Iteration 2F (47.157925 sec): 3 clusters Score: Raw -61905.990571 + Penalty 3861.028247 = -58044.962324 nChanged 89 SP:Iteration 3F (47.272079 sec): 3 clusters Score: Raw -62069.975419 + Penalty 3861.028247 = -58208.947172 nChanged 77 SP:Iteration 4F (47.357151 sec): 3 clusters Score: Raw -62216.517169 + Penalty 3861.028247 = -58355.488922 nChanged 71 SP:Iteration 5Q (47.457939 sec): 3 clusters Score: Raw -62438.888255 + Penalty 3861.028247 = -58577.860008 nChanged 79 SP:Iteration 6F (47.572591 sec): 3 clusters Score: Raw -62706.027842 + Penalty 3861.028247 = -58844.999595 nChanged 69 SP:Iteration 7Q (47.667626 sec): 3 clusters Score: Raw -62880.524505 + Penalty 3861.028247 = -59019.496258 nChanged 65 SP:Iteration 8Q (47.784921 sec): 3 clusters Score: Raw -62969.084615 + Penalty 3861.028247 = -59108.056368 nChanged 38 SP:Iteration 9Q (47.882868 sec): 3 clusters Score: Raw -63008.501653 + Penalty 3861.028247 = -59147.473406 nChanged 16 SP:Iteration 10Q (47.986011 sec): 3 clusters Score: Raw -63025.840182 + Penalty 3861.028247 = -59164.811935 nChanged 18 SP:Iteration 11Q (48.068800 sec): 3 clusters Score: Raw -63051.517412 + Penalty 3861.028247 = -59190.489165 nChanged 17 SP:Iteration 12Q (48.184797 sec): 3 clusters Score: Raw -63074.133450 + Penalty 3861.028247 = -59213.105203 nChanged 14 SP:Iteration 13Q (48.271489 sec): 3 clusters Score: Raw -63091.032942 + Penalty 3861.028247 = -59230.004695 nChanged 11 SP:Iteration 14Q (48.385786 sec): 3 clusters Score: Raw -63108.297970 + Penalty 3861.028247 = -59247.269723 nChanged 12 SP:Iteration 15Q (48.479875 sec): 3 clusters Score: Raw -63122.130212 + Penalty 3861.028247 = -59261.101965 nChanged 12 SP:Iteration 16Q (48.586171 sec): 3 clusters Score: Raw -63133.580683 + Penalty 3861.028247 = -59272.552436 nChanged 7 SP:Iteration 17Q (48.712937 sec): 3 clusters Score: Raw -63141.134324 + Penalty 3861.028247 = -59280.106077 nChanged 6 SP:Iteration 18Q (48.791928 sec): 3 clusters Score: Raw -63145.517463 + Penalty 3861.028247 = -59284.489216 nChanged 6 SP:Iteration 19Q (48.908661 sec): 3 clusters Score: Raw -63153.932560 + Penalty 3861.028247 = -59292.904313 nChanged 8 SP:Iteration 20F (48.996118 sec): 3 clusters Score: Raw -63161.107787 + Penalty 3861.028247 = -59300.079540 nChanged 6 SP:Iteration 21Q (49.090081 sec): 3 clusters Score: Raw -63168.494971 + Penalty 3861.028247 = -59307.466724 nChanged 8 SP:Iteration 22Q (49.179922 sec): 3 clusters Score: Raw -63175.653858 + Penalty 3861.028247 = -59314.625611 nChanged 6 SP:Iteration 23Q (49.278155 sec): 3 clusters Score: Raw -63179.070774 + Penalty 3861.028247 = -59318.042527 nChanged 2 SP:Iteration 24Q (49.382113 sec): 3 clusters Score: Raw -63182.031081 + Penalty 3861.028247 = -59321.002834 nChanged 4 SP:Iteration 25Q (49.473153 sec): 3 clusters Score: Raw -63184.715612 + Penalty 3861.028247 = -59323.687365 nChanged 4 SP:Iteration 26Q (49.568683 sec): 3 clusters Score: Raw -63187.651484 + Penalty 3861.028247 = -59326.623237 nChanged 5 SP:Iteration 27Q (49.656720 sec): 3 clusters Score: Raw -63192.142914 + Penalty 3861.028247 = -59331.114667 nChanged 7 SP:Iteration 28Q (49.771871 sec): 3 clusters Score: Raw -63198.196800 + Penalty 3861.028247 = -59337.168553 nChanged 3 SP:Iteration 29Q (49.889687 sec): 3 clusters Score: Raw -63202.016378 + Penalty 3861.028247 = -59340.988131 nChanged 3 SP:Iteration 30Q (49.978203 sec): 3 clusters Score: Raw -63205.962814 + Penalty 3861.028247 = -59344.934567 nChanged 2 SP:Iteration 31Q (50.070414 sec): 3 clusters Score: Raw -63207.452715 + Penalty 3861.028247 = -59346.424468 nChanged 1 SP:Iteration 32Q (50.176237 sec): 3 clusters Score: Raw -63208.184750 + Penalty 3861.028247 = -59347.156503 nChanged 2 SP:Iteration 33Q (50.276771 sec): 3 clusters Score: Raw -63209.082693 + Penalty 3861.028247 = -59348.054446 nChanged 1 SP:Iteration 34Q (50.396919 sec): 3 clusters Score: Raw -63209.821622 + Penalty 3861.028247 = -59348.793375 nChanged 0 SP:Iteration 35F (50.494763 sec): 3 clusters Score: Raw -63209.821622 + Penalty 3861.028247 = -59348.793375 nChanged 0 Trying to split cluster 2 (2254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.529917 sec): 2 clusters Score: Raw -124883.263743 + Penalty 2038.201887 = -122845.061855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.660763 sec): 3 clusters Score: Raw -124043.932163 + Penalty 4076.403775 = -119967.528388 nChanged 686 SP:Iteration 1F (50.749829 sec): 3 clusters Score: Raw -124613.849179 + Penalty 4076.403775 = -120537.445405 nChanged 198 SP:Iteration 2F (50.863496 sec): 3 clusters Score: Raw -124814.850992 + Penalty 4076.403775 = -120738.447217 nChanged 134 SP:Iteration 3F (50.981694 sec): 3 clusters Score: Raw -124948.745418 + Penalty 4076.403775 = -120872.341643 nChanged 104 SP:Iteration 4Q (51.102987 sec): 3 clusters Score: Raw -125058.987783 + Penalty 4076.403775 = -120982.584008 nChanged 102 SP:Iteration 5Q (51.213143 sec): 3 clusters Score: Raw -125175.421195 + Penalty 4076.403775 = -121099.017420 nChanged 89 SP:Iteration 6Q (51.297113 sec): 3 clusters Score: Raw -125291.978077 + Penalty 4076.403775 = -121215.574302 nChanged 85 SP:Iteration 7Q (51.405568 sec): 3 clusters Score: Raw -125413.090084 + Penalty 4076.403775 = -121336.686309 nChanged 83 SP:Iteration 8Q (51.503845 sec): 3 clusters Score: Raw -125538.652076 + Penalty 4076.403775 = -121462.248301 nChanged 79 SP:Iteration 9Q (51.592702 sec): 3 clusters Score: Raw -125657.286413 + Penalty 4076.403775 = -121580.882639 nChanged 72 SP:Iteration 10Q (51.715945 sec): 3 clusters Score: Raw -125761.693896 + Penalty 4076.403775 = -121685.290121 nChanged 62 SP:Iteration 11Q (51.806469 sec): 3 clusters Score: Raw -125837.731311 + Penalty 4076.403775 = -121761.327536 nChanged 58 SP:Iteration 12Q (51.923255 sec): 3 clusters Score: Raw -125921.999476 + Penalty 4076.403775 = -121845.595701 nChanged 42 SP:Iteration 13Q (52.020849 sec): 3 clusters Score: Raw -125978.001570 + Penalty 4076.403775 = -121901.597795 nChanged 37 SP:Iteration 14Q (52.123715 sec): 3 clusters Score: Raw -126018.164757 + Penalty 4076.403775 = -121941.760983 nChanged 32 SP:Iteration 15Q (52.227846 sec): 3 clusters Score: Raw -126056.292076 + Penalty 4076.403775 = -121979.888301 nChanged 29 SP:Iteration 16Q (52.333705 sec): 3 clusters Score: Raw -126087.577466 + Penalty 4076.403775 = -122011.173692 nChanged 19 SP:Iteration 17Q (52.459503 sec): 3 clusters Score: Raw -126108.379819 + Penalty 4076.403775 = -122031.976044 nChanged 11 SP:Iteration 18Q (52.549192 sec): 3 clusters Score: Raw -126117.399024 + Penalty 4076.403775 = -122040.995249 nChanged 6 SP:Iteration 19Q (52.659916 sec): 3 clusters Score: Raw -126120.533144 + Penalty 4076.403775 = -122044.129369 nChanged 3 SP:Iteration 20F (52.792052 sec): 3 clusters Score: Raw -126122.361253 + Penalty 4076.403775 = -122045.957478 nChanged 4 SP:Iteration 21Q (52.886487 sec): 3 clusters Score: Raw -126125.226920 + Penalty 4076.403775 = -122048.823145 nChanged 4 SP:Iteration 22Q (52.992662 sec): 3 clusters Score: Raw -126128.347935 + Penalty 4076.403775 = -122051.944161 nChanged 6 SP:Iteration 23Q (53.108642 sec): 3 clusters Score: Raw -126132.522685 + Penalty 4076.403775 = -122056.118910 nChanged 4 SP:Iteration 24Q (53.194634 sec): 3 clusters Score: Raw -126135.518986 + Penalty 4076.403775 = -122059.115212 nChanged 5 SP:Iteration 25Q (53.319168 sec): 3 clusters Score: Raw -126138.684094 + Penalty 4076.403775 = -122062.280319 nChanged 2 SP:Iteration 26Q (53.424226 sec): 3 clusters Score: Raw -126141.631095 + Penalty 4076.403775 = -122065.227320 nChanged 3 SP:Iteration 27Q (53.536876 sec): 3 clusters Score: Raw -126143.294064 + Penalty 4076.403775 = -122066.890289 nChanged 5 SP:Iteration 28Q (53.616464 sec): 3 clusters Score: Raw -126146.346892 + Penalty 4076.403775 = -122069.943117 nChanged 1 SP:Iteration 29Q (53.760227 sec): 3 clusters Score: Raw -126146.757144 + Penalty 4076.403775 = -122070.353370 nChanged 0 SP:Iteration 30F (53.871864 sec): 3 clusters Score: Raw -126146.757144 + Penalty 4076.403775 = -122070.353370 nChanged 0 Trying to split cluster 3 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.898683 sec): 2 clusters Score: Raw -29103.682661 + Penalty 1680.294200 = -27423.388461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.005532 sec): 3 clusters Score: Raw -29137.005710 + Penalty 3360.588400 = -25776.417310 nChanged 111 SP:Iteration 1F (54.108780 sec): 3 clusters Score: Raw -29344.006857 + Penalty 3360.588400 = -25983.418457 nChanged 29 SP:Iteration 2Q (54.229230 sec): 3 clusters Score: Raw -29393.375076 + Penalty 3360.588400 = -26032.786676 nChanged 20 SP:Iteration 3Q (54.341881 sec): 3 clusters Score: Raw -29453.593164 + Penalty 3360.588400 = -26093.004764 nChanged 12 SP:Iteration 4Q (54.439733 sec): 3 clusters Score: Raw -29493.419615 + Penalty 3360.588400 = -26132.831216 nChanged 16 SP:Iteration 5Q (54.531044 sec): 3 clusters Score: Raw -29537.975807 + Penalty 3360.588400 = -26177.387408 nChanged 10 SP:Iteration 6Q (54.635207 sec): 3 clusters Score: Raw -29556.354209 + Penalty 3360.588400 = -26195.765809 nChanged 8 SP:Iteration 7Q (54.748308 sec): 3 clusters Score: Raw -29570.649134 + Penalty 3360.588400 = -26210.060734 nChanged 9 SP:Iteration 8Q (54.864993 sec): 3 clusters Score: Raw -29586.466892 + Penalty 3360.588400 = -26225.878492 nChanged 6 SP:Iteration 9Q (54.947640 sec): 3 clusters Score: Raw -29599.020526 + Penalty 3360.588400 = -26238.432126 nChanged 7 SP:Iteration 10Q (55.040290 sec): 3 clusters Score: Raw -29608.270653 + Penalty 3360.588400 = -26247.682254 nChanged 2 SP:Iteration 11Q (55.160572 sec): 3 clusters Score: Raw -29611.625083 + Penalty 3360.588400 = -26251.036684 nChanged 1 SP:Iteration 12Q (55.263056 sec): 3 clusters Score: Raw -29612.849230 + Penalty 3360.588400 = -26252.260830 nChanged 0 SP:Iteration 13F (55.343566 sec): 3 clusters Score: Raw -29612.849230 + Penalty 3360.588400 = -26252.260830 nChanged 0 Trying to split cluster 4 (5666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.417426 sec): 2 clusters Score: Raw -330336.208177 + Penalty 2281.551012 = -328054.657165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.559661 sec): 3 clusters Score: Raw -327624.666781 + Penalty 4563.102023 = -323061.564758 nChanged 2181 SP:Iteration 1F (55.654652 sec): 3 clusters Score: Raw -329133.534972 + Penalty 4563.102023 = -324570.432949 nChanged 539 SP:Iteration 2F (55.786986 sec): 3 clusters Score: Raw -329647.547812 + Penalty 4563.102023 = -325084.445789 nChanged 419 SP:Iteration 3F (55.891330 sec): 3 clusters Score: Raw -330052.238228 + Penalty 4563.102023 = -325489.136205 nChanged 379 SP:Iteration 4F (56.014417 sec): 3 clusters Score: Raw -330418.811716 + Penalty 4563.102023 = -325855.709693 nChanged 304 SP:Iteration 5F (56.137607 sec): 3 clusters Score: Raw -330683.993091 + Penalty 4563.102023 = -326120.891067 nChanged 252 SP:Iteration 6Q (56.242507 sec): 3 clusters Score: Raw -330903.548182 + Penalty 4563.102023 = -326340.446159 nChanged 212 SP:Iteration 7Q (56.356878 sec): 3 clusters Score: Raw -331085.294412 + Penalty 4563.102023 = -326522.192389 nChanged 186 SP:Iteration 8Q (56.486637 sec): 3 clusters Score: Raw -331217.008719 + Penalty 4563.102023 = -326653.906695 nChanged 136 SP:Iteration 9Q (56.616274 sec): 3 clusters Score: Raw -331325.415354 + Penalty 4563.102023 = -326762.313331 nChanged 119 SP:Iteration 10Q (56.698407 sec): 3 clusters Score: Raw -331407.031173 + Penalty 4563.102023 = -326843.929150 nChanged 108 SP:Iteration 11Q (56.815547 sec): 3 clusters Score: Raw -331478.227863 + Penalty 4563.102023 = -326915.125840 nChanged 95 SP:Iteration 12Q (56.930421 sec): 3 clusters Score: Raw -331545.932818 + Penalty 4563.102023 = -326982.830795 nChanged 99 SP:Iteration 13Q (57.053750 sec): 3 clusters Score: Raw -331617.332562 + Penalty 4563.102023 = -327054.230539 nChanged 86 SP:Iteration 14Q (57.170177 sec): 3 clusters Score: Raw -331691.486131 + Penalty 4563.102023 = -327128.384108 nChanged 87 SP:Iteration 15Q (57.265800 sec): 3 clusters Score: Raw -331761.122841 + Penalty 4563.102023 = -327198.020818 nChanged 90 SP:Iteration 16Q (57.404651 sec): 3 clusters Score: Raw -331845.700037 + Penalty 4563.102023 = -327282.598014 nChanged 87 SP:Iteration 17Q (57.531231 sec): 3 clusters Score: Raw -331909.408431 + Penalty 4563.102023 = -327346.306408 nChanged 77 SP:Iteration 18Q (57.631409 sec): 3 clusters Score: Raw -331960.611448 + Penalty 4563.102023 = -327397.509425 nChanged 77 SP:Iteration 19Q (57.760885 sec): 3 clusters Score: Raw -332006.409520 + Penalty 4563.102023 = -327443.307496 nChanged 68 SP:Iteration 20F (57.879084 sec): 3 clusters Score: Raw -332044.186396 + Penalty 4563.102023 = -327481.084373 nChanged 59 SP:Iteration 21Q (57.989273 sec): 3 clusters Score: Raw -332076.719627 + Penalty 4563.102023 = -327513.617604 nChanged 50 SP:Iteration 22Q (58.116789 sec): 3 clusters Score: Raw -332100.191225 + Penalty 4563.102023 = -327537.089201 nChanged 42 SP:Iteration 23Q (58.233692 sec): 3 clusters Score: Raw -332121.604419 + Penalty 4563.102023 = -327558.502396 nChanged 46 SP:Iteration 24Q (58.343733 sec): 3 clusters Score: Raw -332140.817355 + Penalty 4563.102023 = -327577.715332 nChanged 40 SP:Iteration 25Q (58.468752 sec): 3 clusters Score: Raw -332158.895485 + Penalty 4563.102023 = -327595.793462 nChanged 34 SP:Iteration 26Q (58.566723 sec): 3 clusters Score: Raw -332172.033363 + Penalty 4563.102023 = -327608.931339 nChanged 27 SP:Iteration 27Q (58.695557 sec): 3 clusters Score: Raw -332182.139050 + Penalty 4563.102023 = -327619.037027 nChanged 28 SP:Iteration 28Q (58.797864 sec): 3 clusters Score: Raw -332193.001886 + Penalty 4563.102023 = -327629.899862 nChanged 25 SP:Iteration 29Q (58.930980 sec): 3 clusters Score: Raw -332200.317954 + Penalty 4563.102023 = -327637.215931 nChanged 24 SP:Iteration 30Q (59.048251 sec): 3 clusters Score: Raw -332208.771866 + Penalty 4563.102023 = -327645.669842 nChanged 19 SP:Iteration 31Q (59.163832 sec): 3 clusters Score: Raw -332216.339982 + Penalty 4563.102023 = -327653.237959 nChanged 25 SP:Iteration 32Q (59.283156 sec): 3 clusters Score: Raw -332224.803622 + Penalty 4563.102023 = -327661.701599 nChanged 23 SP:Iteration 33Q (59.383306 sec): 3 clusters Score: Raw -332231.786966 + Penalty 4563.102023 = -327668.684943 nChanged 16 SP:Iteration 34Q (59.523554 sec): 3 clusters Score: Raw -332238.301682 + Penalty 4563.102023 = -327675.199659 nChanged 18 SP:Iteration 35Q (59.617744 sec): 3 clusters Score: Raw -332244.167166 + Penalty 4563.102023 = -327681.065143 nChanged 13 SP:Iteration 36Q (59.725648 sec): 3 clusters Score: Raw -332247.913285 + Penalty 4563.102023 = -327684.811262 nChanged 14 SP:Iteration 37Q (59.837885 sec): 3 clusters Score: Raw -332251.997734 + Penalty 4563.102023 = -327688.895711 nChanged 7 SP:Iteration 38Q (59.979435 sec): 3 clusters Score: Raw -332253.892328 + Penalty 4563.102023 = -327690.790305 nChanged 6 SP:Iteration 39Q (60.093486 sec): 3 clusters Score: Raw -332255.032222 + Penalty 4563.102023 = -327691.930199 nChanged 6 SP:Iteration 40F (60.196111 sec): 3 clusters Score: Raw -332256.757735 + Penalty 4563.102023 = -327693.655712 nChanged 11 SP:Iteration 41Q (60.337476 sec): 3 clusters Score: Raw -332260.742978 + Penalty 4563.102023 = -327697.640955 nChanged 7 SP:Iteration 42Q (60.443139 sec): 3 clusters Score: Raw -332262.781236 + Penalty 4563.102023 = -327699.679212 nChanged 6 SP:Iteration 43Q (60.577443 sec): 3 clusters Score: Raw -332263.864487 + Penalty 4563.102023 = -327700.762464 nChanged 4 SP:Iteration 44Q (60.696862 sec): 3 clusters Score: Raw -332265.092876 + Penalty 4563.102023 = -327701.990853 nChanged 6 SP:Iteration 45Q (60.808161 sec): 3 clusters Score: Raw -332266.942976 + Penalty 4563.102023 = -327703.840952 nChanged 5 SP:Iteration 46Q (60.940932 sec): 3 clusters Score: Raw -332268.004585 + Penalty 4563.102023 = -327704.902561 nChanged 5 SP:Iteration 47Q (61.060642 sec): 3 clusters Score: Raw -332269.160081 + Penalty 4563.102023 = -327706.058058 nChanged 4 SP:Iteration 48Q (61.155597 sec): 3 clusters Score: Raw -332270.127509 + Penalty 4563.102023 = -327707.025486 nChanged 6 SP:Iteration 49Q (61.271276 sec): 3 clusters Score: Raw -332272.185503 + Penalty 4563.102023 = -327709.083480 nChanged 7 SP:Iteration 50Q (61.377455 sec): 3 clusters Score: Raw -332273.823088 + Penalty 4563.102023 = -327710.721065 nChanged 7 SP:Iteration 51Q (61.491372 sec): 3 clusters Score: Raw -332275.266434 + Penalty 4563.102023 = -327712.164410 nChanged 4 SP:Iteration 52Q (61.608555 sec): 3 clusters Score: Raw -332276.414899 + Penalty 4563.102023 = -327713.312876 nChanged 2 SP:Iteration 53Q (61.734528 sec): 3 clusters Score: Raw -332277.551414 + Penalty 4563.102023 = -327714.449391 nChanged 3 SP:Iteration 54Q (61.849845 sec): 3 clusters Score: Raw -332278.035645 + Penalty 4563.102023 = -327714.933622 nChanged 4 SP:Iteration 55Q (61.976597 sec): 3 clusters Score: Raw -332278.811662 + Penalty 4563.102023 = -327715.709639 nChanged 2 SP:Iteration 56Q (62.109103 sec): 3 clusters Score: Raw -332279.225840 + Penalty 4563.102023 = -327716.123817 nChanged 2 SP:Iteration 57Q (62.191938 sec): 3 clusters Score: Raw -332279.430790 + Penalty 4563.102023 = -327716.328767 nChanged 1 SP:Iteration 58Q (62.315480 sec): 3 clusters Score: Raw -332279.536226 + Penalty 4563.102023 = -327716.434202 nChanged 1 SP:Iteration 59Q (62.433254 sec): 3 clusters Score: Raw -332279.720404 + Penalty 4563.102023 = -327716.618381 nChanged 1 SP:Iteration 60F (62.557019 sec): 3 clusters Score: Raw -332279.903655 + Penalty 4563.102023 = -327716.801632 nChanged 1 SP:Iteration 61Q (62.701781 sec): 3 clusters Score: Raw -332280.108322 + Penalty 4563.102023 = -327717.006299 nChanged 0 SP:Iteration 62F (62.833339 sec): 3 clusters Score: Raw -332280.108322 + Penalty 4563.102023 = -327717.006299 nChanged 0 Time taken for this iteration:62.662908 seconds. 2->5 Clusters: Score -524929.601392, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 3 initial classes randomly. Deleting Class 1 (4477 points): Lose 2332.026165 but Gain 2431.740974 Iteration 0F (63.001148 sec): 2 clusters Score: Raw -494529.604212 + Penalty 2431.740974 = -492097.863239 nChanged 5062 Iteration 1F (63.060360 sec): 2 clusters Score: Raw -502736.768537 + Penalty 2431.740974 = -500305.027563 nChanged 28 Iteration 2Q (63.130068 sec): 2 clusters Score: Raw -502782.031579 + Penalty 2431.740974 = -500350.290605 nChanged 5 Iteration 3Q (63.211840 sec): 2 clusters Score: Raw -502784.802227 + Penalty 2431.740974 = -500353.061253 nChanged 0 Iteration 4F (63.291321 sec): 2 clusters Score: Raw -502784.802227 + Penalty 2431.740974 = -500353.061253 nChanged 0 Compute initial score before splitting: Score: Raw -502784.802227 + Penalty 2431.740974 = -500353.061253 Trying to split cluster 2 (9889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.416155 sec): 2 clusters Score: Raw -503429.506046 + Penalty 2428.583073 = -501000.922973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.522675 sec): 3 clusters Score: Raw -498661.416463 + Penalty 4857.166146 = -493804.250317 nChanged 4284 SP:Iteration 1F (63.681180 sec): 3 clusters Score: Raw -509080.554510 + Penalty 4857.166146 = -504223.388363 nChanged 2173 SP:Iteration 2F (63.794812 sec): 3 clusters Score: Raw -519205.816062 + Penalty 4857.166146 = -514348.649915 nChanged 931 SP:Iteration 3F (63.940817 sec): 3 clusters Score: Raw -522894.679019 + Penalty 4857.166146 = -518037.512872 nChanged 307 SP:Iteration 4Q (64.049908 sec): 3 clusters Score: Raw -523306.094361 + Penalty 4857.166146 = -518448.928215 nChanged 132 SP:Iteration 5Q (64.185507 sec): 3 clusters Score: Raw -523388.887428 + Penalty 4857.166146 = -518531.721282 nChanged 50 SP:Iteration 6Q (64.297830 sec): 3 clusters Score: Raw -523410.782990 + Penalty 4857.166146 = -518553.616844 nChanged 23 SP:Iteration 7Q (64.472844 sec): 3 clusters Score: Raw -523417.826563 + Penalty 4857.166146 = -518560.660417 nChanged 12 SP:Iteration 8Q (64.574990 sec): 3 clusters Score: Raw -523420.159893 + Penalty 4857.166146 = -518562.993746 nChanged 4 SP:Iteration 9Q (64.722818 sec): 3 clusters Score: Raw -523420.792266 + Penalty 4857.166146 = -518563.626120 nChanged 4 SP:Iteration 10Q (64.849605 sec): 3 clusters Score: Raw -523421.401361 + Penalty 4857.166146 = -518564.235215 nChanged 2 SP:Iteration 11Q (64.947449 sec): 3 clusters Score: Raw -523421.673026 + Penalty 4857.166146 = -518564.506879 nChanged 0 SP:Iteration 12F (65.077855 sec): 3 clusters Score: Raw -523421.673026 + Penalty 4857.166146 = -518564.506879 nChanged 0 Score: Raw -522776.969206 + Penalty 4863.481948 = -517913.487258 Splitting cluster 2 changes total score from -500353.061253 to -517913.487258 So it's getting split into cluster 1. Iteration 5F (65.380698 sec): 3 clusters Score: Raw -524156.421029 + Penalty 4863.481948 = -519292.939081 nChanged 87 Iteration 6Q (65.509887 sec): 3 clusters Score: Raw -524593.209634 + Penalty 4863.481948 = -519729.727686 nChanged 67 Iteration 7Q (65.629341 sec): 3 clusters Score: Raw -524652.291820 + Penalty 4863.481948 = -519788.809873 nChanged 58 Iteration 8Q (65.778475 sec): 3 clusters Score: Raw -524673.739924 + Penalty 4863.481948 = -519810.257977 nChanged 32 Iteration 9Q (65.915099 sec): 3 clusters Score: Raw -524681.380145 + Penalty 4863.481948 = -519817.898197 nChanged 20 Iteration 10Q (66.074685 sec): 3 clusters Score: Raw -524685.579181 + Penalty 4863.481948 = -519822.097233 nChanged 10 Iteration 11Q (66.215434 sec): 3 clusters Score: Raw -524687.495910 + Penalty 4863.481948 = -519824.013962 nChanged 2 Iteration 12Q (66.351333 sec): 3 clusters Score: Raw -524687.809632 + Penalty 4863.481948 = -519824.327684 nChanged 1 Iteration 13Q (66.472539 sec): 3 clusters Score: Raw -524687.927293 + Penalty 4863.481948 = -519824.445345 nChanged 0 Iteration 14F (66.620967 sec): 3 clusters Score: Raw -524728.561564 + Penalty 4863.481948 = -519865.079616 nChanged 4 Iteration 15Q (66.758138 sec): 3 clusters Score: Raw -524738.217728 + Penalty 4863.481948 = -519874.735781 nChanged 6 Iteration 16Q (66.904037 sec): 3 clusters Score: Raw -524739.447771 + Penalty 4863.481948 = -519875.965823 nChanged 2 Iteration 17Q (67.054178 sec): 3 clusters Score: Raw -524739.745849 + Penalty 4863.481948 = -519876.263902 nChanged 3 Iteration 18Q (67.196634 sec): 3 clusters Score: Raw -524740.354799 + Penalty 4863.481948 = -519876.872852 nChanged 5 Iteration 19Q (67.335809 sec): 3 clusters Score: Raw -524741.409202 + Penalty 4863.481948 = -519877.927255 nChanged 4 Writing temp clu file Because OldScore, -519876.872852, is greater than current (better) Score,-519877.927255 Compute initial score before splitting: Score: Raw -524741.409202 + Penalty 4863.481948 = -519877.927255 Trying to split cluster 1 (2507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.419926 sec): 2 clusters Score: Raw -104503.490929 + Penalty 2066.286314 = -102437.204615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.501996 sec): 3 clusters Score: Raw -103714.672999 + Penalty 4132.572628 = -99582.100372 nChanged 885 SP:Iteration 1F (67.604442 sec): 3 clusters Score: Raw -105142.334320 + Penalty 4132.572628 = -101009.761692 nChanged 356 SP:Iteration 2F (67.734381 sec): 3 clusters Score: Raw -106077.282074 + Penalty 4132.572628 = -101944.709446 nChanged 250 SP:Iteration 3F (67.826583 sec): 3 clusters Score: Raw -106543.447530 + Penalty 4132.572628 = -102410.874902 nChanged 135 SP:Iteration 4F (67.925939 sec): 3 clusters Score: Raw -106803.639204 + Penalty 4132.572628 = -102671.066576 nChanged 89 SP:Iteration 5Q (68.026727 sec): 3 clusters Score: Raw -106931.078345 + Penalty 4132.572628 = -102798.505717 nChanged 53 SP:Iteration 6Q (68.131801 sec): 3 clusters Score: Raw -106983.992170 + Penalty 4132.572628 = -102851.419542 nChanged 40 SP:Iteration 7Q (68.247886 sec): 3 clusters Score: Raw -107031.571947 + Penalty 4132.572628 = -102898.999320 nChanged 38 SP:Iteration 8Q (68.336818 sec): 3 clusters Score: Raw -107082.793749 + Penalty 4132.572628 = -102950.221121 nChanged 35 SP:Iteration 9Q (68.440309 sec): 3 clusters Score: Raw -107122.072570 + Penalty 4132.572628 = -102989.499942 nChanged 19 SP:Iteration 10Q (68.546057 sec): 3 clusters Score: Raw -107156.645262 + Penalty 4132.572628 = -103024.072634 nChanged 22 SP:Iteration 11Q (68.664574 sec): 3 clusters Score: Raw -107191.942314 + Penalty 4132.572628 = -103059.369686 nChanged 18 SP:Iteration 12Q (68.746242 sec): 3 clusters Score: Raw -107210.414687 + Penalty 4132.572628 = -103077.842059 nChanged 11 SP:Iteration 13Q (68.851438 sec): 3 clusters Score: Raw -107218.500591 + Penalty 4132.572628 = -103085.927964 nChanged 5 SP:Iteration 14Q (68.960795 sec): 3 clusters Score: Raw -107220.908050 + Penalty 4132.572628 = -103088.335422 nChanged 1 SP:Iteration 15Q (69.070199 sec): 3 clusters Score: Raw -107221.421146 + Penalty 4132.572628 = -103088.848518 nChanged 1 SP:Iteration 16Q (69.179616 sec): 3 clusters Score: Raw -107221.712101 + Penalty 4132.572628 = -103089.139473 nChanged 1 SP:Iteration 17Q (69.288917 sec): 3 clusters Score: Raw -107221.973362 + Penalty 4132.572628 = -103089.400734 nChanged 2 SP:Iteration 18Q (69.394795 sec): 3 clusters Score: Raw -107224.609213 + Penalty 4132.572628 = -103092.036585 nChanged 1 SP:Iteration 19Q (69.506931 sec): 3 clusters Score: Raw -107225.779772 + Penalty 4132.572628 = -103093.207144 nChanged 1 SP:Iteration 20F (69.625498 sec): 3 clusters Score: Raw -107226.646700 + Penalty 4132.572628 = -103094.074072 nChanged 1 SP:Iteration 21Q (69.740351 sec): 3 clusters Score: Raw -107227.155791 + Penalty 4132.572628 = -103094.583163 nChanged 2 SP:Iteration 22Q (69.851021 sec): 3 clusters Score: Raw -107228.267959 + Penalty 4132.572628 = -103095.695331 nChanged 2 SP:Iteration 23Q (69.971041 sec): 3 clusters Score: Raw -107229.731928 + Penalty 4132.572628 = -103097.159300 nChanged 2 SP:Iteration 24Q (70.080820 sec): 3 clusters Score: Raw -107230.726386 + Penalty 4132.572628 = -103098.153758 nChanged 2 SP:Iteration 25Q (70.194264 sec): 3 clusters Score: Raw -107231.507957 + Penalty 4132.572628 = -103098.935329 nChanged 2 SP:Iteration 26Q (70.278628 sec): 3 clusters Score: Raw -107232.041877 + Penalty 4132.572628 = -103099.469250 nChanged 0 SP:Iteration 27F (70.395794 sec): 3 clusters Score: Raw -107232.041877 + Penalty 4132.572628 = -103099.469250 nChanged 0 Score: Raw -527470.450643 + Penalty 7295.222921 = -520175.227722 Splitting cluster 1 changes total score from -519877.927255 to -520175.227722 So it's getting split into cluster 3. Trying to split cluster 2 (7487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.707016 sec): 2 clusters Score: Raw -425971.738817 + Penalty 2355.123794 = -423616.615023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.829708 sec): 3 clusters Score: Raw -422182.853071 + Penalty 4710.247588 = -417472.605483 nChanged 3004 SP:Iteration 1F (70.956056 sec): 3 clusters Score: Raw -424241.304675 + Penalty 4710.247588 = -419531.057087 nChanged 650 SP:Iteration 2F (71.078008 sec): 3 clusters Score: Raw -424844.626466 + Penalty 4710.247588 = -420134.378878 nChanged 605 SP:Iteration 3F (71.203011 sec): 3 clusters Score: Raw -425530.594949 + Penalty 4710.247588 = -420820.347361 nChanged 579 SP:Iteration 4F (71.315219 sec): 3 clusters Score: Raw -426375.662128 + Penalty 4710.247588 = -421665.414540 nChanged 589 SP:Iteration 5F (71.454645 sec): 3 clusters Score: Raw -427200.222066 + Penalty 4710.247588 = -422489.974478 nChanged 512 SP:Iteration 6F (71.571356 sec): 3 clusters Score: Raw -427772.638415 + Penalty 4710.247588 = -423062.390827 nChanged 391 SP:Iteration 7F (71.678044 sec): 3 clusters Score: Raw -428156.004666 + Penalty 4710.247588 = -423445.757078 nChanged 317 SP:Iteration 8Q (71.792530 sec): 3 clusters Score: Raw -428399.429365 + Penalty 4710.247588 = -423689.181777 nChanged 218 SP:Iteration 9Q (71.932511 sec): 3 clusters Score: Raw -428545.445615 + Penalty 4710.247588 = -423835.198027 nChanged 180 SP:Iteration 10Q (72.053976 sec): 3 clusters Score: Raw -428661.217469 + Penalty 4710.247588 = -423950.969881 nChanged 139 SP:Iteration 11Q (72.157735 sec): 3 clusters Score: Raw -428748.760924 + Penalty 4710.247588 = -424038.513336 nChanged 116 SP:Iteration 12Q (72.291130 sec): 3 clusters Score: Raw -428826.748797 + Penalty 4710.247588 = -424116.501209 nChanged 114 SP:Iteration 13Q (72.417764 sec): 3 clusters Score: Raw -428911.887810 + Penalty 4710.247588 = -424201.640222 nChanged 104 SP:Iteration 14Q (72.558328 sec): 3 clusters Score: Raw -428998.760311 + Penalty 4710.247588 = -424288.512723 nChanged 112 SP:Iteration 15Q (72.684533 sec): 3 clusters Score: Raw -429108.745883 + Penalty 4710.247588 = -424398.498295 nChanged 109 SP:Iteration 16Q (72.783436 sec): 3 clusters Score: Raw -429223.407865 + Penalty 4710.247588 = -424513.160277 nChanged 104 SP:Iteration 17Q (72.933912 sec): 3 clusters Score: Raw -429354.421995 + Penalty 4710.247588 = -424644.174407 nChanged 95 SP:Iteration 18Q (73.070195 sec): 3 clusters Score: Raw -429471.222546 + Penalty 4710.247588 = -424760.974958 nChanged 79 SP:Iteration 19Q (73.189559 sec): 3 clusters Score: Raw -429534.557819 + Penalty 4710.247588 = -424824.310231 nChanged 62 SP:Iteration 20F (73.301773 sec): 3 clusters Score: Raw -429591.529615 + Penalty 4710.247588 = -424881.282027 nChanged 58 SP:Iteration 21Q (73.443781 sec): 3 clusters Score: Raw -429621.910498 + Penalty 4710.247588 = -424911.662910 nChanged 53 SP:Iteration 22Q (73.535484 sec): 3 clusters Score: Raw -429647.298750 + Penalty 4710.247588 = -424937.051162 nChanged 34 SP:Iteration 23Q (73.682452 sec): 3 clusters Score: Raw -429662.412982 + Penalty 4710.247588 = -424952.165394 nChanged 32 SP:Iteration 24Q (73.823674 sec): 3 clusters Score: Raw -429676.075420 + Penalty 4710.247588 = -424965.827831 nChanged 33 SP:Iteration 25Q (73.955129 sec): 3 clusters Score: Raw -429691.726306 + Penalty 4710.247588 = -424981.478718 nChanged 37 SP:Iteration 26Q (74.092635 sec): 3 clusters Score: Raw -429708.940570 + Penalty 4710.247588 = -424998.692982 nChanged 38 SP:Iteration 27Q (74.193369 sec): 3 clusters Score: Raw -429723.454804 + Penalty 4710.247588 = -425013.207216 nChanged 28 SP:Iteration 28Q (74.318164 sec): 3 clusters Score: Raw -429735.858660 + Penalty 4710.247588 = -425025.611072 nChanged 27 SP:Iteration 29Q (74.459130 sec): 3 clusters Score: Raw -429745.799241 + Penalty 4710.247588 = -425035.551653 nChanged 26 SP:Iteration 30Q (74.560494 sec): 3 clusters Score: Raw -429755.608492 + Penalty 4710.247588 = -425045.360904 nChanged 23 SP:Iteration 31Q (74.690687 sec): 3 clusters Score: Raw -429763.015841 + Penalty 4710.247588 = -425052.768253 nChanged 14 SP:Iteration 32Q (74.797180 sec): 3 clusters Score: Raw -429768.718268 + Penalty 4710.247588 = -425058.470680 nChanged 12 SP:Iteration 33Q (74.934722 sec): 3 clusters Score: Raw -429774.009257 + Penalty 4710.247588 = -425063.761668 nChanged 18 SP:Iteration 34Q (75.037491 sec): 3 clusters Score: Raw -429780.619379 + Penalty 4710.247588 = -425070.371791 nChanged 14 SP:Iteration 35Q (75.170477 sec): 3 clusters Score: Raw -429784.847639 + Penalty 4710.247588 = -425074.600051 nChanged 14 SP:Iteration 36Q (75.336742 sec): 3 clusters Score: Raw -429788.664338 + Penalty 4710.247588 = -425078.416750 nChanged 8 SP:Iteration 37Q (75.475091 sec): 3 clusters Score: Raw -429793.030574 + Penalty 4710.247588 = -425082.782986 nChanged 13 SP:Iteration 38Q (75.620401 sec): 3 clusters Score: Raw -429800.088495 + Penalty 4710.247588 = -425089.840907 nChanged 11 SP:Iteration 39Q (75.746527 sec): 3 clusters Score: Raw -429807.340421 + Penalty 4710.247588 = -425097.092833 nChanged 15 SP:Iteration 40F (75.866249 sec): 3 clusters Score: Raw -429814.111710 + Penalty 4710.247588 = -425103.864122 nChanged 14 SP:Iteration 41Q (76.007668 sec): 3 clusters Score: Raw -429820.060216 + Penalty 4710.247588 = -425109.812628 nChanged 12 SP:Iteration 42Q (76.118024 sec): 3 clusters Score: Raw -429824.459314 + Penalty 4710.247588 = -425114.211726 nChanged 11 SP:Iteration 43Q (76.283912 sec): 3 clusters Score: Raw -429828.508632 + Penalty 4710.247588 = -425118.261044 nChanged 7 SP:Iteration 44Q (76.396973 sec): 3 clusters Score: Raw -429831.304371 + Penalty 4710.247588 = -425121.056783 nChanged 6 SP:Iteration 45Q (76.512561 sec): 3 clusters Score: Raw -429832.218994 + Penalty 4710.247588 = -425121.971406 nChanged 2 SP:Iteration 46Q (76.657606 sec): 3 clusters Score: Raw -429832.426085 + Penalty 4710.247588 = -425122.178496 nChanged 0 SP:Iteration 47F (76.802970 sec): 3 clusters Score: Raw -429832.426085 + Penalty 4710.247588 = -425122.178496 nChanged 0 Score: Raw -531331.137911 + Penalty 9726.963895 = -521604.174016 Splitting cluster 2 changes total score from -519877.927255 to -521604.174016 So it's getting split into cluster 4. Iteration 20F (77.260528 sec): 5 clusters Score: Raw -532007.265214 + Penalty 9726.963895 = -522280.301318 nChanged 328 Iteration 21Q (77.530331 sec): 5 clusters Score: Raw -532472.376718 + Penalty 9726.963895 = -522745.412823 nChanged 176 Iteration 22Q (77.759678 sec): 5 clusters Score: Raw -532724.186877 + Penalty 9726.963895 = -522997.222982 nChanged 138 Iteration 23Q (78.001269 sec): 5 clusters Score: Raw -532859.440129 + Penalty 9726.963895 = -523132.476234 nChanged 110 Iteration 24Q (78.249086 sec): 5 clusters Score: Raw -532954.197241 + Penalty 9726.963895 = -523227.233346 nChanged 78 Iteration 25Q (78.474875 sec): 5 clusters Score: Raw -533007.946447 + Penalty 9726.963895 = -523280.982552 nChanged 63 Iteration 26Q (78.734643 sec): 5 clusters Score: Raw -533051.590916 + Penalty 9726.963895 = -523324.627020 nChanged 48 Iteration 27Q (78.999752 sec): 5 clusters Score: Raw -533080.224313 + Penalty 9726.963895 = -523353.260418 nChanged 42 Iteration 28Q (79.239676 sec): 5 clusters Score: Raw -533107.431171 + Penalty 9726.963895 = -523380.467276 nChanged 37 Iteration 29Q (79.467101 sec): 5 clusters Score: Raw -533131.618124 + Penalty 9726.963895 = -523404.654229 nChanged 34 Iteration 30Q (79.740540 sec): 5 clusters Score: Raw -533155.383811 + Penalty 9726.963895 = -523428.419916 nChanged 29 Iteration 31Q (80.004752 sec): 5 clusters Score: Raw -533180.955628 + Penalty 9726.963895 = -523453.991733 nChanged 24 Iteration 32Q (80.236962 sec): 5 clusters Score: Raw -533199.558113 + Penalty 9726.963895 = -523472.594218 nChanged 19 Iteration 33Q (80.493391 sec): 5 clusters Score: Raw -533206.837189 + Penalty 9726.963895 = -523479.873294 nChanged 16 Iteration 34Q (80.721501 sec): 5 clusters Score: Raw -533211.996421 + Penalty 9726.963895 = -523485.032526 nChanged 8 Iteration 35Q (80.984205 sec): 5 clusters Score: Raw -533213.316061 + Penalty 9726.963895 = -523486.352166 nChanged 3 Iteration 36Q (81.252810 sec): 5 clusters Score: Raw -533214.025568 + Penalty 9726.963895 = -523487.061673 nChanged 4 Iteration 37Q (81.520829 sec): 5 clusters Score: Raw -533215.783942 + Penalty 9726.963895 = -523488.820047 nChanged 2 Iteration 38Q (81.731549 sec): 5 clusters Score: Raw -533217.422255 + Penalty 9726.963895 = -523490.458360 nChanged 2 Iteration 39Q (82.001619 sec): 5 clusters Score: Raw -533221.538278 + Penalty 9726.963895 = -523494.574383 nChanged 2 Iteration 40F (82.236328 sec): 5 clusters Score: Raw -533289.158719 + Penalty 9726.963895 = -523562.194824 nChanged 30 Iteration 41Q (82.453285 sec): 5 clusters Score: Raw -533361.009261 + Penalty 9726.963895 = -523634.045366 nChanged 26 Iteration 42Q (82.717955 sec): 5 clusters Score: Raw -533391.278915 + Penalty 9726.963895 = -523664.315020 nChanged 23 Iteration 43Q (82.995507 sec): 5 clusters Score: Raw -533410.933610 + Penalty 9726.963895 = -523683.969715 nChanged 25 Iteration 44Q (83.255822 sec): 5 clusters Score: Raw -533428.818239 + Penalty 9726.963895 = -523701.854344 nChanged 20 Iteration 45Q (83.487728 sec): 5 clusters Score: Raw -533440.914994 + Penalty 9726.963895 = -523713.951099 nChanged 13 Iteration 46Q (83.720161 sec): 5 clusters Score: Raw -533445.275459 + Penalty 9726.963895 = -523718.311564 nChanged 10 Iteration 47Q (83.949566 sec): 5 clusters Score: Raw -533449.145894 + Penalty 9726.963895 = -523722.181999 nChanged 6 Iteration 48Q (84.213052 sec): 5 clusters Score: Raw -533451.100910 + Penalty 9726.963895 = -523724.137015 nChanged 7 Iteration 49Q (84.464908 sec): 5 clusters Score: Raw -533453.898681 + Penalty 9726.963895 = -523726.934786 nChanged 6 Iteration 50Q (84.658201 sec): 5 clusters Score: Raw -533455.990706 + Penalty 9726.963895 = -523729.026811 nChanged 2 Iteration 51Q (84.885988 sec): 5 clusters Score: Raw -533456.526995 + Penalty 9726.963895 = -523729.563100 nChanged 3 Iteration 52Q (85.135446 sec): 5 clusters Score: Raw -533457.900807 + Penalty 9726.963895 = -523730.936912 nChanged 3 Iteration 53Q (85.379493 sec): 5 clusters Score: Raw -533458.828686 + Penalty 9726.963895 = -523731.864791 nChanged 6 Iteration 54Q (85.612513 sec): 5 clusters Score: Raw -533461.283198 + Penalty 9726.963895 = -523734.319303 nChanged 1 Iteration 55Q (85.888104 sec): 5 clusters Score: Raw -533461.533560 + Penalty 9726.963895 = -523734.569665 nChanged 1 Iteration 56Q (86.098308 sec): 5 clusters Score: Raw -533461.768263 + Penalty 9726.963895 = -523734.804368 nChanged 2 Iteration 57Q (86.330954 sec): 5 clusters Score: Raw -533461.984954 + Penalty 9726.963895 = -523735.021059 nChanged 0 Iteration 58F (86.556680 sec): 5 clusters Score: Raw -533461.984954 + Penalty 9726.963895 = -523735.021059 nChanged 0 Compute initial score before splitting: Score: Raw -533461.984954 + Penalty 9726.963895 = -523735.021059 Trying to split cluster 1 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.622083 sec): 2 clusters Score: Raw -43567.433746 + Penalty 1815.061271 = -41752.372475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.697768 sec): 3 clusters Score: Raw -43439.820861 + Penalty 3630.122542 = -39809.698319 nChanged 251 SP:Iteration 1F (86.795248 sec): 3 clusters Score: Raw -43839.113836 + Penalty 3630.122542 = -40208.991294 nChanged 76 SP:Iteration 2F (86.914415 sec): 3 clusters Score: Raw -44017.260267 + Penalty 3630.122542 = -40387.137725 nChanged 52 SP:Iteration 3F (87.021918 sec): 3 clusters Score: Raw -44163.458506 + Penalty 3630.122542 = -40533.335964 nChanged 47 SP:Iteration 4Q (87.100413 sec): 3 clusters Score: Raw -44311.264520 + Penalty 3630.122542 = -40681.141978 nChanged 42 SP:Iteration 5Q (87.198517 sec): 3 clusters Score: Raw -44433.976135 + Penalty 3630.122542 = -40803.853592 nChanged 19 SP:Iteration 6Q (87.295320 sec): 3 clusters Score: Raw -44488.873668 + Penalty 3630.122542 = -40858.751126 nChanged 15 SP:Iteration 7Q (87.396663 sec): 3 clusters Score: Raw -44535.863551 + Penalty 3630.122542 = -40905.741009 nChanged 16 SP:Iteration 8Q (87.500002 sec): 3 clusters Score: Raw -44583.408412 + Penalty 3630.122542 = -40953.285870 nChanged 6 SP:Iteration 9Q (87.599483 sec): 3 clusters Score: Raw -44610.019351 + Penalty 3630.122542 = -40979.896809 nChanged 10 SP:Iteration 10Q (87.700504 sec): 3 clusters Score: Raw -44625.892789 + Penalty 3630.122542 = -40995.770247 nChanged 9 SP:Iteration 11Q (87.806365 sec): 3 clusters Score: Raw -44641.012646 + Penalty 3630.122542 = -41010.890104 nChanged 11 SP:Iteration 12Q (87.916983 sec): 3 clusters Score: Raw -44659.288210 + Penalty 3630.122542 = -41029.165668 nChanged 11 SP:Iteration 13Q (88.006897 sec): 3 clusters Score: Raw -44671.412336 + Penalty 3630.122542 = -41041.289794 nChanged 9 SP:Iteration 14Q (88.150241 sec): 3 clusters Score: Raw -44683.086624 + Penalty 3630.122542 = -41052.964082 nChanged 6 SP:Iteration 15Q (88.244869 sec): 3 clusters Score: Raw -44691.880416 + Penalty 3630.122542 = -41061.757874 nChanged 4 SP:Iteration 16Q (88.325277 sec): 3 clusters Score: Raw -44696.870613 + Penalty 3630.122542 = -41066.748071 nChanged 4 SP:Iteration 17Q (88.439601 sec): 3 clusters Score: Raw -44702.376765 + Penalty 3630.122542 = -41072.254223 nChanged 6 SP:Iteration 18Q (88.525720 sec): 3 clusters Score: Raw -44718.502948 + Penalty 3630.122542 = -41088.380406 nChanged 11 SP:Iteration 19Q (88.622293 sec): 3 clusters Score: Raw -44741.652850 + Penalty 3630.122542 = -41111.530308 nChanged 9 SP:Iteration 20F (88.722787 sec): 3 clusters Score: Raw -44754.071365 + Penalty 3630.122542 = -41123.948822 nChanged 9 SP:Iteration 21Q (88.826054 sec): 3 clusters Score: Raw -44768.195453 + Penalty 3630.122542 = -41138.072910 nChanged 13 SP:Iteration 22Q (88.942550 sec): 3 clusters Score: Raw -44784.319106 + Penalty 3630.122542 = -41154.196564 nChanged 9 SP:Iteration 23Q (89.051086 sec): 3 clusters Score: Raw -44797.813423 + Penalty 3630.122542 = -41167.690880 nChanged 12 SP:Iteration 24Q (89.150646 sec): 3 clusters Score: Raw -44820.833705 + Penalty 3630.122542 = -41190.711163 nChanged 19 SP:Iteration 25Q (89.275340 sec): 3 clusters Score: Raw -44859.950893 + Penalty 3630.122542 = -41229.828351 nChanged 17 SP:Iteration 26Q (89.365548 sec): 3 clusters Score: Raw -44903.801353 + Penalty 3630.122542 = -41273.678811 nChanged 13 SP:Iteration 27Q (89.470540 sec): 3 clusters Score: Raw -44933.787998 + Penalty 3630.122542 = -41303.665456 nChanged 17 SP:Iteration 28Q (89.567709 sec): 3 clusters Score: Raw -44978.713957 + Penalty 3630.122542 = -41348.591415 nChanged 9 SP:Iteration 29Q (89.675410 sec): 3 clusters Score: Raw -45009.467232 + Penalty 3630.122542 = -41379.344690 nChanged 4 SP:Iteration 30Q (89.773124 sec): 3 clusters Score: Raw -45024.641951 + Penalty 3630.122542 = -41394.519409 nChanged 8 SP:Iteration 31Q (89.883027 sec): 3 clusters Score: Raw -45045.008407 + Penalty 3630.122542 = -41414.885865 nChanged 10 SP:Iteration 32Q (89.989702 sec): 3 clusters Score: Raw -45067.974164 + Penalty 3630.122542 = -41437.851622 nChanged 7 SP:Iteration 33Q (90.077194 sec): 3 clusters Score: Raw -45089.081768 + Penalty 3630.122542 = -41458.959226 nChanged 4 SP:Iteration 34Q (90.183556 sec): 3 clusters Score: Raw -45096.967940 + Penalty 3630.122542 = -41466.845398 nChanged 3 SP:Iteration 35Q (90.289497 sec): 3 clusters Score: Raw -45103.912009 + Penalty 3630.122542 = -41473.789467 nChanged 1 SP:Iteration 36Q (90.395443 sec): 3 clusters Score: Raw -45104.750589 + Penalty 3630.122542 = -41474.628047 nChanged 1 SP:Iteration 37Q (90.502586 sec): 3 clusters Score: Raw -45106.628728 + Penalty 3630.122542 = -41476.506186 nChanged 1 SP:Iteration 38Q (90.588599 sec): 3 clusters Score: Raw -45110.967429 + Penalty 3630.122542 = -41480.844887 nChanged 2 SP:Iteration 39Q (90.690454 sec): 3 clusters Score: Raw -45113.185472 + Penalty 3630.122542 = -41483.062930 nChanged 0 SP:Iteration 40F (90.800968 sec): 3 clusters Score: Raw -45113.185472 + Penalty 3630.122542 = -41483.062930 nChanged 0 Trying to split cluster 2 (2285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.859822 sec): 2 clusters Score: Raw -127124.434577 + Penalty 2041.808024 = -125082.626553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.005064 sec): 3 clusters Score: Raw -126314.036709 + Penalty 4083.616048 = -122230.420661 nChanged 717 SP:Iteration 1F (91.089759 sec): 3 clusters Score: Raw -126910.233170 + Penalty 4083.616048 = -122826.617122 nChanged 215 SP:Iteration 2F (91.202713 sec): 3 clusters Score: Raw -127174.881062 + Penalty 4083.616048 = -123091.265014 nChanged 143 SP:Iteration 3F (91.325969 sec): 3 clusters Score: Raw -127364.752483 + Penalty 4083.616048 = -123281.136435 nChanged 119 SP:Iteration 4F (91.445473 sec): 3 clusters Score: Raw -127503.321176 + Penalty 4083.616048 = -123419.705127 nChanged 95 SP:Iteration 5Q (91.536771 sec): 3 clusters Score: Raw -127618.267194 + Penalty 4083.616048 = -123534.651146 nChanged 85 SP:Iteration 6Q (91.649518 sec): 3 clusters Score: Raw -127736.960704 + Penalty 4083.616048 = -123653.344656 nChanged 79 SP:Iteration 7Q (91.755366 sec): 3 clusters Score: Raw -127817.701142 + Penalty 4083.616048 = -123734.085094 nChanged 59 SP:Iteration 8Q (91.863707 sec): 3 clusters Score: Raw -127885.961195 + Penalty 4083.616048 = -123802.345147 nChanged 52 SP:Iteration 9Q (91.947269 sec): 3 clusters Score: Raw -127940.396319 + Penalty 4083.616048 = -123856.780271 nChanged 35 SP:Iteration 10Q (92.053810 sec): 3 clusters Score: Raw -127970.923091 + Penalty 4083.616048 = -123887.307043 nChanged 27 SP:Iteration 11Q (92.154481 sec): 3 clusters Score: Raw -127992.054350 + Penalty 4083.616048 = -123908.438302 nChanged 22 SP:Iteration 12Q (92.278374 sec): 3 clusters Score: Raw -128010.179874 + Penalty 4083.616048 = -123926.563825 nChanged 14 SP:Iteration 13Q (92.388546 sec): 3 clusters Score: Raw -128019.196924 + Penalty 4083.616048 = -123935.580876 nChanged 9 SP:Iteration 14Q (92.479550 sec): 3 clusters Score: Raw -128025.228538 + Penalty 4083.616048 = -123941.612490 nChanged 7 SP:Iteration 15Q (92.597794 sec): 3 clusters Score: Raw -128029.754933 + Penalty 4083.616048 = -123946.138885 nChanged 6 SP:Iteration 16Q (92.699716 sec): 3 clusters Score: Raw -128033.852996 + Penalty 4083.616048 = -123950.236948 nChanged 4 SP:Iteration 17Q (92.793896 sec): 3 clusters Score: Raw -128037.045259 + Penalty 4083.616048 = -123953.429210 nChanged 3 SP:Iteration 18Q (92.907094 sec): 3 clusters Score: Raw -128038.105092 + Penalty 4083.616048 = -123954.489044 nChanged 1 SP:Iteration 19Q (93.038804 sec): 3 clusters Score: Raw -128038.386303 + Penalty 4083.616048 = -123954.770255 nChanged 0 SP:Iteration 20F (93.119198 sec): 3 clusters Score: Raw -128038.386303 + Penalty 4083.616048 = -123954.770255 nChanged 0 Trying to split cluster 3 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.209014 sec): 2 clusters Score: Raw -49186.076146 + Penalty 1867.119382 = -47318.956764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.304845 sec): 3 clusters Score: Raw -48995.082457 + Penalty 3734.238763 = -45260.843694 nChanged 347 SP:Iteration 1F (93.401123 sec): 3 clusters Score: Raw -49518.814190 + Penalty 3734.238763 = -45784.575426 nChanged 116 SP:Iteration 2F (93.518895 sec): 3 clusters Score: Raw -49785.215221 + Penalty 3734.238763 = -46050.976457 nChanged 79 SP:Iteration 3F (93.596891 sec): 3 clusters Score: Raw -49991.511669 + Penalty 3734.238763 = -46257.272905 nChanged 63 SP:Iteration 4F (93.702233 sec): 3 clusters Score: Raw -50134.326405 + Penalty 3734.238763 = -46400.087641 nChanged 56 SP:Iteration 5Q (93.810806 sec): 3 clusters Score: Raw -50326.747576 + Penalty 3734.238763 = -46592.508812 nChanged 46 SP:Iteration 6Q (93.915609 sec): 3 clusters Score: Raw -50538.638032 + Penalty 3734.238763 = -46804.399269 nChanged 34 SP:Iteration 7Q (94.016707 sec): 3 clusters Score: Raw -50669.450713 + Penalty 3734.238763 = -46935.211950 nChanged 20 SP:Iteration 8Q (94.152299 sec): 3 clusters Score: Raw -50717.653690 + Penalty 3734.238763 = -46983.414927 nChanged 11 SP:Iteration 9Q (94.254619 sec): 3 clusters Score: Raw -50746.627761 + Penalty 3734.238763 = -47012.388998 nChanged 13 SP:Iteration 10Q (94.341262 sec): 3 clusters Score: Raw -50796.743482 + Penalty 3734.238763 = -47062.504719 nChanged 9 SP:Iteration 11Q (94.433401 sec): 3 clusters Score: Raw -50832.298992 + Penalty 3734.238763 = -47098.060228 nChanged 8 SP:Iteration 12Q (94.531081 sec): 3 clusters Score: Raw -50841.646154 + Penalty 3734.238763 = -47107.407390 nChanged 5 SP:Iteration 13Q (94.629647 sec): 3 clusters Score: Raw -50849.425505 + Penalty 3734.238763 = -47115.186742 nChanged 3 SP:Iteration 14Q (94.714841 sec): 3 clusters Score: Raw -50855.958176 + Penalty 3734.238763 = -47121.719412 nChanged 2 SP:Iteration 15Q (94.816640 sec): 3 clusters Score: Raw -50858.365499 + Penalty 3734.238763 = -47124.126736 nChanged 1 SP:Iteration 16Q (94.933620 sec): 3 clusters Score: Raw -50859.177935 + Penalty 3734.238763 = -47124.939172 nChanged 0 SP:Iteration 17F (95.066730 sec): 3 clusters Score: Raw -50859.177935 + Penalty 3734.238763 = -47124.939172 nChanged 0 Trying to split cluster 4 (5569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.120872 sec): 2 clusters Score: Raw -325053.035680 + Penalty 2276.992287 = -322776.043394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.256535 sec): 3 clusters Score: Raw -322405.881798 + Penalty 4553.984574 = -317851.897224 nChanged 2160 SP:Iteration 1F (95.365515 sec): 3 clusters Score: Raw -324008.486437 + Penalty 4553.984574 = -319454.501863 nChanged 587 SP:Iteration 2F (95.482098 sec): 3 clusters Score: Raw -324679.723011 + Penalty 4553.984574 = -320125.738437 nChanged 499 SP:Iteration 3F (95.610941 sec): 3 clusters Score: Raw -325248.599833 + Penalty 4553.984574 = -320694.615260 nChanged 390 SP:Iteration 4F (95.727993 sec): 3 clusters Score: Raw -325685.098381 + Penalty 4553.984574 = -321131.113807 nChanged 307 SP:Iteration 5F (95.875650 sec): 3 clusters Score: Raw -326021.109360 + Penalty 4553.984574 = -321467.124786 nChanged 232 SP:Iteration 6Q (95.953821 sec): 3 clusters Score: Raw -326201.478197 + Penalty 4553.984574 = -321647.493623 nChanged 152 SP:Iteration 7Q (96.088392 sec): 3 clusters Score: Raw -326318.413667 + Penalty 4553.984574 = -321764.429093 nChanged 119 SP:Iteration 8Q (96.205260 sec): 3 clusters Score: Raw -326385.840802 + Penalty 4553.984574 = -321831.856228 nChanged 80 SP:Iteration 9Q (96.304989 sec): 3 clusters Score: Raw -326431.690859 + Penalty 4553.984574 = -321877.706285 nChanged 76 SP:Iteration 10Q (96.429388 sec): 3 clusters Score: Raw -326477.997340 + Penalty 4553.984574 = -321924.012766 nChanged 71 SP:Iteration 11Q (96.576205 sec): 3 clusters Score: Raw -326514.170970 + Penalty 4553.984574 = -321960.186397 nChanged 57 SP:Iteration 12Q (96.680684 sec): 3 clusters Score: Raw -326547.662303 + Penalty 4553.984574 = -321993.677729 nChanged 42 SP:Iteration 13Q (96.820357 sec): 3 clusters Score: Raw -326571.275367 + Penalty 4553.984574 = -322017.290794 nChanged 47 SP:Iteration 14Q (96.924516 sec): 3 clusters Score: Raw -326601.464753 + Penalty 4553.984574 = -322047.480179 nChanged 54 SP:Iteration 15Q (97.037353 sec): 3 clusters Score: Raw -326638.491012 + Penalty 4553.984574 = -322084.506438 nChanged 53 SP:Iteration 16Q (97.183846 sec): 3 clusters Score: Raw -326671.269181 + Penalty 4553.984574 = -322117.284607 nChanged 47 SP:Iteration 17Q (97.282797 sec): 3 clusters Score: Raw -326705.558282 + Penalty 4553.984574 = -322151.573708 nChanged 62 SP:Iteration 18Q (97.394377 sec): 3 clusters Score: Raw -326747.903446 + Penalty 4553.984574 = -322193.918872 nChanged 65 SP:Iteration 19Q (97.521174 sec): 3 clusters Score: Raw -326801.298900 + Penalty 4553.984574 = -322247.314327 nChanged 65 SP:Iteration 20F (97.644099 sec): 3 clusters Score: Raw -326857.618465 + Penalty 4553.984574 = -322303.633891 nChanged 62 SP:Iteration 21Q (97.761221 sec): 3 clusters Score: Raw -326894.802153 + Penalty 4553.984574 = -322340.817579 nChanged 50 SP:Iteration 22Q (97.909956 sec): 3 clusters Score: Raw -326916.406723 + Penalty 4553.984574 = -322362.422149 nChanged 34 SP:Iteration 23Q (98.023254 sec): 3 clusters Score: Raw -326926.976644 + Penalty 4553.984574 = -322372.992071 nChanged 20 SP:Iteration 24Q (98.131226 sec): 3 clusters Score: Raw -326932.617018 + Penalty 4553.984574 = -322378.632445 nChanged 15 SP:Iteration 25Q (98.266626 sec): 3 clusters Score: Raw -326935.988932 + Penalty 4553.984574 = -322382.004358 nChanged 12 SP:Iteration 26Q (98.386695 sec): 3 clusters Score: Raw -326939.781693 + Penalty 4553.984574 = -322385.797119 nChanged 13 SP:Iteration 27Q (98.497341 sec): 3 clusters Score: Raw -326944.281455 + Penalty 4553.984574 = -322390.296882 nChanged 19 SP:Iteration 28Q (98.630705 sec): 3 clusters Score: Raw -326949.771669 + Penalty 4553.984574 = -322395.787096 nChanged 12 SP:Iteration 29Q (98.742704 sec): 3 clusters Score: Raw -326952.416212 + Penalty 4553.984574 = -322398.431638 nChanged 9 SP:Iteration 30Q (98.861972 sec): 3 clusters Score: Raw -326954.365881 + Penalty 4553.984574 = -322400.381307 nChanged 4 SP:Iteration 31Q (98.990670 sec): 3 clusters Score: Raw -326955.240499 + Penalty 4553.984574 = -322401.255926 nChanged 1 SP:Iteration 32Q (99.102511 sec): 3 clusters Score: Raw -326955.598701 + Penalty 4553.984574 = -322401.614127 nChanged 1 SP:Iteration 33Q (99.206812 sec): 3 clusters Score: Raw -326955.732140 + Penalty 4553.984574 = -322401.747566 nChanged 1 SP:Iteration 34Q (99.349132 sec): 3 clusters Score: Raw -326955.944341 + Penalty 4553.984574 = -322401.959767 nChanged 1 SP:Iteration 35Q (99.438740 sec): 3 clusters Score: Raw -326956.181387 + Penalty 4553.984574 = -322402.196813 nChanged 0 SP:Iteration 36F (99.555663 sec): 3 clusters Score: Raw -326956.181387 + Penalty 4553.984574 = -322402.196813 nChanged 0 Time taken for this iteration:36.691705 seconds. 3->5 Clusters: Score -523735.021059, best is -524929.601392 Starting from 4 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 4 initial classes randomly. Deleting Class 2 (3260 points): Lose 1291.222876 but Gain 2431.740974 Iteration 0F (99.750202 sec): 3 clusters Score: Raw -493068.545926 + Penalty 4863.481948 = -488205.063979 nChanged 6260 Iteration 1F (99.887529 sec): 3 clusters Score: Raw -505558.283983 + Penalty 4863.481948 = -500694.802036 nChanged 2336 Iteration 2F (100.017276 sec): 3 clusters Score: Raw -515717.299414 + Penalty 4863.481948 = -510853.817466 nChanged 1446 Iteration 3F (100.142988 sec): 3 clusters Score: Raw -522434.538333 + Penalty 4863.481948 = -517571.056385 nChanged 592 Iteration 4F (100.295289 sec): 3 clusters Score: Raw -524381.610909 + Penalty 4863.481948 = -519518.128962 nChanged 224 Iteration 5Q (100.403868 sec): 3 clusters Score: Raw -524670.437740 + Penalty 4863.481948 = -519806.955792 nChanged 98 Iteration 6Q (100.529814 sec): 3 clusters Score: Raw -524725.817514 + Penalty 4863.481948 = -519862.335567 nChanged 36 Iteration 7Q (100.664073 sec): 3 clusters Score: Raw -524738.955128 + Penalty 4863.481948 = -519875.473180 nChanged 13 Iteration 8Q (100.795999 sec): 3 clusters Score: Raw -524742.663444 + Penalty 4863.481948 = -519879.181496 nChanged 13 Iteration 9Q (100.926526 sec): 3 clusters Score: Raw -524745.610444 + Penalty 4863.481948 = -519882.128496 nChanged 12 Iteration 10Q (101.052352 sec): 3 clusters Score: Raw -524748.273952 + Penalty 4863.481948 = -519884.792005 nChanged 8 Iteration 11Q (101.196879 sec): 3 clusters Score: Raw -524750.036414 + Penalty 4863.481948 = -519886.554466 nChanged 1 Iteration 12Q (101.295853 sec): 3 clusters Score: Raw -524750.202746 + Penalty 4863.481948 = -519886.720798 nChanged 1 Iteration 13Q (101.445847 sec): 3 clusters Score: Raw -524750.391591 + Penalty 4863.481948 = -519886.909643 nChanged 2 Iteration 14Q (101.581325 sec): 3 clusters Score: Raw -524750.744675 + Penalty 4863.481948 = -519887.262727 nChanged 3 Iteration 15Q (101.714950 sec): 3 clusters Score: Raw -524751.217620 + Penalty 4863.481948 = -519887.735673 nChanged 2 Iteration 16Q (101.828188 sec): 3 clusters Score: Raw -524751.600742 + Penalty 4863.481948 = -519888.118794 nChanged 2 Iteration 17Q (102.002552 sec): 3 clusters Score: Raw -524751.902707 + Penalty 4863.481948 = -519888.420760 nChanged 0 Iteration 18F (102.135031 sec): 3 clusters Score: Raw -524751.902707 + Penalty 4863.481948 = -519888.420760 nChanged 0 Compute initial score before splitting: Score: Raw -524751.902707 + Penalty 4863.481948 = -519888.420760 Trying to split cluster 1 (2325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.214680 sec): 2 clusters Score: Raw -95906.775195 + Penalty 2046.389484 = -93860.385711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.338020 sec): 3 clusters Score: Raw -95161.479856 + Penalty 4092.778968 = -91068.700888 nChanged 811 SP:Iteration 1F (102.450267 sec): 3 clusters Score: Raw -96871.502017 + Penalty 4092.778968 = -92778.723049 nChanged 335 SP:Iteration 2F (102.533231 sec): 3 clusters Score: Raw -98046.822556 + Penalty 4092.778968 = -93954.043588 nChanged 218 SP:Iteration 3F (102.646249 sec): 3 clusters Score: Raw -98642.903795 + Penalty 4092.778968 = -94550.124827 nChanged 158 SP:Iteration 4F (102.767113 sec): 3 clusters Score: Raw -98973.162238 + Penalty 4092.778968 = -94880.383270 nChanged 129 SP:Iteration 5F (102.860222 sec): 3 clusters Score: Raw -99234.144211 + Penalty 4092.778968 = -95141.365243 nChanged 107 SP:Iteration 6Q (102.972050 sec): 3 clusters Score: Raw -99419.324021 + Penalty 4092.778968 = -95326.545053 nChanged 78 SP:Iteration 7Q (103.107075 sec): 3 clusters Score: Raw -99537.963969 + Penalty 4092.778968 = -95445.185001 nChanged 51 SP:Iteration 8Q (103.219217 sec): 3 clusters Score: Raw -99625.570973 + Penalty 4092.778968 = -95532.792005 nChanged 53 SP:Iteration 9Q (103.304238 sec): 3 clusters Score: Raw -99753.891564 + Penalty 4092.778968 = -95661.112596 nChanged 44 SP:Iteration 10Q (103.428267 sec): 3 clusters Score: Raw -99894.983506 + Penalty 4092.778968 = -95802.204538 nChanged 23 SP:Iteration 11Q (103.510807 sec): 3 clusters Score: Raw -99937.970263 + Penalty 4092.778968 = -95845.191295 nChanged 12 SP:Iteration 12Q (103.615294 sec): 3 clusters Score: Raw -99950.136407 + Penalty 4092.778968 = -95857.357439 nChanged 2 SP:Iteration 13Q (103.720518 sec): 3 clusters Score: Raw -99951.551501 + Penalty 4092.778968 = -95858.772533 nChanged 0 SP:Iteration 14F (103.831887 sec): 3 clusters Score: Raw -99951.551501 + Penalty 4092.778968 = -95858.772533 nChanged 0 Score: Raw -528796.679013 + Penalty 7295.222921 = -521501.456091 Splitting cluster 1 changes total score from -519888.420760 to -521501.456091 So it's getting split into cluster 2. Trying to split cluster 3 (7673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.121300 sec): 2 clusters Score: Raw -434344.521083 + Penalty 2361.602219 = -431982.918863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.237134 sec): 3 clusters Score: Raw -430463.243591 + Penalty 4723.204439 = -425740.039152 nChanged 3140 SP:Iteration 1F (104.378856 sec): 3 clusters Score: Raw -433046.160363 + Penalty 4723.204439 = -428322.955924 nChanged 922 SP:Iteration 2F (104.496156 sec): 3 clusters Score: Raw -434741.286785 + Penalty 4723.204439 = -430018.082346 nChanged 860 SP:Iteration 3F (104.600064 sec): 3 clusters Score: Raw -436286.657242 + Penalty 4723.204439 = -431563.452803 nChanged 718 SP:Iteration 4F (104.739624 sec): 3 clusters Score: Raw -437241.345383 + Penalty 4723.204439 = -432518.140945 nChanged 449 SP:Iteration 5F (104.873910 sec): 3 clusters Score: Raw -437612.278788 + Penalty 4723.204439 = -432889.074349 nChanged 260 SP:Iteration 6Q (104.999619 sec): 3 clusters Score: Raw -437767.472172 + Penalty 4723.204439 = -433044.267734 nChanged 174 SP:Iteration 7Q (105.124456 sec): 3 clusters Score: Raw -437863.967688 + Penalty 4723.204439 = -433140.763249 nChanged 133 SP:Iteration 8Q (105.246332 sec): 3 clusters Score: Raw -437932.356270 + Penalty 4723.204439 = -433209.151831 nChanged 120 SP:Iteration 9Q (105.372183 sec): 3 clusters Score: Raw -438002.228832 + Penalty 4723.204439 = -433279.024394 nChanged 132 SP:Iteration 10Q (105.512881 sec): 3 clusters Score: Raw -438073.242414 + Penalty 4723.204439 = -433350.037976 nChanged 114 SP:Iteration 11Q (105.606045 sec): 3 clusters Score: Raw -438125.975450 + Penalty 4723.204439 = -433402.771011 nChanged 94 SP:Iteration 12Q (105.735699 sec): 3 clusters Score: Raw -438173.126952 + Penalty 4723.204439 = -433449.922513 nChanged 84 SP:Iteration 13Q (105.865175 sec): 3 clusters Score: Raw -438214.124100 + Penalty 4723.204439 = -433490.919661 nChanged 81 SP:Iteration 14Q (106.013712 sec): 3 clusters Score: Raw -438252.867046 + Penalty 4723.204439 = -433529.662607 nChanged 82 SP:Iteration 15Q (106.169674 sec): 3 clusters Score: Raw -438293.823414 + Penalty 4723.204439 = -433570.618975 nChanged 91 SP:Iteration 16Q (106.292298 sec): 3 clusters Score: Raw -438340.314641 + Penalty 4723.204439 = -433617.110202 nChanged 90 SP:Iteration 17Q (106.403879 sec): 3 clusters Score: Raw -438381.042870 + Penalty 4723.204439 = -433657.838432 nChanged 82 SP:Iteration 18Q (106.524020 sec): 3 clusters Score: Raw -438423.006520 + Penalty 4723.204439 = -433699.802081 nChanged 75 SP:Iteration 19Q (106.652920 sec): 3 clusters Score: Raw -438453.424897 + Penalty 4723.204439 = -433730.220459 nChanged 61 SP:Iteration 20F (106.767961 sec): 3 clusters Score: Raw -438476.165560 + Penalty 4723.204439 = -433752.961121 nChanged 41 SP:Iteration 21Q (106.876471 sec): 3 clusters Score: Raw -438489.272039 + Penalty 4723.204439 = -433766.067600 nChanged 31 SP:Iteration 22Q (107.026101 sec): 3 clusters Score: Raw -438497.521307 + Penalty 4723.204439 = -433774.316869 nChanged 32 SP:Iteration 23Q (107.166450 sec): 3 clusters Score: Raw -438508.785772 + Penalty 4723.204439 = -433785.581333 nChanged 25 SP:Iteration 24Q (107.283774 sec): 3 clusters Score: Raw -438518.097211 + Penalty 4723.204439 = -433794.892773 nChanged 21 SP:Iteration 25Q (107.403806 sec): 3 clusters Score: Raw -438526.966690 + Penalty 4723.204439 = -433803.762251 nChanged 27 SP:Iteration 26Q (107.511164 sec): 3 clusters Score: Raw -438536.338332 + Penalty 4723.204439 = -433813.133893 nChanged 19 SP:Iteration 27Q (107.617130 sec): 3 clusters Score: Raw -438541.919292 + Penalty 4723.204439 = -433818.714853 nChanged 20 SP:Iteration 28Q (107.740237 sec): 3 clusters Score: Raw -438547.867980 + Penalty 4723.204439 = -433824.663542 nChanged 14 SP:Iteration 29Q (107.867836 sec): 3 clusters Score: Raw -438551.198660 + Penalty 4723.204439 = -433827.994221 nChanged 10 SP:Iteration 30Q (107.987949 sec): 3 clusters Score: Raw -438553.936620 + Penalty 4723.204439 = -433830.732182 nChanged 8 SP:Iteration 31Q (108.106135 sec): 3 clusters Score: Raw -438555.343706 + Penalty 4723.204439 = -433832.139267 nChanged 5 SP:Iteration 32Q (108.231709 sec): 3 clusters Score: Raw -438556.298690 + Penalty 4723.204439 = -433833.094251 nChanged 5 SP:Iteration 33Q (108.358752 sec): 3 clusters Score: Raw -438557.333944 + Penalty 4723.204439 = -433834.129506 nChanged 3 SP:Iteration 34Q (108.475098 sec): 3 clusters Score: Raw -438558.545377 + Penalty 4723.204439 = -433835.340938 nChanged 2 SP:Iteration 35Q (108.622423 sec): 3 clusters Score: Raw -438558.999933 + Penalty 4723.204439 = -433835.795494 nChanged 1 SP:Iteration 36Q (108.728722 sec): 3 clusters Score: Raw -438559.085241 + Penalty 4723.204439 = -433835.880803 nChanged 0 SP:Iteration 37F (108.852069 sec): 3 clusters Score: Raw -438559.085241 + Penalty 4723.204439 = -433835.880803 nChanged 0 Score: Raw -533011.243171 + Penalty 9726.963895 = -523284.279276 Splitting cluster 3 changes total score from -519888.420760 to -523284.279276 So it's getting split into cluster 4. Iteration 19F (109.355827 sec): 5 clusters Score: Raw -533434.452259 + Penalty 9726.963895 = -523707.488364 nChanged 257 Writing temp clu file Because OldScore, -519888.420760, is greater than current (better) Score,-523707.488364 Compute initial score before splitting: Score: Raw -533434.452259 + Penalty 9726.963895 = -523707.488364 Trying to split cluster 1 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.433640 sec): 2 clusters Score: Raw -55885.018826 + Penalty 1906.564658 = -53978.454168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.556171 sec): 3 clusters Score: Raw -55603.338216 + Penalty 3813.129316 = -51790.208901 nChanged 386 SP:Iteration 1F (109.639620 sec): 3 clusters Score: Raw -56367.887139 + Penalty 3813.129316 = -52554.757824 nChanged 162 SP:Iteration 2F (109.768819 sec): 3 clusters Score: Raw -56791.271282 + Penalty 3813.129316 = -52978.141967 nChanged 117 SP:Iteration 3F (109.857442 sec): 3 clusters Score: Raw -57100.736491 + Penalty 3813.129316 = -53287.607176 nChanged 95 SP:Iteration 4F (109.981992 sec): 3 clusters Score: Raw -57376.118577 + Penalty 3813.129316 = -53562.989261 nChanged 60 SP:Iteration 5Q (110.065373 sec): 3 clusters Score: Raw -57527.003666 + Penalty 3813.129316 = -53713.874350 nChanged 46 SP:Iteration 6Q (110.171936 sec): 3 clusters Score: Raw -57602.994423 + Penalty 3813.129316 = -53789.865107 nChanged 25 SP:Iteration 7Q (110.259351 sec): 3 clusters Score: Raw -57649.636492 + Penalty 3813.129316 = -53836.507177 nChanged 13 SP:Iteration 8Q (110.378179 sec): 3 clusters Score: Raw -57673.020773 + Penalty 3813.129316 = -53859.891457 nChanged 6 SP:Iteration 9Q (110.465492 sec): 3 clusters Score: Raw -57678.753470 + Penalty 3813.129316 = -53865.624154 nChanged 4 SP:Iteration 10Q (110.595896 sec): 3 clusters Score: Raw -57684.871125 + Penalty 3813.129316 = -53871.741809 nChanged 4 SP:Iteration 11Q (110.697765 sec): 3 clusters Score: Raw -57692.373772 + Penalty 3813.129316 = -53879.244456 nChanged 3 SP:Iteration 12Q (110.783647 sec): 3 clusters Score: Raw -57696.815465 + Penalty 3813.129316 = -53883.686149 nChanged 2 SP:Iteration 13Q (110.918446 sec): 3 clusters Score: Raw -57699.266245 + Penalty 3813.129316 = -53886.136929 nChanged 2 SP:Iteration 14Q (111.030274 sec): 3 clusters Score: Raw -57702.278303 + Penalty 3813.129316 = -53889.148987 nChanged 1 SP:Iteration 15Q (111.131195 sec): 3 clusters Score: Raw -57703.858955 + Penalty 3813.129316 = -53890.729639 nChanged 0 SP:Iteration 16F (111.228559 sec): 3 clusters Score: Raw -57703.858955 + Penalty 3813.129316 = -53890.729639 nChanged 0 Trying to split cluster 2 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.300460 sec): 2 clusters Score: Raw -44074.546665 + Penalty 1803.635741 = -42270.910924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.395955 sec): 3 clusters Score: Raw -43958.818520 + Penalty 3607.271483 = -40351.547038 nChanged 245 SP:Iteration 1F (111.515662 sec): 3 clusters Score: Raw -44370.506144 + Penalty 3607.271483 = -40763.234662 nChanged 79 SP:Iteration 2F (111.609168 sec): 3 clusters Score: Raw -44516.184009 + Penalty 3607.271483 = -40908.912526 nChanged 46 SP:Iteration 3Q (111.727599 sec): 3 clusters Score: Raw -44625.877444 + Penalty 3607.271483 = -41018.605962 nChanged 38 SP:Iteration 4Q (111.860112 sec): 3 clusters Score: Raw -44732.255957 + Penalty 3607.271483 = -41124.984474 nChanged 39 SP:Iteration 5Q (111.990867 sec): 3 clusters Score: Raw -44849.569954 + Penalty 3607.271483 = -41242.298472 nChanged 40 SP:Iteration 6Q (112.086214 sec): 3 clusters Score: Raw -44970.912788 + Penalty 3607.271483 = -41363.641306 nChanged 36 SP:Iteration 7Q (112.190412 sec): 3 clusters Score: Raw -45079.544272 + Penalty 3607.271483 = -41472.272790 nChanged 33 SP:Iteration 8Q (112.288950 sec): 3 clusters Score: Raw -45210.270812 + Penalty 3607.271483 = -41602.999329 nChanged 37 SP:Iteration 9Q (112.383810 sec): 3 clusters Score: Raw -45358.346429 + Penalty 3607.271483 = -41751.074947 nChanged 25 SP:Iteration 10Q (112.471957 sec): 3 clusters Score: Raw -45457.433445 + Penalty 3607.271483 = -41850.161962 nChanged 30 SP:Iteration 11Q (112.576312 sec): 3 clusters Score: Raw -45604.066092 + Penalty 3607.271483 = -41996.794610 nChanged 19 SP:Iteration 12Q (112.698532 sec): 3 clusters Score: Raw -45665.789656 + Penalty 3607.271483 = -42058.518174 nChanged 15 SP:Iteration 13Q (112.805470 sec): 3 clusters Score: Raw -45708.790429 + Penalty 3607.271483 = -42101.518946 nChanged 10 SP:Iteration 14Q (112.892384 sec): 3 clusters Score: Raw -45738.173859 + Penalty 3607.271483 = -42130.902377 nChanged 2 SP:Iteration 15Q (112.997694 sec): 3 clusters Score: Raw -45743.013113 + Penalty 3607.271483 = -42135.741630 nChanged 1 SP:Iteration 16Q (113.094514 sec): 3 clusters Score: Raw -45744.737418 + Penalty 3607.271483 = -42137.465935 nChanged 0 SP:Iteration 17F (113.198542 sec): 3 clusters Score: Raw -45748.283413 + Penalty 3607.271483 = -42141.011930 nChanged 1 SP:Iteration 18Q (113.296553 sec): 3 clusters Score: Raw -45761.330319 + Penalty 3607.271483 = -42154.058837 nChanged 2 SP:Iteration 19Q (113.402927 sec): 3 clusters Score: Raw -45769.290527 + Penalty 3607.271483 = -42162.019044 nChanged 0 SP:Iteration 20F (113.494220 sec): 3 clusters Score: Raw -45769.290527 + Penalty 3607.271483 = -42162.019044 nChanged 0 Trying to split cluster 3 (5566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.568400 sec): 2 clusters Score: Raw -322831.691460 + Penalty 2276.850033 = -320554.841428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.695326 sec): 3 clusters Score: Raw -320164.239828 + Penalty 4553.700065 = -315610.539763 nChanged 2164 SP:Iteration 1F (113.802628 sec): 3 clusters Score: Raw -321660.182135 + Penalty 4553.700065 = -317106.482069 nChanged 556 SP:Iteration 2F (113.940352 sec): 3 clusters Score: Raw -322145.093538 + Penalty 4553.700065 = -317591.393473 nChanged 437 SP:Iteration 3F (114.022194 sec): 3 clusters Score: Raw -322592.908113 + Penalty 4553.700065 = -318039.208048 nChanged 426 SP:Iteration 4F (114.157663 sec): 3 clusters Score: Raw -323116.815814 + Penalty 4553.700065 = -318563.115748 nChanged 389 SP:Iteration 5F (114.282364 sec): 3 clusters Score: Raw -323679.277257 + Penalty 4553.700065 = -319125.577191 nChanged 381 SP:Iteration 6F (114.384455 sec): 3 clusters Score: Raw -324140.557768 + Penalty 4553.700065 = -319586.857702 nChanged 284 SP:Iteration 7F (114.504076 sec): 3 clusters Score: Raw -324485.392659 + Penalty 4553.700065 = -319931.692594 nChanged 209 SP:Iteration 8Q (114.630996 sec): 3 clusters Score: Raw -324649.680793 + Penalty 4553.700065 = -320095.980727 nChanged 136 SP:Iteration 9Q (114.743127 sec): 3 clusters Score: Raw -324748.077761 + Penalty 4553.700065 = -320194.377696 nChanged 108 SP:Iteration 10Q (114.871551 sec): 3 clusters Score: Raw -324815.961869 + Penalty 4553.700065 = -320262.261804 nChanged 80 SP:Iteration 11Q (114.989903 sec): 3 clusters Score: Raw -324860.179478 + Penalty 4553.700065 = -320306.479412 nChanged 59 SP:Iteration 12Q (115.115708 sec): 3 clusters Score: Raw -324897.628857 + Penalty 4553.700065 = -320343.928792 nChanged 71 SP:Iteration 13Q (115.235987 sec): 3 clusters Score: Raw -324945.880330 + Penalty 4553.700065 = -320392.180265 nChanged 68 SP:Iteration 14Q (115.344652 sec): 3 clusters Score: Raw -324990.093841 + Penalty 4553.700065 = -320436.393776 nChanged 74 SP:Iteration 15Q (115.482992 sec): 3 clusters Score: Raw -325050.495596 + Penalty 4553.700065 = -320496.795530 nChanged 74 SP:Iteration 16Q (115.585628 sec): 3 clusters Score: Raw -325116.225902 + Penalty 4553.700065 = -320562.525837 nChanged 72 SP:Iteration 17Q (115.714704 sec): 3 clusters Score: Raw -325166.617349 + Penalty 4553.700065 = -320612.917283 nChanged 51 SP:Iteration 18Q (115.826651 sec): 3 clusters Score: Raw -325191.322851 + Penalty 4553.700065 = -320637.622785 nChanged 35 SP:Iteration 19Q (115.959448 sec): 3 clusters Score: Raw -325202.958533 + Penalty 4553.700065 = -320649.258467 nChanged 21 SP:Iteration 20F (116.068623 sec): 3 clusters Score: Raw -325209.737597 + Penalty 4553.700065 = -320656.037531 nChanged 19 SP:Iteration 21Q (116.174977 sec): 3 clusters Score: Raw -325215.068850 + Penalty 4553.700065 = -320661.368785 nChanged 12 SP:Iteration 22Q (116.295557 sec): 3 clusters Score: Raw -325218.195754 + Penalty 4553.700065 = -320664.495689 nChanged 7 SP:Iteration 23Q (116.415891 sec): 3 clusters Score: Raw -325219.598630 + Penalty 4553.700065 = -320665.898564 nChanged 6 SP:Iteration 24Q (116.530331 sec): 3 clusters Score: Raw -325221.030051 + Penalty 4553.700065 = -320667.329985 nChanged 7 SP:Iteration 25Q (116.645368 sec): 3 clusters Score: Raw -325222.418788 + Penalty 4553.700065 = -320668.718722 nChanged 6 SP:Iteration 26Q (116.776652 sec): 3 clusters Score: Raw -325224.126834 + Penalty 4553.700065 = -320670.426768 nChanged 9 SP:Iteration 27Q (116.892644 sec): 3 clusters Score: Raw -325225.887605 + Penalty 4553.700065 = -320672.187540 nChanged 3 SP:Iteration 28Q (117.016391 sec): 3 clusters Score: Raw -325226.764970 + Penalty 4553.700065 = -320673.064904 nChanged 2 SP:Iteration 29Q (117.132696 sec): 3 clusters Score: Raw -325227.244400 + Penalty 4553.700065 = -320673.544335 nChanged 1 SP:Iteration 30Q (117.216773 sec): 3 clusters Score: Raw -325227.354015 + Penalty 4553.700065 = -320673.653950 nChanged 0 SP:Iteration 31F (117.315626 sec): 3 clusters Score: Raw -325227.354015 + Penalty 4553.700065 = -320673.653950 nChanged 0 Score: Raw -536041.086882 + Penalty 12158.704869 = -523882.382013 Splitting cluster 3 changes total score from -523707.488364 to -523882.382013 So it's getting split into cluster 5. Trying to split cluster 4 (2140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.717232 sec): 2 clusters Score: Raw -122390.359573 + Penalty 2024.500133 = -120365.859441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.803665 sec): 3 clusters Score: Raw -121556.850022 + Penalty 4049.000265 = -117507.849757 nChanged 720 SP:Iteration 1F (117.926439 sec): 3 clusters Score: Raw -122099.002071 + Penalty 4049.000265 = -118050.001806 nChanged 162 SP:Iteration 2F (118.054825 sec): 3 clusters Score: Raw -122271.318906 + Penalty 4049.000265 = -118222.318641 nChanged 118 SP:Iteration 3F (118.151340 sec): 3 clusters Score: Raw -122402.730675 + Penalty 4049.000265 = -118353.730410 nChanged 90 SP:Iteration 4Q (118.281946 sec): 3 clusters Score: Raw -122504.497000 + Penalty 4049.000265 = -118455.496735 nChanged 75 SP:Iteration 5Q (118.402535 sec): 3 clusters Score: Raw -122592.448831 + Penalty 4049.000265 = -118543.448566 nChanged 68 SP:Iteration 6Q (118.483550 sec): 3 clusters Score: Raw -122659.200220 + Penalty 4049.000265 = -118610.199955 nChanged 58 SP:Iteration 7Q (118.585676 sec): 3 clusters Score: Raw -122718.690385 + Penalty 4049.000265 = -118669.690120 nChanged 53 SP:Iteration 8Q (118.690701 sec): 3 clusters Score: Raw -122781.970353 + Penalty 4049.000265 = -118732.970088 nChanged 48 SP:Iteration 9Q (118.789979 sec): 3 clusters Score: Raw -122843.044485 + Penalty 4049.000265 = -118794.044220 nChanged 58 SP:Iteration 10Q (118.889245 sec): 3 clusters Score: Raw -122905.137123 + Penalty 4049.000265 = -118856.136858 nChanged 51 SP:Iteration 11Q (118.988268 sec): 3 clusters Score: Raw -122952.549284 + Penalty 4049.000265 = -118903.549019 nChanged 44 SP:Iteration 12Q (119.110711 sec): 3 clusters Score: Raw -123004.425746 + Penalty 4049.000265 = -118955.425481 nChanged 36 SP:Iteration 13Q (119.208895 sec): 3 clusters Score: Raw -123036.015124 + Penalty 4049.000265 = -118987.014859 nChanged 22 SP:Iteration 14Q (119.280856 sec): 3 clusters Score: Raw -123050.865327 + Penalty 4049.000265 = -119001.865062 nChanged 22 SP:Iteration 15Q (119.403201 sec): 3 clusters Score: Raw -123069.560225 + Penalty 4049.000265 = -119020.559960 nChanged 16 SP:Iteration 16Q (119.487679 sec): 3 clusters Score: Raw -123083.359468 + Penalty 4049.000265 = -119034.359203 nChanged 17 SP:Iteration 17Q (119.598026 sec): 3 clusters Score: Raw -123094.279117 + Penalty 4049.000265 = -119045.278852 nChanged 12 SP:Iteration 18Q (119.698165 sec): 3 clusters Score: Raw -123100.872492 + Penalty 4049.000265 = -119051.872227 nChanged 9 SP:Iteration 19Q (119.807247 sec): 3 clusters Score: Raw -123104.805059 + Penalty 4049.000265 = -119055.804794 nChanged 5 SP:Iteration 20F (119.917304 sec): 3 clusters Score: Raw -123108.780165 + Penalty 4049.000265 = -119059.779900 nChanged 5 SP:Iteration 21Q (120.024812 sec): 3 clusters Score: Raw -123112.450697 + Penalty 4049.000265 = -119063.450432 nChanged 4 SP:Iteration 22Q (120.111070 sec): 3 clusters Score: Raw -123115.385468 + Penalty 4049.000265 = -119066.385203 nChanged 7 SP:Iteration 23Q (120.233219 sec): 3 clusters Score: Raw -123119.034902 + Penalty 4049.000265 = -119070.034637 nChanged 5 SP:Iteration 24Q (120.337656 sec): 3 clusters Score: Raw -123122.034579 + Penalty 4049.000265 = -119073.034314 nChanged 5 SP:Iteration 25Q (120.440097 sec): 3 clusters Score: Raw -123124.842166 + Penalty 4049.000265 = -119075.841901 nChanged 3 SP:Iteration 26Q (120.561939 sec): 3 clusters Score: Raw -123126.157338 + Penalty 4049.000265 = -119077.157073 nChanged 2 SP:Iteration 27Q (120.672237 sec): 3 clusters Score: Raw -123127.138001 + Penalty 4049.000265 = -119078.137736 nChanged 0 SP:Iteration 28F (120.762022 sec): 3 clusters Score: Raw -123127.138001 + Penalty 4049.000265 = -119078.137736 nChanged 0 Iteration 20F (121.088549 sec): 6 clusters Score: Raw -536355.687788 + Penalty 12158.704869 = -524196.982919 nChanged 342 Iteration 21Q (121.371215 sec): 6 clusters Score: Raw -536619.876829 + Penalty 12158.704869 = -524461.171960 nChanged 131 Iteration 22Q (121.659242 sec): 6 clusters Score: Raw -536736.957449 + Penalty 12158.704869 = -524578.252580 nChanged 113 Iteration 23Q (121.960416 sec): 6 clusters Score: Raw -536838.247352 + Penalty 12158.704869 = -524679.542483 nChanged 85 Iteration 24Q (122.229265 sec): 6 clusters Score: Raw -536903.267360 + Penalty 12158.704869 = -524744.562491 nChanged 64 Iteration 25Q (122.513446 sec): 6 clusters Score: Raw -536960.914690 + Penalty 12158.704869 = -524802.209821 nChanged 60 Iteration 26Q (122.831919 sec): 6 clusters Score: Raw -537019.606992 + Penalty 12158.704869 = -524860.902123 nChanged 38 Iteration 27Q (123.143183 sec): 6 clusters Score: Raw -537065.645550 + Penalty 12158.704869 = -524906.940681 nChanged 28 Iteration 28Q (123.438870 sec): 6 clusters Score: Raw -537091.116804 + Penalty 12158.704869 = -524932.411936 nChanged 24 Iteration 29Q (123.709480 sec): 6 clusters Score: Raw -537114.049223 + Penalty 12158.704869 = -524955.344355 nChanged 19 Iteration 30Q (124.016521 sec): 6 clusters Score: Raw -537145.846379 + Penalty 12158.704869 = -524987.141510 nChanged 23 Iteration 31Q (124.317986 sec): 6 clusters Score: Raw -537200.106982 + Penalty 12158.704869 = -525041.402113 nChanged 24 Iteration 32Q (124.575990 sec): 6 clusters Score: Raw -537242.292634 + Penalty 12158.704869 = -525083.587766 nChanged 25 Iteration 33Q (124.879746 sec): 6 clusters Score: Raw -537285.631826 + Penalty 12158.704869 = -525126.926957 nChanged 24 Iteration 34Q (125.185024 sec): 6 clusters Score: Raw -537341.506895 + Penalty 12158.704869 = -525182.802026 nChanged 26 Iteration 35Q (125.471720 sec): 6 clusters Score: Raw -537398.518445 + Penalty 12158.704869 = -525239.813576 nChanged 30 Iteration 36Q (125.759402 sec): 6 clusters Score: Raw -537447.573616 + Penalty 12158.704869 = -525288.868747 nChanged 31 Iteration 37Q (126.049133 sec): 6 clusters Score: Raw -537490.001848 + Penalty 12158.704869 = -525331.296979 nChanged 19 Iteration 38Q (126.337522 sec): 6 clusters Score: Raw -537513.246208 + Penalty 12158.704869 = -525354.541339 nChanged 14 Iteration 39Q (126.650024 sec): 6 clusters Score: Raw -537522.319238 + Penalty 12158.704869 = -525363.614369 nChanged 14 Iteration 40F (126.920311 sec): 6 clusters Score: Raw -537527.245395 + Penalty 12158.704869 = -525368.540526 nChanged 6 Iteration 41Q (127.201773 sec): 6 clusters Score: Raw -537529.206077 + Penalty 12158.704869 = -525370.501208 nChanged 6 Iteration 42Q (127.483794 sec): 6 clusters Score: Raw -537531.233114 + Penalty 12158.704869 = -525372.528245 nChanged 5 Iteration 43Q (127.762237 sec): 6 clusters Score: Raw -537532.375244 + Penalty 12158.704869 = -525373.670375 nChanged 4 Iteration 44Q (128.078033 sec): 6 clusters Score: Raw -537533.309541 + Penalty 12158.704869 = -525374.604672 nChanged 1 Iteration 45Q (128.372604 sec): 6 clusters Score: Raw -537533.544022 + Penalty 12158.704869 = -525374.839153 nChanged 0 Iteration 46F (128.676231 sec): 6 clusters Score: Raw -537533.544022 + Penalty 12158.704869 = -525374.839153 nChanged 0 Writing temp clu file Because OldScore, -525374.839153, is greater than current (better) Score,-525374.839153 Compute initial score before splitting: Score: Raw -537533.544022 + Penalty 12158.704869 = -525374.839153 Trying to split cluster 1 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.760311 sec): 2 clusters Score: Raw -49113.324291 + Penalty 1877.439199 = -47235.885092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.860172 sec): 3 clusters Score: Raw -48923.187770 + Penalty 3754.878398 = -45168.309372 nChanged 338 SP:Iteration 1F (128.949620 sec): 3 clusters Score: Raw -49489.758459 + Penalty 3754.878398 = -45734.880061 nChanged 120 SP:Iteration 2F (129.043113 sec): 3 clusters Score: Raw -49713.138900 + Penalty 3754.878398 = -45958.260502 nChanged 75 SP:Iteration 3F (129.158864 sec): 3 clusters Score: Raw -49826.448378 + Penalty 3754.878398 = -46071.569980 nChanged 53 SP:Iteration 4Q (129.267578 sec): 3 clusters Score: Raw -49915.089331 + Penalty 3754.878398 = -46160.210934 nChanged 36 SP:Iteration 5Q (129.388566 sec): 3 clusters Score: Raw -49976.644977 + Penalty 3754.878398 = -46221.766580 nChanged 30 SP:Iteration 6Q (129.468132 sec): 3 clusters Score: Raw -50038.882691 + Penalty 3754.878398 = -46284.004294 nChanged 32 SP:Iteration 7Q (129.565637 sec): 3 clusters Score: Raw -50087.660452 + Penalty 3754.878398 = -46332.782055 nChanged 34 SP:Iteration 8Q (129.657616 sec): 3 clusters Score: Raw -50132.383676 + Penalty 3754.878398 = -46377.505278 nChanged 23 SP:Iteration 9Q (129.757556 sec): 3 clusters Score: Raw -50174.844539 + Penalty 3754.878398 = -46419.966142 nChanged 19 SP:Iteration 10Q (129.853732 sec): 3 clusters Score: Raw -50200.480472 + Penalty 3754.878398 = -46445.602075 nChanged 12 SP:Iteration 11Q (129.962031 sec): 3 clusters Score: Raw -50224.391492 + Penalty 3754.878398 = -46469.513094 nChanged 15 SP:Iteration 12Q (130.066594 sec): 3 clusters Score: Raw -50252.921394 + Penalty 3754.878398 = -46498.042996 nChanged 13 SP:Iteration 13Q (130.167361 sec): 3 clusters Score: Raw -50272.629926 + Penalty 3754.878398 = -46517.751529 nChanged 9 SP:Iteration 14Q (130.268682 sec): 3 clusters Score: Raw -50284.019779 + Penalty 3754.878398 = -46529.141382 nChanged 5 SP:Iteration 15Q (130.356497 sec): 3 clusters Score: Raw -50290.133947 + Penalty 3754.878398 = -46535.255550 nChanged 6 SP:Iteration 16Q (130.457868 sec): 3 clusters Score: Raw -50298.649771 + Penalty 3754.878398 = -46543.771373 nChanged 3 SP:Iteration 17Q (130.583900 sec): 3 clusters Score: Raw -50301.274826 + Penalty 3754.878398 = -46546.396429 nChanged 1 SP:Iteration 18Q (130.669397 sec): 3 clusters Score: Raw -50301.511709 + Penalty 3754.878398 = -46546.633312 nChanged 1 SP:Iteration 19Q (130.776890 sec): 3 clusters Score: Raw -50302.652276 + Penalty 3754.878398 = -46547.773878 nChanged 1 SP:Iteration 20F (130.862057 sec): 3 clusters Score: Raw -50304.710526 + Penalty 3754.878398 = -46549.832128 nChanged 5 SP:Iteration 21Q (130.955393 sec): 3 clusters Score: Raw -50316.979815 + Penalty 3754.878398 = -46562.101417 nChanged 4 SP:Iteration 22Q (131.067317 sec): 3 clusters Score: Raw -50323.053061 + Penalty 3754.878398 = -46568.174663 nChanged 3 SP:Iteration 23Q (131.133599 sec): 3 clusters Score: Raw -50325.983765 + Penalty 3754.878398 = -46571.105367 nChanged 1 SP:Iteration 24Q (131.245892 sec): 3 clusters Score: Raw -50327.235374 + Penalty 3754.878398 = -46572.356977 nChanged 2 SP:Iteration 25Q (131.358587 sec): 3 clusters Score: Raw -50329.010308 + Penalty 3754.878398 = -46574.131910 nChanged 2 SP:Iteration 26Q (131.434811 sec): 3 clusters Score: Raw -50329.994678 + Penalty 3754.878398 = -46575.116281 nChanged 1 SP:Iteration 27Q (131.553700 sec): 3 clusters Score: Raw -50330.759466 + Penalty 3754.878398 = -46575.881068 nChanged 2 SP:Iteration 28Q (131.644415 sec): 3 clusters Score: Raw -50334.972270 + Penalty 3754.878398 = -46580.093872 nChanged 2 SP:Iteration 29Q (131.743500 sec): 3 clusters Score: Raw -50340.600588 + Penalty 3754.878398 = -46585.722190 nChanged 4 SP:Iteration 30Q (131.839511 sec): 3 clusters Score: Raw -50348.127900 + Penalty 3754.878398 = -46593.249502 nChanged 4 SP:Iteration 31Q (131.973594 sec): 3 clusters Score: Raw -50353.210409 + Penalty 3754.878398 = -46598.332012 nChanged 3 SP:Iteration 32Q (132.051529 sec): 3 clusters Score: Raw -50357.165960 + Penalty 3754.878398 = -46602.287563 nChanged 2 SP:Iteration 33Q (132.151848 sec): 3 clusters Score: Raw -50361.972915 + Penalty 3754.878398 = -46607.094518 nChanged 0 SP:Iteration 34F (132.228701 sec): 3 clusters Score: Raw -50361.972915 + Penalty 3754.878398 = -46607.094518 nChanged 0 Trying to split cluster 2 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.279907 sec): 2 clusters Score: Raw -29670.699279 + Penalty 1687.023536 = -27983.675743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.363197 sec): 3 clusters Score: Raw -29771.873998 + Penalty 3374.047072 = -26397.826925 nChanged 134 SP:Iteration 1F (132.443712 sec): 3 clusters Score: Raw -30016.963963 + Penalty 3374.047072 = -26642.916890 nChanged 42 SP:Iteration 2F (132.538536 sec): 3 clusters Score: Raw -30147.601698 + Penalty 3374.047072 = -26773.554626 nChanged 30 SP:Iteration 3F (132.637356 sec): 3 clusters Score: Raw -30238.804831 + Penalty 3374.047072 = -26864.757759 nChanged 13 SP:Iteration 4Q (132.736166 sec): 3 clusters Score: Raw -30327.944637 + Penalty 3374.047072 = -26953.897564 nChanged 12 SP:Iteration 5Q (132.857030 sec): 3 clusters Score: Raw -30365.835772 + Penalty 3374.047072 = -26991.788700 nChanged 7 SP:Iteration 6Q (132.937617 sec): 3 clusters Score: Raw -30392.079037 + Penalty 3374.047072 = -27018.031965 nChanged 7 SP:Iteration 7Q (133.030782 sec): 3 clusters Score: Raw -30420.319582 + Penalty 3374.047072 = -27046.272510 nChanged 4 SP:Iteration 8Q (133.140731 sec): 3 clusters Score: Raw -30430.834180 + Penalty 3374.047072 = -27056.787108 nChanged 2 SP:Iteration 9Q (133.231324 sec): 3 clusters Score: Raw -30440.639645 + Penalty 3374.047072 = -27066.592573 nChanged 1 SP:Iteration 10Q (133.333456 sec): 3 clusters Score: Raw -30442.160462 + Penalty 3374.047072 = -27068.113389 nChanged 0 SP:Iteration 11F (133.439346 sec): 3 clusters Score: Raw -30442.160462 + Penalty 3374.047072 = -27068.113389 nChanged 0 Trying to split cluster 3 (2806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.507888 sec): 2 clusters Score: Raw -175681.254545 + Penalty 2096.032029 = -173585.222516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.604129 sec): 3 clusters Score: Raw -174541.992506 + Penalty 4192.064058 = -170349.928448 nChanged 955 SP:Iteration 1F (133.727201 sec): 3 clusters Score: Raw -175181.663008 + Penalty 4192.064058 = -170989.598950 nChanged 209 SP:Iteration 2F (133.813485 sec): 3 clusters Score: Raw -175362.667886 + Penalty 4192.064058 = -171170.603828 nChanged 163 SP:Iteration 3F (133.899960 sec): 3 clusters Score: Raw -175494.390153 + Penalty 4192.064058 = -171302.326095 nChanged 97 SP:Iteration 4Q (133.994238 sec): 3 clusters Score: Raw -175566.741727 + Penalty 4192.064058 = -171374.677669 nChanged 72 SP:Iteration 5Q (134.078723 sec): 3 clusters Score: Raw -175623.513092 + Penalty 4192.064058 = -171431.449035 nChanged 65 SP:Iteration 6Q (134.184166 sec): 3 clusters Score: Raw -175663.230425 + Penalty 4192.064058 = -171471.166367 nChanged 40 SP:Iteration 7Q (134.293967 sec): 3 clusters Score: Raw -175688.175633 + Penalty 4192.064058 = -171496.111576 nChanged 40 SP:Iteration 8Q (134.389773 sec): 3 clusters Score: Raw -175712.901660 + Penalty 4192.064058 = -171520.837603 nChanged 35 SP:Iteration 9Q (134.510479 sec): 3 clusters Score: Raw -175735.496533 + Penalty 4192.064058 = -171543.432475 nChanged 27 SP:Iteration 10Q (134.623772 sec): 3 clusters Score: Raw -175749.273155 + Penalty 4192.064058 = -171557.209097 nChanged 15 SP:Iteration 11Q (134.752165 sec): 3 clusters Score: Raw -175758.688570 + Penalty 4192.064058 = -171566.624512 nChanged 18 SP:Iteration 12Q (134.860371 sec): 3 clusters Score: Raw -175769.546644 + Penalty 4192.064058 = -171577.482586 nChanged 16 SP:Iteration 13Q (134.975785 sec): 3 clusters Score: Raw -175779.171007 + Penalty 4192.064058 = -171587.106950 nChanged 19 SP:Iteration 14Q (135.069698 sec): 3 clusters Score: Raw -175792.447453 + Penalty 4192.064058 = -171600.383395 nChanged 22 SP:Iteration 15Q (135.175297 sec): 3 clusters Score: Raw -175806.304450 + Penalty 4192.064058 = -171614.240393 nChanged 21 SP:Iteration 16Q (135.289835 sec): 3 clusters Score: Raw -175816.954620 + Penalty 4192.064058 = -171624.890562 nChanged 20 SP:Iteration 17Q (135.364610 sec): 3 clusters Score: Raw -175827.674141 + Penalty 4192.064058 = -171635.610084 nChanged 15 SP:Iteration 18Q (135.475682 sec): 3 clusters Score: Raw -175836.105577 + Penalty 4192.064058 = -171644.041519 nChanged 13 SP:Iteration 19Q (135.592713 sec): 3 clusters Score: Raw -175844.244834 + Penalty 4192.064058 = -171652.180777 nChanged 11 SP:Iteration 20F (135.697875 sec): 3 clusters Score: Raw -175849.697751 + Penalty 4192.064058 = -171657.633693 nChanged 9 SP:Iteration 21Q (135.820337 sec): 3 clusters Score: Raw -175853.783009 + Penalty 4192.064058 = -171661.718952 nChanged 9 SP:Iteration 22Q (135.913299 sec): 3 clusters Score: Raw -175860.734881 + Penalty 4192.064058 = -171668.670824 nChanged 15 SP:Iteration 23Q (136.031443 sec): 3 clusters Score: Raw -175870.907857 + Penalty 4192.064058 = -171678.843799 nChanged 15 SP:Iteration 24Q (136.155186 sec): 3 clusters Score: Raw -175877.084842 + Penalty 4192.064058 = -171685.020784 nChanged 16 SP:Iteration 25Q (136.257840 sec): 3 clusters Score: Raw -175883.168080 + Penalty 4192.064058 = -171691.104023 nChanged 9 SP:Iteration 26Q (136.349476 sec): 3 clusters Score: Raw -175888.626469 + Penalty 4192.064058 = -171696.562412 nChanged 8 SP:Iteration 27Q (136.485943 sec): 3 clusters Score: Raw -175892.750831 + Penalty 4192.064058 = -171700.686773 nChanged 9 SP:Iteration 28Q (136.580579 sec): 3 clusters Score: Raw -175898.364699 + Penalty 4192.064058 = -171706.300641 nChanged 11 SP:Iteration 29Q (136.693424 sec): 3 clusters Score: Raw -175906.280572 + Penalty 4192.064058 = -171714.216515 nChanged 10 SP:Iteration 30Q (136.796012 sec): 3 clusters Score: Raw -175913.418422 + Penalty 4192.064058 = -171721.354365 nChanged 14 SP:Iteration 31Q (136.931477 sec): 3 clusters Score: Raw -175921.638483 + Penalty 4192.064058 = -171729.574426 nChanged 9 SP:Iteration 32Q (137.032489 sec): 3 clusters Score: Raw -175926.104528 + Penalty 4192.064058 = -171734.040471 nChanged 11 SP:Iteration 33Q (137.150008 sec): 3 clusters Score: Raw -175933.366329 + Penalty 4192.064058 = -171741.302272 nChanged 11 SP:Iteration 34Q (137.241432 sec): 3 clusters Score: Raw -175941.206133 + Penalty 4192.064058 = -171749.142076 nChanged 10 SP:Iteration 35Q (137.347706 sec): 3 clusters Score: Raw -175946.674232 + Penalty 4192.064058 = -171754.610174 nChanged 9 SP:Iteration 36Q (137.462306 sec): 3 clusters Score: Raw -175952.605691 + Penalty 4192.064058 = -171760.541634 nChanged 12 SP:Iteration 37Q (137.578820 sec): 3 clusters Score: Raw -175957.980878 + Penalty 4192.064058 = -171765.916820 nChanged 7 SP:Iteration 38Q (137.677024 sec): 3 clusters Score: Raw -175962.522788 + Penalty 4192.064058 = -171770.458730 nChanged 13 SP:Iteration 39Q (137.788645 sec): 3 clusters Score: Raw -175970.282455 + Penalty 4192.064058 = -171778.218397 nChanged 13 SP:Iteration 40F (137.892052 sec): 3 clusters Score: Raw -175979.053647 + Penalty 4192.064058 = -171786.989589 nChanged 16 SP:Iteration 41Q (137.989256 sec): 3 clusters Score: Raw -175988.406596 + Penalty 4192.064058 = -171796.342539 nChanged 15 SP:Iteration 42Q (138.112394 sec): 3 clusters Score: Raw -175995.888467 + Penalty 4192.064058 = -171803.824410 nChanged 12 SP:Iteration 43Q (138.196164 sec): 3 clusters Score: Raw -176001.611121 + Penalty 4192.064058 = -171809.547064 nChanged 5 SP:Iteration 44Q (138.303992 sec): 3 clusters Score: Raw -176003.548787 + Penalty 4192.064058 = -171811.484729 nChanged 4 SP:Iteration 45Q (138.397774 sec): 3 clusters Score: Raw -176005.586454 + Penalty 4192.064058 = -171813.522396 nChanged 3 SP:Iteration 46Q (138.504686 sec): 3 clusters Score: Raw -176006.993659 + Penalty 4192.064058 = -171814.929601 nChanged 5 SP:Iteration 47Q (138.626183 sec): 3 clusters Score: Raw -176009.313912 + Penalty 4192.064058 = -171817.249854 nChanged 7 SP:Iteration 48Q (138.725236 sec): 3 clusters Score: Raw -176012.384733 + Penalty 4192.064058 = -171820.320675 nChanged 5 SP:Iteration 49Q (138.814552 sec): 3 clusters Score: Raw -176014.097676 + Penalty 4192.064058 = -171822.033618 nChanged 3 SP:Iteration 50Q (138.930952 sec): 3 clusters Score: Raw -176015.879794 + Penalty 4192.064058 = -171823.815737 nChanged 4 SP:Iteration 51Q (139.035207 sec): 3 clusters Score: Raw -176017.756397 + Penalty 4192.064058 = -171825.692339 nChanged 5 SP:Iteration 52Q (139.130072 sec): 3 clusters Score: Raw -176021.666021 + Penalty 4192.064058 = -171829.601964 nChanged 7 SP:Iteration 53Q (139.210847 sec): 3 clusters Score: Raw -176025.772126 + Penalty 4192.064058 = -171833.708069 nChanged 7 SP:Iteration 54Q (139.320544 sec): 3 clusters Score: Raw -176029.328969 + Penalty 4192.064058 = -171837.264912 nChanged 9 SP:Iteration 55Q (139.412258 sec): 3 clusters Score: Raw -176033.752171 + Penalty 4192.064058 = -171841.688113 nChanged 8 SP:Iteration 56Q (139.538975 sec): 3 clusters Score: Raw -176038.699380 + Penalty 4192.064058 = -171846.635323 nChanged 10 SP:Iteration 57Q (139.636912 sec): 3 clusters Score: Raw -176045.333693 + Penalty 4192.064058 = -171853.269635 nChanged 13 SP:Iteration 58Q (139.774638 sec): 3 clusters Score: Raw -176051.463767 + Penalty 4192.064058 = -171859.399709 nChanged 9 SP:Iteration 59Q (139.856356 sec): 3 clusters Score: Raw -176056.755599 + Penalty 4192.064058 = -171864.691541 nChanged 4 SP:Iteration 60F (139.986808 sec): 3 clusters Score: Raw -176059.624723 + Penalty 4192.064058 = -171867.560665 nChanged 7 SP:Iteration 61Q (140.088046 sec): 3 clusters Score: Raw -176061.943956 + Penalty 4192.064058 = -171869.879898 nChanged 3 SP:Iteration 62Q (140.202231 sec): 3 clusters Score: Raw -176063.271679 + Penalty 4192.064058 = -171871.207621 nChanged 3 SP:Iteration 63Q (140.297836 sec): 3 clusters Score: Raw -176065.612915 + Penalty 4192.064058 = -171873.548857 nChanged 3 SP:Iteration 64Q (140.430861 sec): 3 clusters Score: Raw -176067.079108 + Penalty 4192.064058 = -171875.015051 nChanged 3 SP:Iteration 65Q (140.517375 sec): 3 clusters Score: Raw -176068.052416 + Penalty 4192.064058 = -171875.988358 nChanged 3 SP:Iteration 66Q (140.632048 sec): 3 clusters Score: Raw -176069.771804 + Penalty 4192.064058 = -171877.707747 nChanged 3 SP:Iteration 67Q (140.737896 sec): 3 clusters Score: Raw -176070.732818 + Penalty 4192.064058 = -171878.668760 nChanged 0 SP:Iteration 68F (140.845178 sec): 3 clusters Score: Raw -176070.732818 + Penalty 4192.064058 = -171878.668760 nChanged 0 Trying to split cluster 4 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.894022 sec): 2 clusters Score: Raw -124018.608644 + Penalty 2034.545809 = -121984.062835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.021140 sec): 3 clusters Score: Raw -123173.450609 + Penalty 4069.091619 = -119104.358990 nChanged 726 SP:Iteration 1F (141.123445 sec): 3 clusters Score: Raw -123771.268091 + Penalty 4069.091619 = -119702.176472 nChanged 179 SP:Iteration 2F (141.242218 sec): 3 clusters Score: Raw -123989.778685 + Penalty 4069.091619 = -119920.687066 nChanged 139 SP:Iteration 3F (141.350127 sec): 3 clusters Score: Raw -124167.939201 + Penalty 4069.091619 = -120098.847582 nChanged 101 SP:Iteration 4Q (141.439589 sec): 3 clusters Score: Raw -124281.695678 + Penalty 4069.091619 = -120212.604059 nChanged 99 SP:Iteration 5Q (141.544069 sec): 3 clusters Score: Raw -124405.322644 + Penalty 4069.091619 = -120336.231025 nChanged 107 SP:Iteration 6Q (141.640440 sec): 3 clusters Score: Raw -124560.621180 + Penalty 4069.091619 = -120491.529562 nChanged 102 SP:Iteration 7Q (141.760456 sec): 3 clusters Score: Raw -124695.830111 + Penalty 4069.091619 = -120626.738492 nChanged 77 SP:Iteration 8Q (141.886513 sec): 3 clusters Score: Raw -124787.624179 + Penalty 4069.091619 = -120718.532560 nChanged 51 SP:Iteration 9Q (141.987123 sec): 3 clusters Score: Raw -124843.786558 + Penalty 4069.091619 = -120774.694940 nChanged 42 SP:Iteration 10Q (142.053541 sec): 3 clusters Score: Raw -124884.104370 + Penalty 4069.091619 = -120815.012752 nChanged 29 SP:Iteration 11Q (142.124903 sec): 3 clusters Score: Raw -124909.770125 + Penalty 4069.091619 = -120840.678506 nChanged 20 SP:Iteration 12Q (142.230243 sec): 3 clusters Score: Raw -124931.627058 + Penalty 4069.091619 = -120862.535439 nChanged 20 SP:Iteration 13Q (142.357725 sec): 3 clusters Score: Raw -124951.748768 + Penalty 4069.091619 = -120882.657150 nChanged 19 SP:Iteration 14Q (142.441955 sec): 3 clusters Score: Raw -124968.359168 + Penalty 4069.091619 = -120899.267550 nChanged 15 SP:Iteration 15Q (142.574083 sec): 3 clusters Score: Raw -124982.284525 + Penalty 4069.091619 = -120913.192906 nChanged 11 SP:Iteration 16Q (142.653314 sec): 3 clusters Score: Raw -124988.924782 + Penalty 4069.091619 = -120919.833163 nChanged 5 SP:Iteration 17Q (142.748932 sec): 3 clusters Score: Raw -124991.809206 + Penalty 4069.091619 = -120922.717588 nChanged 5 SP:Iteration 18Q (142.845502 sec): 3 clusters Score: Raw -124994.149329 + Penalty 4069.091619 = -120925.057710 nChanged 2 SP:Iteration 19Q (142.936433 sec): 3 clusters Score: Raw -124995.034019 + Penalty 4069.091619 = -120925.942401 nChanged 3 SP:Iteration 20F (143.047616 sec): 3 clusters Score: Raw -124998.254547 + Penalty 4069.091619 = -120929.162929 nChanged 2 SP:Iteration 21Q (143.153808 sec): 3 clusters Score: Raw -125001.849345 + Penalty 4069.091619 = -120932.757726 nChanged 4 SP:Iteration 22Q (143.281884 sec): 3 clusters Score: Raw -125004.618418 + Penalty 4069.091619 = -120935.526799 nChanged 3 SP:Iteration 23Q (143.382782 sec): 3 clusters Score: Raw -125008.658981 + Penalty 4069.091619 = -120939.567362 nChanged 3 SP:Iteration 24Q (143.478558 sec): 3 clusters Score: Raw -125011.925552 + Penalty 4069.091619 = -120942.833934 nChanged 2 SP:Iteration 25Q (143.593369 sec): 3 clusters Score: Raw -125013.110559 + Penalty 4069.091619 = -120944.018941 nChanged 0 SP:Iteration 26F (143.698620 sec): 3 clusters Score: Raw -125013.110559 + Penalty 4069.091619 = -120944.018941 nChanged 0 Trying to split cluster 5 (3150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.793308 sec): 2 clusters Score: Raw -173905.068093 + Penalty 2126.561641 = -171778.506452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.894510 sec): 3 clusters Score: Raw -172650.023360 + Penalty 4253.123282 = -168396.900077 nChanged 1076 SP:Iteration 1F (143.981675 sec): 3 clusters Score: Raw -173418.406227 + Penalty 4253.123282 = -169165.282945 nChanged 268 SP:Iteration 2F (144.104460 sec): 3 clusters Score: Raw -173649.254657 + Penalty 4253.123282 = -169396.131375 nChanged 180 SP:Iteration 3F (144.226545 sec): 3 clusters Score: Raw -173817.916855 + Penalty 4253.123282 = -169564.793573 nChanged 165 SP:Iteration 4F (144.353072 sec): 3 clusters Score: Raw -174002.263965 + Penalty 4253.123282 = -169749.140683 nChanged 165 SP:Iteration 5F (144.453260 sec): 3 clusters Score: Raw -174203.833961 + Penalty 4253.123282 = -169950.710679 nChanged 147 SP:Iteration 6Q (144.587265 sec): 3 clusters Score: Raw -174373.789920 + Penalty 4253.123282 = -170120.666637 nChanged 132 SP:Iteration 7Q (144.676715 sec): 3 clusters Score: Raw -174512.358319 + Penalty 4253.123282 = -170259.235037 nChanged 121 SP:Iteration 8Q (144.790812 sec): 3 clusters Score: Raw -174645.105253 + Penalty 4253.123282 = -170391.981971 nChanged 107 SP:Iteration 9Q (144.891037 sec): 3 clusters Score: Raw -174763.079561 + Penalty 4253.123282 = -170509.956279 nChanged 86 SP:Iteration 10Q (145.014281 sec): 3 clusters Score: Raw -174855.092417 + Penalty 4253.123282 = -170601.969135 nChanged 78 SP:Iteration 11Q (145.116881 sec): 3 clusters Score: Raw -174927.345452 + Penalty 4253.123282 = -170674.222170 nChanged 65 SP:Iteration 12Q (145.191619 sec): 3 clusters Score: Raw -174980.650455 + Penalty 4253.123282 = -170727.527173 nChanged 42 SP:Iteration 13Q (145.296275 sec): 3 clusters Score: Raw -175011.931784 + Penalty 4253.123282 = -170758.808501 nChanged 34 SP:Iteration 14Q (145.397244 sec): 3 clusters Score: Raw -175035.653038 + Penalty 4253.123282 = -170782.529756 nChanged 38 SP:Iteration 15Q (145.510928 sec): 3 clusters Score: Raw -175060.185105 + Penalty 4253.123282 = -170807.061822 nChanged 23 SP:Iteration 16Q (145.634062 sec): 3 clusters Score: Raw -175074.440199 + Penalty 4253.123282 = -170821.316917 nChanged 14 SP:Iteration 17Q (145.725897 sec): 3 clusters Score: Raw -175082.559822 + Penalty 4253.123282 = -170829.436540 nChanged 11 SP:Iteration 18Q (145.862976 sec): 3 clusters Score: Raw -175091.597651 + Penalty 4253.123282 = -170838.474368 nChanged 8 SP:Iteration 19Q (145.953991 sec): 3 clusters Score: Raw -175095.904247 + Penalty 4253.123282 = -170842.780964 nChanged 6 SP:Iteration 20F (146.058380 sec): 3 clusters Score: Raw -175098.866799 + Penalty 4253.123282 = -170845.743517 nChanged 8 SP:Iteration 21Q (146.159760 sec): 3 clusters Score: Raw -175102.735483 + Penalty 4253.123282 = -170849.612200 nChanged 3 SP:Iteration 22Q (146.286066 sec): 3 clusters Score: Raw -175103.790111 + Penalty 4253.123282 = -170850.666829 nChanged 5 SP:Iteration 23Q (146.393176 sec): 3 clusters Score: Raw -175106.549255 + Penalty 4253.123282 = -170853.425972 nChanged 6 SP:Iteration 24Q (146.489842 sec): 3 clusters Score: Raw -175109.577873 + Penalty 4253.123282 = -170856.454591 nChanged 8 SP:Iteration 25Q (146.604575 sec): 3 clusters Score: Raw -175115.782812 + Penalty 4253.123282 = -170862.659529 nChanged 9 SP:Iteration 26Q (146.749568 sec): 3 clusters Score: Raw -175123.077235 + Penalty 4253.123282 = -170869.953952 nChanged 12 SP:Iteration 27Q (146.848385 sec): 3 clusters Score: Raw -175132.023136 + Penalty 4253.123282 = -170878.899854 nChanged 12 SP:Iteration 28Q (146.952853 sec): 3 clusters Score: Raw -175141.245142 + Penalty 4253.123282 = -170888.121860 nChanged 10 SP:Iteration 29Q (147.071725 sec): 3 clusters Score: Raw -175146.292709 + Penalty 4253.123282 = -170893.169427 nChanged 4 SP:Iteration 30Q (147.200174 sec): 3 clusters Score: Raw -175147.860374 + Penalty 4253.123282 = -170894.737092 nChanged 7 SP:Iteration 31Q (147.318208 sec): 3 clusters Score: Raw -175151.368701 + Penalty 4253.123282 = -170898.245419 nChanged 7 SP:Iteration 32Q (147.418739 sec): 3 clusters Score: Raw -175154.954701 + Penalty 4253.123282 = -170901.831418 nChanged 7 SP:Iteration 33Q (147.530635 sec): 3 clusters Score: Raw -175158.148558 + Penalty 4253.123282 = -170905.025275 nChanged 6 SP:Iteration 34Q (147.655711 sec): 3 clusters Score: Raw -175161.594586 + Penalty 4253.123282 = -170908.471303 nChanged 3 SP:Iteration 35Q (147.741707 sec): 3 clusters Score: Raw -175162.984264 + Penalty 4253.123282 = -170909.860982 nChanged 0 SP:Iteration 36F (147.851781 sec): 3 clusters Score: Raw -175162.984264 + Penalty 4253.123282 = -170909.860982 nChanged 0 Time taken for this iteration:48.295967 seconds. 4->6 Clusters: Score -525374.839153, best is -524929.601392 THE BEST YET! Starting from 5 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 5 initial classes randomly. Deleting Class 4 (2194 points): Lose 926.123763 but Gain 2431.740974 Iteration 0F (148.118247 sec): 4 clusters Score: Raw -492063.546642 + Penalty 7295.222921 = -484768.323721 nChanged 6793 Iteration 1F (148.318114 sec): 4 clusters Score: Raw -509738.023403 + Penalty 7295.222921 = -502442.800481 nChanged 2699 Iteration 2F (148.505484 sec): 4 clusters Score: Raw -522025.707406 + Penalty 7295.222921 = -514730.484484 nChanged 1649 Iteration 3F (148.684717 sec): 4 clusters Score: Raw -525197.099231 + Penalty 7295.222921 = -517901.876310 nChanged 840 Iteration 4F (148.863465 sec): 4 clusters Score: Raw -526238.192368 + Penalty 7295.222921 = -518942.969446 nChanged 464 Iteration 5Q (149.070403 sec): 4 clusters Score: Raw -526667.622117 + Penalty 7295.222921 = -519372.399196 nChanged 270 Iteration 6Q (149.241499 sec): 4 clusters Score: Raw -526845.102636 + Penalty 7295.222921 = -519549.879715 nChanged 153 Iteration 7Q (149.436882 sec): 4 clusters Score: Raw -526927.308796 + Penalty 7295.222921 = -519632.085875 nChanged 89 Iteration 8Q (149.612349 sec): 4 clusters Score: Raw -526972.869470 + Penalty 7295.222921 = -519677.646548 nChanged 76 Iteration 9Q (149.812805 sec): 4 clusters Score: Raw -527017.325645 + Penalty 7295.222921 = -519722.102724 nChanged 60 Iteration 10Q (149.965947 sec): 4 clusters Score: Raw -527048.050177 + Penalty 7295.222921 = -519752.827256 nChanged 46 Iteration 11Q (150.151663 sec): 4 clusters Score: Raw -527075.002386 + Penalty 7295.222921 = -519779.779464 nChanged 45 Iteration 12Q (150.344771 sec): 4 clusters Score: Raw -527113.667889 + Penalty 7295.222921 = -519818.444968 nChanged 46 Iteration 13Q (150.535639 sec): 4 clusters Score: Raw -527141.243112 + Penalty 7295.222921 = -519846.020191 nChanged 45 Iteration 14Q (150.726913 sec): 4 clusters Score: Raw -527161.453576 + Penalty 7295.222921 = -519866.230655 nChanged 46 Iteration 15Q (150.916440 sec): 4 clusters Score: Raw -527178.645666 + Penalty 7295.222921 = -519883.422745 nChanged 34 Iteration 16Q (151.102531 sec): 4 clusters Score: Raw -527195.645086 + Penalty 7295.222921 = -519900.422165 nChanged 28 Iteration 17Q (151.301720 sec): 4 clusters Score: Raw -527205.692583 + Penalty 7295.222921 = -519910.469662 nChanged 28 Iteration 18Q (151.493979 sec): 4 clusters Score: Raw -527235.608655 + Penalty 7295.222921 = -519940.385734 nChanged 31 Iteration 19Q (151.673502 sec): 4 clusters Score: Raw -527248.859759 + Penalty 7295.222921 = -519953.636838 nChanged 26 Writing temp clu file Because OldScore, -519940.385734, is greater than current (better) Score,-519953.636838 Compute initial score before splitting: Score: Raw -527248.859759 + Penalty 7295.222921 = -519953.636838 Trying to split cluster 1 (1454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.719765 sec): 2 clusters Score: Raw -74324.614300 + Penalty 1922.467446 = -72402.146854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.837394 sec): 3 clusters Score: Raw -73894.908751 + Penalty 3844.934891 = -70049.973860 nChanged 430 SP:Iteration 1F (151.936988 sec): 3 clusters Score: Raw -74346.417707 + Penalty 3844.934891 = -70501.482816 nChanged 113 SP:Iteration 2F (152.029956 sec): 3 clusters Score: Raw -74504.027395 + Penalty 3844.934891 = -70659.092503 nChanged 69 SP:Iteration 3Q (152.143543 sec): 3 clusters Score: Raw -74620.113388 + Penalty 3844.934891 = -70775.178496 nChanged 57 SP:Iteration 4Q (152.235573 sec): 3 clusters Score: Raw -74718.619563 + Penalty 3844.934891 = -70873.684672 nChanged 58 SP:Iteration 5Q (152.348627 sec): 3 clusters Score: Raw -74796.417373 + Penalty 3844.934891 = -70951.482482 nChanged 42 SP:Iteration 6Q (152.443146 sec): 3 clusters Score: Raw -74877.533693 + Penalty 3844.934891 = -71032.598802 nChanged 39 SP:Iteration 7Q (152.562848 sec): 3 clusters Score: Raw -74963.646371 + Penalty 3844.934891 = -71118.711480 nChanged 36 SP:Iteration 8Q (152.662127 sec): 3 clusters Score: Raw -75049.915148 + Penalty 3844.934891 = -71204.980257 nChanged 39 SP:Iteration 9Q (152.760490 sec): 3 clusters Score: Raw -75240.516370 + Penalty 3844.934891 = -71395.581479 nChanged 69 SP:Iteration 10Q (152.850637 sec): 3 clusters Score: Raw -75658.347320 + Penalty 3844.934891 = -71813.412428 nChanged 59 SP:Iteration 11Q (152.959409 sec): 3 clusters Score: Raw -75836.186720 + Penalty 3844.934891 = -71991.251828 nChanged 47 SP:Iteration 12Q (153.061574 sec): 3 clusters Score: Raw -75914.060264 + Penalty 3844.934891 = -72069.125373 nChanged 35 SP:Iteration 13Q (153.174582 sec): 3 clusters Score: Raw -75977.700843 + Penalty 3844.934891 = -72132.765951 nChanged 29 SP:Iteration 14Q (153.263499 sec): 3 clusters Score: Raw -76025.021130 + Penalty 3844.934891 = -72180.086238 nChanged 19 SP:Iteration 15Q (153.388610 sec): 3 clusters Score: Raw -76067.340210 + Penalty 3844.934891 = -72222.405319 nChanged 11 SP:Iteration 16Q (153.471332 sec): 3 clusters Score: Raw -76087.045494 + Penalty 3844.934891 = -72242.110602 nChanged 11 SP:Iteration 17Q (153.577119 sec): 3 clusters Score: Raw -76104.253290 + Penalty 3844.934891 = -72259.318399 nChanged 9 SP:Iteration 18Q (153.684984 sec): 3 clusters Score: Raw -76116.779444 + Penalty 3844.934891 = -72271.844552 nChanged 3 SP:Iteration 19Q (153.784560 sec): 3 clusters Score: Raw -76122.149385 + Penalty 3844.934891 = -72277.214493 nChanged 3 SP:Iteration 20F (153.910849 sec): 3 clusters Score: Raw -76125.286829 + Penalty 3844.934891 = -72280.351937 nChanged 2 SP:Iteration 21Q (154.016311 sec): 3 clusters Score: Raw -76128.371336 + Penalty 3844.934891 = -72283.436444 nChanged 1 SP:Iteration 22Q (154.101227 sec): 3 clusters Score: Raw -76129.991218 + Penalty 3844.934891 = -72285.056326 nChanged 0 SP:Iteration 23F (154.187033 sec): 3 clusters Score: Raw -76129.991218 + Penalty 3844.934891 = -72285.056326 nChanged 0 Trying to split cluster 2 (6748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.284704 sec): 2 clusters Score: Raw -388844.643381 + Penalty 2327.688381 = -386516.955000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.410593 sec): 3 clusters Score: Raw -385523.149865 + Penalty 4655.376762 = -380867.773103 nChanged 2669 SP:Iteration 1F (154.532335 sec): 3 clusters Score: Raw -387360.789314 + Penalty 4655.376762 = -382705.412551 nChanged 667 SP:Iteration 2F (154.657387 sec): 3 clusters Score: Raw -388158.619286 + Penalty 4655.376762 = -383503.242524 nChanged 637 SP:Iteration 3F (154.760913 sec): 3 clusters Score: Raw -389152.696393 + Penalty 4655.376762 = -384497.319630 nChanged 638 SP:Iteration 4F (154.890592 sec): 3 clusters Score: Raw -390196.254623 + Penalty 4655.376762 = -385540.877861 nChanged 540 SP:Iteration 5F (155.040275 sec): 3 clusters Score: Raw -391031.299626 + Penalty 4655.376762 = -386375.922864 nChanged 401 SP:Iteration 6F (155.162958 sec): 3 clusters Score: Raw -391642.813623 + Penalty 4655.376762 = -386987.436861 nChanged 274 SP:Iteration 7Q (155.258338 sec): 3 clusters Score: Raw -392018.047951 + Penalty 4655.376762 = -387362.671189 nChanged 203 SP:Iteration 8Q (155.386576 sec): 3 clusters Score: Raw -392205.931945 + Penalty 4655.376762 = -387550.555182 nChanged 157 SP:Iteration 9Q (155.528307 sec): 3 clusters Score: Raw -392318.128585 + Penalty 4655.376762 = -387662.751822 nChanged 100 SP:Iteration 10Q (155.633621 sec): 3 clusters Score: Raw -392378.314320 + Penalty 4655.376762 = -387722.937558 nChanged 87 SP:Iteration 11Q (155.741465 sec): 3 clusters Score: Raw -392424.580126 + Penalty 4655.376762 = -387769.203363 nChanged 61 SP:Iteration 12Q (155.855254 sec): 3 clusters Score: Raw -392449.716937 + Penalty 4655.376762 = -387794.340175 nChanged 48 SP:Iteration 13Q (156.002916 sec): 3 clusters Score: Raw -392467.157757 + Penalty 4655.376762 = -387811.780995 nChanged 33 SP:Iteration 14Q (156.137982 sec): 3 clusters Score: Raw -392476.976463 + Penalty 4655.376762 = -387821.599700 nChanged 28 SP:Iteration 15Q (156.254911 sec): 3 clusters Score: Raw -392484.584142 + Penalty 4655.376762 = -387829.207380 nChanged 14 SP:Iteration 16Q (156.399881 sec): 3 clusters Score: Raw -392490.065710 + Penalty 4655.376762 = -387834.688948 nChanged 20 SP:Iteration 17Q (156.505993 sec): 3 clusters Score: Raw -392495.133168 + Penalty 4655.376762 = -387839.756405 nChanged 16 SP:Iteration 18Q (156.655515 sec): 3 clusters Score: Raw -392499.475117 + Penalty 4655.376762 = -387844.098354 nChanged 15 SP:Iteration 19Q (156.781043 sec): 3 clusters Score: Raw -392504.940549 + Penalty 4655.376762 = -387849.563787 nChanged 16 SP:Iteration 20F (156.892192 sec): 3 clusters Score: Raw -392508.659491 + Penalty 4655.376762 = -387853.282729 nChanged 11 SP:Iteration 21Q (157.000467 sec): 3 clusters Score: Raw -392510.942430 + Penalty 4655.376762 = -387855.565668 nChanged 5 SP:Iteration 22Q (157.158476 sec): 3 clusters Score: Raw -392512.291758 + Penalty 4655.376762 = -387856.914995 nChanged 6 SP:Iteration 23Q (157.262273 sec): 3 clusters Score: Raw -392513.395539 + Penalty 4655.376762 = -387858.018777 nChanged 4 SP:Iteration 24Q (157.387964 sec): 3 clusters Score: Raw -392514.465892 + Penalty 4655.376762 = -387859.089129 nChanged 4 SP:Iteration 25Q (157.491404 sec): 3 clusters Score: Raw -392515.345580 + Penalty 4655.376762 = -387859.968818 nChanged 4 SP:Iteration 26Q (157.631767 sec): 3 clusters Score: Raw -392516.071629 + Penalty 4655.376762 = -387860.694866 nChanged 1 SP:Iteration 27Q (157.741702 sec): 3 clusters Score: Raw -392516.181380 + Penalty 4655.376762 = -387860.804618 nChanged 0 SP:Iteration 28F (157.867206 sec): 3 clusters Score: Raw -392516.181380 + Penalty 4655.376762 = -387860.804618 nChanged 0 Score: Raw -530928.793442 + Penalty 9726.963895 = -521201.829547 Splitting cluster 2 changes total score from -519953.636838 to -521201.829547 So it's getting split into cluster 4. Trying to split cluster 3 (1798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.189859 sec): 2 clusters Score: Raw -72693.263885 + Penalty 1978.529577 = -70714.734308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.319268 sec): 3 clusters Score: Raw -72156.819383 + Penalty 3957.059154 = -68199.760230 nChanged 578 SP:Iteration 1F (158.429227 sec): 3 clusters Score: Raw -73109.420960 + Penalty 3957.059154 = -69152.361807 nChanged 259 SP:Iteration 2F (158.551024 sec): 3 clusters Score: Raw -73925.860639 + Penalty 3957.059154 = -69968.801486 nChanged 197 SP:Iteration 3F (158.664475 sec): 3 clusters Score: Raw -74634.671026 + Penalty 3957.059154 = -70677.611872 nChanged 112 SP:Iteration 4F (158.761662 sec): 3 clusters Score: Raw -74909.792579 + Penalty 3957.059154 = -70952.733426 nChanged 64 SP:Iteration 5Q (158.867069 sec): 3 clusters Score: Raw -75038.893674 + Penalty 3957.059154 = -71081.834521 nChanged 28 SP:Iteration 6Q (158.968605 sec): 3 clusters Score: Raw -75074.721626 + Penalty 3957.059154 = -71117.662473 nChanged 22 SP:Iteration 7Q (159.087799 sec): 3 clusters Score: Raw -75109.345148 + Penalty 3957.059154 = -71152.285994 nChanged 18 SP:Iteration 8Q (159.198005 sec): 3 clusters Score: Raw -75130.905090 + Penalty 3957.059154 = -71173.845937 nChanged 8 SP:Iteration 9Q (159.288957 sec): 3 clusters Score: Raw -75141.600286 + Penalty 3957.059154 = -71184.541133 nChanged 3 SP:Iteration 10Q (159.389913 sec): 3 clusters Score: Raw -75145.330967 + Penalty 3957.059154 = -71188.271814 nChanged 2 SP:Iteration 11Q (159.503242 sec): 3 clusters Score: Raw -75148.053807 + Penalty 3957.059154 = -71190.994654 nChanged 6 SP:Iteration 12Q (159.618713 sec): 3 clusters Score: Raw -75152.088136 + Penalty 3957.059154 = -71195.028982 nChanged 5 SP:Iteration 13Q (159.699098 sec): 3 clusters Score: Raw -75156.855695 + Penalty 3957.059154 = -71199.796541 nChanged 4 SP:Iteration 14Q (159.820953 sec): 3 clusters Score: Raw -75160.513760 + Penalty 3957.059154 = -71203.454606 nChanged 1 SP:Iteration 15Q (159.936068 sec): 3 clusters Score: Raw -75168.198383 + Penalty 3957.059154 = -71211.139229 nChanged 4 SP:Iteration 16Q (160.059441 sec): 3 clusters Score: Raw -75171.957436 + Penalty 3957.059154 = -71214.898283 nChanged 1 SP:Iteration 17Q (160.178441 sec): 3 clusters Score: Raw -75172.390468 + Penalty 3957.059154 = -71215.331315 nChanged 0 SP:Iteration 18F (160.296132 sec): 3 clusters Score: Raw -75172.390468 + Penalty 3957.059154 = -71215.331315 nChanged 0 Score: Raw -533407.920026 + Penalty 12158.704869 = -521249.215157 Splitting cluster 3 changes total score from -519953.636838 to -521249.215157 So it's getting split into cluster 5. Iteration 20F (160.917095 sec): 6 clusters Score: Raw -533861.486128 + Penalty 12158.704869 = -521702.781259 nChanged 404 Iteration 21Q (161.222545 sec): 6 clusters Score: Raw -534248.994689 + Penalty 12158.704869 = -522090.289820 nChanged 184 Iteration 22Q (161.523437 sec): 6 clusters Score: Raw -534417.794391 + Penalty 12158.704869 = -522259.089522 nChanged 138 Iteration 23Q (161.838465 sec): 6 clusters Score: Raw -534543.202778 + Penalty 12158.704869 = -522384.497909 nChanged 124 Iteration 24Q (162.133614 sec): 6 clusters Score: Raw -534637.777506 + Penalty 12158.704869 = -522479.072637 nChanged 101 Iteration 25Q (162.426719 sec): 6 clusters Score: Raw -534721.794514 + Penalty 12158.704869 = -522563.089645 nChanged 76 Iteration 26Q (162.728907 sec): 6 clusters Score: Raw -534782.410501 + Penalty 12158.704869 = -522623.705632 nChanged 62 Iteration 27Q (163.018772 sec): 6 clusters Score: Raw -534860.668856 + Penalty 12158.704869 = -522701.963987 nChanged 54 Iteration 28Q (163.304501 sec): 6 clusters Score: Raw -534985.095879 + Penalty 12158.704869 = -522826.391010 nChanged 52 Iteration 29Q (163.603097 sec): 6 clusters Score: Raw -535062.782132 + Penalty 12158.704869 = -522904.077263 nChanged 58 Iteration 30Q (163.890663 sec): 6 clusters Score: Raw -535106.174981 + Penalty 12158.704869 = -522947.470112 nChanged 52 Iteration 31Q (164.181630 sec): 6 clusters Score: Raw -535142.191313 + Penalty 12158.704869 = -522983.486444 nChanged 37 Iteration 32Q (164.479050 sec): 6 clusters Score: Raw -535162.985873 + Penalty 12158.704869 = -523004.281005 nChanged 42 Iteration 33Q (164.772725 sec): 6 clusters Score: Raw -535189.997803 + Penalty 12158.704869 = -523031.292934 nChanged 43 Iteration 34Q (165.060496 sec): 6 clusters Score: Raw -535213.471784 + Penalty 12158.704869 = -523054.766915 nChanged 36 Iteration 35Q (165.360851 sec): 6 clusters Score: Raw -535228.157943 + Penalty 12158.704869 = -523069.453074 nChanged 35 Iteration 36Q (165.654822 sec): 6 clusters Score: Raw -535246.812970 + Penalty 12158.704869 = -523088.108101 nChanged 32 Iteration 37Q (165.942879 sec): 6 clusters Score: Raw -535266.192167 + Penalty 12158.704869 = -523107.487298 nChanged 40 Iteration 38Q (166.246240 sec): 6 clusters Score: Raw -535298.065092 + Penalty 12158.704869 = -523139.360223 nChanged 55 Iteration 39Q (166.539088 sec): 6 clusters Score: Raw -535331.465438 + Penalty 12158.704869 = -523172.760569 nChanged 48 Iteration 40F (166.876997 sec): 6 clusters Score: Raw -535365.528963 + Penalty 12158.704869 = -523206.824094 nChanged 54 Iteration 41Q (167.175178 sec): 6 clusters Score: Raw -535416.517017 + Penalty 12158.704869 = -523257.812149 nChanged 73 Iteration 42Q (167.460384 sec): 6 clusters Score: Raw -535476.642017 + Penalty 12158.704869 = -523317.937148 nChanged 65 Iteration 43Q (167.744983 sec): 6 clusters Score: Raw -535524.037702 + Penalty 12158.704869 = -523365.332833 nChanged 65 Iteration 44Q (168.049307 sec): 6 clusters Score: Raw -535582.723296 + Penalty 12158.704869 = -523424.018427 nChanged 63 Iteration 45Q (168.386097 sec): 6 clusters Score: Raw -535622.594692 + Penalty 12158.704869 = -523463.889823 nChanged 46 Iteration 46Q (168.665841 sec): 6 clusters Score: Raw -535646.224845 + Penalty 12158.704869 = -523487.519976 nChanged 29 Iteration 47Q (168.937473 sec): 6 clusters Score: Raw -535660.061515 + Penalty 12158.704869 = -523501.356646 nChanged 32 Iteration 48Q (169.247515 sec): 6 clusters Score: Raw -535679.475582 + Penalty 12158.704869 = -523520.770713 nChanged 31 Iteration 49Q (169.514804 sec): 6 clusters Score: Raw -535697.813354 + Penalty 12158.704869 = -523539.108486 nChanged 36 Iteration 50Q (169.817780 sec): 6 clusters Score: Raw -535721.569626 + Penalty 12158.704869 = -523562.864757 nChanged 32 Iteration 51Q (170.069716 sec): 6 clusters Score: Raw -535748.038350 + Penalty 12158.704869 = -523589.333481 nChanged 33 Iteration 52Q (170.370229 sec): 6 clusters Score: Raw -535766.372241 + Penalty 12158.704869 = -523607.667372 nChanged 26 Iteration 53Q (170.662487 sec): 6 clusters Score: Raw -535779.575131 + Penalty 12158.704869 = -523620.870263 nChanged 16 Iteration 54Q (170.940397 sec): 6 clusters Score: Raw -535786.844073 + Penalty 12158.704869 = -523628.139204 nChanged 12 Iteration 55Q (171.209467 sec): 6 clusters Score: Raw -535792.235104 + Penalty 12158.704869 = -523633.530235 nChanged 10 Iteration 56Q (171.485399 sec): 6 clusters Score: Raw -535797.409399 + Penalty 12158.704869 = -523638.704531 nChanged 7 Iteration 57Q (171.779389 sec): 6 clusters Score: Raw -535800.046423 + Penalty 12158.704869 = -523641.341554 nChanged 8 Iteration 58Q (172.086550 sec): 6 clusters Score: Raw -535805.661464 + Penalty 12158.704869 = -523646.956595 nChanged 4 Writing temp clu file Because OldScore, -523641.341554, is greater than current (better) Score,-523646.956595 Compute initial score before splitting: Score: Raw -535805.661464 + Penalty 12158.704869 = -523646.956595 Trying to split cluster 1 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.153701 sec): 2 clusters Score: Raw -50374.757336 + Penalty 1827.837958 = -48546.919378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.235582 sec): 3 clusters Score: Raw -50146.105216 + Penalty 3655.675916 = -46490.429301 nChanged 275 SP:Iteration 1F (172.369298 sec): 3 clusters Score: Raw -50482.138892 + Penalty 3655.675916 = -46826.462976 nChanged 75 SP:Iteration 2F (172.470134 sec): 3 clusters Score: Raw -50607.863128 + Penalty 3655.675916 = -46952.187213 nChanged 38 SP:Iteration 3Q (172.561978 sec): 3 clusters Score: Raw -50675.432258 + Penalty 3655.675916 = -47019.756342 nChanged 33 SP:Iteration 4Q (172.688469 sec): 3 clusters Score: Raw -50725.677628 + Penalty 3655.675916 = -47070.001712 nChanged 21 SP:Iteration 5Q (172.778350 sec): 3 clusters Score: Raw -50751.734967 + Penalty 3655.675916 = -47096.059052 nChanged 13 SP:Iteration 6Q (172.872256 sec): 3 clusters Score: Raw -50763.782275 + Penalty 3655.675916 = -47108.106359 nChanged 9 SP:Iteration 7Q (173.009188 sec): 3 clusters Score: Raw -50775.811136 + Penalty 3655.675916 = -47120.135221 nChanged 8 SP:Iteration 8Q (173.122312 sec): 3 clusters Score: Raw -50793.543436 + Penalty 3655.675916 = -47137.867520 nChanged 8 SP:Iteration 9Q (173.236146 sec): 3 clusters Score: Raw -50806.418427 + Penalty 3655.675916 = -47150.742511 nChanged 4 SP:Iteration 10Q (173.313670 sec): 3 clusters Score: Raw -50811.102648 + Penalty 3655.675916 = -47155.426733 nChanged 1 SP:Iteration 11Q (173.409794 sec): 3 clusters Score: Raw -50813.219428 + Penalty 3655.675916 = -47157.543512 nChanged 0 SP:Iteration 12F (173.517902 sec): 3 clusters Score: Raw -50813.219428 + Penalty 3655.675916 = -47157.543512 nChanged 0 Trying to split cluster 2 (2242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.587626 sec): 2 clusters Score: Raw -126328.674744 + Penalty 2036.792631 = -124291.882113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.676394 sec): 3 clusters Score: Raw -125499.392637 + Penalty 4073.585263 = -121425.807375 nChanged 741 SP:Iteration 1F (173.796476 sec): 3 clusters Score: Raw -126110.550494 + Penalty 4073.585263 = -122036.965231 nChanged 202 SP:Iteration 2F (173.923498 sec): 3 clusters Score: Raw -126350.627577 + Penalty 4073.585263 = -122277.042314 nChanged 142 SP:Iteration 3F (174.031637 sec): 3 clusters Score: Raw -126550.662293 + Penalty 4073.585263 = -122477.077031 nChanged 130 SP:Iteration 4F (174.130749 sec): 3 clusters Score: Raw -126736.508277 + Penalty 4073.585263 = -122662.923014 nChanged 103 SP:Iteration 5Q (174.273732 sec): 3 clusters Score: Raw -126874.473224 + Penalty 4073.585263 = -122800.887961 nChanged 96 SP:Iteration 6Q (174.378561 sec): 3 clusters Score: Raw -127000.354626 + Penalty 4073.585263 = -122926.769363 nChanged 68 SP:Iteration 7Q (174.473295 sec): 3 clusters Score: Raw -127094.173470 + Penalty 4073.585263 = -123020.588207 nChanged 68 SP:Iteration 8Q (174.574569 sec): 3 clusters Score: Raw -127183.190530 + Penalty 4073.585263 = -123109.605267 nChanged 51 SP:Iteration 9Q (174.678947 sec): 3 clusters Score: Raw -127258.265885 + Penalty 4073.585263 = -123184.680622 nChanged 46 SP:Iteration 10Q (174.796311 sec): 3 clusters Score: Raw -127314.906425 + Penalty 4073.585263 = -123241.321163 nChanged 28 SP:Iteration 11Q (174.911520 sec): 3 clusters Score: Raw -127339.276414 + Penalty 4073.585263 = -123265.691151 nChanged 14 SP:Iteration 12Q (175.018454 sec): 3 clusters Score: Raw -127352.653580 + Penalty 4073.585263 = -123279.068317 nChanged 11 SP:Iteration 13Q (175.129845 sec): 3 clusters Score: Raw -127360.267234 + Penalty 4073.585263 = -123286.681971 nChanged 5 SP:Iteration 14Q (175.237272 sec): 3 clusters Score: Raw -127369.182829 + Penalty 4073.585263 = -123295.597566 nChanged 6 SP:Iteration 15Q (175.350280 sec): 3 clusters Score: Raw -127374.765849 + Penalty 4073.585263 = -123301.180586 nChanged 2 SP:Iteration 16Q (175.442493 sec): 3 clusters Score: Raw -127375.962944 + Penalty 4073.585263 = -123302.377682 nChanged 1 SP:Iteration 17Q (175.550599 sec): 3 clusters Score: Raw -127376.912073 + Penalty 4073.585263 = -123303.326811 nChanged 2 SP:Iteration 18Q (175.679729 sec): 3 clusters Score: Raw -127378.757546 + Penalty 4073.585263 = -123305.172284 nChanged 4 SP:Iteration 19Q (175.783308 sec): 3 clusters Score: Raw -127380.989899 + Penalty 4073.585263 = -123307.404636 nChanged 2 SP:Iteration 20F (175.893745 sec): 3 clusters Score: Raw -127382.302494 + Penalty 4073.585263 = -123308.717232 nChanged 3 SP:Iteration 21Q (176.005162 sec): 3 clusters Score: Raw -127384.766948 + Penalty 4073.585263 = -123311.181686 nChanged 0 SP:Iteration 22F (176.118027 sec): 3 clusters Score: Raw -127384.766948 + Penalty 4073.585263 = -123311.181686 nChanged 0 Trying to split cluster 3 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.186568 sec): 2 clusters Score: Raw -24923.010260 + Penalty 1710.326546 = -23212.683714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.285274 sec): 3 clusters Score: Raw -24901.423557 + Penalty 3420.653091 = -21480.770466 nChanged 131 SP:Iteration 1F (176.396952 sec): 3 clusters Score: Raw -25141.248158 + Penalty 3420.653091 = -21720.595066 nChanged 50 SP:Iteration 2F (176.492926 sec): 3 clusters Score: Raw -25285.777898 + Penalty 3420.653091 = -21865.124807 nChanged 36 SP:Iteration 3F (176.598821 sec): 3 clusters Score: Raw -25423.162669 + Penalty 3420.653091 = -22002.509578 nChanged 37 SP:Iteration 4F (176.704005 sec): 3 clusters Score: Raw -25605.209319 + Penalty 3420.653091 = -22184.556228 nChanged 29 SP:Iteration 5Q (176.810454 sec): 3 clusters Score: Raw -25742.592832 + Penalty 3420.653091 = -22321.939741 nChanged 20 SP:Iteration 6Q (176.896916 sec): 3 clusters Score: Raw -25833.885659 + Penalty 3420.653091 = -22413.232568 nChanged 14 SP:Iteration 7Q (177.004610 sec): 3 clusters Score: Raw -25886.704341 + Penalty 3420.653091 = -22466.051249 nChanged 8 SP:Iteration 8Q (177.110429 sec): 3 clusters Score: Raw -25913.152770 + Penalty 3420.653091 = -22492.499679 nChanged 7 SP:Iteration 9Q (177.222716 sec): 3 clusters Score: Raw -25947.311325 + Penalty 3420.653091 = -22526.658234 nChanged 5 SP:Iteration 10Q (177.332532 sec): 3 clusters Score: Raw -25959.264206 + Penalty 3420.653091 = -22538.611115 nChanged 3 SP:Iteration 11Q (177.439623 sec): 3 clusters Score: Raw -25968.637207 + Penalty 3420.653091 = -22547.984116 nChanged 4 SP:Iteration 12Q (177.543161 sec): 3 clusters Score: Raw -25983.179211 + Penalty 3420.653091 = -22562.526120 nChanged 4 SP:Iteration 13Q (177.639545 sec): 3 clusters Score: Raw -25996.387090 + Penalty 3420.653091 = -22575.733999 nChanged 2 SP:Iteration 14Q (177.729028 sec): 3 clusters Score: Raw -26000.406177 + Penalty 3420.653091 = -22579.753086 nChanged 1 SP:Iteration 15Q (177.856128 sec): 3 clusters Score: Raw -26002.758267 + Penalty 3420.653091 = -22582.105176 nChanged 0 SP:Iteration 16F (177.941192 sec): 3 clusters Score: Raw -26002.758267 + Penalty 3420.653091 = -22582.105176 nChanged 0 Trying to split cluster 4 (4966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.020209 sec): 2 clusters Score: Raw -295492.736265 + Penalty 2246.737671 = -293245.998594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.165325 sec): 3 clusters Score: Raw -293124.564790 + Penalty 4493.475342 = -288631.089448 nChanged 1876 SP:Iteration 1F (178.263747 sec): 3 clusters Score: Raw -294349.410970 + Penalty 4493.475342 = -289855.935628 nChanged 435 SP:Iteration 2F (178.393058 sec): 3 clusters Score: Raw -294697.200027 + Penalty 4493.475342 = -290203.724685 nChanged 343 SP:Iteration 3F (178.479867 sec): 3 clusters Score: Raw -294968.407443 + Penalty 4493.475342 = -290474.932101 nChanged 260 SP:Iteration 4F (178.605826 sec): 3 clusters Score: Raw -295176.041763 + Penalty 4493.475342 = -290682.566421 nChanged 230 SP:Iteration 5Q (178.727389 sec): 3 clusters Score: Raw -295347.714285 + Penalty 4493.475342 = -290854.238943 nChanged 154 SP:Iteration 6Q (178.843618 sec): 3 clusters Score: Raw -295470.060903 + Penalty 4493.475342 = -290976.585561 nChanged 154 SP:Iteration 7Q (178.925295 sec): 3 clusters Score: Raw -295579.576216 + Penalty 4493.475342 = -291086.100874 nChanged 132 SP:Iteration 8Q (179.044993 sec): 3 clusters Score: Raw -295670.089150 + Penalty 4493.475342 = -291176.613808 nChanged 103 SP:Iteration 9Q (179.150585 sec): 3 clusters Score: Raw -295727.373607 + Penalty 4493.475342 = -291233.898265 nChanged 90 SP:Iteration 10Q (179.314256 sec): 3 clusters Score: Raw -295776.448609 + Penalty 4493.475342 = -291282.973267 nChanged 83 SP:Iteration 11Q (179.428579 sec): 3 clusters Score: Raw -295825.866538 + Penalty 4493.475342 = -291332.391196 nChanged 79 SP:Iteration 12Q (179.547239 sec): 3 clusters Score: Raw -295880.669375 + Penalty 4493.475342 = -291387.194033 nChanged 77 SP:Iteration 13Q (179.656719 sec): 3 clusters Score: Raw -295934.696988 + Penalty 4493.475342 = -291441.221646 nChanged 78 SP:Iteration 14Q (179.786175 sec): 3 clusters Score: Raw -296002.345054 + Penalty 4493.475342 = -291508.869712 nChanged 75 SP:Iteration 15Q (179.882700 sec): 3 clusters Score: Raw -296071.540092 + Penalty 4493.475342 = -291578.064750 nChanged 71 SP:Iteration 16Q (180.006347 sec): 3 clusters Score: Raw -296124.919267 + Penalty 4493.475342 = -291631.443925 nChanged 57 SP:Iteration 17Q (180.134695 sec): 3 clusters Score: Raw -296154.177698 + Penalty 4493.475342 = -291660.702356 nChanged 51 SP:Iteration 18Q (180.244347 sec): 3 clusters Score: Raw -296180.193556 + Penalty 4493.475342 = -291686.718214 nChanged 47 SP:Iteration 19Q (180.354838 sec): 3 clusters Score: Raw -296199.591052 + Penalty 4493.475342 = -291706.115710 nChanged 42 SP:Iteration 20F (180.466178 sec): 3 clusters Score: Raw -296219.546518 + Penalty 4493.475342 = -291726.071176 nChanged 37 SP:Iteration 21Q (180.587751 sec): 3 clusters Score: Raw -296239.069481 + Penalty 4493.475342 = -291745.594139 nChanged 44 SP:Iteration 22Q (180.705491 sec): 3 clusters Score: Raw -296261.241423 + Penalty 4493.475342 = -291767.766081 nChanged 37 SP:Iteration 23Q (180.809072 sec): 3 clusters Score: Raw -296276.444456 + Penalty 4493.475342 = -291782.969113 nChanged 34 SP:Iteration 24Q (180.927218 sec): 3 clusters Score: Raw -296290.924846 + Penalty 4493.475342 = -291797.449503 nChanged 34 SP:Iteration 25Q (181.062016 sec): 3 clusters Score: Raw -296303.717484 + Penalty 4493.475342 = -291810.242142 nChanged 30 SP:Iteration 26Q (181.190381 sec): 3 clusters Score: Raw -296315.493133 + Penalty 4493.475342 = -291822.017791 nChanged 24 SP:Iteration 27Q (181.297680 sec): 3 clusters Score: Raw -296324.820548 + Penalty 4493.475342 = -291831.345206 nChanged 18 SP:Iteration 28Q (181.414332 sec): 3 clusters Score: Raw -296329.967764 + Penalty 4493.475342 = -291836.492422 nChanged 11 SP:Iteration 29Q (181.518911 sec): 3 clusters Score: Raw -296333.510941 + Penalty 4493.475342 = -291840.035599 nChanged 7 SP:Iteration 30Q (181.670506 sec): 3 clusters Score: Raw -296335.753501 + Penalty 4493.475342 = -291842.278159 nChanged 3 SP:Iteration 31Q (181.777148 sec): 3 clusters Score: Raw -296336.576358 + Penalty 4493.475342 = -291843.101016 nChanged 3 SP:Iteration 32Q (181.909502 sec): 3 clusters Score: Raw -296337.690644 + Penalty 4493.475342 = -291844.215302 nChanged 3 SP:Iteration 33Q (182.012470 sec): 3 clusters Score: Raw -296338.618518 + Penalty 4493.475342 = -291845.143176 nChanged 3 SP:Iteration 34Q (182.136938 sec): 3 clusters Score: Raw -296339.615038 + Penalty 4493.475342 = -291846.139696 nChanged 0 SP:Iteration 35F (182.263853 sec): 3 clusters Score: Raw -296339.615038 + Penalty 4493.475342 = -291846.139696 nChanged 0 Trying to split cluster 5 (1131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.327631 sec): 2 clusters Score: Raw -52104.531590 + Penalty 1856.146374 = -50248.385217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.445065 sec): 3 clusters Score: Raw -51872.023800 + Penalty 3712.292747 = -48159.731053 nChanged 279 SP:Iteration 1F (182.536343 sec): 3 clusters Score: Raw -52214.375850 + Penalty 3712.292747 = -48502.083103 nChanged 75 SP:Iteration 2F (182.655436 sec): 3 clusters Score: Raw -52320.687004 + Penalty 3712.292747 = -48608.394256 nChanged 40 SP:Iteration 3Q (182.760828 sec): 3 clusters Score: Raw -52403.845574 + Penalty 3712.292747 = -48691.552826 nChanged 41 SP:Iteration 4Q (182.868090 sec): 3 clusters Score: Raw -52503.294141 + Penalty 3712.292747 = -48791.001393 nChanged 45 SP:Iteration 5Q (182.959928 sec): 3 clusters Score: Raw -52606.049065 + Penalty 3712.292747 = -48893.756318 nChanged 43 SP:Iteration 6Q (183.069482 sec): 3 clusters Score: Raw -52688.616778 + Penalty 3712.292747 = -48976.324030 nChanged 49 SP:Iteration 7Q (183.161144 sec): 3 clusters Score: Raw -52766.485003 + Penalty 3712.292747 = -49054.192255 nChanged 45 SP:Iteration 8Q (183.268837 sec): 3 clusters Score: Raw -52859.666265 + Penalty 3712.292747 = -49147.373518 nChanged 41 SP:Iteration 9Q (183.367640 sec): 3 clusters Score: Raw -52946.377777 + Penalty 3712.292747 = -49234.085029 nChanged 35 SP:Iteration 10Q (183.492748 sec): 3 clusters Score: Raw -53026.007255 + Penalty 3712.292747 = -49313.714507 nChanged 30 SP:Iteration 11Q (183.593239 sec): 3 clusters Score: Raw -53088.852353 + Penalty 3712.292747 = -49376.559606 nChanged 25 SP:Iteration 12Q (183.682258 sec): 3 clusters Score: Raw -53137.646884 + Penalty 3712.292747 = -49425.354136 nChanged 18 SP:Iteration 13Q (183.797642 sec): 3 clusters Score: Raw -53182.978714 + Penalty 3712.292747 = -49470.685967 nChanged 21 SP:Iteration 14Q (183.913191 sec): 3 clusters Score: Raw -53235.300441 + Penalty 3712.292747 = -49523.007694 nChanged 14 SP:Iteration 15Q (184.002522 sec): 3 clusters Score: Raw -53279.892073 + Penalty 3712.292747 = -49567.599326 nChanged 9 SP:Iteration 16Q (184.118907 sec): 3 clusters Score: Raw -53310.821375 + Penalty 3712.292747 = -49598.528628 nChanged 10 SP:Iteration 17Q (184.203398 sec): 3 clusters Score: Raw -53334.690260 + Penalty 3712.292747 = -49622.397513 nChanged 10 SP:Iteration 18Q (184.328206 sec): 3 clusters Score: Raw -53362.086298 + Penalty 3712.292747 = -49649.793551 nChanged 8 SP:Iteration 19Q (184.438893 sec): 3 clusters Score: Raw -53384.092434 + Penalty 3712.292747 = -49671.799686 nChanged 4 SP:Iteration 20F (184.515281 sec): 3 clusters Score: Raw -53391.353176 + Penalty 3712.292747 = -49679.060429 nChanged 3 SP:Iteration 21Q (184.623960 sec): 3 clusters Score: Raw -53402.560021 + Penalty 3712.292747 = -49690.267274 nChanged 2 SP:Iteration 22Q (184.701979 sec): 3 clusters Score: Raw -53407.204261 + Penalty 3712.292747 = -49694.911514 nChanged 2 SP:Iteration 23Q (184.793764 sec): 3 clusters Score: Raw -53409.164983 + Penalty 3712.292747 = -49696.872236 nChanged 2 SP:Iteration 24Q (184.891729 sec): 3 clusters Score: Raw -53411.783337 + Penalty 3712.292747 = -49699.490590 nChanged 1 SP:Iteration 25Q (184.991592 sec): 3 clusters Score: Raw -53414.056421 + Penalty 3712.292747 = -49701.763673 nChanged 2 SP:Iteration 26Q (185.100920 sec): 3 clusters Score: Raw -53419.885572 + Penalty 3712.292747 = -49707.592825 nChanged 4 SP:Iteration 27Q (185.196205 sec): 3 clusters Score: Raw -53431.011538 + Penalty 3712.292747 = -49718.718790 nChanged 6 SP:Iteration 28Q (185.306632 sec): 3 clusters Score: Raw -53441.110690 + Penalty 3712.292747 = -49728.817943 nChanged 6 SP:Iteration 29Q (185.406928 sec): 3 clusters Score: Raw -53456.640248 + Penalty 3712.292747 = -49744.347501 nChanged 3 SP:Iteration 30Q (185.515732 sec): 3 clusters Score: Raw -53460.737286 + Penalty 3712.292747 = -49748.444538 nChanged 2 SP:Iteration 31Q (185.648180 sec): 3 clusters Score: Raw -53466.524354 + Penalty 3712.292747 = -49754.231607 nChanged 4 SP:Iteration 32Q (185.747195 sec): 3 clusters Score: Raw -53473.373147 + Penalty 3712.292747 = -49761.080399 nChanged 3 SP:Iteration 33Q (185.831484 sec): 3 clusters Score: Raw -53480.768611 + Penalty 3712.292747 = -49768.475864 nChanged 1 SP:Iteration 34Q (185.931054 sec): 3 clusters Score: Raw -53483.571735 + Penalty 3712.292747 = -49771.278988 nChanged 1 SP:Iteration 35Q (186.027516 sec): 3 clusters Score: Raw -53484.322795 + Penalty 3712.292747 = -49772.030047 nChanged 0 SP:Iteration 36F (186.139325 sec): 3 clusters Score: Raw -53484.322795 + Penalty 3712.292747 = -49772.030047 nChanged 0 Iteration 59Q (186.476222 sec): 6 clusters Score: Raw -535808.582700 + Penalty 12158.704869 = -523649.877831 nChanged 5 Iteration 60F (186.773630 sec): 6 clusters Score: Raw -535810.021399 + Penalty 12158.704869 = -523651.316530 nChanged 3 Iteration 61Q (187.048159 sec): 6 clusters Score: Raw -535810.834001 + Penalty 12158.704869 = -523652.129132 nChanged 3 Iteration 62Q (187.336459 sec): 6 clusters Score: Raw -535812.718197 + Penalty 12158.704869 = -523654.013329 nChanged 4 Iteration 63Q (187.640423 sec): 6 clusters Score: Raw -535815.372836 + Penalty 12158.704869 = -523656.667967 nChanged 4 Iteration 64Q (187.955749 sec): 6 clusters Score: Raw -535819.204098 + Penalty 12158.704869 = -523660.499229 nChanged 6 Iteration 65Q (188.272590 sec): 6 clusters Score: Raw -535823.495925 + Penalty 12158.704869 = -523664.791057 nChanged 1 Iteration 66Q (188.562304 sec): 6 clusters Score: Raw -535825.194672 + Penalty 12158.704869 = -523666.489803 nChanged 0 Iteration 67F (188.853700 sec): 6 clusters Score: Raw -535825.194672 + Penalty 12158.704869 = -523666.489803 nChanged 0 Compute initial score before splitting: Score: Raw -535825.194672 + Penalty 12158.704869 = -523666.489803 Trying to split cluster 1 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.932913 sec): 2 clusters Score: Raw -49818.455921 + Penalty 1824.964105 = -47993.491817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.020394 sec): 3 clusters Score: Raw -49611.356352 + Penalty 3649.928209 = -45961.428142 nChanged 265 SP:Iteration 1F (189.131521 sec): 3 clusters Score: Raw -49975.935788 + Penalty 3649.928209 = -46326.007579 nChanged 79 SP:Iteration 2F (189.214289 sec): 3 clusters Score: Raw -50126.262288 + Penalty 3649.928209 = -46476.334078 nChanged 40 SP:Iteration 3Q (189.307545 sec): 3 clusters Score: Raw -50216.222398 + Penalty 3649.928209 = -46566.294188 nChanged 33 SP:Iteration 4Q (189.403803 sec): 3 clusters Score: Raw -50291.813939 + Penalty 3649.928209 = -46641.885730 nChanged 28 SP:Iteration 5Q (189.509122 sec): 3 clusters Score: Raw -50334.062679 + Penalty 3649.928209 = -46684.134470 nChanged 14 SP:Iteration 6Q (189.585936 sec): 3 clusters Score: Raw -50362.163979 + Penalty 3649.928209 = -46712.235769 nChanged 10 SP:Iteration 7Q (189.695165 sec): 3 clusters Score: Raw -50376.057570 + Penalty 3649.928209 = -46726.129360 nChanged 8 SP:Iteration 8Q (189.773186 sec): 3 clusters Score: Raw -50388.944532 + Penalty 3649.928209 = -46739.016323 nChanged 3 SP:Iteration 9Q (189.880094 sec): 3 clusters Score: Raw -50394.173299 + Penalty 3649.928209 = -46744.245089 nChanged 4 SP:Iteration 10Q (189.996797 sec): 3 clusters Score: Raw -50398.900630 + Penalty 3649.928209 = -46748.972421 nChanged 3 SP:Iteration 11Q (190.096370 sec): 3 clusters Score: Raw -50402.191259 + Penalty 3649.928209 = -46752.263050 nChanged 3 SP:Iteration 12Q (190.193204 sec): 3 clusters Score: Raw -50405.318763 + Penalty 3649.928209 = -46755.390554 nChanged 2 SP:Iteration 13Q (190.277388 sec): 3 clusters Score: Raw -50407.390624 + Penalty 3649.928209 = -46757.462415 nChanged 1 SP:Iteration 14Q (190.392497 sec): 3 clusters Score: Raw -50409.432227 + Penalty 3649.928209 = -46759.504018 nChanged 1 SP:Iteration 15Q (190.485115 sec): 3 clusters Score: Raw -50412.736692 + Penalty 3649.928209 = -46762.808483 nChanged 0 SP:Iteration 16F (190.583940 sec): 3 clusters Score: Raw -50412.736692 + Penalty 3649.928209 = -46762.808483 nChanged 0 Trying to split cluster 2 (2236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.651971 sec): 2 clusters Score: Raw -126004.334690 + Penalty 2036.085172 = -123968.249518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.774688 sec): 3 clusters Score: Raw -125221.121274 + Penalty 4072.170344 = -121148.950930 nChanged 678 SP:Iteration 1F (190.879204 sec): 3 clusters Score: Raw -125778.641273 + Penalty 4072.170344 = -121706.470929 nChanged 159 SP:Iteration 2F (190.984443 sec): 3 clusters Score: Raw -125931.393148 + Penalty 4072.170344 = -121859.222803 nChanged 109 SP:Iteration 3Q (191.112834 sec): 3 clusters Score: Raw -126024.892991 + Penalty 4072.170344 = -121952.722646 nChanged 83 SP:Iteration 4Q (191.215033 sec): 3 clusters Score: Raw -126105.069092 + Penalty 4072.170344 = -122032.898748 nChanged 66 SP:Iteration 5Q (191.322453 sec): 3 clusters Score: Raw -126160.062582 + Penalty 4072.170344 = -122087.892237 nChanged 55 SP:Iteration 6Q (191.428874 sec): 3 clusters Score: Raw -126218.615981 + Penalty 4072.170344 = -122146.445636 nChanged 55 SP:Iteration 7Q (191.528252 sec): 3 clusters Score: Raw -126280.397442 + Penalty 4072.170344 = -122208.227097 nChanged 44 SP:Iteration 8Q (191.642267 sec): 3 clusters Score: Raw -126324.751385 + Penalty 4072.170344 = -122252.581040 nChanged 40 SP:Iteration 9Q (191.761516 sec): 3 clusters Score: Raw -126359.229582 + Penalty 4072.170344 = -122287.059237 nChanged 41 SP:Iteration 10Q (191.843420 sec): 3 clusters Score: Raw -126405.665307 + Penalty 4072.170344 = -122333.494963 nChanged 41 SP:Iteration 11Q (191.946336 sec): 3 clusters Score: Raw -126457.415355 + Penalty 4072.170344 = -122385.245011 nChanged 38 SP:Iteration 12Q (192.038784 sec): 3 clusters Score: Raw -126495.766281 + Penalty 4072.170344 = -122423.595936 nChanged 27 SP:Iteration 13Q (192.145450 sec): 3 clusters Score: Raw -126518.755280 + Penalty 4072.170344 = -122446.584935 nChanged 28 SP:Iteration 14Q (192.271352 sec): 3 clusters Score: Raw -126544.837644 + Penalty 4072.170344 = -122472.667300 nChanged 20 SP:Iteration 15Q (192.383070 sec): 3 clusters Score: Raw -126554.706850 + Penalty 4072.170344 = -122482.536505 nChanged 12 SP:Iteration 16Q (192.478935 sec): 3 clusters Score: Raw -126563.350111 + Penalty 4072.170344 = -122491.179766 nChanged 13 SP:Iteration 17Q (192.613969 sec): 3 clusters Score: Raw -126574.021144 + Penalty 4072.170344 = -122501.850799 nChanged 12 SP:Iteration 18Q (192.719527 sec): 3 clusters Score: Raw -126586.586810 + Penalty 4072.170344 = -122514.416466 nChanged 16 SP:Iteration 19Q (192.827796 sec): 3 clusters Score: Raw -126600.120714 + Penalty 4072.170344 = -122527.950370 nChanged 16 SP:Iteration 20F (192.914626 sec): 3 clusters Score: Raw -126615.599595 + Penalty 4072.170344 = -122543.429250 nChanged 20 SP:Iteration 21Q (193.029193 sec): 3 clusters Score: Raw -126633.106650 + Penalty 4072.170344 = -122560.936306 nChanged 21 SP:Iteration 22Q (193.127115 sec): 3 clusters Score: Raw -126653.744956 + Penalty 4072.170344 = -122581.574611 nChanged 24 SP:Iteration 23Q (193.234974 sec): 3 clusters Score: Raw -126679.664756 + Penalty 4072.170344 = -122607.494412 nChanged 20 SP:Iteration 24Q (193.352989 sec): 3 clusters Score: Raw -126702.882505 + Penalty 4072.170344 = -122630.712160 nChanged 27 SP:Iteration 25Q (193.476789 sec): 3 clusters Score: Raw -126728.918402 + Penalty 4072.170344 = -122656.748057 nChanged 28 SP:Iteration 26Q (193.586749 sec): 3 clusters Score: Raw -126753.394916 + Penalty 4072.170344 = -122681.224572 nChanged 22 SP:Iteration 27Q (193.709436 sec): 3 clusters Score: Raw -126777.366931 + Penalty 4072.170344 = -122705.196587 nChanged 27 SP:Iteration 28Q (193.789807 sec): 3 clusters Score: Raw -126805.134548 + Penalty 4072.170344 = -122732.964203 nChanged 34 SP:Iteration 29Q (193.899320 sec): 3 clusters Score: Raw -126840.879703 + Penalty 4072.170344 = -122768.709358 nChanged 27 SP:Iteration 30Q (193.996970 sec): 3 clusters Score: Raw -126865.362832 + Penalty 4072.170344 = -122793.192488 nChanged 19 SP:Iteration 31Q (194.109372 sec): 3 clusters Score: Raw -126884.310907 + Penalty 4072.170344 = -122812.140563 nChanged 23 SP:Iteration 32Q (194.237780 sec): 3 clusters Score: Raw -126913.264918 + Penalty 4072.170344 = -122841.094574 nChanged 22 SP:Iteration 33Q (194.344248 sec): 3 clusters Score: Raw -126932.397315 + Penalty 4072.170344 = -122860.226970 nChanged 19 SP:Iteration 34Q (194.444925 sec): 3 clusters Score: Raw -126952.723493 + Penalty 4072.170344 = -122880.553149 nChanged 12 SP:Iteration 35Q (194.558995 sec): 3 clusters Score: Raw -126960.467021 + Penalty 4072.170344 = -122888.296676 nChanged 9 SP:Iteration 36Q (194.647580 sec): 3 clusters Score: Raw -126966.239825 + Penalty 4072.170344 = -122894.069480 nChanged 8 SP:Iteration 37Q (194.773676 sec): 3 clusters Score: Raw -126970.562872 + Penalty 4072.170344 = -122898.392527 nChanged 3 SP:Iteration 38Q (194.894584 sec): 3 clusters Score: Raw -126972.842273 + Penalty 4072.170344 = -122900.671928 nChanged 5 SP:Iteration 39Q (194.976468 sec): 3 clusters Score: Raw -126974.783838 + Penalty 4072.170344 = -122902.613494 nChanged 6 SP:Iteration 40F (195.085339 sec): 3 clusters Score: Raw -126979.674329 + Penalty 4072.170344 = -122907.503985 nChanged 2 SP:Iteration 41Q (195.189652 sec): 3 clusters Score: Raw -126981.415927 + Penalty 4072.170344 = -122909.245582 nChanged 4 SP:Iteration 42Q (195.284485 sec): 3 clusters Score: Raw -126983.936005 + Penalty 4072.170344 = -122911.765660 nChanged 2 SP:Iteration 43Q (195.385476 sec): 3 clusters Score: Raw -126985.976779 + Penalty 4072.170344 = -122913.806435 nChanged 4 SP:Iteration 44Q (195.487050 sec): 3 clusters Score: Raw -126988.671338 + Penalty 4072.170344 = -122916.500993 nChanged 3 SP:Iteration 45Q (195.606032 sec): 3 clusters Score: Raw -126991.370304 + Penalty 4072.170344 = -122919.199959 nChanged 3 SP:Iteration 46Q (195.712595 sec): 3 clusters Score: Raw -126993.433465 + Penalty 4072.170344 = -122921.263121 nChanged 3 SP:Iteration 47Q (195.787224 sec): 3 clusters Score: Raw -126995.810591 + Penalty 4072.170344 = -122923.640247 nChanged 6 SP:Iteration 48Q (195.919098 sec): 3 clusters Score: Raw -126999.840021 + Penalty 4072.170344 = -122927.669676 nChanged 9 SP:Iteration 49Q (195.997200 sec): 3 clusters Score: Raw -127008.296085 + Penalty 4072.170344 = -122936.125741 nChanged 11 SP:Iteration 50Q (196.087886 sec): 3 clusters Score: Raw -127020.733616 + Penalty 4072.170344 = -122948.563271 nChanged 10 SP:Iteration 51Q (196.181474 sec): 3 clusters Score: Raw -127027.902958 + Penalty 4072.170344 = -122955.732614 nChanged 8 SP:Iteration 52Q (196.284458 sec): 3 clusters Score: Raw -127034.944127 + Penalty 4072.170344 = -122962.773782 nChanged 10 SP:Iteration 53Q (196.409569 sec): 3 clusters Score: Raw -127043.510917 + Penalty 4072.170344 = -122971.340573 nChanged 8 SP:Iteration 54Q (196.497600 sec): 3 clusters Score: Raw -127048.350761 + Penalty 4072.170344 = -122976.180416 nChanged 7 SP:Iteration 55Q (196.593190 sec): 3 clusters Score: Raw -127052.871818 + Penalty 4072.170344 = -122980.701474 nChanged 10 SP:Iteration 56Q (196.718079 sec): 3 clusters Score: Raw -127058.687531 + Penalty 4072.170344 = -122986.517186 nChanged 10 SP:Iteration 57Q (196.797061 sec): 3 clusters Score: Raw -127064.419146 + Penalty 4072.170344 = -122992.248802 nChanged 10 SP:Iteration 58Q (196.898254 sec): 3 clusters Score: Raw -127072.486770 + Penalty 4072.170344 = -123000.316425 nChanged 7 SP:Iteration 59Q (197.005520 sec): 3 clusters Score: Raw -127077.963919 + Penalty 4072.170344 = -123005.793575 nChanged 4 SP:Iteration 60F (197.116488 sec): 3 clusters Score: Raw -127082.012079 + Penalty 4072.170344 = -123009.841734 nChanged 2 SP:Iteration 61Q (197.239578 sec): 3 clusters Score: Raw -127083.983756 + Penalty 4072.170344 = -123011.813412 nChanged 2 SP:Iteration 62Q (197.328796 sec): 3 clusters Score: Raw -127085.476117 + Penalty 4072.170344 = -123013.305772 nChanged 1 SP:Iteration 63Q (197.437025 sec): 3 clusters Score: Raw -127086.421278 + Penalty 4072.170344 = -123014.250933 nChanged 0 SP:Iteration 64F (197.552503 sec): 3 clusters Score: Raw -127086.421278 + Penalty 4072.170344 = -123014.250933 nChanged 0 Trying to split cluster 3 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.589626 sec): 2 clusters Score: Raw -25141.445144 + Penalty 1712.748581 = -23428.696563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.696269 sec): 3 clusters Score: Raw -25171.896287 + Penalty 3425.497162 = -21746.399125 nChanged 156 SP:Iteration 1F (197.794802 sec): 3 clusters Score: Raw -25595.697490 + Penalty 3425.497162 = -22170.200328 nChanged 59 SP:Iteration 2F (197.918518 sec): 3 clusters Score: Raw -25810.551271 + Penalty 3425.497162 = -22385.054109 nChanged 39 SP:Iteration 3F (198.004698 sec): 3 clusters Score: Raw -25939.801502 + Penalty 3425.497162 = -22514.304340 nChanged 27 SP:Iteration 4Q (198.113075 sec): 3 clusters Score: Raw -26024.895483 + Penalty 3425.497162 = -22599.398321 nChanged 15 SP:Iteration 5Q (198.212204 sec): 3 clusters Score: Raw -26090.861623 + Penalty 3425.497162 = -22665.364461 nChanged 17 SP:Iteration 6Q (198.308833 sec): 3 clusters Score: Raw -26146.570346 + Penalty 3425.497162 = -22721.073184 nChanged 13 SP:Iteration 7Q (198.400312 sec): 3 clusters Score: Raw -26193.698786 + Penalty 3425.497162 = -22768.201624 nChanged 9 SP:Iteration 8Q (198.535758 sec): 3 clusters Score: Raw -26226.934961 + Penalty 3425.497162 = -22801.437799 nChanged 12 SP:Iteration 9Q (198.624252 sec): 3 clusters Score: Raw -26263.010525 + Penalty 3425.497162 = -22837.513364 nChanged 4 SP:Iteration 10Q (198.730675 sec): 3 clusters Score: Raw -26278.749612 + Penalty 3425.497162 = -22853.252450 nChanged 3 SP:Iteration 11Q (198.826991 sec): 3 clusters Score: Raw -26294.218530 + Penalty 3425.497162 = -22868.721368 nChanged 2 SP:Iteration 12Q (198.918951 sec): 3 clusters Score: Raw -26308.942965 + Penalty 3425.497162 = -22883.445803 nChanged 3 SP:Iteration 13Q (199.001137 sec): 3 clusters Score: Raw -26329.911383 + Penalty 3425.497162 = -22904.414221 nChanged 3 SP:Iteration 14Q (199.103726 sec): 3 clusters Score: Raw -26342.295300 + Penalty 3425.497162 = -22916.798139 nChanged 3 SP:Iteration 15Q (199.207433 sec): 3 clusters Score: Raw -26349.684533 + Penalty 3425.497162 = -22924.187371 nChanged 2 SP:Iteration 16Q (199.307946 sec): 3 clusters Score: Raw -26359.454306 + Penalty 3425.497162 = -22933.957145 nChanged 1 SP:Iteration 17Q (199.415304 sec): 3 clusters Score: Raw -26362.219065 + Penalty 3425.497162 = -22936.721903 nChanged 1 SP:Iteration 18Q (199.519305 sec): 3 clusters Score: Raw -26362.959486 + Penalty 3425.497162 = -22937.462325 nChanged 0 SP:Iteration 19F (199.619618 sec): 3 clusters Score: Raw -26362.959486 + Penalty 3425.497162 = -22937.462325 nChanged 0 Trying to split cluster 4 (4982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.710288 sec): 2 clusters Score: Raw -296303.435397 + Penalty 2247.586888 = -294055.848510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.848664 sec): 3 clusters Score: Raw -294045.691922 + Penalty 4495.173775 = -289550.518147 nChanged 1876 SP:Iteration 1F (199.949785 sec): 3 clusters Score: Raw -295289.149784 + Penalty 4495.173775 = -290793.976009 nChanged 390 SP:Iteration 2F (200.089427 sec): 3 clusters Score: Raw -295626.794757 + Penalty 4495.173775 = -291131.620981 nChanged 333 SP:Iteration 3F (200.200563 sec): 3 clusters Score: Raw -295932.356163 + Penalty 4495.173775 = -291437.182388 nChanged 276 SP:Iteration 4F (200.300809 sec): 3 clusters Score: Raw -296173.772351 + Penalty 4495.173775 = -291678.598576 nChanged 210 SP:Iteration 5Q (200.429158 sec): 3 clusters Score: Raw -296349.718558 + Penalty 4495.173775 = -291854.544782 nChanged 206 SP:Iteration 6Q (200.563211 sec): 3 clusters Score: Raw -296513.999128 + Penalty 4495.173775 = -292018.825353 nChanged 181 SP:Iteration 7Q (200.676255 sec): 3 clusters Score: Raw -296676.259106 + Penalty 4495.173775 = -292181.085331 nChanged 179 SP:Iteration 8Q (200.786544 sec): 3 clusters Score: Raw -296824.123789 + Penalty 4495.173775 = -292328.950013 nChanged 157 SP:Iteration 9Q (200.905675 sec): 3 clusters Score: Raw -296930.737162 + Penalty 4495.173775 = -292435.563386 nChanged 118 SP:Iteration 10Q (201.030121 sec): 3 clusters Score: Raw -297008.516852 + Penalty 4495.173775 = -292513.343076 nChanged 93 SP:Iteration 11Q (201.155276 sec): 3 clusters Score: Raw -297062.321851 + Penalty 4495.173775 = -292567.148076 nChanged 70 SP:Iteration 12Q (201.282281 sec): 3 clusters Score: Raw -297101.989210 + Penalty 4495.173775 = -292606.815435 nChanged 64 SP:Iteration 13Q (201.399390 sec): 3 clusters Score: Raw -297133.823495 + Penalty 4495.173775 = -292638.649720 nChanged 50 SP:Iteration 14Q (201.521648 sec): 3 clusters Score: Raw -297165.079730 + Penalty 4495.173775 = -292669.905954 nChanged 49 SP:Iteration 15Q (201.647977 sec): 3 clusters Score: Raw -297191.786782 + Penalty 4495.173775 = -292696.613006 nChanged 40 SP:Iteration 16Q (201.777848 sec): 3 clusters Score: Raw -297207.766871 + Penalty 4495.173775 = -292712.593095 nChanged 36 SP:Iteration 17Q (201.883842 sec): 3 clusters Score: Raw -297228.079067 + Penalty 4495.173775 = -292732.905291 nChanged 42 SP:Iteration 18Q (202.006778 sec): 3 clusters Score: Raw -297251.571620 + Penalty 4495.173775 = -292756.397845 nChanged 34 SP:Iteration 19Q (202.133600 sec): 3 clusters Score: Raw -297266.711971 + Penalty 4495.173775 = -292771.538196 nChanged 29 SP:Iteration 20F (202.270334 sec): 3 clusters Score: Raw -297286.209632 + Penalty 4495.173775 = -292791.035857 nChanged 39 SP:Iteration 21Q (202.394899 sec): 3 clusters Score: Raw -297305.902898 + Penalty 4495.173775 = -292810.729123 nChanged 35 SP:Iteration 22Q (202.508438 sec): 3 clusters Score: Raw -297321.453486 + Penalty 4495.173775 = -292826.279711 nChanged 28 SP:Iteration 23Q (202.640547 sec): 3 clusters Score: Raw -297331.453572 + Penalty 4495.173775 = -292836.279797 nChanged 15 SP:Iteration 24Q (202.742352 sec): 3 clusters Score: Raw -297336.876523 + Penalty 4495.173775 = -292841.702748 nChanged 8 SP:Iteration 25Q (202.873166 sec): 3 clusters Score: Raw -297339.451606 + Penalty 4495.173775 = -292844.277830 nChanged 3 SP:Iteration 26Q (202.987732 sec): 3 clusters Score: Raw -297340.596772 + Penalty 4495.173775 = -292845.422997 nChanged 5 SP:Iteration 27Q (203.103339 sec): 3 clusters Score: Raw -297342.151783 + Penalty 4495.173775 = -292846.978008 nChanged 7 SP:Iteration 28Q (203.225699 sec): 3 clusters Score: Raw -297343.894611 + Penalty 4495.173775 = -292848.720836 nChanged 5 SP:Iteration 29Q (203.354959 sec): 3 clusters Score: Raw -297345.263229 + Penalty 4495.173775 = -292850.089454 nChanged 5 SP:Iteration 30Q (203.475380 sec): 3 clusters Score: Raw -297346.985385 + Penalty 4495.173775 = -292851.811610 nChanged 6 SP:Iteration 31Q (203.569976 sec): 3 clusters Score: Raw -297349.211249 + Penalty 4495.173775 = -292854.037474 nChanged 7 SP:Iteration 32Q (203.682916 sec): 3 clusters Score: Raw -297351.909652 + Penalty 4495.173775 = -292856.735877 nChanged 11 SP:Iteration 33Q (203.823725 sec): 3 clusters Score: Raw -297356.913722 + Penalty 4495.173775 = -292861.739947 nChanged 12 SP:Iteration 34Q (203.915490 sec): 3 clusters Score: Raw -297361.504064 + Penalty 4495.173775 = -292866.330288 nChanged 14 SP:Iteration 35Q (204.032397 sec): 3 clusters Score: Raw -297365.818509 + Penalty 4495.173775 = -292870.644734 nChanged 12 SP:Iteration 36Q (204.138602 sec): 3 clusters Score: Raw -297369.995991 + Penalty 4495.173775 = -292874.822216 nChanged 11 SP:Iteration 37Q (204.254493 sec): 3 clusters Score: Raw -297372.883298 + Penalty 4495.173775 = -292877.709523 nChanged 6 SP:Iteration 38Q (204.362351 sec): 3 clusters Score: Raw -297375.268253 + Penalty 4495.173775 = -292880.094478 nChanged 7 SP:Iteration 39Q (204.495762 sec): 3 clusters Score: Raw -297378.825665 + Penalty 4495.173775 = -292883.651890 nChanged 8 SP:Iteration 40F (204.633861 sec): 3 clusters Score: Raw -297381.315812 + Penalty 4495.173775 = -292886.142036 nChanged 7 SP:Iteration 41Q (204.741210 sec): 3 clusters Score: Raw -297383.240211 + Penalty 4495.173775 = -292888.066436 nChanged 9 SP:Iteration 42Q (204.851753 sec): 3 clusters Score: Raw -297386.549799 + Penalty 4495.173775 = -292891.376023 nChanged 12 SP:Iteration 43Q (204.964446 sec): 3 clusters Score: Raw -297389.993514 + Penalty 4495.173775 = -292894.819739 nChanged 8 SP:Iteration 44Q (205.072382 sec): 3 clusters Score: Raw -297393.800225 + Penalty 4495.173775 = -292898.626450 nChanged 11 SP:Iteration 45Q (205.180966 sec): 3 clusters Score: Raw -297398.210928 + Penalty 4495.173775 = -292903.037153 nChanged 8 SP:Iteration 46Q (205.283608 sec): 3 clusters Score: Raw -297401.540529 + Penalty 4495.173775 = -292906.366754 nChanged 5 SP:Iteration 47Q (205.411048 sec): 3 clusters Score: Raw -297403.465358 + Penalty 4495.173775 = -292908.291582 nChanged 4 SP:Iteration 48Q (205.507030 sec): 3 clusters Score: Raw -297404.684392 + Penalty 4495.173775 = -292909.510616 nChanged 3 SP:Iteration 49Q (205.619424 sec): 3 clusters Score: Raw -297405.972788 + Penalty 4495.173775 = -292910.799012 nChanged 3 SP:Iteration 50Q (205.746411 sec): 3 clusters Score: Raw -297407.554314 + Penalty 4495.173775 = -292912.380539 nChanged 3 SP:Iteration 51Q (205.875478 sec): 3 clusters Score: Raw -297408.044289 + Penalty 4495.173775 = -292912.870513 nChanged 1 SP:Iteration 52Q (205.994167 sec): 3 clusters Score: Raw -297408.126930 + Penalty 4495.173775 = -292912.953155 nChanged 1 SP:Iteration 53Q (206.095298 sec): 3 clusters Score: Raw -297408.272788 + Penalty 4495.173775 = -292913.099012 nChanged 0 SP:Iteration 54F (206.207150 sec): 3 clusters Score: Raw -297408.272788 + Penalty 4495.173775 = -292913.099012 nChanged 0 Trying to split cluster 5 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.291247 sec): 2 clusters Score: Raw -51955.233059 + Penalty 1854.976677 = -50100.256381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.396679 sec): 3 clusters Score: Raw -51750.231273 + Penalty 3709.953355 = -48040.277918 nChanged 294 SP:Iteration 1F (206.477023 sec): 3 clusters Score: Raw -52081.617987 + Penalty 3709.953355 = -48371.664632 nChanged 77 SP:Iteration 2F (206.573422 sec): 3 clusters Score: Raw -52186.904548 + Penalty 3709.953355 = -48476.951193 nChanged 38 SP:Iteration 3Q (206.685402 sec): 3 clusters Score: Raw -52253.344412 + Penalty 3709.953355 = -48543.391057 nChanged 42 SP:Iteration 4Q (206.756601 sec): 3 clusters Score: Raw -52321.261609 + Penalty 3709.953355 = -48611.308254 nChanged 27 SP:Iteration 5Q (206.871579 sec): 3 clusters Score: Raw -52359.806558 + Penalty 3709.953355 = -48649.853203 nChanged 23 SP:Iteration 6Q (206.961668 sec): 3 clusters Score: Raw -52396.479222 + Penalty 3709.953355 = -48686.525867 nChanged 18 SP:Iteration 7Q (207.043636 sec): 3 clusters Score: Raw -52415.568866 + Penalty 3709.953355 = -48705.615511 nChanged 14 SP:Iteration 8Q (207.148437 sec): 3 clusters Score: Raw -52432.528221 + Penalty 3709.953355 = -48722.574866 nChanged 15 SP:Iteration 9Q (207.249338 sec): 3 clusters Score: Raw -52452.578903 + Penalty 3709.953355 = -48742.625548 nChanged 12 SP:Iteration 10Q (207.361852 sec): 3 clusters Score: Raw -52470.084224 + Penalty 3709.953355 = -48760.130869 nChanged 15 SP:Iteration 11Q (207.476224 sec): 3 clusters Score: Raw -52493.907592 + Penalty 3709.953355 = -48783.954237 nChanged 18 SP:Iteration 12Q (207.588057 sec): 3 clusters Score: Raw -52519.263633 + Penalty 3709.953355 = -48809.310278 nChanged 13 SP:Iteration 13Q (207.687407 sec): 3 clusters Score: Raw -52534.069819 + Penalty 3709.953355 = -48824.116464 nChanged 16 SP:Iteration 14Q (207.795870 sec): 3 clusters Score: Raw -52558.464503 + Penalty 3709.953355 = -48848.511148 nChanged 16 SP:Iteration 15Q (207.899167 sec): 3 clusters Score: Raw -52584.972071 + Penalty 3709.953355 = -48875.018716 nChanged 17 SP:Iteration 16Q (207.986108 sec): 3 clusters Score: Raw -52626.621654 + Penalty 3709.953355 = -48916.668299 nChanged 15 SP:Iteration 17Q (208.108533 sec): 3 clusters Score: Raw -52649.870389 + Penalty 3709.953355 = -48939.917034 nChanged 10 SP:Iteration 18Q (208.202078 sec): 3 clusters Score: Raw -52660.725451 + Penalty 3709.953355 = -48950.772096 nChanged 4 SP:Iteration 19Q (208.318230 sec): 3 clusters Score: Raw -52663.857341 + Penalty 3709.953355 = -48953.903986 nChanged 4 SP:Iteration 20F (208.397867 sec): 3 clusters Score: Raw -52668.591901 + Penalty 3709.953355 = -48958.638546 nChanged 3 SP:Iteration 21Q (208.489680 sec): 3 clusters Score: Raw -52671.797039 + Penalty 3709.953355 = -48961.843684 nChanged 3 SP:Iteration 22Q (208.600611 sec): 3 clusters Score: Raw -52675.009745 + Penalty 3709.953355 = -48965.056390 nChanged 1 SP:Iteration 23Q (208.705099 sec): 3 clusters Score: Raw -52676.393785 + Penalty 3709.953355 = -48966.440430 nChanged 2 SP:Iteration 24Q (208.807967 sec): 3 clusters Score: Raw -52680.932555 + Penalty 3709.953355 = -48970.979200 nChanged 6 SP:Iteration 25Q (208.943633 sec): 3 clusters Score: Raw -52690.195026 + Penalty 3709.953355 = -48980.241671 nChanged 8 SP:Iteration 26Q (209.038050 sec): 3 clusters Score: Raw -52698.434806 + Penalty 3709.953355 = -48988.481451 nChanged 4 SP:Iteration 27Q (209.145669 sec): 3 clusters Score: Raw -52704.372732 + Penalty 3709.953355 = -48994.419377 nChanged 5 SP:Iteration 28Q (209.241716 sec): 3 clusters Score: Raw -52714.557661 + Penalty 3709.953355 = -49004.604306 nChanged 10 SP:Iteration 29Q (209.346969 sec): 3 clusters Score: Raw -52730.625597 + Penalty 3709.953355 = -49020.672242 nChanged 6 SP:Iteration 30Q (209.429456 sec): 3 clusters Score: Raw -52739.172626 + Penalty 3709.953355 = -49029.219271 nChanged 2 SP:Iteration 31Q (209.530696 sec): 3 clusters Score: Raw -52742.103700 + Penalty 3709.953355 = -49032.150345 nChanged 1 SP:Iteration 32Q (209.629579 sec): 3 clusters Score: Raw -52742.727673 + Penalty 3709.953355 = -49032.774318 nChanged 1 SP:Iteration 33Q (209.741054 sec): 3 clusters Score: Raw -52744.278074 + Penalty 3709.953355 = -49034.324719 nChanged 2 SP:Iteration 34Q (209.847868 sec): 3 clusters Score: Raw -52747.326095 + Penalty 3709.953355 = -49037.372740 nChanged 3 SP:Iteration 35Q (209.965231 sec): 3 clusters Score: Raw -52753.665057 + Penalty 3709.953355 = -49043.711702 nChanged 2 SP:Iteration 36Q (210.072970 sec): 3 clusters Score: Raw -52757.397812 + Penalty 3709.953355 = -49047.444457 nChanged 6 SP:Iteration 37Q (210.160516 sec): 3 clusters Score: Raw -52769.685724 + Penalty 3709.953355 = -49059.732369 nChanged 11 SP:Iteration 38Q (210.271350 sec): 3 clusters Score: Raw -52815.646132 + Penalty 3709.953355 = -49105.692777 nChanged 17 SP:Iteration 39Q (210.382069 sec): 3 clusters Score: Raw -52850.213407 + Penalty 3709.953355 = -49140.260052 nChanged 12 SP:Iteration 40F (210.484142 sec): 3 clusters Score: Raw -52868.996828 + Penalty 3709.953355 = -49159.043473 nChanged 11 SP:Iteration 41Q (210.576102 sec): 3 clusters Score: Raw -52893.905958 + Penalty 3709.953355 = -49183.952603 nChanged 19 SP:Iteration 42Q (210.667646 sec): 3 clusters Score: Raw -52942.674065 + Penalty 3709.953355 = -49232.720710 nChanged 17 SP:Iteration 43Q (210.778799 sec): 3 clusters Score: Raw -52995.739396 + Penalty 3709.953355 = -49285.786041 nChanged 10 SP:Iteration 44Q (210.883138 sec): 3 clusters Score: Raw -53016.082746 + Penalty 3709.953355 = -49306.129391 nChanged 9 SP:Iteration 45Q (210.980165 sec): 3 clusters Score: Raw -53036.616174 + Penalty 3709.953355 = -49326.662819 nChanged 9 SP:Iteration 46Q (211.090748 sec): 3 clusters Score: Raw -53076.920240 + Penalty 3709.953355 = -49366.966885 nChanged 17 SP:Iteration 47Q (211.184987 sec): 3 clusters Score: Raw -53132.017338 + Penalty 3709.953355 = -49422.063983 nChanged 19 SP:Iteration 48Q (211.299258 sec): 3 clusters Score: Raw -53193.151388 + Penalty 3709.953355 = -49483.198033 nChanged 18 SP:Iteration 49Q (211.392754 sec): 3 clusters Score: Raw -53235.428520 + Penalty 3709.953355 = -49525.475165 nChanged 11 SP:Iteration 50Q (211.499123 sec): 3 clusters Score: Raw -53253.286857 + Penalty 3709.953355 = -49543.333502 nChanged 7 SP:Iteration 51Q (211.588959 sec): 3 clusters Score: Raw -53262.820542 + Penalty 3709.953355 = -49552.867187 nChanged 4 SP:Iteration 52Q (211.674534 sec): 3 clusters Score: Raw -53270.196397 + Penalty 3709.953355 = -49560.243042 nChanged 4 SP:Iteration 53Q (211.785498 sec): 3 clusters Score: Raw -53275.574083 + Penalty 3709.953355 = -49565.620728 nChanged 1 SP:Iteration 54Q (211.879285 sec): 3 clusters Score: Raw -53279.985619 + Penalty 3709.953355 = -49570.032264 nChanged 4 SP:Iteration 55Q (211.993956 sec): 3 clusters Score: Raw -53285.431784 + Penalty 3709.953355 = -49575.478429 nChanged 3 SP:Iteration 56Q (212.098383 sec): 3 clusters Score: Raw -53289.685583 + Penalty 3709.953355 = -49579.732228 nChanged 2 SP:Iteration 57Q (212.191217 sec): 3 clusters Score: Raw -53292.498416 + Penalty 3709.953355 = -49582.545061 nChanged 1 SP:Iteration 58Q (212.309933 sec): 3 clusters Score: Raw -53293.769482 + Penalty 3709.953355 = -49583.816127 nChanged 2 SP:Iteration 59Q (212.393104 sec): 3 clusters Score: Raw -53295.993480 + Penalty 3709.953355 = -49586.040125 nChanged 0 SP:Iteration 60F (212.502887 sec): 3 clusters Score: Raw -53295.993480 + Penalty 3709.953355 = -49586.040125 nChanged 0 Time taken for this iteration:64.647051 seconds. 5->6 Clusters: Score -523666.489803, best is -525374.839153 Starting from 6 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 2 (1685 points): Lose 616.408256 but Gain 2431.740974 Iteration 0F (212.856386 sec): 5 clusters Score: Raw -491944.574360 + Penalty 9726.963895 = -482217.610465 nChanged 7230 Iteration 1F (213.115703 sec): 5 clusters Score: Raw -517173.739136 + Penalty 9726.963895 = -507446.775241 nChanged 3276 Iteration 2F (213.376309 sec): 5 clusters Score: Raw -527855.060368 + Penalty 9726.963895 = -518128.096473 nChanged 1349 Iteration 3F (213.645263 sec): 5 clusters Score: Raw -530494.140943 + Penalty 9726.963895 = -520767.177048 nChanged 654 Iteration 4F (213.898997 sec): 5 clusters Score: Raw -531647.470535 + Penalty 9726.963895 = -521920.506640 nChanged 364 Iteration 5Q (214.125680 sec): 5 clusters Score: Raw -532115.757625 + Penalty 9726.963895 = -522388.793730 nChanged 237 Iteration 6Q (214.380501 sec): 5 clusters Score: Raw -532337.123927 + Penalty 9726.963895 = -522610.160032 nChanged 140 Iteration 7Q (214.628617 sec): 5 clusters Score: Raw -532448.278358 + Penalty 9726.963895 = -522721.314463 nChanged 92 Iteration 8Q (214.853005 sec): 5 clusters Score: Raw -532526.094856 + Penalty 9726.963895 = -522799.130961 nChanged 75 Iteration 9Q (215.086925 sec): 5 clusters Score: Raw -532590.492680 + Penalty 9726.963895 = -522863.528785 nChanged 54 Iteration 10Q (215.323451 sec): 5 clusters Score: Raw -532630.115607 + Penalty 9726.963895 = -522903.151712 nChanged 50 Iteration 11Q (215.556101 sec): 5 clusters Score: Raw -532658.310140 + Penalty 9726.963895 = -522931.346245 nChanged 33 Iteration 12Q (215.783864 sec): 5 clusters Score: Raw -532677.373339 + Penalty 9726.963895 = -522950.409444 nChanged 30 Iteration 13Q (216.039240 sec): 5 clusters Score: Raw -532697.561987 + Penalty 9726.963895 = -522970.598092 nChanged 27 Iteration 14Q (216.269837 sec): 5 clusters Score: Raw -532707.871962 + Penalty 9726.963895 = -522980.908067 nChanged 19 Iteration 15Q (216.463247 sec): 5 clusters Score: Raw -532715.829941 + Penalty 9726.963895 = -522988.866046 nChanged 20 Iteration 16Q (216.711343 sec): 5 clusters Score: Raw -532723.671808 + Penalty 9726.963895 = -522996.707913 nChanged 14 Iteration 17Q (216.929982 sec): 5 clusters Score: Raw -532730.691504 + Penalty 9726.963895 = -523003.727609 nChanged 7 Iteration 18Q (217.163618 sec): 5 clusters Score: Raw -532733.650517 + Penalty 9726.963895 = -523006.686622 nChanged 6 Iteration 19Q (217.398438 sec): 5 clusters Score: Raw -532735.404927 + Penalty 9726.963895 = -523008.441032 nChanged 6 Writing temp clu file Because OldScore, -523006.686622, is greater than current (better) Score,-523008.441032 Compute initial score before splitting: Score: Raw -532735.404927 + Penalty 9726.963895 = -523008.441032 Trying to split cluster 1 (5856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.500790 sec): 2 clusters Score: Raw -342601.180558 + Penalty 2290.258623 = -340310.921935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.610959 sec): 3 clusters Score: Raw -339732.394413 + Penalty 4580.517245 = -335151.877167 nChanged 2279 SP:Iteration 1F (217.718445 sec): 3 clusters Score: Raw -341128.021618 + Penalty 4580.517245 = -336547.504372 nChanged 503 SP:Iteration 2F (217.846047 sec): 3 clusters Score: Raw -341510.180281 + Penalty 4580.517245 = -336929.663036 nChanged 397 SP:Iteration 3F (217.987298 sec): 3 clusters Score: Raw -341851.814470 + Penalty 4580.517245 = -337271.297225 nChanged 370 SP:Iteration 4F (218.079665 sec): 3 clusters Score: Raw -342212.008425 + Penalty 4580.517245 = -337631.491180 nChanged 355 SP:Iteration 5F (218.181276 sec): 3 clusters Score: Raw -342572.855398 + Penalty 4580.517245 = -337992.338153 nChanged 365 SP:Iteration 6F (218.300514 sec): 3 clusters Score: Raw -342985.579145 + Penalty 4580.517245 = -338405.061900 nChanged 322 SP:Iteration 7F (218.415726 sec): 3 clusters Score: Raw -343356.400621 + Penalty 4580.517245 = -338775.883376 nChanged 277 SP:Iteration 8Q (218.550277 sec): 3 clusters Score: Raw -343636.819673 + Penalty 4580.517245 = -339056.302428 nChanged 216 SP:Iteration 9Q (218.651138 sec): 3 clusters Score: Raw -343811.991473 + Penalty 4580.517245 = -339231.474227 nChanged 162 SP:Iteration 10Q (218.762361 sec): 3 clusters Score: Raw -343921.430138 + Penalty 4580.517245 = -339340.912893 nChanged 120 SP:Iteration 11Q (218.886852 sec): 3 clusters Score: Raw -344000.197992 + Penalty 4580.517245 = -339419.680747 nChanged 93 SP:Iteration 12Q (219.001163 sec): 3 clusters Score: Raw -344052.405634 + Penalty 4580.517245 = -339471.888389 nChanged 72 SP:Iteration 13Q (219.125398 sec): 3 clusters Score: Raw -344089.055930 + Penalty 4580.517245 = -339508.538684 nChanged 64 SP:Iteration 14Q (219.229039 sec): 3 clusters Score: Raw -344118.092721 + Penalty 4580.517245 = -339537.575476 nChanged 44 SP:Iteration 15Q (219.342765 sec): 3 clusters Score: Raw -344139.754966 + Penalty 4580.517245 = -339559.237721 nChanged 48 SP:Iteration 16Q (219.463783 sec): 3 clusters Score: Raw -344171.635642 + Penalty 4580.517245 = -339591.118397 nChanged 50 SP:Iteration 17Q (219.589383 sec): 3 clusters Score: Raw -344207.577804 + Penalty 4580.517245 = -339627.060559 nChanged 59 SP:Iteration 18Q (219.688084 sec): 3 clusters Score: Raw -344257.814514 + Penalty 4580.517245 = -339677.297268 nChanged 55 SP:Iteration 19Q (219.818628 sec): 3 clusters Score: Raw -344296.509044 + Penalty 4580.517245 = -339715.991799 nChanged 53 SP:Iteration 20F (219.933167 sec): 3 clusters Score: Raw -344341.520013 + Penalty 4580.517245 = -339761.002767 nChanged 58 SP:Iteration 21Q (220.065171 sec): 3 clusters Score: Raw -344383.899771 + Penalty 4580.517245 = -339803.382525 nChanged 62 SP:Iteration 22Q (220.165611 sec): 3 clusters Score: Raw -344417.469292 + Penalty 4580.517245 = -339836.952047 nChanged 45 SP:Iteration 23Q (220.292055 sec): 3 clusters Score: Raw -344439.795075 + Penalty 4580.517245 = -339859.277830 nChanged 37 SP:Iteration 24Q (220.418099 sec): 3 clusters Score: Raw -344453.418769 + Penalty 4580.517245 = -339872.901523 nChanged 23 SP:Iteration 25Q (220.527955 sec): 3 clusters Score: Raw -344461.430028 + Penalty 4580.517245 = -339880.912783 nChanged 25 SP:Iteration 26Q (220.658437 sec): 3 clusters Score: Raw -344469.824677 + Penalty 4580.517245 = -339889.307431 nChanged 20 SP:Iteration 27Q (220.760285 sec): 3 clusters Score: Raw -344475.872419 + Penalty 4580.517245 = -339895.355173 nChanged 16 SP:Iteration 28Q (220.872429 sec): 3 clusters Score: Raw -344481.894991 + Penalty 4580.517245 = -339901.377746 nChanged 15 SP:Iteration 29Q (221.001160 sec): 3 clusters Score: Raw -344487.419112 + Penalty 4580.517245 = -339906.901866 nChanged 12 SP:Iteration 30Q (221.127120 sec): 3 clusters Score: Raw -344491.958260 + Penalty 4580.517245 = -339911.441015 nChanged 17 SP:Iteration 31Q (221.236410 sec): 3 clusters Score: Raw -344497.047117 + Penalty 4580.517245 = -339916.529871 nChanged 16 SP:Iteration 32Q (221.332858 sec): 3 clusters Score: Raw -344504.181312 + Penalty 4580.517245 = -339923.664067 nChanged 16 SP:Iteration 33Q (221.444628 sec): 3 clusters Score: Raw -344510.566895 + Penalty 4580.517245 = -339930.049650 nChanged 14 SP:Iteration 34Q (221.558306 sec): 3 clusters Score: Raw -344515.408643 + Penalty 4580.517245 = -339934.891397 nChanged 13 SP:Iteration 35Q (221.661779 sec): 3 clusters Score: Raw -344522.438073 + Penalty 4580.517245 = -339941.920828 nChanged 16 SP:Iteration 36Q (221.770114 sec): 3 clusters Score: Raw -344530.203919 + Penalty 4580.517245 = -339949.686674 nChanged 22 SP:Iteration 37Q (221.890671 sec): 3 clusters Score: Raw -344538.916556 + Penalty 4580.517245 = -339958.399311 nChanged 16 SP:Iteration 38Q (222.010283 sec): 3 clusters Score: Raw -344547.189518 + Penalty 4580.517245 = -339966.672273 nChanged 20 SP:Iteration 39Q (222.145964 sec): 3 clusters Score: Raw -344556.233327 + Penalty 4580.517245 = -339975.716082 nChanged 28 SP:Iteration 40F (222.268348 sec): 3 clusters Score: Raw -344569.291156 + Penalty 4580.517245 = -339988.773911 nChanged 38 SP:Iteration 41Q (222.390704 sec): 3 clusters Score: Raw -344587.383059 + Penalty 4580.517245 = -340006.865814 nChanged 34 SP:Iteration 42Q (222.498288 sec): 3 clusters Score: Raw -344600.864323 + Penalty 4580.517245 = -340020.347077 nChanged 30 SP:Iteration 43Q (222.608726 sec): 3 clusters Score: Raw -344611.520056 + Penalty 4580.517245 = -340031.002811 nChanged 21 SP:Iteration 44Q (222.746198 sec): 3 clusters Score: Raw -344618.857831 + Penalty 4580.517245 = -340038.340586 nChanged 16 SP:Iteration 45Q (222.862230 sec): 3 clusters Score: Raw -344624.550055 + Penalty 4580.517245 = -340044.032809 nChanged 13 SP:Iteration 46Q (222.970992 sec): 3 clusters Score: Raw -344628.470465 + Penalty 4580.517245 = -340047.953220 nChanged 8 SP:Iteration 47Q (223.098765 sec): 3 clusters Score: Raw -344630.454955 + Penalty 4580.517245 = -340049.937710 nChanged 11 SP:Iteration 48Q (223.235864 sec): 3 clusters Score: Raw -344633.070619 + Penalty 4580.517245 = -340052.553374 nChanged 8 SP:Iteration 49Q (223.336326 sec): 3 clusters Score: Raw -344634.906883 + Penalty 4580.517245 = -340054.389638 nChanged 5 SP:Iteration 50Q (223.468696 sec): 3 clusters Score: Raw -344636.017672 + Penalty 4580.517245 = -340055.500427 nChanged 4 SP:Iteration 51Q (223.568300 sec): 3 clusters Score: Raw -344637.068285 + Penalty 4580.517245 = -340056.551040 nChanged 1 SP:Iteration 52Q (223.684406 sec): 3 clusters Score: Raw -344637.287489 + Penalty 4580.517245 = -340056.770244 nChanged 0 SP:Iteration 53F (223.793410 sec): 3 clusters Score: Raw -344637.287489 + Penalty 4580.517245 = -340056.770244 nChanged 0 Trying to split cluster 3 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.859569 sec): 2 clusters Score: Raw -35076.717342 + Penalty 1770.934198 = -33305.783144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.973310 sec): 3 clusters Score: Raw -34980.685577 + Penalty 3541.868396 = -31438.817181 nChanged 178 SP:Iteration 1F (224.073968 sec): 3 clusters Score: Raw -35236.140125 + Penalty 3541.868396 = -31694.271729 nChanged 52 SP:Iteration 2F (224.191205 sec): 3 clusters Score: Raw -35352.443344 + Penalty 3541.868396 = -31810.574947 nChanged 48 SP:Iteration 3F (224.298382 sec): 3 clusters Score: Raw -35511.019602 + Penalty 3541.868396 = -31969.151206 nChanged 45 SP:Iteration 4F (224.404163 sec): 3 clusters Score: Raw -35726.200676 + Penalty 3541.868396 = -32184.332280 nChanged 29 SP:Iteration 5Q (224.514283 sec): 3 clusters Score: Raw -35816.181879 + Penalty 3541.868396 = -32274.313483 nChanged 20 SP:Iteration 6Q (224.609535 sec): 3 clusters Score: Raw -35883.496217 + Penalty 3541.868396 = -32341.627821 nChanged 16 SP:Iteration 7Q (224.714819 sec): 3 clusters Score: Raw -35919.688998 + Penalty 3541.868396 = -32377.820602 nChanged 13 SP:Iteration 8Q (224.818942 sec): 3 clusters Score: Raw -35949.924103 + Penalty 3541.868396 = -32408.055707 nChanged 10 SP:Iteration 9Q (224.926428 sec): 3 clusters Score: Raw -35974.032423 + Penalty 3541.868396 = -32432.164026 nChanged 8 SP:Iteration 10Q (225.029454 sec): 3 clusters Score: Raw -35989.202039 + Penalty 3541.868396 = -32447.333642 nChanged 5 SP:Iteration 11Q (225.132602 sec): 3 clusters Score: Raw -36001.060762 + Penalty 3541.868396 = -32459.192366 nChanged 4 SP:Iteration 12Q (225.226585 sec): 3 clusters Score: Raw -36008.318470 + Penalty 3541.868396 = -32466.450073 nChanged 3 SP:Iteration 13Q (225.324631 sec): 3 clusters Score: Raw -36011.679479 + Penalty 3541.868396 = -32469.811082 nChanged 0 SP:Iteration 14F (225.437534 sec): 3 clusters Score: Raw -36011.679479 + Penalty 3541.868396 = -32469.811082 nChanged 0 Trying to split cluster 4 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.490396 sec): 2 clusters Score: Raw -40488.038023 + Penalty 1809.827923 = -38678.210101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.578870 sec): 3 clusters Score: Raw -40399.248365 + Penalty 3619.655846 = -36779.592519 nChanged 260 SP:Iteration 1F (225.691419 sec): 3 clusters Score: Raw -40885.924386 + Penalty 3619.655846 = -37266.268540 nChanged 115 SP:Iteration 2F (225.778570 sec): 3 clusters Score: Raw -41224.540604 + Penalty 3619.655846 = -37604.884759 nChanged 78 SP:Iteration 3F (225.881444 sec): 3 clusters Score: Raw -41522.149636 + Penalty 3619.655846 = -37902.493791 nChanged 52 SP:Iteration 4F (225.997374 sec): 3 clusters Score: Raw -41706.101597 + Penalty 3619.655846 = -38086.445751 nChanged 22 SP:Iteration 5Q (226.113572 sec): 3 clusters Score: Raw -41783.423123 + Penalty 3619.655846 = -38163.767277 nChanged 20 SP:Iteration 6Q (226.182202 sec): 3 clusters Score: Raw -41845.766054 + Penalty 3619.655846 = -38226.110208 nChanged 15 SP:Iteration 7Q (226.283615 sec): 3 clusters Score: Raw -41890.849991 + Penalty 3619.655846 = -38271.194146 nChanged 14 SP:Iteration 8Q (226.401583 sec): 3 clusters Score: Raw -41922.379279 + Penalty 3619.655846 = -38302.723433 nChanged 8 SP:Iteration 9Q (226.511781 sec): 3 clusters Score: Raw -41945.082381 + Penalty 3619.655846 = -38325.426535 nChanged 7 SP:Iteration 10Q (226.611811 sec): 3 clusters Score: Raw -41958.583031 + Penalty 3619.655846 = -38338.927185 nChanged 8 SP:Iteration 11Q (226.728000 sec): 3 clusters Score: Raw -41970.225325 + Penalty 3619.655846 = -38350.569479 nChanged 6 SP:Iteration 12Q (226.814186 sec): 3 clusters Score: Raw -41977.003626 + Penalty 3619.655846 = -38357.347781 nChanged 3 SP:Iteration 13Q (226.924426 sec): 3 clusters Score: Raw -41981.153444 + Penalty 3619.655846 = -38361.497598 nChanged 1 SP:Iteration 14Q (227.022032 sec): 3 clusters Score: Raw -41983.143381 + Penalty 3619.655846 = -38363.487535 nChanged 6 SP:Iteration 15Q (227.116636 sec): 3 clusters Score: Raw -41995.825390 + Penalty 3619.655846 = -38376.169544 nChanged 8 SP:Iteration 16Q (227.228092 sec): 3 clusters Score: Raw -42012.728886 + Penalty 3619.655846 = -38393.073040 nChanged 11 SP:Iteration 17Q (227.362558 sec): 3 clusters Score: Raw -42038.617007 + Penalty 3619.655846 = -38418.961161 nChanged 9 SP:Iteration 18Q (227.452117 sec): 3 clusters Score: Raw -42061.666482 + Penalty 3619.655846 = -38442.010636 nChanged 10 SP:Iteration 19Q (227.531831 sec): 3 clusters Score: Raw -42079.104471 + Penalty 3619.655846 = -38459.448626 nChanged 6 SP:Iteration 20F (227.627830 sec): 3 clusters Score: Raw -42085.775254 + Penalty 3619.655846 = -38466.119408 nChanged 4 SP:Iteration 21Q (227.710824 sec): 3 clusters Score: Raw -42094.187313 + Penalty 3619.655846 = -38474.531467 nChanged 3 SP:Iteration 22Q (227.805826 sec): 3 clusters Score: Raw -42101.651541 + Penalty 3619.655846 = -38481.995695 nChanged 4 SP:Iteration 23Q (227.925830 sec): 3 clusters Score: Raw -42106.013728 + Penalty 3619.655846 = -38486.357883 nChanged 0 SP:Iteration 24F (228.008613 sec): 3 clusters Score: Raw -42106.013728 + Penalty 3619.655846 = -38486.357883 nChanged 0 Trying to split cluster 5 (2373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (228.066239 sec): 2 clusters Score: Raw -125480.857124 + Penalty 2051.784308 = -123429.072816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.179453 sec): 3 clusters Score: Raw -124631.559927 + Penalty 4103.568615 = -120527.991312 nChanged 794 SP:Iteration 1F (228.282287 sec): 3 clusters Score: Raw -125263.466519 + Penalty 4103.568615 = -121159.897904 nChanged 207 SP:Iteration 2F (228.408188 sec): 3 clusters Score: Raw -125489.452138 + Penalty 4103.568615 = -121385.883523 nChanged 129 SP:Iteration 3F (228.491815 sec): 3 clusters Score: Raw -125683.989228 + Penalty 4103.568615 = -121580.420612 nChanged 155 SP:Iteration 4F (228.621759 sec): 3 clusters Score: Raw -125960.275242 + Penalty 4103.568615 = -121856.706627 nChanged 150 SP:Iteration 5F (228.707912 sec): 3 clusters Score: Raw -126253.232101 + Penalty 4103.568615 = -122149.663485 nChanged 163 SP:Iteration 6F (228.828216 sec): 3 clusters Score: Raw -126608.635250 + Penalty 4103.568615 = -122505.066634 nChanged 156 SP:Iteration 7F (228.901991 sec): 3 clusters Score: Raw -126944.019570 + Penalty 4103.568615 = -122840.450955 nChanged 107 SP:Iteration 8Q (229.015950 sec): 3 clusters Score: Raw -127122.026953 + Penalty 4103.568615 = -123018.458337 nChanged 60 SP:Iteration 9Q (229.123355 sec): 3 clusters Score: Raw -127202.860475 + Penalty 4103.568615 = -123099.291859 nChanged 34 SP:Iteration 10Q (229.234372 sec): 3 clusters Score: Raw -127234.054658 + Penalty 4103.568615 = -123130.486042 nChanged 26 SP:Iteration 11Q (229.347008 sec): 3 clusters Score: Raw -127264.242192 + Penalty 4103.568615 = -123160.673577 nChanged 22 SP:Iteration 12Q (229.465365 sec): 3 clusters Score: Raw -127302.729142 + Penalty 4103.568615 = -123199.160526 nChanged 26 SP:Iteration 13Q (229.572670 sec): 3 clusters Score: Raw -127331.271035 + Penalty 4103.568615 = -123227.702420 nChanged 14 SP:Iteration 14Q (229.689184 sec): 3 clusters Score: Raw -127342.672564 + Penalty 4103.568615 = -123239.103949 nChanged 14 SP:Iteration 15Q (229.778838 sec): 3 clusters Score: Raw -127354.674273 + Penalty 4103.568615 = -123251.105657 nChanged 6 SP:Iteration 16Q (229.883116 sec): 3 clusters Score: Raw -127359.392501 + Penalty 4103.568615 = -123255.823886 nChanged 5 SP:Iteration 17Q (230.012230 sec): 3 clusters Score: Raw -127363.055072 + Penalty 4103.568615 = -123259.486457 nChanged 7 SP:Iteration 18Q (230.129210 sec): 3 clusters Score: Raw -127372.028171 + Penalty 4103.568615 = -123268.459555 nChanged 8 SP:Iteration 19Q (230.214272 sec): 3 clusters Score: Raw -127378.720764 + Penalty 4103.568615 = -123275.152149 nChanged 3 SP:Iteration 20F (230.332802 sec): 3 clusters Score: Raw -127381.252660 + Penalty 4103.568615 = -123277.684045 nChanged 2 SP:Iteration 21Q (230.444215 sec): 3 clusters Score: Raw -127383.183931 + Penalty 4103.568615 = -123279.615316 nChanged 1 SP:Iteration 22Q (230.535207 sec): 3 clusters Score: Raw -127383.882876 + Penalty 4103.568615 = -123280.314260 nChanged 1 SP:Iteration 23Q (230.651794 sec): 3 clusters Score: Raw -127384.245193 + Penalty 4103.568615 = -123280.676577 nChanged 0 SP:Iteration 24F (230.760634 sec): 3 clusters Score: Raw -127384.245193 + Penalty 4103.568615 = -123280.676577 nChanged 0 Iteration 20F (231.033873 sec): 5 clusters Score: Raw -532738.368945 + Penalty 9726.963895 = -523011.405050 nChanged 5 Iteration 21Q (231.257945 sec): 5 clusters Score: Raw -532746.097862 + Penalty 9726.963895 = -523019.133967 nChanged 10 Iteration 22Q (231.496147 sec): 5 clusters Score: Raw -532751.391160 + Penalty 9726.963895 = -523024.427265 nChanged 6 Iteration 23Q (231.737242 sec): 5 clusters Score: Raw -532755.870730 + Penalty 9726.963895 = -523028.906834 nChanged 5 Iteration 24Q (232.005865 sec): 5 clusters Score: Raw -532762.355578 + Penalty 9726.963895 = -523035.391683 nChanged 3 Iteration 25Q (232.232457 sec): 5 clusters Score: Raw -532766.217171 + Penalty 9726.963895 = -523039.253276 nChanged 4 Iteration 26Q (232.461800 sec): 5 clusters Score: Raw -532768.053876 + Penalty 9726.963895 = -523041.089981 nChanged 5 Iteration 27Q (232.710243 sec): 5 clusters Score: Raw -532771.103695 + Penalty 9726.963895 = -523044.139800 nChanged 2 Iteration 28Q (232.919390 sec): 5 clusters Score: Raw -532771.605640 + Penalty 9726.963895 = -523044.641745 nChanged 2 Iteration 29Q (233.127058 sec): 5 clusters Score: Raw -532772.146935 + Penalty 9726.963895 = -523045.183040 nChanged 2 Iteration 30Q (233.358756 sec): 5 clusters Score: Raw -532772.478065 + Penalty 9726.963895 = -523045.514170 nChanged 0 Iteration 31F (233.602453 sec): 5 clusters Score: Raw -532772.478065 + Penalty 9726.963895 = -523045.514170 nChanged 0 Compute initial score before splitting: Score: Raw -532772.478065 + Penalty 9726.963895 = -523045.514170 Trying to split cluster 1 (5854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.703167 sec): 2 clusters Score: Raw -342396.520495 + Penalty 2290.168443 = -340106.352052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.811382 sec): 3 clusters Score: Raw -339547.958536 + Penalty 4580.336887 = -334967.621649 nChanged 2235 SP:Iteration 1F (233.938370 sec): 3 clusters Score: Raw -341143.456445 + Penalty 4580.336887 = -336563.119558 nChanged 589 SP:Iteration 2F (234.073520 sec): 3 clusters Score: Raw -341748.923923 + Penalty 4580.336887 = -337168.587036 nChanged 512 SP:Iteration 3F (234.177901 sec): 3 clusters Score: Raw -342380.591224 + Penalty 4580.336887 = -337800.254337 nChanged 471 SP:Iteration 4F (234.298997 sec): 3 clusters Score: Raw -342954.114225 + Penalty 4580.336887 = -338373.777338 nChanged 359 SP:Iteration 5F (234.423365 sec): 3 clusters Score: Raw -343312.964910 + Penalty 4580.336887 = -338732.628023 nChanged 253 SP:Iteration 6Q (234.541616 sec): 3 clusters Score: Raw -343520.448463 + Penalty 4580.336887 = -338940.111577 nChanged 174 SP:Iteration 7Q (234.655382 sec): 3 clusters Score: Raw -343632.071957 + Penalty 4580.336887 = -339051.735070 nChanged 131 SP:Iteration 8Q (234.769069 sec): 3 clusters Score: Raw -343707.625746 + Penalty 4580.336887 = -339127.288859 nChanged 95 SP:Iteration 9Q (234.881890 sec): 3 clusters Score: Raw -343754.369142 + Penalty 4580.336887 = -339174.032256 nChanged 80 SP:Iteration 10Q (235.002096 sec): 3 clusters Score: Raw -343796.271173 + Penalty 4580.336887 = -339215.934286 nChanged 63 SP:Iteration 11Q (235.106364 sec): 3 clusters Score: Raw -343826.964221 + Penalty 4580.336887 = -339246.627334 nChanged 58 SP:Iteration 12Q (235.221517 sec): 3 clusters Score: Raw -343851.957751 + Penalty 4580.336887 = -339271.620864 nChanged 45 SP:Iteration 13Q (235.346205 sec): 3 clusters Score: Raw -343871.992290 + Penalty 4580.336887 = -339291.655403 nChanged 45 SP:Iteration 14Q (235.458609 sec): 3 clusters Score: Raw -343898.279935 + Penalty 4580.336887 = -339317.943048 nChanged 58 SP:Iteration 15Q (235.582064 sec): 3 clusters Score: Raw -343932.273727 + Penalty 4580.336887 = -339351.936841 nChanged 58 SP:Iteration 16Q (235.724960 sec): 3 clusters Score: Raw -343968.390003 + Penalty 4580.336887 = -339388.053116 nChanged 67 SP:Iteration 17Q (235.822071 sec): 3 clusters Score: Raw -344005.326263 + Penalty 4580.336887 = -339424.989376 nChanged 58 SP:Iteration 18Q (235.954180 sec): 3 clusters Score: Raw -344037.745140 + Penalty 4580.336887 = -339457.408253 nChanged 51 SP:Iteration 19Q (236.065080 sec): 3 clusters Score: Raw -344061.195716 + Penalty 4580.336887 = -339480.858830 nChanged 46 SP:Iteration 20F (236.190514 sec): 3 clusters Score: Raw -344080.427549 + Penalty 4580.336887 = -339500.090662 nChanged 24 SP:Iteration 21Q (236.311867 sec): 3 clusters Score: Raw -344088.008194 + Penalty 4580.336887 = -339507.671308 nChanged 24 SP:Iteration 22Q (236.435177 sec): 3 clusters Score: Raw -344094.129574 + Penalty 4580.336887 = -339513.792687 nChanged 17 SP:Iteration 23Q (236.564251 sec): 3 clusters Score: Raw -344098.698155 + Penalty 4580.336887 = -339518.361269 nChanged 16 SP:Iteration 24Q (236.660116 sec): 3 clusters Score: Raw -344102.754478 + Penalty 4580.336887 = -339522.417592 nChanged 8 SP:Iteration 25Q (236.771405 sec): 3 clusters Score: Raw -344105.201147 + Penalty 4580.336887 = -339524.864260 nChanged 13 SP:Iteration 26Q (236.892955 sec): 3 clusters Score: Raw -344108.717409 + Penalty 4580.336887 = -339528.380523 nChanged 10 SP:Iteration 27Q (237.011466 sec): 3 clusters Score: Raw -344112.164134 + Penalty 4580.336887 = -339531.827248 nChanged 6 SP:Iteration 28Q (237.163766 sec): 3 clusters Score: Raw -344114.246027 + Penalty 4580.336887 = -339533.909140 nChanged 7 SP:Iteration 29Q (237.282041 sec): 3 clusters Score: Raw -344116.210029 + Penalty 4580.336887 = -339535.873142 nChanged 5 SP:Iteration 30Q (237.380014 sec): 3 clusters Score: Raw -344117.060941 + Penalty 4580.336887 = -339536.724054 nChanged 2 SP:Iteration 31Q (237.506749 sec): 3 clusters Score: Raw -344117.483051 + Penalty 4580.336887 = -339537.146164 nChanged 3 SP:Iteration 32Q (237.630722 sec): 3 clusters Score: Raw -344118.169030 + Penalty 4580.336887 = -339537.832144 nChanged 3 SP:Iteration 33Q (237.749727 sec): 3 clusters Score: Raw -344118.758755 + Penalty 4580.336887 = -339538.421868 nChanged 4 SP:Iteration 34Q (237.866586 sec): 3 clusters Score: Raw -344120.117578 + Penalty 4580.336887 = -339539.780691 nChanged 1 SP:Iteration 35Q (237.986399 sec): 3 clusters Score: Raw -344120.168454 + Penalty 4580.336887 = -339539.831567 nChanged 0 SP:Iteration 36F (238.111404 sec): 3 clusters Score: Raw -344120.168454 + Penalty 4580.336887 = -339539.831567 nChanged 0 Trying to split cluster 3 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.185571 sec): 2 clusters Score: Raw -34765.881687 + Penalty 1769.965390 = -32995.916298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.272406 sec): 3 clusters Score: Raw -34655.320408 + Penalty 3539.930779 = -31115.389628 nChanged 185 SP:Iteration 1F (238.375462 sec): 3 clusters Score: Raw -34943.187150 + Penalty 3539.930779 = -31403.256370 nChanged 59 SP:Iteration 2F (238.481923 sec): 3 clusters Score: Raw -35066.859772 + Penalty 3539.930779 = -31526.928992 nChanged 43 SP:Iteration 3F (238.581838 sec): 3 clusters Score: Raw -35157.760002 + Penalty 3539.930779 = -31617.829223 nChanged 40 SP:Iteration 4Q (238.681645 sec): 3 clusters Score: Raw -35291.250619 + Penalty 3539.930779 = -31751.319840 nChanged 39 SP:Iteration 5Q (238.771701 sec): 3 clusters Score: Raw -35475.548812 + Penalty 3539.930779 = -31935.618033 nChanged 29 SP:Iteration 6Q (238.887084 sec): 3 clusters Score: Raw -35656.178067 + Penalty 3539.930779 = -32116.247287 nChanged 37 SP:Iteration 7Q (238.979441 sec): 3 clusters Score: Raw -35770.754280 + Penalty 3539.930779 = -32230.823501 nChanged 26 SP:Iteration 8Q (239.089985 sec): 3 clusters Score: Raw -35818.723018 + Penalty 3539.930779 = -32278.792239 nChanged 18 SP:Iteration 9Q (239.177539 sec): 3 clusters Score: Raw -35860.144392 + Penalty 3539.930779 = -32320.213612 nChanged 9 SP:Iteration 10Q (239.277169 sec): 3 clusters Score: Raw -35882.069779 + Penalty 3539.930779 = -32342.138999 nChanged 10 SP:Iteration 11Q (239.379837 sec): 3 clusters Score: Raw -35903.436771 + Penalty 3539.930779 = -32363.505992 nChanged 5 SP:Iteration 12Q (239.507229 sec): 3 clusters Score: Raw -35913.361188 + Penalty 3539.930779 = -32373.430409 nChanged 4 SP:Iteration 13Q (239.576834 sec): 3 clusters Score: Raw -35919.912304 + Penalty 3539.930779 = -32379.981525 nChanged 2 SP:Iteration 14Q (239.687962 sec): 3 clusters Score: Raw -35924.109621 + Penalty 3539.930779 = -32384.178842 nChanged 1 SP:Iteration 15Q (239.794989 sec): 3 clusters Score: Raw -35929.539750 + Penalty 3539.930779 = -32389.608970 nChanged 1 SP:Iteration 16Q (239.887440 sec): 3 clusters Score: Raw -35930.633363 + Penalty 3539.930779 = -32390.702583 nChanged 0 SP:Iteration 17F (239.993383 sec): 3 clusters Score: Raw -35930.633363 + Penalty 3539.930779 = -32390.702583 nChanged 0 Trying to split cluster 4 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.053378 sec): 2 clusters Score: Raw -40541.271889 + Penalty 1809.549589 = -38731.722300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.158147 sec): 3 clusters Score: Raw -40449.707832 + Penalty 3619.099177 = -36830.608654 nChanged 243 SP:Iteration 1F (240.269218 sec): 3 clusters Score: Raw -40881.322363 + Penalty 3619.099177 = -37262.223185 nChanged 96 SP:Iteration 2F (240.380652 sec): 3 clusters Score: Raw -41109.082051 + Penalty 3619.099177 = -37489.982873 nChanged 51 SP:Iteration 3F (240.495341 sec): 3 clusters Score: Raw -41245.198346 + Penalty 3619.099177 = -37626.099169 nChanged 44 SP:Iteration 4Q (240.586278 sec): 3 clusters Score: Raw -41385.939376 + Penalty 3619.099177 = -37766.840199 nChanged 50 SP:Iteration 5F (240.668769 sec): 3 clusters Score: Raw -41541.201784 + Penalty 3619.099177 = -37922.102607 nChanged 33 SP:Iteration 6Q (240.764580 sec): 3 clusters Score: Raw -41651.168908 + Penalty 3619.099177 = -38032.069730 nChanged 27 SP:Iteration 7Q (240.855585 sec): 3 clusters Score: Raw -41755.094486 + Penalty 3619.099177 = -38135.995309 nChanged 20 SP:Iteration 8Q (240.956671 sec): 3 clusters Score: Raw -41847.431547 + Penalty 3619.099177 = -38228.332370 nChanged 24 SP:Iteration 9Q (241.057706 sec): 3 clusters Score: Raw -41912.785834 + Penalty 3619.099177 = -38293.686657 nChanged 18 SP:Iteration 10Q (241.159131 sec): 3 clusters Score: Raw -41947.595900 + Penalty 3619.099177 = -38328.496723 nChanged 12 SP:Iteration 11Q (241.231862 sec): 3 clusters Score: Raw -41982.878633 + Penalty 3619.099177 = -38363.779456 nChanged 11 SP:Iteration 12Q (241.333153 sec): 3 clusters Score: Raw -42014.579498 + Penalty 3619.099177 = -38395.480320 nChanged 8 SP:Iteration 13Q (241.424029 sec): 3 clusters Score: Raw -42038.347605 + Penalty 3619.099177 = -38419.248427 nChanged 11 SP:Iteration 14Q (241.549286 sec): 3 clusters Score: Raw -42072.174571 + Penalty 3619.099177 = -38453.075394 nChanged 11 SP:Iteration 15Q (241.635182 sec): 3 clusters Score: Raw -42095.477488 + Penalty 3619.099177 = -38476.378311 nChanged 5 SP:Iteration 16Q (241.735202 sec): 3 clusters Score: Raw -42107.033764 + Penalty 3619.099177 = -38487.934587 nChanged 3 SP:Iteration 17Q (241.841356 sec): 3 clusters Score: Raw -42120.288883 + Penalty 3619.099177 = -38501.189706 nChanged 3 SP:Iteration 18Q (241.932569 sec): 3 clusters Score: Raw -42124.814922 + Penalty 3619.099177 = -38505.715745 nChanged 3 SP:Iteration 19Q (242.021954 sec): 3 clusters Score: Raw -42130.890380 + Penalty 3619.099177 = -38511.791203 nChanged 1 SP:Iteration 20F (242.124625 sec): 3 clusters Score: Raw -42132.167478 + Penalty 3619.099177 = -38513.068301 nChanged 0 Trying to split cluster 5 (2380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.200692 sec): 2 clusters Score: Raw -125971.278903 + Penalty 2052.561922 = -123918.716981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.320504 sec): 3 clusters Score: Raw -125088.921677 + Penalty 4105.123845 = -120983.797833 nChanged 811 SP:Iteration 1F (242.436426 sec): 3 clusters Score: Raw -125732.305873 + Penalty 4105.123845 = -121627.182029 nChanged 231 SP:Iteration 2F (242.516252 sec): 3 clusters Score: Raw -126019.522572 + Penalty 4105.123845 = -121914.398727 nChanged 149 SP:Iteration 3F (242.627253 sec): 3 clusters Score: Raw -126223.366857 + Penalty 4105.123845 = -122118.243012 nChanged 144 SP:Iteration 4F (242.744451 sec): 3 clusters Score: Raw -126461.289628 + Penalty 4105.123845 = -122356.165783 nChanged 147 SP:Iteration 5F (242.862133 sec): 3 clusters Score: Raw -126805.770413 + Penalty 4105.123845 = -122700.646569 nChanged 155 SP:Iteration 6F (242.961004 sec): 3 clusters Score: Raw -127265.746632 + Penalty 4105.123845 = -123160.622787 nChanged 141 SP:Iteration 7F (243.091599 sec): 3 clusters Score: Raw -127537.917479 + Penalty 4105.123845 = -123432.793634 nChanged 90 SP:Iteration 8Q (243.230187 sec): 3 clusters Score: Raw -127667.487182 + Penalty 4105.123845 = -123562.363337 nChanged 65 SP:Iteration 9Q (243.318943 sec): 3 clusters Score: Raw -127740.139071 + Penalty 4105.123845 = -123635.015226 nChanged 32 SP:Iteration 10Q (243.431933 sec): 3 clusters Score: Raw -127775.464005 + Penalty 4105.123845 = -123670.340160 nChanged 31 SP:Iteration 11Q (243.561291 sec): 3 clusters Score: Raw -127800.687940 + Penalty 4105.123845 = -123695.564096 nChanged 19 SP:Iteration 12Q (243.644469 sec): 3 clusters Score: Raw -127817.863751 + Penalty 4105.123845 = -123712.739906 nChanged 11 SP:Iteration 13Q (243.764136 sec): 3 clusters Score: Raw -127824.207835 + Penalty 4105.123845 = -123719.083990 nChanged 7 SP:Iteration 14Q (243.865478 sec): 3 clusters Score: Raw -127831.410698 + Penalty 4105.123845 = -123726.286853 nChanged 9 SP:Iteration 15Q (243.985465 sec): 3 clusters Score: Raw -127838.824739 + Penalty 4105.123845 = -123733.700895 nChanged 6 SP:Iteration 16Q (244.092630 sec): 3 clusters Score: Raw -127844.459390 + Penalty 4105.123845 = -123739.335546 nChanged 7 SP:Iteration 17Q (244.184818 sec): 3 clusters Score: Raw -127850.051833 + Penalty 4105.123845 = -123744.927988 nChanged 6 SP:Iteration 18Q (244.276845 sec): 3 clusters Score: Raw -127854.701965 + Penalty 4105.123845 = -123749.578120 nChanged 4 SP:Iteration 19Q (244.402195 sec): 3 clusters Score: Raw -127859.875973 + Penalty 4105.123845 = -123754.752129 nChanged 2 SP:Iteration 20F (244.481393 sec): 3 clusters Score: Raw -127860.745372 + Penalty 4105.123845 = -123755.621527 nChanged 0 Time taken for this iteration:31.951284 seconds. 6->5 Clusters: Score -523045.514170, best is -525374.839153 Starting from 7 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 5 (980 points): Lose 564.845608 but Gain 2431.740974 Iteration 0F (244.909868 sec): 6 clusters Score: Raw -491327.118264 + Penalty 12158.704869 = -479168.413396 nChanged 7447 Deleting Class 3 (1628 points): Lose 2355.486278 but Gain 2431.740974 Iteration 1F (245.228546 sec): 5 clusters Score: Raw -515094.460376 + Penalty 9726.963895 = -505367.496481 nChanged 4432 Iteration 2F (245.453385 sec): 5 clusters Score: Raw -528106.483937 + Penalty 9726.963895 = -518379.520042 nChanged 1253 Iteration 3F (245.690164 sec): 5 clusters Score: Raw -530015.319271 + Penalty 9726.963895 = -520288.355376 nChanged 530 Iteration 4F (245.947696 sec): 5 clusters Score: Raw -530983.774523 + Penalty 9726.963895 = -521256.810628 nChanged 347 Iteration 5Q (246.221102 sec): 5 clusters Score: Raw -531550.349873 + Penalty 9726.963895 = -521823.385978 nChanged 262 Iteration 6Q (246.441225 sec): 5 clusters Score: Raw -531833.193930 + Penalty 9726.963895 = -522106.230035 nChanged 204 Iteration 7Q (246.712961 sec): 5 clusters Score: Raw -532027.051822 + Penalty 9726.963895 = -522300.087927 nChanged 179 Iteration 8Q (246.953891 sec): 5 clusters Score: Raw -532201.001769 + Penalty 9726.963895 = -522474.037874 nChanged 175 Iteration 9Q (247.211070 sec): 5 clusters Score: Raw -532391.056146 + Penalty 9726.963895 = -522664.092250 nChanged 167 Iteration 10Q (247.439994 sec): 5 clusters Score: Raw -532559.522388 + Penalty 9726.963895 = -522832.558492 nChanged 147 Iteration 11Q (247.695561 sec): 5 clusters Score: Raw -532698.368238 + Penalty 9726.963895 = -522971.404343 nChanged 161 Iteration 12Q (247.914408 sec): 5 clusters Score: Raw -532827.854125 + Penalty 9726.963895 = -523100.890230 nChanged 145 Iteration 13Q (248.159944 sec): 5 clusters Score: Raw -532943.686287 + Penalty 9726.963895 = -523216.722392 nChanged 113 Iteration 14Q (248.401612 sec): 5 clusters Score: Raw -533034.965447 + Penalty 9726.963895 = -523308.001552 nChanged 99 Iteration 15Q (248.609416 sec): 5 clusters Score: Raw -533113.189810 + Penalty 9726.963895 = -523386.225915 nChanged 86 Iteration 16Q (248.821993 sec): 5 clusters Score: Raw -533196.037665 + Penalty 9726.963895 = -523469.073770 nChanged 94 Iteration 17Q (249.062257 sec): 5 clusters Score: Raw -533273.544732 + Penalty 9726.963895 = -523546.580837 nChanged 94 Iteration 18Q (249.290529 sec): 5 clusters Score: Raw -533350.062397 + Penalty 9726.963895 = -523623.098502 nChanged 102 Iteration 19Q (249.549377 sec): 5 clusters Score: Raw -533442.560060 + Penalty 9726.963895 = -523715.596165 nChanged 92 Writing temp clu file Because OldScore, -523623.098502, is greater than current (better) Score,-523715.596165 Compute initial score before splitting: Score: Raw -533442.560060 + Penalty 9726.963895 = -523715.596165 Trying to split cluster 1 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.623940 sec): 2 clusters Score: Raw -38027.636907 + Penalty 1812.044095 = -36215.592812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.737762 sec): 3 clusters Score: Raw -37863.927473 + Penalty 3624.088191 = -34239.839282 nChanged 263 SP:Iteration 1F (249.834224 sec): 3 clusters Score: Raw -38213.249048 + Penalty 3624.088191 = -34589.160857 nChanged 74 SP:Iteration 2F (249.917183 sec): 3 clusters Score: Raw -38371.318526 + Penalty 3624.088191 = -34747.230336 nChanged 52 SP:Iteration 3F (250.027451 sec): 3 clusters Score: Raw -38476.274971 + Penalty 3624.088191 = -34852.186780 nChanged 44 SP:Iteration 4Q (250.130024 sec): 3 clusters Score: Raw -38567.091337 + Penalty 3624.088191 = -34943.003147 nChanged 46 SP:Iteration 5Q (250.229664 sec): 3 clusters Score: Raw -38694.418112 + Penalty 3624.088191 = -35070.329922 nChanged 38 SP:Iteration 6Q (250.340186 sec): 3 clusters Score: Raw -38816.364310 + Penalty 3624.088191 = -35192.276119 nChanged 37 SP:Iteration 7Q (250.465882 sec): 3 clusters Score: Raw -38913.601334 + Penalty 3624.088191 = -35289.513143 nChanged 26 SP:Iteration 8Q (250.559182 sec): 3 clusters Score: Raw -38976.286621 + Penalty 3624.088191 = -35352.198430 nChanged 19 SP:Iteration 9Q (250.646317 sec): 3 clusters Score: Raw -39019.720600 + Penalty 3624.088191 = -35395.632410 nChanged 16 SP:Iteration 10Q (250.763191 sec): 3 clusters Score: Raw -39054.084862 + Penalty 3624.088191 = -35429.996672 nChanged 10 SP:Iteration 11Q (250.849273 sec): 3 clusters Score: Raw -39079.046329 + Penalty 3624.088191 = -35454.958139 nChanged 6 SP:Iteration 12Q (250.959780 sec): 3 clusters Score: Raw -39093.293594 + Penalty 3624.088191 = -35469.205404 nChanged 7 SP:Iteration 13Q (251.058576 sec): 3 clusters Score: Raw -39101.559413 + Penalty 3624.088191 = -35477.471222 nChanged 3 SP:Iteration 14Q (251.163497 sec): 3 clusters Score: Raw -39104.354982 + Penalty 3624.088191 = -35480.266791 nChanged 1 SP:Iteration 15Q (251.260868 sec): 3 clusters Score: Raw -39104.821940 + Penalty 3624.088191 = -35480.733749 nChanged 0 SP:Iteration 16F (251.367398 sec): 3 clusters Score: Raw -39104.821940 + Penalty 3624.088191 = -35480.733749 nChanged 0 Trying to split cluster 2 (2834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.436396 sec): 2 clusters Score: Raw -147149.176791 + Penalty 2098.653327 = -145050.523464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.565512 sec): 3 clusters Score: Raw -145992.715397 + Penalty 4197.306654 = -141795.408743 nChanged 980 SP:Iteration 1F (251.659147 sec): 3 clusters Score: Raw -146827.099766 + Penalty 4197.306654 = -142629.793112 nChanged 291 SP:Iteration 2F (251.746745 sec): 3 clusters Score: Raw -147198.562202 + Penalty 4197.306654 = -143001.255548 nChanged 213 SP:Iteration 3F (251.853734 sec): 3 clusters Score: Raw -147447.879367 + Penalty 4197.306654 = -143250.572713 nChanged 156 SP:Iteration 4F (251.975155 sec): 3 clusters Score: Raw -147617.472614 + Penalty 4197.306654 = -143420.165960 nChanged 112 SP:Iteration 5Q (252.101811 sec): 3 clusters Score: Raw -147766.163545 + Penalty 4197.306654 = -143568.856892 nChanged 114 SP:Iteration 6Q (252.215014 sec): 3 clusters Score: Raw -147899.820414 + Penalty 4197.306654 = -143702.513760 nChanged 99 SP:Iteration 7Q (252.300429 sec): 3 clusters Score: Raw -148022.281568 + Penalty 4197.306654 = -143824.974914 nChanged 105 SP:Iteration 8Q (252.404429 sec): 3 clusters Score: Raw -148171.662356 + Penalty 4197.306654 = -143974.355703 nChanged 98 SP:Iteration 9Q (252.526828 sec): 3 clusters Score: Raw -148299.339109 + Penalty 4197.306654 = -144102.032455 nChanged 93 SP:Iteration 10Q (252.618881 sec): 3 clusters Score: Raw -148457.187519 + Penalty 4197.306654 = -144259.880865 nChanged 115 SP:Iteration 11Q (252.721225 sec): 3 clusters Score: Raw -148651.448248 + Penalty 4197.306654 = -144454.141594 nChanged 108 SP:Iteration 12Q (252.816168 sec): 3 clusters Score: Raw -148846.258853 + Penalty 4197.306654 = -144648.952199 nChanged 96 SP:Iteration 13Q (252.944241 sec): 3 clusters Score: Raw -149025.865560 + Penalty 4197.306654 = -144828.558906 nChanged 95 SP:Iteration 14Q (253.036756 sec): 3 clusters Score: Raw -149173.181157 + Penalty 4197.306654 = -144975.874503 nChanged 65 SP:Iteration 15Q (253.162531 sec): 3 clusters Score: Raw -149320.782697 + Penalty 4197.306654 = -145123.476043 nChanged 70 SP:Iteration 16Q (253.277172 sec): 3 clusters Score: Raw -149533.923287 + Penalty 4197.306654 = -145336.616633 nChanged 71 SP:Iteration 17Q (253.408831 sec): 3 clusters Score: Raw -149718.574346 + Penalty 4197.306654 = -145521.267692 nChanged 54 SP:Iteration 18Q (253.490774 sec): 3 clusters Score: Raw -149782.708548 + Penalty 4197.306654 = -145585.401895 nChanged 40 SP:Iteration 19Q (253.607796 sec): 3 clusters Score: Raw -149811.024473 + Penalty 4197.306654 = -145613.717819 nChanged 15 SP:Iteration 20F (253.759094 sec): 3 clusters Score: Raw -149822.801424 + Penalty 4197.306654 = -145625.494770 nChanged 11 SP:Iteration 21Q (253.847819 sec): 3 clusters Score: Raw -149830.381468 + Penalty 4197.306654 = -145633.074814 nChanged 4 SP:Iteration 22Q (253.946432 sec): 3 clusters Score: Raw -149832.295486 + Penalty 4197.306654 = -145634.988832 nChanged 3 SP:Iteration 23Q (254.053394 sec): 3 clusters Score: Raw -149833.834334 + Penalty 4197.306654 = -145636.527680 nChanged 0 SP:Iteration 24F (254.156598 sec): 3 clusters Score: Raw -149833.834334 + Penalty 4197.306654 = -145636.527680 nChanged 0 Score: Raw -536175.976917 + Penalty 12158.704869 = -524017.272048 Splitting cluster 2 changes total score from -523715.596165 to -524017.272048 So it's getting split into cluster 3. Trying to split cluster 4 (5503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.561284 sec): 2 clusters Score: Raw -325458.580989 + Penalty 2273.844851 = -323184.736138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.685295 sec): 3 clusters Score: Raw -322859.366256 + Penalty 4547.689701 = -318311.676555 nChanged 2131 SP:Iteration 1F (254.778576 sec): 3 clusters Score: Raw -324250.430925 + Penalty 4547.689701 = -319702.741224 nChanged 507 SP:Iteration 2F (254.937724 sec): 3 clusters Score: Raw -324744.983808 + Penalty 4547.689701 = -320197.294106 nChanged 436 SP:Iteration 3F (255.057702 sec): 3 clusters Score: Raw -325144.464004 + Penalty 4547.689701 = -320596.774303 nChanged 355 SP:Iteration 4F (255.191237 sec): 3 clusters Score: Raw -325444.941208 + Penalty 4547.689701 = -320897.251507 nChanged 270 SP:Iteration 5Q (255.287277 sec): 3 clusters Score: Raw -325689.489657 + Penalty 4547.689701 = -321141.799956 nChanged 243 SP:Iteration 6Q (255.418519 sec): 3 clusters Score: Raw -325910.910445 + Penalty 4547.689701 = -321363.220743 nChanged 244 SP:Iteration 7Q (255.530865 sec): 3 clusters Score: Raw -326100.097662 + Penalty 4547.689701 = -321552.407960 nChanged 181 SP:Iteration 8Q (255.661247 sec): 3 clusters Score: Raw -326217.711193 + Penalty 4547.689701 = -321670.021492 nChanged 131 SP:Iteration 9Q (255.791135 sec): 3 clusters Score: Raw -326304.316242 + Penalty 4547.689701 = -321756.626540 nChanged 105 SP:Iteration 10Q (255.903993 sec): 3 clusters Score: Raw -326373.492992 + Penalty 4547.689701 = -321825.803291 nChanged 84 SP:Iteration 11Q (256.026261 sec): 3 clusters Score: Raw -326426.963421 + Penalty 4547.689701 = -321879.273719 nChanged 82 SP:Iteration 12Q (256.127762 sec): 3 clusters Score: Raw -326485.576848 + Penalty 4547.689701 = -321937.887146 nChanged 78 SP:Iteration 13Q (256.253194 sec): 3 clusters Score: Raw -326529.275247 + Penalty 4547.689701 = -321981.585545 nChanged 48 SP:Iteration 14Q (256.366562 sec): 3 clusters Score: Raw -326555.162852 + Penalty 4547.689701 = -322007.473150 nChanged 45 SP:Iteration 15Q (256.490852 sec): 3 clusters Score: Raw -326581.052844 + Penalty 4547.689701 = -322033.363142 nChanged 47 SP:Iteration 16Q (256.609109 sec): 3 clusters Score: Raw -326609.817011 + Penalty 4547.689701 = -322062.127310 nChanged 41 SP:Iteration 17Q (256.744416 sec): 3 clusters Score: Raw -326630.301104 + Penalty 4547.689701 = -322082.611403 nChanged 34 SP:Iteration 18Q (256.839078 sec): 3 clusters Score: Raw -326648.341172 + Penalty 4547.689701 = -322100.651470 nChanged 42 SP:Iteration 19Q (256.969116 sec): 3 clusters Score: Raw -326678.551046 + Penalty 4547.689701 = -322130.861344 nChanged 45 SP:Iteration 20F (257.079368 sec): 3 clusters Score: Raw -326704.485766 + Penalty 4547.689701 = -322156.796065 nChanged 43 SP:Iteration 21Q (257.216146 sec): 3 clusters Score: Raw -326727.799673 + Penalty 4547.689701 = -322180.109971 nChanged 37 SP:Iteration 22Q (257.329393 sec): 3 clusters Score: Raw -326751.551621 + Penalty 4547.689701 = -322203.861919 nChanged 42 SP:Iteration 23Q (257.458539 sec): 3 clusters Score: Raw -326773.849372 + Penalty 4547.689701 = -322226.159670 nChanged 35 SP:Iteration 24Q (257.571998 sec): 3 clusters Score: Raw -326797.504883 + Penalty 4547.689701 = -322249.815182 nChanged 42 SP:Iteration 25Q (257.708699 sec): 3 clusters Score: Raw -326827.328492 + Penalty 4547.689701 = -322279.638790 nChanged 29 SP:Iteration 26Q (257.805711 sec): 3 clusters Score: Raw -326848.996970 + Penalty 4547.689701 = -322301.307268 nChanged 35 SP:Iteration 27Q (257.912564 sec): 3 clusters Score: Raw -326874.441770 + Penalty 4547.689701 = -322326.752068 nChanged 34 SP:Iteration 28Q (258.041913 sec): 3 clusters Score: Raw -326894.271319 + Penalty 4547.689701 = -322346.581617 nChanged 34 SP:Iteration 29Q (258.172328 sec): 3 clusters Score: Raw -326911.854948 + Penalty 4547.689701 = -322364.165247 nChanged 18 SP:Iteration 30Q (258.311497 sec): 3 clusters Score: Raw -326920.572539 + Penalty 4547.689701 = -322372.882837 nChanged 14 SP:Iteration 31Q (258.440170 sec): 3 clusters Score: Raw -326926.297605 + Penalty 4547.689701 = -322378.607904 nChanged 10 SP:Iteration 32Q (258.539491 sec): 3 clusters Score: Raw -326929.285034 + Penalty 4547.689701 = -322381.595332 nChanged 6 SP:Iteration 33Q (258.674101 sec): 3 clusters Score: Raw -326931.414644 + Penalty 4547.689701 = -322383.724943 nChanged 5 SP:Iteration 34Q (258.778954 sec): 3 clusters Score: Raw -326932.914410 + Penalty 4547.689701 = -322385.224708 nChanged 4 SP:Iteration 35Q (258.892942 sec): 3 clusters Score: Raw -326933.945277 + Penalty 4547.689701 = -322386.255576 nChanged 3 SP:Iteration 36Q (259.035596 sec): 3 clusters Score: Raw -326934.677435 + Penalty 4547.689701 = -322386.987733 nChanged 1 SP:Iteration 37Q (259.139305 sec): 3 clusters Score: Raw -326934.831482 + Penalty 4547.689701 = -322387.141781 nChanged 0 SP:Iteration 38F (259.270545 sec): 3 clusters Score: Raw -326934.831482 + Penalty 4547.689701 = -322387.141781 nChanged 0 Trying to split cluster 6 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.351460 sec): 2 clusters Score: Raw -33885.137692 + Penalty 1732.485241 = -32152.652451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.434961 sec): 3 clusters Score: Raw -33869.994386 + Penalty 3464.970481 = -30405.023904 nChanged 177 SP:Iteration 1F (259.542972 sec): 3 clusters Score: Raw -34154.119398 + Penalty 3464.970481 = -30689.148917 nChanged 52 SP:Iteration 2F (259.660698 sec): 3 clusters Score: Raw -34260.727558 + Penalty 3464.970481 = -30795.757076 nChanged 39 SP:Iteration 3F (259.770032 sec): 3 clusters Score: Raw -34365.768075 + Penalty 3464.970481 = -30900.797594 nChanged 25 SP:Iteration 4Q (259.840277 sec): 3 clusters Score: Raw -34435.159819 + Penalty 3464.970481 = -30970.189338 nChanged 17 SP:Iteration 5Q (259.936078 sec): 3 clusters Score: Raw -34495.241132 + Penalty 3464.970481 = -31030.270650 nChanged 17 SP:Iteration 6Q (260.047022 sec): 3 clusters Score: Raw -34542.911359 + Penalty 3464.970481 = -31077.940877 nChanged 11 SP:Iteration 7Q (260.140841 sec): 3 clusters Score: Raw -34619.581481 + Penalty 3464.970481 = -31154.611000 nChanged 20 SP:Iteration 8Q (260.255800 sec): 3 clusters Score: Raw -34766.088533 + Penalty 3464.970481 = -31301.118052 nChanged 20 SP:Iteration 9Q (260.364165 sec): 3 clusters Score: Raw -34869.885246 + Penalty 3464.970481 = -31404.914765 nChanged 21 SP:Iteration 10Q (260.463165 sec): 3 clusters Score: Raw -34963.882437 + Penalty 3464.970481 = -31498.911956 nChanged 17 SP:Iteration 11Q (260.581317 sec): 3 clusters Score: Raw -35041.956954 + Penalty 3464.970481 = -31576.986473 nChanged 15 SP:Iteration 12Q (260.674050 sec): 3 clusters Score: Raw -35091.558835 + Penalty 3464.970481 = -31626.588353 nChanged 7 SP:Iteration 13Q (260.786043 sec): 3 clusters Score: Raw -35120.414442 + Penalty 3464.970481 = -31655.443960 nChanged 1 SP:Iteration 14Q (260.871620 sec): 3 clusters Score: Raw -35127.852686 + Penalty 3464.970481 = -31662.882204 nChanged 2 SP:Iteration 15Q (260.967306 sec): 3 clusters Score: Raw -35130.482940 + Penalty 3464.970481 = -31665.512459 nChanged 0 SP:Iteration 16F (261.068207 sec): 3 clusters Score: Raw -35132.382379 + Penalty 3464.970481 = -31667.411897 nChanged 2 SP:Iteration 17Q (261.180036 sec): 3 clusters Score: Raw -35144.209053 + Penalty 3464.970481 = -31679.238572 nChanged 1 SP:Iteration 18Q (261.276387 sec): 3 clusters Score: Raw -35145.955925 + Penalty 3464.970481 = -31680.985444 nChanged 1 SP:Iteration 19Q (261.402366 sec): 3 clusters Score: Raw -35146.919839 + Penalty 3464.970481 = -31681.949358 nChanged 0 SP:Iteration 20F (261.502215 sec): 3 clusters Score: Raw -35146.919839 + Penalty 3464.970481 = -31681.949358 nChanged 0 Iteration 20F (261.810100 sec): 6 clusters Score: Raw -536597.750537 + Penalty 12158.704869 = -524439.045668 nChanged 389 Iteration 21Q (262.100328 sec): 6 clusters Score: Raw -536929.457982 + Penalty 12158.704869 = -524770.753113 nChanged 161 Iteration 22Q (262.414378 sec): 6 clusters Score: Raw -537060.989280 + Penalty 12158.704869 = -524902.284411 nChanged 114 Iteration 23Q (262.702162 sec): 6 clusters Score: Raw -537138.706943 + Penalty 12158.704869 = -524980.002074 nChanged 79 Iteration 24Q (262.989626 sec): 6 clusters Score: Raw -537187.755881 + Penalty 12158.704869 = -525029.051012 nChanged 57 Iteration 25Q (263.280311 sec): 6 clusters Score: Raw -537219.163011 + Penalty 12158.704869 = -525060.458142 nChanged 43 Iteration 26Q (263.597562 sec): 6 clusters Score: Raw -537238.789518 + Penalty 12158.704869 = -525080.084649 nChanged 30 Iteration 27Q (263.903069 sec): 6 clusters Score: Raw -537254.758907 + Penalty 12158.704869 = -525096.054038 nChanged 25 Iteration 28Q (264.177042 sec): 6 clusters Score: Raw -537266.248243 + Penalty 12158.704869 = -525107.543375 nChanged 18 Iteration 29Q (264.469416 sec): 6 clusters Score: Raw -537274.570039 + Penalty 12158.704869 = -525115.865170 nChanged 15 Iteration 30Q (264.765340 sec): 6 clusters Score: Raw -537280.375539 + Penalty 12158.704869 = -525121.670670 nChanged 10 Iteration 31Q (265.051357 sec): 6 clusters Score: Raw -537283.632199 + Penalty 12158.704869 = -525124.927330 nChanged 13 Iteration 32Q (265.309429 sec): 6 clusters Score: Raw -537288.299238 + Penalty 12158.704869 = -525129.594369 nChanged 11 Iteration 33Q (265.569068 sec): 6 clusters Score: Raw -537292.217215 + Penalty 12158.704869 = -525133.512346 nChanged 9 Iteration 34Q (265.833638 sec): 6 clusters Score: Raw -537295.272245 + Penalty 12158.704869 = -525136.567376 nChanged 9 Iteration 35Q (266.119405 sec): 6 clusters Score: Raw -537298.009925 + Penalty 12158.704869 = -525139.305056 nChanged 8 Iteration 36Q (266.420971 sec): 6 clusters Score: Raw -537299.654336 + Penalty 12158.704869 = -525140.949467 nChanged 7 Iteration 37Q (266.698392 sec): 6 clusters Score: Raw -537302.702019 + Penalty 12158.704869 = -525143.997150 nChanged 5 Iteration 38Q (267.000409 sec): 6 clusters Score: Raw -537303.825477 + Penalty 12158.704869 = -525145.120608 nChanged 2 Iteration 39Q (267.295122 sec): 6 clusters Score: Raw -537304.652294 + Penalty 12158.704869 = -525145.947425 nChanged 1 Iteration 40F (267.613125 sec): 6 clusters Score: Raw -537304.992801 + Penalty 12158.704869 = -525146.287932 nChanged 1 Iteration 41Q (267.916473 sec): 6 clusters Score: Raw -537305.096107 + Penalty 12158.704869 = -525146.391238 nChanged 0 Iteration 42F (268.204739 sec): 6 clusters Score: Raw -537305.096107 + Penalty 12158.704869 = -525146.391238 nChanged 0 Writing temp clu file Because OldScore, -525146.391238, is greater than current (better) Score,-525146.391238 Compute initial score before splitting: Score: Raw -537305.096107 + Penalty 12158.704869 = -525146.391238 Trying to split cluster 1 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (268.297340 sec): 2 clusters Score: Raw -32656.058978 + Penalty 1775.408882 = -30880.650096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (268.410458 sec): 3 clusters Score: Raw -32581.576911 + Penalty 3550.817763 = -29030.759148 nChanged 220 SP:Iteration 1F (268.505926 sec): 3 clusters Score: Raw -32902.737078 + Penalty 3550.817763 = -29351.919315 nChanged 50 SP:Iteration 2F (268.595594 sec): 3 clusters Score: Raw -32989.143631 + Penalty 3550.817763 = -29438.325868 nChanged 35 SP:Iteration 3Q (268.718280 sec): 3 clusters Score: Raw -33039.952901 + Penalty 3550.817763 = -29489.135138 nChanged 15 SP:Iteration 4Q (268.822363 sec): 3 clusters Score: Raw -33057.420016 + Penalty 3550.817763 = -29506.602253 nChanged 8 SP:Iteration 5Q (268.918131 sec): 3 clusters Score: Raw -33074.047193 + Penalty 3550.817763 = -29523.229430 nChanged 6 SP:Iteration 6Q (269.029459 sec): 3 clusters Score: Raw -33082.844342 + Penalty 3550.817763 = -29532.026579 nChanged 5 SP:Iteration 7Q (269.117284 sec): 3 clusters Score: Raw -33094.809156 + Penalty 3550.817763 = -29543.991393 nChanged 4 SP:Iteration 8Q (269.212437 sec): 3 clusters Score: Raw -33099.799169 + Penalty 3550.817763 = -29548.981406 nChanged 3 SP:Iteration 9Q (269.340598 sec): 3 clusters Score: Raw -33104.787376 + Penalty 3550.817763 = -29553.969613 nChanged 5 SP:Iteration 10Q (269.432449 sec): 3 clusters Score: Raw -33111.254180 + Penalty 3550.817763 = -29560.436417 nChanged 3 SP:Iteration 11Q (269.546649 sec): 3 clusters Score: Raw -33113.725219 + Penalty 3550.817763 = -29562.907456 nChanged 1 SP:Iteration 12Q (269.650879 sec): 3 clusters Score: Raw -33114.410761 + Penalty 3550.817763 = -29563.592998 nChanged 0 SP:Iteration 13F (269.771296 sec): 3 clusters Score: Raw -33114.410761 + Penalty 3550.817763 = -29563.592998 nChanged 0 Trying to split cluster 2 (1794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.837371 sec): 2 clusters Score: Raw -91455.608909 + Penalty 1977.941603 = -89477.667306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.952891 sec): 3 clusters Score: Raw -90815.701056 + Penalty 3955.883207 = -86859.817850 nChanged 550 SP:Iteration 1F (270.036350 sec): 3 clusters Score: Raw -91307.062771 + Penalty 3955.883207 = -87351.179565 nChanged 167 SP:Iteration 2F (270.150803 sec): 3 clusters Score: Raw -91502.374226 + Penalty 3955.883207 = -87546.491020 nChanged 99 SP:Iteration 3F (270.270796 sec): 3 clusters Score: Raw -91619.028381 + Penalty 3955.883207 = -87663.145174 nChanged 63 SP:Iteration 4Q (270.382287 sec): 3 clusters Score: Raw -91701.062436 + Penalty 3955.883207 = -87745.179229 nChanged 56 SP:Iteration 5Q (270.493687 sec): 3 clusters Score: Raw -91786.699937 + Penalty 3955.883207 = -87830.816731 nChanged 61 SP:Iteration 6Q (270.616230 sec): 3 clusters Score: Raw -91848.614980 + Penalty 3955.883207 = -87892.731773 nChanged 56 SP:Iteration 7Q (270.727641 sec): 3 clusters Score: Raw -91924.089947 + Penalty 3955.883207 = -87968.206741 nChanged 43 SP:Iteration 8Q (270.837187 sec): 3 clusters Score: Raw -91975.549540 + Penalty 3955.883207 = -88019.666333 nChanged 45 SP:Iteration 9Q (270.949572 sec): 3 clusters Score: Raw -92029.236358 + Penalty 3955.883207 = -88073.353152 nChanged 30 SP:Iteration 10Q (271.048319 sec): 3 clusters Score: Raw -92058.590192 + Penalty 3955.883207 = -88102.706986 nChanged 30 SP:Iteration 11Q (271.141438 sec): 3 clusters Score: Raw -92089.977588 + Penalty 3955.883207 = -88134.094382 nChanged 27 SP:Iteration 12Q (271.246334 sec): 3 clusters Score: Raw -92114.799884 + Penalty 3955.883207 = -88158.916677 nChanged 18 SP:Iteration 13Q (271.361446 sec): 3 clusters Score: Raw -92135.722371 + Penalty 3955.883207 = -88179.839164 nChanged 12 SP:Iteration 14Q (271.463713 sec): 3 clusters Score: Raw -92151.821851 + Penalty 3955.883207 = -88195.938644 nChanged 12 SP:Iteration 15Q (271.568751 sec): 3 clusters Score: Raw -92165.388506 + Penalty 3955.883207 = -88209.505299 nChanged 16 SP:Iteration 16Q (271.701350 sec): 3 clusters Score: Raw -92181.425833 + Penalty 3955.883207 = -88225.542627 nChanged 13 SP:Iteration 17Q (271.816300 sec): 3 clusters Score: Raw -92195.020928 + Penalty 3955.883207 = -88239.137722 nChanged 7 SP:Iteration 18Q (271.890887 sec): 3 clusters Score: Raw -92203.279827 + Penalty 3955.883207 = -88247.396621 nChanged 11 SP:Iteration 19Q (272.018373 sec): 3 clusters Score: Raw -92212.534747 + Penalty 3955.883207 = -88256.651540 nChanged 8 SP:Iteration 20F (272.115343 sec): 3 clusters Score: Raw -92219.162350 + Penalty 3955.883207 = -88263.279143 nChanged 5 SP:Iteration 21Q (272.248493 sec): 3 clusters Score: Raw -92223.907857 + Penalty 3955.883207 = -88268.024650 nChanged 5 SP:Iteration 22Q (272.359043 sec): 3 clusters Score: Raw -92228.129324 + Penalty 3955.883207 = -88272.246118 nChanged 0 SP:Iteration 23F (272.476180 sec): 3 clusters Score: Raw -92228.129324 + Penalty 3955.883207 = -88272.246118 nChanged 0 Trying to split cluster 3 (1704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.531400 sec): 2 clusters Score: Raw -95641.968760 + Penalty 1964.353699 = -93677.615062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.623227 sec): 3 clusters Score: Raw -95127.330527 + Penalty 3928.707398 = -91198.623130 nChanged 479 SP:Iteration 1F (272.741113 sec): 3 clusters Score: Raw -95588.142250 + Penalty 3928.707398 = -91659.434852 nChanged 142 SP:Iteration 2F (272.844538 sec): 3 clusters Score: Raw -95785.465431 + Penalty 3928.707398 = -91856.758034 nChanged 108 SP:Iteration 3F (272.937287 sec): 3 clusters Score: Raw -95963.641336 + Penalty 3928.707398 = -92034.933939 nChanged 93 SP:Iteration 4F (273.046575 sec): 3 clusters Score: Raw -96117.547232 + Penalty 3928.707398 = -92188.839835 nChanged 83 SP:Iteration 5Q (273.157783 sec): 3 clusters Score: Raw -96266.490222 + Penalty 3928.707398 = -92337.782824 nChanged 69 SP:Iteration 6Q (273.264403 sec): 3 clusters Score: Raw -96381.054617 + Penalty 3928.707398 = -92452.347220 nChanged 50 SP:Iteration 7Q (273.352412 sec): 3 clusters Score: Raw -96453.369583 + Penalty 3928.707398 = -92524.662185 nChanged 43 SP:Iteration 8Q (273.460939 sec): 3 clusters Score: Raw -96529.433362 + Penalty 3928.707398 = -92600.725965 nChanged 34 SP:Iteration 9Q (273.571538 sec): 3 clusters Score: Raw -96575.255253 + Penalty 3928.707398 = -92646.547856 nChanged 24 SP:Iteration 10Q (273.702667 sec): 3 clusters Score: Raw -96599.962681 + Penalty 3928.707398 = -92671.255283 nChanged 12 SP:Iteration 11Q (273.787738 sec): 3 clusters Score: Raw -96614.124157 + Penalty 3928.707398 = -92685.416760 nChanged 16 SP:Iteration 12Q (273.882212 sec): 3 clusters Score: Raw -96631.888352 + Penalty 3928.707398 = -92703.180955 nChanged 13 SP:Iteration 13Q (273.977525 sec): 3 clusters Score: Raw -96645.127516 + Penalty 3928.707398 = -92716.420118 nChanged 10 SP:Iteration 14Q (274.083396 sec): 3 clusters Score: Raw -96656.873957 + Penalty 3928.707398 = -92728.166559 nChanged 8 SP:Iteration 15Q (274.190308 sec): 3 clusters Score: Raw -96665.689810 + Penalty 3928.707398 = -92736.982413 nChanged 4 SP:Iteration 16Q (274.306011 sec): 3 clusters Score: Raw -96669.470088 + Penalty 3928.707398 = -92740.762690 nChanged 3 SP:Iteration 17Q (274.419219 sec): 3 clusters Score: Raw -96670.934946 + Penalty 3928.707398 = -92742.227548 nChanged 2 SP:Iteration 18Q (274.505113 sec): 3 clusters Score: Raw -96672.032777 + Penalty 3928.707398 = -92743.325380 nChanged 0 SP:Iteration 19F (274.601622 sec): 3 clusters Score: Raw -96672.032777 + Penalty 3928.707398 = -92743.325380 nChanged 0 Trying to split cluster 4 (4997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.697497 sec): 2 clusters Score: Raw -298447.160987 + Penalty 2248.380555 = -296198.780432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.817413 sec): 3 clusters Score: Raw -296189.066455 + Penalty 4496.761110 = -291692.305345 nChanged 1849 SP:Iteration 1F (274.948954 sec): 3 clusters Score: Raw -297407.060039 + Penalty 4496.761110 = -292910.298929 nChanged 430 SP:Iteration 2F (275.072692 sec): 3 clusters Score: Raw -297784.758697 + Penalty 4496.761110 = -293287.997587 nChanged 351 SP:Iteration 3F (275.191266 sec): 3 clusters Score: Raw -298068.939873 + Penalty 4496.761110 = -293572.178763 nChanged 254 SP:Iteration 4F (275.297768 sec): 3 clusters Score: Raw -298274.287606 + Penalty 4496.761110 = -293777.526496 nChanged 224 SP:Iteration 5Q (275.412333 sec): 3 clusters Score: Raw -298459.253670 + Penalty 4496.761110 = -293962.492560 nChanged 188 SP:Iteration 6Q (275.528499 sec): 3 clusters Score: Raw -298603.488892 + Penalty 4496.761110 = -294106.727782 nChanged 154 SP:Iteration 7Q (275.650489 sec): 3 clusters Score: Raw -298706.656121 + Penalty 4496.761110 = -294209.895011 nChanged 135 SP:Iteration 8Q (275.802766 sec): 3 clusters Score: Raw -298785.150528 + Penalty 4496.761110 = -294288.389418 nChanged 103 SP:Iteration 9Q (275.907109 sec): 3 clusters Score: Raw -298837.181232 + Penalty 4496.761110 = -294340.420122 nChanged 83 SP:Iteration 10Q (276.034359 sec): 3 clusters Score: Raw -298877.492228 + Penalty 4496.761110 = -294380.731118 nChanged 52 SP:Iteration 11Q (276.175568 sec): 3 clusters Score: Raw -298903.495755 + Penalty 4496.761110 = -294406.734645 nChanged 42 SP:Iteration 12Q (276.297528 sec): 3 clusters Score: Raw -298922.945868 + Penalty 4496.761110 = -294426.184758 nChanged 45 SP:Iteration 13Q (276.384506 sec): 3 clusters Score: Raw -298943.676995 + Penalty 4496.761110 = -294446.915885 nChanged 38 SP:Iteration 14Q (276.523157 sec): 3 clusters Score: Raw -298960.518477 + Penalty 4496.761110 = -294463.757367 nChanged 31 SP:Iteration 15Q (276.653682 sec): 3 clusters Score: Raw -298972.151255 + Penalty 4496.761110 = -294475.390145 nChanged 31 SP:Iteration 16Q (276.781395 sec): 3 clusters Score: Raw -298983.579218 + Penalty 4496.761110 = -294486.818108 nChanged 34 SP:Iteration 17Q (276.923246 sec): 3 clusters Score: Raw -298995.434004 + Penalty 4496.761110 = -294498.672894 nChanged 32 SP:Iteration 18Q (277.023006 sec): 3 clusters Score: Raw -299007.978701 + Penalty 4496.761110 = -294511.217591 nChanged 31 SP:Iteration 19Q (277.148435 sec): 3 clusters Score: Raw -299016.716851 + Penalty 4496.761110 = -294519.955741 nChanged 13 SP:Iteration 20F (277.267169 sec): 3 clusters Score: Raw -299021.648628 + Penalty 4496.761110 = -294524.887518 nChanged 9 SP:Iteration 21Q (277.368968 sec): 3 clusters Score: Raw -299024.262529 + Penalty 4496.761110 = -294527.501419 nChanged 11 SP:Iteration 22Q (277.491501 sec): 3 clusters Score: Raw -299026.834930 + Penalty 4496.761110 = -294530.073820 nChanged 6 SP:Iteration 23Q (277.599723 sec): 3 clusters Score: Raw -299028.751484 + Penalty 4496.761110 = -294531.990374 nChanged 9 SP:Iteration 24Q (277.741904 sec): 3 clusters Score: Raw -299030.940547 + Penalty 4496.761110 = -294534.179437 nChanged 9 SP:Iteration 25Q (277.868677 sec): 3 clusters Score: Raw -299034.054457 + Penalty 4496.761110 = -294537.293347 nChanged 10 SP:Iteration 26Q (277.978431 sec): 3 clusters Score: Raw -299036.264013 + Penalty 4496.761110 = -294539.502903 nChanged 8 SP:Iteration 27Q (278.078769 sec): 3 clusters Score: Raw -299037.958464 + Penalty 4496.761110 = -294541.197354 nChanged 5 SP:Iteration 28Q (278.200227 sec): 3 clusters Score: Raw -299038.769986 + Penalty 4496.761110 = -294542.008876 nChanged 3 SP:Iteration 29Q (278.316883 sec): 3 clusters Score: Raw -299039.154615 + Penalty 4496.761110 = -294542.393505 nChanged 3 SP:Iteration 30Q (278.473530 sec): 3 clusters Score: Raw -299039.541574 + Penalty 4496.761110 = -294542.780464 nChanged 1 SP:Iteration 31Q (278.569760 sec): 3 clusters Score: Raw -299039.860805 + Penalty 4496.761110 = -294543.099695 nChanged 0 SP:Iteration 32F (278.704177 sec): 3 clusters Score: Raw -299039.860805 + Penalty 4496.761110 = -294543.099695 nChanged 0 Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.766171 sec): 2 clusters Score: Raw -32594.615006 + Penalty 1720.274972 = -30874.340034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.862723 sec): 3 clusters Score: Raw -32648.594731 + Penalty 3440.549944 = -29208.044786 nChanged 153 SP:Iteration 1F (278.970438 sec): 3 clusters Score: Raw -32951.228270 + Penalty 3440.549944 = -29510.678326 nChanged 60 SP:Iteration 2F (279.068496 sec): 3 clusters Score: Raw -33124.146349 + Penalty 3440.549944 = -29683.596405 nChanged 39 SP:Iteration 3F (279.143059 sec): 3 clusters Score: Raw -33257.377672 + Penalty 3440.549944 = -29816.827728 nChanged 35 SP:Iteration 4F (279.231577 sec): 3 clusters Score: Raw -33435.834805 + Penalty 3440.549944 = -29995.284861 nChanged 29 SP:Iteration 5Q (279.373648 sec): 3 clusters Score: Raw -33573.226591 + Penalty 3440.549944 = -30132.676647 nChanged 20 SP:Iteration 6Q (279.479311 sec): 3 clusters Score: Raw -33658.052844 + Penalty 3440.549944 = -30217.502900 nChanged 18 SP:Iteration 7Q (279.558957 sec): 3 clusters Score: Raw -33706.158169 + Penalty 3440.549944 = -30265.608224 nChanged 12 SP:Iteration 8Q (279.663255 sec): 3 clusters Score: Raw -33753.630949 + Penalty 3440.549944 = -30313.081004 nChanged 8 SP:Iteration 9Q (279.769044 sec): 3 clusters Score: Raw -33796.114376 + Penalty 3440.549944 = -30355.564432 nChanged 5 SP:Iteration 10Q (279.876345 sec): 3 clusters Score: Raw -33834.435802 + Penalty 3440.549944 = -30393.885858 nChanged 2 SP:Iteration 11Q (279.975284 sec): 3 clusters Score: Raw -33841.902275 + Penalty 3440.549944 = -30401.352331 nChanged 3 SP:Iteration 12Q (280.088990 sec): 3 clusters Score: Raw -33861.217656 + Penalty 3440.549944 = -30420.667712 nChanged 3 SP:Iteration 13Q (280.197602 sec): 3 clusters Score: Raw -33871.511563 + Penalty 3440.549944 = -30430.961619 nChanged 4 SP:Iteration 14Q (280.292592 sec): 3 clusters Score: Raw -33883.155516 + Penalty 3440.549944 = -30442.605572 nChanged 2 SP:Iteration 15Q (280.403657 sec): 3 clusters Score: Raw -33891.273204 + Penalty 3440.549944 = -30450.723260 nChanged 0 SP:Iteration 16F (280.505560 sec): 3 clusters Score: Raw -33891.273204 + Penalty 3440.549944 = -30450.723260 nChanged 0 Time taken for this iteration:36.024054 seconds. 7->6 Clusters: Score -525146.391238, best is -525374.839153 Starting from 8 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 2 (1164 points): Lose 514.834191 but Gain 2431.740974 Iteration 0F (280.943792 sec): 7 clusters Score: Raw -490561.684683 + Penalty 14590.445843 = -475971.238841 nChanged 7744 Deleting Class 3 (668 points): Lose 1328.738809 but Gain 2431.740974 Iteration 1F (281.287656 sec): 6 clusters Score: Raw -513667.217821 + Penalty 12158.704869 = -501508.512952 nChanged 3886 Iteration 2F (281.605563 sec): 6 clusters Score: Raw -525623.197168 + Penalty 12158.704869 = -513464.492299 nChanged 1749 Iteration 3F (281.907211 sec): 6 clusters Score: Raw -529403.022447 + Penalty 12158.704869 = -517244.317578 nChanged 1206 Iteration 4F (282.216482 sec): 6 clusters Score: Raw -531636.634544 + Penalty 12158.704869 = -519477.929675 nChanged 864 Iteration 5F (282.539274 sec): 6 clusters Score: Raw -532985.690260 + Penalty 12158.704869 = -520826.985391 nChanged 564 Iteration 6F (282.856128 sec): 6 clusters Score: Raw -533735.447330 + Penalty 12158.704869 = -521576.742462 nChanged 440 Iteration 7Q (283.130136 sec): 6 clusters Score: Raw -534306.557319 + Penalty 12158.704869 = -522147.852450 nChanged 355 Iteration 8Q (283.438276 sec): 6 clusters Score: Raw -534747.535150 + Penalty 12158.704869 = -522588.830281 nChanged 289 Iteration 9Q (283.713146 sec): 6 clusters Score: Raw -535081.787728 + Penalty 12158.704869 = -522923.082859 nChanged 226 Iteration 10Q (283.970210 sec): 6 clusters Score: Raw -535341.254313 + Penalty 12158.704869 = -523182.549444 nChanged 195 Iteration 11Q (284.275515 sec): 6 clusters Score: Raw -535550.694923 + Penalty 12158.704869 = -523391.990054 nChanged 161 Iteration 12Q (284.565009 sec): 6 clusters Score: Raw -535694.126401 + Penalty 12158.704869 = -523535.421532 nChanged 133 Iteration 13Q (284.842036 sec): 6 clusters Score: Raw -535847.419769 + Penalty 12158.704869 = -523688.714900 nChanged 125 Iteration 14Q (285.125548 sec): 6 clusters Score: Raw -535975.827201 + Penalty 12158.704869 = -523817.122332 nChanged 95 Iteration 15Q (285.418444 sec): 6 clusters Score: Raw -536054.778508 + Penalty 12158.704869 = -523896.073639 nChanged 75 Iteration 16Q (285.676890 sec): 6 clusters Score: Raw -536110.479959 + Penalty 12158.704869 = -523951.775090 nChanged 58 Iteration 17Q (285.985697 sec): 6 clusters Score: Raw -536154.780912 + Penalty 12158.704869 = -523996.076043 nChanged 45 Iteration 18Q (286.277902 sec): 6 clusters Score: Raw -536178.546241 + Penalty 12158.704869 = -524019.841372 nChanged 33 Iteration 19Q (286.551982 sec): 6 clusters Score: Raw -536193.541478 + Penalty 12158.704869 = -524034.836609 nChanged 29 Writing temp clu file Because OldScore, -524019.841372, is greater than current (better) Score,-524034.836609 Compute initial score before splitting: Score: Raw -536193.541478 + Penalty 12158.704869 = -524034.836609 Trying to split cluster 1 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.636910 sec): 2 clusters Score: Raw -132295.025255 + Penalty 2038.669973 = -130256.355282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.721036 sec): 3 clusters Score: Raw -131487.957506 + Penalty 4077.339945 = -127410.617561 nChanged 744 SP:Iteration 1F (286.838536 sec): 3 clusters Score: Raw -132030.715409 + Penalty 4077.339945 = -127953.375464 nChanged 180 SP:Iteration 2F (286.965482 sec): 3 clusters Score: Raw -132195.734896 + Penalty 4077.339945 = -128118.394951 nChanged 107 SP:Iteration 3Q (287.058537 sec): 3 clusters Score: Raw -132297.248993 + Penalty 4077.339945 = -128219.909048 nChanged 79 SP:Iteration 4Q (287.168842 sec): 3 clusters Score: Raw -132361.294696 + Penalty 4077.339945 = -128283.954751 nChanged 65 SP:Iteration 5Q (287.274491 sec): 3 clusters Score: Raw -132410.917756 + Penalty 4077.339945 = -128333.577811 nChanged 41 SP:Iteration 6Q (287.398181 sec): 3 clusters Score: Raw -132442.972056 + Penalty 4077.339945 = -128365.632111 nChanged 26 SP:Iteration 7Q (287.488406 sec): 3 clusters Score: Raw -132465.034752 + Penalty 4077.339945 = -128387.694807 nChanged 26 SP:Iteration 8Q (287.590758 sec): 3 clusters Score: Raw -132485.161372 + Penalty 4077.339945 = -128407.821427 nChanged 24 SP:Iteration 9Q (287.727280 sec): 3 clusters Score: Raw -132504.246749 + Penalty 4077.339945 = -128426.906804 nChanged 20 SP:Iteration 10Q (287.799345 sec): 3 clusters Score: Raw -132517.314966 + Penalty 4077.339945 = -128439.975021 nChanged 19 SP:Iteration 11Q (287.923246 sec): 3 clusters Score: Raw -132529.757164 + Penalty 4077.339945 = -128452.417219 nChanged 18 SP:Iteration 12Q (288.034936 sec): 3 clusters Score: Raw -132541.639626 + Penalty 4077.339945 = -128464.299681 nChanged 14 SP:Iteration 13Q (288.127308 sec): 3 clusters Score: Raw -132551.954375 + Penalty 4077.339945 = -128474.614430 nChanged 14 SP:Iteration 14Q (288.236945 sec): 3 clusters Score: Raw -132562.014703 + Penalty 4077.339945 = -128484.674758 nChanged 17 SP:Iteration 15Q (288.351056 sec): 3 clusters Score: Raw -132571.474174 + Penalty 4077.339945 = -128494.134229 nChanged 21 SP:Iteration 16Q (288.440333 sec): 3 clusters Score: Raw -132586.042815 + Penalty 4077.339945 = -128508.702869 nChanged 26 SP:Iteration 17Q (288.561991 sec): 3 clusters Score: Raw -132602.135470 + Penalty 4077.339945 = -128524.795524 nChanged 24 SP:Iteration 18Q (288.652524 sec): 3 clusters Score: Raw -132616.496941 + Penalty 4077.339945 = -128539.156995 nChanged 30 SP:Iteration 19Q (288.757259 sec): 3 clusters Score: Raw -132637.663289 + Penalty 4077.339945 = -128560.323343 nChanged 26 SP:Iteration 20F (288.857695 sec): 3 clusters Score: Raw -132659.133814 + Penalty 4077.339945 = -128581.793868 nChanged 20 SP:Iteration 21Q (288.955295 sec): 3 clusters Score: Raw -132672.837532 + Penalty 4077.339945 = -128595.497587 nChanged 26 SP:Iteration 22Q (289.073914 sec): 3 clusters Score: Raw -132695.657148 + Penalty 4077.339945 = -128618.317203 nChanged 29 SP:Iteration 23Q (289.183686 sec): 3 clusters Score: Raw -132720.882087 + Penalty 4077.339945 = -128643.542142 nChanged 33 SP:Iteration 24Q (289.266051 sec): 3 clusters Score: Raw -132748.134177 + Penalty 4077.339945 = -128670.794232 nChanged 23 SP:Iteration 25Q (289.367562 sec): 3 clusters Score: Raw -132772.723013 + Penalty 4077.339945 = -128695.383068 nChanged 31 SP:Iteration 26Q (289.486711 sec): 3 clusters Score: Raw -132805.366097 + Penalty 4077.339945 = -128728.026152 nChanged 26 SP:Iteration 27Q (289.604297 sec): 3 clusters Score: Raw -132828.648523 + Penalty 4077.339945 = -128751.308577 nChanged 19 SP:Iteration 28Q (289.689936 sec): 3 clusters Score: Raw -132841.984235 + Penalty 4077.339945 = -128764.644289 nChanged 11 SP:Iteration 29Q (289.799642 sec): 3 clusters Score: Raw -132852.464465 + Penalty 4077.339945 = -128775.124519 nChanged 10 SP:Iteration 30Q (289.898062 sec): 3 clusters Score: Raw -132867.061599 + Penalty 4077.339945 = -128789.721653 nChanged 14 SP:Iteration 31Q (290.003052 sec): 3 clusters Score: Raw -132881.105252 + Penalty 4077.339945 = -128803.765307 nChanged 16 SP:Iteration 32Q (290.114165 sec): 3 clusters Score: Raw -132900.432845 + Penalty 4077.339945 = -128823.092900 nChanged 23 SP:Iteration 33Q (290.226426 sec): 3 clusters Score: Raw -132935.314195 + Penalty 4077.339945 = -128857.974249 nChanged 22 SP:Iteration 34Q (290.338691 sec): 3 clusters Score: Raw -132973.184052 + Penalty 4077.339945 = -128895.844106 nChanged 27 SP:Iteration 35Q (290.458616 sec): 3 clusters Score: Raw -133006.850504 + Penalty 4077.339945 = -128929.510559 nChanged 28 SP:Iteration 36Q (290.552784 sec): 3 clusters Score: Raw -133044.991058 + Penalty 4077.339945 = -128967.651113 nChanged 25 SP:Iteration 37Q (290.660444 sec): 3 clusters Score: Raw -133080.257101 + Penalty 4077.339945 = -129002.917156 nChanged 20 SP:Iteration 38Q (290.773313 sec): 3 clusters Score: Raw -133102.827005 + Penalty 4077.339945 = -129025.487059 nChanged 19 SP:Iteration 39Q (290.879934 sec): 3 clusters Score: Raw -133121.469721 + Penalty 4077.339945 = -129044.129776 nChanged 15 SP:Iteration 40F (290.973679 sec): 3 clusters Score: Raw -133141.171125 + Penalty 4077.339945 = -129063.831179 nChanged 20 SP:Iteration 41Q (291.072247 sec): 3 clusters Score: Raw -133162.277494 + Penalty 4077.339945 = -129084.937549 nChanged 18 SP:Iteration 42Q (291.167981 sec): 3 clusters Score: Raw -133182.508566 + Penalty 4077.339945 = -129105.168620 nChanged 23 SP:Iteration 43Q (291.262472 sec): 3 clusters Score: Raw -133204.191331 + Penalty 4077.339945 = -129126.851386 nChanged 19 SP:Iteration 44Q (291.370386 sec): 3 clusters Score: Raw -133217.523956 + Penalty 4077.339945 = -129140.184011 nChanged 8 SP:Iteration 45Q (291.482489 sec): 3 clusters Score: Raw -133224.747956 + Penalty 4077.339945 = -129147.408011 nChanged 5 SP:Iteration 46Q (291.579135 sec): 3 clusters Score: Raw -133228.923418 + Penalty 4077.339945 = -129151.583473 nChanged 5 SP:Iteration 47Q (291.684195 sec): 3 clusters Score: Raw -133232.416314 + Penalty 4077.339945 = -129155.076369 nChanged 3 SP:Iteration 48Q (291.794549 sec): 3 clusters Score: Raw -133234.916132 + Penalty 4077.339945 = -129157.576187 nChanged 3 SP:Iteration 49Q (291.921023 sec): 3 clusters Score: Raw -133236.389626 + Penalty 4077.339945 = -129159.049681 nChanged 1 SP:Iteration 50Q (292.034176 sec): 3 clusters Score: Raw -133236.970294 + Penalty 4077.339945 = -129159.630349 nChanged 1 SP:Iteration 51Q (292.146315 sec): 3 clusters Score: Raw -133237.598189 + Penalty 4077.339945 = -129160.258244 nChanged 0 SP:Iteration 52F (292.264529 sec): 3 clusters Score: Raw -133237.598189 + Penalty 4077.339945 = -129160.258244 nChanged 0 Trying to split cluster 4 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.313543 sec): 2 clusters Score: Raw -28761.743510 + Penalty 1675.710751 = -27086.032759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.417912 sec): 3 clusters Score: Raw -28785.146805 + Penalty 3351.421503 = -25433.725302 nChanged 119 SP:Iteration 1F (292.523553 sec): 3 clusters Score: Raw -29000.674750 + Penalty 3351.421503 = -25649.253247 nChanged 36 SP:Iteration 2F (292.636621 sec): 3 clusters Score: Raw -29071.011718 + Penalty 3351.421503 = -25719.590215 nChanged 13 SP:Iteration 3Q (292.736425 sec): 3 clusters Score: Raw -29098.540871 + Penalty 3351.421503 = -25747.119368 nChanged 12 SP:Iteration 4Q (292.815689 sec): 3 clusters Score: Raw -29115.788965 + Penalty 3351.421503 = -25764.367462 nChanged 3 SP:Iteration 5Q (292.952692 sec): 3 clusters Score: Raw -29129.704150 + Penalty 3351.421503 = -25778.282648 nChanged 5 SP:Iteration 6Q (293.032511 sec): 3 clusters Score: Raw -29138.161896 + Penalty 3351.421503 = -25786.740393 nChanged 2 SP:Iteration 7Q (293.131136 sec): 3 clusters Score: Raw -29142.919920 + Penalty 3351.421503 = -25791.498418 nChanged 1 SP:Iteration 8Q (293.223180 sec): 3 clusters Score: Raw -29143.739747 + Penalty 3351.421503 = -25792.318244 nChanged 0 SP:Iteration 9F (293.330479 sec): 3 clusters Score: Raw -29143.739747 + Penalty 3351.421503 = -25792.318244 nChanged 0 Trying to split cluster 5 (2076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (293.409300 sec): 2 clusters Score: Raw -115194.261715 + Penalty 2016.484336 = -113177.777379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (293.503271 sec): 3 clusters Score: Raw -114470.746652 + Penalty 4032.968673 = -110437.777979 nChanged 645 SP:Iteration 1F (293.605373 sec): 3 clusters Score: Raw -115059.318008 + Penalty 4032.968673 = -111026.349335 nChanged 191 SP:Iteration 2F (293.721885 sec): 3 clusters Score: Raw -115259.471181 + Penalty 4032.968673 = -111226.502508 nChanged 96 SP:Iteration 3Q (293.842260 sec): 3 clusters Score: Raw -115393.662199 + Penalty 4032.968673 = -111360.693526 nChanged 91 SP:Iteration 4Q (293.956798 sec): 3 clusters Score: Raw -115495.267694 + Penalty 4032.968673 = -111462.299021 nChanged 72 SP:Iteration 5Q (294.047397 sec): 3 clusters Score: Raw -115595.056074 + Penalty 4032.968673 = -111562.087401 nChanged 80 SP:Iteration 6Q (294.168553 sec): 3 clusters Score: Raw -115698.340415 + Penalty 4032.968673 = -111665.371742 nChanged 73 SP:Iteration 7Q (294.248632 sec): 3 clusters Score: Raw -115784.743469 + Penalty 4032.968673 = -111751.774796 nChanged 57 SP:Iteration 8Q (294.359567 sec): 3 clusters Score: Raw -115854.809710 + Penalty 4032.968673 = -111821.841037 nChanged 49 SP:Iteration 9Q (294.467042 sec): 3 clusters Score: Raw -115923.608354 + Penalty 4032.968673 = -111890.639681 nChanged 59 SP:Iteration 10Q (294.574773 sec): 3 clusters Score: Raw -115995.723238 + Penalty 4032.968673 = -111962.754565 nChanged 48 SP:Iteration 11Q (294.671044 sec): 3 clusters Score: Raw -116045.937164 + Penalty 4032.968673 = -112012.968491 nChanged 39 SP:Iteration 12Q (294.772136 sec): 3 clusters Score: Raw -116091.302820 + Penalty 4032.968673 = -112058.334147 nChanged 26 SP:Iteration 13Q (294.876950 sec): 3 clusters Score: Raw -116115.006540 + Penalty 4032.968673 = -112082.037867 nChanged 17 SP:Iteration 14Q (294.992893 sec): 3 clusters Score: Raw -116124.260008 + Penalty 4032.968673 = -112091.291335 nChanged 8 SP:Iteration 15Q (295.086469 sec): 3 clusters Score: Raw -116129.319071 + Penalty 4032.968673 = -112096.350398 nChanged 5 SP:Iteration 16Q (295.207052 sec): 3 clusters Score: Raw -116133.607105 + Penalty 4032.968673 = -112100.638432 nChanged 7 SP:Iteration 17Q (295.293695 sec): 3 clusters Score: Raw -116141.467295 + Penalty 4032.968673 = -112108.498622 nChanged 8 SP:Iteration 18Q (295.401882 sec): 3 clusters Score: Raw -116150.765479 + Penalty 4032.968673 = -112117.796806 nChanged 10 SP:Iteration 19Q (295.525821 sec): 3 clusters Score: Raw -116158.837617 + Penalty 4032.968673 = -112125.868944 nChanged 8 SP:Iteration 20F (295.633707 sec): 3 clusters Score: Raw -116166.415151 + Penalty 4032.968673 = -112133.446478 nChanged 8 SP:Iteration 21Q (295.731007 sec): 3 clusters Score: Raw -116170.090195 + Penalty 4032.968673 = -112137.121522 nChanged 5 SP:Iteration 22Q (295.832730 sec): 3 clusters Score: Raw -116173.176638 + Penalty 4032.968673 = -112140.207965 nChanged 4 SP:Iteration 23Q (295.951611 sec): 3 clusters Score: Raw -116175.326301 + Penalty 4032.968673 = -112142.357628 nChanged 1 SP:Iteration 24Q (296.025147 sec): 3 clusters Score: Raw -116175.666474 + Penalty 4032.968673 = -112142.697801 nChanged 1 SP:Iteration 25Q (296.167489 sec): 3 clusters Score: Raw -116176.076646 + Penalty 4032.968673 = -112143.107973 nChanged 0 SP:Iteration 26F (296.238276 sec): 3 clusters Score: Raw -116176.076646 + Penalty 4032.968673 = -112143.107973 nChanged 0 Trying to split cluster 6 (3669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (296.333349 sec): 2 clusters Score: Raw -216765.639937 + Penalty 2166.826048 = -214598.813889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (296.425319 sec): 3 clusters Score: Raw -215216.938479 + Penalty 4333.652096 = -210883.286383 nChanged 1284 SP:Iteration 1F (296.534310 sec): 3 clusters Score: Raw -216037.242850 + Penalty 4333.652096 = -211703.590754 nChanged 289 SP:Iteration 2F (296.648378 sec): 3 clusters Score: Raw -216301.513340 + Penalty 4333.652096 = -211967.861243 nChanged 241 SP:Iteration 3F (296.743494 sec): 3 clusters Score: Raw -216553.581088 + Penalty 4333.652096 = -212219.928992 nChanged 209 SP:Iteration 4F (296.868304 sec): 3 clusters Score: Raw -216805.798829 + Penalty 4333.652096 = -212472.146733 nChanged 202 SP:Iteration 5F (296.960677 sec): 3 clusters Score: Raw -216997.287624 + Penalty 4333.652096 = -212663.635528 nChanged 152 SP:Iteration 6Q (297.084051 sec): 3 clusters Score: Raw -217150.543328 + Penalty 4333.652096 = -212816.891232 nChanged 131 SP:Iteration 7Q (297.168902 sec): 3 clusters Score: Raw -217277.479359 + Penalty 4333.652096 = -212943.827263 nChanged 110 SP:Iteration 8Q (297.289323 sec): 3 clusters Score: Raw -217373.193559 + Penalty 4333.652096 = -213039.541463 nChanged 93 SP:Iteration 9Q (297.395287 sec): 3 clusters Score: Raw -217466.202917 + Penalty 4333.652096 = -213132.550821 nChanged 77 SP:Iteration 10Q (297.511127 sec): 3 clusters Score: Raw -217512.402973 + Penalty 4333.652096 = -213178.750877 nChanged 57 SP:Iteration 11Q (297.632634 sec): 3 clusters Score: Raw -217554.624298 + Penalty 4333.652096 = -213220.972202 nChanged 65 SP:Iteration 12Q (297.731106 sec): 3 clusters Score: Raw -217589.980271 + Penalty 4333.652096 = -213256.328175 nChanged 38 SP:Iteration 13Q (297.859479 sec): 3 clusters Score: Raw -217610.653549 + Penalty 4333.652096 = -213277.001453 nChanged 34 SP:Iteration 14Q (297.984731 sec): 3 clusters Score: Raw -217627.835817 + Penalty 4333.652096 = -213294.183721 nChanged 25 SP:Iteration 15Q (298.105634 sec): 3 clusters Score: Raw -217643.526612 + Penalty 4333.652096 = -213309.874515 nChanged 21 SP:Iteration 16Q (298.195659 sec): 3 clusters Score: Raw -217656.385921 + Penalty 4333.652096 = -213322.733825 nChanged 25 SP:Iteration 17Q (298.293420 sec): 3 clusters Score: Raw -217667.699948 + Penalty 4333.652096 = -213334.047852 nChanged 24 SP:Iteration 18Q (298.388874 sec): 3 clusters Score: Raw -217678.142929 + Penalty 4333.652096 = -213344.490833 nChanged 18 SP:Iteration 19Q (298.492448 sec): 3 clusters Score: Raw -217689.224210 + Penalty 4333.652096 = -213355.572114 nChanged 14 SP:Iteration 20F (298.618797 sec): 3 clusters Score: Raw -217694.797146 + Penalty 4333.652096 = -213361.145050 nChanged 7 SP:Iteration 21Q (298.740785 sec): 3 clusters Score: Raw -217697.945168 + Penalty 4333.652096 = -213364.293072 nChanged 8 SP:Iteration 22Q (298.848062 sec): 3 clusters Score: Raw -217701.694725 + Penalty 4333.652096 = -213368.042629 nChanged 9 SP:Iteration 23Q (298.943720 sec): 3 clusters Score: Raw -217705.511001 + Penalty 4333.652096 = -213371.858904 nChanged 9 SP:Iteration 24Q (299.053812 sec): 3 clusters Score: Raw -217709.143474 + Penalty 4333.652096 = -213375.491378 nChanged 4 SP:Iteration 25Q (299.169498 sec): 3 clusters Score: Raw -217711.115688 + Penalty 4333.652096 = -213377.463592 nChanged 3 SP:Iteration 26Q (299.259413 sec): 3 clusters Score: Raw -217712.723543 + Penalty 4333.652096 = -213379.071447 nChanged 5 SP:Iteration 27Q (299.345348 sec): 3 clusters Score: Raw -217714.154956 + Penalty 4333.652096 = -213380.502860 nChanged 7 SP:Iteration 28Q (299.448397 sec): 3 clusters Score: Raw -217716.295593 + Penalty 4333.652096 = -213382.643497 nChanged 5 SP:Iteration 29Q (299.584235 sec): 3 clusters Score: Raw -217717.430047 + Penalty 4333.652096 = -213383.777951 nChanged 1 SP:Iteration 30Q (299.693589 sec): 3 clusters Score: Raw -217717.931839 + Penalty 4333.652096 = -213384.279743 nChanged 1 SP:Iteration 31Q (299.800976 sec): 3 clusters Score: Raw -217718.387604 + Penalty 4333.652096 = -213384.735507 nChanged 2 SP:Iteration 32Q (299.914037 sec): 3 clusters Score: Raw -217719.536934 + Penalty 4333.652096 = -213385.884838 nChanged 3 SP:Iteration 33Q (300.051645 sec): 3 clusters Score: Raw -217721.103390 + Penalty 4333.652096 = -213387.451294 nChanged 1 SP:Iteration 34Q (300.131904 sec): 3 clusters Score: Raw -217721.555971 + Penalty 4333.652096 = -213387.903875 nChanged 4 SP:Iteration 35Q (300.228543 sec): 3 clusters Score: Raw -217723.890682 + Penalty 4333.652096 = -213390.238586 nChanged 8 SP:Iteration 36Q (300.333318 sec): 3 clusters Score: Raw -217726.367852 + Penalty 4333.652096 = -213392.715756 nChanged 3 SP:Iteration 37Q (300.437622 sec): 3 clusters Score: Raw -217727.586132 + Penalty 4333.652096 = -213393.934036 nChanged 5 SP:Iteration 38Q (300.575345 sec): 3 clusters Score: Raw -217729.851428 + Penalty 4333.652096 = -213396.199332 nChanged 5 SP:Iteration 39Q (300.664521 sec): 3 clusters Score: Raw -217732.233199 + Penalty 4333.652096 = -213398.581103 nChanged 5 SP:Iteration 40F (300.792230 sec): 3 clusters Score: Raw -217734.519526 + Penalty 4333.652096 = -213400.867430 nChanged 5 SP:Iteration 41Q (300.902877 sec): 3 clusters Score: Raw -217736.141846 + Penalty 4333.652096 = -213402.489750 nChanged 1 SP:Iteration 42Q (301.014557 sec): 3 clusters Score: Raw -217736.714200 + Penalty 4333.652096 = -213403.062104 nChanged 0 SP:Iteration 43F (301.153967 sec): 3 clusters Score: Raw -217736.714200 + Penalty 4333.652096 = -213403.062104 nChanged 0 Trying to split cluster 7 (1428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (301.193537 sec): 2 clusters Score: Raw -57948.631072 + Penalty 1917.703958 = -56030.927114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.305732 sec): 3 clusters Score: Raw -57598.782072 + Penalty 3835.407915 = -53763.374157 nChanged 429 SP:Iteration 1F (301.403080 sec): 3 clusters Score: Raw -58198.073878 + Penalty 3835.407915 = -54362.665963 nChanged 149 SP:Iteration 2F (301.513994 sec): 3 clusters Score: Raw -58549.286674 + Penalty 3835.407915 = -54713.878759 nChanged 125 SP:Iteration 3F (301.612322 sec): 3 clusters Score: Raw -58901.797238 + Penalty 3835.407915 = -55066.389322 nChanged 112 SP:Iteration 4F (301.726454 sec): 3 clusters Score: Raw -59132.740613 + Penalty 3835.407915 = -55297.332698 nChanged 70 SP:Iteration 5Q (301.817845 sec): 3 clusters Score: Raw -59279.941011 + Penalty 3835.407915 = -55444.533096 nChanged 48 SP:Iteration 6Q (301.921953 sec): 3 clusters Score: Raw -59361.505358 + Penalty 3835.407915 = -55526.097442 nChanged 25 SP:Iteration 7Q (302.021446 sec): 3 clusters Score: Raw -59390.682482 + Penalty 3835.407915 = -55555.274567 nChanged 10 SP:Iteration 8Q (302.131970 sec): 3 clusters Score: Raw -59401.361594 + Penalty 3835.407915 = -55565.953678 nChanged 4 SP:Iteration 9Q (302.236672 sec): 3 clusters Score: Raw -59408.936244 + Penalty 3835.407915 = -55573.528329 nChanged 4 SP:Iteration 10Q (302.342737 sec): 3 clusters Score: Raw -59412.235469 + Penalty 3835.407915 = -55576.827554 nChanged 6 SP:Iteration 11Q (302.469984 sec): 3 clusters Score: Raw -59420.199106 + Penalty 3835.407915 = -55584.791190 nChanged 4 SP:Iteration 12Q (302.551446 sec): 3 clusters Score: Raw -59426.906287 + Penalty 3835.407915 = -55591.498372 nChanged 2 SP:Iteration 13Q (302.664429 sec): 3 clusters Score: Raw -59428.965213 + Penalty 3835.407915 = -55593.557298 nChanged 2 SP:Iteration 14Q (302.774954 sec): 3 clusters Score: Raw -59431.000496 + Penalty 3835.407915 = -55595.592581 nChanged 1 SP:Iteration 15Q (302.863373 sec): 3 clusters Score: Raw -59431.484025 + Penalty 3835.407915 = -55596.076110 nChanged 0 SP:Iteration 16F (302.974956 sec): 3 clusters Score: Raw -59431.484025 + Penalty 3835.407915 = -55596.076110 nChanged 0 Iteration 20F (303.297251 sec): 6 clusters Score: Raw -536213.647443 + Penalty 12158.704869 = -524054.942574 nChanged 28 Iteration 21Q (303.595738 sec): 6 clusters Score: Raw -536230.445582 + Penalty 12158.704869 = -524071.740713 nChanged 28 Iteration 22Q (303.884741 sec): 6 clusters Score: Raw -536244.880322 + Penalty 12158.704869 = -524086.175454 nChanged 18 Iteration 23Q (304.179626 sec): 6 clusters Score: Raw -536253.536652 + Penalty 12158.704869 = -524094.831783 nChanged 15 Iteration 24Q (304.458222 sec): 6 clusters Score: Raw -536263.547027 + Penalty 12158.704869 = -524104.842158 nChanged 14 Iteration 25Q (304.743099 sec): 6 clusters Score: Raw -536268.219941 + Penalty 12158.704869 = -524109.515073 nChanged 13 Iteration 26Q (305.037488 sec): 6 clusters Score: Raw -536271.136779 + Penalty 12158.704869 = -524112.431911 nChanged 13 Iteration 27Q (305.335608 sec): 6 clusters Score: Raw -536274.519344 + Penalty 12158.704869 = -524115.814475 nChanged 15 Iteration 28Q (305.619726 sec): 6 clusters Score: Raw -536277.740294 + Penalty 12158.704869 = -524119.035425 nChanged 12 Iteration 29Q (305.910393 sec): 6 clusters Score: Raw -536282.000242 + Penalty 12158.704869 = -524123.295373 nChanged 9 Iteration 30Q (306.163631 sec): 6 clusters Score: Raw -536285.102799 + Penalty 12158.704869 = -524126.397930 nChanged 9 Iteration 31Q (306.455827 sec): 6 clusters Score: Raw -536287.619236 + Penalty 12158.704869 = -524128.914367 nChanged 12 Iteration 32Q (306.754002 sec): 6 clusters Score: Raw -536290.118424 + Penalty 12158.704869 = -524131.413555 nChanged 5 Iteration 33Q (307.052054 sec): 6 clusters Score: Raw -536290.719558 + Penalty 12158.704869 = -524132.014689 nChanged 6 Iteration 34Q (307.311098 sec): 6 clusters Score: Raw -536291.444683 + Penalty 12158.704869 = -524132.739815 nChanged 5 Iteration 35Q (307.612295 sec): 6 clusters Score: Raw -536292.636779 + Penalty 12158.704869 = -524133.931910 nChanged 3 Iteration 36Q (307.894804 sec): 6 clusters Score: Raw -536293.326074 + Penalty 12158.704869 = -524134.621205 nChanged 5 Iteration 37Q (308.166758 sec): 6 clusters Score: Raw -536294.741893 + Penalty 12158.704869 = -524136.037024 nChanged 4 Iteration 38Q (308.466121 sec): 6 clusters Score: Raw -536295.615463 + Penalty 12158.704869 = -524136.910595 nChanged 4 Iteration 39Q (308.745886 sec): 6 clusters Score: Raw -536296.517330 + Penalty 12158.704869 = -524137.812461 nChanged 1 Iteration 40F (309.042910 sec): 6 clusters Score: Raw -536296.615748 + Penalty 12158.704869 = -524137.910879 nChanged 0 Writing temp clu file Because OldScore, -524137.812461, is greater than current (better) Score,-524137.910879 Compute initial score before splitting: Score: Raw -536296.615748 + Penalty 12158.704869 = -524137.910879 Trying to split cluster 1 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.139580 sec): 2 clusters Score: Raw -138299.930360 + Penalty 2049.662020 = -136250.268340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.248512 sec): 3 clusters Score: Raw -137379.219252 + Penalty 4099.324040 = -133279.895212 nChanged 766 SP:Iteration 1F (309.362390 sec): 3 clusters Score: Raw -137984.186277 + Penalty 4099.324040 = -133884.862237 nChanged 174 SP:Iteration 2F (309.448315 sec): 3 clusters Score: Raw -138138.129217 + Penalty 4099.324040 = -134038.805177 nChanged 95 SP:Iteration 3Q (309.563166 sec): 3 clusters Score: Raw -138231.649706 + Penalty 4099.324040 = -134132.325666 nChanged 85 SP:Iteration 4Q (309.654486 sec): 3 clusters Score: Raw -138314.677517 + Penalty 4099.324040 = -134215.353477 nChanged 79 SP:Iteration 5Q (309.747618 sec): 3 clusters Score: Raw -138390.492618 + Penalty 4099.324040 = -134291.168578 nChanged 63 SP:Iteration 6Q (309.849629 sec): 3 clusters Score: Raw -138447.027299 + Penalty 4099.324040 = -134347.703259 nChanged 54 SP:Iteration 7Q (309.951340 sec): 3 clusters Score: Raw -138489.223182 + Penalty 4099.324040 = -134389.899142 nChanged 50 SP:Iteration 8Q (310.075419 sec): 3 clusters Score: Raw -138538.652614 + Penalty 4099.324040 = -134439.328574 nChanged 49 SP:Iteration 9Q (310.160662 sec): 3 clusters Score: Raw -138588.289174 + Penalty 4099.324040 = -134488.965134 nChanged 53 SP:Iteration 10Q (310.264249 sec): 3 clusters Score: Raw -138633.384961 + Penalty 4099.324040 = -134534.060921 nChanged 39 SP:Iteration 11Q (310.343810 sec): 3 clusters Score: Raw -138665.814735 + Penalty 4099.324040 = -134566.490695 nChanged 30 SP:Iteration 12Q (310.456130 sec): 3 clusters Score: Raw -138697.548619 + Penalty 4099.324040 = -134598.224579 nChanged 36 SP:Iteration 13Q (310.574496 sec): 3 clusters Score: Raw -138735.798719 + Penalty 4099.324040 = -134636.474679 nChanged 30 SP:Iteration 14Q (310.702694 sec): 3 clusters Score: Raw -138766.963147 + Penalty 4099.324040 = -134667.639107 nChanged 39 SP:Iteration 15Q (310.791962 sec): 3 clusters Score: Raw -138815.528546 + Penalty 4099.324040 = -134716.204506 nChanged 41 SP:Iteration 16Q (310.879175 sec): 3 clusters Score: Raw -138859.317486 + Penalty 4099.324040 = -134759.993446 nChanged 36 SP:Iteration 17Q (310.973545 sec): 3 clusters Score: Raw -138903.948218 + Penalty 4099.324040 = -134804.624178 nChanged 35 SP:Iteration 18Q (311.089872 sec): 3 clusters Score: Raw -138947.867502 + Penalty 4099.324040 = -134848.543462 nChanged 31 SP:Iteration 19Q (311.197746 sec): 3 clusters Score: Raw -138980.619202 + Penalty 4099.324040 = -134881.295162 nChanged 36 SP:Iteration 20F (311.291476 sec): 3 clusters Score: Raw -139020.111089 + Penalty 4099.324040 = -134920.787049 nChanged 32 SP:Iteration 21Q (311.395594 sec): 3 clusters Score: Raw -139063.132342 + Penalty 4099.324040 = -134963.808302 nChanged 23 SP:Iteration 22Q (311.510611 sec): 3 clusters Score: Raw -139087.688379 + Penalty 4099.324040 = -134988.364339 nChanged 22 SP:Iteration 23Q (311.625732 sec): 3 clusters Score: Raw -139104.747615 + Penalty 4099.324040 = -135005.423575 nChanged 13 SP:Iteration 24Q (311.726505 sec): 3 clusters Score: Raw -139111.400964 + Penalty 4099.324040 = -135012.076924 nChanged 9 SP:Iteration 25Q (311.819772 sec): 3 clusters Score: Raw -139119.126776 + Penalty 4099.324040 = -135019.802736 nChanged 9 SP:Iteration 26Q (311.920395 sec): 3 clusters Score: Raw -139126.185139 + Penalty 4099.324040 = -135026.861099 nChanged 4 SP:Iteration 27Q (312.028112 sec): 3 clusters Score: Raw -139127.874899 + Penalty 4099.324040 = -135028.550859 nChanged 3 SP:Iteration 28Q (312.123620 sec): 3 clusters Score: Raw -139129.228215 + Penalty 4099.324040 = -135029.904175 nChanged 3 SP:Iteration 29Q (312.246485 sec): 3 clusters Score: Raw -139131.645852 + Penalty 4099.324040 = -135032.321812 nChanged 4 SP:Iteration 30Q (312.343564 sec): 3 clusters Score: Raw -139133.335296 + Penalty 4099.324040 = -135034.011256 nChanged 2 SP:Iteration 31Q (312.468040 sec): 3 clusters Score: Raw -139134.621906 + Penalty 4099.324040 = -135035.297866 nChanged 3 SP:Iteration 32Q (312.575533 sec): 3 clusters Score: Raw -139136.040512 + Penalty 4099.324040 = -135036.716472 nChanged 2 SP:Iteration 33Q (312.681037 sec): 3 clusters Score: Raw -139137.698663 + Penalty 4099.324040 = -135038.374623 nChanged 1 SP:Iteration 34Q (312.772649 sec): 3 clusters Score: Raw -139138.078009 + Penalty 4099.324040 = -135038.753969 nChanged 1 SP:Iteration 35Q (312.858974 sec): 3 clusters Score: Raw -139138.421607 + Penalty 4099.324040 = -135039.097568 nChanged 2 SP:Iteration 36Q (312.997990 sec): 3 clusters Score: Raw -139139.190790 + Penalty 4099.324040 = -135039.866750 nChanged 0 SP:Iteration 37F (313.100117 sec): 3 clusters Score: Raw -139139.190790 + Penalty 4099.324040 = -135039.866750 nChanged 0 Trying to split cluster 4 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.164480 sec): 2 clusters Score: Raw -28821.735293 + Penalty 1677.094161 = -27144.641132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.241641 sec): 3 clusters Score: Raw -28851.071229 + Penalty 3354.188321 = -25496.882908 nChanged 117 SP:Iteration 1F (313.342631 sec): 3 clusters Score: Raw -29035.068219 + Penalty 3354.188321 = -25680.879898 nChanged 27 SP:Iteration 2Q (313.447110 sec): 3 clusters Score: Raw -29120.761961 + Penalty 3354.188321 = -25766.573640 nChanged 14 SP:Iteration 3Q (313.533875 sec): 3 clusters Score: Raw -29161.887918 + Penalty 3354.188321 = -25807.699596 nChanged 13 SP:Iteration 4Q (313.639490 sec): 3 clusters Score: Raw -29181.320836 + Penalty 3354.188321 = -25827.132515 nChanged 8 SP:Iteration 5Q (313.730975 sec): 3 clusters Score: Raw -29199.959950 + Penalty 3354.188321 = -25845.771628 nChanged 5 SP:Iteration 6Q (313.840939 sec): 3 clusters Score: Raw -29212.097669 + Penalty 3354.188321 = -25857.909348 nChanged 2 SP:Iteration 7Q (313.943155 sec): 3 clusters Score: Raw -29213.830477 + Penalty 3354.188321 = -25859.642156 nChanged 1 SP:Iteration 8Q (314.027299 sec): 3 clusters Score: Raw -29215.740591 + Penalty 3354.188321 = -25861.552270 nChanged 0 SP:Iteration 9F (314.148918 sec): 3 clusters Score: Raw -29215.740591 + Penalty 3354.188321 = -25861.552270 nChanged 0 Trying to split cluster 5 (2041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.216092 sec): 2 clusters Score: Raw -113113.365324 + Penalty 2011.995523 = -111101.369801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.305665 sec): 3 clusters Score: Raw -112318.252593 + Penalty 4023.991046 = -108294.261547 nChanged 644 SP:Iteration 1F (314.434118 sec): 3 clusters Score: Raw -112835.769536 + Penalty 4023.991046 = -108811.778490 nChanged 194 SP:Iteration 2F (314.527817 sec): 3 clusters Score: Raw -113074.522764 + Penalty 4023.991046 = -109050.531718 nChanged 119 SP:Iteration 3F (314.617390 sec): 3 clusters Score: Raw -113214.888045 + Penalty 4023.991046 = -109190.896999 nChanged 76 SP:Iteration 4Q (314.729740 sec): 3 clusters Score: Raw -113296.135917 + Penalty 4023.991046 = -109272.144871 nChanged 61 SP:Iteration 5Q (314.840973 sec): 3 clusters Score: Raw -113365.805487 + Penalty 4023.991046 = -109341.814441 nChanged 71 SP:Iteration 6Q (314.944040 sec): 3 clusters Score: Raw -113456.367011 + Penalty 4023.991046 = -109432.375966 nChanged 70 SP:Iteration 7Q (315.050247 sec): 3 clusters Score: Raw -113551.239955 + Penalty 4023.991046 = -109527.248909 nChanged 62 SP:Iteration 8Q (315.153048 sec): 3 clusters Score: Raw -113640.964847 + Penalty 4023.991046 = -109616.973801 nChanged 42 SP:Iteration 9Q (315.268536 sec): 3 clusters Score: Raw -113692.422420 + Penalty 4023.991046 = -109668.431374 nChanged 29 SP:Iteration 10Q (315.377613 sec): 3 clusters Score: Raw -113718.288024 + Penalty 4023.991046 = -109694.296978 nChanged 22 SP:Iteration 11Q (315.464248 sec): 3 clusters Score: Raw -113734.760764 + Penalty 4023.991046 = -109710.769718 nChanged 16 SP:Iteration 12Q (315.553538 sec): 3 clusters Score: Raw -113751.290805 + Penalty 4023.991046 = -109727.299759 nChanged 20 SP:Iteration 13Q (315.643546 sec): 3 clusters Score: Raw -113773.858206 + Penalty 4023.991046 = -109749.867160 nChanged 20 SP:Iteration 14Q (315.755015 sec): 3 clusters Score: Raw -113794.245653 + Penalty 4023.991046 = -109770.254607 nChanged 12 SP:Iteration 15Q (315.870175 sec): 3 clusters Score: Raw -113809.154750 + Penalty 4023.991046 = -109785.163704 nChanged 23 SP:Iteration 16Q (315.983727 sec): 3 clusters Score: Raw -113825.514371 + Penalty 4023.991046 = -109801.523325 nChanged 18 SP:Iteration 17Q (316.069271 sec): 3 clusters Score: Raw -113839.814234 + Penalty 4023.991046 = -109815.823188 nChanged 16 SP:Iteration 18Q (316.178255 sec): 3 clusters Score: Raw -113855.342617 + Penalty 4023.991046 = -109831.351571 nChanged 16 SP:Iteration 19Q (316.285607 sec): 3 clusters Score: Raw -113867.022009 + Penalty 4023.991046 = -109843.030963 nChanged 10 SP:Iteration 20F (316.393309 sec): 3 clusters Score: Raw -113872.779279 + Penalty 4023.991046 = -109848.788233 nChanged 9 SP:Iteration 21Q (316.525157 sec): 3 clusters Score: Raw -113881.450942 + Penalty 4023.991046 = -109857.459896 nChanged 11 SP:Iteration 22Q (316.614978 sec): 3 clusters Score: Raw -113890.626195 + Penalty 4023.991046 = -109866.635149 nChanged 10 SP:Iteration 23Q (316.717172 sec): 3 clusters Score: Raw -113895.923678 + Penalty 4023.991046 = -109871.932632 nChanged 6 SP:Iteration 24Q (316.846664 sec): 3 clusters Score: Raw -113900.016821 + Penalty 4023.991046 = -109876.025775 nChanged 8 SP:Iteration 25Q (316.928486 sec): 3 clusters Score: Raw -113905.748718 + Penalty 4023.991046 = -109881.757673 nChanged 9 SP:Iteration 26Q (317.056494 sec): 3 clusters Score: Raw -113910.480121 + Penalty 4023.991046 = -109886.489075 nChanged 5 SP:Iteration 27Q (317.162985 sec): 3 clusters Score: Raw -113912.009892 + Penalty 4023.991046 = -109888.018846 nChanged 3 SP:Iteration 28Q (317.271831 sec): 3 clusters Score: Raw -113915.422056 + Penalty 4023.991046 = -109891.431010 nChanged 5 SP:Iteration 29Q (317.375693 sec): 3 clusters Score: Raw -113919.011616 + Penalty 4023.991046 = -109895.020570 nChanged 3 SP:Iteration 30Q (317.478499 sec): 3 clusters Score: Raw -113920.129842 + Penalty 4023.991046 = -109896.138796 nChanged 4 SP:Iteration 31Q (317.555743 sec): 3 clusters Score: Raw -113921.744453 + Penalty 4023.991046 = -109897.753407 nChanged 6 SP:Iteration 32Q (317.671401 sec): 3 clusters Score: Raw -113925.384865 + Penalty 4023.991046 = -109901.393819 nChanged 1 SP:Iteration 33Q (317.761168 sec): 3 clusters Score: Raw -113925.898470 + Penalty 4023.991046 = -109901.907424 nChanged 2 SP:Iteration 34Q (317.861535 sec): 3 clusters Score: Raw -113926.602698 + Penalty 4023.991046 = -109902.611652 nChanged 2 SP:Iteration 35Q (317.940059 sec): 3 clusters Score: Raw -113930.002772 + Penalty 4023.991046 = -109906.011726 nChanged 4 SP:Iteration 36Q (318.021661 sec): 3 clusters Score: Raw -113933.589207 + Penalty 4023.991046 = -109909.598161 nChanged 4 SP:Iteration 37Q (318.107633 sec): 3 clusters Score: Raw -113937.909949 + Penalty 4023.991046 = -109913.918903 nChanged 4 SP:Iteration 38Q (318.218014 sec): 3 clusters Score: Raw -113939.663784 + Penalty 4023.991046 = -109915.672739 nChanged 0 SP:Iteration 39F (318.284262 sec): 3 clusters Score: Raw -113939.663784 + Penalty 4023.991046 = -109915.672739 nChanged 0 Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (318.364322 sec): 2 clusters Score: Raw -212901.187626 + Penalty 2162.399945 = -210738.787681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (318.446056 sec): 3 clusters Score: Raw -211370.981571 + Penalty 4324.799889 = -207046.181682 nChanged 1315 SP:Iteration 1F (318.546651 sec): 3 clusters Score: Raw -212294.669210 + Penalty 4324.799889 = -207969.869321 nChanged 283 SP:Iteration 2F (318.648024 sec): 3 clusters Score: Raw -212507.249423 + Penalty 4324.799889 = -208182.449533 nChanged 193 SP:Iteration 3F (318.752029 sec): 3 clusters Score: Raw -212653.086809 + Penalty 4324.799889 = -208328.286920 nChanged 158 SP:Iteration 4Q (318.865012 sec): 3 clusters Score: Raw -212786.206651 + Penalty 4324.799889 = -208461.406761 nChanged 146 SP:Iteration 5Q (318.976139 sec): 3 clusters Score: Raw -212897.788701 + Penalty 4324.799889 = -208572.988811 nChanged 135 SP:Iteration 6Q (319.096732 sec): 3 clusters Score: Raw -212993.312073 + Penalty 4324.799889 = -208668.512183 nChanged 108 SP:Iteration 7Q (319.187742 sec): 3 clusters Score: Raw -213072.838749 + Penalty 4324.799889 = -208748.038859 nChanged 96 SP:Iteration 8Q (319.287763 sec): 3 clusters Score: Raw -213154.950279 + Penalty 4324.799889 = -208830.150390 nChanged 107 SP:Iteration 9Q (319.401051 sec): 3 clusters Score: Raw -213242.116698 + Penalty 4324.799889 = -208917.316809 nChanged 89 SP:Iteration 10Q (319.500446 sec): 3 clusters Score: Raw -213320.114709 + Penalty 4324.799889 = -208995.314820 nChanged 92 SP:Iteration 11Q (319.605204 sec): 3 clusters Score: Raw -213418.366603 + Penalty 4324.799889 = -209093.566714 nChanged 86 SP:Iteration 12Q (319.687527 sec): 3 clusters Score: Raw -213513.108003 + Penalty 4324.799889 = -209188.308114 nChanged 93 SP:Iteration 13Q (319.795478 sec): 3 clusters Score: Raw -213598.925929 + Penalty 4324.799889 = -209274.126039 nChanged 75 SP:Iteration 14Q (319.908098 sec): 3 clusters Score: Raw -213680.560460 + Penalty 4324.799889 = -209355.760571 nChanged 76 SP:Iteration 15Q (319.993627 sec): 3 clusters Score: Raw -213761.634038 + Penalty 4324.799889 = -209436.834149 nChanged 69 SP:Iteration 16Q (320.105034 sec): 3 clusters Score: Raw -213833.720471 + Penalty 4324.799889 = -209508.920582 nChanged 70 SP:Iteration 17Q (320.225314 sec): 3 clusters Score: Raw -213914.261217 + Penalty 4324.799889 = -209589.461328 nChanged 71 SP:Iteration 18Q (320.305934 sec): 3 clusters Score: Raw -213990.030193 + Penalty 4324.799889 = -209665.230304 nChanged 62 SP:Iteration 19Q (320.421823 sec): 3 clusters Score: Raw -214059.129342 + Penalty 4324.799889 = -209734.329453 nChanged 63 SP:Iteration 20F (320.514974 sec): 3 clusters Score: Raw -214130.460866 + Penalty 4324.799889 = -209805.660977 nChanged 57 SP:Iteration 21Q (320.621377 sec): 3 clusters Score: Raw -214199.840470 + Penalty 4324.799889 = -209875.040581 nChanged 63 SP:Iteration 22Q (320.724623 sec): 3 clusters Score: Raw -214259.164143 + Penalty 4324.799889 = -209934.364254 nChanged 46 SP:Iteration 23Q (320.824916 sec): 3 clusters Score: Raw -214290.576848 + Penalty 4324.799889 = -209965.776959 nChanged 32 SP:Iteration 24Q (320.929203 sec): 3 clusters Score: Raw -214311.709090 + Penalty 4324.799889 = -209986.909201 nChanged 34 SP:Iteration 25Q (321.037584 sec): 3 clusters Score: Raw -214332.162102 + Penalty 4324.799889 = -210007.362213 nChanged 31 SP:Iteration 26Q (321.159718 sec): 3 clusters Score: Raw -214349.543933 + Penalty 4324.799889 = -210024.744044 nChanged 23 SP:Iteration 27Q (321.287678 sec): 3 clusters Score: Raw -214366.335040 + Penalty 4324.799889 = -210041.535150 nChanged 26 SP:Iteration 28Q (321.383790 sec): 3 clusters Score: Raw -214385.180882 + Penalty 4324.799889 = -210060.380993 nChanged 18 SP:Iteration 29Q (321.479993 sec): 3 clusters Score: Raw -214393.749368 + Penalty 4324.799889 = -210068.949478 nChanged 8 SP:Iteration 30Q (321.575522 sec): 3 clusters Score: Raw -214399.169174 + Penalty 4324.799889 = -210074.369285 nChanged 7 SP:Iteration 31Q (321.683008 sec): 3 clusters Score: Raw -214401.924602 + Penalty 4324.799889 = -210077.124713 nChanged 4 SP:Iteration 32Q (321.805067 sec): 3 clusters Score: Raw -214403.453120 + Penalty 4324.799889 = -210078.653231 nChanged 1 SP:Iteration 33Q (321.907153 sec): 3 clusters Score: Raw -214403.651131 + Penalty 4324.799889 = -210078.851241 nChanged 1 SP:Iteration 34Q (322.045409 sec): 3 clusters Score: Raw -214403.853900 + Penalty 4324.799889 = -210079.054010 nChanged 1 SP:Iteration 35Q (322.158724 sec): 3 clusters Score: Raw -214404.408898 + Penalty 4324.799889 = -210079.609009 nChanged 1 SP:Iteration 36Q (322.275187 sec): 3 clusters Score: Raw -214404.780377 + Penalty 4324.799889 = -210079.980487 nChanged 2 SP:Iteration 37Q (322.350681 sec): 3 clusters Score: Raw -214405.557996 + Penalty 4324.799889 = -210080.758107 nChanged 4 SP:Iteration 38Q (322.457542 sec): 3 clusters Score: Raw -214407.083415 + Penalty 4324.799889 = -210082.283526 nChanged 2 SP:Iteration 39Q (322.564079 sec): 3 clusters Score: Raw -214408.141383 + Penalty 4324.799889 = -210083.341493 nChanged 1 SP:Iteration 40F (322.675383 sec): 3 clusters Score: Raw -214408.562983 + Penalty 4324.799889 = -210083.763094 nChanged 1 SP:Iteration 41Q (322.802827 sec): 3 clusters Score: Raw -214408.859561 + Penalty 4324.799889 = -210084.059672 nChanged 0 SP:Iteration 42F (322.898860 sec): 3 clusters Score: Raw -214408.859561 + Penalty 4324.799889 = -210084.059672 nChanged 0 Trying to split cluster 7 (1425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (322.954754 sec): 2 clusters Score: Raw -57951.346130 + Penalty 1917.148752 = -56034.197377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.035785 sec): 3 clusters Score: Raw -57697.030535 + Penalty 3834.297505 = -53862.733030 nChanged 453 SP:Iteration 1F (323.142290 sec): 3 clusters Score: Raw -58794.934654 + Penalty 3834.297505 = -54960.637149 nChanged 200 SP:Iteration 2F (323.272829 sec): 3 clusters Score: Raw -59370.568681 + Penalty 3834.297505 = -55536.271176 nChanged 104 SP:Iteration 3F (323.364762 sec): 3 clusters Score: Raw -59589.938856 + Penalty 3834.297505 = -55755.641351 nChanged 56 SP:Iteration 4Q (323.476809 sec): 3 clusters Score: Raw -59712.539423 + Penalty 3834.297505 = -55878.241918 nChanged 31 SP:Iteration 5Q (323.578662 sec): 3 clusters Score: Raw -59770.256756 + Penalty 3834.297505 = -55935.959251 nChanged 20 SP:Iteration 6Q (323.649770 sec): 3 clusters Score: Raw -59806.422595 + Penalty 3834.297505 = -55972.125090 nChanged 10 SP:Iteration 7Q (323.760397 sec): 3 clusters Score: Raw -59815.029473 + Penalty 3834.297505 = -55980.731968 nChanged 5 SP:Iteration 8Q (323.887239 sec): 3 clusters Score: Raw -59818.744709 + Penalty 3834.297505 = -55984.447204 nChanged 6 SP:Iteration 9Q (323.966598 sec): 3 clusters Score: Raw -59826.717440 + Penalty 3834.297505 = -55992.419935 nChanged 3 SP:Iteration 10Q (324.090429 sec): 3 clusters Score: Raw -59830.245750 + Penalty 3834.297505 = -55995.948245 nChanged 1 SP:Iteration 11Q (324.171444 sec): 3 clusters Score: Raw -59831.551527 + Penalty 3834.297505 = -55997.254022 nChanged 1 SP:Iteration 12Q (324.279050 sec): 3 clusters Score: Raw -59832.778482 + Penalty 3834.297505 = -55998.480977 nChanged 1 SP:Iteration 13Q (324.387924 sec): 3 clusters Score: Raw -59833.444268 + Penalty 3834.297505 = -55999.146763 nChanged 0 SP:Iteration 14F (324.493654 sec): 3 clusters Score: Raw -59833.444268 + Penalty 3834.297505 = -55999.146763 nChanged 0 Time taken for this iteration:43.988100 seconds. 8->6 Clusters: Score -524137.910879, best is -525374.839153 Starting from 9 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 7 (863 points): Lose 455.969870 but Gain 2431.740974 Iteration 0F (324.989792 sec): 8 clusters Score: Raw -490521.673235 + Penalty 17022.186816 = -473499.486418 nChanged 7855 Deleting Class 1 (855 points): Lose 1275.267613 but Gain 2431.740974 Iteration 1F (325.410840 sec): 7 clusters Score: Raw -515291.860112 + Penalty 14590.445843 = -500701.414270 nChanged 4281 Deleting Class 2 (878 points): Lose 1756.071747 but Gain 2431.740974 Iteration 2F (325.801760 sec): 6 clusters Score: Raw -527613.042635 + Penalty 12158.704869 = -515454.337766 nChanged 2447 Iteration 3F (326.091888 sec): 6 clusters Score: Raw -532149.541881 + Penalty 12158.704869 = -519990.837012 nChanged 917 Iteration 4F (326.385763 sec): 6 clusters Score: Raw -533300.491036 + Penalty 12158.704869 = -521141.786167 nChanged 476 Iteration 5Q (326.674912 sec): 6 clusters Score: Raw -533719.092349 + Penalty 12158.704869 = -521560.387480 nChanged 298 Iteration 6Q (326.956909 sec): 6 clusters Score: Raw -533959.518802 + Penalty 12158.704869 = -521800.813933 nChanged 181 Iteration 7Q (327.240831 sec): 6 clusters Score: Raw -534072.398193 + Penalty 12158.704869 = -521913.693324 nChanged 104 Iteration 8Q (327.522652 sec): 6 clusters Score: Raw -534143.543255 + Penalty 12158.704869 = -521984.838386 nChanged 103 Iteration 9Q (327.821533 sec): 6 clusters Score: Raw -534221.885845 + Penalty 12158.704869 = -522063.180976 nChanged 79 Iteration 10Q (328.093412 sec): 6 clusters Score: Raw -534274.231977 + Penalty 12158.704869 = -522115.527108 nChanged 73 Iteration 11Q (328.374880 sec): 6 clusters Score: Raw -534326.109649 + Penalty 12158.704869 = -522167.404780 nChanged 64 Iteration 12Q (328.641490 sec): 6 clusters Score: Raw -534354.586103 + Penalty 12158.704869 = -522195.881234 nChanged 46 Iteration 13Q (328.936071 sec): 6 clusters Score: Raw -534373.973957 + Penalty 12158.704869 = -522215.269089 nChanged 38 Iteration 14Q (329.193952 sec): 6 clusters Score: Raw -534391.203922 + Penalty 12158.704869 = -522232.499053 nChanged 37 Iteration 15Q (329.477252 sec): 6 clusters Score: Raw -534412.147956 + Penalty 12158.704869 = -522253.443087 nChanged 55 Iteration 16Q (329.763490 sec): 6 clusters Score: Raw -534444.729704 + Penalty 12158.704869 = -522286.024836 nChanged 52 Iteration 17Q (330.043061 sec): 6 clusters Score: Raw -534470.900568 + Penalty 12158.704869 = -522312.195699 nChanged 50 Iteration 18Q (330.308842 sec): 6 clusters Score: Raw -534501.889609 + Penalty 12158.704869 = -522343.184740 nChanged 54 Iteration 19Q (330.572290 sec): 6 clusters Score: Raw -534526.063631 + Penalty 12158.704869 = -522367.358762 nChanged 40 Writing temp clu file Because OldScore, -522343.184740, is greater than current (better) Score,-522367.358762 Compute initial score before splitting: Score: Raw -534526.063631 + Penalty 12158.704869 = -522367.358762 Trying to split cluster 3 (4778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.680946 sec): 2 clusters Score: Raw -285912.809714 + Penalty 2236.549215 = -283676.260500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.768832 sec): 3 clusters Score: Raw -283727.813623 + Penalty 4473.098429 = -279254.715194 nChanged 1840 SP:Iteration 1F (330.902478 sec): 3 clusters Score: Raw -285056.498931 + Penalty 4473.098429 = -280583.400502 nChanged 458 SP:Iteration 2F (330.996152 sec): 3 clusters Score: Raw -285518.460445 + Penalty 4473.098429 = -281045.362016 nChanged 357 SP:Iteration 3F (331.108624 sec): 3 clusters Score: Raw -285894.019866 + Penalty 4473.098429 = -281420.921437 nChanged 303 SP:Iteration 4F (331.205492 sec): 3 clusters Score: Raw -286225.954777 + Penalty 4473.098429 = -281752.856348 nChanged 248 SP:Iteration 5F (331.339741 sec): 3 clusters Score: Raw -286479.718351 + Penalty 4473.098429 = -282006.619922 nChanged 213 SP:Iteration 6Q (331.447601 sec): 3 clusters Score: Raw -286687.505314 + Penalty 4473.098429 = -282214.406885 nChanged 192 SP:Iteration 7Q (331.545005 sec): 3 clusters Score: Raw -286864.989714 + Penalty 4473.098429 = -282391.891285 nChanged 150 SP:Iteration 8Q (331.652196 sec): 3 clusters Score: Raw -286993.295877 + Penalty 4473.098429 = -282520.197448 nChanged 96 SP:Iteration 9Q (331.762612 sec): 3 clusters Score: Raw -287063.826654 + Penalty 4473.098429 = -282590.728225 nChanged 76 SP:Iteration 10Q (331.877291 sec): 3 clusters Score: Raw -287106.629097 + Penalty 4473.098429 = -282633.530668 nChanged 53 SP:Iteration 11Q (331.996445 sec): 3 clusters Score: Raw -287133.993947 + Penalty 4473.098429 = -282660.895518 nChanged 29 SP:Iteration 12Q (332.108177 sec): 3 clusters Score: Raw -287149.506271 + Penalty 4473.098429 = -282676.407842 nChanged 27 SP:Iteration 13Q (332.234705 sec): 3 clusters Score: Raw -287161.545156 + Penalty 4473.098429 = -282688.446726 nChanged 20 SP:Iteration 14Q (332.360859 sec): 3 clusters Score: Raw -287169.695332 + Penalty 4473.098429 = -282696.596902 nChanged 11 SP:Iteration 15Q (332.504940 sec): 3 clusters Score: Raw -287173.995433 + Penalty 4473.098429 = -282700.897004 nChanged 13 SP:Iteration 16Q (332.598324 sec): 3 clusters Score: Raw -287179.749206 + Penalty 4473.098429 = -282706.650777 nChanged 8 SP:Iteration 17Q (332.729465 sec): 3 clusters Score: Raw -287182.281930 + Penalty 4473.098429 = -282709.183501 nChanged 7 SP:Iteration 18Q (332.851060 sec): 3 clusters Score: Raw -287184.406053 + Penalty 4473.098429 = -282711.307624 nChanged 5 SP:Iteration 19Q (332.967528 sec): 3 clusters Score: Raw -287186.171020 + Penalty 4473.098429 = -282713.072591 nChanged 3 SP:Iteration 20F (333.061920 sec): 3 clusters Score: Raw -287187.444453 + Penalty 4473.098429 = -282714.346024 nChanged 1 SP:Iteration 21Q (333.201777 sec): 3 clusters Score: Raw -287188.222567 + Penalty 4473.098429 = -282715.124138 nChanged 2 SP:Iteration 22Q (333.351127 sec): 3 clusters Score: Raw -287188.808386 + Penalty 4473.098429 = -282715.709957 nChanged 1 SP:Iteration 23Q (333.461012 sec): 3 clusters Score: Raw -287188.882223 + Penalty 4473.098429 = -282715.783793 nChanged 0 SP:Iteration 24F (333.555426 sec): 3 clusters Score: Raw -287188.882223 + Penalty 4473.098429 = -282715.783793 nChanged 0 Trying to split cluster 4 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.611566 sec): 2 clusters Score: Raw -82981.814707 + Penalty 1943.905811 = -81037.908896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.734300 sec): 3 clusters Score: Raw -82490.317269 + Penalty 3887.811622 = -78602.505647 nChanged 488 SP:Iteration 1F (333.834551 sec): 3 clusters Score: Raw -83076.649704 + Penalty 3887.811622 = -79188.838082 nChanged 192 SP:Iteration 2F (333.921215 sec): 3 clusters Score: Raw -83814.968880 + Penalty 3887.811622 = -79927.157258 nChanged 190 SP:Iteration 3F (334.028852 sec): 3 clusters Score: Raw -84772.683480 + Penalty 3887.811622 = -80884.871858 nChanged 137 SP:Iteration 4F (334.134702 sec): 3 clusters Score: Raw -85223.786322 + Penalty 3887.811622 = -81335.974701 nChanged 60 SP:Iteration 5Q (334.230789 sec): 3 clusters Score: Raw -85344.117725 + Penalty 3887.811622 = -81456.306103 nChanged 35 SP:Iteration 6Q (334.337100 sec): 3 clusters Score: Raw -85433.724963 + Penalty 3887.811622 = -81545.913341 nChanged 16 SP:Iteration 7Q (334.412760 sec): 3 clusters Score: Raw -85474.867889 + Penalty 3887.811622 = -81587.056267 nChanged 10 SP:Iteration 8Q (334.530965 sec): 3 clusters Score: Raw -85493.271684 + Penalty 3887.811622 = -81605.460062 nChanged 4 SP:Iteration 9Q (334.631868 sec): 3 clusters Score: Raw -85500.398240 + Penalty 3887.811622 = -81612.586618 nChanged 3 SP:Iteration 10Q (334.715566 sec): 3 clusters Score: Raw -85509.978268 + Penalty 3887.811622 = -81622.166646 nChanged 4 SP:Iteration 11Q (334.823934 sec): 3 clusters Score: Raw -85519.892828 + Penalty 3887.811622 = -81632.081206 nChanged 2 SP:Iteration 12Q (334.920663 sec): 3 clusters Score: Raw -85523.179378 + Penalty 3887.811622 = -81635.367756 nChanged 0 SP:Iteration 13F (335.020710 sec): 3 clusters Score: Raw -85523.179378 + Penalty 3887.811622 = -81635.367756 nChanged 0 Score: Raw -537079.741622 + Penalty 14590.445843 = -522489.295780 Splitting cluster 4 changes total score from -522367.358762 to -522489.295780 So it's getting split into cluster 1. Trying to split cluster 5 (2135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.503228 sec): 2 clusters Score: Raw -115584.215050 + Penalty 2023.882588 = -113560.332461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.586089 sec): 3 clusters Score: Raw -114768.885945 + Penalty 4047.765177 = -110721.120769 nChanged 683 SP:Iteration 1F (335.686669 sec): 3 clusters Score: Raw -115331.287109 + Penalty 4047.765177 = -111283.521933 nChanged 172 SP:Iteration 2F (335.785084 sec): 3 clusters Score: Raw -115487.940308 + Penalty 4047.765177 = -111440.175131 nChanged 97 SP:Iteration 3Q (335.891387 sec): 3 clusters Score: Raw -115581.864749 + Penalty 4047.765177 = -111534.099572 nChanged 60 SP:Iteration 4Q (335.991226 sec): 3 clusters Score: Raw -115632.115933 + Penalty 4047.765177 = -111584.350757 nChanged 42 SP:Iteration 5Q (336.098125 sec): 3 clusters Score: Raw -115673.807358 + Penalty 4047.765177 = -111626.042181 nChanged 47 SP:Iteration 6Q (336.205238 sec): 3 clusters Score: Raw -115713.966892 + Penalty 4047.765177 = -111666.201715 nChanged 36 SP:Iteration 7Q (336.300191 sec): 3 clusters Score: Raw -115745.318468 + Penalty 4047.765177 = -111697.553292 nChanged 34 SP:Iteration 8Q (336.395770 sec): 3 clusters Score: Raw -115772.727884 + Penalty 4047.765177 = -111724.962707 nChanged 27 SP:Iteration 9Q (336.491943 sec): 3 clusters Score: Raw -115794.159494 + Penalty 4047.765177 = -111746.394318 nChanged 19 SP:Iteration 10Q (336.591501 sec): 3 clusters Score: Raw -115810.510061 + Penalty 4047.765177 = -111762.744885 nChanged 11 SP:Iteration 11Q (336.703594 sec): 3 clusters Score: Raw -115818.108403 + Penalty 4047.765177 = -111770.343227 nChanged 11 SP:Iteration 12Q (336.814604 sec): 3 clusters Score: Raw -115827.236439 + Penalty 4047.765177 = -111779.471262 nChanged 14 SP:Iteration 13Q (336.924602 sec): 3 clusters Score: Raw -115840.029505 + Penalty 4047.765177 = -111792.264328 nChanged 14 SP:Iteration 14Q (337.022401 sec): 3 clusters Score: Raw -115855.535897 + Penalty 4047.765177 = -111807.770721 nChanged 17 SP:Iteration 15Q (337.129244 sec): 3 clusters Score: Raw -115870.883449 + Penalty 4047.765177 = -111823.118272 nChanged 22 SP:Iteration 16Q (337.233555 sec): 3 clusters Score: Raw -115885.733520 + Penalty 4047.765177 = -111837.968343 nChanged 16 SP:Iteration 17Q (337.329785 sec): 3 clusters Score: Raw -115901.149437 + Penalty 4047.765177 = -111853.384260 nChanged 19 SP:Iteration 18Q (337.446888 sec): 3 clusters Score: Raw -115917.232594 + Penalty 4047.765177 = -111869.467418 nChanged 13 SP:Iteration 19Q (337.566071 sec): 3 clusters Score: Raw -115927.845040 + Penalty 4047.765177 = -111880.079863 nChanged 14 SP:Iteration 20F (337.663621 sec): 3 clusters Score: Raw -115936.616087 + Penalty 4047.765177 = -111888.850910 nChanged 7 SP:Iteration 21Q (337.753994 sec): 3 clusters Score: Raw -115941.202959 + Penalty 4047.765177 = -111893.437782 nChanged 9 SP:Iteration 22Q (337.850238 sec): 3 clusters Score: Raw -115946.390568 + Penalty 4047.765177 = -111898.625392 nChanged 8 SP:Iteration 23Q (337.958149 sec): 3 clusters Score: Raw -115953.918911 + Penalty 4047.765177 = -111906.153734 nChanged 9 SP:Iteration 24Q (338.052783 sec): 3 clusters Score: Raw -115961.095052 + Penalty 4047.765177 = -111913.329875 nChanged 12 SP:Iteration 25Q (338.170631 sec): 3 clusters Score: Raw -115970.146420 + Penalty 4047.765177 = -111922.381243 nChanged 11 SP:Iteration 26Q (338.273049 sec): 3 clusters Score: Raw -115976.557185 + Penalty 4047.765177 = -111928.792008 nChanged 6 SP:Iteration 27Q (338.400339 sec): 3 clusters Score: Raw -115980.185070 + Penalty 4047.765177 = -111932.419893 nChanged 6 SP:Iteration 28Q (338.490541 sec): 3 clusters Score: Raw -115984.794562 + Penalty 4047.765177 = -111937.029385 nChanged 11 SP:Iteration 29Q (338.608686 sec): 3 clusters Score: Raw -115992.754137 + Penalty 4047.765177 = -111944.988960 nChanged 13 SP:Iteration 30Q (338.711225 sec): 3 clusters Score: Raw -116001.438356 + Penalty 4047.765177 = -111953.673180 nChanged 13 SP:Iteration 31Q (338.819602 sec): 3 clusters Score: Raw -116011.738250 + Penalty 4047.765177 = -111963.973074 nChanged 11 SP:Iteration 32Q (338.930174 sec): 3 clusters Score: Raw -116021.701567 + Penalty 4047.765177 = -111973.936390 nChanged 10 SP:Iteration 33Q (339.035294 sec): 3 clusters Score: Raw -116029.169491 + Penalty 4047.765177 = -111981.404314 nChanged 10 SP:Iteration 34Q (339.139153 sec): 3 clusters Score: Raw -116034.296851 + Penalty 4047.765177 = -111986.531675 nChanged 12 SP:Iteration 35Q (339.248647 sec): 3 clusters Score: Raw -116045.996561 + Penalty 4047.765177 = -111998.231384 nChanged 17 SP:Iteration 36Q (339.370575 sec): 3 clusters Score: Raw -116061.174432 + Penalty 4047.765177 = -112013.409255 nChanged 15 SP:Iteration 37Q (339.476424 sec): 3 clusters Score: Raw -116074.843468 + Penalty 4047.765177 = -112027.078291 nChanged 22 SP:Iteration 38Q (339.580102 sec): 3 clusters Score: Raw -116100.515754 + Penalty 4047.765177 = -112052.750577 nChanged 27 SP:Iteration 39Q (339.697333 sec): 3 clusters Score: Raw -116123.210361 + Penalty 4047.765177 = -112075.445185 nChanged 23 SP:Iteration 40F (339.798829 sec): 3 clusters Score: Raw -116149.282808 + Penalty 4047.765177 = -112101.517631 nChanged 25 SP:Iteration 41Q (339.873268 sec): 3 clusters Score: Raw -116184.221685 + Penalty 4047.765177 = -112136.456509 nChanged 27 SP:Iteration 42Q (339.970030 sec): 3 clusters Score: Raw -116218.506883 + Penalty 4047.765177 = -112170.741706 nChanged 21 SP:Iteration 43Q (340.062696 sec): 3 clusters Score: Raw -116238.286850 + Penalty 4047.765177 = -112190.521673 nChanged 18 SP:Iteration 44Q (340.175959 sec): 3 clusters Score: Raw -116252.781581 + Penalty 4047.765177 = -112205.016404 nChanged 13 SP:Iteration 45Q (340.267389 sec): 3 clusters Score: Raw -116262.483339 + Penalty 4047.765177 = -112214.718163 nChanged 13 SP:Iteration 46Q (340.386143 sec): 3 clusters Score: Raw -116273.375204 + Penalty 4047.765177 = -112225.610027 nChanged 8 SP:Iteration 47Q (340.475836 sec): 3 clusters Score: Raw -116281.039301 + Penalty 4047.765177 = -112233.274124 nChanged 11 SP:Iteration 48Q (340.586552 sec): 3 clusters Score: Raw -116287.625833 + Penalty 4047.765177 = -112239.860657 nChanged 6 SP:Iteration 49Q (340.713863 sec): 3 clusters Score: Raw -116291.326969 + Penalty 4047.765177 = -112243.561793 nChanged 5 SP:Iteration 50Q (340.833574 sec): 3 clusters Score: Raw -116294.619145 + Penalty 4047.765177 = -112246.853969 nChanged 8 SP:Iteration 51Q (340.918979 sec): 3 clusters Score: Raw -116299.685071 + Penalty 4047.765177 = -112251.919894 nChanged 10 SP:Iteration 52Q (341.031174 sec): 3 clusters Score: Raw -116306.818724 + Penalty 4047.765177 = -112259.053548 nChanged 9 SP:Iteration 53Q (341.152960 sec): 3 clusters Score: Raw -116315.736120 + Penalty 4047.765177 = -112267.970943 nChanged 13 SP:Iteration 54Q (341.258638 sec): 3 clusters Score: Raw -116328.191024 + Penalty 4047.765177 = -112280.425847 nChanged 12 SP:Iteration 55Q (341.341136 sec): 3 clusters Score: Raw -116334.803145 + Penalty 4047.765177 = -112287.037968 nChanged 7 SP:Iteration 56Q (341.439783 sec): 3 clusters Score: Raw -116339.598340 + Penalty 4047.765177 = -112291.833164 nChanged 4 SP:Iteration 57Q (341.554148 sec): 3 clusters Score: Raw -116343.749021 + Penalty 4047.765177 = -112295.983845 nChanged 6 SP:Iteration 58Q (341.654199 sec): 3 clusters Score: Raw -116347.682250 + Penalty 4047.765177 = -112299.917074 nChanged 2 SP:Iteration 59Q (341.783708 sec): 3 clusters Score: Raw -116348.814340 + Penalty 4047.765177 = -112301.049163 nChanged 1 SP:Iteration 60F (341.870726 sec): 3 clusters Score: Raw -116350.096862 + Penalty 4047.765177 = -112302.331685 nChanged 0 Trying to split cluster 6 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.931096 sec): 2 clusters Score: Raw -23636.940629 + Penalty 1647.432823 = -21989.507806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.029200 sec): 3 clusters Score: Raw -23729.780281 + Penalty 3294.865646 = -20434.914635 nChanged 95 SP:Iteration 1F (342.132565 sec): 3 clusters Score: Raw -23925.689769 + Penalty 3294.865646 = -20630.824123 nChanged 32 SP:Iteration 2F (342.234293 sec): 3 clusters Score: Raw -23995.344945 + Penalty 3294.865646 = -20700.479298 nChanged 14 SP:Iteration 3Q (342.319646 sec): 3 clusters Score: Raw -24039.988254 + Penalty 3294.865646 = -20745.122608 nChanged 12 SP:Iteration 4Q (342.440503 sec): 3 clusters Score: Raw -24072.908627 + Penalty 3294.865646 = -20778.042981 nChanged 5 SP:Iteration 5Q (342.531897 sec): 3 clusters Score: Raw -24082.566274 + Penalty 3294.865646 = -20787.700628 nChanged 3 SP:Iteration 6Q (342.659650 sec): 3 clusters Score: Raw -24086.908478 + Penalty 3294.865646 = -20792.042832 nChanged 0 SP:Iteration 7F (342.744959 sec): 3 clusters Score: Raw -24086.908478 + Penalty 3294.865646 = -20792.042832 nChanged 0 Trying to split cluster 8 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.810706 sec): 2 clusters Score: Raw -40038.501410 + Penalty 1823.118865 = -38215.382545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.902831 sec): 3 clusters Score: Raw -39886.862118 + Penalty 3646.237730 = -36240.624388 nChanged 258 SP:Iteration 1F (342.980445 sec): 3 clusters Score: Raw -40344.898812 + Penalty 3646.237730 = -36698.661082 nChanged 97 SP:Iteration 2F (343.087932 sec): 3 clusters Score: Raw -40557.804777 + Penalty 3646.237730 = -36911.567048 nChanged 65 SP:Iteration 3F (343.191257 sec): 3 clusters Score: Raw -40689.159822 + Penalty 3646.237730 = -37042.922093 nChanged 61 SP:Iteration 4F (343.289135 sec): 3 clusters Score: Raw -40803.530288 + Penalty 3646.237730 = -37157.292558 nChanged 47 SP:Iteration 5Q (343.393907 sec): 3 clusters Score: Raw -40901.279152 + Penalty 3646.237730 = -37255.041422 nChanged 32 SP:Iteration 6Q (343.499773 sec): 3 clusters Score: Raw -40959.265317 + Penalty 3646.237730 = -37313.027588 nChanged 23 SP:Iteration 7Q (343.592946 sec): 3 clusters Score: Raw -40997.230830 + Penalty 3646.237730 = -37350.993101 nChanged 16 SP:Iteration 8Q (343.689646 sec): 3 clusters Score: Raw -41025.274126 + Penalty 3646.237730 = -37379.036397 nChanged 12 SP:Iteration 9Q (343.787344 sec): 3 clusters Score: Raw -41048.191311 + Penalty 3646.237730 = -37401.953581 nChanged 11 SP:Iteration 10Q (343.886762 sec): 3 clusters Score: Raw -41062.142932 + Penalty 3646.237730 = -37415.905202 nChanged 4 SP:Iteration 11Q (343.977500 sec): 3 clusters Score: Raw -41064.516161 + Penalty 3646.237730 = -37418.278431 nChanged 2 SP:Iteration 12Q (344.096394 sec): 3 clusters Score: Raw -41067.058256 + Penalty 3646.237730 = -37420.820526 nChanged 2 SP:Iteration 13Q (344.194822 sec): 3 clusters Score: Raw -41070.373228 + Penalty 3646.237730 = -37424.135499 nChanged 3 SP:Iteration 14Q (344.282862 sec): 3 clusters Score: Raw -41076.286344 + Penalty 3646.237730 = -37430.048615 nChanged 4 SP:Iteration 15Q (344.401220 sec): 3 clusters Score: Raw -41080.558514 + Penalty 3646.237730 = -37434.320784 nChanged 5 SP:Iteration 16Q (344.506131 sec): 3 clusters Score: Raw -41086.574110 + Penalty 3646.237730 = -37440.336380 nChanged 3 SP:Iteration 17Q (344.611381 sec): 3 clusters Score: Raw -41091.644018 + Penalty 3646.237730 = -37445.406288 nChanged 2 SP:Iteration 18Q (344.717819 sec): 3 clusters Score: Raw -41093.648077 + Penalty 3646.237730 = -37447.410347 nChanged 1 SP:Iteration 19Q (344.796709 sec): 3 clusters Score: Raw -41094.840258 + Penalty 3646.237730 = -37448.602529 nChanged 1 SP:Iteration 20F (344.893619 sec): 3 clusters Score: Raw -41096.435700 + Penalty 3646.237730 = -37450.197970 nChanged 3 SP:Iteration 21Q (345.000608 sec): 3 clusters Score: Raw -41100.748437 + Penalty 3646.237730 = -37454.510707 nChanged 1 SP:Iteration 22Q (345.131061 sec): 3 clusters Score: Raw -41101.353252 + Penalty 3646.237730 = -37455.115522 nChanged 1 SP:Iteration 23Q (345.225395 sec): 3 clusters Score: Raw -41106.059701 + Penalty 3646.237730 = -37459.821971 nChanged 1 SP:Iteration 24Q (345.347547 sec): 3 clusters Score: Raw -41106.823411 + Penalty 3646.237730 = -37460.585681 nChanged 2 SP:Iteration 25Q (345.440105 sec): 3 clusters Score: Raw -41110.502958 + Penalty 3646.237730 = -37464.265228 nChanged 1 SP:Iteration 26Q (345.538821 sec): 3 clusters Score: Raw -41112.679630 + Penalty 3646.237730 = -37466.441900 nChanged 3 SP:Iteration 27Q (345.654003 sec): 3 clusters Score: Raw -41116.831618 + Penalty 3646.237730 = -37470.593888 nChanged 3 SP:Iteration 28Q (345.751606 sec): 3 clusters Score: Raw -41121.709830 + Penalty 3646.237730 = -37475.472100 nChanged 1 SP:Iteration 29Q (345.845283 sec): 3 clusters Score: Raw -41123.127720 + Penalty 3646.237730 = -37476.889990 nChanged 0 SP:Iteration 30F (345.966264 sec): 3 clusters Score: Raw -41123.127720 + Penalty 3646.237730 = -37476.889990 nChanged 0 Iteration 20F (346.329517 sec): 7 clusters Score: Raw -537291.441048 + Penalty 14590.445843 = -522700.995206 nChanged 215 Iteration 21Q (346.714244 sec): 7 clusters Score: Raw -537527.123036 + Penalty 14590.445843 = -522936.677193 nChanged 128 Iteration 22Q (347.054904 sec): 7 clusters Score: Raw -537624.079865 + Penalty 14590.445843 = -523033.634022 nChanged 74 Iteration 23Q (347.421786 sec): 7 clusters Score: Raw -537678.902035 + Penalty 14590.445843 = -523088.456192 nChanged 64 Iteration 24Q (347.764374 sec): 7 clusters Score: Raw -537719.162992 + Penalty 14590.445843 = -523128.717150 nChanged 43 Iteration 25Q (348.139179 sec): 7 clusters Score: Raw -537753.711361 + Penalty 14590.445843 = -523163.265519 nChanged 38 Iteration 26Q (348.474831 sec): 7 clusters Score: Raw -537780.434674 + Penalty 14590.445843 = -523189.988832 nChanged 43 Iteration 27Q (348.851893 sec): 7 clusters Score: Raw -537803.729286 + Penalty 14590.445843 = -523213.283443 nChanged 43 Iteration 28Q (349.190146 sec): 7 clusters Score: Raw -537825.824810 + Penalty 14590.445843 = -523235.378967 nChanged 38 Iteration 29Q (349.537975 sec): 7 clusters Score: Raw -537844.767012 + Penalty 14590.445843 = -523254.321169 nChanged 27 Iteration 30Q (349.846683 sec): 7 clusters Score: Raw -537853.468264 + Penalty 14590.445843 = -523263.022421 nChanged 18 Iteration 31Q (350.210431 sec): 7 clusters Score: Raw -537860.347060 + Penalty 14590.445843 = -523269.901217 nChanged 6 Iteration 32Q (350.546457 sec): 7 clusters Score: Raw -537862.936852 + Penalty 14590.445843 = -523272.491009 nChanged 6 Iteration 33Q (350.861420 sec): 7 clusters Score: Raw -537865.030166 + Penalty 14590.445843 = -523274.584323 nChanged 3 Iteration 34Q (351.211336 sec): 7 clusters Score: Raw -537866.297530 + Penalty 14590.445843 = -523275.851688 nChanged 4 Iteration 35Q (351.549823 sec): 7 clusters Score: Raw -537867.530552 + Penalty 14590.445843 = -523277.084709 nChanged 1 Iteration 36Q (351.892984 sec): 7 clusters Score: Raw -537868.053885 + Penalty 14590.445843 = -523277.608043 nChanged 2 Iteration 37Q (352.213842 sec): 7 clusters Score: Raw -537868.804582 + Penalty 14590.445843 = -523278.358740 nChanged 1 Iteration 38Q (352.532844 sec): 7 clusters Score: Raw -537869.539018 + Penalty 14590.445843 = -523279.093175 nChanged 1 Iteration 39Q (352.849983 sec): 7 clusters Score: Raw -537869.785615 + Penalty 14590.445843 = -523279.339773 nChanged 0 Iteration 40F (353.193143 sec): 7 clusters Score: Raw -537869.785615 + Penalty 14590.445843 = -523279.339773 nChanged 0 Writing temp clu file Because OldScore, -523279.339773, is greater than current (better) Score,-523279.339773 Compute initial score before splitting: Score: Raw -537869.785615 + Penalty 14590.445843 = -523279.339773 Trying to split cluster 1 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.268067 sec): 2 clusters Score: Raw -19658.399102 + Penalty 1564.708471 = -18093.690632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.363093 sec): 3 clusters Score: Raw -19782.957550 + Penalty 3129.416942 = -16653.540609 nChanged 53 SP:Iteration 1F (353.459935 sec): 3 clusters Score: Raw -19932.938384 + Penalty 3129.416942 = -16803.521443 nChanged 12 SP:Iteration 2Q (353.548306 sec): 3 clusters Score: Raw -19968.734798 + Penalty 3129.416942 = -16839.317857 nChanged 1 SP:Iteration 3Q (353.633436 sec): 3 clusters Score: Raw -19973.795543 + Penalty 3129.416942 = -16844.378602 nChanged 1 SP:Iteration 4Q (353.721536 sec): 3 clusters Score: Raw -19975.970099 + Penalty 3129.416942 = -16846.553157 nChanged 0 SP:Iteration 5F (353.816224 sec): 3 clusters Score: Raw -19975.970099 + Penalty 3129.416942 = -16846.553157 nChanged 0 Trying to split cluster 3 (4498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.896028 sec): 2 clusters Score: Raw -270460.098365 + Penalty 2220.606467 = -268239.491898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.006982 sec): 3 clusters Score: Raw -268381.199125 + Penalty 4441.212934 = -263939.986191 nChanged 1725 SP:Iteration 1F (354.104917 sec): 3 clusters Score: Raw -269514.388137 + Penalty 4441.212934 = -265073.175203 nChanged 388 SP:Iteration 2F (354.230332 sec): 3 clusters Score: Raw -269854.069705 + Penalty 4441.212934 = -265412.856771 nChanged 293 SP:Iteration 3F (354.344405 sec): 3 clusters Score: Raw -270108.355828 + Penalty 4441.212934 = -265667.142894 nChanged 242 SP:Iteration 4F (354.466767 sec): 3 clusters Score: Raw -270317.630009 + Penalty 4441.212934 = -265876.417075 nChanged 216 SP:Iteration 5Q (354.580148 sec): 3 clusters Score: Raw -270491.093189 + Penalty 4441.212934 = -266049.880255 nChanged 181 SP:Iteration 6Q (354.673626 sec): 3 clusters Score: Raw -270620.545466 + Penalty 4441.212934 = -266179.332532 nChanged 151 SP:Iteration 7Q (354.788075 sec): 3 clusters Score: Raw -270727.004737 + Penalty 4441.212934 = -266285.791803 nChanged 135 SP:Iteration 8Q (354.907205 sec): 3 clusters Score: Raw -270811.842753 + Penalty 4441.212934 = -266370.629819 nChanged 101 SP:Iteration 9Q (355.018543 sec): 3 clusters Score: Raw -270872.479525 + Penalty 4441.212934 = -266431.266591 nChanged 80 SP:Iteration 10Q (355.134146 sec): 3 clusters Score: Raw -270916.842161 + Penalty 4441.212934 = -266475.629227 nChanged 68 SP:Iteration 11Q (355.244553 sec): 3 clusters Score: Raw -270953.985762 + Penalty 4441.212934 = -266512.772828 nChanged 62 SP:Iteration 12Q (355.356298 sec): 3 clusters Score: Raw -270986.133416 + Penalty 4441.212934 = -266544.920482 nChanged 50 SP:Iteration 13Q (355.483089 sec): 3 clusters Score: Raw -271009.597737 + Penalty 4441.212934 = -266568.384803 nChanged 34 SP:Iteration 14Q (355.587259 sec): 3 clusters Score: Raw -271025.123469 + Penalty 4441.212934 = -266583.910535 nChanged 33 SP:Iteration 15Q (355.712392 sec): 3 clusters Score: Raw -271039.995888 + Penalty 4441.212934 = -266598.782954 nChanged 31 SP:Iteration 16Q (355.821418 sec): 3 clusters Score: Raw -271052.541202 + Penalty 4441.212934 = -266611.328268 nChanged 22 SP:Iteration 17Q (355.921016 sec): 3 clusters Score: Raw -271060.186583 + Penalty 4441.212934 = -266618.973649 nChanged 16 SP:Iteration 18Q (356.027285 sec): 3 clusters Score: Raw -271068.723463 + Penalty 4441.212934 = -266627.510529 nChanged 17 SP:Iteration 19Q (356.132160 sec): 3 clusters Score: Raw -271074.795309 + Penalty 4441.212934 = -266633.582375 nChanged 14 SP:Iteration 20F (356.234370 sec): 3 clusters Score: Raw -271081.367469 + Penalty 4441.212934 = -266640.154535 nChanged 24 SP:Iteration 21Q (356.349616 sec): 3 clusters Score: Raw -271088.652225 + Penalty 4441.212934 = -266647.439291 nChanged 12 SP:Iteration 22Q (356.452977 sec): 3 clusters Score: Raw -271092.198498 + Penalty 4441.212934 = -266650.985564 nChanged 7 SP:Iteration 23Q (356.545687 sec): 3 clusters Score: Raw -271094.857910 + Penalty 4441.212934 = -266653.644976 nChanged 6 SP:Iteration 24Q (356.677670 sec): 3 clusters Score: Raw -271097.203883 + Penalty 4441.212934 = -266655.990949 nChanged 7 SP:Iteration 25Q (356.796766 sec): 3 clusters Score: Raw -271099.068031 + Penalty 4441.212934 = -266657.855097 nChanged 6 SP:Iteration 26Q (356.896223 sec): 3 clusters Score: Raw -271101.452106 + Penalty 4441.212934 = -266660.239172 nChanged 5 SP:Iteration 27Q (357.001273 sec): 3 clusters Score: Raw -271102.904535 + Penalty 4441.212934 = -266661.691601 nChanged 1 SP:Iteration 28Q (357.108387 sec): 3 clusters Score: Raw -271103.439114 + Penalty 4441.212934 = -266662.226180 nChanged 4 SP:Iteration 29Q (357.223490 sec): 3 clusters Score: Raw -271105.085371 + Penalty 4441.212934 = -266663.872437 nChanged 1 SP:Iteration 30Q (357.337963 sec): 3 clusters Score: Raw -271105.388069 + Penalty 4441.212934 = -266664.175135 nChanged 1 SP:Iteration 31Q (357.425874 sec): 3 clusters Score: Raw -271105.698639 + Penalty 4441.212934 = -266664.485705 nChanged 1 SP:Iteration 32Q (357.530825 sec): 3 clusters Score: Raw -271105.984253 + Penalty 4441.212934 = -266664.771319 nChanged 0 SP:Iteration 33F (357.639782 sec): 3 clusters Score: Raw -271105.984253 + Penalty 4441.212934 = -266664.771319 nChanged 0 Trying to split cluster 4 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.716104 sec): 2 clusters Score: Raw -87974.333505 + Penalty 1941.382695 = -86032.950810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.830010 sec): 3 clusters Score: Raw -87440.354003 + Penalty 3882.765390 = -83557.588613 nChanged 469 SP:Iteration 1F (357.923855 sec): 3 clusters Score: Raw -87887.186434 + Penalty 3882.765390 = -84004.421043 nChanged 128 SP:Iteration 2F (358.036922 sec): 3 clusters Score: Raw -88077.848790 + Penalty 3882.765390 = -84195.083399 nChanged 81 SP:Iteration 3F (358.146489 sec): 3 clusters Score: Raw -88187.217827 + Penalty 3882.765390 = -84304.452437 nChanged 66 SP:Iteration 4Q (358.227495 sec): 3 clusters Score: Raw -88282.574856 + Penalty 3882.765390 = -84399.809466 nChanged 61 SP:Iteration 5Q (358.344404 sec): 3 clusters Score: Raw -88376.125798 + Penalty 3882.765390 = -84493.360408 nChanged 69 SP:Iteration 6Q (358.455923 sec): 3 clusters Score: Raw -88475.528829 + Penalty 3882.765390 = -84592.763439 nChanged 57 SP:Iteration 7Q (358.549886 sec): 3 clusters Score: Raw -88580.578389 + Penalty 3882.765390 = -84697.812999 nChanged 58 SP:Iteration 8Q (358.654110 sec): 3 clusters Score: Raw -88652.144790 + Penalty 3882.765390 = -84769.379400 nChanged 42 SP:Iteration 9Q (358.756735 sec): 3 clusters Score: Raw -88703.160258 + Penalty 3882.765390 = -84820.394867 nChanged 27 SP:Iteration 10Q (358.860225 sec): 3 clusters Score: Raw -88733.429405 + Penalty 3882.765390 = -84850.664014 nChanged 19 SP:Iteration 11Q (358.961233 sec): 3 clusters Score: Raw -88756.294790 + Penalty 3882.765390 = -84873.529399 nChanged 15 SP:Iteration 12Q (359.090424 sec): 3 clusters Score: Raw -88773.256788 + Penalty 3882.765390 = -84890.491397 nChanged 6 SP:Iteration 13Q (359.169066 sec): 3 clusters Score: Raw -88778.242620 + Penalty 3882.765390 = -84895.477230 nChanged 1 SP:Iteration 14Q (359.281785 sec): 3 clusters Score: Raw -88779.376807 + Penalty 3882.765390 = -84896.611416 nChanged 0 SP:Iteration 15F (359.365505 sec): 3 clusters Score: Raw -88779.376807 + Penalty 3882.765390 = -84896.611416 nChanged 0 Trying to split cluster 5 (2120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.433521 sec): 2 clusters Score: Raw -113711.641574 + Penalty 2022.021241 = -111689.620333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.529377 sec): 3 clusters Score: Raw -112928.904431 + Penalty 4044.042482 = -108884.861948 nChanged 678 SP:Iteration 1F (359.647564 sec): 3 clusters Score: Raw -113445.849638 + Penalty 4044.042482 = -109401.807156 nChanged 166 SP:Iteration 2F (359.747666 sec): 3 clusters Score: Raw -113604.700621 + Penalty 4044.042482 = -109560.658139 nChanged 108 SP:Iteration 3F (359.832875 sec): 3 clusters Score: Raw -113708.170576 + Penalty 4044.042482 = -109664.128093 nChanged 80 SP:Iteration 4Q (359.957794 sec): 3 clusters Score: Raw -113779.128829 + Penalty 4044.042482 = -109735.086347 nChanged 74 SP:Iteration 5Q (360.072822 sec): 3 clusters Score: Raw -113851.422574 + Penalty 4044.042482 = -109807.380092 nChanged 54 SP:Iteration 6Q (360.164160 sec): 3 clusters Score: Raw -113914.911468 + Penalty 4044.042482 = -109870.868986 nChanged 55 SP:Iteration 7Q (360.277190 sec): 3 clusters Score: Raw -113968.364504 + Penalty 4044.042482 = -109924.322021 nChanged 46 SP:Iteration 8Q (360.390256 sec): 3 clusters Score: Raw -114025.364438 + Penalty 4044.042482 = -109981.321956 nChanged 44 SP:Iteration 9Q (360.468952 sec): 3 clusters Score: Raw -114078.961059 + Penalty 4044.042482 = -110034.918577 nChanged 47 SP:Iteration 10Q (360.581642 sec): 3 clusters Score: Raw -114133.098706 + Penalty 4044.042482 = -110089.056224 nChanged 47 SP:Iteration 11Q (360.681921 sec): 3 clusters Score: Raw -114185.816099 + Penalty 4044.042482 = -110141.773617 nChanged 52 SP:Iteration 12Q (360.765770 sec): 3 clusters Score: Raw -114239.416864 + Penalty 4044.042482 = -110195.374382 nChanged 46 SP:Iteration 13Q (360.891908 sec): 3 clusters Score: Raw -114292.393080 + Penalty 4044.042482 = -110248.350598 nChanged 48 SP:Iteration 14Q (360.986431 sec): 3 clusters Score: Raw -114339.047906 + Penalty 4044.042482 = -110295.005424 nChanged 38 SP:Iteration 15Q (361.092058 sec): 3 clusters Score: Raw -114377.860885 + Penalty 4044.042482 = -110333.818403 nChanged 33 SP:Iteration 16Q (361.199091 sec): 3 clusters Score: Raw -114408.547196 + Penalty 4044.042482 = -110364.504714 nChanged 22 SP:Iteration 17Q (361.304677 sec): 3 clusters Score: Raw -114428.839099 + Penalty 4044.042482 = -110384.796617 nChanged 28 SP:Iteration 18Q (361.419310 sec): 3 clusters Score: Raw -114451.710933 + Penalty 4044.042482 = -110407.668451 nChanged 15 SP:Iteration 19Q (361.531504 sec): 3 clusters Score: Raw -114469.404212 + Penalty 4044.042482 = -110425.361730 nChanged 13 SP:Iteration 20F (361.652088 sec): 3 clusters Score: Raw -114480.320529 + Penalty 4044.042482 = -110436.278046 nChanged 8 SP:Iteration 21Q (361.737303 sec): 3 clusters Score: Raw -114488.452323 + Penalty 4044.042482 = -110444.409841 nChanged 11 SP:Iteration 22Q (361.837404 sec): 3 clusters Score: Raw -114501.177876 + Penalty 4044.042482 = -110457.135394 nChanged 16 SP:Iteration 23Q (361.951547 sec): 3 clusters Score: Raw -114520.388014 + Penalty 4044.042482 = -110476.345532 nChanged 19 SP:Iteration 24Q (362.037719 sec): 3 clusters Score: Raw -114538.611137 + Penalty 4044.042482 = -110494.568655 nChanged 15 SP:Iteration 25Q (362.153306 sec): 3 clusters Score: Raw -114552.451281 + Penalty 4044.042482 = -110508.408799 nChanged 14 SP:Iteration 26Q (362.244465 sec): 3 clusters Score: Raw -114566.419885 + Penalty 4044.042482 = -110522.377403 nChanged 11 SP:Iteration 27Q (362.345024 sec): 3 clusters Score: Raw -114575.308732 + Penalty 4044.042482 = -110531.266249 nChanged 7 SP:Iteration 28Q (362.453234 sec): 3 clusters Score: Raw -114579.308534 + Penalty 4044.042482 = -110535.266052 nChanged 3 SP:Iteration 29Q (362.563398 sec): 3 clusters Score: Raw -114581.652600 + Penalty 4044.042482 = -110537.610118 nChanged 4 SP:Iteration 30Q (362.673454 sec): 3 clusters Score: Raw -114584.728425 + Penalty 4044.042482 = -110540.685943 nChanged 6 SP:Iteration 31Q (362.784924 sec): 3 clusters Score: Raw -114590.221102 + Penalty 4044.042482 = -110546.178620 nChanged 2 SP:Iteration 32Q (362.895542 sec): 3 clusters Score: Raw -114592.472901 + Penalty 4044.042482 = -110548.430419 nChanged 1 SP:Iteration 33Q (363.006098 sec): 3 clusters Score: Raw -114593.852349 + Penalty 4044.042482 = -110549.809867 nChanged 1 SP:Iteration 34Q (363.094499 sec): 3 clusters Score: Raw -114594.618541 + Penalty 4044.042482 = -110550.576059 nChanged 2 SP:Iteration 35Q (363.222030 sec): 3 clusters Score: Raw -114595.753707 + Penalty 4044.042482 = -110551.711225 nChanged 2 SP:Iteration 36Q (363.289444 sec): 3 clusters Score: Raw -114597.505673 + Penalty 4044.042482 = -110553.463191 nChanged 1 SP:Iteration 37Q (363.408784 sec): 3 clusters Score: Raw -114597.733528 + Penalty 4044.042482 = -110553.691046 nChanged 1 SP:Iteration 38Q (363.488397 sec): 3 clusters Score: Raw -114598.062825 + Penalty 4044.042482 = -110554.020343 nChanged 0 SP:Iteration 39F (363.617085 sec): 3 clusters Score: Raw -114598.062825 + Penalty 4044.042482 = -110554.020343 nChanged 0 Trying to split cluster 6 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.675218 sec): 2 clusters Score: Raw -22859.053523 + Penalty 1638.003249 = -21221.050273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.752387 sec): 3 clusters Score: Raw -22976.838426 + Penalty 3276.006499 = -19700.831927 nChanged 108 SP:Iteration 1F (363.870403 sec): 3 clusters Score: Raw -23259.891208 + Penalty 3276.006499 = -19983.884710 nChanged 32 SP:Iteration 2F (363.965064 sec): 3 clusters Score: Raw -23379.109604 + Penalty 3276.006499 = -20103.103105 nChanged 19 SP:Iteration 3Q (364.071530 sec): 3 clusters Score: Raw -23449.101078 + Penalty 3276.006499 = -20173.094579 nChanged 12 SP:Iteration 4Q (364.165232 sec): 3 clusters Score: Raw -23516.002472 + Penalty 3276.006499 = -20239.995973 nChanged 9 SP:Iteration 5Q (364.257335 sec): 3 clusters Score: Raw -23541.383494 + Penalty 3276.006499 = -20265.376995 nChanged 3 SP:Iteration 6Q (364.368791 sec): 3 clusters Score: Raw -23553.111285 + Penalty 3276.006499 = -20277.104787 nChanged 1 SP:Iteration 7Q (364.473382 sec): 3 clusters Score: Raw -23556.130257 + Penalty 3276.006499 = -20280.123759 nChanged 1 SP:Iteration 8Q (364.569914 sec): 3 clusters Score: Raw -23558.748537 + Penalty 3276.006499 = -20282.742039 nChanged 0 SP:Iteration 9F (364.677275 sec): 3 clusters Score: Raw -23558.748537 + Penalty 3276.006499 = -20282.742039 nChanged 0 Trying to split cluster 8 (951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.715472 sec): 2 clusters Score: Raw -37998.065952 + Penalty 1810.383713 = -36187.682240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.825854 sec): 3 clusters Score: Raw -37856.685400 + Penalty 3620.767425 = -34235.917975 nChanged 248 SP:Iteration 1F (364.900416 sec): 3 clusters Score: Raw -38207.298809 + Penalty 3620.767425 = -34586.531384 nChanged 64 SP:Iteration 2F (364.987710 sec): 3 clusters Score: Raw -38313.922994 + Penalty 3620.767425 = -34693.155569 nChanged 23 SP:Iteration 3Q (365.082770 sec): 3 clusters Score: Raw -38359.764150 + Penalty 3620.767425 = -34738.996725 nChanged 31 SP:Iteration 4Q (365.182692 sec): 3 clusters Score: Raw -38414.578168 + Penalty 3620.767425 = -34793.810743 nChanged 24 SP:Iteration 5Q (365.273685 sec): 3 clusters Score: Raw -38469.858472 + Penalty 3620.767425 = -34849.091047 nChanged 15 SP:Iteration 6Q (365.398224 sec): 3 clusters Score: Raw -38485.352448 + Penalty 3620.767425 = -34864.585023 nChanged 10 SP:Iteration 7Q (365.501469 sec): 3 clusters Score: Raw -38502.104127 + Penalty 3620.767425 = -34881.336702 nChanged 6 SP:Iteration 8Q (365.584421 sec): 3 clusters Score: Raw -38508.622543 + Penalty 3620.767425 = -34887.855118 nChanged 5 SP:Iteration 9Q (365.700330 sec): 3 clusters Score: Raw -38515.258118 + Penalty 3620.767425 = -34894.490693 nChanged 3 SP:Iteration 10Q (365.784741 sec): 3 clusters Score: Raw -38517.847104 + Penalty 3620.767425 = -34897.079679 nChanged 3 SP:Iteration 11Q (365.908747 sec): 3 clusters Score: Raw -38521.668438 + Penalty 3620.767425 = -34900.901013 nChanged 1 SP:Iteration 12Q (365.985387 sec): 3 clusters Score: Raw -38522.992566 + Penalty 3620.767425 = -34902.225141 nChanged 2 SP:Iteration 13Q (366.109087 sec): 3 clusters Score: Raw -38524.801755 + Penalty 3620.767425 = -34904.034330 nChanged 2 SP:Iteration 14Q (366.215729 sec): 3 clusters Score: Raw -38528.511165 + Penalty 3620.767425 = -34907.743740 nChanged 1 SP:Iteration 15Q (366.304097 sec): 3 clusters Score: Raw -38529.752855 + Penalty 3620.767425 = -34908.985430 nChanged 1 SP:Iteration 16Q (366.372693 sec): 3 clusters Score: Raw -38530.922320 + Penalty 3620.767425 = -34910.154894 nChanged 2 SP:Iteration 17Q (366.473480 sec): 3 clusters Score: Raw -38534.849004 + Penalty 3620.767425 = -34914.081579 nChanged 0 SP:Iteration 18F (366.577179 sec): 3 clusters Score: Raw -38534.849004 + Penalty 3620.767425 = -34914.081579 nChanged 0 Time taken for this iteration:42.083182 seconds. 9->7 Clusters: Score -523279.339773, best is -525374.839153 Starting from 10 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 5 (902 points): Lose 360.149315 but Gain 2431.740974 Iteration 0F (367.105904 sec): 9 clusters Score: Raw -490666.190111 + Penalty 19453.927790 = -471212.262321 nChanged 7932 Deleting Class 2 (497 points): Lose 1331.538926 but Gain 2431.740974 Iteration 1F (367.582754 sec): 8 clusters Score: Raw -512942.672564 + Penalty 17022.186816 = -495920.485748 nChanged 3856 Deleting Class 9 (846 points): Lose 2001.764693 but Gain 2431.740974 Iteration 2F (368.037655 sec): 7 clusters Score: Raw -525616.138481 + Penalty 14590.445843 = -511025.692638 nChanged 3007 Iteration 3F (368.408458 sec): 7 clusters Score: Raw -532790.337704 + Penalty 14590.445843 = -518199.891861 nChanged 1172 Iteration 4F (368.798930 sec): 7 clusters Score: Raw -534589.480633 + Penalty 14590.445843 = -519999.034790 nChanged 661 Iteration 5F (369.155457 sec): 7 clusters Score: Raw -535494.222786 + Penalty 14590.445843 = -520903.776943 nChanged 423 Iteration 6Q (369.487685 sec): 7 clusters Score: Raw -536006.403996 + Penalty 14590.445843 = -521415.958153 nChanged 282 Iteration 7Q (369.855119 sec): 7 clusters Score: Raw -536322.710008 + Penalty 14590.445843 = -521732.264165 nChanged 198 Iteration 8Q (370.155272 sec): 7 clusters Score: Raw -536510.837242 + Penalty 14590.445843 = -521920.391399 nChanged 174 Iteration 9Q (370.497444 sec): 7 clusters Score: Raw -536640.868130 + Penalty 14590.445843 = -522050.422288 nChanged 117 Iteration 10Q (370.834032 sec): 7 clusters Score: Raw -536747.676152 + Penalty 14590.445843 = -522157.230310 nChanged 99 Iteration 11Q (371.172798 sec): 7 clusters Score: Raw -536832.880236 + Penalty 14590.445843 = -522242.434393 nChanged 105 Iteration 12Q (371.496828 sec): 7 clusters Score: Raw -536914.311361 + Penalty 14590.445843 = -522323.865518 nChanged 100 Iteration 13Q (371.838443 sec): 7 clusters Score: Raw -537001.259593 + Penalty 14590.445843 = -522410.813750 nChanged 79 Iteration 14Q (372.160581 sec): 7 clusters Score: Raw -537065.397922 + Penalty 14590.445843 = -522474.952079 nChanged 77 Iteration 15Q (372.508313 sec): 7 clusters Score: Raw -537124.828867 + Penalty 14590.445843 = -522534.383025 nChanged 69 Iteration 16Q (372.843547 sec): 7 clusters Score: Raw -537179.266480 + Penalty 14590.445843 = -522588.820637 nChanged 67 Iteration 17Q (373.208360 sec): 7 clusters Score: Raw -537225.806584 + Penalty 14590.445843 = -522635.360741 nChanged 61 Iteration 18Q (373.553298 sec): 7 clusters Score: Raw -537269.202679 + Penalty 14590.445843 = -522678.756836 nChanged 57 Iteration 19Q (373.877812 sec): 7 clusters Score: Raw -537308.618626 + Penalty 14590.445843 = -522718.172783 nChanged 44 Writing temp clu file Because OldScore, -522678.756836, is greater than current (better) Score,-522718.172783 Compute initial score before splitting: Score: Raw -537308.618626 + Penalty 14590.445843 = -522718.172783 Trying to split cluster 1 (4375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.970973 sec): 2 clusters Score: Raw -265837.062008 + Penalty 2213.286715 = -263623.775293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.059272 sec): 3 clusters Score: Raw -263826.092621 + Penalty 4426.573430 = -259399.519191 nChanged 1626 SP:Iteration 1F (374.168476 sec): 3 clusters Score: Raw -264910.794459 + Penalty 4426.573430 = -260484.221029 nChanged 383 SP:Iteration 2F (374.287162 sec): 3 clusters Score: Raw -265230.417630 + Penalty 4426.573430 = -260803.844201 nChanged 286 SP:Iteration 3F (374.372718 sec): 3 clusters Score: Raw -265459.357306 + Penalty 4426.573430 = -261032.783876 nChanged 210 SP:Iteration 4Q (374.484469 sec): 3 clusters Score: Raw -265623.221932 + Penalty 4426.573430 = -261196.648502 nChanged 170 SP:Iteration 5Q (374.567314 sec): 3 clusters Score: Raw -265741.719341 + Penalty 4426.573430 = -261315.145911 nChanged 136 SP:Iteration 6Q (374.679618 sec): 3 clusters Score: Raw -265846.389743 + Penalty 4426.573430 = -261419.816313 nChanged 126 SP:Iteration 7Q (374.788788 sec): 3 clusters Score: Raw -265955.692878 + Penalty 4426.573430 = -261529.119449 nChanged 131 SP:Iteration 8Q (374.920459 sec): 3 clusters Score: Raw -266083.931645 + Penalty 4426.573430 = -261657.358215 nChanged 151 SP:Iteration 9Q (375.032036 sec): 3 clusters Score: Raw -266208.729361 + Penalty 4426.573430 = -261782.155932 nChanged 140 SP:Iteration 10Q (375.123490 sec): 3 clusters Score: Raw -266338.975205 + Penalty 4426.573430 = -261912.401776 nChanged 153 SP:Iteration 11Q (375.261518 sec): 3 clusters Score: Raw -266465.784976 + Penalty 4426.573430 = -262039.211547 nChanged 144 SP:Iteration 12Q (375.341965 sec): 3 clusters Score: Raw -266577.840581 + Penalty 4426.573430 = -262151.267151 nChanged 110 SP:Iteration 13Q (375.466419 sec): 3 clusters Score: Raw -266644.440957 + Penalty 4426.573430 = -262217.867527 nChanged 82 SP:Iteration 14Q (375.579645 sec): 3 clusters Score: Raw -266697.494739 + Penalty 4426.573430 = -262270.921309 nChanged 60 SP:Iteration 15Q (375.693126 sec): 3 clusters Score: Raw -266727.120746 + Penalty 4426.573430 = -262300.547316 nChanged 46 SP:Iteration 16Q (375.783214 sec): 3 clusters Score: Raw -266754.000628 + Penalty 4426.573430 = -262327.427198 nChanged 52 SP:Iteration 17Q (375.888611 sec): 3 clusters Score: Raw -266782.617113 + Penalty 4426.573430 = -262356.043683 nChanged 50 SP:Iteration 18Q (375.996357 sec): 3 clusters Score: Raw -266809.107327 + Penalty 4426.573430 = -262382.533897 nChanged 43 SP:Iteration 19Q (376.113169 sec): 3 clusters Score: Raw -266835.449728 + Penalty 4426.573430 = -262408.876298 nChanged 53 SP:Iteration 20F (376.256201 sec): 3 clusters Score: Raw -266865.809312 + Penalty 4426.573430 = -262439.235882 nChanged 52 SP:Iteration 21Q (376.370177 sec): 3 clusters Score: Raw -266894.145389 + Penalty 4426.573430 = -262467.571959 nChanged 40 SP:Iteration 22Q (376.467235 sec): 3 clusters Score: Raw -266910.523734 + Penalty 4426.573430 = -262483.950305 nChanged 24 SP:Iteration 23Q (376.580597 sec): 3 clusters Score: Raw -266919.941205 + Penalty 4426.573430 = -262493.367775 nChanged 24 SP:Iteration 24Q (376.684288 sec): 3 clusters Score: Raw -266931.793267 + Penalty 4426.573430 = -262505.219837 nChanged 21 SP:Iteration 25Q (376.810402 sec): 3 clusters Score: Raw -266941.270545 + Penalty 4426.573430 = -262514.697115 nChanged 22 SP:Iteration 26Q (376.922641 sec): 3 clusters Score: Raw -266950.457078 + Penalty 4426.573430 = -262523.883648 nChanged 13 SP:Iteration 27Q (377.024804 sec): 3 clusters Score: Raw -266955.582915 + Penalty 4426.573430 = -262529.009486 nChanged 10 SP:Iteration 28Q (377.138446 sec): 3 clusters Score: Raw -266959.190784 + Penalty 4426.573430 = -262532.617354 nChanged 5 SP:Iteration 29Q (377.240003 sec): 3 clusters Score: Raw -266961.105479 + Penalty 4426.573430 = -262534.532049 nChanged 3 SP:Iteration 30Q (377.356313 sec): 3 clusters Score: Raw -266962.044447 + Penalty 4426.573430 = -262535.471017 nChanged 2 SP:Iteration 31Q (377.456426 sec): 3 clusters Score: Raw -266962.626374 + Penalty 4426.573430 = -262536.052945 nChanged 1 SP:Iteration 32Q (377.577301 sec): 3 clusters Score: Raw -266962.962353 + Penalty 4426.573430 = -262536.388923 nChanged 3 SP:Iteration 33Q (377.669863 sec): 3 clusters Score: Raw -266963.590628 + Penalty 4426.573430 = -262537.017199 nChanged 3 SP:Iteration 34Q (377.777479 sec): 3 clusters Score: Raw -266964.338428 + Penalty 4426.573430 = -262537.764999 nChanged 1 SP:Iteration 35Q (377.887713 sec): 3 clusters Score: Raw -266965.141799 + Penalty 4426.573430 = -262538.568369 nChanged 2 SP:Iteration 36Q (377.991200 sec): 3 clusters Score: Raw -266965.855023 + Penalty 4426.573430 = -262539.281594 nChanged 0 SP:Iteration 37F (378.115802 sec): 3 clusters Score: Raw -266965.855023 + Penalty 4426.573430 = -262539.281594 nChanged 0 Trying to split cluster 3 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.184820 sec): 2 clusters Score: Raw -27819.155139 + Penalty 1704.587189 = -26114.567950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.264226 sec): 3 clusters Score: Raw -27802.813248 + Penalty 3409.174378 = -24393.638869 nChanged 135 SP:Iteration 1F (378.395315 sec): 3 clusters Score: Raw -28024.230198 + Penalty 3409.174378 = -24615.055820 nChanged 43 SP:Iteration 2F (378.460845 sec): 3 clusters Score: Raw -28114.122382 + Penalty 3409.174378 = -24704.948003 nChanged 20 SP:Iteration 3Q (378.577370 sec): 3 clusters Score: Raw -28163.581706 + Penalty 3409.174378 = -24754.407328 nChanged 19 SP:Iteration 4Q (378.696194 sec): 3 clusters Score: Raw -28226.815345 + Penalty 3409.174378 = -24817.640967 nChanged 18 SP:Iteration 5Q (378.776190 sec): 3 clusters Score: Raw -28302.157885 + Penalty 3409.174378 = -24892.983506 nChanged 13 SP:Iteration 6Q (378.900312 sec): 3 clusters Score: Raw -28341.959422 + Penalty 3409.174378 = -24932.785044 nChanged 9 SP:Iteration 7Q (378.996034 sec): 3 clusters Score: Raw -28385.398710 + Penalty 3409.174378 = -24976.224331 nChanged 5 SP:Iteration 8Q (379.065827 sec): 3 clusters Score: Raw -28415.105419 + Penalty 3409.174378 = -25005.931041 nChanged 11 SP:Iteration 9Q (379.182061 sec): 3 clusters Score: Raw -28472.700249 + Penalty 3409.174378 = -25063.525870 nChanged 8 SP:Iteration 10Q (379.265107 sec): 3 clusters Score: Raw -28514.225205 + Penalty 3409.174378 = -25105.050827 nChanged 10 SP:Iteration 11Q (379.362325 sec): 3 clusters Score: Raw -28537.363967 + Penalty 3409.174378 = -25128.189588 nChanged 6 SP:Iteration 12Q (379.439010 sec): 3 clusters Score: Raw -28551.913717 + Penalty 3409.174378 = -25142.739339 nChanged 2 SP:Iteration 13Q (379.521587 sec): 3 clusters Score: Raw -28555.212367 + Penalty 3409.174378 = -25146.037988 nChanged 4 SP:Iteration 14Q (379.596532 sec): 3 clusters Score: Raw -28564.170057 + Penalty 3409.174378 = -25154.995679 nChanged 2 SP:Iteration 15Q (379.688773 sec): 3 clusters Score: Raw -28573.275679 + Penalty 3409.174378 = -25164.101301 nChanged 3 SP:Iteration 16Q (379.788809 sec): 3 clusters Score: Raw -28579.594158 + Penalty 3409.174378 = -25170.419780 nChanged 2 SP:Iteration 17Q (379.895794 sec): 3 clusters Score: Raw -28588.343669 + Penalty 3409.174378 = -25179.169291 nChanged 1 SP:Iteration 18Q (380.012782 sec): 3 clusters Score: Raw -28590.748584 + Penalty 3409.174378 = -25181.574206 nChanged 0 SP:Iteration 19F (380.113384 sec): 3 clusters Score: Raw -28590.748584 + Penalty 3409.174378 = -25181.574206 nChanged 0 Trying to split cluster 4 (1866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (380.155510 sec): 2 clusters Score: Raw -98366.006725 + Penalty 1988.329829 = -96377.676896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.249426 sec): 3 clusters Score: Raw -97677.606101 + Penalty 3976.659657 = -93700.946443 nChanged 585 SP:Iteration 1F (380.362166 sec): 3 clusters Score: Raw -98181.642856 + Penalty 3976.659657 = -94204.983199 nChanged 150 SP:Iteration 2F (380.455676 sec): 3 clusters Score: Raw -98332.087720 + Penalty 3976.659657 = -94355.428063 nChanged 81 SP:Iteration 3Q (380.574025 sec): 3 clusters Score: Raw -98421.602616 + Penalty 3976.659657 = -94444.942959 nChanged 55 SP:Iteration 4Q (380.674102 sec): 3 clusters Score: Raw -98473.050374 + Penalty 3976.659657 = -94496.390717 nChanged 35 SP:Iteration 5Q (380.755937 sec): 3 clusters Score: Raw -98505.127895 + Penalty 3976.659657 = -94528.468238 nChanged 28 SP:Iteration 6Q (380.881203 sec): 3 clusters Score: Raw -98529.912792 + Penalty 3976.659657 = -94553.253134 nChanged 19 SP:Iteration 7Q (380.966304 sec): 3 clusters Score: Raw -98545.185499 + Penalty 3976.659657 = -94568.525842 nChanged 18 SP:Iteration 8Q (381.053343 sec): 3 clusters Score: Raw -98566.620918 + Penalty 3976.659657 = -94589.961261 nChanged 21 SP:Iteration 9Q (381.153687 sec): 3 clusters Score: Raw -98584.922832 + Penalty 3976.659657 = -94608.263175 nChanged 15 SP:Iteration 10Q (381.258589 sec): 3 clusters Score: Raw -98600.752319 + Penalty 3976.659657 = -94624.092662 nChanged 16 SP:Iteration 11Q (381.364026 sec): 3 clusters Score: Raw -98621.918251 + Penalty 3976.659657 = -94645.258594 nChanged 19 SP:Iteration 12Q (381.458088 sec): 3 clusters Score: Raw -98641.521399 + Penalty 3976.659657 = -94664.861742 nChanged 15 SP:Iteration 13Q (381.568346 sec): 3 clusters Score: Raw -98655.882162 + Penalty 3976.659657 = -94679.222504 nChanged 21 SP:Iteration 14Q (381.658031 sec): 3 clusters Score: Raw -98677.261074 + Penalty 3976.659657 = -94700.601417 nChanged 19 SP:Iteration 15Q (381.748672 sec): 3 clusters Score: Raw -98698.944926 + Penalty 3976.659657 = -94722.285269 nChanged 22 SP:Iteration 16Q (381.865160 sec): 3 clusters Score: Raw -98721.394611 + Penalty 3976.659657 = -94744.734953 nChanged 20 SP:Iteration 17Q (381.966559 sec): 3 clusters Score: Raw -98742.756726 + Penalty 3976.659657 = -94766.097068 nChanged 20 SP:Iteration 18Q (382.069668 sec): 3 clusters Score: Raw -98763.373281 + Penalty 3976.659657 = -94786.713624 nChanged 19 SP:Iteration 19Q (382.186755 sec): 3 clusters Score: Raw -98776.071059 + Penalty 3976.659657 = -94799.411401 nChanged 9 SP:Iteration 20F (382.294401 sec): 3 clusters Score: Raw -98784.675903 + Penalty 3976.659657 = -94808.016245 nChanged 13 SP:Iteration 21Q (382.386519 sec): 3 clusters Score: Raw -98792.235045 + Penalty 3976.659657 = -94815.575387 nChanged 11 SP:Iteration 22Q (382.484591 sec): 3 clusters Score: Raw -98805.272723 + Penalty 3976.659657 = -94828.613066 nChanged 12 SP:Iteration 23Q (382.599053 sec): 3 clusters Score: Raw -98817.081792 + Penalty 3976.659657 = -94840.422134 nChanged 13 SP:Iteration 24Q (382.706410 sec): 3 clusters Score: Raw -98827.742887 + Penalty 3976.659657 = -94851.083230 nChanged 12 SP:Iteration 25Q (382.799180 sec): 3 clusters Score: Raw -98837.170771 + Penalty 3976.659657 = -94860.511114 nChanged 13 SP:Iteration 26Q (382.889681 sec): 3 clusters Score: Raw -98847.108945 + Penalty 3976.659657 = -94870.449288 nChanged 9 SP:Iteration 27Q (382.990969 sec): 3 clusters Score: Raw -98854.829946 + Penalty 3976.659657 = -94878.170288 nChanged 11 SP:Iteration 28Q (383.094542 sec): 3 clusters Score: Raw -98861.956684 + Penalty 3976.659657 = -94885.297026 nChanged 7 SP:Iteration 29Q (383.205425 sec): 3 clusters Score: Raw -98866.475897 + Penalty 3976.659657 = -94889.816240 nChanged 5 SP:Iteration 30Q (383.325144 sec): 3 clusters Score: Raw -98871.391618 + Penalty 3976.659657 = -94894.731960 nChanged 4 SP:Iteration 31Q (383.436690 sec): 3 clusters Score: Raw -98874.970202 + Penalty 3976.659657 = -94898.310544 nChanged 6 SP:Iteration 32Q (383.535901 sec): 3 clusters Score: Raw -98881.455348 + Penalty 3976.659657 = -94904.795691 nChanged 3 SP:Iteration 33Q (383.635102 sec): 3 clusters Score: Raw -98885.230114 + Penalty 3976.659657 = -94908.570457 nChanged 5 SP:Iteration 34Q (383.750228 sec): 3 clusters Score: Raw -98891.154020 + Penalty 3976.659657 = -94914.494363 nChanged 5 SP:Iteration 35Q (383.852412 sec): 3 clusters Score: Raw -98895.498303 + Penalty 3976.659657 = -94918.838645 nChanged 3 SP:Iteration 36Q (383.978581 sec): 3 clusters Score: Raw -98898.962353 + Penalty 3976.659657 = -94922.302696 nChanged 3 SP:Iteration 37Q (384.090466 sec): 3 clusters Score: Raw -98900.642629 + Penalty 3976.659657 = -94923.982971 nChanged 2 SP:Iteration 38Q (384.175055 sec): 3 clusters Score: Raw -98901.568219 + Penalty 3976.659657 = -94924.908562 nChanged 2 SP:Iteration 39Q (384.285374 sec): 3 clusters Score: Raw -98902.995620 + Penalty 3976.659657 = -94926.335962 nChanged 2 SP:Iteration 40F (384.402591 sec): 3 clusters Score: Raw -98904.624615 + Penalty 3976.659657 = -94927.964957 nChanged 1 SP:Iteration 41Q (384.498018 sec): 3 clusters Score: Raw -98905.295345 + Penalty 3976.659657 = -94928.635687 nChanged 0 SP:Iteration 42F (384.601117 sec): 3 clusters Score: Raw -98905.295345 + Penalty 3976.659657 = -94928.635687 nChanged 0 Trying to split cluster 6 (2024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.675154 sec): 2 clusters Score: Raw -111175.917017 + Penalty 2009.787392 = -109166.129625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.762697 sec): 3 clusters Score: Raw -110501.769940 + Penalty 4019.574784 = -106482.195156 nChanged 645 SP:Iteration 1F (384.906623 sec): 3 clusters Score: Raw -111032.094625 + Penalty 4019.574784 = -107012.519841 nChanged 151 SP:Iteration 2F (384.992172 sec): 3 clusters Score: Raw -111226.223224 + Penalty 4019.574784 = -107206.648440 nChanged 105 SP:Iteration 3F (385.098022 sec): 3 clusters Score: Raw -111395.176256 + Penalty 4019.574784 = -107375.601472 nChanged 95 SP:Iteration 4Q (385.205191 sec): 3 clusters Score: Raw -111524.463916 + Penalty 4019.574784 = -107504.889132 nChanged 92 SP:Iteration 5Q (385.315968 sec): 3 clusters Score: Raw -111645.152290 + Penalty 4019.574784 = -107625.577505 nChanged 91 SP:Iteration 6Q (385.413460 sec): 3 clusters Score: Raw -111759.172617 + Penalty 4019.574784 = -107739.597833 nChanged 56 SP:Iteration 7Q (385.523261 sec): 3 clusters Score: Raw -111828.446971 + Penalty 4019.574784 = -107808.872187 nChanged 50 SP:Iteration 8Q (385.647980 sec): 3 clusters Score: Raw -111879.963961 + Penalty 4019.574784 = -107860.389177 nChanged 43 SP:Iteration 9Q (385.750085 sec): 3 clusters Score: Raw -111936.253091 + Penalty 4019.574784 = -107916.678307 nChanged 37 SP:Iteration 10Q (385.871287 sec): 3 clusters Score: Raw -111973.792410 + Penalty 4019.574784 = -107954.217626 nChanged 31 SP:Iteration 11Q (385.976712 sec): 3 clusters Score: Raw -112002.440513 + Penalty 4019.574784 = -107982.865729 nChanged 19 SP:Iteration 12Q (386.081987 sec): 3 clusters Score: Raw -112018.839166 + Penalty 4019.574784 = -107999.264382 nChanged 12 SP:Iteration 13Q (386.197531 sec): 3 clusters Score: Raw -112034.982213 + Penalty 4019.574784 = -108015.407429 nChanged 9 SP:Iteration 14Q (386.288476 sec): 3 clusters Score: Raw -112045.211351 + Penalty 4019.574784 = -108025.636567 nChanged 9 SP:Iteration 15Q (386.392879 sec): 3 clusters Score: Raw -112051.943349 + Penalty 4019.574784 = -108032.368565 nChanged 5 SP:Iteration 16Q (386.494402 sec): 3 clusters Score: Raw -112055.214196 + Penalty 4019.574784 = -108035.639412 nChanged 4 SP:Iteration 17Q (386.602594 sec): 3 clusters Score: Raw -112056.910716 + Penalty 4019.574784 = -108037.335932 nChanged 2 SP:Iteration 18Q (386.703299 sec): 3 clusters Score: Raw -112058.402669 + Penalty 4019.574784 = -108038.827885 nChanged 2 SP:Iteration 19Q (386.838114 sec): 3 clusters Score: Raw -112059.800424 + Penalty 4019.574784 = -108040.225640 nChanged 1 SP:Iteration 20F (386.931728 sec): 3 clusters Score: Raw -112060.407497 + Penalty 4019.574784 = -108040.832713 nChanged 1 SP:Iteration 21Q (387.039141 sec): 3 clusters Score: Raw -112060.766620 + Penalty 4019.574784 = -108041.191836 nChanged 0 SP:Iteration 22F (387.155397 sec): 3 clusters Score: Raw -112060.766620 + Penalty 4019.574784 = -108041.191836 nChanged 0 Trying to split cluster 7 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.198444 sec): 2 clusters Score: Raw -24502.701584 + Penalty 1624.321431 = -22878.380153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.322598 sec): 3 clusters Score: Raw -24591.449014 + Penalty 3248.642863 = -21342.806151 nChanged 77 SP:Iteration 1F (387.422536 sec): 3 clusters Score: Raw -24744.095429 + Penalty 3248.642863 = -21495.452566 nChanged 12 SP:Iteration 2Q (387.527707 sec): 3 clusters Score: Raw -24788.882110 + Penalty 3248.642863 = -21540.239247 nChanged 8 SP:Iteration 3Q (387.626988 sec): 3 clusters Score: Raw -24806.072432 + Penalty 3248.642863 = -21557.429570 nChanged 4 SP:Iteration 4Q (387.734801 sec): 3 clusters Score: Raw -24815.994934 + Penalty 3248.642863 = -21567.352072 nChanged 4 SP:Iteration 5Q (387.836831 sec): 3 clusters Score: Raw -24830.849528 + Penalty 3248.642863 = -21582.206665 nChanged 0 SP:Iteration 6F (387.930085 sec): 3 clusters Score: Raw -24830.849528 + Penalty 3248.642863 = -21582.206665 nChanged 0 Trying to split cluster 8 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.965600 sec): 2 clusters Score: Raw -24593.588176 + Penalty 1701.670032 = -22891.918144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.058738 sec): 3 clusters Score: Raw -24583.894083 + Penalty 3403.340065 = -21180.554019 nChanged 136 SP:Iteration 1F (388.159615 sec): 3 clusters Score: Raw -24845.431995 + Penalty 3403.340065 = -21442.091930 nChanged 39 SP:Iteration 2F (388.276259 sec): 3 clusters Score: Raw -24968.484399 + Penalty 3403.340065 = -21565.144334 nChanged 34 SP:Iteration 3F (388.351419 sec): 3 clusters Score: Raw -25119.525387 + Penalty 3403.340065 = -21716.185322 nChanged 25 SP:Iteration 4Q (388.439616 sec): 3 clusters Score: Raw -25196.385026 + Penalty 3403.340065 = -21793.044961 nChanged 16 SP:Iteration 5Q (388.541840 sec): 3 clusters Score: Raw -25243.113001 + Penalty 3403.340065 = -21839.772936 nChanged 17 SP:Iteration 6Q (388.632610 sec): 3 clusters Score: Raw -25305.620666 + Penalty 3403.340065 = -21902.280601 nChanged 16 SP:Iteration 7Q (388.753751 sec): 3 clusters Score: Raw -25340.754505 + Penalty 3403.340065 = -21937.414441 nChanged 9 SP:Iteration 8Q (388.833111 sec): 3 clusters Score: Raw -25364.858232 + Penalty 3403.340065 = -21961.518167 nChanged 4 SP:Iteration 9Q (388.919334 sec): 3 clusters Score: Raw -25373.739553 + Penalty 3403.340065 = -21970.399488 nChanged 2 SP:Iteration 10Q (389.022059 sec): 3 clusters Score: Raw -25375.520672 + Penalty 3403.340065 = -21972.180608 nChanged 2 SP:Iteration 11Q (389.117888 sec): 3 clusters Score: Raw -25377.925936 + Penalty 3403.340065 = -21974.585871 nChanged 0 SP:Iteration 12F (389.230548 sec): 3 clusters Score: Raw -25377.925936 + Penalty 3403.340065 = -21974.585871 nChanged 0 Iteration 20F (389.590089 sec): 7 clusters Score: Raw -537423.308033 + Penalty 14590.445843 = -522832.862190 nChanged 105 Iteration 21Q (389.923003 sec): 7 clusters Score: Raw -537581.768384 + Penalty 14590.445843 = -522991.322541 nChanged 140 Iteration 22Q (390.287753 sec): 7 clusters Score: Raw -537779.294772 + Penalty 14590.445843 = -523188.848930 nChanged 136 Iteration 23Q (390.613376 sec): 7 clusters Score: Raw -538030.638824 + Penalty 14590.445843 = -523440.192981 nChanged 126 Iteration 24Q (390.941741 sec): 7 clusters Score: Raw -538247.514077 + Penalty 14590.445843 = -523657.068234 nChanged 99 Iteration 25Q (391.299499 sec): 7 clusters Score: Raw -538380.212710 + Penalty 14590.445843 = -523789.766868 nChanged 80 Iteration 26Q (391.653859 sec): 7 clusters Score: Raw -538464.990211 + Penalty 14590.445843 = -523874.544368 nChanged 64 Iteration 27Q (391.977766 sec): 7 clusters Score: Raw -538539.344901 + Penalty 14590.445843 = -523948.899058 nChanged 47 Iteration 28Q (392.297267 sec): 7 clusters Score: Raw -538613.089859 + Penalty 14590.445843 = -524022.644017 nChanged 43 Iteration 29Q (392.625960 sec): 7 clusters Score: Raw -538666.325948 + Penalty 14590.445843 = -524075.880105 nChanged 34 Iteration 30Q (392.981528 sec): 7 clusters Score: Raw -538712.060208 + Penalty 14590.445843 = -524121.614365 nChanged 28 Iteration 31Q (393.329527 sec): 7 clusters Score: Raw -538753.393038 + Penalty 14590.445843 = -524162.947195 nChanged 30 Iteration 32Q (393.639111 sec): 7 clusters Score: Raw -538819.698225 + Penalty 14590.445843 = -524229.252382 nChanged 24 Iteration 33Q (394.006943 sec): 7 clusters Score: Raw -538844.270496 + Penalty 14590.445843 = -524253.824654 nChanged 21 Iteration 34Q (394.372928 sec): 7 clusters Score: Raw -538855.520205 + Penalty 14590.445843 = -524265.074362 nChanged 20 Iteration 35Q (394.696366 sec): 7 clusters Score: Raw -538867.155173 + Penalty 14590.445843 = -524276.709331 nChanged 10 Iteration 36Q (395.048923 sec): 7 clusters Score: Raw -538871.709063 + Penalty 14590.445843 = -524281.263221 nChanged 4 Iteration 37Q (395.379806 sec): 7 clusters Score: Raw -538872.794955 + Penalty 14590.445843 = -524282.349112 nChanged 3 Iteration 38Q (395.714566 sec): 7 clusters Score: Raw -538873.760780 + Penalty 14590.445843 = -524283.314937 nChanged 2 Iteration 39Q (396.044394 sec): 7 clusters Score: Raw -538874.333216 + Penalty 14590.445843 = -524283.887374 nChanged 0 Iteration 40F (396.438808 sec): 7 clusters Score: Raw -538874.333216 + Penalty 14590.445843 = -524283.887374 nChanged 0 Compute initial score before splitting: Score: Raw -538874.333216 + Penalty 14590.445843 = -524283.887374 Trying to split cluster 1 (4194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.504772 sec): 2 clusters Score: Raw -255932.380055 + Penalty 2202.132296 = -253730.247759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (396.641097 sec): 3 clusters Score: Raw -253966.919935 + Penalty 4404.264592 = -249562.655343 nChanged 1579 SP:Iteration 1F (396.754014 sec): 3 clusters Score: Raw -255163.431909 + Penalty 4404.264592 = -250759.167317 nChanged 379 SP:Iteration 2F (396.875907 sec): 3 clusters Score: Raw -255559.942511 + Penalty 4404.264592 = -251155.677919 nChanged 296 SP:Iteration 3F (397.000980 sec): 3 clusters Score: Raw -255826.936755 + Penalty 4404.264592 = -251422.672164 nChanged 250 SP:Iteration 4F (397.118274 sec): 3 clusters Score: Raw -256057.889822 + Penalty 4404.264592 = -251653.625231 nChanged 198 SP:Iteration 5Q (397.216473 sec): 3 clusters Score: Raw -256222.427993 + Penalty 4404.264592 = -251818.163401 nChanged 153 SP:Iteration 6Q (397.331575 sec): 3 clusters Score: Raw -256331.167623 + Penalty 4404.264592 = -251926.903031 nChanged 129 SP:Iteration 7Q (397.482563 sec): 3 clusters Score: Raw -256425.287606 + Penalty 4404.264592 = -252021.023014 nChanged 104 SP:Iteration 8Q (397.582243 sec): 3 clusters Score: Raw -256501.716883 + Penalty 4404.264592 = -252097.452291 nChanged 111 SP:Iteration 9Q (397.680567 sec): 3 clusters Score: Raw -256585.916442 + Penalty 4404.264592 = -252181.651850 nChanged 94 SP:Iteration 10Q (397.784403 sec): 3 clusters Score: Raw -256653.097316 + Penalty 4404.264592 = -252248.832724 nChanged 76 SP:Iteration 11Q (397.890914 sec): 3 clusters Score: Raw -256696.984187 + Penalty 4404.264592 = -252292.719595 nChanged 56 SP:Iteration 12Q (398.006170 sec): 3 clusters Score: Raw -256725.155171 + Penalty 4404.264592 = -252320.890579 nChanged 41 SP:Iteration 13Q (398.120342 sec): 3 clusters Score: Raw -256743.862998 + Penalty 4404.264592 = -252339.598406 nChanged 34 SP:Iteration 14Q (398.243031 sec): 3 clusters Score: Raw -256760.096566 + Penalty 4404.264592 = -252355.831974 nChanged 29 SP:Iteration 15Q (398.344977 sec): 3 clusters Score: Raw -256773.332945 + Penalty 4404.264592 = -252369.068353 nChanged 22 SP:Iteration 16Q (398.460296 sec): 3 clusters Score: Raw -256782.511040 + Penalty 4404.264592 = -252378.246448 nChanged 15 SP:Iteration 17Q (398.599083 sec): 3 clusters Score: Raw -256791.468257 + Penalty 4404.264592 = -252387.203665 nChanged 15 SP:Iteration 18Q (398.711393 sec): 3 clusters Score: Raw -256798.764188 + Penalty 4404.264592 = -252394.499597 nChanged 10 SP:Iteration 19Q (398.804698 sec): 3 clusters Score: Raw -256801.673711 + Penalty 4404.264592 = -252397.409120 nChanged 7 SP:Iteration 20F (398.927084 sec): 3 clusters Score: Raw -256803.693274 + Penalty 4404.264592 = -252399.428682 nChanged 6 SP:Iteration 21Q (399.018725 sec): 3 clusters Score: Raw -256805.560098 + Penalty 4404.264592 = -252401.295507 nChanged 9 SP:Iteration 22Q (399.124485 sec): 3 clusters Score: Raw -256808.984189 + Penalty 4404.264592 = -252404.719598 nChanged 7 SP:Iteration 23Q (399.232298 sec): 3 clusters Score: Raw -256811.274735 + Penalty 4404.264592 = -252407.010143 nChanged 6 SP:Iteration 24Q (399.346086 sec): 3 clusters Score: Raw -256813.035040 + Penalty 4404.264592 = -252408.770449 nChanged 0 SP:Iteration 25F (399.465864 sec): 3 clusters Score: Raw -256813.035040 + Penalty 4404.264592 = -252408.770449 nChanged 0 Trying to split cluster 3 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.536094 sec): 2 clusters Score: Raw -20535.172285 + Penalty 1625.442452 = -18909.729833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.625449 sec): 3 clusters Score: Raw -20590.420671 + Penalty 3250.884904 = -17339.535767 nChanged 80 SP:Iteration 1F (399.712274 sec): 3 clusters Score: Raw -20757.757745 + Penalty 3250.884904 = -17506.872841 nChanged 26 SP:Iteration 2F (399.821936 sec): 3 clusters Score: Raw -20816.375435 + Penalty 3250.884904 = -17565.490530 nChanged 10 SP:Iteration 3Q (399.918793 sec): 3 clusters Score: Raw -20846.520625 + Penalty 3250.884904 = -17595.635721 nChanged 6 SP:Iteration 4Q (400.010409 sec): 3 clusters Score: Raw -20855.956975 + Penalty 3250.884904 = -17605.072071 nChanged 3 SP:Iteration 5Q (400.106011 sec): 3 clusters Score: Raw -20861.260224 + Penalty 3250.884904 = -17610.375319 nChanged 1 SP:Iteration 6Q (400.207005 sec): 3 clusters Score: Raw -20862.989435 + Penalty 3250.884904 = -17612.104531 nChanged 0 SP:Iteration 7F (400.319244 sec): 3 clusters Score: Raw -20862.989435 + Penalty 3250.884904 = -17612.104531 nChanged 0 Trying to split cluster 4 (2226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (400.378924 sec): 2 clusters Score: Raw -116272.185959 + Penalty 2034.901844 = -114237.284115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (400.485373 sec): 3 clusters Score: Raw -115454.301017 + Penalty 4069.803689 = -111384.497328 nChanged 722 SP:Iteration 1F (400.581518 sec): 3 clusters Score: Raw -116104.918089 + Penalty 4069.803689 = -112035.114400 nChanged 176 SP:Iteration 2F (400.670824 sec): 3 clusters Score: Raw -116301.268423 + Penalty 4069.803689 = -112231.464735 nChanged 113 SP:Iteration 3F (400.774760 sec): 3 clusters Score: Raw -116422.744565 + Penalty 4069.803689 = -112352.940877 nChanged 81 SP:Iteration 4Q (400.874999 sec): 3 clusters Score: Raw -116503.271052 + Penalty 4069.803689 = -112433.467363 nChanged 56 SP:Iteration 5Q (400.976587 sec): 3 clusters Score: Raw -116568.958128 + Penalty 4069.803689 = -112499.154439 nChanged 62 SP:Iteration 6Q (401.102691 sec): 3 clusters Score: Raw -116646.640697 + Penalty 4069.803689 = -112576.837008 nChanged 63 SP:Iteration 7Q (401.210255 sec): 3 clusters Score: Raw -116711.129473 + Penalty 4069.803689 = -112641.325784 nChanged 46 SP:Iteration 8Q (401.303714 sec): 3 clusters Score: Raw -116755.986609 + Penalty 4069.803689 = -112686.182920 nChanged 37 SP:Iteration 9Q (401.416188 sec): 3 clusters Score: Raw -116795.060980 + Penalty 4069.803689 = -112725.257291 nChanged 38 SP:Iteration 10Q (401.503288 sec): 3 clusters Score: Raw -116831.702454 + Penalty 4069.803689 = -112761.898766 nChanged 22 SP:Iteration 11Q (401.610752 sec): 3 clusters Score: Raw -116848.524041 + Penalty 4069.803689 = -112778.720353 nChanged 21 SP:Iteration 12Q (401.725239 sec): 3 clusters Score: Raw -116862.272557 + Penalty 4069.803689 = -112792.468868 nChanged 14 SP:Iteration 13Q (401.821422 sec): 3 clusters Score: Raw -116871.309969 + Penalty 4069.803689 = -112801.506280 nChanged 12 SP:Iteration 14Q (401.947368 sec): 3 clusters Score: Raw -116877.579054 + Penalty 4069.803689 = -112807.775366 nChanged 10 SP:Iteration 15Q (402.048378 sec): 3 clusters Score: Raw -116887.103163 + Penalty 4069.803689 = -112817.299475 nChanged 13 SP:Iteration 16Q (402.174858 sec): 3 clusters Score: Raw -116893.673926 + Penalty 4069.803689 = -112823.870238 nChanged 5 SP:Iteration 17Q (402.266734 sec): 3 clusters Score: Raw -116896.024457 + Penalty 4069.803689 = -112826.220768 nChanged 5 SP:Iteration 18Q (402.393697 sec): 3 clusters Score: Raw -116899.429016 + Penalty 4069.803689 = -112829.625327 nChanged 6 SP:Iteration 19Q (402.511067 sec): 3 clusters Score: Raw -116903.705868 + Penalty 4069.803689 = -112833.902179 nChanged 8 SP:Iteration 20F (402.613513 sec): 3 clusters Score: Raw -116909.353016 + Penalty 4069.803689 = -112839.549327 nChanged 10 SP:Iteration 21Q (402.734400 sec): 3 clusters Score: Raw -116916.910219 + Penalty 4069.803689 = -112847.106531 nChanged 9 SP:Iteration 22Q (402.834025 sec): 3 clusters Score: Raw -116923.158247 + Penalty 4069.803689 = -112853.354558 nChanged 5 SP:Iteration 23Q (402.958386 sec): 3 clusters Score: Raw -116928.567742 + Penalty 4069.803689 = -112858.764053 nChanged 5 SP:Iteration 24Q (403.051046 sec): 3 clusters Score: Raw -116930.788076 + Penalty 4069.803689 = -112860.984387 nChanged 5 SP:Iteration 25Q (403.173420 sec): 3 clusters Score: Raw -116932.959884 + Penalty 4069.803689 = -112863.156195 nChanged 1 SP:Iteration 26Q (403.254377 sec): 3 clusters Score: Raw -116934.134644 + Penalty 4069.803689 = -112864.330955 nChanged 1 SP:Iteration 27Q (403.363287 sec): 3 clusters Score: Raw -116934.755867 + Penalty 4069.803689 = -112864.952178 nChanged 1 SP:Iteration 28Q (403.493337 sec): 3 clusters Score: Raw -116936.371273 + Penalty 4069.803689 = -112866.567584 nChanged 1 SP:Iteration 29Q (403.612308 sec): 3 clusters Score: Raw -116937.294903 + Penalty 4069.803689 = -112867.491214 nChanged 1 SP:Iteration 30Q (403.722112 sec): 3 clusters Score: Raw -116937.507227 + Penalty 4069.803689 = -112867.703538 nChanged 0 SP:Iteration 31F (403.823207 sec): 3 clusters Score: Raw -116937.507227 + Penalty 4069.803689 = -112867.703538 nChanged 0 Trying to split cluster 6 (2004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.858428 sec): 2 clusters Score: Raw -111105.867378 + Penalty 2007.165722 = -109098.701656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.983290 sec): 3 clusters Score: Raw -110382.378444 + Penalty 4014.331444 = -106368.047000 nChanged 613 SP:Iteration 1F (404.080046 sec): 3 clusters Score: Raw -110893.972580 + Penalty 4014.331444 = -106879.641136 nChanged 181 SP:Iteration 2F (404.176635 sec): 3 clusters Score: Raw -111113.409427 + Penalty 4014.331444 = -107099.077983 nChanged 113 SP:Iteration 3F (404.298243 sec): 3 clusters Score: Raw -111237.600594 + Penalty 4014.331444 = -107223.269150 nChanged 84 SP:Iteration 4Q (404.399848 sec): 3 clusters Score: Raw -111342.352430 + Penalty 4014.331444 = -107328.020986 nChanged 78 SP:Iteration 5Q (404.494783 sec): 3 clusters Score: Raw -111421.662098 + Penalty 4014.331444 = -107407.330653 nChanged 51 SP:Iteration 6Q (404.598101 sec): 3 clusters Score: Raw -111488.062589 + Penalty 4014.331444 = -107473.731145 nChanged 53 SP:Iteration 7Q (404.685694 sec): 3 clusters Score: Raw -111555.148391 + Penalty 4014.331444 = -107540.816947 nChanged 54 SP:Iteration 8Q (404.795130 sec): 3 clusters Score: Raw -111639.625618 + Penalty 4014.331444 = -107625.294174 nChanged 57 SP:Iteration 9Q (404.896484 sec): 3 clusters Score: Raw -111709.195347 + Penalty 4014.331444 = -107694.863903 nChanged 48 SP:Iteration 10Q (405.010862 sec): 3 clusters Score: Raw -111782.171111 + Penalty 4014.331444 = -107767.839667 nChanged 49 SP:Iteration 11Q (405.115252 sec): 3 clusters Score: Raw -111825.861404 + Penalty 4014.331444 = -107811.529960 nChanged 27 SP:Iteration 12Q (405.212903 sec): 3 clusters Score: Raw -111852.216964 + Penalty 4014.331444 = -107837.885520 nChanged 27 SP:Iteration 13Q (405.337235 sec): 3 clusters Score: Raw -111875.753000 + Penalty 4014.331444 = -107861.421556 nChanged 20 SP:Iteration 14Q (405.434800 sec): 3 clusters Score: Raw -111893.563554 + Penalty 4014.331444 = -107879.232110 nChanged 12 SP:Iteration 15Q (405.541485 sec): 3 clusters Score: Raw -111909.401264 + Penalty 4014.331444 = -107895.069820 nChanged 11 SP:Iteration 16Q (405.621175 sec): 3 clusters Score: Raw -111917.280864 + Penalty 4014.331444 = -107902.949420 nChanged 9 SP:Iteration 17Q (405.718842 sec): 3 clusters Score: Raw -111924.425373 + Penalty 4014.331444 = -107910.093929 nChanged 13 SP:Iteration 18Q (405.812913 sec): 3 clusters Score: Raw -111937.579526 + Penalty 4014.331444 = -107923.248082 nChanged 17 SP:Iteration 19Q (405.924244 sec): 3 clusters Score: Raw -111949.391207 + Penalty 4014.331444 = -107935.059763 nChanged 8 SP:Iteration 20F (406.027081 sec): 3 clusters Score: Raw -111954.106491 + Penalty 4014.331444 = -107939.775047 nChanged 6 SP:Iteration 21Q (406.136093 sec): 3 clusters Score: Raw -111958.224816 + Penalty 4014.331444 = -107943.893372 nChanged 7 SP:Iteration 22Q (406.261363 sec): 3 clusters Score: Raw -111965.937716 + Penalty 4014.331444 = -107951.606272 nChanged 8 SP:Iteration 23Q (406.377503 sec): 3 clusters Score: Raw -111972.453790 + Penalty 4014.331444 = -107958.122346 nChanged 9 SP:Iteration 24Q (406.481750 sec): 3 clusters Score: Raw -111978.321628 + Penalty 4014.331444 = -107963.990184 nChanged 5 SP:Iteration 25Q (406.579447 sec): 3 clusters Score: Raw -111981.142086 + Penalty 4014.331444 = -107966.810642 nChanged 1 SP:Iteration 26Q (406.671984 sec): 3 clusters Score: Raw -111981.366345 + Penalty 4014.331444 = -107967.034900 nChanged 1 SP:Iteration 27Q (406.753801 sec): 3 clusters Score: Raw -111981.754291 + Penalty 4014.331444 = -107967.422847 nChanged 0 SP:Iteration 28F (406.872817 sec): 3 clusters Score: Raw -111981.754291 + Penalty 4014.331444 = -107967.422847 nChanged 0 Trying to split cluster 7 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.923180 sec): 2 clusters Score: Raw -28541.724467 + Penalty 1666.297990 = -26875.426477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.031687 sec): 3 clusters Score: Raw -28608.563794 + Penalty 3332.595979 = -25275.967814 nChanged 109 SP:Iteration 1F (407.121464 sec): 3 clusters Score: Raw -28813.024239 + Penalty 3332.595979 = -25480.428260 nChanged 24 SP:Iteration 2Q (407.248875 sec): 3 clusters Score: Raw -28872.718499 + Penalty 3332.595979 = -25540.122520 nChanged 14 SP:Iteration 3Q (407.325998 sec): 3 clusters Score: Raw -28911.227364 + Penalty 3332.595979 = -25578.631385 nChanged 7 SP:Iteration 4Q (407.439276 sec): 3 clusters Score: Raw -28925.707412 + Penalty 3332.595979 = -25593.111433 nChanged 2 SP:Iteration 5Q (407.524094 sec): 3 clusters Score: Raw -28927.642642 + Penalty 3332.595979 = -25595.046663 nChanged 0 SP:Iteration 6F (407.624471 sec): 3 clusters Score: Raw -28927.642642 + Penalty 3332.595979 = -25595.046663 nChanged 0 Trying to split cluster 8 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.704156 sec): 2 clusters Score: Raw -21381.920866 + Penalty 1668.682830 = -19713.238036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.807989 sec): 3 clusters Score: Raw -21418.426257 + Penalty 3337.365659 = -18081.060598 nChanged 122 SP:Iteration 1F (407.896446 sec): 3 clusters Score: Raw -21680.316779 + Penalty 3337.365659 = -18342.951119 nChanged 25 SP:Iteration 2Q (407.977127 sec): 3 clusters Score: Raw -21732.957303 + Penalty 3337.365659 = -18395.591644 nChanged 13 SP:Iteration 3Q (408.068124 sec): 3 clusters Score: Raw -21771.216792 + Penalty 3337.365659 = -18433.851132 nChanged 8 SP:Iteration 4Q (408.163322 sec): 3 clusters Score: Raw -21784.215871 + Penalty 3337.365659 = -18446.850212 nChanged 2 SP:Iteration 5Q (408.256843 sec): 3 clusters Score: Raw -21786.614901 + Penalty 3337.365659 = -18449.249241 nChanged 0 SP:Iteration 6F (408.355158 sec): 3 clusters Score: Raw -21786.614901 + Penalty 3337.365659 = -18449.249241 nChanged 0 Time taken for this iteration:41.778196 seconds. 10->7 Clusters: Score -524283.887374, best is -525374.839153 Starting from 11 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 2 (1014 points): Lose 373.833361 but Gain 2431.740974 Iteration 0F (408.954536 sec): 10 clusters Score: Raw -490299.738763 + Penalty 21885.668764 = -468414.070000 nChanged 8084 Deleting Class 6 (378 points): Lose 1263.010402 but Gain 2431.740974 Iteration 1F (409.524638 sec): 9 clusters Score: Raw -513787.127585 + Penalty 19453.927790 = -494333.199795 nChanged 3601 Deleting Class 4 (992 points): Lose 2053.300505 but Gain 2431.740974 Iteration 2F (410.030470 sec): 8 clusters Score: Raw -525536.773112 + Penalty 17022.186816 = -508514.586296 nChanged 2759 Iteration 3F (410.473805 sec): 8 clusters Score: Raw -531514.578553 + Penalty 17022.186816 = -514492.391736 nChanged 1241 Iteration 4F (410.900643 sec): 8 clusters Score: Raw -533589.012828 + Penalty 17022.186816 = -516566.826012 nChanged 940 Iteration 5F (411.322078 sec): 8 clusters Score: Raw -534947.300215 + Penalty 17022.186816 = -517925.113399 nChanged 743 Iteration 6F (411.746189 sec): 8 clusters Score: Raw -536082.721265 + Penalty 17022.186816 = -519060.534449 nChanged 610 Iteration 7F (412.177575 sec): 8 clusters Score: Raw -536911.748280 + Penalty 17022.186816 = -519889.561463 nChanged 473 Iteration 8Q (412.604913 sec): 8 clusters Score: Raw -537432.073340 + Penalty 17022.186816 = -520409.886524 nChanged 385 Iteration 9Q (413.046418 sec): 8 clusters Score: Raw -537813.994103 + Penalty 17022.186816 = -520791.807287 nChanged 319 Iteration 10Q (413.470654 sec): 8 clusters Score: Raw -538135.067132 + Penalty 17022.186816 = -521112.880315 nChanged 301 Iteration 11Q (413.887717 sec): 8 clusters Score: Raw -538423.546727 + Penalty 17022.186816 = -521401.359910 nChanged 273 Iteration 12Q (414.313959 sec): 8 clusters Score: Raw -538649.480846 + Penalty 17022.186816 = -521627.294029 nChanged 258 Iteration 13Q (414.708465 sec): 8 clusters Score: Raw -538845.661886 + Penalty 17022.186816 = -521823.475070 nChanged 216 Iteration 14Q (415.123385 sec): 8 clusters Score: Raw -539000.529031 + Penalty 17022.186816 = -521978.342214 nChanged 183 Iteration 15Q (415.530638 sec): 8 clusters Score: Raw -539130.805330 + Penalty 17022.186816 = -522108.618514 nChanged 157 Iteration 16Q (415.954286 sec): 8 clusters Score: Raw -539245.228985 + Penalty 17022.186816 = -522223.042169 nChanged 129 Iteration 17Q (416.369006 sec): 8 clusters Score: Raw -539339.659792 + Penalty 17022.186816 = -522317.472975 nChanged 122 Iteration 18Q (416.824893 sec): 8 clusters Score: Raw -539428.051740 + Penalty 17022.186816 = -522405.864924 nChanged 113 Iteration 19Q (417.212152 sec): 8 clusters Score: Raw -539510.957089 + Penalty 17022.186816 = -522488.770272 nChanged 114 Writing temp clu file Because OldScore, -522405.864924, is greater than current (better) Score,-522488.770272 Compute initial score before splitting: Score: Raw -539510.957089 + Penalty 17022.186816 = -522488.770272 Trying to split cluster 1 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (417.290559 sec): 2 clusters Score: Raw -29835.684019 + Penalty 1686.136140 = -28149.547878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (417.370479 sec): 3 clusters Score: Raw -29832.669103 + Penalty 3372.272281 = -26460.396822 nChanged 129 SP:Iteration 1F (417.465421 sec): 3 clusters Score: Raw -30069.690959 + Penalty 3372.272281 = -26697.418678 nChanged 38 SP:Iteration 2F (417.598352 sec): 3 clusters Score: Raw -30243.983628 + Penalty 3372.272281 = -26871.711348 nChanged 39 SP:Iteration 3F (417.672788 sec): 3 clusters Score: Raw -30395.046591 + Penalty 3372.272281 = -27022.774311 nChanged 35 SP:Iteration 4F (417.779667 sec): 3 clusters Score: Raw -30485.598264 + Penalty 3372.272281 = -27113.325984 nChanged 26 SP:Iteration 5Q (417.895977 sec): 3 clusters Score: Raw -30568.557924 + Penalty 3372.272281 = -27196.285644 nChanged 18 SP:Iteration 6Q (417.979075 sec): 3 clusters Score: Raw -30618.333568 + Penalty 3372.272281 = -27246.061287 nChanged 12 SP:Iteration 7Q (418.082858 sec): 3 clusters Score: Raw -30645.879394 + Penalty 3372.272281 = -27273.607113 nChanged 3 SP:Iteration 8Q (418.189121 sec): 3 clusters Score: Raw -30651.959088 + Penalty 3372.272281 = -27279.686807 nChanged 1 SP:Iteration 9Q (418.308160 sec): 3 clusters Score: Raw -30653.425137 + Penalty 3372.272281 = -27281.152856 nChanged 2 SP:Iteration 10Q (418.433314 sec): 3 clusters Score: Raw -30659.822106 + Penalty 3372.272281 = -27287.549826 nChanged 2 SP:Iteration 11Q (418.518768 sec): 3 clusters Score: Raw -30675.980838 + Penalty 3372.272281 = -27303.708557 nChanged 3 SP:Iteration 12Q (418.633050 sec): 3 clusters Score: Raw -30685.249200 + Penalty 3372.272281 = -27312.976919 nChanged 1 SP:Iteration 13Q (418.748219 sec): 3 clusters Score: Raw -30686.522930 + Penalty 3372.272281 = -27314.250649 nChanged 1 SP:Iteration 14Q (418.835510 sec): 3 clusters Score: Raw -30688.167064 + Penalty 3372.272281 = -27315.894783 nChanged 0 SP:Iteration 15F (418.952366 sec): 3 clusters Score: Raw -30688.167064 + Penalty 3372.272281 = -27315.894783 nChanged 0 Trying to split cluster 3 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.005509 sec): 2 clusters Score: Raw -32691.933357 + Penalty 1782.907611 = -30909.025747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.083559 sec): 3 clusters Score: Raw -32583.420376 + Penalty 3565.815221 = -29017.605155 nChanged 212 SP:Iteration 1F (419.185096 sec): 3 clusters Score: Raw -32911.470652 + Penalty 3565.815221 = -29345.655431 nChanged 67 SP:Iteration 2F (419.299777 sec): 3 clusters Score: Raw -33065.804982 + Penalty 3565.815221 = -29499.989761 nChanged 38 SP:Iteration 3Q (419.399644 sec): 3 clusters Score: Raw -33175.097423 + Penalty 3565.815221 = -29609.282202 nChanged 33 SP:Iteration 4Q (419.486078 sec): 3 clusters Score: Raw -33261.753487 + Penalty 3565.815221 = -29695.938266 nChanged 29 SP:Iteration 5Q (419.590768 sec): 3 clusters Score: Raw -33305.346611 + Penalty 3565.815221 = -29739.531390 nChanged 19 SP:Iteration 6Q (419.687465 sec): 3 clusters Score: Raw -33336.266758 + Penalty 3565.815221 = -29770.451537 nChanged 15 SP:Iteration 7Q (419.789032 sec): 3 clusters Score: Raw -33370.488005 + Penalty 3565.815221 = -29804.672784 nChanged 14 SP:Iteration 8Q (419.893182 sec): 3 clusters Score: Raw -33396.242395 + Penalty 3565.815221 = -29830.427174 nChanged 8 SP:Iteration 9Q (419.997773 sec): 3 clusters Score: Raw -33430.234039 + Penalty 3565.815221 = -29864.418818 nChanged 8 SP:Iteration 10Q (420.086190 sec): 3 clusters Score: Raw -33462.203331 + Penalty 3565.815221 = -29896.388110 nChanged 15 SP:Iteration 11Q (420.198448 sec): 3 clusters Score: Raw -33484.983199 + Penalty 3565.815221 = -29919.167978 nChanged 8 SP:Iteration 12Q (420.328286 sec): 3 clusters Score: Raw -33498.660146 + Penalty 3565.815221 = -29932.844925 nChanged 7 SP:Iteration 13Q (420.400704 sec): 3 clusters Score: Raw -33510.924459 + Penalty 3565.815221 = -29945.109238 nChanged 3 SP:Iteration 14Q (420.518925 sec): 3 clusters Score: Raw -33516.586402 + Penalty 3565.815221 = -29950.771181 nChanged 2 SP:Iteration 15Q (420.605963 sec): 3 clusters Score: Raw -33521.391347 + Penalty 3565.815221 = -29955.576126 nChanged 3 SP:Iteration 16Q (420.711726 sec): 3 clusters Score: Raw -33526.197770 + Penalty 3565.815221 = -29960.382549 nChanged 0 SP:Iteration 17F (420.821553 sec): 3 clusters Score: Raw -33526.197770 + Penalty 3565.815221 = -29960.382549 nChanged 0 Trying to split cluster 5 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.882951 sec): 2 clusters Score: Raw -96446.793097 + Penalty 1978.823073 = -94467.970023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.977567 sec): 3 clusters Score: Raw -95819.967736 + Penalty 3957.646146 = -91862.321590 nChanged 587 SP:Iteration 1F (421.057087 sec): 3 clusters Score: Raw -96315.620176 + Penalty 3957.646146 = -92357.974029 nChanged 168 SP:Iteration 2F (421.182049 sec): 3 clusters Score: Raw -96498.399562 + Penalty 3957.646146 = -92540.753416 nChanged 98 SP:Iteration 3F (421.266961 sec): 3 clusters Score: Raw -96609.634417 + Penalty 3957.646146 = -92651.988271 nChanged 60 SP:Iteration 4Q (421.361953 sec): 3 clusters Score: Raw -96669.395083 + Penalty 3957.646146 = -92711.748936 nChanged 36 SP:Iteration 5Q (421.462302 sec): 3 clusters Score: Raw -96713.389026 + Penalty 3957.646146 = -92755.742880 nChanged 41 SP:Iteration 6Q (421.568177 sec): 3 clusters Score: Raw -96758.781263 + Penalty 3957.646146 = -92801.135116 nChanged 34 SP:Iteration 7Q (421.689852 sec): 3 clusters Score: Raw -96792.316065 + Penalty 3957.646146 = -92834.669919 nChanged 22 SP:Iteration 8Q (421.800378 sec): 3 clusters Score: Raw -96812.573601 + Penalty 3957.646146 = -92854.927455 nChanged 19 SP:Iteration 9Q (421.908549 sec): 3 clusters Score: Raw -96831.354442 + Penalty 3957.646146 = -92873.708296 nChanged 15 SP:Iteration 10Q (422.024670 sec): 3 clusters Score: Raw -96847.946195 + Penalty 3957.646146 = -92890.300049 nChanged 12 SP:Iteration 11Q (422.126423 sec): 3 clusters Score: Raw -96859.457972 + Penalty 3957.646146 = -92901.811826 nChanged 13 SP:Iteration 12Q (422.229744 sec): 3 clusters Score: Raw -96872.280780 + Penalty 3957.646146 = -92914.634634 nChanged 13 SP:Iteration 13Q (422.325444 sec): 3 clusters Score: Raw -96882.281709 + Penalty 3957.646146 = -92924.635563 nChanged 17 SP:Iteration 14Q (422.431543 sec): 3 clusters Score: Raw -96896.048922 + Penalty 3957.646146 = -92938.402776 nChanged 15 SP:Iteration 15Q (422.540301 sec): 3 clusters Score: Raw -96912.170722 + Penalty 3957.646146 = -92954.524575 nChanged 17 SP:Iteration 16Q (422.662029 sec): 3 clusters Score: Raw -96937.285761 + Penalty 3957.646146 = -92979.639614 nChanged 24 SP:Iteration 17Q (422.738567 sec): 3 clusters Score: Raw -96969.751415 + Penalty 3957.646146 = -93012.105268 nChanged 19 SP:Iteration 18Q (422.839266 sec): 3 clusters Score: Raw -96986.550553 + Penalty 3957.646146 = -93028.904406 nChanged 17 SP:Iteration 19Q (422.956102 sec): 3 clusters Score: Raw -97000.366025 + Penalty 3957.646146 = -93042.719879 nChanged 14 SP:Iteration 20F (423.043874 sec): 3 clusters Score: Raw -97013.613746 + Penalty 3957.646146 = -93055.967600 nChanged 11 SP:Iteration 21Q (423.134347 sec): 3 clusters Score: Raw -97024.214144 + Penalty 3957.646146 = -93066.567997 nChanged 7 SP:Iteration 22Q (423.227514 sec): 3 clusters Score: Raw -97028.915153 + Penalty 3957.646146 = -93071.269006 nChanged 6 SP:Iteration 23Q (423.345801 sec): 3 clusters Score: Raw -97032.920257 + Penalty 3957.646146 = -93075.274111 nChanged 4 SP:Iteration 24Q (423.424124 sec): 3 clusters Score: Raw -97035.434148 + Penalty 3957.646146 = -93077.788001 nChanged 1 SP:Iteration 25Q (423.553817 sec): 3 clusters Score: Raw -97035.849236 + Penalty 3957.646146 = -93078.203089 nChanged 1 SP:Iteration 26Q (423.640722 sec): 3 clusters Score: Raw -97036.188033 + Penalty 3957.646146 = -93078.541887 nChanged 0 SP:Iteration 27F (423.770773 sec): 3 clusters Score: Raw -97036.188033 + Penalty 3957.646146 = -93078.541887 nChanged 0 Trying to split cluster 7 (1472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.802534 sec): 2 clusters Score: Raw -79175.848729 + Penalty 1925.715607 = -77250.133122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.907873 sec): 3 clusters Score: Raw -78771.743485 + Penalty 3851.431214 = -74920.312271 nChanged 415 SP:Iteration 1F (424.032742 sec): 3 clusters Score: Raw -79240.679806 + Penalty 3851.431214 = -75389.248592 nChanged 126 SP:Iteration 2F (424.132236 sec): 3 clusters Score: Raw -79417.791584 + Penalty 3851.431214 = -75566.360370 nChanged 87 SP:Iteration 3F (424.226247 sec): 3 clusters Score: Raw -79541.658205 + Penalty 3851.431214 = -75690.226991 nChanged 56 SP:Iteration 4Q (424.327528 sec): 3 clusters Score: Raw -79631.447337 + Penalty 3851.431214 = -75780.016123 nChanged 47 SP:Iteration 5Q (424.436803 sec): 3 clusters Score: Raw -79691.378560 + Penalty 3851.431214 = -75839.947346 nChanged 34 SP:Iteration 6Q (424.563691 sec): 3 clusters Score: Raw -79741.625980 + Penalty 3851.431214 = -75890.194766 nChanged 29 SP:Iteration 7Q (424.639916 sec): 3 clusters Score: Raw -79777.155845 + Penalty 3851.431214 = -75925.724631 nChanged 23 SP:Iteration 8Q (424.756803 sec): 3 clusters Score: Raw -79813.357487 + Penalty 3851.431214 = -75961.926273 nChanged 28 SP:Iteration 9Q (424.855321 sec): 3 clusters Score: Raw -79863.435802 + Penalty 3851.431214 = -76012.004588 nChanged 32 SP:Iteration 10Q (424.961098 sec): 3 clusters Score: Raw -79947.585119 + Penalty 3851.431214 = -76096.153905 nChanged 36 SP:Iteration 11Q (425.066504 sec): 3 clusters Score: Raw -80062.727553 + Penalty 3851.431214 = -76211.296339 nChanged 38 SP:Iteration 12Q (425.184134 sec): 3 clusters Score: Raw -80164.211120 + Penalty 3851.431214 = -76312.779906 nChanged 33 SP:Iteration 13Q (425.285425 sec): 3 clusters Score: Raw -80230.023879 + Penalty 3851.431214 = -76378.592665 nChanged 15 SP:Iteration 14Q (425.381590 sec): 3 clusters Score: Raw -80248.092571 + Penalty 3851.431214 = -76396.661357 nChanged 12 SP:Iteration 15Q (425.489910 sec): 3 clusters Score: Raw -80258.719600 + Penalty 3851.431214 = -76407.288386 nChanged 3 SP:Iteration 16Q (425.604025 sec): 3 clusters Score: Raw -80263.690923 + Penalty 3851.431214 = -76412.259709 nChanged 5 SP:Iteration 17Q (425.693990 sec): 3 clusters Score: Raw -80269.550325 + Penalty 3851.431214 = -76418.119111 nChanged 4 SP:Iteration 18Q (425.804354 sec): 3 clusters Score: Raw -80276.906659 + Penalty 3851.431214 = -76425.475445 nChanged 4 SP:Iteration 19Q (425.904247 sec): 3 clusters Score: Raw -80283.815032 + Penalty 3851.431214 = -76432.383818 nChanged 2 SP:Iteration 20F (425.991173 sec): 3 clusters Score: Raw -80287.683082 + Penalty 3851.431214 = -76436.251868 nChanged 3 SP:Iteration 21Q (426.104240 sec): 3 clusters Score: Raw -80292.558537 + Penalty 3851.431214 = -76441.127323 nChanged 3 SP:Iteration 22Q (426.192582 sec): 3 clusters Score: Raw -80296.048773 + Penalty 3851.431214 = -76444.617559 nChanged 3 SP:Iteration 23Q (426.289667 sec): 3 clusters Score: Raw -80299.093779 + Penalty 3851.431214 = -76447.662565 nChanged 2 SP:Iteration 24Q (426.407344 sec): 3 clusters Score: Raw -80300.706879 + Penalty 3851.431214 = -76449.275665 nChanged 0 SP:Iteration 25F (426.476400 sec): 3 clusters Score: Raw -80300.706879 + Penalty 3851.431214 = -76449.275665 nChanged 0 Trying to split cluster 8 (1303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.543071 sec): 2 clusters Score: Raw -72659.081215 + Penalty 1893.520088 = -70765.561127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.618669 sec): 3 clusters Score: Raw -72278.273544 + Penalty 3787.040177 = -68491.233367 nChanged 378 SP:Iteration 1F (426.710531 sec): 3 clusters Score: Raw -72628.246977 + Penalty 3787.040177 = -68841.206800 nChanged 85 SP:Iteration 2F (426.817847 sec): 3 clusters Score: Raw -72733.744766 + Penalty 3787.040177 = -68946.704589 nChanged 49 SP:Iteration 3Q (426.915742 sec): 3 clusters Score: Raw -72798.799849 + Penalty 3787.040177 = -69011.759673 nChanged 33 SP:Iteration 4Q (427.041143 sec): 3 clusters Score: Raw -72831.035594 + Penalty 3787.040177 = -69043.995417 nChanged 18 SP:Iteration 5Q (427.137300 sec): 3 clusters Score: Raw -72845.559703 + Penalty 3787.040177 = -69058.519526 nChanged 8 SP:Iteration 6Q (427.243488 sec): 3 clusters Score: Raw -72854.074989 + Penalty 3787.040177 = -69067.034813 nChanged 5 SP:Iteration 7Q (427.334016 sec): 3 clusters Score: Raw -72859.462448 + Penalty 3787.040177 = -69072.422271 nChanged 5 SP:Iteration 8Q (427.452730 sec): 3 clusters Score: Raw -72864.441082 + Penalty 3787.040177 = -69077.400905 nChanged 4 SP:Iteration 9Q (427.557701 sec): 3 clusters Score: Raw -72868.077816 + Penalty 3787.040177 = -69081.037639 nChanged 4 SP:Iteration 10Q (427.636911 sec): 3 clusters Score: Raw -72872.146040 + Penalty 3787.040177 = -69085.105863 nChanged 5 SP:Iteration 11Q (427.748606 sec): 3 clusters Score: Raw -72877.658267 + Penalty 3787.040177 = -69090.618090 nChanged 5 SP:Iteration 12Q (427.816233 sec): 3 clusters Score: Raw -72884.563544 + Penalty 3787.040177 = -69097.523367 nChanged 4 SP:Iteration 13Q (427.907860 sec): 3 clusters Score: Raw -72888.467001 + Penalty 3787.040177 = -69101.426824 nChanged 2 SP:Iteration 14Q (428.007986 sec): 3 clusters Score: Raw -72890.799730 + Penalty 3787.040177 = -69103.759553 nChanged 2 SP:Iteration 15Q (428.113276 sec): 3 clusters Score: Raw -72892.438129 + Penalty 3787.040177 = -69105.397952 nChanged 0 SP:Iteration 16F (428.208669 sec): 3 clusters Score: Raw -72892.438129 + Penalty 3787.040177 = -69105.397952 nChanged 0 Trying to split cluster 9 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.292695 sec): 2 clusters Score: Raw -90168.246473 + Penalty 1930.161653 = -88238.084820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.390629 sec): 3 clusters Score: Raw -89694.778492 + Penalty 3860.323307 = -85834.455185 nChanged 436 SP:Iteration 1F (428.468248 sec): 3 clusters Score: Raw -90073.307499 + Penalty 3860.323307 = -86212.984192 nChanged 104 SP:Iteration 2F (428.570085 sec): 3 clusters Score: Raw -90183.858714 + Penalty 3860.323307 = -86323.535407 nChanged 48 SP:Iteration 3Q (428.672862 sec): 3 clusters Score: Raw -90231.193862 + Penalty 3860.323307 = -86370.870555 nChanged 36 SP:Iteration 4Q (428.788911 sec): 3 clusters Score: Raw -90272.930680 + Penalty 3860.323307 = -86412.607373 nChanged 31 SP:Iteration 5Q (428.878010 sec): 3 clusters Score: Raw -90308.179347 + Penalty 3860.323307 = -86447.856040 nChanged 27 SP:Iteration 6Q (428.963970 sec): 3 clusters Score: Raw -90330.491161 + Penalty 3860.323307 = -86470.167854 nChanged 19 SP:Iteration 7Q (429.076259 sec): 3 clusters Score: Raw -90351.385536 + Penalty 3860.323307 = -86491.062229 nChanged 21 SP:Iteration 8Q (429.170951 sec): 3 clusters Score: Raw -90379.665129 + Penalty 3860.323307 = -86519.341822 nChanged 21 SP:Iteration 9Q (429.258032 sec): 3 clusters Score: Raw -90401.314519 + Penalty 3860.323307 = -86540.991212 nChanged 19 SP:Iteration 10Q (429.369839 sec): 3 clusters Score: Raw -90424.341665 + Penalty 3860.323307 = -86564.018358 nChanged 19 SP:Iteration 11Q (429.475330 sec): 3 clusters Score: Raw -90446.399543 + Penalty 3860.323307 = -86586.076236 nChanged 12 SP:Iteration 12Q (429.583534 sec): 3 clusters Score: Raw -90458.326712 + Penalty 3860.323307 = -86598.003405 nChanged 10 SP:Iteration 13Q (429.678368 sec): 3 clusters Score: Raw -90466.090855 + Penalty 3860.323307 = -86605.767548 nChanged 6 SP:Iteration 14Q (429.780697 sec): 3 clusters Score: Raw -90470.791578 + Penalty 3860.323307 = -86610.468271 nChanged 6 SP:Iteration 15Q (429.904134 sec): 3 clusters Score: Raw -90478.444867 + Penalty 3860.323307 = -86618.121560 nChanged 6 SP:Iteration 16Q (430.015414 sec): 3 clusters Score: Raw -90483.593140 + Penalty 3860.323307 = -86623.269833 nChanged 3 SP:Iteration 17Q (430.099984 sec): 3 clusters Score: Raw -90486.042236 + Penalty 3860.323307 = -86625.718929 nChanged 2 SP:Iteration 18Q (430.195995 sec): 3 clusters Score: Raw -90490.390157 + Penalty 3860.323307 = -86630.066850 nChanged 2 SP:Iteration 19Q (430.323756 sec): 3 clusters Score: Raw -90491.564569 + Penalty 3860.323307 = -86631.241262 nChanged 0 SP:Iteration 20F (430.425862 sec): 3 clusters Score: Raw -90491.564569 + Penalty 3860.323307 = -86631.241262 nChanged 0 Trying to split cluster 10 (2482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.475902 sec): 2 clusters Score: Raw -157258.252939 + Penalty 2063.640471 = -155194.612468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.610530 sec): 3 clusters Score: Raw -156289.684604 + Penalty 4127.280942 = -152162.403662 nChanged 838 SP:Iteration 1F (430.719186 sec): 3 clusters Score: Raw -156918.605677 + Penalty 4127.280942 = -152791.324735 nChanged 202 SP:Iteration 2F (430.838339 sec): 3 clusters Score: Raw -157102.007270 + Penalty 4127.280942 = -152974.726328 nChanged 109 SP:Iteration 3Q (430.902851 sec): 3 clusters Score: Raw -157203.505774 + Penalty 4127.280942 = -153076.224832 nChanged 75 SP:Iteration 4Q (431.015028 sec): 3 clusters Score: Raw -157263.759542 + Penalty 4127.280942 = -153136.478600 nChanged 48 SP:Iteration 5Q (431.134118 sec): 3 clusters Score: Raw -157297.539098 + Penalty 4127.280942 = -153170.258156 nChanged 30 SP:Iteration 6Q (431.239264 sec): 3 clusters Score: Raw -157312.596977 + Penalty 4127.280942 = -153185.316035 nChanged 26 SP:Iteration 7Q (431.346878 sec): 3 clusters Score: Raw -157328.188282 + Penalty 4127.280942 = -153200.907340 nChanged 13 SP:Iteration 8Q (431.483602 sec): 3 clusters Score: Raw -157335.233416 + Penalty 4127.280942 = -153207.952474 nChanged 11 SP:Iteration 9Q (431.572626 sec): 3 clusters Score: Raw -157342.196048 + Penalty 4127.280942 = -153214.915107 nChanged 14 SP:Iteration 10Q (431.678898 sec): 3 clusters Score: Raw -157350.875325 + Penalty 4127.280942 = -153223.594383 nChanged 12 SP:Iteration 11Q (431.787297 sec): 3 clusters Score: Raw -157357.332340 + Penalty 4127.280942 = -153230.051398 nChanged 10 SP:Iteration 12Q (431.896612 sec): 3 clusters Score: Raw -157363.500139 + Penalty 4127.280942 = -153236.219197 nChanged 8 SP:Iteration 13Q (432.000751 sec): 3 clusters Score: Raw -157369.899957 + Penalty 4127.280942 = -153242.619015 nChanged 9 SP:Iteration 14Q (432.129720 sec): 3 clusters Score: Raw -157376.858490 + Penalty 4127.280942 = -153249.577548 nChanged 10 SP:Iteration 15Q (432.216128 sec): 3 clusters Score: Raw -157382.426155 + Penalty 4127.280942 = -153255.145213 nChanged 8 SP:Iteration 16Q (432.336641 sec): 3 clusters Score: Raw -157386.918677 + Penalty 4127.280942 = -153259.637735 nChanged 8 SP:Iteration 17Q (432.459868 sec): 3 clusters Score: Raw -157390.879464 + Penalty 4127.280942 = -153263.598522 nChanged 7 SP:Iteration 18Q (432.609064 sec): 3 clusters Score: Raw -157395.084702 + Penalty 4127.280942 = -153267.803760 nChanged 7 SP:Iteration 19Q (432.695496 sec): 3 clusters Score: Raw -157399.534205 + Penalty 4127.280942 = -153272.253263 nChanged 9 SP:Iteration 20F (432.794423 sec): 3 clusters Score: Raw -157405.242636 + Penalty 4127.280942 = -153277.961694 nChanged 12 SP:Iteration 21Q (432.916582 sec): 3 clusters Score: Raw -157413.926540 + Penalty 4127.280942 = -153286.645598 nChanged 15 SP:Iteration 22Q (433.002662 sec): 3 clusters Score: Raw -157422.847495 + Penalty 4127.280942 = -153295.566553 nChanged 16 SP:Iteration 23Q (433.120805 sec): 3 clusters Score: Raw -157432.890931 + Penalty 4127.280942 = -153305.609989 nChanged 10 SP:Iteration 24Q (433.229015 sec): 3 clusters Score: Raw -157442.792392 + Penalty 4127.280942 = -153315.511450 nChanged 10 SP:Iteration 25Q (433.330947 sec): 3 clusters Score: Raw -157449.408702 + Penalty 4127.280942 = -153322.127761 nChanged 8 SP:Iteration 26Q (433.465242 sec): 3 clusters Score: Raw -157454.743098 + Penalty 4127.280942 = -153327.462156 nChanged 16 SP:Iteration 27Q (433.545662 sec): 3 clusters Score: Raw -157464.317665 + Penalty 4127.280942 = -153337.036723 nChanged 17 SP:Iteration 28Q (433.679916 sec): 3 clusters Score: Raw -157475.570474 + Penalty 4127.280942 = -153348.289532 nChanged 17 SP:Iteration 29Q (433.775962 sec): 3 clusters Score: Raw -157486.459722 + Penalty 4127.280942 = -153359.178780 nChanged 19 SP:Iteration 30Q (433.891144 sec): 3 clusters Score: Raw -157501.075018 + Penalty 4127.280942 = -153373.794076 nChanged 17 SP:Iteration 31Q (433.999998 sec): 3 clusters Score: Raw -157510.378584 + Penalty 4127.280942 = -153383.097642 nChanged 14 SP:Iteration 32Q (434.095838 sec): 3 clusters Score: Raw -157520.885981 + Penalty 4127.280942 = -153393.605039 nChanged 14 SP:Iteration 33Q (434.218085 sec): 3 clusters Score: Raw -157529.033744 + Penalty 4127.280942 = -153401.752802 nChanged 18 SP:Iteration 34Q (434.323785 sec): 3 clusters Score: Raw -157539.311748 + Penalty 4127.280942 = -153412.030806 nChanged 9 SP:Iteration 35Q (434.432268 sec): 3 clusters Score: Raw -157545.843575 + Penalty 4127.280942 = -153418.562633 nChanged 13 SP:Iteration 36Q (434.531081 sec): 3 clusters Score: Raw -157554.863285 + Penalty 4127.280942 = -153427.582343 nChanged 10 SP:Iteration 37Q (434.640299 sec): 3 clusters Score: Raw -157560.591753 + Penalty 4127.280942 = -153433.310811 nChanged 9 SP:Iteration 38Q (434.739777 sec): 3 clusters Score: Raw -157566.565536 + Penalty 4127.280942 = -153439.284594 nChanged 9 SP:Iteration 39Q (434.848340 sec): 3 clusters Score: Raw -157571.058725 + Penalty 4127.280942 = -153443.777783 nChanged 4 SP:Iteration 40F (434.947566 sec): 3 clusters Score: Raw -157573.162019 + Penalty 4127.280942 = -153445.881077 nChanged 3 SP:Iteration 41Q (435.058324 sec): 3 clusters Score: Raw -157575.610017 + Penalty 4127.280942 = -153448.329075 nChanged 6 SP:Iteration 42Q (435.183242 sec): 3 clusters Score: Raw -157578.787329 + Penalty 4127.280942 = -153451.506387 nChanged 4 SP:Iteration 43Q (435.269136 sec): 3 clusters Score: Raw -157581.957886 + Penalty 4127.280942 = -153454.676944 nChanged 5 SP:Iteration 44Q (435.377022 sec): 3 clusters Score: Raw -157585.233192 + Penalty 4127.280942 = -153457.952250 nChanged 3 SP:Iteration 45Q (435.473381 sec): 3 clusters Score: Raw -157586.531655 + Penalty 4127.280942 = -153459.250713 nChanged 4 SP:Iteration 46Q (435.597702 sec): 3 clusters Score: Raw -157588.376596 + Penalty 4127.280942 = -153461.095654 nChanged 2 SP:Iteration 47Q (435.684714 sec): 3 clusters Score: Raw -157589.414276 + Penalty 4127.280942 = -153462.133335 nChanged 5 SP:Iteration 48Q (435.805951 sec): 3 clusters Score: Raw -157593.084289 + Penalty 4127.280942 = -153465.803347 nChanged 3 SP:Iteration 49Q (435.903529 sec): 3 clusters Score: Raw -157594.229105 + Penalty 4127.280942 = -153466.948163 nChanged 0 SP:Iteration 50F (436.022693 sec): 3 clusters Score: Raw -157594.229105 + Penalty 4127.280942 = -153466.948163 nChanged 0 Iteration 20F (436.472706 sec): 8 clusters Score: Raw -539580.309731 + Penalty 17022.186816 = -522558.122915 nChanged 83 Iteration 21Q (436.878550 sec): 8 clusters Score: Raw -539628.792073 + Penalty 17022.186816 = -522606.605256 nChanged 74 Iteration 22Q (437.279994 sec): 8 clusters Score: Raw -539665.895196 + Penalty 17022.186816 = -522643.708379 nChanged 63 Iteration 23Q (437.680195 sec): 8 clusters Score: Raw -539698.014696 + Penalty 17022.186816 = -522675.827879 nChanged 64 Iteration 24Q (438.067429 sec): 8 clusters Score: Raw -539733.326776 + Penalty 17022.186816 = -522711.139960 nChanged 54 Iteration 25Q (438.455467 sec): 8 clusters Score: Raw -539764.658057 + Penalty 17022.186816 = -522742.471240 nChanged 54 Iteration 26Q (438.838094 sec): 8 clusters Score: Raw -539796.317569 + Penalty 17022.186816 = -522774.130753 nChanged 54 Iteration 27Q (439.246984 sec): 8 clusters Score: Raw -539828.896607 + Penalty 17022.186816 = -522806.709791 nChanged 45 Iteration 28Q (439.629953 sec): 8 clusters Score: Raw -539854.410435 + Penalty 17022.186816 = -522832.223619 nChanged 50 Iteration 29Q (440.039591 sec): 8 clusters Score: Raw -539884.395033 + Penalty 17022.186816 = -522862.208217 nChanged 52 Iteration 30Q (440.435016 sec): 8 clusters Score: Raw -539915.456233 + Penalty 17022.186816 = -522893.269417 nChanged 50 Iteration 31Q (440.811435 sec): 8 clusters Score: Raw -539942.890882 + Penalty 17022.186816 = -522920.704066 nChanged 40 Iteration 32Q (441.217064 sec): 8 clusters Score: Raw -539961.540375 + Penalty 17022.186816 = -522939.353558 nChanged 21 Iteration 33Q (441.612651 sec): 8 clusters Score: Raw -539970.865375 + Penalty 17022.186816 = -522948.678558 nChanged 24 Iteration 34Q (442.000196 sec): 8 clusters Score: Raw -539984.565623 + Penalty 17022.186816 = -522962.378806 nChanged 11 Iteration 35Q (442.376585 sec): 8 clusters Score: Raw -539989.517759 + Penalty 17022.186816 = -522967.330943 nChanged 13 Iteration 36Q (442.789079 sec): 8 clusters Score: Raw -539997.658952 + Penalty 17022.186816 = -522975.472136 nChanged 8 Iteration 37Q (443.188513 sec): 8 clusters Score: Raw -540003.726125 + Penalty 17022.186816 = -522981.539309 nChanged 7 Iteration 38Q (443.587616 sec): 8 clusters Score: Raw -540007.222669 + Penalty 17022.186816 = -522985.035852 nChanged 5 Iteration 39Q (443.997980 sec): 8 clusters Score: Raw -540009.787070 + Penalty 17022.186816 = -522987.600253 nChanged 7 Iteration 40F (444.397503 sec): 8 clusters Score: Raw -540014.113776 + Penalty 17022.186816 = -522991.926960 nChanged 12 Iteration 41Q (444.800505 sec): 8 clusters Score: Raw -540019.261049 + Penalty 17022.186816 = -522997.074233 nChanged 7 Iteration 42Q (445.194821 sec): 8 clusters Score: Raw -540022.623997 + Penalty 17022.186816 = -523000.437180 nChanged 8 Iteration 43Q (445.599534 sec): 8 clusters Score: Raw -540026.108196 + Penalty 17022.186816 = -523003.921380 nChanged 7 Iteration 44Q (446.024086 sec): 8 clusters Score: Raw -540030.098409 + Penalty 17022.186816 = -523007.911592 nChanged 8 Iteration 45Q (446.416215 sec): 8 clusters Score: Raw -540033.061059 + Penalty 17022.186816 = -523010.874243 nChanged 7 Iteration 46Q (446.841770 sec): 8 clusters Score: Raw -540035.442936 + Penalty 17022.186816 = -523013.256120 nChanged 7 Iteration 47Q (447.240552 sec): 8 clusters Score: Raw -540038.158359 + Penalty 17022.186816 = -523015.971543 nChanged 4 Iteration 48Q (447.652797 sec): 8 clusters Score: Raw -540039.312411 + Penalty 17022.186816 = -523017.125594 nChanged 3 Iteration 49Q (448.050067 sec): 8 clusters Score: Raw -540040.474888 + Penalty 17022.186816 = -523018.288072 nChanged 1 Iteration 50Q (448.457030 sec): 8 clusters Score: Raw -540040.676952 + Penalty 17022.186816 = -523018.490136 nChanged 1 Iteration 51Q (448.874779 sec): 8 clusters Score: Raw -540041.136597 + Penalty 17022.186816 = -523018.949780 nChanged 2 Iteration 52Q (449.251102 sec): 8 clusters Score: Raw -540042.089309 + Penalty 17022.186816 = -523019.902493 nChanged 1 Iteration 53Q (449.656557 sec): 8 clusters Score: Raw -540042.838498 + Penalty 17022.186816 = -523020.651682 nChanged 0 Iteration 54F (450.082906 sec): 8 clusters Score: Raw -540042.838498 + Penalty 17022.186816 = -523020.651682 nChanged 0 Compute initial score before splitting: Score: Raw -540042.838498 + Penalty 17022.186816 = -523020.651682 Trying to split cluster 1 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.147858 sec): 2 clusters Score: Raw -29858.225356 + Penalty 1686.136140 = -28172.089215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.261069 sec): 3 clusters Score: Raw -29895.276929 + Penalty 3372.272281 = -26523.004648 nChanged 117 SP:Iteration 1F (450.359575 sec): 3 clusters Score: Raw -30094.826587 + Penalty 3372.272281 = -26722.554307 nChanged 34 SP:Iteration 2F (450.454109 sec): 3 clusters Score: Raw -30161.968871 + Penalty 3372.272281 = -26789.696590 nChanged 16 SP:Iteration 3Q (450.556890 sec): 3 clusters Score: Raw -30190.946009 + Penalty 3372.272281 = -26818.673728 nChanged 11 SP:Iteration 4Q (450.677257 sec): 3 clusters Score: Raw -30208.638397 + Penalty 3372.272281 = -26836.366116 nChanged 9 SP:Iteration 5Q (450.780243 sec): 3 clusters Score: Raw -30242.082582 + Penalty 3372.272281 = -26869.810301 nChanged 9 SP:Iteration 6Q (450.900169 sec): 3 clusters Score: Raw -30278.481245 + Penalty 3372.272281 = -26906.208965 nChanged 4 SP:Iteration 7Q (450.985366 sec): 3 clusters Score: Raw -30286.028708 + Penalty 3372.272281 = -26913.756428 nChanged 6 SP:Iteration 8Q (451.091499 sec): 3 clusters Score: Raw -30303.645808 + Penalty 3372.272281 = -26931.373527 nChanged 5 SP:Iteration 9Q (451.196831 sec): 3 clusters Score: Raw -30317.361790 + Penalty 3372.272281 = -26945.089510 nChanged 4 SP:Iteration 10Q (451.311620 sec): 3 clusters Score: Raw -30324.131528 + Penalty 3372.272281 = -26951.859247 nChanged 3 SP:Iteration 11Q (451.429070 sec): 3 clusters Score: Raw -30329.225856 + Penalty 3372.272281 = -26956.953576 nChanged 1 SP:Iteration 12Q (451.509728 sec): 3 clusters Score: Raw -30329.751048 + Penalty 3372.272281 = -26957.478767 nChanged 1 SP:Iteration 13Q (451.614997 sec): 3 clusters Score: Raw -30332.441199 + Penalty 3372.272281 = -26960.168918 nChanged 1 SP:Iteration 14Q (451.709334 sec): 3 clusters Score: Raw -30338.932624 + Penalty 3372.272281 = -26966.660344 nChanged 3 SP:Iteration 15Q (451.812080 sec): 3 clusters Score: Raw -30345.736555 + Penalty 3372.272281 = -26973.464274 nChanged 1 SP:Iteration 16Q (451.944019 sec): 3 clusters Score: Raw -30346.645492 + Penalty 3372.272281 = -26974.373212 nChanged 0 SP:Iteration 17F (452.030237 sec): 3 clusters Score: Raw -30346.645492 + Penalty 3372.272281 = -26974.373212 nChanged 0 Trying to split cluster 3 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.099927 sec): 2 clusters Score: Raw -32110.858563 + Penalty 1778.559277 = -30332.299286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.216743 sec): 3 clusters Score: Raw -32039.368156 + Penalty 3557.118554 = -28482.249603 nChanged 213 SP:Iteration 1F (452.305863 sec): 3 clusters Score: Raw -32384.741571 + Penalty 3557.118554 = -28827.623017 nChanged 61 SP:Iteration 2F (452.404808 sec): 3 clusters Score: Raw -32534.019460 + Penalty 3557.118554 = -28976.900906 nChanged 33 SP:Iteration 3Q (452.504807 sec): 3 clusters Score: Raw -32628.196373 + Penalty 3557.118554 = -29071.077819 nChanged 18 SP:Iteration 4Q (452.603374 sec): 3 clusters Score: Raw -32672.901668 + Penalty 3557.118554 = -29115.783114 nChanged 15 SP:Iteration 5Q (452.719175 sec): 3 clusters Score: Raw -32709.831848 + Penalty 3557.118554 = -29152.713294 nChanged 21 SP:Iteration 6Q (452.791149 sec): 3 clusters Score: Raw -32752.366351 + Penalty 3557.118554 = -29195.247797 nChanged 24 SP:Iteration 7Q (452.905544 sec): 3 clusters Score: Raw -32834.583613 + Penalty 3557.118554 = -29277.465059 nChanged 18 SP:Iteration 8Q (452.993742 sec): 3 clusters Score: Raw -32901.872347 + Penalty 3557.118554 = -29344.753793 nChanged 19 SP:Iteration 9Q (453.100167 sec): 3 clusters Score: Raw -32964.346203 + Penalty 3557.118554 = -29407.227649 nChanged 7 SP:Iteration 10Q (453.200446 sec): 3 clusters Score: Raw -32978.418907 + Penalty 3557.118554 = -29421.300353 nChanged 6 SP:Iteration 11Q (453.301663 sec): 3 clusters Score: Raw -32986.934166 + Penalty 3557.118554 = -29429.815612 nChanged 2 SP:Iteration 12Q (453.402522 sec): 3 clusters Score: Raw -32989.530061 + Penalty 3557.118554 = -29432.411507 nChanged 2 SP:Iteration 13Q (453.517779 sec): 3 clusters Score: Raw -32992.815313 + Penalty 3557.118554 = -29435.696759 nChanged 1 SP:Iteration 14Q (453.610713 sec): 3 clusters Score: Raw -32993.303203 + Penalty 3557.118554 = -29436.184649 nChanged 0 SP:Iteration 15F (453.705519 sec): 3 clusters Score: Raw -32993.303203 + Penalty 3557.118554 = -29436.184649 nChanged 0 Trying to split cluster 5 (1809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.800057 sec): 2 clusters Score: Raw -96182.295397 + Penalty 1980.139784 = -94202.155613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.905502 sec): 3 clusters Score: Raw -95567.018799 + Penalty 3960.279568 = -91606.739231 nChanged 565 SP:Iteration 1F (454.012684 sec): 3 clusters Score: Raw -96104.963861 + Penalty 3960.279568 = -92144.684293 nChanged 140 SP:Iteration 2F (454.122296 sec): 3 clusters Score: Raw -96279.122900 + Penalty 3960.279568 = -92318.843332 nChanged 99 SP:Iteration 3F (454.203085 sec): 3 clusters Score: Raw -96402.953481 + Penalty 3960.279568 = -92442.673913 nChanged 71 SP:Iteration 4Q (454.303688 sec): 3 clusters Score: Raw -96474.025589 + Penalty 3960.279568 = -92513.746021 nChanged 51 SP:Iteration 5Q (454.395405 sec): 3 clusters Score: Raw -96524.607603 + Penalty 3960.279568 = -92564.328035 nChanged 36 SP:Iteration 6Q (454.517315 sec): 3 clusters Score: Raw -96564.101292 + Penalty 3960.279568 = -92603.821724 nChanged 30 SP:Iteration 7Q (454.620580 sec): 3 clusters Score: Raw -96604.445365 + Penalty 3960.279568 = -92644.165797 nChanged 25 SP:Iteration 8Q (454.708748 sec): 3 clusters Score: Raw -96628.200233 + Penalty 3960.279568 = -92667.920664 nChanged 15 SP:Iteration 9Q (454.813214 sec): 3 clusters Score: Raw -96640.711034 + Penalty 3960.279568 = -92680.431466 nChanged 14 SP:Iteration 10Q (454.932781 sec): 3 clusters Score: Raw -96650.098767 + Penalty 3960.279568 = -92689.819199 nChanged 7 SP:Iteration 11Q (455.015389 sec): 3 clusters Score: Raw -96657.836441 + Penalty 3960.279568 = -92697.556873 nChanged 8 SP:Iteration 12Q (455.148879 sec): 3 clusters Score: Raw -96664.338861 + Penalty 3960.279568 = -92704.059293 nChanged 8 SP:Iteration 13Q (455.235250 sec): 3 clusters Score: Raw -96671.119162 + Penalty 3960.279568 = -92710.839594 nChanged 7 SP:Iteration 14Q (455.329456 sec): 3 clusters Score: Raw -96676.692857 + Penalty 3960.279568 = -92716.413289 nChanged 7 SP:Iteration 15Q (455.446633 sec): 3 clusters Score: Raw -96680.841531 + Penalty 3960.279568 = -92720.561963 nChanged 3 SP:Iteration 16Q (455.556048 sec): 3 clusters Score: Raw -96684.700449 + Penalty 3960.279568 = -92724.420880 nChanged 3 SP:Iteration 17Q (455.668562 sec): 3 clusters Score: Raw -96687.608302 + Penalty 3960.279568 = -92727.328734 nChanged 3 SP:Iteration 18Q (455.751087 sec): 3 clusters Score: Raw -96690.557344 + Penalty 3960.279568 = -92730.277776 nChanged 6 SP:Iteration 19Q (455.862721 sec): 3 clusters Score: Raw -96696.653945 + Penalty 3960.279568 = -92736.374377 nChanged 4 SP:Iteration 20F (455.993322 sec): 3 clusters Score: Raw -96698.995786 + Penalty 3960.279568 = -92738.716217 nChanged 2 SP:Iteration 21Q (456.110426 sec): 3 clusters Score: Raw -96700.399645 + Penalty 3960.279568 = -92740.120077 nChanged 1 SP:Iteration 22Q (456.199470 sec): 3 clusters Score: Raw -96701.049868 + Penalty 3960.279568 = -92740.770299 nChanged 1 SP:Iteration 23Q (456.312663 sec): 3 clusters Score: Raw -96701.433555 + Penalty 3960.279568 = -92741.153987 nChanged 0 SP:Iteration 24F (456.402880 sec): 3 clusters Score: Raw -96701.433555 + Penalty 3960.279568 = -92741.153987 nChanged 0 Trying to split cluster 7 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.452036 sec): 2 clusters Score: Raw -72414.550909 + Penalty 1901.305908 = -70513.245002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.566011 sec): 3 clusters Score: Raw -72065.086116 + Penalty 3802.611816 = -68262.474301 nChanged 373 SP:Iteration 1F (456.665057 sec): 3 clusters Score: Raw -72478.961334 + Penalty 3802.611816 = -68676.349519 nChanged 145 SP:Iteration 2F (456.764878 sec): 3 clusters Score: Raw -72736.074313 + Penalty 3802.611816 = -68933.462497 nChanged 87 SP:Iteration 3F (456.884285 sec): 3 clusters Score: Raw -72917.695227 + Penalty 3802.611816 = -69115.083412 nChanged 73 SP:Iteration 4F (456.980178 sec): 3 clusters Score: Raw -73073.132510 + Penalty 3802.611816 = -69270.520694 nChanged 65 SP:Iteration 5Q (457.093302 sec): 3 clusters Score: Raw -73207.627302 + Penalty 3802.611816 = -69405.015486 nChanged 58 SP:Iteration 6Q (457.186723 sec): 3 clusters Score: Raw -73321.371507 + Penalty 3802.611816 = -69518.759691 nChanged 33 SP:Iteration 7Q (457.287621 sec): 3 clusters Score: Raw -73402.158302 + Penalty 3802.611816 = -69599.546487 nChanged 27 SP:Iteration 8Q (457.374894 sec): 3 clusters Score: Raw -73451.134319 + Penalty 3802.611816 = -69648.522503 nChanged 20 SP:Iteration 9Q (457.477546 sec): 3 clusters Score: Raw -73487.582176 + Penalty 3802.611816 = -69684.970360 nChanged 13 SP:Iteration 10Q (457.610578 sec): 3 clusters Score: Raw -73512.762387 + Penalty 3802.611816 = -69710.150571 nChanged 11 SP:Iteration 11Q (457.687175 sec): 3 clusters Score: Raw -73528.919870 + Penalty 3802.611816 = -69726.308054 nChanged 5 SP:Iteration 12Q (457.817199 sec): 3 clusters Score: Raw -73537.059384 + Penalty 3802.611816 = -69734.447568 nChanged 8 SP:Iteration 13Q (457.903673 sec): 3 clusters Score: Raw -73547.633128 + Penalty 3802.611816 = -69745.021312 nChanged 5 SP:Iteration 14Q (458.033475 sec): 3 clusters Score: Raw -73552.823051 + Penalty 3802.611816 = -69750.211235 nChanged 3 SP:Iteration 15Q (458.146908 sec): 3 clusters Score: Raw -73555.797596 + Penalty 3802.611816 = -69753.185780 nChanged 1 SP:Iteration 16Q (458.260985 sec): 3 clusters Score: Raw -73556.607718 + Penalty 3802.611816 = -69753.995902 nChanged 1 SP:Iteration 17Q (458.370356 sec): 3 clusters Score: Raw -73558.298377 + Penalty 3802.611816 = -69755.686561 nChanged 1 SP:Iteration 18Q (458.458458 sec): 3 clusters Score: Raw -73559.592000 + Penalty 3802.611816 = -69756.980185 nChanged 0 SP:Iteration 19F (458.568064 sec): 3 clusters Score: Raw -73559.592000 + Penalty 3802.611816 = -69756.980185 nChanged 0 Trying to split cluster 8 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.645823 sec): 2 clusters Score: Raw -72924.906079 + Penalty 1893.924996 = -71030.981082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.717185 sec): 3 clusters Score: Raw -72536.255198 + Penalty 3787.849993 = -68748.405205 nChanged 371 SP:Iteration 1F (458.817026 sec): 3 clusters Score: Raw -72890.400573 + Penalty 3787.849993 = -69102.550580 nChanged 87 SP:Iteration 2F (458.910411 sec): 3 clusters Score: Raw -73008.597252 + Penalty 3787.849993 = -69220.747259 nChanged 51 SP:Iteration 3Q (459.011174 sec): 3 clusters Score: Raw -73078.090192 + Penalty 3787.849993 = -69290.240199 nChanged 32 SP:Iteration 4Q (459.105120 sec): 3 clusters Score: Raw -73121.112136 + Penalty 3787.849993 = -69333.262144 nChanged 28 SP:Iteration 5Q (459.223923 sec): 3 clusters Score: Raw -73159.690741 + Penalty 3787.849993 = -69371.840748 nChanged 32 SP:Iteration 6Q (459.325895 sec): 3 clusters Score: Raw -73210.938214 + Penalty 3787.849993 = -69423.088221 nChanged 28 SP:Iteration 7Q (459.424687 sec): 3 clusters Score: Raw -73244.994555 + Penalty 3787.849993 = -69457.144562 nChanged 18 SP:Iteration 8Q (459.516734 sec): 3 clusters Score: Raw -73262.829101 + Penalty 3787.849993 = -69474.979108 nChanged 14 SP:Iteration 9Q (459.624379 sec): 3 clusters Score: Raw -73274.154129 + Penalty 3787.849993 = -69486.304136 nChanged 10 SP:Iteration 10Q (459.727702 sec): 3 clusters Score: Raw -73287.474118 + Penalty 3787.849993 = -69499.624125 nChanged 6 SP:Iteration 11Q (459.833640 sec): 3 clusters Score: Raw -73290.400461 + Penalty 3787.849993 = -69502.550468 nChanged 2 SP:Iteration 12Q (459.962608 sec): 3 clusters Score: Raw -73292.301191 + Penalty 3787.849993 = -69504.451198 nChanged 0 SP:Iteration 13F (460.065233 sec): 3 clusters Score: Raw -73292.301191 + Penalty 3787.849993 = -69504.451198 nChanged 0 Trying to split cluster 9 (1551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (460.124675 sec): 2 clusters Score: Raw -93469.951370 + Penalty 1939.516963 = -91530.434407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (460.212538 sec): 3 clusters Score: Raw -92954.495957 + Penalty 3879.033926 = -89075.462031 nChanged 450 SP:Iteration 1F (460.323304 sec): 3 clusters Score: Raw -93378.962634 + Penalty 3879.033926 = -89499.928708 nChanged 112 SP:Iteration 2F (460.426209 sec): 3 clusters Score: Raw -93505.562249 + Penalty 3879.033926 = -89626.528323 nChanged 62 SP:Iteration 3Q (460.530094 sec): 3 clusters Score: Raw -93565.859797 + Penalty 3879.033926 = -89686.825871 nChanged 33 SP:Iteration 4Q (460.645556 sec): 3 clusters Score: Raw -93606.845791 + Penalty 3879.033926 = -89727.811865 nChanged 30 SP:Iteration 5Q (460.771948 sec): 3 clusters Score: Raw -93637.035293 + Penalty 3879.033926 = -89758.001366 nChanged 20 SP:Iteration 6Q (460.866698 sec): 3 clusters Score: Raw -93655.628023 + Penalty 3879.033926 = -89776.594097 nChanged 19 SP:Iteration 7Q (460.980237 sec): 3 clusters Score: Raw -93668.541339 + Penalty 3879.033926 = -89789.507413 nChanged 9 SP:Iteration 8Q (461.057093 sec): 3 clusters Score: Raw -93676.246270 + Penalty 3879.033926 = -89797.212344 nChanged 9 SP:Iteration 9Q (461.157114 sec): 3 clusters Score: Raw -93684.235714 + Penalty 3879.033926 = -89805.201788 nChanged 9 SP:Iteration 10Q (461.286114 sec): 3 clusters Score: Raw -93691.401194 + Penalty 3879.033926 = -89812.367268 nChanged 4 SP:Iteration 11Q (461.394073 sec): 3 clusters Score: Raw -93696.768315 + Penalty 3879.033926 = -89817.734389 nChanged 5 SP:Iteration 12Q (461.488323 sec): 3 clusters Score: Raw -93702.522809 + Penalty 3879.033926 = -89823.488883 nChanged 3 SP:Iteration 13Q (461.596957 sec): 3 clusters Score: Raw -93704.253027 + Penalty 3879.033926 = -89825.219101 nChanged 1 SP:Iteration 14Q (461.683467 sec): 3 clusters Score: Raw -93705.962679 + Penalty 3879.033926 = -89826.928753 nChanged 2 SP:Iteration 15Q (461.783719 sec): 3 clusters Score: Raw -93708.207063 + Penalty 3879.033926 = -89829.173137 nChanged 1 SP:Iteration 16Q (461.881602 sec): 3 clusters Score: Raw -93709.288434 + Penalty 3879.033926 = -89830.254508 nChanged 4 SP:Iteration 17Q (462.003362 sec): 3 clusters Score: Raw -93712.139601 + Penalty 3879.033926 = -89833.105674 nChanged 2 SP:Iteration 18Q (462.107469 sec): 3 clusters Score: Raw -93714.065833 + Penalty 3879.033926 = -89835.031906 nChanged 2 SP:Iteration 19Q (462.213407 sec): 3 clusters Score: Raw -93716.135946 + Penalty 3879.033926 = -89837.102019 nChanged 2 SP:Iteration 20F (462.323770 sec): 3 clusters Score: Raw -93718.341709 + Penalty 3879.033926 = -89839.307783 nChanged 2 SP:Iteration 21Q (462.433415 sec): 3 clusters Score: Raw -93719.959919 + Penalty 3879.033926 = -89840.925992 nChanged 2 SP:Iteration 22Q (462.558244 sec): 3 clusters Score: Raw -93720.630553 + Penalty 3879.033926 = -89841.596627 nChanged 4 SP:Iteration 23Q (462.653187 sec): 3 clusters Score: Raw -93723.258473 + Penalty 3879.033926 = -89844.224547 nChanged 1 SP:Iteration 24Q (462.762726 sec): 3 clusters Score: Raw -93724.358477 + Penalty 3879.033926 = -89845.324551 nChanged 3 SP:Iteration 25Q (462.880013 sec): 3 clusters Score: Raw -93727.547118 + Penalty 3879.033926 = -89848.513192 nChanged 3 SP:Iteration 26Q (462.984001 sec): 3 clusters Score: Raw -93729.785737 + Penalty 3879.033926 = -89850.751811 nChanged 3 SP:Iteration 27Q (463.094865 sec): 3 clusters Score: Raw -93734.961636 + Penalty 3879.033926 = -89855.927710 nChanged 4 SP:Iteration 28Q (463.225845 sec): 3 clusters Score: Raw -93738.255943 + Penalty 3879.033926 = -89859.222017 nChanged 1 SP:Iteration 29Q (463.314538 sec): 3 clusters Score: Raw -93739.346322 + Penalty 3879.033926 = -89860.312396 nChanged 2 SP:Iteration 30Q (463.419496 sec): 3 clusters Score: Raw -93741.091480 + Penalty 3879.033926 = -89862.057554 nChanged 1 SP:Iteration 31Q (463.529919 sec): 3 clusters Score: Raw -93741.562673 + Penalty 3879.033926 = -89862.528746 nChanged 1 SP:Iteration 32Q (463.633393 sec): 3 clusters Score: Raw -93741.863547 + Penalty 3879.033926 = -89862.829621 nChanged 0 SP:Iteration 33F (463.750875 sec): 3 clusters Score: Raw -93741.863547 + Penalty 3879.033926 = -89862.829621 nChanged 0 Trying to split cluster 10 (2561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (463.836570 sec): 2 clusters Score: Raw -161694.687697 + Penalty 2071.912415 = -159622.775282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (463.941606 sec): 3 clusters Score: Raw -160653.886190 + Penalty 4143.824830 = -156510.061360 nChanged 837 SP:Iteration 1F (464.049122 sec): 3 clusters Score: Raw -161256.001350 + Penalty 4143.824830 = -157112.176520 nChanged 211 SP:Iteration 2F (464.135703 sec): 3 clusters Score: Raw -161449.096546 + Penalty 4143.824830 = -157305.271716 nChanged 134 SP:Iteration 3F (464.241251 sec): 3 clusters Score: Raw -161561.132976 + Penalty 4143.824830 = -157417.308146 nChanged 91 SP:Iteration 4Q (464.356425 sec): 3 clusters Score: Raw -161625.193897 + Penalty 4143.824830 = -157481.369067 nChanged 58 SP:Iteration 5Q (464.463212 sec): 3 clusters Score: Raw -161670.734281 + Penalty 4143.824830 = -157526.909452 nChanged 53 SP:Iteration 6Q (464.584400 sec): 3 clusters Score: Raw -161716.658856 + Penalty 4143.824830 = -157572.834026 nChanged 59 SP:Iteration 7Q (464.711499 sec): 3 clusters Score: Raw -161753.726839 + Penalty 4143.824830 = -157609.902009 nChanged 39 SP:Iteration 8Q (464.832167 sec): 3 clusters Score: Raw -161778.478982 + Penalty 4143.824830 = -157634.654153 nChanged 29 SP:Iteration 9Q (464.950902 sec): 3 clusters Score: Raw -161801.566042 + Penalty 4143.824830 = -157657.741213 nChanged 35 SP:Iteration 10Q (465.066129 sec): 3 clusters Score: Raw -161828.494397 + Penalty 4143.824830 = -157684.669568 nChanged 33 SP:Iteration 11Q (465.194188 sec): 3 clusters Score: Raw -161846.859385 + Penalty 4143.824830 = -157703.034555 nChanged 23 SP:Iteration 12Q (465.300633 sec): 3 clusters Score: Raw -161863.535598 + Penalty 4143.824830 = -157719.710768 nChanged 26 SP:Iteration 13Q (465.416986 sec): 3 clusters Score: Raw -161881.033486 + Penalty 4143.824830 = -157737.208656 nChanged 23 SP:Iteration 14Q (465.541255 sec): 3 clusters Score: Raw -161897.136173 + Penalty 4143.824830 = -157753.311343 nChanged 23 SP:Iteration 15Q (465.663835 sec): 3 clusters Score: Raw -161914.451982 + Penalty 4143.824830 = -157770.627152 nChanged 21 SP:Iteration 16Q (465.778251 sec): 3 clusters Score: Raw -161926.933826 + Penalty 4143.824830 = -157783.108996 nChanged 17 SP:Iteration 17Q (465.875990 sec): 3 clusters Score: Raw -161937.747084 + Penalty 4143.824830 = -157793.922255 nChanged 17 SP:Iteration 18Q (465.986987 sec): 3 clusters Score: Raw -161948.975017 + Penalty 4143.824830 = -157805.150187 nChanged 13 SP:Iteration 19Q (466.098334 sec): 3 clusters Score: Raw -161957.631939 + Penalty 4143.824830 = -157813.807109 nChanged 10 SP:Iteration 20F (466.227481 sec): 3 clusters Score: Raw -161963.242030 + Penalty 4143.824830 = -157819.417200 nChanged 8 SP:Iteration 21Q (466.320785 sec): 3 clusters Score: Raw -161972.782029 + Penalty 4143.824830 = -157828.957200 nChanged 22 SP:Iteration 22Q (466.437261 sec): 3 clusters Score: Raw -161993.030708 + Penalty 4143.824830 = -157849.205879 nChanged 23 SP:Iteration 23Q (466.526885 sec): 3 clusters Score: Raw -162013.649750 + Penalty 4143.824830 = -157869.824920 nChanged 25 SP:Iteration 24Q (466.636907 sec): 3 clusters Score: Raw -162030.886999 + Penalty 4143.824830 = -157887.062169 nChanged 16 SP:Iteration 25Q (466.745161 sec): 3 clusters Score: Raw -162046.203987 + Penalty 4143.824830 = -157902.379158 nChanged 21 SP:Iteration 26Q (466.849942 sec): 3 clusters Score: Raw -162061.566053 + Penalty 4143.824830 = -157917.741224 nChanged 17 SP:Iteration 27Q (466.988660 sec): 3 clusters Score: Raw -162072.538229 + Penalty 4143.824830 = -157928.713399 nChanged 12 SP:Iteration 28Q (467.090942 sec): 3 clusters Score: Raw -162076.752001 + Penalty 4143.824830 = -157932.927171 nChanged 6 SP:Iteration 29Q (467.178878 sec): 3 clusters Score: Raw -162079.481468 + Penalty 4143.824830 = -157935.656638 nChanged 4 SP:Iteration 30Q (467.286147 sec): 3 clusters Score: Raw -162082.766874 + Penalty 4143.824830 = -157938.942045 nChanged 3 SP:Iteration 31Q (467.393966 sec): 3 clusters Score: Raw -162084.766731 + Penalty 4143.824830 = -157940.941901 nChanged 5 SP:Iteration 32Q (467.521170 sec): 3 clusters Score: Raw -162087.719766 + Penalty 4143.824830 = -157943.894936 nChanged 5 SP:Iteration 33Q (467.615701 sec): 3 clusters Score: Raw -162090.530371 + Penalty 4143.824830 = -157946.705542 nChanged 3 SP:Iteration 34Q (467.716139 sec): 3 clusters Score: Raw -162092.759372 + Penalty 4143.824830 = -157948.934542 nChanged 6 SP:Iteration 35Q (467.832690 sec): 3 clusters Score: Raw -162095.179112 + Penalty 4143.824830 = -157951.354282 nChanged 4 SP:Iteration 36Q (467.954954 sec): 3 clusters Score: Raw -162096.930512 + Penalty 4143.824830 = -157953.105682 nChanged 2 SP:Iteration 37Q (468.068823 sec): 3 clusters Score: Raw -162097.447829 + Penalty 4143.824830 = -157953.622999 nChanged 1 SP:Iteration 38Q (468.161086 sec): 3 clusters Score: Raw -162097.750756 + Penalty 4143.824830 = -157953.925926 nChanged 0 SP:Iteration 39F (468.268948 sec): 3 clusters Score: Raw -162097.750756 + Penalty 4143.824830 = -157953.925926 nChanged 0 Time taken for this iteration:59.913340 seconds. 11->8 Clusters: Score -523020.651682, best is -525374.839153 Starting from 12 clusters... ------ Clustering full data set of 10008 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 2 (489 points): Lose 313.558966 but Gain 2431.740974 Iteration 0F (468.948209 sec): 11 clusters Score: Raw -490505.880938 + Penalty 24317.409738 = -466188.471200 nChanged 8112 Deleting Class 1 (391 points): Lose 858.099183 but Gain 2431.740974 Iteration 1F (469.576051 sec): 10 clusters Score: Raw -520027.161959 + Penalty 21885.668764 = -498141.493195 nChanged 3811 Deleting Class 4 (609 points): Lose 1323.763891 but Gain 2431.740974 Iteration 2F (470.151285 sec): 9 clusters Score: Raw -529810.189601 + Penalty 19453.927790 = -510356.261811 nChanged 2301 Deleting Class 9 (769 points): Lose 1848.244381 but Gain 2431.740974 Iteration 3F (470.649156 sec): 8 clusters Score: Raw -532659.210287 + Penalty 17022.186816 = -515637.023471 nChanged 1761 Iteration 4F (471.084059 sec): 8 clusters Score: Raw -535913.967072 + Penalty 17022.186816 = -518891.780256 nChanged 782 Iteration 5F (471.508167 sec): 8 clusters Score: Raw -536966.917403 + Penalty 17022.186816 = -519944.730587 nChanged 512 Iteration 6F (471.879791 sec): 8 clusters Score: Raw -537675.134288 + Penalty 17022.186816 = -520652.947472 nChanged 354 Iteration 7Q (472.291067 sec): 8 clusters Score: Raw -538123.780530 + Penalty 17022.186816 = -521101.593713 nChanged 231 Iteration 8Q (472.672021 sec): 8 clusters Score: Raw -538350.901275 + Penalty 17022.186816 = -521328.714459 nChanged 160 Iteration 9Q (473.065360 sec): 8 clusters Score: Raw -538514.488096 + Penalty 17022.186816 = -521492.301279 nChanged 140 Iteration 10Q (473.489623 sec): 8 clusters Score: Raw -538642.463266 + Penalty 17022.186816 = -521620.276450 nChanged 125 Iteration 11Q (473.875885 sec): 8 clusters Score: Raw -538738.212261 + Penalty 17022.186816 = -521716.025444 nChanged 89 Iteration 12Q (474.270781 sec): 8 clusters Score: Raw -538809.332085 + Penalty 17022.186816 = -521787.145269 nChanged 54 Iteration 13Q (474.636677 sec): 8 clusters Score: Raw -538847.467878 + Penalty 17022.186816 = -521825.281062 nChanged 48 Iteration 14Q (475.018400 sec): 8 clusters Score: Raw -538872.594319 + Penalty 17022.186816 = -521850.407502 nChanged 31 Iteration 15Q (475.396801 sec): 8 clusters Score: Raw -538890.780116 + Penalty 17022.186816 = -521868.593300 nChanged 27 Iteration 16Q (475.747930 sec): 8 clusters Score: Raw -538907.376175 + Penalty 17022.186816 = -521885.189358 nChanged 30 Iteration 17Q (476.163757 sec): 8 clusters Score: Raw -538930.020150 + Penalty 17022.186816 = -521907.833334 nChanged 25 Iteration 18Q (476.560917 sec): 8 clusters Score: Raw -538947.437630 + Penalty 17022.186816 = -521925.250814 nChanged 20 Iteration 19Q (476.963444 sec): 8 clusters Score: Raw -538962.316388 + Penalty 17022.186816 = -521940.129572 nChanged 14 Writing temp clu file Because OldScore, -521925.250814, is greater than current (better) Score,-521940.129572 Compute initial score before splitting: Score: Raw -538962.316388 + Penalty 17022.186816 = -521940.129572 Trying to split cluster 3 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (477.050476 sec): 2 clusters Score: Raw -21388.658439 + Penalty 1674.320055 = -19714.338384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (477.134357 sec): 3 clusters Score: Raw -21437.087847 + Penalty 3348.640109 = -18088.447738 nChanged 94 SP:Iteration 1F (477.260397 sec): 3 clusters Score: Raw -21691.346315 + Penalty 3348.640109 = -18342.706206 nChanged 46 SP:Iteration 2F (477.344512 sec): 3 clusters Score: Raw -21887.196053 + Penalty 3348.640109 = -18538.555944 nChanged 33 SP:Iteration 3F (477.456160 sec): 3 clusters Score: Raw -22014.756581 + Penalty 3348.640109 = -18666.116472 nChanged 20 SP:Iteration 4Q (477.575627 sec): 3 clusters Score: Raw -22076.291254 + Penalty 3348.640109 = -18727.651145 nChanged 12 SP:Iteration 5Q (477.685970 sec): 3 clusters Score: Raw -22102.020794 + Penalty 3348.640109 = -18753.380685 nChanged 5 SP:Iteration 6Q (477.769652 sec): 3 clusters Score: Raw -22110.519778 + Penalty 3348.640109 = -18761.879669 nChanged 1 SP:Iteration 7Q (477.860412 sec): 3 clusters Score: Raw -22113.345120 + Penalty 3348.640109 = -18764.705011 nChanged 3 SP:Iteration 8Q (477.974360 sec): 3 clusters Score: Raw -22118.538563 + Penalty 3348.640109 = -18769.898454 nChanged 1 SP:Iteration 9Q (478.068648 sec): 3 clusters Score: Raw -22120.108766 + Penalty 3348.640109 = -18771.468657 nChanged 2 SP:Iteration 10Q (478.167459 sec): 3 clusters Score: Raw -22125.273574 + Penalty 3348.640109 = -18776.633465 nChanged 0 SP:Iteration 11F (478.259053 sec): 3 clusters Score: Raw -22125.273574 + Penalty 3348.640109 = -18776.633465 nChanged 0 Trying to split cluster 5 (1735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.330199 sec): 2 clusters Score: Raw -99422.767937 + Penalty 1969.113351 = -97453.654586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (478.439905 sec): 3 clusters Score: Raw -98877.807560 + Penalty 3938.226702 = -94939.580859 nChanged 516 SP:Iteration 1F (478.515215 sec): 3 clusters Score: Raw -99351.536258 + Penalty 3938.226702 = -95413.309556 nChanged 129 SP:Iteration 2F (478.609922 sec): 3 clusters Score: Raw -99519.159488 + Penalty 3938.226702 = -95580.932786 nChanged 92 SP:Iteration 3F (478.709237 sec): 3 clusters Score: Raw -99636.397353 + Penalty 3938.226702 = -95698.170651 nChanged 67 SP:Iteration 4Q (478.806983 sec): 3 clusters Score: Raw -99738.472161 + Penalty 3938.226702 = -95800.245460 nChanged 63 SP:Iteration 5Q (478.897412 sec): 3 clusters Score: Raw -99861.716667 + Penalty 3938.226702 = -95923.489965 nChanged 65 SP:Iteration 6Q (479.007838 sec): 3 clusters Score: Raw -99967.290423 + Penalty 3938.226702 = -96029.063721 nChanged 54 SP:Iteration 7Q (479.103477 sec): 3 clusters Score: Raw -100026.444008 + Penalty 3938.226702 = -96088.217306 nChanged 35 SP:Iteration 8Q (479.199620 sec): 3 clusters Score: Raw -100065.399517 + Penalty 3938.226702 = -96127.172816 nChanged 25 SP:Iteration 9Q (479.280352 sec): 3 clusters Score: Raw -100086.283252 + Penalty 3938.226702 = -96148.056551 nChanged 17 SP:Iteration 10Q (479.391177 sec): 3 clusters Score: Raw -100103.271256 + Penalty 3938.226702 = -96165.044554 nChanged 17 SP:Iteration 11Q (479.492192 sec): 3 clusters Score: Raw -100118.325487 + Penalty 3938.226702 = -96180.098785 nChanged 11 SP:Iteration 12Q (479.592938 sec): 3 clusters Score: Raw -100134.031555 + Penalty 3938.226702 = -96195.804853 nChanged 11 SP:Iteration 13Q (479.704898 sec): 3 clusters Score: Raw -100142.415761 + Penalty 3938.226702 = -96204.189059 nChanged 8 SP:Iteration 14Q (479.812661 sec): 3 clusters Score: Raw -100149.527727 + Penalty 3938.226702 = -96211.301025 nChanged 9 SP:Iteration 15Q (479.910359 sec): 3 clusters Score: Raw -100155.116301 + Penalty 3938.226702 = -96216.889600 nChanged 2 SP:Iteration 16Q (479.984506 sec): 3 clusters Score: Raw -100156.231559 + Penalty 3938.226702 = -96218.004858 nChanged 2 SP:Iteration 17Q (480.090498 sec): 3 clusters Score: Raw -100157.822124 + Penalty 3938.226702 = -96219.595422 nChanged 3 SP:Iteration 18Q (480.202933 sec): 3 clusters Score: Raw -100161.489580 + Penalty 3938.226702 = -96223.262879 nChanged 2 SP:Iteration 19Q (480.289514 sec): 3 clusters Score: Raw -100162.764549 + Penalty 3938.226702 = -96224.537847 nChanged 2 SP:Iteration 20F (480.404693 sec): 3 clusters Score: Raw -100163.987037 + Penalty 3938.226702 = -96225.760335 nChanged 0 Trying to split cluster 6 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.457951 sec): 2 clusters Score: Raw -32653.756437 + Penalty 1717.132078 = -30936.624359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.555585 sec): 3 clusters Score: Raw -32584.860344 + Penalty 3434.264156 = -29150.596188 nChanged 146 SP:Iteration 1F (480.658967 sec): 3 clusters Score: Raw -32829.439908 + Penalty 3434.264156 = -29395.175752 nChanged 45 SP:Iteration 2F (480.769274 sec): 3 clusters Score: Raw -32947.363106 + Penalty 3434.264156 = -29513.098950 nChanged 23 SP:Iteration 3Q (480.906538 sec): 3 clusters Score: Raw -33005.056313 + Penalty 3434.264156 = -29570.792158 nChanged 10 SP:Iteration 4Q (481.007649 sec): 3 clusters Score: Raw -33022.691496 + Penalty 3434.264156 = -29588.427341 nChanged 8 SP:Iteration 5Q (481.116691 sec): 3 clusters Score: Raw -33043.235461 + Penalty 3434.264156 = -29608.971306 nChanged 4 SP:Iteration 6Q (481.199978 sec): 3 clusters Score: Raw -33049.484177 + Penalty 3434.264156 = -29615.220021 nChanged 1 SP:Iteration 7Q (481.318189 sec): 3 clusters Score: Raw -33050.570073 + Penalty 3434.264156 = -29616.305917 nChanged 0 SP:Iteration 8F (481.399371 sec): 3 clusters Score: Raw -33050.570073 + Penalty 3434.264156 = -29616.305917 nChanged 0 Trying to split cluster 7 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.457154 sec): 2 clusters Score: Raw -23209.742765 + Penalty 1623.759131 = -21585.983634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.582011 sec): 3 clusters Score: Raw -23312.738729 + Penalty 3247.518262 = -20065.220468 nChanged 81 SP:Iteration 1F (481.661290 sec): 3 clusters Score: Raw -23496.920311 + Penalty 3247.518262 = -20249.402049 nChanged 21 SP:Iteration 2Q (481.756908 sec): 3 clusters Score: Raw -23566.326549 + Penalty 3247.518262 = -20318.808287 nChanged 6 SP:Iteration 3Q (481.860273 sec): 3 clusters Score: Raw -23578.290295 + Penalty 3247.518262 = -20330.772033 nChanged 1 SP:Iteration 4Q (481.955131 sec): 3 clusters Score: Raw -23579.680428 + Penalty 3247.518262 = -20332.162167 nChanged 1 SP:Iteration 5Q (482.061583 sec): 3 clusters Score: Raw -23581.414215 + Penalty 3247.518262 = -20333.895953 nChanged 1 SP:Iteration 6Q (482.168304 sec): 3 clusters Score: Raw -23583.870781 + Penalty 3247.518262 = -20336.352519 nChanged 0 SP:Iteration 7F (482.261454 sec): 3 clusters Score: Raw -23583.870781 + Penalty 3247.518262 = -20336.352519 nChanged 0 Trying to split cluster 8 (3848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.348304 sec): 2 clusters Score: Raw -235203.567116 + Penalty 2179.401526 = -233024.165590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.458075 sec): 3 clusters Score: Raw -233467.648933 + Penalty 4358.803053 = -229108.845880 nChanged 1398 SP:Iteration 1F (482.563341 sec): 3 clusters Score: Raw -234370.534055 + Penalty 4358.803053 = -230011.731002 nChanged 297 SP:Iteration 2F (482.679835 sec): 3 clusters Score: Raw -234587.526483 + Penalty 4358.803053 = -230228.723430 nChanged 190 SP:Iteration 3Q (482.775315 sec): 3 clusters Score: Raw -234709.763896 + Penalty 4358.803053 = -230350.960844 nChanged 138 SP:Iteration 4Q (482.907721 sec): 3 clusters Score: Raw -234804.691416 + Penalty 4358.803053 = -230445.888363 nChanged 116 SP:Iteration 5Q (483.030766 sec): 3 clusters Score: Raw -234887.026077 + Penalty 4358.803053 = -230528.223024 nChanged 103 SP:Iteration 6Q (483.141198 sec): 3 clusters Score: Raw -234972.225230 + Penalty 4358.803053 = -230613.422177 nChanged 101 SP:Iteration 7Q (483.256331 sec): 3 clusters Score: Raw -235047.849042 + Penalty 4358.803053 = -230689.045990 nChanged 96 SP:Iteration 8Q (483.349528 sec): 3 clusters Score: Raw -235114.119929 + Penalty 4358.803053 = -230755.316876 nChanged 95 SP:Iteration 9Q (483.442968 sec): 3 clusters Score: Raw -235183.857195 + Penalty 4358.803053 = -230825.054142 nChanged 92 SP:Iteration 10Q (483.577375 sec): 3 clusters Score: Raw -235257.137461 + Penalty 4358.803053 = -230898.334408 nChanged 92 SP:Iteration 11Q (483.661299 sec): 3 clusters Score: Raw -235329.529126 + Penalty 4358.803053 = -230970.726073 nChanged 85 SP:Iteration 12Q (483.776508 sec): 3 clusters Score: Raw -235382.006764 + Penalty 4358.803053 = -231023.203711 nChanged 68 SP:Iteration 13Q (483.884495 sec): 3 clusters Score: Raw -235421.565788 + Penalty 4358.803053 = -231062.762735 nChanged 60 SP:Iteration 14Q (484.000992 sec): 3 clusters Score: Raw -235453.277007 + Penalty 4358.803053 = -231094.473955 nChanged 59 SP:Iteration 15Q (484.100517 sec): 3 clusters Score: Raw -235485.285748 + Penalty 4358.803053 = -231126.482695 nChanged 52 SP:Iteration 16Q (484.203313 sec): 3 clusters Score: Raw -235510.586562 + Penalty 4358.803053 = -231151.783510 nChanged 45 SP:Iteration 17Q (484.323633 sec): 3 clusters Score: Raw -235530.945348 + Penalty 4358.803053 = -231172.142296 nChanged 48 SP:Iteration 18Q (484.436546 sec): 3 clusters Score: Raw -235559.645587 + Penalty 4358.803053 = -231200.842534 nChanged 49 SP:Iteration 19Q (484.557121 sec): 3 clusters Score: Raw -235591.228665 + Penalty 4358.803053 = -231232.425613 nChanged 42 SP:Iteration 20F (484.676027 sec): 3 clusters Score: Raw -235616.097597 + Penalty 4358.803053 = -231257.294544 nChanged 42 SP:Iteration 21Q (484.765032 sec): 3 clusters Score: Raw -235641.790114 + Penalty 4358.803053 = -231282.987061 nChanged 42 SP:Iteration 22Q (484.882368 sec): 3 clusters Score: Raw -235667.988379 + Penalty 4358.803053 = -231309.185326 nChanged 35 SP:Iteration 23Q (485.002014 sec): 3 clusters Score: Raw -235688.040763 + Penalty 4358.803053 = -231329.237710 nChanged 21 SP:Iteration 24Q (485.095797 sec): 3 clusters Score: Raw -235696.322306 + Penalty 4358.803053 = -231337.519254 nChanged 18 SP:Iteration 25Q (485.218599 sec): 3 clusters Score: Raw -235703.193103 + Penalty 4358.803053 = -231344.390051 nChanged 9 SP:Iteration 26Q (485.319389 sec): 3 clusters Score: Raw -235706.342999 + Penalty 4358.803053 = -231347.539947 nChanged 7 SP:Iteration 27Q (485.432188 sec): 3 clusters Score: Raw -235708.836875 + Penalty 4358.803053 = -231350.033822 nChanged 7 SP:Iteration 28Q (485.533579 sec): 3 clusters Score: Raw -235710.887341 + Penalty 4358.803053 = -231352.084289 nChanged 7 SP:Iteration 29Q (485.630477 sec): 3 clusters Score: Raw -235713.943359 + Penalty 4358.803053 = -231355.140307 nChanged 5 SP:Iteration 30Q (485.737645 sec): 3 clusters Score: Raw -235716.087220 + Penalty 4358.803053 = -231357.284167 nChanged 4 SP:Iteration 31Q (485.865763 sec): 3 clusters Score: Raw -235717.590438 + Penalty 4358.803053 = -231358.787385 nChanged 3 SP:Iteration 32Q (485.972014 sec): 3 clusters Score: Raw -235718.948805 + Penalty 4358.803053 = -231360.145752 nChanged 3 SP:Iteration 33Q (486.112760 sec): 3 clusters Score: Raw -235719.536649 + Penalty 4358.803053 = -231360.733596 nChanged 3 SP:Iteration 34Q (486.225516 sec): 3 clusters Score: Raw -235720.162129 + Penalty 4358.803053 = -231361.359077 nChanged 1 SP:Iteration 35Q (486.327923 sec): 3 clusters Score: Raw -235720.714499 + Penalty 4358.803053 = -231361.911446 nChanged 1 SP:Iteration 36Q (486.454065 sec): 3 clusters Score: Raw -235720.921860 + Penalty 4358.803053 = -231362.118807 nChanged 1 SP:Iteration 37Q (486.570648 sec): 3 clusters Score: Raw -235721.124545 + Penalty 4358.803053 = -231362.321493 nChanged 0 SP:Iteration 38F (486.672327 sec): 3 clusters Score: Raw -235721.124545 + Penalty 4358.803053 = -231362.321493 nChanged 0 Trying to split cluster 10 (2105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.751922 sec): 2 clusters Score: Raw -114715.575913 + Penalty 2020.146677 = -112695.429237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.846301 sec): 3 clusters Score: Raw -113926.541265 + Penalty 4040.293354 = -109886.247911 nChanged 683 SP:Iteration 1F (486.962503 sec): 3 clusters Score: Raw -114480.288200 + Penalty 4040.293354 = -110439.994846 nChanged 180 SP:Iteration 2F (487.091005 sec): 3 clusters Score: Raw -114672.360253 + Penalty 4040.293354 = -110632.066899 nChanged 124 SP:Iteration 3F (487.221004 sec): 3 clusters Score: Raw -114817.122649 + Penalty 4040.293354 = -110776.829295 nChanged 93 SP:Iteration 4Q (487.326020 sec): 3 clusters Score: Raw -114921.281709 + Penalty 4040.293354 = -110880.988355 nChanged 81 SP:Iteration 5Q (487.413523 sec): 3 clusters Score: Raw -115004.548216 + Penalty 4040.293354 = -110964.254862 nChanged 57 SP:Iteration 6Q (487.525925 sec): 3 clusters Score: Raw -115077.292141 + Penalty 4040.293354 = -111036.998787 nChanged 51 SP:Iteration 7Q (487.628301 sec): 3 clusters Score: Raw -115133.663173 + Penalty 4040.293354 = -111093.369819 nChanged 51 SP:Iteration 8Q (487.726428 sec): 3 clusters Score: Raw -115195.578759 + Penalty 4040.293354 = -111155.285406 nChanged 44 SP:Iteration 9Q (487.843425 sec): 3 clusters Score: Raw -115255.433336 + Penalty 4040.293354 = -111215.139982 nChanged 39 SP:Iteration 10Q (487.960006 sec): 3 clusters Score: Raw -115300.960764 + Penalty 4040.293354 = -111260.667410 nChanged 38 SP:Iteration 11Q (488.039700 sec): 3 clusters Score: Raw -115334.015611 + Penalty 4040.293354 = -111293.722257 nChanged 28 SP:Iteration 12Q (488.145378 sec): 3 clusters Score: Raw -115357.965235 + Penalty 4040.293354 = -111317.671881 nChanged 23 SP:Iteration 13Q (488.260802 sec): 3 clusters Score: Raw -115376.483893 + Penalty 4040.293354 = -111336.190539 nChanged 18 SP:Iteration 14Q (488.368851 sec): 3 clusters Score: Raw -115392.350133 + Penalty 4040.293354 = -111352.056779 nChanged 14 SP:Iteration 15Q (488.458529 sec): 3 clusters Score: Raw -115403.733573 + Penalty 4040.293354 = -111363.440219 nChanged 14 SP:Iteration 16Q (488.564195 sec): 3 clusters Score: Raw -115415.777900 + Penalty 4040.293354 = -111375.484546 nChanged 11 SP:Iteration 17Q (488.672627 sec): 3 clusters Score: Raw -115420.764626 + Penalty 4040.293354 = -111380.471272 nChanged 7 SP:Iteration 18Q (488.779781 sec): 3 clusters Score: Raw -115423.600499 + Penalty 4040.293354 = -111383.307145 nChanged 6 SP:Iteration 19Q (488.899681 sec): 3 clusters Score: Raw -115426.768897 + Penalty 4040.293354 = -111386.475543 nChanged 7 SP:Iteration 20F (489.017776 sec): 3 clusters Score: Raw -115431.341343 + Penalty 4040.293354 = -111391.047989 nChanged 13 SP:Iteration 21Q (489.094189 sec): 3 clusters Score: Raw -115439.987340 + Penalty 4040.293354 = -111399.693986 nChanged 9 SP:Iteration 22Q (489.185988 sec): 3 clusters Score: Raw -115444.319778 + Penalty 4040.293354 = -111404.026424 nChanged 7 SP:Iteration 23Q (489.307238 sec): 3 clusters Score: Raw -115447.693077 + Penalty 4040.293354 = -111407.399723 nChanged 4 SP:Iteration 24Q (489.391657 sec): 3 clusters Score: Raw -115450.266612 + Penalty 4040.293354 = -111409.973258 nChanged 6 SP:Iteration 25Q (489.487125 sec): 3 clusters Score: Raw -115457.066134 + Penalty 4040.293354 = -111416.772781 nChanged 5 SP:Iteration 26Q (489.594954 sec): 3 clusters Score: Raw -115459.290111 + Penalty 4040.293354 = -111418.996757 nChanged 2 SP:Iteration 27Q (489.690242 sec): 3 clusters Score: Raw -115460.587483 + Penalty 4040.293354 = -111420.294129 nChanged 1 SP:Iteration 28Q (489.784615 sec): 3 clusters Score: Raw -115461.367751 + Penalty 4040.293354 = -111421.074397 nChanged 0 SP:Iteration 29F (489.898395 sec): 3 clusters Score: Raw -115461.367751 + Penalty 4040.293354 = -111421.074397 nChanged 0 Trying to split cluster 11 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.939501 sec): 2 clusters Score: Raw -28979.914146 + Penalty 1694.017323 = -27285.896823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.041840 sec): 3 clusters Score: Raw -28977.808020 + Penalty 3388.034645 = -25589.773375 nChanged 126 SP:Iteration 1F (490.143565 sec): 3 clusters Score: Raw -29210.974256 + Penalty 3388.034645 = -25822.939611 nChanged 27 SP:Iteration 2Q (490.223736 sec): 3 clusters Score: Raw -29283.080221 + Penalty 3388.034645 = -25895.045576 nChanged 15 SP:Iteration 3Q (490.333467 sec): 3 clusters Score: Raw -29313.410529 + Penalty 3388.034645 = -25925.375884 nChanged 9 SP:Iteration 4Q (490.440331 sec): 3 clusters Score: Raw -29332.254864 + Penalty 3388.034645 = -25944.220219 nChanged 8 SP:Iteration 5Q (490.507793 sec): 3 clusters Score: Raw -29348.029165 + Penalty 3388.034645 = -25959.994520 nChanged 6 SP:Iteration 6Q (490.609791 sec): 3 clusters Score: Raw -29363.369040 + Penalty 3388.034645 = -25975.334395 nChanged 6 SP:Iteration 7Q (490.713611 sec): 3 clusters Score: Raw -29375.450949 + Penalty 3388.034645 = -25987.416304 nChanged 4 SP:Iteration 8Q (490.795162 sec): 3 clusters Score: Raw -29384.530806 + Penalty 3388.034645 = -25996.496161 nChanged 2 SP:Iteration 9Q (490.884835 sec): 3 clusters Score: Raw -29387.625210 + Penalty 3388.034645 = -25999.590565 nChanged 0 SP:Iteration 10F (490.984807 sec): 3 clusters Score: Raw -29387.625210 + Penalty 3388.034645 = -25999.590565 nChanged 0 Iteration 20F (491.396347 sec): 8 clusters Score: Raw -538975.297092 + Penalty 17022.186816 = -521953.110275 nChanged 18 Iteration 21Q (491.790914 sec): 8 clusters Score: Raw -538989.917130 + Penalty 17022.186816 = -521967.730313 nChanged 24 Iteration 22Q (492.168420 sec): 8 clusters Score: Raw -539006.885806 + Penalty 17022.186816 = -521984.698989 nChanged 18 Iteration 23Q (492.551052 sec): 8 clusters Score: Raw -539016.442181 + Penalty 17022.186816 = -521994.255364 nChanged 13 Iteration 24Q (492.939075 sec): 8 clusters Score: Raw -539022.257752 + Penalty 17022.186816 = -522000.070936 nChanged 9 Iteration 25Q (493.354994 sec): 8 clusters Score: Raw -539026.025295 + Penalty 17022.186816 = -522003.838479 nChanged 10 Iteration 26Q (493.737739 sec): 8 clusters Score: Raw -539032.320553 + Penalty 17022.186816 = -522010.133736 nChanged 11 Iteration 27Q (494.135298 sec): 8 clusters Score: Raw -539038.462678 + Penalty 17022.186816 = -522016.275862 nChanged 11 Iteration 28Q (494.537065 sec): 8 clusters Score: Raw -539044.881838 + Penalty 17022.186816 = -522022.695022 nChanged 11 Iteration 29Q (494.915335 sec): 8 clusters Score: Raw -539049.969202 + Penalty 17022.186816 = -522027.782385 nChanged 10 Iteration 30Q (495.308468 sec): 8 clusters Score: Raw -539054.593751 + Penalty 17022.186816 = -522032.406935 nChanged 11 Iteration 31Q (495.685383 sec): 8 clusters Score: Raw -539060.226905 + Penalty 17022.186816 = -522038.040089 nChanged 7 Iteration 32Q (496.084555 sec): 8 clusters Score: Raw -539065.157173 + Penalty 17022.186816 = -522042.970357 nChanged 1 Iteration 33Q (496.489883 sec): 8 clusters Score: Raw -539065.333737 + Penalty 17022.186816 = -522043.146920 nChanged 0 Iteration 34F (496.931790 sec): 8 clusters Score: Raw -539065.333737 + Penalty 17022.186816 = -522043.146920 nChanged 0 Compute initial score before splitting: Score: Raw -539065.333737 + Penalty 17022.186816 = -522043.146920 Trying to split cluster 3 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.977988 sec): 2 clusters Score: Raw -21048.270194 + Penalty 1670.575311 = -19377.694883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.062688 sec): 3 clusters Score: Raw -21088.754455 + Penalty 3341.150622 = -17747.603834 nChanged 120 SP:Iteration 1F (497.164954 sec): 3 clusters Score: Raw -21313.673834 + Penalty 3341.150622 = -17972.523212 nChanged 37 SP:Iteration 2F (497.273792 sec): 3 clusters Score: Raw -21419.290587 + Penalty 3341.150622 = -18078.139965 nChanged 11 SP:Iteration 3Q (497.389315 sec): 3 clusters Score: Raw -21464.364107 + Penalty 3341.150622 = -18123.213485 nChanged 11 SP:Iteration 4Q (497.507293 sec): 3 clusters Score: Raw -21489.388997 + Penalty 3341.150622 = -18148.238375 nChanged 6 SP:Iteration 5Q (497.604804 sec): 3 clusters Score: Raw -21506.035843 + Penalty 3341.150622 = -18164.885221 nChanged 5 SP:Iteration 6Q (497.704275 sec): 3 clusters Score: Raw -21519.893842 + Penalty 3341.150622 = -18178.743221 nChanged 6 SP:Iteration 7Q (497.798841 sec): 3 clusters Score: Raw -21534.394217 + Penalty 3341.150622 = -18193.243595 nChanged 6 SP:Iteration 8Q (497.897944 sec): 3 clusters Score: Raw -21557.982348 + Penalty 3341.150622 = -18216.831726 nChanged 5 SP:Iteration 9Q (498.011574 sec): 3 clusters Score: Raw -21570.901124 + Penalty 3341.150622 = -18229.750503 nChanged 3 SP:Iteration 10Q (498.088264 sec): 3 clusters Score: Raw -21575.147161 + Penalty 3341.150622 = -18233.996539 nChanged 1 SP:Iteration 11Q (498.196798 sec): 3 clusters Score: Raw -21576.325048 + Penalty 3341.150622 = -18235.174426 nChanged 0 SP:Iteration 12F (498.298694 sec): 3 clusters Score: Raw -21576.325048 + Penalty 3341.150622 = -18235.174426 nChanged 0 Trying to split cluster 5 (1754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (498.385127 sec): 2 clusters Score: Raw -100530.154217 + Penalty 1971.988702 = -98558.165516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (498.473902 sec): 3 clusters Score: Raw -99999.954158 + Penalty 3943.977403 = -96055.976755 nChanged 527 SP:Iteration 1F (498.581606 sec): 3 clusters Score: Raw -100437.009414 + Penalty 3943.977403 = -96493.032011 nChanged 137 SP:Iteration 2F (498.681069 sec): 3 clusters Score: Raw -100622.030377 + Penalty 3943.977403 = -96678.052973 nChanged 95 SP:Iteration 3F (498.797410 sec): 3 clusters Score: Raw -100745.224250 + Penalty 3943.977403 = -96801.246846 nChanged 69 SP:Iteration 4Q (498.893328 sec): 3 clusters Score: Raw -100846.593632 + Penalty 3943.977403 = -96902.616228 nChanged 49 SP:Iteration 5Q (498.989302 sec): 3 clusters Score: Raw -100915.438639 + Penalty 3943.977403 = -96971.461235 nChanged 49 SP:Iteration 6Q (499.080601 sec): 3 clusters Score: Raw -100978.722090 + Penalty 3943.977403 = -97034.744687 nChanged 38 SP:Iteration 7Q (499.190048 sec): 3 clusters Score: Raw -101020.076433 + Penalty 3943.977403 = -97076.099030 nChanged 31 SP:Iteration 8Q (499.299530 sec): 3 clusters Score: Raw -101052.694393 + Penalty 3943.977403 = -97108.716990 nChanged 29 SP:Iteration 9Q (499.417078 sec): 3 clusters Score: Raw -101082.056630 + Penalty 3943.977403 = -97138.079227 nChanged 21 SP:Iteration 10Q (499.529061 sec): 3 clusters Score: Raw -101105.125173 + Penalty 3943.977403 = -97161.147770 nChanged 26 SP:Iteration 11Q (499.651241 sec): 3 clusters Score: Raw -101128.687103 + Penalty 3943.977403 = -97184.709700 nChanged 15 SP:Iteration 12Q (499.756580 sec): 3 clusters Score: Raw -101142.635702 + Penalty 3943.977403 = -97198.658299 nChanged 14 SP:Iteration 13Q (499.885081 sec): 3 clusters Score: Raw -101156.945822 + Penalty 3943.977403 = -97212.968418 nChanged 9 SP:Iteration 14Q (499.991812 sec): 3 clusters Score: Raw -101164.487989 + Penalty 3943.977403 = -97220.510586 nChanged 8 SP:Iteration 15Q (500.086347 sec): 3 clusters Score: Raw -101170.658133 + Penalty 3943.977403 = -97226.680730 nChanged 8 SP:Iteration 16Q (500.194396 sec): 3 clusters Score: Raw -101175.181993 + Penalty 3943.977403 = -97231.204590 nChanged 3 SP:Iteration 17Q (500.269557 sec): 3 clusters Score: Raw -101177.894042 + Penalty 3943.977403 = -97233.916639 nChanged 4 SP:Iteration 18Q (500.368309 sec): 3 clusters Score: Raw -101183.333330 + Penalty 3943.977403 = -97239.355926 nChanged 6 SP:Iteration 19Q (500.453317 sec): 3 clusters Score: Raw -101186.028002 + Penalty 3943.977403 = -97242.050599 nChanged 2 SP:Iteration 20F (500.562344 sec): 3 clusters Score: Raw -101188.010402 + Penalty 3943.977403 = -97244.032999 nChanged 3 SP:Iteration 21Q (500.662424 sec): 3 clusters Score: Raw -101189.843944 + Penalty 3943.977403 = -97245.866541 nChanged 2 SP:Iteration 22Q (500.766994 sec): 3 clusters Score: Raw -101191.993739 + Penalty 3943.977403 = -97248.016335 nChanged 1 SP:Iteration 23Q (500.873242 sec): 3 clusters Score: Raw -101192.814385 + Penalty 3943.977403 = -97248.836981 nChanged 0 SP:Iteration 24F (501.004073 sec): 3 clusters Score: Raw -101192.814385 + Penalty 3943.977403 = -97248.836981 nChanged 0 Trying to split cluster 6 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.065357 sec): 2 clusters Score: Raw -33174.657972 + Penalty 1722.607830 = -31452.050143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.168590 sec): 3 clusters Score: Raw -33124.685338 + Penalty 3445.215659 = -29679.469679 nChanged 138 SP:Iteration 1F (501.268407 sec): 3 clusters Score: Raw -33385.516443 + Penalty 3445.215659 = -29940.300784 nChanged 45 SP:Iteration 2F (501.367294 sec): 3 clusters Score: Raw -33485.765006 + Penalty 3445.215659 = -30040.549347 nChanged 21 SP:Iteration 3Q (501.478176 sec): 3 clusters Score: Raw -33524.178970 + Penalty 3445.215659 = -30078.963311 nChanged 17 SP:Iteration 4Q (501.591624 sec): 3 clusters Score: Raw -33558.176197 + Penalty 3445.215659 = -30112.960537 nChanged 11 SP:Iteration 5Q (501.678333 sec): 3 clusters Score: Raw -33576.846344 + Penalty 3445.215659 = -30131.630685 nChanged 7 SP:Iteration 6Q (501.786461 sec): 3 clusters Score: Raw -33593.707739 + Penalty 3445.215659 = -30148.492079 nChanged 9 SP:Iteration 7Q (501.892585 sec): 3 clusters Score: Raw -33613.830114 + Penalty 3445.215659 = -30168.614454 nChanged 9 SP:Iteration 8Q (501.988984 sec): 3 clusters Score: Raw -33628.823466 + Penalty 3445.215659 = -30183.607806 nChanged 4 SP:Iteration 9Q (502.109377 sec): 3 clusters Score: Raw -33635.875341 + Penalty 3445.215659 = -30190.659682 nChanged 2 SP:Iteration 10Q (502.191769 sec): 3 clusters Score: Raw -33638.786233 + Penalty 3445.215659 = -30193.570574 nChanged 3 SP:Iteration 11Q (502.310361 sec): 3 clusters Score: Raw -33643.677240 + Penalty 3445.215659 = -30198.461581 nChanged 3 SP:Iteration 12Q (502.408817 sec): 3 clusters Score: Raw -33649.825585 + Penalty 3445.215659 = -30204.609926 nChanged 3 SP:Iteration 13Q (502.516552 sec): 3 clusters Score: Raw -33653.710351 + Penalty 3445.215659 = -30208.494692 nChanged 0 SP:Iteration 14F (502.612079 sec): 3 clusters Score: Raw -33653.710351 + Penalty 3445.215659 = -30208.494692 nChanged 0 Trying to split cluster 7 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.654622 sec): 2 clusters Score: Raw -23049.495501 + Penalty 1621.497875 = -21427.997626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.779788 sec): 3 clusters Score: Raw -23120.099523 + Penalty 3242.995750 = -19877.103773 nChanged 88 SP:Iteration 1F (502.856753 sec): 3 clusters Score: Raw -23286.311062 + Penalty 3242.995750 = -20043.315312 nChanged 19 SP:Iteration 2Q (502.972374 sec): 3 clusters Score: Raw -23334.952753 + Penalty 3242.995750 = -20091.957003 nChanged 10 SP:Iteration 3Q (503.080849 sec): 3 clusters Score: Raw -23367.355998 + Penalty 3242.995750 = -20124.360248 nChanged 3 SP:Iteration 4Q (503.190198 sec): 3 clusters Score: Raw -23371.849722 + Penalty 3242.995750 = -20128.853972 nChanged 1 SP:Iteration 5Q (503.286414 sec): 3 clusters Score: Raw -23375.225626 + Penalty 3242.995750 = -20132.229876 nChanged 2 SP:Iteration 6Q (503.398460 sec): 3 clusters Score: Raw -23378.834957 + Penalty 3242.995750 = -20135.839207 nChanged 0 SP:Iteration 7F (503.482559 sec): 3 clusters Score: Raw -23378.834957 + Penalty 3242.995750 = -20135.839207 nChanged 0 Trying to split cluster 8 (3784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.564596 sec): 2 clusters Score: Raw -231516.156281 + Penalty 2174.973750 = -229341.182531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.685896 sec): 3 clusters Score: Raw -229864.435020 + Penalty 4349.947499 = -225514.487520 nChanged 1353 SP:Iteration 1F (503.786925 sec): 3 clusters Score: Raw -230758.804082 + Penalty 4349.947499 = -226408.856583 nChanged 318 SP:Iteration 2F (503.911516 sec): 3 clusters Score: Raw -231003.479379 + Penalty 4349.947499 = -226653.531880 nChanged 197 SP:Iteration 3F (504.024824 sec): 3 clusters Score: Raw -231159.242209 + Penalty 4349.947499 = -226809.294710 nChanged 152 SP:Iteration 4Q (504.128336 sec): 3 clusters Score: Raw -231283.398575 + Penalty 4349.947499 = -226933.451076 nChanged 131 SP:Iteration 5Q (504.224964 sec): 3 clusters Score: Raw -231381.575135 + Penalty 4349.947499 = -227031.627636 nChanged 120 SP:Iteration 6Q (504.362605 sec): 3 clusters Score: Raw -231466.690649 + Penalty 4349.947499 = -227116.743150 nChanged 83 SP:Iteration 7Q (504.457925 sec): 3 clusters Score: Raw -231518.730904 + Penalty 4349.947499 = -227168.783404 nChanged 78 SP:Iteration 8Q (504.593179 sec): 3 clusters Score: Raw -231565.443919 + Penalty 4349.947499 = -227215.496419 nChanged 67 SP:Iteration 9Q (504.693358 sec): 3 clusters Score: Raw -231608.406911 + Penalty 4349.947499 = -227258.459412 nChanged 52 SP:Iteration 10Q (504.825282 sec): 3 clusters Score: Raw -231631.948352 + Penalty 4349.947499 = -227282.000852 nChanged 42 SP:Iteration 11Q (504.910581 sec): 3 clusters Score: Raw -231655.969283 + Penalty 4349.947499 = -227306.021784 nChanged 46 SP:Iteration 12Q (505.037550 sec): 3 clusters Score: Raw -231684.958078 + Penalty 4349.947499 = -227335.010579 nChanged 44 SP:Iteration 13Q (505.136077 sec): 3 clusters Score: Raw -231707.445620 + Penalty 4349.947499 = -227357.498121 nChanged 51 SP:Iteration 14Q (505.259751 sec): 3 clusters Score: Raw -231746.077683 + Penalty 4349.947499 = -227396.130184 nChanged 51 SP:Iteration 15Q (505.378700 sec): 3 clusters Score: Raw -231778.942574 + Penalty 4349.947499 = -227428.995075 nChanged 47 SP:Iteration 16Q (505.478024 sec): 3 clusters Score: Raw -231803.001640 + Penalty 4349.947499 = -227453.054141 nChanged 44 SP:Iteration 17Q (505.606581 sec): 3 clusters Score: Raw -231824.840416 + Penalty 4349.947499 = -227474.892917 nChanged 40 SP:Iteration 18Q (505.729707 sec): 3 clusters Score: Raw -231851.865585 + Penalty 4349.947499 = -227501.918086 nChanged 41 SP:Iteration 19Q (505.849122 sec): 3 clusters Score: Raw -231874.369754 + Penalty 4349.947499 = -227524.422255 nChanged 38 SP:Iteration 20F (505.942315 sec): 3 clusters Score: Raw -231896.530357 + Penalty 4349.947499 = -227546.582857 nChanged 35 SP:Iteration 21Q (506.050805 sec): 3 clusters Score: Raw -231915.297698 + Penalty 4349.947499 = -227565.350199 nChanged 33 SP:Iteration 22Q (506.168952 sec): 3 clusters Score: Raw -231932.904439 + Penalty 4349.947499 = -227582.956940 nChanged 32 SP:Iteration 23Q (506.287605 sec): 3 clusters Score: Raw -231950.491877 + Penalty 4349.947499 = -227600.544378 nChanged 29 SP:Iteration 24Q (506.381649 sec): 3 clusters Score: Raw -231967.147182 + Penalty 4349.947499 = -227617.199683 nChanged 28 SP:Iteration 25Q (506.497623 sec): 3 clusters Score: Raw -231981.336163 + Penalty 4349.947499 = -227631.388664 nChanged 16 SP:Iteration 26Q (506.605850 sec): 3 clusters Score: Raw -231991.468827 + Penalty 4349.947499 = -227641.521328 nChanged 18 SP:Iteration 27Q (506.717027 sec): 3 clusters Score: Raw -232000.284276 + Penalty 4349.947499 = -227650.336777 nChanged 20 SP:Iteration 28Q (506.854774 sec): 3 clusters Score: Raw -232010.254509 + Penalty 4349.947499 = -227660.307010 nChanged 23 SP:Iteration 29Q (506.989812 sec): 3 clusters Score: Raw -232026.406797 + Penalty 4349.947499 = -227676.459298 nChanged 30 SP:Iteration 30Q (507.114516 sec): 3 clusters Score: Raw -232041.310545 + Penalty 4349.947499 = -227691.363046 nChanged 26 SP:Iteration 31Q (507.219842 sec): 3 clusters Score: Raw -232056.535189 + Penalty 4349.947499 = -227706.587690 nChanged 28 SP:Iteration 32Q (507.314139 sec): 3 clusters Score: Raw -232070.281660 + Penalty 4349.947499 = -227720.334161 nChanged 22 SP:Iteration 33Q (507.422911 sec): 3 clusters Score: Raw -232079.995021 + Penalty 4349.947499 = -227730.047522 nChanged 17 SP:Iteration 34Q (507.514484 sec): 3 clusters Score: Raw -232088.169221 + Penalty 4349.947499 = -227738.221722 nChanged 17 SP:Iteration 35Q (507.624329 sec): 3 clusters Score: Raw -232096.111950 + Penalty 4349.947499 = -227746.164451 nChanged 11 SP:Iteration 36Q (507.748444 sec): 3 clusters Score: Raw -232102.559593 + Penalty 4349.947499 = -227752.612094 nChanged 14 SP:Iteration 37Q (507.855319 sec): 3 clusters Score: Raw -232110.720597 + Penalty 4349.947499 = -227760.773098 nChanged 9 SP:Iteration 38Q (507.968055 sec): 3 clusters Score: Raw -232116.277955 + Penalty 4349.947499 = -227766.330456 nChanged 6 SP:Iteration 39Q (508.105193 sec): 3 clusters Score: Raw -232121.168724 + Penalty 4349.947499 = -227771.221225 nChanged 13 SP:Iteration 40F (508.218081 sec): 3 clusters Score: Raw -232127.499144 + Penalty 4349.947499 = -227777.551645 nChanged 4 SP:Iteration 41Q (508.321556 sec): 3 clusters Score: Raw -232129.392350 + Penalty 4349.947499 = -227779.444851 nChanged 5 SP:Iteration 42Q (508.423488 sec): 3 clusters Score: Raw -232132.182828 + Penalty 4349.947499 = -227782.235329 nChanged 8 SP:Iteration 43Q (508.536719 sec): 3 clusters Score: Raw -232134.897244 + Penalty 4349.947499 = -227784.949745 nChanged 4 SP:Iteration 44Q (508.644403 sec): 3 clusters Score: Raw -232135.917405 + Penalty 4349.947499 = -227785.969906 nChanged 2 SP:Iteration 45Q (508.781350 sec): 3 clusters Score: Raw -232136.429124 + Penalty 4349.947499 = -227786.481625 nChanged 1 SP:Iteration 46Q (508.915697 sec): 3 clusters Score: Raw -232136.514503 + Penalty 4349.947499 = -227786.567004 nChanged 0 SP:Iteration 47F (509.012762 sec): 3 clusters Score: Raw -232136.514503 + Penalty 4349.947499 = -227786.567004 nChanged 0 Trying to split cluster 10 (2158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.071257 sec): 2 clusters Score: Raw -117747.086171 + Penalty 2026.711406 = -115720.374764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.182855 sec): 3 clusters Score: Raw -116940.668357 + Penalty 4053.422813 = -112887.245544 nChanged 708 SP:Iteration 1F (509.277472 sec): 3 clusters Score: Raw -117488.784971 + Penalty 4053.422813 = -113435.362158 nChanged 162 SP:Iteration 2F (509.382652 sec): 3 clusters Score: Raw -117632.360574 + Penalty 4053.422813 = -113578.937761 nChanged 108 SP:Iteration 3F (509.499409 sec): 3 clusters Score: Raw -117737.147470 + Penalty 4053.422813 = -113683.724657 nChanged 75 SP:Iteration 4Q (509.609548 sec): 3 clusters Score: Raw -117813.885081 + Penalty 4053.422813 = -113760.462268 nChanged 59 SP:Iteration 5Q (509.702021 sec): 3 clusters Score: Raw -117866.244186 + Penalty 4053.422813 = -113812.821373 nChanged 49 SP:Iteration 6Q (509.831937 sec): 3 clusters Score: Raw -117906.080431 + Penalty 4053.422813 = -113852.657618 nChanged 39 SP:Iteration 7Q (509.947122 sec): 3 clusters Score: Raw -117942.859916 + Penalty 4053.422813 = -113889.437103 nChanged 39 SP:Iteration 8Q (510.047037 sec): 3 clusters Score: Raw -117973.241619 + Penalty 4053.422813 = -113919.818806 nChanged 31 SP:Iteration 9Q (510.141759 sec): 3 clusters Score: Raw -118004.771236 + Penalty 4053.422813 = -113951.348423 nChanged 34 SP:Iteration 10Q (510.249840 sec): 3 clusters Score: Raw -118034.951566 + Penalty 4053.422813 = -113981.528753 nChanged 24 SP:Iteration 11Q (510.356507 sec): 3 clusters Score: Raw -118055.324691 + Penalty 4053.422813 = -114001.901878 nChanged 23 SP:Iteration 12Q (510.458922 sec): 3 clusters Score: Raw -118074.595017 + Penalty 4053.422813 = -114021.172204 nChanged 21 SP:Iteration 13Q (510.567809 sec): 3 clusters Score: Raw -118090.279489 + Penalty 4053.422813 = -114036.856676 nChanged 15 SP:Iteration 14Q (510.689705 sec): 3 clusters Score: Raw -118102.964905 + Penalty 4053.422813 = -114049.542093 nChanged 14 SP:Iteration 15Q (510.780051 sec): 3 clusters Score: Raw -118113.048135 + Penalty 4053.422813 = -114059.625322 nChanged 11 SP:Iteration 16Q (510.900799 sec): 3 clusters Score: Raw -118120.238574 + Penalty 4053.422813 = -114066.815761 nChanged 10 SP:Iteration 17Q (510.996658 sec): 3 clusters Score: Raw -118126.031668 + Penalty 4053.422813 = -114072.608855 nChanged 12 SP:Iteration 18Q (511.104578 sec): 3 clusters Score: Raw -118132.943297 + Penalty 4053.422813 = -114079.520484 nChanged 8 SP:Iteration 19Q (511.224215 sec): 3 clusters Score: Raw -118137.264326 + Penalty 4053.422813 = -114083.841513 nChanged 10 SP:Iteration 20F (511.335881 sec): 3 clusters Score: Raw -118141.951202 + Penalty 4053.422813 = -114088.528389 nChanged 4 SP:Iteration 21Q (511.420874 sec): 3 clusters Score: Raw -118144.429152 + Penalty 4053.422813 = -114091.006339 nChanged 8 SP:Iteration 22Q (511.514832 sec): 3 clusters Score: Raw -118149.024470 + Penalty 4053.422813 = -114095.601657 nChanged 7 SP:Iteration 23Q (511.629139 sec): 3 clusters Score: Raw -118152.679951 + Penalty 4053.422813 = -114099.257138 nChanged 3 SP:Iteration 24Q (511.721611 sec): 3 clusters Score: Raw -118154.291427 + Penalty 4053.422813 = -114100.868614 nChanged 2 SP:Iteration 25Q (511.858460 sec): 3 clusters Score: Raw -118154.992094 + Penalty 4053.422813 = -114101.569281 nChanged 1 SP:Iteration 26Q (511.945228 sec): 3 clusters Score: Raw -118155.499106 + Penalty 4053.422813 = -114102.076293 nChanged 0 SP:Iteration 27F (512.065287 sec): 3 clusters Score: Raw -118155.499106 + Penalty 4053.422813 = -114102.076293 nChanged 0 Trying to split cluster 11 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (512.109137 sec): 2 clusters Score: Raw -28628.503560 + Penalty 1689.667966 = -26938.835595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (512.234012 sec): 3 clusters Score: Raw -28591.411926 + Penalty 3379.335931 = -25212.075994 nChanged 114 SP:Iteration 1F (512.311726 sec): 3 clusters Score: Raw -28810.207229 + Penalty 3379.335931 = -25430.871297 nChanged 34 SP:Iteration 2F (512.410451 sec): 3 clusters Score: Raw -28885.709829 + Penalty 3379.335931 = -25506.373898 nChanged 22 SP:Iteration 3Q (512.505372 sec): 3 clusters Score: Raw -28923.819732 + Penalty 3379.335931 = -25544.483801 nChanged 10 SP:Iteration 4Q (512.606176 sec): 3 clusters Score: Raw -28945.523709 + Penalty 3379.335931 = -25566.187778 nChanged 9 SP:Iteration 5Q (512.682655 sec): 3 clusters Score: Raw -28971.127757 + Penalty 3379.335931 = -25591.791826 nChanged 11 SP:Iteration 6Q (512.789974 sec): 3 clusters Score: Raw -28997.615482 + Penalty 3379.335931 = -25618.279551 nChanged 6 SP:Iteration 7Q (512.881729 sec): 3 clusters Score: Raw -29011.735546 + Penalty 3379.335931 = -25632.399615 nChanged 4 SP:Iteration 8Q (512.982222 sec): 3 clusters Score: Raw -29020.542081 + Penalty 3379.335931 = -25641.206150 nChanged 4 SP:Iteration 9Q (513.086401 sec): 3 clusters Score: Raw -29026.553283 + Penalty 3379.335931 = -25647.217352 nChanged 2 SP:Iteration 10Q (513.186037 sec): 3 clusters Score: Raw -29034.105471 + Penalty 3379.335931 = -25654.769540 nChanged 8 SP:Iteration 11Q (513.288277 sec): 3 clusters Score: Raw -29056.093861 + Penalty 3379.335931 = -25676.757930 nChanged 7 SP:Iteration 12Q (513.407576 sec): 3 clusters Score: Raw -29071.373222 + Penalty 3379.335931 = -25692.037291 nChanged 6 SP:Iteration 13Q (513.513529 sec): 3 clusters Score: Raw -29088.191144 + Penalty 3379.335931 = -25708.855213 nChanged 7 SP:Iteration 14Q (513.632477 sec): 3 clusters Score: Raw -29101.774972 + Penalty 3379.335931 = -25722.439041 nChanged 1 SP:Iteration 15Q (513.732473 sec): 3 clusters Score: Raw -29103.816083 + Penalty 3379.335931 = -25724.480152 nChanged 3 SP:Iteration 16Q (513.807939 sec): 3 clusters Score: Raw -29114.782110 + Penalty 3379.335931 = -25735.446178 nChanged 4 SP:Iteration 17Q (513.926531 sec): 3 clusters Score: Raw -29137.154218 + Penalty 3379.335931 = -25757.818287 nChanged 8 SP:Iteration 18Q (514.027503 sec): 3 clusters Score: Raw -29166.794021 + Penalty 3379.335931 = -25787.458090 nChanged 6 SP:Iteration 19Q (514.115607 sec): 3 clusters Score: Raw -29195.043034 + Penalty 3379.335931 = -25815.707103 nChanged 7 SP:Iteration 20F (514.218759 sec): 3 clusters Score: Raw -29244.422142 + Penalty 3379.335931 = -25865.086211 nChanged 8 SP:Iteration 21Q (514.310650 sec): 3 clusters Score: Raw -29302.122763 + Penalty 3379.335931 = -25922.786832 nChanged 8 SP:Iteration 22Q (514.415537 sec): 3 clusters Score: Raw -29322.372368 + Penalty 3379.335931 = -25943.036437 nChanged 3 SP:Iteration 23Q (514.522912 sec): 3 clusters Score: Raw -29331.399083 + Penalty 3379.335931 = -25952.063152 nChanged 5 SP:Iteration 24Q (514.588390 sec): 3 clusters Score: Raw -29346.340434 + Penalty 3379.335931 = -25967.004503 nChanged 4 SP:Iteration 25Q (514.692180 sec): 3 clusters Score: Raw -29354.589951 + Penalty 3379.335931 = -25975.254019 nChanged 1 SP:Iteration 26Q (514.786020 sec): 3 clusters Score: Raw -29356.635223 + Penalty 3379.335931 = -25977.299291 nChanged 1 SP:Iteration 27Q (514.886650 sec): 3 clusters Score: Raw -29360.933131 + Penalty 3379.335931 = -25981.597199 nChanged 1 SP:Iteration 28Q (515.000363 sec): 3 clusters Score: Raw -29364.781499 + Penalty 3379.335931 = -25985.445568 nChanged 0 SP:Iteration 29F (515.092919 sec): 3 clusters Score: Raw -29364.781499 + Penalty 3379.335931 = -25985.445568 nChanged 0 Time taken for this iteration:46.823834 seconds. 12->8 Clusters: Score -522043.146920, best is -525374.839153 Main iterations: 556 (time per iteration =179.267063 ms) Total iterations: 3863 (time per iteration =25.801835 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 14430790191.000000 (time per metric unit =6.906932ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 447354495921.000000 (time per metric unit=222.804259ps) That took 99.672487 seconds.